diff --git a/coherent_edge_nudges/AIOP_CoherentEdgePosition.pdf b/coherent_edge_nudges/AIOP_CoherentEdgePosition.pdf new file mode 100644 index 0000000..0b891ef Binary files /dev/null and b/coherent_edge_nudges/AIOP_CoherentEdgePosition.pdf differ diff --git a/coherent_edge_nudges/README.md b/coherent_edge_nudges/README.md new file mode 100644 index 0000000..5dd91ea --- /dev/null +++ b/coherent_edge_nudges/README.md @@ -0,0 +1,13 @@ +This repo has the code that is currently being used for my portion of the AIOP project at Jefferson Lab. The AIOP_CoherentEdgePosition.pdf document has a more detailed summary of current results. + +The following outlines the steps to use the code. + +1) The .txt files in myGetCommands are the commands I use to access the archived EPICS data for the Spring 2020 run period. These must be run on one of the gluon machines. gluons150-155 are for general use. Instructions on accessing the gluons is given in Appendix C of the pdf. + +2) cleanAndConvertData_txt_to_csv.py converts the resulting .txt files to csv files. It creates a .csv file with two variables, the new setpoint of the variable of interest, as well as the Date-Time when the new value was set. + +3) merge_all_csv.ipynb is used to merge the resulting csv files for all the variables. This is where the majority of the data manipulation occurs, including fixing the run numbers and defining the nudge sequences. + +4) add_beam_up_time_combined.ipynb adds a variable for the amount of time since the last beam drop occurred. This is for use in nonudge-study_combined.ipynb, so information about nudges are removed to save space. + +The remaining notebooks are used to visualize the output of the .csv files produced by the steps above. diff --git a/coherent_edge_nudges/add_beam_up_time_combined.ipynb b/coherent_edge_nudges/add_beam_up_time_combined.ipynb new file mode 100644 index 0000000..8c980ae --- /dev/null +++ b/coherent_edge_nudges/add_beam_up_time_combined.ipynb @@ -0,0 +1,7343 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:18:01.523669Z", + "iopub.status.busy": "2025-06-09T15:18:01.523410Z", + "iopub.status.idle": "2025-06-09T15:18:03.168577Z", + "shell.execute_reply": "2025-06-09T15:18:03.167538Z", + "shell.execute_reply.started": "2025-06-09T15:18:01.523636Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read in each csv file\n", + "double check variable types and ranges look good" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:18:06.242246Z", + "iopub.status.busy": "2025-06-09T15:18:06.241431Z", + "iopub.status.idle": "2025-06-09T15:18:06.248159Z", + "shell.execute_reply": "2025-06-09T15:18:06.247219Z", + "shell.execute_reply.started": "2025-06-09T15:18:06.242217Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_82487/1971075393.py:1: DtypeWarning: Columns (31,32,33) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df_2020 = pd.read_csv(\"csv_data/merged/Spring2020Merged_goodRuns.csv\")\n", + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_82487/1971075393.py:2: DtypeWarning: Columns (32,33,34) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df_2023 = pd.read_csv(\"csv_data/merged/Spring2023Merged_goodRuns.csv\")\n", + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_82487/1971075393.py:3: DtypeWarning: Columns (31,32,33) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df_2025 = pd.read_csv(\"csv_data/merged/Spring2025Merged_goodRuns.csv\")\n" + ] + } + ], + "source": [ + "df_2020 = pd.read_csv(\"csv_data/merged/Spring2020Merged_goodRuns.csv\")\n", + "df_2023 = pd.read_csv(\"csv_data/merged/Spring2023Merged_goodRuns.csv\")\n", + "df_2025 = pd.read_csv(\"csv_data/merged/Spring2025Merged_goodRuns.csv\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The beam up time is really only important for dealing with the correlations\n", + "Only take runs with no nudges to reduce data footprint and increase speed. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Date-Time', 'RunNumber', 'DAQ:STATUS', 'CBREM:PLANE', 'GONI:ROLL',\n", + " 'GONI:ROLL.RBV', 'GONI:X', 'GONI:X.RBV', 'GONI:Y', 'GONI:Y.RBV',\n", + " 'GONI:PITCH', 'GONI:PITCH.RBV', 'GONI:YAW', 'GONI:YAW.RBV', 'AC:X',\n", + " 'AC:Y', 'EBEAM:CURRENT', 'EBEAM:ENERGY', 'EBEAM:X', 'EBEAM:Y',\n", + " 'CBREM:SET_ENERGY', 'CBREM:ENERGY_UNC', 'CBREM:ENERGY', 'RADIATOR:ID',\n", + " 'RADIATOR:NAME', 'goodRun', 'TimeStamp', 'RunHasNudge',\n", + " 'NudgeDuringRun', 'NudgeOccurred', 'TotalNudgeSize_thisRun',\n", + " 'NudgeSequence', 'NudgeSequenceReduced_Correct',\n", + " 'NudgeSequenceReduced_Naive', 'TotalNudges_thisRun',\n", + " 'RunHasAbnormalNudge', 'RunHasBacklash', 'ConfigChange_inProgress',\n", + " 'BacklashNudge', 'NudgeNumber', 'NudgePitchSize', 'NudgeYawSize',\n", + " 'PitchMotionSize', 'YawMotionSize', 'MotionDone', 'NudgeEnSize_10s',\n", + " 'CBREM:ENERGY_LAG_ADJUSTED'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "print(df_2020.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "def plot_nudge_by_type(df,runperiod):\n", + " abnormal_nudges = df[df['RunHasAbnormalNudge']]['RunNumber'].unique()\n", + " print(\"Number of abnormal nudge runs:\",len(abnormal_nudges))\n", + "\n", + " no_nudge_runs = df[~df['RunHasNudge']]['RunNumber'].unique()\n", + " one_nudge_runs = df[(df['RunHasNudge'])&(df['TotalNudges_thisRun']==1)]['RunNumber'].unique()\n", + " multi_nudge_runs = df[(df['RunHasNudge'])&(df['TotalNudges_thisRun']>1)]['RunNumber'].unique()\n", + " backlash_runs = df[df['RunHasBacklash']]['RunNumber'].unique()\n", + " total_runs = df['RunNumber'].unique()\n", + "\n", + " xticks = [0, 1, 2, 3]\n", + " yvals = [len(no_nudge_runs)/len(total_runs)*100.0, len(one_nudge_runs)/len(total_runs)*100.0, len(multi_nudge_runs)/len(total_runs)*100.0, len(backlash_runs)/len(total_runs)*100.0]\n", + "\n", + "\n", + " xtick_labels = [\"No Nudge\",\"1 Nudge\",\">1 Nudge\",\"Backlash\"]\n", + "\n", + " fig, ax = plt.subplots()\n", + " plt.bar(xticks,yvals)\n", + " plt.xlabel('Nudge Types')\n", + " plt.ylabel('Percentage of Runs')\n", + " plt.title('Spring '+runperiod+': Number of Runs for Each Nudge Class')\n", + " ax.set_xticks(xticks)\n", + " ax.set_xticklabels(xtick_labels)\n", + " plt.savefig('plots/runs_per_class_'+runperiod+'.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of abnormal nudge runs: 190\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_nudge_by_type(df_2020,'2020')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of abnormal nudge runs: 129\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_nudge_by_type(df_2023,'2023')" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of abnormal nudge runs: 117\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_nudge_by_type(df_2025,'2025')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# we are adding beam up time to runs with no nudges, which is best for looking at beam correlations\n", + "def simplify_df(df_in):\n", + " df_no_nudge = df_in[(~df_in['RunHasNudge'])&(df_in['goodRun'])]\n", + " # remove nudge related variables, since these runs have no nudges\n", + " df_simple = df_no_nudge[['Date-Time', 'RunNumber', 'DAQ:STATUS', 'CBREM:PLANE',\n", + " 'GONI:ROLL', 'GONI:ROLL.RBV', 'GONI:X', 'GONI:X.RBV', 'GONI:Y',\n", + " 'GONI:Y.RBV', 'GONI:PITCH', 'GONI:PITCH.RBV', 'GONI:YAW',\n", + " 'GONI:YAW.RBV', 'AC:X', 'AC:Y', 'EBEAM:CURRENT', 'EBEAM:ENERGY',\n", + " 'EBEAM:X', 'EBEAM:Y', 'CBREM:SET_ENERGY', 'CBREM:ENERGY_UNC',\n", + " 'CBREM:ENERGY', 'RADIATOR:ID', 'RADIATOR:NAME', 'TimeStamp','MotionDone','CBREM:ENERGY_LAG_ADJUSTED']]\n", + " return df_simple\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "df_2020_simple = simplify_df(df_2020)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "df_2023_simple = simplify_df(df_2023)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "df_2025['CBREM:SET_ENERGY'] = 8.9\n", + "df_2025_simple = simplify_df(df_2025)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def add_beam_up(df_in):\n", + " df_out = df_in.copy()\n", + " df_out.reset_index()\n", + " # iterate over all rows in dataframe. Add value for BeamUpTime\n", + " df_out['BeamUpTime'] = 0\n", + "\n", + " #df_out = pd.DataFrame()\n", + "\n", + " beam_down_time = -100\n", + " for index, row in df_out.iterrows():\n", + "\n", + " # get current beam current (nA) and time\n", + " current_beam_current = row['EBEAM:CURRENT']\n", + " current_time = row['TimeStamp']\n", + "\n", + " # if beam current less than 30 nA, beam is down\n", + " if current_beam_current<30:\n", + " beam_down_time = current_time \n", + "\n", + " # if beam_down_time = -100, this will be a very big positive number\n", + " # if beam_down_time is defined, this will be seconds since beam was last down\n", + " df_out.at[index,'BeamUpTime'] = current_time-beam_down_time\n", + "\n", + " row['BeamUpTime'] = current_time - beam_down_time\n", + " if index%1000==0:\n", + " print(index/len(df_out)*100.0,\"%\")\n", + " return df_out\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + 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"df_2020_simple_complete['BeamUpTime'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 2.741466e+06\n", + "mean -1.331822e+01\n", + "std 3.131811e+03\n", + "min -2.241550e+05\n", + "25% 0.000000e+00\n", + "50% 6.100000e+01\n", + "75% 2.060000e+02\n", + "max 6.677000e+03\n", + "Name: BeamUpTime, dtype: float64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_2023_simple_complete['BeamUpTime'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1.888264e+06\n", + "mean 8.496310e+01\n", + "std 1.809193e+03\n", + "min -1.410430e+05\n", + "25% 0.000000e+00\n", + "50% 1.050000e+02\n", + "75% 4.060000e+02\n", + "max 7.376000e+03\n", + "Name: BeamUpTime, dtype: float64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_2025_simple_complete['BeamUpTime'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "pd.set_option('display.max_columns', None)\n", + "pd.set_option('display.max_rows', None)\n", + "\n", + "def plot_up_time(df_in,runperiod):\n", + " bins = np.arange(1,500,1)\n", + " plt.hist(df_in['BeamUpTime'],bins=bins)\n", + " plt.title('Beam Up Time For Spring '+runperiod)\n", + " plt.xlabel('Beam Up Time (s)')\n", + " plt.savefig('plots/beam_up_'+runperiod+'.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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R0NCAU6dOYefOnZg3bx7Cw8NbvP/g4GBMnToV//jHP9CtWzeMGDECJ06cwPPPPw9/f3889dRTLd73LbfcgqioKIwYMQK9e/fG+fPnsX//frzxxhvw9fXF5MmTTeq9vLxw33334fnnn4eLiwtWrlyJo0ePWhQkWkqv1+ODDz7AiBEj8NJLL8HX1xebNm3C0aNHAZjfEn65N954Ay+88AJiYmIwcuRIZGdnm2wfPHiw/N+LFy/G7bffjtjYWCxatEj+sDsvLy/MmzdPrtuzZw9Gjx4NjUaDZ555Rv6jo1FISIh8m/akSZPwzjvv4OGHH8aSJUvg4+ODlStX4tixY/jyyy9bMzRkKzr7ymKilmjq7iRJksSAAQPE8uXLTT4wS4hLd8i8/vrr4tZbbxXdu3cXrq6uok+fPmLatGnip59+kuv27t0rdDqdcHZ2Ft7e3uKJJ54Qhw4dMrs750ofthYRESFuueUWs/ZevXqJkSNHNuvcDh48KB588EHh5eUl7OzshJeXl3jwwQdFbm7uFff7ySefiFtuuUU4OjqKgIAAsXz58mYdq1FL704qKyszqbVkXKqrq8Vzzz0ngoODhaOjo5AkSfTr10889dRTJnfzNKU5H3ZXX18vli5dKm6++Wbh4OAgvLy8xPjx40VRUdE1+3Y1q1evFmPGjBE33nijcHZ2Fo6OjqJ3795i+vTpZvsGIGbOnClWrlwpevfuLRwcHESfPn3Exo0bTequ9OGNf912+d1JTfV5woQJolevXiZt+fn5YujQoaJ79+7Cw8NDTJ48Waxfv97sjrumNN4FdaXH5Q4ePCiioqKEs7OzcHd3F6NHjxY///yzSU3j786VHpffMWUwGMTjjz8uPDw8RPfu3cXgwYNFZmbmVftNXYdKiGZ+IAMRWZ2AgACEhoYq9vuibJ1KpTK7W84aTJ06FR9//DHOnj17xQveiZSAy0lERDbspZdeglarxY033ojq6mp8/vnn+Oc//4nnnnuOAYYUjyGGiMiGOTg44LXXXkNxcTEuXryIoKAgLF++HHPnzu3srhG1GpeTiIiISJF4izUREREpEkMMERERKRJDDBERESmSzV7Y29DQgNOnT8PNzY1fEkZERKQQQghUVVVBq9Ve8wMZbTbEnD59Gv7+/p3dDSIiImqBoqKia341h82GmMYv9SsqKpI/wpqIiIisW2VlJfz9/eX38aux2RDTuITk7u7OEENERKQwzbkUhBf2EhERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiMcQQERGRIjHEEBERkSIxxBAREZEiWRRiLl68iOeeew6BgYFwcnLCjTfeiJdeegkNDQ1yjRACSUlJ0Gq1cHJyQmRkJI4cOWKyn9raWsyePRteXl5wcXFBXFwciouLTWrKy8uRkJAASZIgSRISEhJQUVHR8jMlIiIim2JRiFm6dCneffddpKamoqCgAMuWLcNrr72Gf/zjH3LNsmXLsHz5cqSmpiInJwcajQbDhg1DVVWVXKPX65Geno60tDTs2bMH1dXViI2NRX19vVwTHx+PvLw8ZGRkICMjA3l5eUhISGiDUyYiIiKbICwwcuRIMWnSJJO2MWPGiPHjxwshhGhoaBAajUYsWbJE3n7+/HkhSZJ49913hRBCVFRUCAcHB5GWlibX/Pbbb6Jbt24iIyNDCCHEjz/+KACI7OxsuWbfvn0CgDh69Giz+mo0GgUAYTQaLTlFIiIi6kSWvH9bNBNz11134auvvsLx48cBAN9//z327NmD+++/HwBQWFgIg8GA6Oho+TVqtRoRERHYu3cvACA3NxcXLlwwqdFqtQgNDZVr9u3bB0mSEB4eLtcMHjwYkiTJNZerra1FZWWlyYOIiIhsl0VfALlw4UIYjUb06dMHdnZ2qK+vx6uvvopHH30UAGAwGAAAvr6+Jq/z9fXFyZMn5RpHR0f07NnTrKbx9QaDAT4+PmbH9/HxkWsul5KSgsWLF1tyOkRERKRgFs3EbN68GR999BE2bdqEQ4cOYf369Xj99dexfv16k7rLv3lSCHHNb6O8vKap+qvtJzExEUajUX4UFRU197SIiIhIgSyaifn73/+ORYsW4ZFHHgEA9OvXDydPnkRKSgomTJgAjUYD4NJMip+fn/y60tJSeXZGo9Ggrq4O5eXlJrMxpaWlGDJkiFxz5swZs+OXlZWZzfI0UqvVUKvVlpwOERERKZhFMzHnzp1Dt26mL7Gzs5NvsQ4MDIRGo0FmZqa8va6uDllZWXJACQsLg4ODg0lNSUkJ8vPz5RqdTgej0YgDBw7INfv374fRaJRrlCZg0TYELNrW2d0gIiKyGRbNxIwaNQqvvvoqbrjhBtxyyy347rvvsHz5ckyaNAnApSUgvV6P5ORkBAUFISgoCMnJyXB2dkZ8fDwAQJIkTJ48GfPmzYOnpyc8PDwwf/589OvXD0OHDgUA9O3bFzExMZgyZQpWr14NAJg6dSpiY2MRHBzcluff4QIWbcOJJSM7uxtERESKpxJCiOYWV1VV4fnnn0d6ejpKS0uh1Wrx6KOP4oUXXoCjoyOAS9etLF68GKtXr0Z5eTnCw8PxzjvvIDQ0VN7P+fPn8fe//x2bNm1CTU0NoqKisHLlSvj7+8s1f/zxB+bMmYOtW7cCAOLi4pCamooePXo0q6+VlZWQJAlGoxHu7u7NPcV20dQMDIMMERGROUvevy0KMUpiLSHmaktIDDJERESmLHn/5ncnERERkSIxxHQiXuhLRETUcgwxREREpEgMMe2oOTMtnI0hIiJqGYYYIiIiUiSGGCvA2RgiIiLLMcQQERGRIjHEtBNLZ1c4G0NERGQZhhgiIiJSJIYYIiIiUiSGGCIiIlIkhhgrwutiiIiImo8hhoiIiBSJIcbKcDaGiIioeRhiiIiISJEYYtpBa2dTOBtDRER0bQwxREREpEgMMVaKszFERERXxxBjxRhkiIiIrowhhoiIiBSJIcbKcTaGiIioaQwxREREpEgMMQrA2RgiIiJzDDFtjIGDiIioYzDEKATDERERkSmGGCIiIlIkhhgF4WwMERHR/zDEEBERkSIxxBAREZEiMcQoDJeUiIiILmGIISIiIkViiCEiIiJFYoghIiIiRbIoxAQEBEClUpk9Zs6cCQAQQiApKQlarRZOTk6IjIzEkSNHTPZRW1uL2bNnw8vLCy4uLoiLi0NxcbFJTXl5ORISEiBJEiRJQkJCAioqKlp3ph2go65X4XUxREREFoaYnJwclJSUyI/MzEwAwMMPPwwAWLZsGZYvX47U1FTk5ORAo9Fg2LBhqKqqkveh1+uRnp6OtLQ07NmzB9XV1YiNjUV9fb1cEx8fj7y8PGRkZCAjIwN5eXlISEhoi/MlIiIiG6ESQoiWvliv1+Pzzz/HTz/9BADQarXQ6/VYuHAhgEuzLr6+vli6dCmmTZsGo9EIb29vbNiwAePGjQMAnD59Gv7+/ti+fTuGDx+OgoIChISEIDs7G+Hh4QCA7Oxs6HQ6HD16FMHBwc3qW2VlJSRJgtFohLu7e0tP0SIdOUNyYsnIDjsWERFRR7Hk/bvF18TU1dXho48+wqRJk6BSqVBYWAiDwYDo6Gi5Rq1WIyIiAnv37gUA5Obm4sKFCyY1Wq0WoaGhcs2+ffsgSZIcYABg8ODBkCRJriEuKREREbU4xHz22WeoqKjAxIkTAQAGgwEA4Ovra1Ln6+srbzMYDHB0dETPnj2vWuPj42N2PB8fH7mmKbW1taisrDR52DoGGSIi6spaHGLWrFmDESNGQKvVmrSrVCqT50IIs7bLXV7TVP219pOSkiJfCCxJEvz9/ZtzGkRERKRQLQoxJ0+exJdffoknnnhCbtNoNABgNltSWloqz85oNBrU1dWhvLz8qjVnzpwxO2ZZWZnZLM9fJSYmwmg0yo+ioqKWnJricDaGiIi6qhaFmLVr18LHxwcjR/7v4tLAwEBoNBr5jiXg0nUzWVlZGDJkCAAgLCwMDg4OJjUlJSXIz8+Xa3Q6HYxGIw4cOCDX7N+/H0ajUa5pilqthru7u8mDiIiIbJe9pS9oaGjA2rVrMWHCBNjb/+/lKpUKer0eycnJCAoKQlBQEJKTk+Hs7Iz4+HgAgCRJmDx5MubNmwdPT094eHhg/vz56NevH4YOHQoA6Nu3L2JiYjBlyhSsXr0aADB16lTExsY2+84kIiIisn0Wh5gvv/wSp06dwqRJk8y2LViwADU1NZgxYwbKy8sRHh6OnTt3ws3NTa5ZsWIF7O3tMXbsWNTU1CAqKgrr1q2DnZ2dXLNx40bMmTNHvospLi4OqampLTm/LiFg0Tbeck1ERF1Oqz4nxprZ+ufENIVBhoiIlK5DPieGiIiIqDMxxNiQzp4JIiIi6kgMMURERKRIDDFthLMgREREHYshxsYwTBERUVfBEENERESKxBBjgzgbQ0REXQFDDBERESkSQ4yN4mwMERHZOoYYIiIiUiSGGCIiIlIkhhgiIiJSJIYYG8brYoiIyJYxxBAREZEiMcTYOM7GEBGRrWKI6QIYZIiIyBYxxBAREZEiMcQQERGRIjHEdBFcUiIiIlvDEENERESKxBDThXA2hoiIbAlDTBtgOCAiIup4DDFdDAMXERHZCoYYIiIiUiSGmC6IszFERGQLGGKIiIhIkRhiuijOxhARkdIxxBAREZEiMcR0YZyNISIiJWOIISIiIkViiCEiIiJFYojp4rikRERESsUQQwwyRESkSAwxREREpEgWh5jffvsN48ePh6enJ5ydnTFgwADk5ubK24UQSEpKglarhZOTEyIjI3HkyBGTfdTW1mL27Nnw8vKCi4sL4uLiUFxcbFJTXl6OhIQESJIESZKQkJCAioqKlp0lERER2RyLQkx5eTnuvPNOODg44IsvvsCPP/6IN954Az169JBrli1bhuXLlyM1NRU5OTnQaDQYNmwYqqqq5Bq9Xo/09HSkpaVhz549qK6uRmxsLOrr6+Wa+Ph45OXlISMjAxkZGcjLy0NCQkLrz5iaxCUlIiJSGpUQQjS3eNGiRfjvf/+L3bt3N7ldCAGtVgu9Xo+FCxcCuDTr4uvri6VLl2LatGkwGo3w9vbGhg0bMG7cOADA6dOn4e/vj+3bt2P48OEoKChASEgIsrOzER4eDgDIzs6GTqfD0aNHERwcfM2+VlZWQpIkGI1GuLu7N/cUW8RWAsCJJSM7uwtERNTFWfL+bdFMzNatWzFo0CA8/PDD8PHxwcCBA/H+++/L2wsLC2EwGBAdHS23qdVqREREYO/evQCA3NxcXLhwwaRGq9UiNDRUrtm3bx8kSZIDDAAMHjwYkiTJNZerra1FZWWlyYMsYythjIiIugaLQsyvv/6KVatWISgoCDt27MD06dMxZ84cfPjhhwAAg8EAAPD19TV5na+vr7zNYDDA0dERPXv2vGqNj4+P2fF9fHzkmsulpKTI189IkgR/f39LTo3+fwwyRESkFBaFmIaGBtx2221ITk7GwIEDMW3aNEyZMgWrVq0yqVOpVCbPhRBmbZe7vKap+qvtJzExEUajUX4UFRU197SIiIhIgSwKMX5+fggJCTFp69u3L06dOgUA0Gg0AGA2W1JaWirPzmg0GtTV1aG8vPyqNWfOnDE7fllZmdksTyO1Wg13d3eTB7UMZ2OIiEgJLAoxd955J44dO2bSdvz4cfTq1QsAEBgYCI1Gg8zMTHl7XV0dsrKyMGTIEABAWFgYHBwcTGpKSkqQn58v1+h0OhiNRhw4cECu2b9/P4xGo1xDREREXZu9JcVPPfUUhgwZguTkZIwdOxYHDhzAe++9h/feew/ApSUgvV6P5ORkBAUFISgoCMnJyXB2dkZ8fDwAQJIkTJ48GfPmzYOnpyc8PDwwf/589OvXD0OHDgVwaXYnJiYGU6ZMwerVqwEAU6dORWxsbLPuTKLWC1i0jXcrERGRVbMoxNx+++1IT09HYmIiXnrpJQQGBuLNN9/EY489JtcsWLAANTU1mDFjBsrLyxEeHo6dO3fCzc1NrlmxYgXs7e0xduxY1NTUICoqCuvWrYOdnZ1cs3HjRsyZM0e+iykuLg6pqamtPd82x6UXIiKizmHR58QoSUd9ToythxjOxhARUUdqt8+Joa7H1kMaEREpF0MMERERKRJDDF0TZ2OIiMgaMcQQERGRIjHEEBERkSIxxFCzcEmJiIisDUMMERERKRJDDDUbZ2OIiMiaMMSQRRhkiIjIWjDEkMUYZIiIyBowxBAREZEiMcRQi3A2hoiIOhtDDLUYgwwREXUmhhhqFQYZIiLqLAwxREREpEgMMdRqnI0hIqLOwBBDREREisQQQ22CszFERNTRGGKIiIhIkRhiiIiISJEYYqjNcEmJiIg6EkMMtSkGGSIi6igMMdTmGGSIiKgjMMQQERGRIjHEULvgbAwREbU3hhgiIiJSJIYYajecjSEiovbEEEPtikGGiIjaC0MMERERKRJDDLU7zsYQEVF7YIihDsEgQ0REbY0hhjoMgwwREbUlhhjqUAwyRETUViwKMUlJSVCpVCYPjUYjbxdCICkpCVqtFk5OToiMjMSRI0dM9lFbW4vZs2fDy8sLLi4uiIuLQ3FxsUlNeXk5EhISIEkSJElCQkICKioqWn6WREREZHMsnom55ZZbUFJSIj8OHz4sb1u2bBmWL1+O1NRU5OTkQKPRYNiwYaiqqpJr9Ho90tPTkZaWhj179qC6uhqxsbGor6+Xa+Lj45GXl4eMjAxkZGQgLy8PCQkJrTxVshacjSEiorZgb/EL7O1NZl8aCSHw5ptv4tlnn8WYMWMAAOvXr4evry82bdqEadOmwWg0Ys2aNdiwYQOGDh0KAPjoo4/g7++PL7/8EsOHD0dBQQEyMjKQnZ2N8PBwAMD7778PnU6HY8eOITg4uDXnS0RERDbC4pmYn376CVqtFoGBgXjkkUfw66+/AgAKCwthMBgQHR0t16rVakRERGDv3r0AgNzcXFy4cMGkRqvVIjQ0VK7Zt28fJEmSAwwADB48GJIkyTVNqa2tRWVlpcmDrBdnY4iIqLUsCjHh4eH48MMPsWPHDrz//vswGAwYMmQIzp49C4PBAADw9fU1eY2vr6+8zWAwwNHRET179rxqjY+Pj9mxfXx85JqmpKSkyNfQSJIEf39/S06NOgGDDBERtYZFIWbEiBF46KGH0K9fPwwdOhTbtl16E1q/fr1co1KpTF4jhDBru9zlNU3VX2s/iYmJMBqN8qOoqKhZ50Sdi0GGiIhaqlW3WLu4uKBfv3746aef5OtkLp8tKS0tlWdnNBoN6urqUF5eftWaM2fOmB2rrKzMbJbnr9RqNdzd3U0epAwMMkRE1BKtCjG1tbUoKCiAn58fAgMDodFokJmZKW+vq6tDVlYWhgwZAgAICwuDg4ODSU1JSQny8/PlGp1OB6PRiAMHDsg1+/fvh9FolGuIiIiILAox8+fPR1ZWFgoLC7F//3787W9/Q2VlJSZMmACVSgW9Xo/k5GSkp6cjPz8fEydOhLOzM+Lj4wEAkiRh8uTJmDdvHr766it89913GD9+vLw8BQB9+/ZFTEwMpkyZguzsbGRnZ2PKlCmIjY3lnUk2jLMxRERkKYtusS4uLsajjz6K33//Hd7e3hg8eDCys7PRq1cvAMCCBQtQU1ODGTNmoLy8HOHh4di5cyfc3NzkfaxYsQL29vYYO3YsampqEBUVhXXr1sHOzk6u2bhxI+bMmSPfxRQXF4fU1NS2OF+yYgGLtuHEkpGd3Q0iIlIIlRBCdHYn2kNlZSUkSYLRaGzX62M4g9D2GGSIiLouS96/+d1JZHUYDImIqDkYYsgqMcgQEdG1MMQQERGRIjHEEBERkSIxxJDVCli0jctKRER0RQwxZPUYZIiIqCkMMaQIDDJERHQ5hhhSDAYZIiL6K4YYUhQGGSIiasQQQ0RERIrEEEOKw7uWiIgIYIghBWOQISLq2hhiiIiISJEYYoiIiEiRGGJI0bikRETUdTHEkOIxyBARdU0MMWQTGGSIiLoehhiyGQwyRERdC0MM2RQGGSKiroMhphX4hmmd+HMhIuoaGGLIJjHIEBHZPoYYIiIiUiSGGLJZnI0hIrJtDDFk0xhkiIhsF0MM2TwGGSIi28QQQ0RERIrEEENdAmdjiIhsD0MMdRkMMkREtoUhhroUBhkiItvBEENdDoMMEZFtYIihLolBhohI+RhiqMtikCEiUjaGGCIiIlKkVoWYlJQUqFQq6PV6uU0IgaSkJGi1Wjg5OSEyMhJHjhwxeV1tbS1mz54NLy8vuLi4IC4uDsXFxSY15eXlSEhIgCRJkCQJCQkJqKioaE13icxwNoaISLlaHGJycnLw3nvvoX///ibty5Ytw/Lly5GamoqcnBxoNBoMGzYMVVVVco1er0d6ejrS0tKwZ88eVFdXIzY2FvX19XJNfHw88vLykJGRgYyMDOTl5SEhIaGl3SW6ooBF2xhmiIgUqEUhprq6Go899hjef/999OzZU24XQuDNN9/Es88+izFjxiA0NBTr16/HuXPnsGnTJgCA0WjEmjVr8MYbb2Do0KEYOHAgPvroIxw+fBhffvklAKCgoAAZGRn45z//CZ1OB51Oh/fffx+ff/45jh071ganTURERErXohAzc+ZMjBw5EkOHDjVpLywshMFgQHR0tNymVqsRERGBvXv3AgByc3Nx4cIFkxqtVovQ0FC5Zt++fZAkCeHh4XLN4MGDIUmSXHO52tpaVFZWmjyILMHZGCIiZbE4xKSlpeHQoUNISUkx22YwGAAAvr6+Ju2+vr7yNoPBAEdHR5MZnKZqfHx8zPbv4+Mj11wuJSVFvn5GkiT4+/tbempEDDJERApiUYgpKirC3Llz8dFHH6F79+5XrFOpVCbPhRBmbZe7vKap+qvtJzExEUajUX4UFRVd9XhEV8IgQ0SkDBaFmNzcXJSWliIsLAz29vawt7dHVlYW3n77bdjb28szMJfPlpSWlsrbNBoN6urqUF5eftWaM2fOmB2/rKzMbJankVqthru7u8mDqKUYZIiIrJ9FISYqKgqHDx9GXl6e/Bg0aBAee+wx5OXl4cYbb4RGo0FmZqb8mrq6OmRlZWHIkCEAgLCwMDg4OJjUlJSUID8/X67R6XQwGo04cOCAXLN//34YjUa5hqi98a4lIiLrZm9JsZubG0JDQ03aXFxc4OnpKbfr9XokJycjKCgIQUFBSE5OhrOzM+Lj4wEAkiRh8uTJmDdvHjw9PeHh4YH58+ejX79+8oXCffv2RUxMDKZMmYLVq1cDAKZOnYrY2FgEBwe3+qSJLBGwaBtOLBnZ2d0gIqLLWBRimmPBggWoqanBjBkzUF5ejvDwcOzcuRNubm5yzYoVK2Bvb4+xY8eipqYGUVFRWLduHezs7OSajRs3Ys6cOfJdTHFxcUhNTW3r7hI1C4MMEZH1UQkhRGd3oj1UVlZCkiQYjcZ2uz6GSw1dC0MMEVH7s+T9m9+dRNRMvEaGiMi6MMQQERGRIjHEEFmIszFERNaBIYaoBRhkiIg6H0MMUQsxyBARdS6GGKJWYJAhIuo8DDFErcQgQ0TUORhiiNoAgwwRUcdjiCFqI/wcGSKijsUQQ9TGGGSIiDoGQwwREREpEkMMUTvgbAwRUftjiCFqJ7xGhoiofTHEEBERkSIxxBC1M87IEBG1D4YYog7CIENE1LYYYog6EGdliIjaDkMMUSdgkCEiaj2GGKJOwiBDRNQ6DDFEnYhBhoio5RhiiDoZgwwRUcswxBBZAV7wS0RkOYYYIivCIENE1HwMMURWhrMyRETNwxBDZKUYZIiIro4hhsiKMcgQEV0ZQwyRlWOQISJqGkMMERERKRJDTAvxr2PqSPx9IyIyxxBDpBC8a4mIyBRDDJHCMMgQEV3CEEOkQAwyREQMMUSKxeUlIurqGGKIFI5hhoi6KotCzKpVq9C/f3+4u7vD3d0dOp0OX3zxhbxdCIGkpCRotVo4OTkhMjISR44cMdlHbW0tZs+eDS8vL7i4uCAuLg7FxcUmNeXl5UhISIAkSZAkCQkJCaioqGj5WRIREZHNsSjEXH/99ViyZAkOHjyIgwcP4r777sMDDzwgB5Vly5Zh+fLlSE1NRU5ODjQaDYYNG4aqqip5H3q9Hunp6UhLS8OePXtQXV2N2NhY1NfXyzXx8fHIy8tDRkYGMjIykJeXh4SEhDY6ZSLbxNkYIupqVEII0ZodeHh44LXXXsOkSZOg1Wqh1+uxcOFCAJdmXXx9fbF06VJMmzYNRqMR3t7e2LBhA8aNGwcAOH36NPz9/bF9+3YMHz4cBQUFCAkJQXZ2NsLDwwEA2dnZ0Ol0OHr0KIKDg5vVr8rKSkiSBKPRCHd399acYpP4hkHW7MSSkZ3dBSKiFrHk/bvF18TU19cjLS0Nf/75J3Q6HQoLC2EwGBAdHS3XqNVqREREYO/evQCA3NxcXLhwwaRGq9UiNDRUrtm3bx8kSZIDDAAMHjwYkiTJNU2pra1FZWWlyYOoq2LIJqKuwOIQc/jwYbi6ukKtVmP69OlIT09HSEgIDAYDAMDX19ek3tfXV95mMBjg6OiInj17XrXGx8fH7Lg+Pj5yTVNSUlLka2gkSYK/v7+lp0ZkUxhkiMjWWRxigoODkZeXh+zsbDz55JOYMGECfvzxR3m7SqUyqRdCmLVd7vKapuqvtZ/ExEQYjUb5UVRU1NxTIrJZvHOJiGyZxSHG0dERN910EwYNGoSUlBTceuuteOutt6DRaADAbLaktLRUnp3RaDSoq6tDeXn5VWvOnDljdtyysjKzWZ6/UqvV8l1TjQ8iuoRhhohsUas/J0YIgdraWgQGBkKj0SAzM1PeVldXh6ysLAwZMgQAEBYWBgcHB5OakpIS5OfnyzU6nQ5GoxEHDhyQa/bv3w+j0SjXEFHLMMgQkS2xt6T4mWeewYgRI+Dv74+qqiqkpaXh22+/RUZGBlQqFfR6PZKTkxEUFISgoCAkJyfD2dkZ8fHxAABJkjB58mTMmzcPnp6e8PDwwPz589GvXz8MHToUANC3b1/ExMRgypQpWL16NQBg6tSpiI2NbfadSUR0ZQGLtvHuJSKyCRaFmDNnziAhIQElJSWQJAn9+/dHRkYGhg0bBgBYsGABampqMGPGDJSXlyM8PBw7d+6Em5ubvI8VK1bA3t4eY8eORU1NDaKiorBu3TrY2dnJNRs3bsScOXPku5ji4uKQmpraFudLRERENqLVnxNjrfg5MUTNw1kZIrImHfI5MURkGxjIiUipGGKIiEGGiBSJIYaIAPA2bCJSHoYYIjLBIENESsEQQ0RmGGSISAkYYoioSQwyRGTtGGKI6Ip4nQwRWTOGGCK6JgYZIrJGDDFE1CyclSEia8MQQ0QWYZAhImvBEENEFmOQISJrwBBDRC3CIENEnY0hhohajNfJEFFnYogholZjkCGizmDf2R0gItvw1yBzYsnITuwJEXUVnIkhIiIiRWKIIaI2x2tliKgjMMQQUbthkCGi9sQQQ0TtikGGiNoLQwwRtTsuLxFRe2CIIaIOwyBDRG2JIYaIOhRnZYiorTDEEFGnYJghotZiiCGiTsUgQ0QtxRBDRJ2OQYaIWoJfO0BEVoFfW0BEluJMDBFZHV4vQ0TNwRBDRFaLYYaIroYhhoisHsMMETWFIYaIFINhhoj+iiGGiBSHYYaIAIYYIlIwhhmiro23WBOR4vH2bKKuyaKZmJSUFNx+++1wc3ODj48PRo8ejWPHjpnUCCGQlJQErVYLJycnREZG4siRIyY1tbW1mD17Nry8vODi4oK4uDgUFxeb1JSXlyMhIQGSJEGSJCQkJKCioqJlZ0lEXQZnZ4i6DotCTFZWFmbOnIns7GxkZmbi4sWLiI6Oxp9//inXLFu2DMuXL0dqaipycnKg0WgwbNgwVFVVyTV6vR7p6elIS0vDnj17UF1djdjYWNTX18s18fHxyMvLQ0ZGBjIyMpCXl4eEhIQ2OGUi6goYZIhsn0oIIVr64rKyMvj4+CArKwv33HMPhBDQarXQ6/VYuHAhgEuzLr6+vli6dCmmTZsGo9EIb29vbNiwAePGjQMAnD59Gv7+/ti+fTuGDx+OgoIChISEIDs7G+Hh4QCA7Oxs6HQ6HD16FMHBwdfsW2VlJSRJgtFohLu7e0tP8Yr4DySRcnCJiUg5LHn/btWFvUajEQDg4eEBACgsLITBYEB0dLRco1arERERgb179wIAcnNzceHCBZMarVaL0NBQuWbfvn2QJEkOMAAwePBgSJIk11yutrYWlZWVJg8iIuB/S0z844PItrT4wl4hBJ5++mncddddCA0NBQAYDAYAgK+vr0mtr68vTp48Kdc4OjqiZ8+eZjWNrzcYDPDx8TE7po+Pj1xzuZSUFCxevLilp0NEXQQvAiayHS2eiZk1axZ++OEHfPzxx2bbVCqVyXMhhFnb5S6vaar+avtJTEyE0WiUH0VFRc05DSLqwjgzQ6RsLZqJmT17NrZu3Ypdu3bh+uuvl9s1Gg2ASzMpfn5+cntpaak8O6PRaFBXV4fy8nKT2ZjS0lIMGTJErjlz5ozZccvKysxmeRqp1Wqo1eqWnA4RdWGcmSFSLotmYoQQmDVrFj799FN8/fXXCAwMNNkeGBgIjUaDzMxMua2urg5ZWVlyQAkLC4ODg4NJTUlJCfLz8+UanU4Ho9GIAwcOyDX79++H0WiUa4iI2hqvnSFSFotmYmbOnIlNmzbhP//5D9zc3OTrUyRJgpOTE1QqFfR6PZKTkxEUFISgoCAkJyfD2dkZ8fHxcu3kyZMxb948eHp6wsPDA/Pnz0e/fv0wdOhQAEDfvn0RExODKVOmYPXq1QCAqVOnIjY2tll3JhERtVZjkOHsDJH1sijErFq1CgAQGRlp0r527VpMnDgRALBgwQLU1NRgxowZKC8vR3h4OHbu3Ak3Nze5fsWKFbC3t8fYsWNRU1ODqKgorFu3DnZ2dnLNxo0bMWfOHPkupri4OKSmprbkHImIWoxhhsh6tepzYqwZPyeGiNoLAw1R++mwz4khIuqKeN0MkXVgiCEiaiGGGaLOxRBDRNRKDDNEnaPFn9hLRESm+JkzRB2LMzFERO2AszNE7Y8zMURE7YizM0TthzMxREQdhLMzRG2LMzFERB2MszNEbYMzMUREnYizM0Qtx5kYIiIrcHmQ4QwN0bUxxBARWSEuORFdG0MMEZGV4ywNUdN4TQwRkcLwOhqiSzgTQ0SkUE0FGc7SUFfCEENEZEN4LQ11JVxOIiKyUVx2IlvHmRgiIhvHC4PJVjHEEBF1MQw1ZCu4nERE1MVx2Ylawhp+ZzgTQ0REAHhRMCkPQwwREZnhkhMpAZeTiIjomqxh6YDocpyJISKiZuHsDFkbhhgiImoRhhrqbAwxRETUJnhhMHU0hhgiImpznKWhjsALe4mIqN3xs2ioPTDEEBFRh2GYobbE5SQiIupwXG6itsAQQ0REna6p2RkGG7oWhhgiIrJKvNuJroUhhoiIrB4DDTWFIYaIiBSF19NQI4vvTtq1axdGjRoFrVYLlUqFzz77zGS7EAJJSUnQarVwcnJCZGQkjhw5YlJTW1uL2bNnw8vLCy4uLoiLi0NxcbFJTXl5ORISEiBJEiRJQkJCAioqKiw+QSIism2Ndzzxrqeux+IQ8+eff+LWW29Fampqk9uXLVuG5cuXIzU1FTk5OdBoNBg2bBiqqqrkGr1ej/T0dKSlpWHPnj2orq5GbGws6uvr5Zr4+Hjk5eUhIyMDGRkZyMvLQ0JCQgtOkYiIuoq/BhoGG9unEkKIFr9YpUJ6ejpGjx4N4NIsjFarhV6vx8KFCwFcmnXx9fXF0qVLMW3aNBiNRnh7e2PDhg0YN24cAOD06dPw9/fH9u3bMXz4cBQUFCAkJATZ2dkIDw8HAGRnZ0On0+Ho0aMIDg6+Zt8qKyshSRKMRiPc3d1beopXxP8xiIiUh0tPbSdg0bZ2GU9L3r/b9MPuCgsLYTAYEB0dLbep1WpERERg7969AIDc3FxcuHDBpEar1SI0NFSu2bdvHyRJkgMMAAwePBiSJMk1l6utrUVlZaXJg4iI6K8un6HhH6TK1qYX9hoMBgCAr6+vSbuvry9Onjwp1zg6OqJnz55mNY2vNxgM8PHxMdu/j4+PXHO5lJQULF68uNXnQEREXcPVggxnbJShXe5OUqlUJs+FEGZtl7u8pqn6q+0nMTERTz/9tPy8srIS/v7+lnSbiIgIAO+AUoo2DTEajQbApZkUPz8/ub20tFSendFoNKirq0N5ebnJbExpaSmGDBki15w5c8Zs/2VlZWazPI3UajXUanWbnQsREVGjqy07MeB0nja9JiYwMBAajQaZmZlyW11dHbKysuSAEhYWBgcHB5OakpIS5OfnyzU6nQ5GoxEHDhyQa/bv3w+j0SjXEBERWQPeEdV5LJ6Jqa6uxs8//yw/LywsRF5eHjw8PHDDDTdAr9cjOTkZQUFBCAoKQnJyMpydnREfHw8AkCQJkydPxrx58+Dp6QkPDw/Mnz8f/fr1w9ChQwEAffv2RUxMDKZMmYLVq1cDAKZOnYrY2Nhm3ZlERETUmXidTcewOMQcPHgQ9957r/y88TqUCRMmYN26dViwYAFqamowY8YMlJeXIzw8HDt37oSbm5v8mhUrVsDe3h5jx45FTU0NoqKisG7dOtjZ2ck1GzduxJw5c+S7mOLi4q742TRERETW7kozNAw3Ldeqz4mxZvycGCIiUjJrDzfW8Dkx/O4kIiIiK8Qvvbw2hhgiIiIr15zZ/64YdBhiiIiIbEBXvJiYIYaIiMhG2frFxAwxREREXcy1lqeUEnIYYoiIiMiEUkJOm35iLxEREdk+a/mYEYYYIiIiUiSGGCIiIlIkhhgiIiJSJIYYIiIiUiSGGCIiIlIkhhgiIiJSJIYYIiIiUiSGGCIiIlIkhhgiIiJSJIYYIiIiUiSGGCIiIlIkhhgiIiJSJIYYIiIiUiSGGCIiIlIkhhgiIiJSJIYYIiIiUiSGGCIiIlIkhhgiIiJSJIYYIiIiUiSGGCIiIlIkhhgiIiJSJIYYIiIiUiSGGCIiIlIkhhgiIiJSJIYYIiIiUiSGGCIiIlIkqw8xK1euRGBgILp3746wsDDs3r27s7tEREREVsCqQ8zmzZuh1+vx7LPP4rvvvsPdd9+NESNG4NSpU53dNSIiIupkVh1ili9fjsmTJ+OJJ55A37598eabb8Lf3x+rVq3q7K4RERFRJ7PaEFNXV4fc3FxER0ebtEdHR2Pv3r2d1CsiIiKyFvad3YEr+f3331FfXw9fX1+Tdl9fXxgMBrP62tpa1NbWys+NRiMAoLKysl3611B7rl32S0REpBTt8R7buE8hxDVrrTbENFKpVCbPhRBmbQCQkpKCxYsXm7X7+/u3W9+IiIi6MunN9tt3VVUVJEm6ao3VhhgvLy/Y2dmZzbqUlpaazc4AQGJiIp5++mn5eUNDA/744w94eno2GXpaqrKyEv7+/igqKoK7u3ub7ZdMcZw7Dse6Y3CcOw7HuuO0x1gLIVBVVQWtVnvNWqsNMY6OjggLC0NmZiYefPBBuT0zMxMPPPCAWb1arYZarTZp69GjR7v1z93dnf9zdACOc8fhWHcMjnPH4Vh3nLYe62vNwDSy2hADAE8//TQSEhIwaNAg6HQ6vPfeezh16hSmT5/e2V0jIiKiTmbVIWbcuHE4e/YsXnrpJZSUlCA0NBTbt29Hr169OrtrRERE1MmsOsQAwIwZMzBjxozO7oZMrVbjxRdfNFu6orbFce44HOuOwXHuOBzrjtPZY60SzbmHiYiIiMjKWO2H3RERERFdDUMMERERKRJDDBERESkSQwwREREpEkOMBVauXInAwEB0794dYWFh2L17d2d3SXF27dqFUaNGQavVQqVS4bPPPjPZLoRAUlIStFotnJycEBkZiSNHjpjU1NbWYvbs2fDy8oKLiwvi4uJQXFzcgWdh/VJSUnD77bfDzc0NPj4+GD16NI4dO2ZSw7FuvVWrVqF///7yB33pdDp88cUX8naOcftISUmBSqWCXq+X2zjWbSMpKQkqlcrkodFo5O1WN86CmiUtLU04ODiI999/X/z4449i7ty5wsXFRZw8ebKzu6Yo27dvF88++6zYsmWLACDS09NNti9ZskS4ubmJLVu2iMOHD4tx48YJPz8/UVlZKddMnz5dXHfddSIzM1McOnRI3HvvveLWW28VFy9e7OCzsV7Dhw8Xa9euFfn5+SIvL0+MHDlS3HDDDaK6ulqu4Vi33tatW8W2bdvEsWPHxLFjx8QzzzwjHBwcRH5+vhCCY9weDhw4IAICAkT//v3F3Llz5XaOddt48cUXxS233CJKSkrkR2lpqbzd2saZIaaZ7rjjDjF9+nSTtj59+ohFixZ1Uo+U7/IQ09DQIDQajViyZIncdv78eSFJknj33XeFEEJUVFQIBwcHkZaWJtf89ttvolu3biIjI6PD+q40paWlAoDIysoSQnCs21PPnj3FP//5T45xO6iqqhJBQUEiMzNTREREyCGGY912XnzxRXHrrbc2uc0ax5nLSc1QV1eH3NxcREdHm7RHR0dj7969ndQr21NYWAiDwWAyzmq1GhEREfI45+bm4sKFCyY1Wq0WoaGh/FlchdFoBAB4eHgA4Fi3h/r6eqSlpeHPP/+ETqfjGLeDmTNnYuTIkRg6dKhJO8e6bf3000/QarUIDAzEI488gl9//RWAdY6z1X9irzX4/fffUV9fb/bt2b6+vmbfsk0t1ziWTY3zyZMn5RpHR0f07NnTrIY/i6YJIfD000/jrrvuQmhoKACOdVs6fPgwdDodzp8/D1dXV6SnpyMkJET+B5tj3DbS0tJw6NAh5OTkmG3j73PbCQ8Px4cffoibb74ZZ86cwSuvvIIhQ4bgyJEjVjnODDEWUKlUJs+FEGZt1HotGWf+LK5s1qxZ+OGHH7Bnzx6zbRzr1gsODkZeXh4qKiqwZcsWTJgwAVlZWfJ2jnHrFRUVYe7cudi5cye6d+9+xTqOdeuNGDFC/u9+/fpBp9Ohd+/eWL9+PQYPHgzAusaZy0nN4OXlBTs7O7MUWVpaapZIqeUar4C/2jhrNBrU1dWhvLz8ijX0P7Nnz8bWrVvxzTff4Prrr5fbOdZtx9HRETfddBMGDRqElJQU3HrrrXjrrbc4xm0oNzcXpaWlCAsLg729Pezt7ZGVlYW3334b9vb28lhxrNuei4sL+vXrh59++skqf6cZYprB0dERYWFhyMzMNGnPzMzEkCFDOqlXticwMBAajcZknOvq6pCVlSWPc1hYGBwcHExqSkpKkJ+fz5/FXwghMGvWLHz66af4+uuvERgYaLKdY91+hBCora3lGLehqKgoHD58GHl5efJj0KBBeOyxx5CXl4cbb7yRY91OamtrUVBQAD8/P+v8nW7zS4VtVOMt1mvWrBE//vij0Ov1wsXFRZw4caKzu6YoVVVV4rvvvhPfffedACCWL18uvvvuO/lW9SVLlghJksSnn34qDh8+LB599NEmb9+7/vrrxZdffikOHTok7rvvPt4meZknn3xSSJIkvv32W5NbJc+dOyfXcKxbLzExUezatUsUFhaKH374QTzzzDOiW7duYufOnUIIjnF7+uvdSUJwrNvKvHnzxLfffit+/fVXkZ2dLWJjY4Wbm5v8Xmdt48wQY4F33nlH9OrVSzg6OorbbrtNvl2Vmu+bb74RAMweEyZMEEJcuoXvxRdfFBqNRqjVanHPPfeIw4cPm+yjpqZGzJo1S3h4eAgnJycRGxsrTp061QlnY72aGmMAYu3atXINx7r1Jk2aJP+b4O3tLaKiouQAIwTHuD1dHmI41m2j8XNfHBwchFarFWPGjBFHjhyRt1vbOKuEEKLt53eIiIiI2heviSEiIiJFYoghIiIiRWKIISIiIkViiCEiIiJFYoghIiIiRWKIISIiIkViiCEiIiJFYoghoi5n3bp16NGjR6cdf82aNYiOjm5WbWpqKuLi4tq5R0TKxBBDZAMmTpwIlUolPzw9PRETE4Mffvihs7vWpBMnTkClUiEvL89s2+jRozFx4sQW7zsgIMBkLC5/REZGYty4cTh+/HjLT6AVamtr8cILL+D5559vVv2UKVOQk5PT5LeQE3V1DDFENiImJgYlJSUoKSnBV199BXt7e8TGxnZ2tzpcTk6OPA5btmwBABw7dkxu+/TTT+Hk5AQfH59O6d+WLVvg6uqKu+++u1n1arUa8fHx+Mc//tHOPSNSHoYYIhuhVquh0Wig0WgwYMAALFy4EEVFRSgrK5NrfvvtN4wbNw49e/aEp6cnHnjgAZw4cULenpOTg2HDhsHLywuSJCEiIgKHDh0yOY5KpcLq1asRGxsLZ2dn9O3bF/v27cPPP/+MyMhIuLi4QKfT4ZdffmmT8woICMDLL7+M+Ph4uLq6QqvVXvUN3dvbWx4HDw8PAICPj49J2+XLSUlJSRgwYAA++OAD3HDDDXB1dcWTTz6J+vp6LFu2DBqNBj4+Pnj11VdNjmU0GjF16lT4+PjA3d0d9913H77//vurnk9aWprZ8tC3336LO+64Ay4uLujRowfuvPNOnDx5Ut4eFxeHzz77DDU1Nc0dNqIugSGGyAZVV1dj48aNuOmmm+Dp6QkAOHfuHO699164urpi165d2LNnD1xdXRETE4O6ujoAQFVVFSZMmIDdu3cjOzsbQUFBuP/++1FVVWWy/5dffhmPP/448vLy0KdPH8THx2PatGlITEzEwYMHAQCzZs1qs/N57bXX0L9/fxw6dAiJiYl46qmnkJmZ2Wb7B4BffvkFX3zxBTIyMvDxxx/jgw8+wMiRI1FcXIysrCwsXboUzz33HLKzswEAQgiMHDkSBoMB27dvR25uLm677TZERUXhjz/+uOJxdu/ejUGDBsnPL168iNGjRyMiIgI//PAD9u3bh6lTp0KlUsk1gwYNwoULF3DgwIE2PWcixWuXr5Ukog41YcIEYWdnJ1xcXISLi4sAIPz8/ERubq5cs2bNGhEcHCwaGhrkttraWuHk5CR27NjR5H4vXrwo3NzcxP/93//JbQDEc889Jz/ft2+fACDWrFkjt3388ceie/fuV+xvYWGhACC+++47s20PPPCA/K3mQgjRq1cvERMTY1Izbtw4MWLEiCvuv1Hjt6aXl5ebtK9du1ZIkiQ/f/HFF4Wzs7OorKyU24YPHy4CAgJEfX293BYcHCxSUlKEEEJ89dVXwt3dXZw/f95k37179xarV69usj/l5eUCgNi1a5fcdvbsWQFAfPvtt1c9l549e4p169ZdtYaoq+FMDJGNuPfee5GXl4e8vDzs378f0dHRGDFihLwskZubi59//hlubm5wdXWFq6srPDw8cP78eXnpp7S0FNOnT8fNN98MSZIgSRKqq6tx6tQpk2P1799f/m9fX18AQL9+/Uzazp8/j8rKyjY5N51OZ/a8oKCgTfbdKCAgAG5ubvJzX19fhISEoFu3biZtpaWlAC6NZ3V1NTw9PeXxdHV1RWFh4RWX0hqXg7p37y63eXh4YOLEiRg+fDhGjRqFt956CyUlJWavdXJywrlz59rkXIlshX1nd4CI2oaLiwtuuukm+XlYWBgkScL777+PV155BQ0NDQgLC8PGjRvNXuvt7Q3g0l1OZWVlePPNN9GrVy+o1WrodDp5uamRg4OD/N+Nyx5NtTU0NDTZV0mSAFy6puRyFRUV6NWr1zXP96/LLW3hr/1v3H9TbY3n1NDQAD8/P3z77bdm+7rS7duenp5QqVQoLy83aV+7di3mzJmDjIwMbN68Gc899xwyMzMxePBgueaPP/6Qf05EdAlDDJGNUqlU6Natm/zX/2233YbNmzfLF6E2Zffu3Vi5ciXuv/9+AEBRURF+//33Nu9bz5494e3tjZycHERERMjtNTU1OHLkCMaOHWtS33gdyl+f9+nTp837ZYnbbrsNBoMB9vb2CAgIaNZrHB0dERISgh9//NHsc2IGDhyIgQMHIjExETqdDps2bZJDzC+//ILz589j4MCBbX0aRIrG5SQiG1FbWwuDwQCDwYCCggLMnj0b1dXVGDVqFADgscceg5eXFx544AHs3r0bhYWFyMrKwty5c1FcXAwAuOmmm7BhwwYUFBRg//79eOyxx+Dk5NQu/Z0/fz6Sk5OxYcMG/PLLLzh48CAef/xx2NvbY/z48Sa1//3vf7Fs2TIcP34c77zzDv79739j7ty57dKv5ho6dCh0Oh1Gjx6NHTt24MSJE9i7dy+ee+45+eLmpgwfPtzkM18KCwuRmJiIffv24eTJk9i5cyeOHz+Ovn37yjW7d+/GjTfeiN69e7frOREpDWdiiGxERkYG/Pz8AABubm7o06cP/v3vfyMyMhIA4OzsjF27dmHhwoUYM2YMqqqqcN111yEqKkqemfnggw8wdepUDBw4EDfccAOSk5Mxf/78dunv/Pnz4erqitdffx2//PILevTogcGDB2P37t1mM0Xz5s1Dbm4uFi9eDDc3N7zxxhsYPnx4u/SruVQqFbZv345nn30WkyZNQllZGTQaDe655x75OqGmTJkyBbfddhuMRiMkSYKzszOOHj2K9evX4+zZs/Dz88OsWbMwbdo0+TUff/wxpkyZ0hGnRaQoKiGE6OxOEBFdSUBAAPR6PfR6fWd3pc2MHTtWXjq6lvz8fERFReH48ePytUREdAmXk4iIOthrr70GV1fXZtWePn0aH374IQMMURO4nERE1MF69eqF2bNnN6u2uV8USdQVcTmJiIiIFInLSURERKRIDDFERESkSAwxREREpEgMMURERKRIDDFERESkSAwxREREpEgMMURERKRIDDFERESkSAwxREREpEj/H99BQMfTfM90AAAAAElFTkSuQmCC", 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j3bt36+WXX9aBAweK/ICKjo5Wz549NXHiRNWqVUvvvfeeUlNTNW3aNAUHB5da3y9FcnKyFi1apNtuu02PPvqomjdvroKCAu3evVvLly/X6NGj1aZNm8vef6NGjTR48GC9+uqrqlSpkrp166adO3fqqaeeUu3atfXoo49e9r6vv/56dejQQd26dVODBg108uRJrV27Vi+++KKioqI0cOBAt/qIiAjdcccdeuqppxQSEqLXXntNW7ZsuaSwcbmSk5P19ttvq1u3bnrmmWcUFRWl999/X1u2bJHkeTv8uV588UU9/fTT6tq1q7p37641a9a4bW/btq31z5MmTdJNN92khIQEjRs3znpgYEREhNsdUitXrlTv3r3lcrn0xBNPWP9jUqhp06bWLeq9evXSDTfcoBYtWig8PFz79u3T3LlzlZaWpr///e/cYg7uuoJ9FXXXldPpNC1atDAzZszweOjYqVOnzAsvvGBuuOEGU6VKFVO1alXTuHFjM2TIEPPjjz9adatWrTJxcXEmODjY1KxZ0zz00ENm/fr1Hncdne+BdfHx8eb666/3aK9Tp47p3r17sc7tm2++MXfddZeJiIgwlStXNhEREeauu+4yGRkZ593vhx9+aK6//noTEBBg6tata2bMmFGsYxW63LuuDh065FZ7KeNy7Ngx8+STT5pGjRqZgIAA43Q6TbNmzcyjjz7qdpdSUYrzwMAzZ86YadOmmeuuu874+/ubiIgIc99995k9e/ZctG8XMmvWLNOnTx9Tv359ExwcbAICAkyDBg3Mww8/7LFvSWbYsGHmtddeMw0aNDD+/v6mcePGZv78+W5153sA5h+3nXvXVVF9HjBggKlTp45b28aNG03Hjh1NlSpVTFhYmBk4cKCZN2+ex52ERSm8u+t8r3N98803pkOHDiY4ONhUq1bN9O7d22zfvt2tpvBv53yvP94JNm3aNHPTTTeZGjVqmMqVK5vw8HDTpUsX8/HHH1+w36g4HMYU82EUAHxS3bp1FRMT47Pf72V3DofD4y7A8mDw4MH64IMPdPjw4Uu6NgYob5jTA4AK7plnnlF0dLTq16+vY8eO6eOPP9Y//vEPPfnkk4Qc+DyCDgBUcP7+/nr++ee1d+9enT59Wg0bNtSMGTM0atSosu4acMVYugIAALZ1ybeXf/311+rRo4eio6PlcDj00UcfuW03xmjixImKjo5WUFCQ2rdvr02bNrnV5OXlacSIEYqIiFBISIh69uzp8fTP7OxsJSUlyel0yul0KikpyeNZJbt371aPHj0UEhKiiIgIjRw5Uvn5+Zd6SgAAwKYuOej8/vvvuuGGG8574dz06dM1Y8YMzZw5U+np6XK5XOrUqZPbcxOSk5O1ZMkSLViwQCtXrtSxY8eUkJDg9rTXxMREZWZmKiUlRSkpKcrMzFRSUpK1/cyZM+revbt+//13rVy5UgsWLNCiRYv4EjcAAPB/ruSWLUlmyZIl1vuCggLjcrnM1KlTrbaTJ08ap9Np3njjDWOMMUeOHDH+/v5mwYIFVs0vv/xiKlWqZFJSUowxxvzwww9GklmzZo1Vs3r1aiPJbNmyxRhjzLJly0ylSpXML7/8YtV88MEHJjAw0OTk5FzJaQEAAJvw6sXIO3bsUFZWljp37my1BQYGKj4+XqtWrdKQIUOUkZGhU6dOudVER0crJiZGq1atUpcuXbR69Wo5nU63h4G1bdtWTqdTq1atUqNGjbR69WrFxMS4PWG0S5cuysvLU0ZGhm6//faL9regoED79u1TaGio1x+rDgAASoYxRkePHlV0dPRFH2rp1aBT+N0o536vSFRUlPUFeVlZWQoICFCNGjU8agp/PisrS5GRkR77j4yMdKs59zg1atRQQEDAeb+jJS8vT3l5edb7X375xeMbewEAgG/Ys2fPRb8mpURuLz93dsQYc9EZk3Nriqq/nJo/mjJliiZNmuTRvmfPHutx4gAAoHzLzc1V7dq1rS9cvhCvBh2XyyXp7GxLrVq1rPaDBw9asy8ul0v5+fnKzs52m9U5ePCg2rVrZ9UU9W26f/wWWpfLpbVr17ptz87O1qlTp877TbXjx4/XY489Zr0vHKhq1aoRdAAA8DHFuezEq99eXq9ePblcLqWmplpt+fn5SktLs0JMbGys/P393Wr279+vjRs3WjVxcXHKycnRunXrrJq1a9cqJyfHrWbjxo1u3xK8fPlyBQYGKjY2tsj+BQYGWqGGcAMAgP1d8ozOsWPHtH37duv9jh07lJmZqbCwMF1zzTVKTk7W5MmT1bBhQzVs2FCTJ09WcHCwEhMTJUlOp1MDBw7U6NGjFR4errCwMI0ZM0bNmjVTx44dJUlNmjRR165dNWjQIM2aNUvS2e9dSUhIUKNGjSRJnTt3VtOmTZWUlKTnn39ev/32m8aMGaNBgwYRYAAAwFmXepvWl19+WeS3yQ4YMMAYc/YW8wkTJhiXy2UCAwPNbbfdZjZs2OC2jxMnTpjhw4ebsLAwExQUZBISEszu3bvdag4fPmz69+9vQkNDTWhoqOnfv7/Jzs52q9m1a5fp3r27CQoKMmFhYWb48OEe30h9ITk5OUYSt6MDAOBDLuXzu0J/BURubq6cTqdycnKYBQIAwEdcyue3V6/RAQAAKE8IOgAAwLYIOgAAwLYIOgAAwLYIOgAAwLYIOgAAwLYIOgAAwLYIOgAAwLYIOgAAwLYIOgAAwLYIOgAAwLYIOuVM3XGfqO64T8q6GwAA2AJBpxwh4AAA4F0EnXLi3JDDzA4AAFeOoFPOEXYAALh8BB0AAGBbBB0fwKwOAACXh6BTDhQnyBB2AAC4dAQdAABgWwQdAABgWwQdAABgWwSdMnYp195wnQ4AAJeGoAMAAGyLoONjmNUBAKD4CDoAAMC2CDo+iFkdAACKh6Djowg7AABcHEGnDBFWAAAoWQQdH0ZQAgDgwgg6AADAtgg6Po5ZHQAAzo+gAwAAbIugU0aYiQEAoOQRdGyA0AQAQNEIOjZB2AEAwBNBBwAA2BZBx0aY1QEAwB1BBwAA2BZBx2aY1QEA4P8QdAAAgG0RdAAAgG0RdAAAgG0RdGyI63QAADiLoFMGCCIAAJQOgo5NEaYAACDoAAAAGyPo2BizOgCAio6gAwAAbIugY3PM6gAAKjKCDgAAsC2CDgAAsC2CTgXA8hUAoKIi6JQyQgcAAKWHoFNBELAAABURQQcAANgWQacCYVYHAFDREHQAAIBtEXQqGGZ1AAAVCUEHAADYFkEHAADYFkGnAmL5CgBQURB0AACAbRF0AACAbXk96Jw+fVpPPvmk6tWrp6CgINWvX1/PPPOMCgoKrBpjjCZOnKjo6GgFBQWpffv22rRpk9t+8vLyNGLECEVERCgkJEQ9e/bU3r173Wqys7OVlJQkp9Mpp9OppKQkHTlyxNunZEssXwEAKgKvB51p06bpjTfe0MyZM7V582ZNnz5dzz//vF599VWrZvr06ZoxY4Zmzpyp9PR0uVwuderUSUePHrVqkpOTtWTJEi1YsEArV67UsWPHlJCQoDNnzlg1iYmJyszMVEpKilJSUpSZmamkpCRvnxIAAPBRDmOM8eYOExISFBUVpdmzZ1ttd999t4KDg/Xuu+/KGKPo6GglJydr7Nixks7O3kRFRWnatGkaMmSIcnJyVLNmTb377rvq16+fJGnfvn2qXbu2li1bpi5dumjz5s1q2rSp1qxZozZt2kiS1qxZo7i4OG3ZskWNGjW6aF9zc3PldDqVk5OjatWqeXMYzqu8zaTsnNq9rLsAAMAluZTPb6/P6Nxyyy36/PPPtW3bNknSd999p5UrV+rOO++UJO3YsUNZWVnq3Lmz9TOBgYGKj4/XqlWrJEkZGRk6deqUW010dLRiYmKsmtWrV8vpdFohR5Latm0rp9Np1ZwrLy9Pubm5bi8AAGBfXg86Y8eO1b333qvGjRvL399fLVu2VHJysu69915JUlZWliQpKirK7eeioqKsbVlZWQoICFCNGjUuWBMZGelx/MjISKvmXFOmTLGu53E6napdu/aVnewlKm+zOVL57BMAAN7i9aCzcOFCvffee3r//fe1fv16zZs3Ty+88ILmzZvnVudwONzeG2M82s51bk1R9Rfaz/jx45WTk2O99uzZU9zTAgAAPsjrQefPf/6zxo0bpz/96U9q1qyZkpKS9Oijj2rKlCmSJJfLJUkesy4HDx60ZnlcLpfy8/OVnZ19wZoDBw54HP/QoUMes0WFAgMDVa1aNbcXmNUBANiX14PO8ePHVamS+24rV65s3V5er149uVwupaamWtvz8/OVlpamdu3aSZJiY2Pl7+/vVrN//35t3LjRqomLi1NOTo7WrVtn1axdu1Y5OTlWDQAAqNj8vL3DHj166K9//auuueYaXX/99fr22281Y8YMPfjgg5LOLjclJydr8uTJatiwoRo2bKjJkycrODhYiYmJkiSn06mBAwdq9OjRCg8PV1hYmMaMGaNmzZqpY8eOkqQmTZqoa9euGjRokGbNmiVJGjx4sBISEop1xxUAALA/rwedV199VU899ZSGDh2qgwcPKjo6WkOGDNHTTz9t1Tz++OM6ceKEhg4dquzsbLVp00bLly9XaGioVfPSSy/Jz89Pffv21YkTJ9ShQwfNnTtXlStXtmrmz5+vkSNHWndn9ezZUzNnzvT2KVUIdcd9wq3mAADb8fpzdHxJaT9HxxeuhSHsAADKuzJ9jg4AAEB5QdCBG1+YdQIAoLgIOgAAwLYIOvDArA4AwC4IOgAAwLYIOigSszoAADsg6AAAANsi6OC8mNUBAPg6gg4AALAtgg4AALAtgg4AALAtgk4p4XoXAABKH0EHF0RAAwD4MoIOAACwLYIOLopZHQCAryLooFgIOwAAX0TQAQAAtkXQAQAAtkXQQbGxfAUA8DUEHVwSwg4AwJcQdAAAgG0RdHDJmNUBAPgKgg4AALAtgg4uC7M6AABfQNABAAC2RdABAAC2RdDBZWP5CgBQ3hF0cEUIOwCA8oygAwAAbIugAwAAbIugAwAAbIugUwrsfh2L3c8PAOC7CDoAAMC2CDrwCmZ1AADlEUEHAADYFkEHAADYFkEHXsPyFQCgvCHoAAAA2yLowKuY1QEAlCcEHQAAYFsEHXgdszoAgPKCoIMSQdgBAJQHBB0AAGBbBB2UGGZ1AABljaADAABsi6CDEsWsDgCgLBF0UOIIOwCAskLQAQAAtkXQAQAAtkXQQalg+QoAUBYIOgAAwLYIOgAAwLYIOgAAwLYIOig1XKcDAChtBB2UKsIOAKA0EXQAAIBtEXRQ6pjVAQCUFoJOCeNDvWiMCwCgNBB0AACAbRF0UGaY1QEAlDSCDgAAsC2CDsoUszoAgJJE0AEAALZVIkHnl19+0X333afw8HAFBwerRYsWysjIsLYbYzRx4kRFR0crKChI7du316ZNm9z2kZeXpxEjRigiIkIhISHq2bOn9u7d61aTnZ2tpKQkOZ1OOZ1OJSUl6ciRIyVxSihBzOoAAEqK14NOdna2br75Zvn7++vTTz/VDz/8oBdffFHVq1e3aqZPn64ZM2Zo5syZSk9Pl8vlUqdOnXT06FGrJjk5WUuWLNGCBQu0cuVKHTt2TAkJCTpz5oxVk5iYqMzMTKWkpCglJUWZmZlKSkry9imhFBB2AAAlwWGMMd7c4bhx4/Tf//5XK1asKHK7MUbR0dFKTk7W2LFjJZ2dvYmKitK0adM0ZMgQ5eTkqGbNmnr33XfVr18/SdK+fftUu3ZtLVu2TF26dNHmzZvVtGlTrVmzRm3atJEkrVmzRnFxcdqyZYsaNWp00b7m5ubK6XQqJydH1apV89IIuOMDvPh2Tu1e1l0AAPiAS/n89vqMztKlS9WqVSvdc889ioyMVMuWLfXWW29Z23fs2KGsrCx17tzZagsMDFR8fLxWrVolScrIyNCpU6fcaqKjoxUTE2PVrF69Wk6n0wo5ktS2bVs5nU6r5lx5eXnKzc11ewEAAPvyetD5+eef9frrr6thw4b67LPP9PDDD2vkyJF65513JElZWVmSpKioKLefi4qKsrZlZWUpICBANWrUuGBNZGSkx/EjIyOtmnNNmTLFup7H6XSqdu3aV3ay8Kq64z5hBgwA4FVeDzoFBQW68cYbNXnyZLVs2VJDhgzRoEGD9Prrr7vVORwOt/fGGI+2c51bU1T9hfYzfvx45eTkWK89e/YU97QAAIAP8nrQqVWrlpo2berW1qRJE+3evVuS5HK5JMlj1uXgwYPWLI/L5VJ+fr6ys7MvWHPgwAGP4x86dMhjtqhQYGCgqlWr5vYCAAD25fWgc/PNN2vr1q1ubdu2bVOdOnUkSfXq1ZPL5VJqaqq1PT8/X2lpaWrXrp0kKTY2Vv7+/m41+/fv18aNG62auLg45eTkaN26dVbN2rVrlZOTY9UAAICKzc/bO3z00UfVrl07TZ48WX379tW6dev05ptv6s0335R0drkpOTlZkydPVsOGDdWwYUNNnjxZwcHBSkxMlCQ5nU4NHDhQo0ePVnh4uMLCwjRmzBg1a9ZMHTt2lHR2lqhr164aNGiQZs2aJUkaPHiwEhISinXHFcqvuuM+4Q4sAIBXeD3o3HTTTVqyZInGjx+vZ555RvXq1dPLL7+s/v37WzWPP/64Tpw4oaFDhyo7O1tt2rTR8uXLFRoaatW89NJL8vPzU9++fXXixAl16NBBc+fOVeXKla2a+fPna+TIkdbdWT179tTMmTO9fUooA4QdAIA3eP05Or6E5+iUf4QdAMC5yvQ5OgAAAOUFQQflGjNiAIArQdBBuUfYAQBcLoIOAACwLYIOfAKzOgCAy0HQgc8g7AAALhVBBz6FsAMAuBQEHQAAYFsEHfgcZnUAAMVF0AEAALZF0IFPYlYHAFAcBB34LMIOAOBiCDoAAMC2CDrwaczqAAAuhKADn0fYAQCcD0EHAADYFkEHtsCsDgCgKAQd2AZhBwBwLoIObIWwAwD4I4IObIewAwAoRNCBLRF2AAASQQcAANgYQQe2xawOAICgA1sj7ABAxUbQge0RdgCg4iLooEIg7ABAxUTQQYVB2AGAioeggwqFsAMAFQtBBwAA2BZBBxUOszoAUHEQdFAh1R33CYEHACoAgg4qNMIOANgbQQcAANgWQQcAANgWQQcVHtfrAIB9EXSA/x9hBwDsh6AD/AFhBwDshaADAABsi6ADnINrdgDAPgg6AADAtgg6wHkwqwMAvo+gA1wAYQcAfBtBB7gIwg4A+C6CDlAMhB0A8E0EHaCYCDsA4HsIOsAlIOwAgG8h6ACXiLADAL6DoANcBh4qCAC+gaADXAHCDgCUbwQd4AoRdgCg/CLoAF5A2AGA8omgA3gJYQcAyh+CDuBFhB0AKF8IOoCXEXYAoPwg6AAlgLADAOUDQQcoIYQdACh7BB2gBBF2AKBsEXSAEsZTlAGg7BB0AACAbRF0gFLCzA4AlD6CDlDKCDsAUHoIOkAZIOwAQOkg6ABlhLADACWvxIPOlClT5HA4lJycbLUZYzRx4kRFR0crKChI7du316ZNm9x+Li8vTyNGjFBERIRCQkLUs2dP7d27160mOztbSUlJcjqdcjqdSkpK0pEjR0r6lIqNDzJcDH8jAFCySjTopKen680331Tz5s3d2qdPn64ZM2Zo5syZSk9Pl8vlUqdOnXT06FGrJjk5WUuWLNGCBQu0cuVKHTt2TAkJCTpz5oxVk5iYqMzMTKWkpCglJUWZmZlKSkoqyVMCvI6wAwAlp8SCzrFjx9S/f3+99dZbqlGjhtVujNHLL7+sv/zlL+rTp49iYmI0b948HT9+XO+//74kKScnR7Nnz9aLL76ojh07qmXLlnrvvfe0YcMG/ec//5Ekbd68WSkpKfrHP/6huLg4xcXF6a233tLHH3+srVu3ltRpASWCsAMAJaPEgs6wYcPUvXt3dezY0a19x44dysrKUufOna22wMBAxcfHa9WqVZKkjIwMnTp1yq0mOjpaMTExVs3q1avldDrVpk0bq6Zt27ZyOp1Wzbny8vKUm5vr9gLKC24/BwDv8yuJnS5YsEDr169Xenq6x7asrCxJUlRUlFt7VFSUdu3aZdUEBAS4zQQV1hT+fFZWliIjIz32HxkZadWca8qUKZo0adKlnxBQigrDzs6p3cu4JwDg+7w+o7Nnzx6NGjVK7733nqpUqXLeOofD4fbeGOPRdq5za4qqv9B+xo8fr5ycHOu1Z8+eCx4PAAD4Nq8HnYyMDB08eFCxsbHy8/OTn5+f0tLS9Morr8jPz8+ayTl31uXgwYPWNpfLpfz8fGVnZ1+w5sCBAx7HP3TokMdsUaHAwEBVq1bN7QWUVyxjAcCV83rQ6dChgzZs2KDMzEzr1apVK/Xv31+ZmZmqX7++XC6XUlNTrZ/Jz89XWlqa2rVrJ0mKjY2Vv7+/W83+/fu1ceNGqyYuLk45OTlat26dVbN27Vrl5ORYNYCvI+wAwJXx+jU6oaGhiomJcWsLCQlReHi41Z6cnKzJkyerYcOGatiwoSZPnqzg4GAlJiZKkpxOpwYOHKjRo0crPDxcYWFhGjNmjJo1a2Zd3NykSRN17dpVgwYN0qxZsyRJgwcPVkJCgho1auTt0wLKDNfsAMDlK5GLkS/m8ccf14kTJzR06FBlZ2erTZs2Wr58uUJDQ62al156SX5+furbt69OnDihDh06aO7cuapcubJVM3/+fI0cOdK6O6tnz56aOXNmqZ8PUBrqjvuEsAMAl8hhjDFl3YmykpubK6fTqZycnBK5XodlB5QUAg+AiuxSPr/5rivABxGiAaB4CDqAj+IBgwBwcQQdwMcRdgDg/Ag6gA0QdgCgaAQdwCZYygIATwQdwGYIOwDwfwg6gA0xuwMAZxF0ABsj7ACo6Ag6gM0RdgBUZAQdoAJgKQtARUXQASoQwg6AioagA1QwzO4AqEgIOkAFReABUBEQdIAKjrADwM4IOgCY3QFgWwQdABbCDgC7IegAcMPsDgA7IegAKBJhB4AdEHQAnBezOwB8HUEHwEURdgD4KoIOgGJhdgeALyLoALgkhB0AvoSgAwAAbIugA+CSsYwFwFcQdABcNsIOgPKOoAPgijC7A6A8I+gA8AoCD4DyiKADwKsIPADKE4IOgBJB4AFQHhB0AJQowg6AskTQAVDimN0BUFYIOgBKDYEHQGkj6AAodQQeAKWFoAOgzBB2AJQ0gg6AMkXYAVCS/Mq6AwDwx7Czc2r3MuwJALthRgdAucIMDwBvYkYHQLnDDA8Ab2FGB0C5xh1aAK4EQQeATyDwALgcBB0APoWwA+BSEHQA+BxmdwAUF0EHgM8i8AC4GIIOAJ9H4AFwPgQdALZB4AFwLoIOANsh8AAoxAMDAdgWDx4EwIwOgAqBWR6gYmJGB0CFwiwPULEwowOgwmKWB7A/ZnQAVHjM8gD2xYwOAPwBszyAvRB0AKAIhB3AHgg6AHAezO4Avo+gAwAXQdgBfBcXIwNAMXDBMuCbmNEBgEvEkhbgOwg6AHCZCDtA+cfSFQBcAZa0gPKNoAMAXkLoAcoflq4AoASwrAWUD8zoAEAJYYYHKHvM6ABAKeBOLaBseD3oTJkyRTfddJNCQ0MVGRmp3r17a+vWrW41xhhNnDhR0dHRCgoKUvv27bVp0ya3mry8PI0YMUIREREKCQlRz549tXfvXrea7OxsJSUlyel0yul0KikpSUeOHPH2KQGA1xQGHkIPUDq8HnTS0tI0bNgwrVmzRqmpqTp9+rQ6d+6s33//3aqZPn26ZsyYoZkzZyo9PV0ul0udOnXS0aNHrZrk5GQtWbJECxYs0MqVK3Xs2DElJCTozJkzVk1iYqIyMzOVkpKilJQUZWZmKikpydunBAAlgtADlDyHMcaU5AEOHTqkyMhIpaWl6bbbbpMxRtHR0UpOTtbYsWMlnZ29iYqK0rRp0zRkyBDl5OSoZs2aevfdd9WvXz9J0r59+1S7dm0tW7ZMXbp00ebNm9W0aVOtWbNGbdq0kSStWbNGcXFx2rJlixo1anTRvuXm5srpdConJ0fVqlXz+rnzHy8Al4LreIDiuZTP7xK/RicnJ0eSFBYWJknasWOHsrKy1LlzZ6smMDBQ8fHxWrVqlSQpIyNDp06dcquJjo5WTEyMVbN69Wo5nU4r5EhS27Zt5XQ6rZpz5eXlKTc31+0FAOUFszuA95Vo0DHG6LHHHtMtt9yimJgYSVJWVpYkKSoqyq02KirK2paVlaWAgADVqFHjgjWRkZEex4yMjLRqzjVlyhTreh6n06natWtf2QkCQAkg8ADeU6K3lw8fPlzff/+9Vq5c6bHN4XC4vTfGeLSd69yaouovtJ/x48frscces97n5uYSdgCUW9yeDly5Egs6I0aM0NKlS/X111/r6quvttpdLpekszMytWrVstoPHjxozfK4XC7l5+crOzvbbVbn4MGDateunVVz4MABj+MeOnTIY7aoUGBgoAIDA6/85ACglBF6gMvj9aUrY4yGDx+uxYsX64svvlC9evXctterV08ul0upqalWW35+vtLS0qwQExsbK39/f7ea/fv3a+PGjVZNXFyccnJytG7dOqtm7dq1ysnJsWoAwI64WwsoPq/P6AwbNkzvv/++/v3vfys0NNS6XsbpdCooKEgOh0PJycmaPHmyGjZsqIYNG2ry5MkKDg5WYmKiVTtw4ECNHj1a4eHhCgsL05gxY9SsWTN17NhRktSkSRN17dpVgwYN0qxZsyRJgwcPVkJCQrHuuAIAOygMO8zyAEXzetB5/fXXJUnt27d3a58zZ44eeOABSdLjjz+uEydOaOjQocrOzlabNm20fPlyhYaGWvUvvfSS/Pz81LdvX504cUIdOnTQ3LlzVblyZatm/vz5GjlypHV3Vs+ePTVz5kxvnxIAlHvnzu4QfICzSvw5OuUZz9EBYHcEHtjRpXx+86WeAGBjzPSgoiPoAEAFwt1bqGgIOgBQQRW1vE74gd2U+FdAAAB8B7etw26Y0QEAeGCJC3ZB0AEAXBChB76MoAMAKDZCD3wNQQcAcFm4dR2+gKADAPAKgg/KI4IOAKBEEHxQd9wnZf575/ZyAECp4NZ1lAVmdAAApYoLmlGaCDoAgDLD8hZKGkEHAFBuMNsDbyPoAADKJb6LC95A0AEA+AyWunCpCDoAAJ/FUhcuhqADALAFZntQFIIOAMCWCD6QCDoAgAqCZa6KiaADAKhwmO2pOAg6AIAKj1vZ7YugAwBAEQg/9kDQAQCgmAg/voegAwDAFSD8lG8EHQAAvIyLncsPgg4AACWsqFkfiQBUGgg6AACUEWZ+Sh5BBwCAcoLrfbyPoAMAQDlG+LkyBB0AAHwM1/wUH0EHAACbYPbHE0EHAAAbq+gXPBN0AACoQCrashdBBwAA2Hbmh6ADAAA82OV6H4IOAAAoFl8MPwQdAABw2c53zU95UamsOwAAAFBSCDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2CDoAAMC2fD7ovPbaa6pXr56qVKmi2NhYrVixoqy7BAAAygmfDjoLFy5UcnKy/vKXv+jbb7/Vrbfeqm7dumn37t1l3TUAAFAO+HTQmTFjhgYOHKiHHnpITZo00csvv6zatWvr9ddfL+uuAQCAcsBng05+fr4yMjLUuXNnt/bOnTtr1apVZdQrAABQnviVdQcu16+//qozZ84oKirKrT0qKkpZWVlF/kxeXp7y8vKs9zk5OZKk3NzcEuljQd7xEtkvAAC+oiQ+Ywv3aYy5aK3PBp1CDofD7b0xxqOt0JQpUzRp0iSP9tq1a5dI3wAAqOicL5fcvo8ePSqn03nBGp8NOhEREapcubLH7M3Bgwc9ZnkKjR8/Xo899pj1vqCgQL/99pvCw8PPG44uR25urmrXrq09e/aoWrVqXtsv3DHOpYexLh2Mc+lhrEtHSY2zMUZHjx5VdHT0RWt9NugEBAQoNjZWqampuuuuu6z21NRU9erVq8ifCQwMVGBgoFtb9erVS6yP1apV41+gUsA4lx7GunQwzqWHsS4dJTHOF5vJKeSzQUeSHnvsMSUlJalVq1aKi4vTm2++qd27d+vhhx8u664BAIBywKeDTr9+/XT48GE988wz2r9/v2JiYrRs2TLVqVOnrLsGAADKAZ8OOpI0dOhQDR06tKy74SYwMFATJkzwWCaDdzHOpYexLh2Mc+lhrEtHeRhnhynOvVkAAAA+yGcfGAgAAHAxBB0AAGBbBB0AAGBbBB0AAGBbBB0ve+2111SvXj1VqVJFsbGxWrFiRVl3yed8/fXX6tGjh6Kjo+VwOPTRRx+5bTfGaOLEiYqOjlZQUJDat2+vTZs2udXk5eVpxIgRioiIUEhIiHr27Km9e/eW4lmUf1OmTNFNN92k0NBQRUZGqnfv3tq6datbDWN95V5//XU1b97cemBaXFycPv30U2s7Y1wypkyZIofDoeTkZKuNsfaOiRMnyuFwuL1cLpe1vdyNs4HXLFiwwPj7+5u33nrL/PDDD2bUqFEmJCTE7Nq1q6y75lOWLVtm/vKXv5hFixYZSWbJkiVu26dOnWpCQ0PNokWLzIYNG0y/fv1MrVq1TG5urlXz8MMPm6uuusqkpqaa9evXm9tvv93ccMMN5vTp06V8NuVXly5dzJw5c8zGjRtNZmam6d69u7nmmmvMsWPHrBrG+sotXbrUfPLJJ2br1q1m69at5oknnjD+/v5m48aNxhjGuCSsW7fO1K1b1zRv3tyMGjXKamesvWPChAnm+uuvN/v377deBw8etLaXt3Em6HhR69atzcMPP+zW1rhxYzNu3Lgy6pHvOzfoFBQUGJfLZaZOnWq1nTx50jidTvPGG28YY4w5cuSI8ff3NwsWLLBqfvnlF1OpUiWTkpJSan33NQcPHjSSTFpamjGGsS5JNWrUMP/4xz8Y4xJw9OhR07BhQ5Oammri4+OtoMNYe8+ECRPMDTfcUOS28jjOLF15SX5+vjIyMtS5c2e39s6dO2vVqlVl1Cv72bFjh7KystzGOTAwUPHx8dY4Z2Rk6NSpU2410dHRiomJ4XdxATk5OZKksLAwSYx1SThz5owWLFig33//XXFxcYxxCRg2bJi6d++ujh07urUz1t71448/Kjo6WvXq1dOf/vQn/fzzz5LK5zj7/JORy4tff/1VZ86c8fjm9KioKI9vWMflKxzLosZ5165dVk1AQIBq1KjhUcPvomjGGD322GO65ZZbFBMTI4mx9qYNGzYoLi5OJ0+eVNWqVbVkyRI1bdrU+o86Y+wdCxYs0Pr165Wenu6xjb9n72nTpo3eeecdXXfddTpw4ICee+45tWvXTps2bSqX40zQ8TKHw+H23hjj0YYrdznjzO/i/IYPH67vv/9eK1eu9NjGWF+5Ro0aKTMzU0eOHNGiRYs0YMAApaWlWdsZ4yu3Z88ejRo1SsuXL1eVKlXOW8dYX7lu3bpZ/9ysWTPFxcWpQYMGmjdvntq2bSupfI0zS1deEhERocqVK3uk0YMHD3okW1y+wiv7LzTOLpdL+fn5ys7OPm8N/s+IESO0dOlSffnll7r66qutdsbaewICAnTttdeqVatWmjJlim644Qb97W9/Y4y9KCMjQwcPHlRsbKz8/Pzk5+entLQ0vfLKK/Lz87PGirH2vpCQEDVr1kw//vhjufybJuh4SUBAgGJjY5WamurWnpqaqnbt2pVRr+ynXr16crlcbuOcn5+vtLQ0a5xjY2Pl7+/vVrN//35t3LiR38UfGGM0fPhwLV68WF988YXq1avntp2xLjnGGOXl5THGXtShQwdt2LBBmZmZ1qtVq1bq37+/MjMzVb9+fca6hOTl5Wnz5s2qVatW+fyb9vrlzRVY4e3ls2fPNj/88INJTk42ISEhZufOnWXdNZ9y9OhR8+2335pvv/3WSDIzZsww3377rXWb/tSpU43T6TSLFy82GzZsMPfee2+Rty5effXV5j//+Y9Zv369ueOOO7hF9ByPPPKIcTqd5quvvnK7TfT48eNWDWN95caPH2++/vprs2PHDvP999+bJ554wlSqVMksX77cGMMYl6Q/3nVlDGPtLaNHjzZfffWV+fnnn82aNWtMQkKCCQ0NtT7ryts4E3S87O9//7upU6eOCQgIMDfeeKN1qy6K78svvzSSPF4DBgwwxpy9fXHChAnG5XKZwMBAc9ttt5kNGza47ePEiRNm+PDhJiwszAQFBZmEhASze/fuMjib8quoMZZk5syZY9Uw1lfuwQcftP6bULNmTdOhQwcr5BjDGJekc4MOY+0dhc/F8ff3N9HR0aZPnz5m06ZN1vbyNs4OY4zx/jwRAABA2eMaHQAAYFsEHQAAYFsEHQAAYFsEHQAAYFsEHQAAYFsEHQAAYFsEHQAAYFsEHQAowty5c1W9evUyO/7s2bPVuXPnYtXOnDlTPXv2LOEeAb6JoANUEA888IAcDof1Cg8PV9euXfX999+XddeKtHPnTjkcDmVmZnps6927tx544IHL3nfdunXdxuLcV/v27dWvXz9t27bt8k/gCuTl5enpp5/WU089Vaz6QYMGKT09vchvnwcqOoIOUIF07dpV+/fv1/79+/X555/Lz89PCQkJZd2tUpeenm6Nw6JFiyRJW7dutdoWL16soKAgRUZGlkn/Fi1apKpVq+rWW28tVn1gYKASExP16quvlnDPAN9D0AEqkMDAQLlcLrlcLrVo0UJjx47Vnj17dOjQIavml19+Ub9+/VSjRg2Fh4erV69e2rlzp7U9PT1dnTp1UkREhJxOp+Lj47V+/Xq34zgcDs2aNUsJCQkKDg5WkyZNtHr1am3fvl3t27dXSEiI4uLi9NNPP3nlvOrWratnn31WiYmJqlq1qqKjoy/4oV+zZk1rHMLCwiRJkZGRbm3nLl1NnDhRLVq00Ntvv61rrrlGVatW1SOPPKIzZ85o+vTpcrlcioyM1F//+le3Y+Xk5Gjw4MGKjIxUtWrVdMcdd+i777674PksWLDAYynqq6++UuvWrRUSEqLq1avr5ptv1q5du6ztPXv21EcffaQTJ04Ud9iACoGgA1RQx44d0/z583XttdcqPDxcknT8+HHdfvvtqlq1qr7++mutXLlSVatWVdeuXZWfny9JOnr0qAYMGKAVK1ZozZo1atiwoe68804dPXrUbf/PPvus7r//fmVmZqpx48ZKTEzUkCFDNH78eH3zzTeSpOHDh3vtfJ5//nk1b95c69ev1/jx4/Xoo48qNTXVa/uXpJ9++kmffvqpUlJS9MEHH+jtt99W9+7dtXfvXqWlpWnatGl68skntWbNGkmSMUbdu3dXVlaWli1bpoyMDN14443q0KGDfvvtt/MeZ8WKFWrVqpX1/vTp0+rdu7fi4+P1/fffa/Xq1Ro8eLAcDodV06pVK506dUrr1q3z6jkDPq9EvioUQLkzYMAAU7lyZRMSEmJCQkKMJFOrVi2TkZFh1cyePds0atTIFBQUWG15eXkmKCjIfPbZZ0Xu9/Tp0yY0NNT87//+r9UmyTz55JPW+9WrVxtJZvbs2VbbBx98YKpUqXLe/u7YscNIMt9++63Htl69elnfZm+MMXXq1DFdu3Z1q+nXr5/p1q3befdf6MsvvzSSTHZ2tlv7nDlzjNPptN5PmDDBBAcHm9zcXKutS5cupm7duubMmTNWW6NGjcyUKVOMMcZ8/vnnplq1aubkyZNu+27QoIGZNWtWkf3Jzs42kszXX39ttR0+fNhIMl999dUFz6VGjRpm7ty5F6wBKhpmdIAK5Pbbb1dmZqYyMzO1du1ade7cWd26dbOWQDIyMrR9+3aFhoaqatWqqlq1qsLCwnTy5ElrmengwYN6+OGHdd1118npdMrpdOrYsWPavXu327GaN29u/XNUVJQkqVmzZm5tJ0+eVG5urlfOLS4uzuP95s2bvbLvQnXr1lVoaKj1PioqSk2bNlWlSpXc2g4ePCjp7HgeO3ZM4eHh1nhWrVpVO3bsOO+yXeHSU5UqVay2sLAwPfDAA+rSpYt69Oihv/3tb9q/f7/HzwYFBen48eNeOVfALvzKugMASk9ISIiuvfZa631sbKycTqfeeustPffccyooKFBsbKzmz5/v8bM1a9aUdPburUOHDunll19WnTp1FBgYqLi4OGtpq5C/v7/1z4VLLEW1FRQUFNlXp9Mp6ew1Luc6cuSI6tSpc9Hz/ePSjjf8sf+F+y+qrfCcCgoKVKtWLX311Vce+zrfrevh4eFyOBzKzs52a58zZ45GjhyplJQULVy4UE8++aRSU1PVtm1bq+a3336zfk8AziLoABWYw+FQpUqVrFmEG2+8UQsXLrQunC3KihUr9Nprr+nOO++UJO3Zs0e//vqr1/tWo0YN1axZU+np6YqPj7faT5w4oU2bNqlv375u9YXXxfzxfePGjb3er0tx4403KisrS35+fqpbt26xfiYgIEBNmzbVDz/84PEcnZYtW6ply5YaP3684uLi9P7771tB56efftLJkyfVsmVLb58G4NNYugIqkLy8PGVlZSkrK0ubN2/WiBEjdOzYMfXo0UOS1L9/f0VERKhXr15asWKFduzYobS0NI0aNUp79+6VJF177bV69913tXnzZq1du1b9+/dXUFBQifR3zJgxmjx5st5991399NNP+uabb3T//ffLz89P9913n1vtf//7X02fPl3btm3T3//+d/3rX//SqFGjSqRfxdWxY0fFxcWpd+/e+uyzz7Rz506tWrVKTz75pHVBdlG6dOni9kycHTt2aPz48Vq9erV27dql5cuXa9u2bWrSpIlVs2LFCtWvX18NGjQo0XMCfA0zOkAFkpKSolq1akmSQkND1bhxY/3rX/9S+/btJUnBwcH6+uuvNXbsWPXp00dHjx7VVVddpQ4dOlgzPG+//bYGDx6sli1b6pprrtHkyZM1ZsyYEunvmDFjVLVqVb3wwgv66aefVL16dbVt21YrVqzwmHEaPXq0MjIyNGnSJIWGhurFF19Uly5dSqRfxeVwOLRs2TL95S9/0YMPPqhDhw7J5XLptttus65bKsqgQYN04403KicnR06nU8HBwdqyZYvmzZunw4cPq1atWho+fLiGDBli/cwHH3ygQYMGlcZpAT7FYYwxZd0JALgSdevWVXJyspKTk8u6K17Tt29fa5nqYjZu3KgOHTpo27Zt1rVNAM5i6QoAyqHnn39eVatWLVbtvn379M477xBygCKwdAUA5VCdOnU0YsSIYtUW98s/gYqIpSsAAGBbLF0BAADbIugAAADbIugAAADbIugAAADbIugAAADbIugAAADbIugAAADbIugAAADbIugAAADb+v8Ajz+qaRNFtukAAAAASUVORK5CYII=", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_up_time(df_2025_simple_complete,'2025')" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# look at diff in CBREM:ENERGY for each second. See how long it takes to see updated energy after beam down\n", + "\n", + "def plot_deltaE_vs_up_time(df_in,runperiod):\n", + " df_in['CBREM:EN_DIFF'] = df_in['CBREM:ENERGY'].diff()\n", + " df_viz = df_in[(abs(df_in['CBREM:EN_DIFF'])>0.05)]\n", + " plt.scatter(df_viz['BeamUpTime'],df_viz['CBREM:EN_DIFF'],alpha=0.1,rasterized=True)\n", + " plt.xlabel('Time Since Beam Down (s)')\n", + " plt.ylabel('Change in Energy (MeV)')\n", + " plt.xlim(0,10)\n", + " plt.ylim(-100,100)\n", + " plt.title('Spring '+runperiod+': Energy Change vs. Time Since Beam Down')\n", + " plt.savefig('plots/deltaE_vs_beamDownTime_'+runperiod+'.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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BB0xLETjxxBPl4ODgZsNwn//856VhGM1rZuedd5b/+I//KP/85z9PWW9jBtSWnE+f//znJSDvuuuujY7juuuuk8CUkLOUUi5ZskQC8jvf+c4m96Px22746ujokDfddNOUdS+55BKpKIpcsmTJlOU/+9nPNhkSi6JIBkEgr776aqmqqhwdHZ32Wzz44IPNZSMjI1JVVWnb9hRjqXF8/+M//mOT+7QlBtS73vUuCTRTNN797ndL0zSnpE9ImRhCuVyueV384Ac/mJJm8YUvfEHuueee8qSTTmoah77vy3w+Lz/1qU81t7Ol89WOIgvhvYj09PTwv//7v83E5je/+c088cQTfPKTn2Tx4sWsW7duyvp77703++2335Rlp556KhMTE9Mq1N72trdt8TiEELzpTW+asmzfffdl6dKlzff33nsvxWJxWhLqKaecssXfsz4/+MEP+OIXv8gFF1zAm9/85hnHtKnxzsQf//hH3vnOd3LYYYdxySWXvOBtvu997yMMwymJ7Zti1113ZcmSJdNen/nMZ6ate9JJJ01530iSbfzWd9xxR/O7wzBsvizL4vDDD5+xgnLDY33vvfcC8M53vnPK8pmO1SmnnEJ/fz/f/va3m8u++c1v0tfXx7ve9a4t2PutY86cOc0Qa4MNzzWAG2+8kVe/+tUUCgU0TUPXdX74wx/y17/+ddo2X//611MsFpvvBwYG6O/vb26zVqvx4IMP8pa3vAXDMJrrFQqFaef9rbfeihCC97znPVN+/zlz5rDffvtttoL1/e9/P47jcMMNNzSXXXnllZim2SxU6O7uZtddd+XLX/4yX/3qV/nTn/40LeT0YrL//vszb9685vuXv/zlQBIWyuVy05Y3ftennnqKv/3tb5x22mkAU36v448/ntWrV/P3v/99k9/9mc98hmXLlnHFFVdw9tlnUygUuPzyyznwwANnDC1vyJacT7/+9a952ctextFHH73R7dx66610dnbypje9acp+7L///syZM2eLK5fvvvtulixZwgMPPMCtt97K0Ucfzbvf/W5uvvnmKd+1zz77sP/++0/5ruOOO25aisWf/vQnTjrpJHp6elBVFV3Xed/73kcURTzxxBNTvntwcJADDzyw+b67u5v+/n72339/5s6d21y+4XHcFqSUU97fc889HHXUUcyfP3/K8jPOOIN6vc59990H0DwWd999NwB33XUXxxxzDEcffTR33XUXAPfddx+1Wm3acduS+WpHkRlQO4CDDjqIf/7nf+bGG29k1apVnH/++Tz33HNcdtllU9abM2fOtL9tLGvkEzTYmmqVXC6HZVlTlpmmieu6zfcjIyMMDAxM+9uZlm2OK6+8krPPPpt/+Id/mBY/7+rqQggxbX8ARkdHgeTGsCF/+tOfOOaYY9h999257bbbplXA9fT0bPU2txTLsjjooIOmvdbP4Vp/HOvTGKfjOADN+P/BBx+MrutTXjfccMM0ozqXy9HR0TFl2cjICJqmTdunmY6VaZqcffbZXHvttYyPjzM8PMxPf/pTPvCBD2y2inDBggU8++yzm1xnQzbc/8YYGvsPcNNNN/HOd76TefPm8eMf/5j77ruPJUuW8P73v3/KObml2xwbG2vmXWzIhsuGhoaa6274+99///3Tfv8N2XvvvTn44IObuSdRFPHjH/+YN7/5zc3j0ciTOu6447jssst4xSteQV9fH//0T/9EpVLZ5Pa3BxueJw0jc2PLG8egca5eeOGF036rc845B2Czvxckx+DMM8/k8ssv55FHHuHee+/FMAw++tGPbvZvt+R8Gh4eZqeddtrkdoaGhhgfH8cwjGn7smbNmi3aD4D99tuPgw46iIMPPpgTTjiBG2+8kd12221Kvs/Q0BCPPPLItO8pFotIKZvftWzZMl772teycuVKvvGNbzQfthsPO+vvI8x8DzMMY7PHcVtYunQppmk2v2NkZGTGuadhwDXuwQsXLmTXXXfl7rvvbhpWDQNqxYoV/P3vf+fuu+/Gtm1e9apXTdnWlsxXO4pMxmAHo+s6n/vc5/ja177GX/7ylymfrVmzZtr6jWUb3kharffS09PDAw88sNHv31KuvPJKPvCBD3D66adz+eWXTxunbdvstttuPProo9P+9tFHH8W2bXbZZZcpy//0pz9x9NFHs3DhQu68884ZE5oXL17MddddRxiGU5L2G9+TFn2i3t5eAH72s5/NaIBtyEzHuaenhzAMGR0dnXLz3Nix+tCHPsSll17KFVdcgeu6hGHIP/7jP272u4877ji++c1vcv/993PYYYdtdv0t5cc//jE777wzN9xww5T9e6FJog2jfP3k1AYb/ia9vb0IIfjf//3fGQ3ILZGmOPPMMznnnHP461//yjPPPMPq1as588wzp6yzcOFCfvjDHwLwxBNP8NOf/pSLLroI3/e5/PLLt2b3dhiNc/WTn/zkjMUCQFNyZGt43etex7HHHsstt9zC2rVrZyxA2Rr6+vqmFJTMRKOoY2PJ1et7OLcGRVHYe++9ufHGG5v70tvbi23b02RW1h8LJEUJtVqNm266acq9YHsWGmwNK1eu5KGHHuLwww9v3lN7enpYvXr1tHUbhTKNfQM46qij+MUvfsG9995LHMccccQRFItF5s6dy1133cXdd9/Na1/72raSg8k8UC8iM51oQDNMsb7bFeCxxx7jz3/+85Rl1157LcVicbtrjBx++OFUKhV+/etfT1m+NUKUV111FR/4wAd4z3veww9+8IONGnlvfetbueeee6ZU51UqFW666SZOOumkKQbQww8/zNFHH81OO+3EXXfdRVdX10a3Wa1W+fnPfz5l+Y9+9CPmzp3LoYceusX7sT057rjj0DSNp59+ekav1kEHHbTZbRx++OEAU8JIsPFjNTg4yDve8Q6+853vcPnll/OmN72JBQsWbPZ7zj//fPL5POeccw7lcnna51LKKaGLLUUIgWEYU86PNWvWzFiFtyXk83kOOuggbrnlFnzfby6vVqvTqvVOPPFEpJSsXLlyxt9+8eLFm/2+U045BcuyuOqqq7jqqquYN28exx577EbXf9nLXsanP/1pFi9ePC0Un2b22GMPdt99d/785z9v9FzdlOExNDQ0Y+gyiiKefPJJcrkcnZ2d2zzON77xjTzxxBMbFe2F5LiPjIwQRdGM+/FCDEFI9uXRRx/FNM2mp/jEE0/k6aefpqenZ8bvagjwNs7/9Q0IKSXf//73X9BYWonjOHzgAx8gDEM+8YlPNJcfddRR3HPPPdMqi6+++mpyudyUB62jjz6aoaEhvv71r3PYYYc1z5WjjjqKm2++mSVLlmwy7JpGMg/Ui8hxxx3HTjvtxJve9Cb23HNP4jjm4Ycf5itf+QqFQmGaC3vu3LmcdNJJXHTRRQwODvLjH/+Yu+66i3/7t3+bkquwPTj99NP52te+xnve8x6+8IUvsNtuu/HrX/+aO+64A5guu7AhN954I2eddRb7778/Z5999jRv1gEHHNC8UVx44YVcc801nHDCCXz+85/HNE0uvfRSXNdtluAD/P3vf29eYF/84hd58sknefLJJ5uf77rrrvT19QHJTfSYY47hQx/6EBMTE+y2225cd9113H777fz4xz9GVdXm31199dW8//3v54orrtiiPCjHcbj//vtn/GxrPTOLFi3i85//PP/yL//CM888wxve8Aa6uroYGhrigQceIJ/Pc/HFF29yG294wxt49atfzQUXXMDExAQHHngg9913H1dffTUw87H66Ec/2jQiG+GnzbHzzjtz/fXX8653vYv999+/KaQJ8Pjjj3PFFVcgpeStb33r1vwEnHjiidx0002cc845vP3tb2f58uX867/+K4ODg1OO79bw+c9/nhNOOIHjjjuOj370o0RRxJe//GUKhUIzjAvw6le/mn/4h3/gzDPP5MEHH+R1r3sd+Xye1atX87vf/Y7FixfzoQ99aJPf1dnZyVvf+lauuuoqxsfHufDCC6f85o888ggf/vCHecc73sHuu++OYRjcc889PPLII/y///f/muudddZZ/OhHP+Lpp5/eIm/kjuB73/seb3zjGznuuOM444wzmDdvHqOjo/z1r3/lj3/8IzfeeONG//aaa67he9/7HqeeeioHH3wwpVKJFStW8IMf/IDHHnuMz372s1Ny1l4o5513HjfccANvfvOb+X//7/9xyCGH4DgO9957LyeeeCKvf/3refe7381PfvITjj/+eD760Y9yyCGHoOs6K1as4De/+Q1vfvObt+g8fuihh5oe8KGhIa644gr+9re/cf755zfDTueddx4///nPed3rXsf555/Pvvvu2xTevPPOO7ngggs49NBDOeaYYzAMg1NOOYVPfOITuK7Ld7/7XcbGxrb5N9kali1bxv33308cx5TL5aaQ5tKlS/nKV74y5eHgc5/7HLfeeiuvf/3r+exnP0t3dzc/+clP+NWvfsVll102JTpw5JFHIoTgzjvvnHJPO/roozn99NOb/99W7Lj89ZceN9xwgzz11FPl7rvvLguFgtR1XS5YsEC+973vlY8//viUdRcuXChPOOEE+bOf/Uzuvffe0jAMuWjRIvnVr351ynqNSrsbb7xx2vdtrAovn89PW3emip1ly5bJk08+WRYKBVksFuXb3vY2edttt0lA/uIXv9jkvjaqJzb2Wr+6Rkopn3rqKfmWt7xFdnR0yFwuJ4866ij50EMPTVmnUZmzsdeGlYGVSkX+0z/9k5wzZ440DEPuu+++8rrrrps21q2VMdjUGBrVSY1tblh5M9MxkTKpeHr9618vOzo6pGmacuHChfLtb3+7vPvuu6f8pjMdOykTkdEzzzxTdnZ2ylwuJ4855phmqfA3vvGNGf9m0aJF8uUvf/lm93lDnn76aXnOOefI3XbbTZqmKW3blnvttZf82Mc+Nq1qaiYhzdNPP10uXLhwyrJLL71ULlq0SJqmKV/+8pfL73//+zOek4A899xzp21z4cKF8vTTT5+y7Oabb5aLFy+WhmHIBQsWyEsvvVT+0z/9k+zq6pr291dccYU89NBDZT6fl7Zty1133VW+733vm1LltCnuvPPO5jnwxBNPTPlsaGhInnHGGXLPPfeU+XxeFgoFue+++8qvfe1rUwRdG9fMhtfGpnghVXgnnHDCtHVn+l03VpX15z//Wb7zne+U/f39Utd1OWfOHHnkkUfKyy+/fJNjffzxx+UFF1wgDzroINnX1yc1TZNdXV3y8MMPl9dcc82UdTdWhbel59PY2Jj86Ec/KhcsWCB1XZf9/f3yhBNOkH/729+a6wRBIP/93/9d7rffftKyLFkoFOSee+4pzz77bPnkk09ucl9mqsLr7u6Whx56qLziiiumVSNWq1X56U9/Wu6xxx7SMAxZKpXk4sWL5fnnnz9FKuO//uu/muOZN2+e/PjHPy5//etfT7tnbOy32JrjuyGN4914qaoqu7q65IEHHijPO++8KZIq6/Poo4/KN73pTbJUKknDMOR+++230XvpAQccIAH5f//3f81ljUrsnp6eKZIOUm7dfLUjEFJukFafkQoWLVrEPvvsM6NA4I7kS1/6Ep/+9KdZtmzZZhM1M3Ys1157Laeddhr/93//Ny0x85FHHmG//fbj29/+djMBeLYTBEGzAu3OO+/c0cPJyMhoc7IQXsZG+da3vgXAnnvuSRAE3HPPPfzHf/wH73nPezLjKWVcd911rFy5ksWLF6MoCvfffz9f/vKXed3rXjfFeHr66adZunQpn/rUpxgcHOSMM87YcYPezpx11lkcc8wxDA4OsmbNGi6//HL++te/8o1vfGNHDy0jI2MWkBlQGRsll8vxta99jeeeew7P81iwYAH//M//zKc//ekdPbSMDSgWi1x//fV84QtfoFarNY2jL3zhC1PW+9d//ddmG5Qbb7xxu+fS7UgqlQoXXnghw8PD6LrOK17xCm677bb2y7PIyMhIJVkILyMjIyMjIyNjK2krGYP/+Z//4U1vehNz585FCMEtt9wy5XMpJRdddBFz587Ftm2OOOIIHnvssSnreJ7HRz7yEXp7e8nn85x00kmb1QzJyMjIyMjIyFiftjKgarUa++23XzM3Z0Muu+wyvvrVr/Ktb32LJUuWMGfOHI455pgpar/nnXceN998M9dffz2/+93vqFarnHjiiURR9GLtRkZGRkZGRkab07YhPCEEN998M295y1uAxPs0d+5czjvvPP75n/8ZSLxNAwMD/Nu//Rtnn3025XKZvr4+rrnmmmbfr1WrVjF//nxuu+02jjvuuB21OxkZGRkZGRltxKxJIn/22WdZs2bNFJEv0zQ5/PDD+f3vf8/ZZ5/NQw89RBAEU9aZO3cu++yzD7///e83akB5njelrUQcx4yOjtLT09PyFioZGRkZGRkZ2wcpJZVKhblz525WEHpzzBoDqtHjasNmoQMDA82uzWvWrMEwjGntPwYGBjbZ4+2SSy7ZrBp0RkZGRkZGRnuwfPnybZbjmTUGVIMNPUJSys16iTa3zic/+Uk+9rGPNd+Xy2UWLFjA3UseI18oUnECBIJ9F3Ri6epGt5ORkZE+vDBi5VgdU1PR1elPpEEU44UR87pymFp2fW9PKm7AA8+M4IcRiqJgagqqIohiiRfGxHGMoakcsksPRUvf0cOdETdIzqeCqc04r0gpqXoh87pyqZ4vZtN14QYRaydc/CgmcuscsvhlL7hh9PrMGgNqzpw5QOJlGhwcbC5fu3Zt0ys1Z84cfN9nbGxsihdq7dq105Sa18c0zRk7ROcLRQrFDlQzpOqF2PlCai/qjIyMmXGDiHygUbQ2PuFV3JBiMd0T3mygowN29zWWjdbImxoVJyBAoiHoL+nUvJAF3Xnm9Zc2v7EdhBlGVCINU9+44aGYEaVSug2P2XRddAAdHRHlesDqdcmyVqTftFUV3qbYeeedmTNnDnfddVdzme/73HvvvU3j6MADD0TX9SnrrF69mr/85S+bNKA2RxDFWBux0jMyMtKNEKAICOOZ62nCWKKIZL2M7c/8bhvbUBkqu3hBSBzGeEHIUNnFNlTmd9s7eoibxNRUCqZO3Z+5srvuRxRMPdXGE8y+68LSVQZKFvO6Wice3FYeqGq1ylNPPdV8/+yzz/Lwww/T3d3NggULOO+88/jSl77E7rvvzu67786XvvQlcrkcp556KgClUomzzjqLCy64gJ6eHrq7u7nwwgtZvHjxC1InDqOYihugCEHJNtrmRMrIyHiexoRXdgNK9vSHoLofUbLSP+HNFkxdpbdg4ngRNT9IUiyAgqnRWzAxU+7tACjldNwgouwE5AwVTRGEsaTuR5iqQimX/kjFbL0uWjnetjKgHnzwQV7/+tc33zfykk4//XSuuuoqPvGJT+A4Dueccw5jY2Mceuih3HnnnVNinV/72tfQNI13vvOdOI7DUUcdxVVXXYWqbv2P6ocx/aaORNKdN9ruRMrIaCVeGCFl8kTabtfCbJjwZgvleoCpqxy4czcVNyCOJYoiKFo6ZSegXA+wSuk+vxrejnI9oOoFODLx5pQsnVJOT33Iq0F2XWyattWB2pFMTExQKpV44O/LKJU6MVWFgZLVNhdFRkYrcYOoOVHEkxNFwWyviQJmz360M14YsWK0vsn8IS+I2Kk73flD69PODxYw+66LxvxdLpfp6OjYpm21lQcqbQxNeNi5mIGi2ZYnUkbGtuIGUZKrEsVTnlDLboAbRG31YGHpKlZJpTPU23rCa2ekhFiCpsycD6EpAkcm62W8ODSui5yrEsUSddIbmJEZUNvEQIeJoSuMT7qc22WiyMhoFeV6gBfFlOznb6i6KijZStuEWzYkM5p2HOsnLuuqwA9jYilRhMDQlLZKXJ4tnpuZ9qPuRW23H9uDzIDaBipuhJ2P8cMYqw0nioyMbcELI6pekhsxEzlDpeoFdIbtl2iasWNoJC4PV5PODzU/bOZA5Y1kuuormKk/n2aLZ3a27Mf2Iqu73wZ0VVBxE8t8tObhhVlD4oyXDlsSbomzcEvGVmLpChN1n9XjDgqQN1QUYPW4w0Tdx9LTP22t75mN5aQIqJSUbB0viinXgx09xC1i/f3QVQUhBLqqtN1+bC8yD9Q2oKsKBUtnwvEZrwfZRJHxkmLDcMuGtFO4ZX3aPekX2nsf3CCmaOt02AY1P6DmRygCBks2EokbxKRXRvN5z6wiYHjCo+Y/H/rKGzqWobSFZzbzMG+ezIBqAbqqUPXCRFDzJezOzHhpMdt0YmZDzkq770Nj0u7KG+iqQkeoTTEEgyhO/aQtJThBjOuHBLHE1tVmO5qKF+AGAsvQUv/AnSX0b57MgGoBmRJ5xkuV2aITMxtyPWbDPmw4aW9oJLXDpC0E1LwQP4zoyj/fAkxTBUVVYazmEcn0e2Znq4e5lWQz/jawvhJ5Zy5TIs946dEQDCxZOl4QUXFDvCDxPLXDhN1gNuR6rL8PUoIXxkhJW+3DrGkfsjkLL80W4CSzpSXN9iTzQG0DmRJ5Rkb76yfNhlyPxj6oCgxXPMYdnyiSqKqg0zaw2yTvZsOw8Ia5XO0QFpYSCpaOE4RU3ABLf94b6AYRtqFi6+kP4cHs8TBvLzIDahvoLhoYupKdSBkZtJfRtD6zIddDyiT5ujxZ0BJLiUAgkUzUAzpzOiXbSPU+NCjldMYdn2fWVolljBACKSWKUOguGKm/1wqRVBJahoHjx9T8EDd4vh2NbSjQBiE8mD0tabYXmQG1LcjsRMrIaHdmQ66HEDBa9RiqONiGPiVx2Q1jVo3XiSLJbgOFHT3ULUIAEhBCIACESN7v0FFtGet70fqKJqVQnyIGWnaC1HvR1qfdPczbk8yA2gb6ihYDJWtHDyMjI2MbmC3VhFUvIogkfebzt3VNFRRUhQnHp+q1h05duR6AEOzaX6DqhkRxjKooFCytbdTtNwx9mWqiol52graNWKT9/N8RZAbUNjBccdFMN/NAZWS0Oe2e6+EFMUJJPOJVL8TWVRSRhCadyaR+oSTrpXki3DCXa30lcieI2iaXKwt9vTTIDKhtwNTUtioRzsjImJl2n/AkEkMV2LaBH0jqQfi8DpShYegCx4+QpDsJqpHL5QQhQSSTBGw9MWYrbqKh1C4J2FkT3tlPZkBtA7qqULT1tnErZ2RkbJx2zvWwdJW8qeOHET1Fk2KoNXOGDE1lrOaRN9NvCAoBVTfAj+IpGkq6mshKjNU8okimOh+tQdaEd/aT6UC1gEaZc9YLLyOj/TE1FUtX28Z4gmTMc0pWonY9qU1nqAqKSPp1RrFkTslqj31azzrywwgvjPDXv7e2gfXUEDUtuwGmrlK0NEw9iVgMlV3cIJsrdhStnKczD1QLaIcy54yMjNnNQIeFG0SMVn1qXjCl/H+w02agI/0FL1JC3tQIo4il62rI9WQMhFDozGnkzfSH8NYXNW2gq4KSrWQRix1EwyO4bLjasm1mBlQLaIcy54yMjNmNpass7MnTaRuM1X3CWKIpgq6c0TZhIyFAFYJ4UolcTN5UG//GsUQVItX32tkgzDrbcIOIZSM11lV9ai1U5M8MqG3AD2OgfcqcMzIyNs+G6tftRDNx2WzPxGVTUye1qyQLe/NUvQAZS4QiKJg6q8cdolim+rjMBmHW2cbaCZeV4w6WrqK2sGdtZkBtAyvH6oyHGr1toI6bkZGxaWZK+i2Y7VGF16CxD0MTLkEcoysKAx1W2+yDF0aoChiaYOm6GkEYIQUICbrmU7BUVCVZL61G1GwQZp2Jdn2w8MKI1eMOcSzxw5ixut+ybWcG1DYgkU3F3IyMjPalkfTrRfEUHah2kilxg4gnhyosH6lT84NmFd6K0Trze3LsPlBM/T5ICZFMQnXjdR8nCJuf2bpGzrCIUu692VCYdUMx0HaLWLT7g4UXxIw7AWEUQxgjWnjuZAbUNjCvK0dvdyFLCszIaHPWT/r1wxgvjFGEoNRGMiXLRms8vqqMEEkDYV0VBJFk3Al4fFUZU1d42UDHjh7mJhECxmoe66oenXmDXsVsPqSGsWRd1UNTFYRId0uaUk5nuOLy4JoKThBOJsEnGlYLe3KUunM7eohbxGx4sJBIqm5AjERXVcac1nmgMhmDbaDxBJHJGGRktC8bql8/NVzhiTUVnhquMFzxUBVSf317YcTTQzViKRnosDB1FUVRMHWVgQ6LWEqeHqqleh8aVN2IMJYUTC2Rk9ATWYmCqRHGkqqb/n3wgoi1VY+aF6IJsHUVTUDNC1lb9fDaRMZg/QcLXVUQItHjKtk6XhQnbXdSjiKSnpAjVZ+aF6FnOVDpIksKzMhoXxrq18MVl1XjDvUgohH/Wj3mMLfTpq9opfr6nnACRmsevQVjxs+7cwbrqh4TTkBfMb0eAzeIUBTZbEljacqUpsglS0dRJG6Q3hwogOWjDlEk2WteCT+Mpoiarh53WD7qUMrNfKzSwmypJtRVBV1XiaKk6KuVqWeZAbUNNKrw2jUpMCMjI7lu14w7PLl2AlVVKVoqhqrgRzEVN+Jvq8tEkWS3gfSGjaRMbD5lsvIrjCWxlChCoCkCRRFI0v+QJxDoqkrJVvHCGCeI8EKJokDB1DA1hbofIVo6DbaWihswXHXpnCwsMjYwLjpzOsNVl4qbS3WF5GypJgyimPxkqyYvAHe9vLptJTOgtoE1Ey6x7gHQVzBTbYVnZGRsnLUVDzeIWdT5fG6KpShYusZzw1XWVrwdOLrNYxsqOUNhpOZh6RpuEBHHoCiJtIEbhOQMBXsj3oS0YOoKeUPFj2J6CiZBFDcNwUYrl7yhYurpzT6JYjkptZCMseYFzX3ImzqmplB2knXSzGypJtRVhaKlY+gKAsGaqN6ybWcG1DYggNXjDnlDZX6XvaOHk5GR8QKoOCFeFNOdN6h5EZauoIjk6dsNkuVeFFNxQsyUhr+Kls5gyeaBZ0fJmREdloalJ0nkwxWPuhdyyM7dqfZ4QJJXOthp8/RwlYobYOmJN7DRTDiMJQt77FQ/rKqKQFUEI1WXshMx5vjEsURRBF22QclWUZUkNJlmNqwm9MPnjVlj0hPYDtWEQiRev7KbeMv6iq2bqzMDahsIopi53TYSiRvElHb0gDIyMraaSMZoCnTmDMIInCBqlmvnDRVNVRmvB0Qy3tFD3SQ9RZOegonjR1S8EFUkkgBI6CmY9BTNzW4jDfRPtqRZV/Vx/HA9qRjBvE6b/pS3pClaOpamsOSZcXKWRtHS0DWFIIxZV/VYti7k4F3Sb8xCUk1YdnyeXluFKbI9om30D01NpTtvJtcC4NRat+3MgNoG5GTw126TZLqMjIzp5AyNnKnhhzE9BYtCFDeTfnVVYaTqkjM1ckZ6b5deGKEKwT7zOnhuuM6Kco0wBE2DnUp5FvXlUIVItQBlA0tXWdCTp2QbjNY8Ipm0b+nOm22jPSRQkGIy74wkUSj5D6QQiDYqgG9cC0kFZ2JCmZrWVvqHpZyOG0R4UUzPRgotXgjpvSO0AXlTo+IFuIHAMtLf4DIjI2M6RUtnQXeev60uY3ohtq42Q3hVL6TuR+w5WEq1x0BKcIKYMJIMdFr0lZ73NilCEEYSJ4jb5h7VaEnTmdfbTv264gY4Yci+O5UoOwHjTkDNC1EVQV/BpNSn44QhFTdI9TkFiYxBEEmKtk5UjyfbAykUbZ0gkm2hjwbJ+TRQsijXA+rV1l0EmQG1DWiqQsHSGat5RDL9yXQZGRkzs3t/gQk3YN2ERxCEaKpCGMX4EcztyrF7f3or8CC599S8ED+M6MqbBGFMjERBoGtK296j2sVoWp9GEnl/0aSvw6Luh4RxjKYo5AyNOI5ZW/FSn0TuhRGjNS/pRyghb+pNIc2KG0w2fobOfHtEXhpGeei1LgScGVCtol0e7TIyMqZRyhkcuKCL5aMOq8sOQSTJ6xq7lWzmd9up1+wBQEr8KGak6jFa9Zq98LoLJmEcY7RQQDBj4zSSyL0wxjaUaaFfL4yb66QZKWG8HiCRdNjPn/+6mlRETjh+8nmbTH2NljTDFbdl28wMqG0giGIqboBtqNh6FsLLyGhnSjmDUs5gsNMiiGJ0VaGn0B6J11ImekPrRiusHEu8GwqCGIk6UmNel0l3f2d2j3oRKFo6fQWL1WUHe4a8ufF6wGDJTn34Lohi3DCiYM5sJuiqQtULCaI49Xlp67ekaaW3LDOgtoG6HzGvU8c2FGhD93hGRsbzzNQ0NYxkWyQuCwGjNY+hCR8kWJqGKiSRFARRxNCET2/ey+5RLxLzu20mHD+RuTHVZl/Cmhclsjfd6Ze90VUFS1MJohibJEQcxzGKopA3tcRw0tSWtkbZXqzfkqYSZK1cUkHjXuT4cSakmZHRxsyGpqnDEx5xJNmlv0AYxc3ka01VeG64yvBEusVAZxOlnMFuAwX+uqrCc+vqzRyoeZ02uw0U2iIknOgnGawaq/HscB03fL4psqVpzOkwmNuVT71RvmFLmlb2g0y/6bgVLFq0CCHEtNe5554LwBlnnDHts8MOO+wFf5+uKqwed5io+1gpVsbNyMjYNO3eNHXCCXCjmK5JMVAhBJqa3ONqXkRX3sCNYiacdO/HbMENIhw/ZrDLZvFOJfaf38ninUoMdtk4fozbBs2ETU1FU2DVhEvdT5oiW5NNket+yKoJF01Jf6J/oyVNGMUMT3gMlbMcqBlZsmQJUfT8ifmXv/yFY445hne84x3NZW94wxu48sorm+8N44U/CUgpGSxlQpoZGe3MbGiaKid7lnXm9E2IgYZtlwPlhVHbyRhAYpBPuAECQd0Pm8dCIPCCqFkRlnYqboRAYW6XSRzHCJGca4qiMFYLqLjpNwTFZCh+pOohAUPLQngz0tfXN+X9pZdeyq677srhhx/eXGaaJnPmzGnJ9w2ULHo7kn5Nab/BZmRkzMxsaJra6IW3STHQNuiF16CRj9aOQppJ+b9PzQuRJOePqiTnT8ULEMCo4qe+/L/iBpRdn7mdJhP1kDHXn9SBEnRZBnM7Tcqun3o9K1NTiWJJxQ0Z7LSpZjlQm8f3fX784x/zsY99DLFekPa3v/0t/f39dHZ2cvjhh/PFL36R/v7+TW7L8zw87/n8gYmJiSmft8MNNiMjY2ZmQ9PUoqWzsKfA45NioI1QSzQpBlrzI/ZKuRhoAzeIWDZSY13VZ/32IWP1gN6CwYKefKqNqKT838cLk1Bqeb3GzrauIqVESh8p8zt6qJskiiWOH6MKia4rzDXt5rEIY0kQxkRStIWelapA0dYSkVMvbNm2Z23izi233ML4+DhnnHFGc9kb3/hGfvKTn3DPPffwla98hSVLlnDkkUdOMY5m4pJLLqFUKjVf8+fPB2Co7DI84VH1wtTfYDMyMmam0TS17ifhCD9MclT8MOl9V/cjCma6vQUAu/UX2KkrR80NqTo+VTeg6vjU3JCdunLslnIx0AZrJ1xWjjsIAbahUbB0bENDCFg57rB2onU5LNuDhrxNxQ2oeiG6IsgZCroiqHph87MgSndvRVURuGFIzQ8pmBqqIhCT+lUFU6Pmh7hh2BZ6Vpqq0JUz8IOYZSOta4YnpJydfpPjjjsOwzD4r//6r42us3r1ahYuXMj111/PySefvNH1ZvJAzZ8/n//9y3OoVh4viNi5r8DCnnQ/UWRkZMzMxrwejaapafd6NCjXfZaPOqwarxPGEk0RzO3MtY0YqBdGPLx0DD+K6cqb+GHUDEUamspYzcNQFfZf2JVag9YNIu55fIiqFzBQsgljSSwlihBoimCo7FAwdY7cayDV55QXJvsxXHXpsIwpeXW2rjLh+vQVLI7cayC1xwKS/XhmbY11FYcJN6JcHue0w/emXC7T0dGxTduelSG8pUuXcvfdd3PTTTdtcr3BwUEWLlzIk08+ucn1TNPENKcL6sn1/k23DZ6RkbE5GtdxPJm1LCcnvXZ6wmyIgS7szTXzVdohbNfAC2JqfoRtKIxUPOrB8wnYOV3D0AU1P8ILWiuI2EqCKEZTBaoqWDnm4EdRowcvhqpi6kmFZNoFKKWErrzJmrLDstE6vQUdS1Pwwphlox5FU6Urb6Y+dcXUVOp+yHOjdbrzJgU7aya8Sa688kr6+/s54YQTNrneyMgIy5cvZ3Bw8AV9TxBJuiyd/slE8nbodJ6RkTGdcj1ACMEu/YVplV9lJ2ibpqkN2sloWh+JxA9jHD8EIaY2dvZD8JJmtjLFZq2uKli6wtqJOGk2H0XIGIQClqpSjHX6CkrqBSjFZFrKYKdNVxAz7gQ4QYSqCBZ057B0pblOmvHCiLoXYjekhlpo8c06AyqOY6688kpOP/10NO353atWq1x00UW87W1vY3BwkOeee45PfepT9Pb28ta3vvUFfdecDoueoomUSYZ/2i3xjIyM6WwoY7DhQ1A7yBjMFhoemQk3YG5nrrlcFVAwNVaN1+nKman23DTK5qtugK4pdFg6mioII4kTRFTdgDCyUm94ACAleVNjp25zWlPksZrXFpVTXhATxJKduvJ4YcyaSuukF2adAXX33XezbNky3v/+909Zrqoqjz76KFdffTXj4+MMDg7y+te/nhtuuIFisfiCvquhJ9EOVToZGRkzMxtkDDakXfWTAPKmSsVL+qypQqAoEMcQSYmmKuTN9O+PF0pypkKHbeIEEWEMiiLoLZhMOB5emP6TSUooWDpOkCS+W7qKrauEsWyrHrCJt1I202xaOU3POgPq2GOPZaa8eNu2ueOOO7bLd9b9iJKVPZ1mZLQjs0HGoEFDP2ms7jeTyLtyRlvoJ0EyaXfnTcJYsmrcwQkjZCwRisDWVOZ22nSnPO/GDSIURdJbsJBCYOkKiiKIY0kkobdgoSgSN0h3yocQYOkKlmHg+DHlut/0QJVyRtv0gLV0FV1VWT5WwzZaex3MOgPqxWS87hPrAaaqUMq1Z85BRsZLnYaMQdkNKNnT81La5QHJDSKWjtQYrfp4QdhMXB6r+XQXDBa2QSVhw5hVJw2/3HqdJUxVRVVE6o1ZgUBXVUq2ihcmkgZhFKOJJKHf1BTqfoRIeelR47oYriYV6FIAiMl/26cHrKmp2IaKG8TYBlN0IbeVzIDaBh5ePs7uscHL5xZTf2PKyMjYOKWcnnhvnABVAVUIIimJYtrmAWlowmXZuhp+lIQsGtT8mOpkCCbtUiuJanSSt7KgJz8t72b1uJMckxRP2qaukDdUql6IpirJkYgFcnLINS/RVTLboH+qpStM1H1qfkRnTsc0kyq81eMOeUNlfpe9o4e4WbwwIm9oLOjOUXEjHK91/SAzA2obWNBt40cxTw1VMTW1LXRWMjIypmPpKp05neWjDsNVtykB0FewGCimO2kZkkli+UiNMccnb+qoioICxCSK0mOOz/KRGnNKVqqNj0Q1WmBqCstGapPpGIkrTQjRFHRMc8Wzqal0FwyeHamhCEHJ1jEMgR9JhiZcYilZ0JNL7fjXxw1iirZOh21Q8wNqfoQiaKsesImQpmBBT56qG7EqzpoJp4IO26BQtFk97rB81MkMqIyMNsUNIsbrAYausLAn3yydD2PJeD3A1NVUG1FuELFmwkUREIQxlfVED61JKYA1E27q826ShH7Z7B0XSznZwFaikPSUi6VMdQ4UJKKfPTkDP5KEUUw4GYnMGxqGKjBSfAwaNKpTu/JGIs3gKsSxRJnUFmuXHrCNsLCmKvR1aIiwdV6zzIDaBvzJq6IzpzNcdam4ubbVX8nIeClTrgd4UUzJnn79toMOVBBKqm7S80tRJKamoCpJn7KaHyYJzHGyXpoRAqpuQCxhYW9+RiXyqhukOgfKCyPCKGbn/gKuHzNccZoJ/X1FG8tQCNtAN7BRnRrFMeP1gPG61/TMukFM0VKJ26A6dcMcx1b+5pkBtQ2sHneQWo6cqRDFMvVNFTMyMqazoQ7UhrSDDpSuCWIZ4/qSOSUr8XrESel23tRYU3YxVIGupdjyaLCedTSjpybN1hPPGx6GJnAF6JqCMml4IEBXBX6Yfi9aomcVs2rcpepGxDJGTCr0l+shBUulv9geelbr5zjW/SwHKhVMuCHRuIOpCYqWkfqmihkZGdOZDTpQihAUTJ21Ey6rxxwCGdNoTqOL5AGvO2ehpHy2kzIx+FRBojWkq01PmhNE2LqKZaRbe6hheIzUgsn90dEU0dRPqnoBJUtPveFhaio1P2L5aJ2uvImhqpPh1CS0vXy0Tr4NmmzD1BzHFaNOy7abGVDbgKklFRbPjTjsO8/IwncZGW3IbNCB0lWF7rzOqnKN0WqElLLpLRBC0GGrdOf1tmgfYusKlm7g+jE1P2jmchVNHctQEKT7WDQqCStOyGDn8/k2uirQVYXV4w4FI/2GhxdGuH6IIpIQtx9FiZaBkBhqklfn+mHqQ5EwNcdxfndu83+whWQG1DYQSonnh+QMBUWhLU6kjIyMqcwGHSghEqVrVagUrcS6aEgxJP+fiDmm2fCAqceir8OkI9Sm9SVM+7FoVBIWLW1GL1rRSn8lISRGR9WL0FXBuqqPE0bNjtu2ptJb0Kl6UeoLE2BqjqMStM7syQyobcANYuaWTLoLOmFEqjuEZ2RkbJz1cyRyhtoMudT9qG10oLwgppTT6LANqm5IhERFULA0JhwfL4h39BC3iGnHQk2ORdlpD9HiRtn8nJJF1Y0oO8+rwpdsg4KlEkRtkAOFYLzmUw1COmyDbpE0RJYxhBLKbkAUidQLgm4ux3FbyAyobWDPgQ76e4sEYcRY3U91h/CMjIyNY+kqAyWLcj3JUXEmw0YlS2+LNiheEKMogp68CULQVzSn5Kv05E0URbTFQ167H4v1Q8IA/mRCfzwp4d0OIWFIxueEIX4g6S2ohFGMBBQ1EZct130cEaZ+PzaX47gtZAbUNpCbbGpZ9ULyZvov7IyMjI1j6SpWSaUz1NuuEa8kyd/qtE3cMMYJIqIIFAUKpoalKdT8sG0e8tr5WJiaiqYq/H31BEEk8aOQhhhofTIktsdgR+r3R8rkODh+yOpxNzGghERIgaYmMq2Wrqffk7ZBjmM1UyJPB2GU9DmKYpl6hd+MjIwtox2vY0tXyZs6fhjRUzAJophYShSRJC6P1by2fMhrx2MBSdhobcXDDRKDSRUKkYwJoqSlzqK+aPMb2cFIJAVTZ6zmMVxxmudT49/egkHB1FNvlDfy6laM16g6EcvXllu27cyA2gbqfkjRhMFOm4EOa0cPJyMjowV4YdSWXo85JYtnh6vNxGVDTeQLsoe8FxcvjBgqe6iKxDZUwkgSyhiBwDYUFCEZKnss7El38rWlq8RIvDCmv2gTRBFSCoSQ6KqKEwTEyLYwyoWQLF1Xo+KG5FpYiZoZUNtAd95kfl+hLeLyGRkZm8YNombeTaN0vmC2R94NwECHhRtEjFZ9al7QlDFQhJI95L2IuEHE2gkHXVHRNIWqGxDFSRuavKkRhjFrJ5y2qF4TMvFgFm0dTdHXy6uDMI4QMuUJUJOsnfCxdI2egsW6sfGWbTczoLaBhb15+krZTSkjo91xg4ihsosXxVOq8MpugBtEDJSs1BtRlq6ysCdPp20wNOESxjGaojDQYbWNETgbCEJJ1YsAiRYlPRSbbXW8iDCKAJH6tjpuEGHqgvndOapeRBAn+U9SSATJclMXqTcEK27AcNWlr2hiGxpKaLZs25kBtQ2k+aTJyMjYcmbqhaergpKttEUvvA3RVYGiKKhpL5GaheiaIIxjgjBiTufzDeY1VaCpsGbcQ9fU1LfVEQh0VaVkG3SGMWsrDn4UY6oK/UUbU1Oo+1HqZQwabdZMrfUispkBlZGR8ZJmNvTCg6letCTk0n5etNmAIgRFU2M0iql5EaauoAqIZCI3weTnaW+rY+oKeUNlrO7jBjHjTkgUSlQtRld8LF2hK2dg6ulWt1cVgaoIKm5IGEvWVbyWbTvde56RkZGxndmSXnjt0HV+fS9aLJPk31hKSraOF8WU660r387YOLqqMFCy6bZ1kOD5EXUvwvMTJe9uW2egZKe+rY6pqRQsjaeGqywbrZPTFfqKOjldYdlonaeGqxQsLdUPFQBFS6dkGTy7rk7VC9FbqAeVeaAyMjJe0syGXngNL5oiYHjCm9JDLm8kPeTawYs2GxAC+osmIKm6EX4YNmSgMDSNgqXSPyl0mnacIKZoqGiqhh9FSSUe0JM3CaMQp03U7YuWiqFA3QtR49Y9CWUGVEZGxkua2dALT8pksnP9kCCWU/qvVbwANxBYhpZ6L9pswNRUuvMmkYSeAgxXHMJIoqmCvmLSXLg7b6b6fIIk+briBizoyVF2IurVgCgCVYUu26BkG811ilZ62+t4YYSiCPaZX2J4wmf52mrLtp0ZUBkZGS952r0XnhBQ80L8MKIrnwhp+lGc5ONYiRhiJNPtRZtNlHI6ZcdnXdWfTMZOfvgJJ6C3YKT+fIIk+drxY1Qh0TWFOR0Wif44KIqCH0oiGRO10KOzPWiE6LvzJj0Fi5KeKZFnZGRktIx2778GgJT4YcxI1cMJIuI4aeVi60kfMyPlOTcz0Y6ipg0kSeROV0VTk2syktcWqIrADUP8IMTSdSpeQBSDqkDR1KkEAYauoW6HHnOtZMMQfcFsnfGaGVDbgBemX44/IyNjy2jn/mtSgqGpOBWXepAkktu6wI8kQxMuOV2hO2+2TQiv3UVNy/VEyHSX/sI0I7BdZDEMTUETCkvHPSwjJIifz3equiGuH7Frv4GxHeQBWsnmQvTbQmZAbQPPDVeJVbttLuqMjIzN0y5G0/oIAX4YYZsaRVuh7AbUfYmqCgY6LMI4xg+jtgjhtbuo6YayGBueT+0iiyEnK1Orfsi6qodlqOhCEEiJ60dYk8emHYzy9UP0UdS6xPd0m44p56m1FZ4errJspIYbZN6ojIzZgBdGuEHUfh5mIZrxIUWCUJJ/gcl4UhtYT0yVY9BVBTHZELld5BhmiyxGEMVU3ZAOU6OU0xGIRI0cQSmn02FqVN2QoIUGyfaiEaIvWTo1L2zZdjMP1DbwwLOjLK/Czn0FLF1lQU9+Rw8pIyPjBdLOYSMpE/0hxw+pBzGmKiar8OJmCK+rDUJ4s0HUdDbIYkByTlX9EFNXWdhXoOKslwNl66wZd6j6YerPqQ2RLRxwZkBtA3lLZ23FY7TmYWkKA1m384yMtqTdw0ZCQBBGxAgcL2Jp1SGMQVOgv2Bj6SpBG4TwtsR746TcezMbZDFgsvxfgKEJVo87SR4XiTOz6oWYmkARjVzgdFcVrn99F1oouZCF8LaBqhfQXTCo+zEPrxhLZPozMjLajnYPGwHU/JCVY3X8OGawZLNLb57Bko0fx6wcq1PzWxe62F6s772ZiXbx3pRyOqaa9FEMohgpJUEUU3aCtpDFgMQQtDQVv9H0WEz91w8llqam3hCE6dd3q8g8UNvAqrE6lUjD1jTWjHmsHnfosNN/YWRkZDzPbAgbSQllNySOY3K2gaUrKAI0VUGImPGaS9lNf7hltnhvZoMshqkr5EyV4ZqkO2+iKsk+xBKiGEZrHjlTTX0vvA2v71bmNmYG1LYgBXUvolz1yVk6KZfDyMjImIHZEDaqeSGOFzG300YIJdGBarZyUcnpNo4XUfPC1E/e7S5q2qAhi5FzVaJYoioi1YrdM9GVN6l6ERKZJJBLgRQSBUFP3qQrb+7oIW6WxvUdRjHjtYC1Zbdl284MqG1g5VidzpJGEEl0XcFI+VNRRkbGdGZD0q+qCAxVoGkqHZZOIYrXE3JUmHADjDhKveghzA7vDcxclFD3orbZBymhK2+gChh3Arzoec+Nqap02jodOSPVDxaQXLdhJBmpepPFqFkz4VRQ80K8CQ9BTF/RQJvh5puRkZFuZkPYSFUEHbY+Ga4IsTQFbbIXXtULQUo6bL0tDChof+9NuxclQGJ42LqCVbLosA3GHa9Zhddpm1iGgiDdDxaQXN9RLBmt+eRNjdG637JtZwbUNiAERFISRxIvTH9PoIyMjJlp97BR0dKZ25lj2WiNvKkx4fhEgAp02AY1L2RuZ65tjJCG92a05hFJiSoE3Xmzbbw36yctN9BVQclW2kaJfP0Hi74OE9tQmseiYOmUnSD1DxaQ5DxFcYwfR1QnwpYaPZkBtQ1IoGCqRBFU3JCKk/4ql4yMjOnMhrDR/G6btVWXobKLQoyiKIRxzJAf09thMr/b3tFD3CLcIGLZSI11VR94vn/cWD1pxLugJ5/q47Fh0nLFDYhjiTLpRWuHooQGpZzOuOPzzNoqsYybPf2UCY/uNmmKLGXiRe60DYQtWDfWuhyodKfPbyUXXXQRQogprzlz5jQ/l1Jy0UUXMXfuXGzb5ogjjuCxxx57wd9XsjTypoZQkxtVELWZcnFGRkaThhG1U3eO+d05durOtUWopYGpq/QXTPKmhh8LnCDGjwV5U6O/YGK2yX6snXBZOe4kISRDo2Dp2IaGELBy3GHtROsmwO1BI2m55oX8bdUEf1w6yoPPjfHHpaP8bdUENS9sCyXyBg0Dtu4n4eG6HzXz69qBIIpxw4i8odFTMOkvtC7xfVYZUAB77703q1evbr4effTR5meXXXYZX/3qV/nWt77FkiVLmDNnDscccwyVSuUFfZeiKfihxBAK+uTTXkZGRntjaiqW3h76NutTrgdIYGFPnsFOk/4Oi8FOk4U9eeTk52nHCyNWjztok96a9TW5ipaOpiSijmlusyMmk8UfWT7Gk2srOH5EHEscP+LJtRUeWT5G3Uu/qCkk50zFCwjCmLG6z0jVY6zuE4QxFS9oi3NKVxUsTd0uLWdmXQhP07QpXqcGUkq+/vWv8y//8i+cfPLJAPzoRz9iYGCAa6+9lrPPPnvrv0tR6MjrTDgBBdugp2Bt8/gzMjIythYvjBit+dS8EAl05czJVi6SihcggFHFpzOf7rCRF8TU/IjOjYSG8qbGeD3AC+LU7oepqaydcFk26jKnZGFqjbY6Cl4oWTbq0mmb7Legc0cPdZN4YcTqssOKdXX8WFKyDQxNwQ9j1lZcxmsCVSipP6eEgM6cwbqKw9J1NcrlWsu2Pes8UE8++SRz585l55135t3vfjfPPPMMAM8++yxr1qzh2GOPba5rmiaHH344v//971/QdxVNDUVRMHSF+T05Ctass0czMjLaAClhvO4TS5l4aiY9N9qk5yaWkvG6n/qwkUTSyHuaCdFcK707UnEDxuoeBWvSqGi4mib/LVgqY3WPiptu742UsGosqSTs70hC2YoQWLpKf4eFF8WsGnNTf06ZmkrOVJlwQ8brPiM1r2XbnlUG1KGHHsrVV1/NHXfcwfe//33WrFnDq171KkZGRlizZg0AAwMDU/5mYGCg+dnG8DyPiYmJKS9I+gFFUczOXXkWz+tMtRWekZExe2nkeTTaVARhjBdGBGESttBVBTeMtksYo5VYukre1BPphRmoeiF5M91J/Y4f4UeSnbos8mYSOqr7MUEUkzdVduqy8KMkpJdmal7IuJOU/s9E3tQYdxKvZ9rxw4iKF6JrCv3F1kWKZpXL5I1vfGPz/xcvXswrX/lKdt11V370ox9x2GGHAdNFtKSUmxXWuuSSS7j44ounLZ/bmWNObwfdBYOF3bnUS9pnZGRsHi+MksapgrZ5KGrkedT8JMm3HkTNyq+criJJ+pa1sg/Y9sDUVOaULJ4drlJxA2xdbYYinSAiiuVkWCy9x0WIxFOmCYVCTsPwQ2QsEYogb2i4ftgW+kkNcdaNmdwxYKgi9dpiXhgxWvXpK5poipJV4W0p+XyexYsX8+STTzbzojb0Nq1du3aaV2pDPvnJT1Iul5uv5cuXA7D33BKLd+qkv2jTlTNTfVFnZGRsmob44YrROstH66wYrTNUdnGDdHsKIJmMc4bKuOMzNOGiADldQQGGJlzGHZ+coaZ+0gYY6LAY7LRBQs0LqLgBNS8ACYOdNgMd6c417bB1uvMmQxMOYzWf0arPusl/x2o+QxMO3Xkz9X1TG+KsyESMNZxsihxGcVuJszby6rpyRlaFtzV4nsdf//pXBgcH2XnnnZkzZw533XVX83Pf97n33nt51atetcntmKZJR0fHlBckwmgC2KnLxjaUVFeGZGRkbJyG8VR2AxDJtY2Ashu0hRFlaiqqomAoKgMdFhJwgiRTaKDDwlCSz9vhIc/SVRb25Nmlr0BPIVHB7ilY7NJXYGHKNaAgORYLum1G6wGPryqzruJQdXzWVRweX1VmtB6woNtO/bFoiLOqikLB1AhimYQiY0nB1FAVpS3EWTfMq9O11pk9syqEd+GFF/KmN72JBQsWsHbtWr7whS8wMTHB6aefjhCC8847jy996Uvsvvvu7L777nzpS18il8tx6qmnvqDv6yualHIGOUNpK12PjIyMqZTrARNugEBQ84P1GvHqeEHUbC2SVrww6XPXnTeQJAZgQ6tHCIGpGaiKwAuj1E/csF4rF7M9W7noukLJNoiljxdFeFEyiVuGSsk20Nsk3WN+t82E41PzIzosDV0VBJGk5kV02npbiLOun1fXpan4LXR0zCoDasWKFZxyyimsW7eOvr4+DjvsMO6//34WLlwIwCc+8Qkcx+Gcc85hbGyMQw89lDvvvJNisfiCvm9Bd56urjxjNY+qG7SFezwjY3vRjrlDMF0CIIpjFCCAtpEAkBI0VdCVN1gz7jJUqRPGoCkwUMwxp9NCEaJtHvIarVzG6j5hLNEUQVeuPRrxemHEWC1gTodJl23wzHAFN4yxNIVdegqYumCsFrSFMVvKGew9r8TyUYfhqkvdT4zZwZLN/G6bUs7Y0UPcLI28ur+vnmDCqVGrOC3b9qwyoK6//vpNfi6E4KKLLuKiiy5qyfdNcQVm1lPGS5SZJzujLSY7eF4CoOIG1P2IsfWapnbZJjlDRUqQMr+jh7pRko7zMcNVj5qfVEUluSmSmh8yNOHSVzDb4jblBhFLR2qMVv0p7UPGan5SsJPyMJ4bRIzVfMbqHitGPcYdnziWVBVBGFfYqdtECAU3SL8BBYkRVcoZVNxcW3oDATptHV1TGK97Le1ZO6sMqBebuh8iJytFLENrm6e7jIxW0e6THSQSAKM1nzUVhzhOWjRpqiCMJMNVD0WBOUWbIIpTuy+mpuL4MU+vrWFoiadJTGZ/jEU+QxMeBSO9HrT1GZpwWT3uYOoqeUOfUoW3etxp5kilFYFg1Xidp9ZWECh05Q0MFfwIxmsB4ys9duuXCHp39FC3inYzmtbHDWL6ihZ9RYtVa1snu9AegdiUsmrcwQ9icqaKrStt8XSXkdFKGpMdAvKmTtHSyZs6CFg97jCU8r5lkEgAlOs+NSekr2iiKIJIgqII+oomNSekXPdTLQHghRFjdR93UsZA1wS2oaBrgrof4fohY3U/9YUuXhixpuw2vRwS8KMYSTKBq4pgTdlN9X4IAavKdep+xJwuC8tQUVQVy1CZ02VR9yNWlevZfPEi0Wju3JnT6Sua7NSVa9m2Mw/UNtBftDB0hbUTHjv3Fdri6S4jo1VsONk10FRBUVUIo5g1ZTf1uj01LySIJbausHrcRa7nShZCYOsKQSypeWFqPVBeEDNe9+kpGhiqihNEOJFEEdBXMPGjiPG6n+oWKJB4NGteQN7QGKl6OEFEHIOikHj6NYWaF6Q6/DXhBIRRogjveBGKkhhVUkIcJ4ZgGEkmnKCtvTrtQqO5szYpt2Ds6Cq85cuX89xzz1Gv1+nr62PvvffGNFunrdAuPLm2wiLVShpe7ujBZGS8yDQmu66NJJIWTC3xiqR4soMkV0hXFfzJzhqJZ2Bqv3ldVVKtd+OFEW4Q0VswsAyNwqTXRjCpQu6HrKs2PFDpnbQFSZXXuqoHQmBpCqqWhPCqXkjVlUmbmhTfcaNYYus6mhJTdkP8MKZRXWFoCp22ShgrLc3FeTGouEFb5kAJkVTUhrFM5ElayBYbUEuXLuXyyy/nuuuuY/ny5VOe0gzD4LWvfS3/8A//wNve9jYUJb2u7lby28eHWFCOOXhhJzXPbouqioyMVpFMYmKjXclkc630TnaQGFCaIpACOiwdGccIBWQMQlGoeT6akm7FZUNTMA0VN4ywjOm3dTeMMA21pU/f2wNTV4hjyYQbMLfz+VCLpgoKqsKq8TqdtpHqrg95UyNvCCY8ScHWCIPnrxBNT6QkOkyx0RYpaaNc95tVeA0Dqq9gtVUVXsHUKbsBJTtphtwqtugs/OhHP9pU9P785z/PY489Rrlcxvd91qxZw2233cZrXvMaPvOZz7DvvvuyZMmSlg0w1SiSlaM1fvO3tTy+ajxLIs94SWHqCnlD3WgvrJoXkjfUVE92kBgfRSsRBgzDmFHHZ23FY9TxCcMYVUk+T7PxYekqA0WTmheyYtRhxWiNlaN1VozWWDHqUPNCBopmakOQ65McC5GoX8cyUb+e9EAl3o90Gx49BZP+ok3FDSkaOr1Fg74Og96iQdHQqbgh/UWbnhYqYm8vynWfx1aWWV12KJga/UWTgqmxuuzw2Moy5bq/o4e4RZRyiaL602urrByrt2y7W3QmGobB008/TV9f37TP+vv7OfLIIznyyCP53Oc+x2233cbSpUs5+OCDWzbItKIqCoaqsHrc4/dPj3DsPnPb4gaVkdEKTE1lsNPm6cm+ZZauoimCMJa4QUQYSxb2pF9xWUroypusKTuTT6k6pqrgRTFlJ6BoqnTlzVQ/IJmaypwOiyfXVhiveYTrNQ3W1IDOvM6cjnTnokFyLDrzJoqAsXqI669vnAt26rTpyKX7WHhhxKL+PCP1pHVL3lSaVZ01L2ZBd55F/fm2iFgsH3Wo+VHSWmcS21CwDY3V4w7LR5228ELB80H5VjbU3iID6stf/vIWb/D4449/wYNpN4JIoiGQRCwdqbNqzGGPwfaJDWdkbCv9HRZuELGu6uNMNklthO7mddr0p7xvGUw2fxVJn7WuIGa46uKEEaoQLOjOYU1W2Ka+akqAQIHJhGWEBCmmLE87QoCtK1glmw47ZrjiNLXF+oo2lqGkvhGvlNCVM3nt7r08tbbGirE6QRSjKQp7zS2wW38eU0+/7E3FDRiuunTmkjnND6OmEWJoKp05neGqS8VNfzuXcj3AD2OKls5EC0PxW+wL3X///fnABz7AaaedRldXV8sG0M5UvBAXD5A4Qci44+3oIWVkvKhYusqCnjwl22C05hFJiSoE3XmzbYQ0AZBJcnKXrhHJmDACTYWunEEQx6nv0+SFEWvGXUxdYaDDmnzKTqY7XVUQQrBm3GVBTz7VXo9Gvspw1Ut6EmoKymTeDWJSz6eQ7sbtjaTlzrzJK3ezWTFaxwtCTF1jp+4cQRTjBVGqjUBIkuGTRHfJSMWjHoTNFkc5XSNnKuutk1427DTQytyzLd7SoYceyqc//Wk+/vGP85a3vIUPfOADHHXUUS0bSDsikAghcLwYTRdoIr05EhkZ24tG37LOvN6WrVykBF1TcSsuo0GcqBZP9vwaqrjkdIXulIfwvCBmbcUjZ6h05QwqTkAgY3ShULR1xupJXlfaZQwALF1hop70X8uZCjlDxY9iVo875A2V+V3p7r/WMAJXjNeoOhEjdY84liiKoOqGFGyVnTrTbchCUlwRx7B63EVVFWxdRRGJJEDVDyk7MZaupbq4Ap7vNCCRdNgGYy2UptviGf973/sea9as4T//8z8ZGhri2GOPZdGiRXz+859n2bJlrRtRGyGEQFPACSJsVTCnM90XdkbG9sTUVCxdTf3EsCFCJHkRtqEx0GHhhRFlL8QLIwY6LGxDI4jiVHsMGjIGcRTz3Loaz4zUWLquzjMjNZ5bVyOOYtwgSrUAZQM3iDGNJL905ajDk0M1Vo46GKqCaSi4QetyWLYXQkiWrqvx3EgVU1XozhuYqsJzI1WWrqshRIqt8UmKlo6pKYzVfQqmRs0LGasH1LywKVFiakrqw3dBFONO9ukcqXqsrbQuUrRVLhPLsnjve9/LPffcw1NPPcV73/tefvjDH7LLLrtw3HHH8dOf/rRlA2sHwjBmtB5gaJnxlJHR1sik7QkyCXzJmCnvU+1+IqkkjCU8tbbCSM3D0gQlW8PSBCM1j6fWVohla0UEtweNcEvdDal6IYaukDMUDF2h6oXU3ZDRWvoV1ddO+Fi6xqLeAqqq4AYSVVVY1FvA0jXWTqS/es0LoyT/SUjufWKI+55ex5JnRrjv6XXc+8QQCElnTk/9sdBVBQXBUMWh6oVEL7aMwUzsvPPO/Ou//ivPPfcc119/PQ8++CCnnHJKywbWDkigJ2eyc2+Bwc5cqls9ZGRkzEwzhOeHDFVcLE2l09awNJWhiovrh+iammobytJVYimp+hG2rqGpauIhV1VsXaPqR8RSpj4nTUoYrjisncyBsnSNnKlh6RoIWFv1GK44qT4WjeTrvqJJT8FkoMNioJT821Mw6Suak8nXwY4e6iaRMvEGVt0I349RVYGpC1RV4PvJcjeIU30sYDInTYGqG7BspMZT66ot2/Y2ZVP95je/4corr+Smm25C0zQ++MEPtmpcbcFufQXm9HahatBt66mPBWdkZExn/RBe0VaSNiiBRFFgoMMijOLUh/D8MMbWEi0oJLh+iJhsJyxQGCia2JqKH6Y7ByqIYtZVPYIoRlVixmohUQyqAgVLm/J5Wo3BRmK1Oent2/DB2tQUyk76k6+FgGeGKwRhzEG79OAGUVNI09JVnhuu8sxwhf0Xdu7ooW6WIIop1yPCOG62dGkFW21ALVu2jKuuuoqrrrqK5557jte+9rV85zvf4R3veAe2/dIKYy3sLdDdaeGFATv15NtGWTYjI2MDpMTQFLryJkEUE0uJIpIKtrGal/oQXhRLijkN28wx4URJ5eAkuqLQYZtoqpr6SVtKCELJWD0AgkRIE4lAND023Tkj1YdDnVSt98IY25gelfDCuLlOmqm6IWU3oDApXLqhwVqwNMpuQNUNMQvpNGYhOafKbogiJP0dNr42s/DvC2GLZ/xrr72WK6+8kt/85jcMDAzwvve9j7POOovddtutZYNpNzpsFVURDHbmWNSTT/UTakZGxsxICQVLxwlCKm5AvN7srAiBbSRhsLRP2pauYlg6HbZkXc0ljiSKKujNW2iKwI/i1E/aEokfRYzVPcJYoABCxEipEAOaIimYKnKjDYR2PEVLp69gsbrsYM/QVme8HjBYstsi+VpXVfK6Qs2LsHSlWYXnBjEFQ6MWxC0Vptwe1LwQx4uY22kjhEKt+iILaQKcccYZnHDCCdxyyy0cf/zxL5l+d5tCUxReNlCkYKsMltKvuJyRkTEdIZLS+TBWWDFaY03FIYiSxqNzijY79+WbYppppTFpLx2tUTA1dFUlQqJONk8ddwIWdudTP2krQuAGMY4fI4RYrxFvjKEpBKHEDWKUNB8MYH63zYTjJ9ILptqUxah5USLF0J3+aI0+KV1g6gIhFKpeQCRBFVAwdaSMiSd1xtKMqggMNenbiUhyoVrFFhtQK1asoL+/v2VfPBsQIunX1F0wkl47GRkZbYepJQnYf109gSIEcwoWqiqIIokfxfx19QQHLuxK/QNSf4fBE0Nl1lVcegsmBVvD8SOeW1elaGn0d6S/5YaU4EcRfhBRsHUKpoGqQhQlVWFVJ8SPolR7AwFKOYPdBgr8dVWFv62awI9jDEVh1/4iuw0U2qL9SU/BZF6nzRNrK/QVG337JrXIBayrBrysv5j6nn6qkniRnxyeYM24y/hY65LIt9h0XN94uuaaa3j1q1/N3LlzWbp0KQBf//rX+cUvftGygbUDRUuj7oWMVDy8IN2lnBkZGRun7CR918JIMub5SR8zzyeMJK4fUnZalzexvZBSsLCnwKKeAjU/ZE3Zo+aHLOopsLCngJTp9tpAYiRFsaAzZ2CqKjXXp1wLqLk+pqrSmTOIYpH60nk3iFg74VH1QjRNwdJUNC2RYlg74eG2yXyxS38OGcc8MTRBFEvyRpJH98TQBDKO2aU/t6OHuFmKlk4Qxfx91QTj9YCwhcb3Vvvevvvd7/Kxj32M448/nvHxcaIoORE6Ozv5+te/3rqRtQFzOnK8fF6JIJYsH3V29HAyMjJeABU3YLTqYRkK5brPeC1grJr8W677WIbCaNVLddm5F0ZUvaRpcE8xKZXvKxpJKX3RpDOvU/WC1BseALqSVKpNuD4rxxyWjtZYOeYw4SbCjXq6I0YALB+t8ZdVZWp+SHfeYLBk0Z03qPkhf1lVZvlobUcPcYswVI3FO3Xxsr4OnCBk9YSHE4S8rK+DxTt1YajpL5zywoihCZcwFtiGTnduB7RyafDNb36T73//+7zlLW/h0ksvbS4/6KCDuPDCC1s2sHZgXcVFtTxyptI2TRUzMjKmEsWSdVUfL4jpyBl0KTSTZaMYHC9kXeynuoKtodnjBCFBJMkbOooCcZwYiG4gUp8ID0k4VdMUnlo5gReGaLqKLcCXsLrsMFoLOGBhZ6rDqV4Y8dRQFT+M6LAMxutBs/y/YGpMuD5PDVVT35ewYZTP78mxS3+BNeMOgYzQhcqcTpsgihOjPdRTvR/rKh5rKy479+QRimBkrHXG61YbUM8++ywHHHDAtOWmaVKrtYdV3SpGah6B5lCyFBRFS/UNNiMjY2aiWDLh+miKIG9OnwgcP2DCTbcBJSaTY6t+iKYojFRdwliiKYKegkXdj4kimepEeABTV6g7AVXfx9Q0wiAmlDEIBUVVqPo+dSfATLEbquKEDE14xFKyuuxOkcCouCGmJhia8Kg4IWYxvYaHlMlDRBjFjNcCKl4wqckVo04oFCyVWKZe4QPXj/B8yU5dOralo8WtCztutQG188478/DDD7Nw4cIpy3/961+z1157tWxg7cC6qg9GwHg96RCe9hLhjIyM6WhqUknUKMcOY4mUcrLXpSCMJbqqoKnpvr6DKGb5aA3Hk9S8gJgkR2Oo7GObgt36ijt6iJul6oZU/BBDaAgpCePkOMhYYipgCI2KH6ZaeyiSMWXXI4rANlQMXUFVBFEs8cOY8XqYJMbLdJf/CwFhJFk9nrRA8aOokULOhJP0w+srWqk3yi1DxTIEE15EICV+C3spbrUB9fGPf5xzzz0X13WRUvLAAw9w3XXXcckll/CDH/ygZQNrB5aNVpmINQTQYeqp7zOVkZExHYFgoMNizbjDs2trIBIRzVhKkIKipTLQYSFI70whZRKqWz5ax/VjDFWgaYIwlIxN5nENFK3Uewsamj22LvAigaZM5mwJAAVbB8eLqHlhaqu/NEXBD2KCSNJTfH6MmirQVIWxmo8eC7SUSwGZmorjRzy7roamChw/REqBEBLb0BiueBTMdIfvAHqLJnM7czy6cpyunEUrR7vVBtSZZ55JGIZ84hOfoF6vc+qppzJv3jy+8Y1v8O53v7uFQ0s/KipD4y6qChO+jxtEqT+ZMjIypmLqCiVbZ81EnSCOEzHNWKIoIslpVJLP0xw2CqKYFWMOXhihqxpjrkccJz3AOi0TLwxZMeakugUKJOHUWhAjFCgZOn4kml4PQ9XwwoBaEKc6nKqpgo6czkjFo+5FrP9cnfSxlXTkjNR7NL0wYrzuMVp3qbhJbp0iJbEQ6KqgaGmM1z28MN3znqmp7NJX4Nl1NfwwJAp2gA7U+nzwgx/kgx/8IOvWrSOO45esPpSiCOZ35ai6IUNln6CV9ZEZGRkvCqamoisqNVfSlTcYKBrP60DFUHMjdEVN9SThBhHDVY9qPSCUAWNOgIwlQhGEYYwmYNhIyufTXOhStHR0RTDmxhRzgtBTmm11DEMwVo/pymmp3geBYF7JJo4kwxWXMAyTeJiUaJpGX8FgXslOtUcTwAtiVo45VJyIuh/jBxGxjFCEiqGrICNWjjl4Qbr7K3phxECHzcGLuvn76gmWju2AVi4z0dvb26pxtCUDJZPuTpt1ZZean7SB6C2m062ckZExM16Y9I7rKxqAIAgjwiiZ3vKGSt5QCeI41U/abhAxVvNYMeEShhIl0TpEAjU3RNMEuq6mXn9IIunOa6yruixdV8PUns8fGq7E6IqgO6+lupWLqSuUciZDEx6WplIOQ6JIJg2RNRVDUynlzFR7NCG5LpaN1Rh3PFShEMg4CeERo8aCcSdk2RiT0hjpNWilhEhKipbG3K489VqlZdveYgPqyCOP3KL17rnnnhc8mHaj6gZEEx5SQF5XsyTyjIw2xJvs5zWvy2asGjDsP192XtINugqJEF+an7RVoSQeKDfA1lTiSf9GEv6SVN2Q4WoyEaYZU1PpsA1ypkrVjRiv+80QXsHUyZnJ52k9DjApxaAIKl5AV8GgYGpIIgQquq5Q8QI0RaR6H2CyqXPVp1zzKdgmCgqI5Gj4oaTq+ChSpD7yIgSM1TyWj9apeRGtdPxtsQH129/+loULF3LCCSeg6+m1Nl9MJpwAX/hoGszvypM30y8qlpGRMRWJJIgiXF+i6wrzu3IoiiCOJZFMPDiqKlLt9fDCiLobEUcS09YI5fP5KpoQ1LyQuhulXkhTCFCEiqaolHJK4qWZLCe0dBWBQBFqqiu/vDAijGJsXWX5WJ3RikcoYzSh0F00mVeyCKN0ezQhqRJ0woh6GOHXXGpBBBGgJg6DMI6xwij11YQAa8suTw1X0RSVuIWK/Fs841966aVcddVV3HjjjZx22mm8//3vZ5999mnZQNoR21CxTJWy49NbNFNbFZKRkbFxLF0ljgVl12duZ44wksQk0gW2Klg1XqfTNlOdfO35EYqSyDGM1T0cPyKWiSCobajoqoKiCDw/3QaUlIlBq6sCTVXRVKUZizRUhTCKkchUVxN6QczaqstI1WXC8dBVBUtRiGKYcDwsFdZWzVR7NCGRMIhjqDohoZTPR1gmxWU1Iei0TcIoxQeDJLy9ZsLFDyM0IzH8WsUW+3M/8YlP8Pjjj3PLLbdQqVR49atfzSGHHMLll1/OxMREywbUTgShxA1jegtJ64S0P91lZGTMTMFSQUpWjDqsKTusLbusKTusGHVAyuTzFCMF6KrACQPK9QAniPGjGCeIk/dhgK4K0t4OzwsjwjgmZ6mEEVSdgHItoOoEhBHJ8sl8tLQikTy3ts5YPWBuZ4H+DouunEl/h8XczgJj9YDn1tZT7dEEyJsaQRjhhhGKkuik+WFEEMUoioIbRgRhlPrIS82NGK17GKrKaN3lyaHW2StbHRB/5Stfyfe//31Wr17NueeeyxVXXMHcuXNfkkaUoQvmlmz2mltCSpH6BM2MjIzpSAkFU0PXVep+SBhFSCRhFFH3Q3RdTfJYUjzf9RZNoiCm4sRYhkbRUikYKkVLxTI0Kk5MFMSpL3IRCMIoxvGSyVlXFWxNSYROwwjHS8Jjaa5gq3sRIzWPOIKJuseKsTorxhxWjNWZqCfLR2qJxEGacfyISEqEAsQSXVMxdRVdUyFOlkdS4qTcqxnJmJobsnSkxtpxl1ba3i/YdPzjH//Ivffey1//+lf22Wefl2Re1M59BRYMFPGjpGdQmi/qjIyMmREC/EjSZRv0FSxGah5RHKOaGj15kzCK8VPeBiWMJJGIMbSkmGV9Y09VBIamEok49eEWXRP4UUzFCenMm6gKqAgiJFEM4zWPnkKMrqX3YARRTCRjRmoeXlmiqs/3Vhyt+piaYKBkNZXv04oQIIRCTtPQdBUviJAyWW5ZGnogEEJJ9XUBYOsaE27A2gmXnKW1dLxbZUCtWrWKq666iquuuoqJiQne85738Ic//OEl18KlQVfOpOZHVN2ALttI/YmUkZGxEeRkQEWCriSJyupk7o2c/DzNjNV8DE2jOx9S9yXReoaSpkJ3XsXQNMZqPoOd9g4c6aYJo0T93dYFURzj+HFz0jY0BVsXIEWqDUFVSaIRtSDpS6gIBU1ACEQiphZEuEGU+qpt14/QFEHBVIlRMHWBVEDEIBWBZYKmCNyUe6CCKMYLY6RI1N9bWTS4xQbU8ccfz29+8xuOPfZYvvzlL3PCCSegaemOfW5vpJSAJIrjxLWpprtEOCMjYzpSgq6puBWX0SCm09bRVUEQSYYqLjldoTtvptqGEiQ94wqWiW2StN2IY4SiYBsaqgAhBCLleTdhHCdJ15MhU9NQUGgW4qGZGrqqtDQRuNVYuko02cNvTqeNH8TESGwEhq6wcqxOFMtUFyUAdOYNiraGF4UUDJ2xqkcYgqZAV87A8QOKtkZn3tjRQ90kNS9ETBqCSFrq+dviGf/222+nu7ubZcuWcfHFF3PIIYfwile8YtprR3LJJZdw8MEHUywW6e/v5y1veQt///vfp6xzxhlnJDeS9V6HHXbYC/o+b9KUHShZ2IaSepdsRkbGdIRIbqq2oTHQYeGHMWUvxA9jBjosbEMjiOJUe5g78ybW5D3INgQgSLqdCGxDJC1cDIXOfLpzoFShoGuQMzRMXcUPJHUvxg8kpq6SMzR0jVTrWTl+RMHS6TQ1XD/G1BQ6LA1TU3D9mE5To2Dpqc8dUhVBf8EgjCXrKt7k/JZopq2reISxpL9gpN6TFkYxuqLSYeiAJGrhk9AWu5A+97nPtexLtxf33nsv5557LgcffDBhGPIv//IvHHvssTz++OPk8/nmem94wxu48sorm+8N44VZ0EVbY7Arh0RiqpkHKiOjbZGyKbAXC5ARxA0HgSD1Iby8qTFQsFg6XGO04ieJv1JCGFNzAnRN8PI5HamvmDJ1BVvTGPJdvCjGDUPiCBQVNA9MVWFO0U61irdE0p0z6bQ0RuoBE06AdBNDvcPW6emyUBS1LarwSjkDGYPnh/jxeuFURcFQdUo5I/XnVG/RwlQVylFEX9HGFn7Ltj2rDKjbb799yvsrr7yS/v5+HnroIV73utc1l5umyZw5c7b5+0xVwdCSJLqSpaf6CTUjI2NmpARDU3EqLvUgJqermIZCEEqGJiZDeLl0h/AkEttQkIAfxcTrecMVFDRNnfw8xTsB6Goinjnm+AipYCgqmhoRShXHi6mLkD10JdUPq505g/6Sxbqqy4Jug7UVhyACXYX+oo0XRfQWLDpz6Q59BVFM3YtBQCmX5PjqiiCIEx2umMQ7mPYG1aau0NehM1JzCGVM3midwZdu03EbKZfLAHR3d09Z/tvf/pb+/n46Ozs5/PDD+eIXv/iCGiL/cfkou4UaO/cV6e4xUy2KlpGRMTNCkIjsaQpGDMM1P6nCUxS6bB1NU/DDKNUPSGEkWVcNyBkatq4w4T4vpNlhqQihsK4apDr5Gmi2zDFUheGqz7qK12wm3Fs06SsYzdY7aZ20i5bOzr05lq6rEmgxvXkTTROEoaTqBfhhzMGLcqluiAyT/RUdn76iRcHSKNdC4jgmpyiU8hpVN2TM8VPfoDqWkvk9BfwwYqweUa23LnS6RQbUG97wBj772c/yqle9apPrVSoVvvOd71AoFDj33HNbMsAXipSSj33sY7zmNa+Zopj+xje+kXe84x0sXLiQZ599ls985jMceeSRPPTQQ5jmzPkBnufheV7zfUPzqidnMlR18cKInfvSW9mSkZGxaYIoZsIJyJs6vQUDkRSDoQjBhBNQaOFT6/agXPcZq/uAJG8ZWJpEyiSRWdUEdS9grO5Trvup7pjgBTEjNZfhikfVjVBV0KUgFokiNlIy0uHiBTFFa0ePduPM7bSZ25Vj9bjLkOfRiH1ZmsbcrhxzU1wJ2aDihESxpDunEaNgG0kbFEUoaIpCd07DCyUVJ6SvuKNHu3EEgv6iRU5LjPJVetCybW/RXeEd73gH73znOykWi5x00kkcdNBBzJ07F8uyGBsb4/HHH+d3v/sdt912GyeeeCJf/vKXWzbAF8qHP/xhHnnkEX73u99NWf6ud72r+f/77LMPBx10EAsXLuRXv/oVJ5988ozbuuSSS7j44ounLa8HEfNKNrUg5Jm1deZ3F1q7ExkZGdudRrd2KSXjdR/HD2m04bUNDU1pfL6jR7pxvCDGD2JUkfTuqwUBMgahQF7X0RTwg8S7k2YiGbNszGG06pEzDQxVQUEQI4kjGK16LBtzUt1/LemFJ9m5N0/eUJsJ15qSeNH6OyzCSKa+F56uCXRV4PoxPiGuHxLHMukTKSTGZFVhmjW5IAnhddk6miLoK9oYkdOybW+RAXXWWWfx3ve+l5/97GfccMMNfP/732d8fBxISmP32msvjjvuOB566CH22GOPlg3uhfKRj3yEX/7yl/zP//wPO+200ybXHRwcZOHChTz55JMbXeeTn/wkH/vYx5rvJyYmmD9/PpoQ1IMIXRUsHakxUvVS/XSXkZExnUbYKIgkq8ouwxMuYRSjqQp9HRZzS1bqw0aKIgjimLIbTuaOT1p7MVTjACFAVVWUlFdMTdRDRioeiiLIGesnWguEKnADwUjFY6IeMtCxQ4e6UaSE8XqApgjmdeWwDDUp/9egJ29OGupBqg1ySHK58obG8pEympq00ElaaguCMFHq33OwlPpcLlNTGey0GV4xzlDdZdR5kT1QkFSqnXrqqZx66qlAkl/kOA49PT2pUSGXUvKRj3yEm2++md/+9rfsvPPOm/2bkZERli9fzuDg4EbXMU1zo+E9Gk98hJmMQUZGG6KrChN1n8dWjlPzYtwgIFF4CfCCmLGqi7WgO92Jy3kdFSg7AXlDR1eT0EXSkgZqfkBf3qQzn4579cbww4gwlhiaiqmpKIkiA8hEydvQVMJY4qe4F14QxVTcAG+yh5yhKBgmIKHqJXlEvpZugxwS4dKcqVEPIrRYoisKikjkMepBSBjF5EwNQ0vvddHA0hXG6wHLRmpMVL3N/8EW8oID+6VSiVKp1LKBtIJzzz2Xa6+9ll/84hcUi0XWrFkDJGO1bZtqtcpFF13E2972NgYHB3nuuef41Kc+RW9vL29961u3+vueXluhN9LRVImuqql/osjIyJhOEMUsHa+zYtzBUDSKloGuQhBBxQ0Zczx6O+qpnvBcPwYktqYgRYyUKkIBGQukiLA1BZCT66WXSEpsPTGcgjjZp+cRFE2NeDLkmlZ0VZlM6vdQhGDthEcQS3RF0N9hEkvJQNFOtUEOSVhYCElvzmTCC6i4wWRgG3KGSm/ORAiJF8SpDkUCLBt1GKt5+GHEUNlt2XbTnRm5lXz3u98F4Igjjpiy/Morr+SMM85AVVUeffRRrr76asbHxxkcHOT1r389N9xwA8Xi1mfBmbrKaNWj6gXsOaeYej2MjIyM6bhBxKpxB10IOnKJ+GE9kKiT78u15PM0VxsFUYymqfQWTFRNpeaHRJFENwTdhkEURmiamnov+dzOHAOdFuvKiXxE2QmbxkfJVql7MQOdFnM7czt6qBsliGL8KGLVaJ11dR+BQBGSWApWlev05gy6ckaqDXKAihtQcWI6ciqqqmIZIY3EOlvTyJtQcRJvW4edzusCkv34y8oyz66rUvOj58PbLWBWzfhyM08ltm1zxx13tPY7ReNfkXqNlYyMjOmsq3g4Xoila8SxpGCpKArEMfhhjKVrOF7IuopHX0pLv8IopmBqWKqCF8dEkUosYhRFwdYVTFND0xTClBtQRVtjn7kl7hpzGK0HWGrSFy+MYLQeoArYZ26Jop3eqUtXFUZqPmsqHopQqDoeUoCQULBN1lQ85tT81HugdFWh6gf4IczptCg7PlEsURVByTYYqbhU/SD1+1H3Qx5fOcZQ2UNVBX6QGVCpwAsj+jpMBjpMBFD3Ikrpr07NyNgueOHz3drT7tJfH0NVkFJgqIKipeGGSUK5IpL3FSfAj5L10kpv0aI7b/DcSA0viql4QbNiSlEhUiWLSha9KTUAG5iayi69RQY7xxmp+vhRTBAAAmxdoadgsEtvMdXnV80LWT3uMuEEuGFE3Y+akhLVIMLSVFaPu9S8MNUeqCiWCClwQsnqcRcvCmnoe9S9OAm3GoKohR6d7UG5FrJ8xMGJIjpUHa2FVYOZAbUN7NSVo7crhz95hadZaC8jY3vhBhHlekDVC5rijQVTp5TTUz1BNMiZGh2WTtn10cNEDiDJ9UgmBi+KKVkGuRSH6Iu2Rk9O56HlAbGUmKpA6AIZw4QbogjBgfP1VHtugMnEa8F+O3VS8ySrJmpNr8fcjjx5U6AoItUSAI4fsWbCYV3VRZL0W1UFRDLJqasSULTT3wvPNlTyhuCZEY+aF1J1faIIVBUKVtLCZX6niW2k8zg0COIIJ0yS3n2pUXVbV4W31Y9UZ5xxBv/zP//TsgG0M6vKLmvKDkJR6MqbqXdlZmS0GjdIkjLLboCpqxStpAls2Q0YKru4QbonCYCuvMEufTm8MGak6lD3A1w/pO4HjFQdvDBml74cXSnvOh8LBR1JFESM1gPWVQNG6wFREKEjiVPcgLdBQy5iYW+BwZLFvJLNnJLNvJLNYMliYW+hKTuRVrwwYm3ZwQ2T5GpVCCQKqhCYmoobxqwtO3gpriSExAPlRpLRmstozUPGAlUVyFgwWvMYrbm4kUy9ByqKJQKB40WMlD1q7g7ohdegUqlw7LHHMn/+fM4880xOP/105s2b17IBtRNhFOGFSYLp7n0dmQZUxkuOcj1IPDTrJZHqqqBkK5SdgHI9wCql+wlVCJjXWaBkV6g4EUiJUCQyFihoFG2VeZ2FVHuY11U8hidcLENFUVTyQjbDqUIKDA2GJ1zWVTzmdaU3AVsiCaII15foukJPwWyGInVdoeaGySSe4nxTx4upBxEylnhBNNmENwnhGYqCjCX1IMLx0msEQpIDtbbs4IeS3rxJEMumQr+uCMpuwNqyk3rHQXfexNIV1kYRMoio1XaADlSDn//854yMjPDjH/+Yq666is997nMcffTRnHXWWbz5zW9OjSbUi0G5HlCTdbpsDS3dnvGMjJbjhRFVLyC3ERd+zlCpegGdoZ7acEsDTRPs1lek4oU8M1wjiCI0VWHXvjxFU2tp3sT2wPUjhioOeUNnfrdF3Q+JSUIMOUNjtOoyVHFwUx42snSVOBYsH6/hBzGrxx1CKdGEYLDTxtAVFnQVUh0aFkqMgsCPY7RYYigCVRFEcSJw6scxBQRCSbcBtWbcYawe0GHqFCwDGcdNTS6hKEgJY/WANeNOqqvwVEWgawpeGCOlQIjW/e4vyHTs6enhox/9KH/605944IEH2G233Xjve9/L3LlzOf/88zep6j2bEAgMVUVVVFaOO1RaGFvNyEg7clLcUNuIurWmJKJ7KZbsAZIwZBDFqEqirtyV1+gpGnTlNcIoQlUkQRSnOhxZ9yOCKJFWyZkqHbbWfOVMFVNXCaJkvbQTxRF/WzXBw8tHWVf1qboh66o+Dy8f5W+rJojidO+DpqjoqsASibXh+DFVN8aZ1OqyRNIiRVPSawRCUr0WC+i0Nfw4YtwNGakGjLshfhzRaWvEIlkvzSgKhGGMkKAISdDC4W6T72316tXceeed3HnnnaiqyvHHH89jjz3GXnvtxde+9rVWjTG1DJQs9hgsYmiCp4YrqT+RMjJaiRBJwvjGdFXCWKIIUh36guRBqFz3Ga561LyIMIgJI0kYxNS8iOGqR3lSzyetlHI6nTkdJwgZr/uUnYCJekDZCZL+fkFIZy5J7E8zUsKqMTcpmY8EThBScZPxR5Gg7PisGnNTbZQXreR3VnUVQ1GIiQllTEyMoSioukopp6dWU6yBpauYikLZD1GkIKerdOY0crqKIgVlP8RUlFR7AwHWlj1qYYyqJhpdrUzZ2urAUxAE/PKXv+TKK6/kzjvvZN999+X888/ntNNOa4pRXn/99XzoQx/i/PPPb91IU0gYw0jVIwLGqyHjtYCBjkzHIOOlgampFEydshtQsqc/i9X9iJKV/vCdELC24jFc8bA0jRCJjCBWQI0lwxWPgmmk2hDMmxo7ddn8ZbnP8pEagZSIGKQCuhAUjOTztIv9jtV8nh6uEMeSQEom6j6RbIiaGugxPD1cYazmM9iZznutqkJfwWLFWI3RekAgn5f3CIKYgq3SV7BQ031ZMK87RylnsGZNjciAmhcQx4lHJ2/qOL7PvFKeed3pzakDUBWoOz5uEINM5u1WsdVX0+DgIHEcc8opp/DAAw+w//77T1vnuOOOo7OzswXDSzcTdQ/FtKk6HnlTT305Z0ZGqynl9ETGwElyoTRFEMaSuh9hqkrqPR6QVH5NOD4VLyCIoWBpGAr4cVJ27gYBE46PF8SkVUapp2Ayt2Tz0NIx3CCi6j2vPVQwVXRNYW7JTn2hS80LGaq5jNYTaRg/jAglaAIqTghIUAU1L73efk1RUFRBJAVSgIwEMRJFCqQGkRQoqkBT0p18DdBf1PnLCqjUHYSaGIEyhJoTYhkq/cX0X99uEFPzQxwPFA1a6UjeagPqa1/7Gu94xzuwrI3fSbq6unj22We3aWDtwLPrqhR9FV0TlDIZg4yXIJauMlCymjpQzqQOVMlqHx0oJwip+iF5XcO2NYJA4skYRSgUbA0VSdUPcYIQSKcB4oURfihxggg3jFCIiQUoSNwQtEDBD2Wq9ZMgUVQfr/j/n713j7Ysq+t7P3PO9dyPs8+rzjlV3VXV3TTyFJGGEYGRIOoF1Ks3NxmJhBukE0QR+qo0akSIgXYgQ8WIMReRGwbkZuQh15vcqIkjEiAxXCW20AQUAWm6u/pRVafqPPZ7veac94+196531a6uXb3nPr0+Y5yu3nv/atdcZ6+152/9Ht8fO90h2gqGWTGZvxYHBUpY5MjOVXwl2e+nFNpS8z12smQUubG0/IBCW/b7qfP7hTaWwpaDeNNC00+Kic5bPfSIfElhcV7GQMny+igAn9nWZF63A/X6179+dv/6grPXz0kYEAcKv5qFV/E0JfIVUUuxXPgLqUSuNWAFcehRaEs3ySm0xVOCJekThx5YUdo5SmeY89XtDgJDzfNIONeFF3keAsNXtzt0hjmHmu5+NkIIumnB2a7GcuEo4WFWIIAoKBAO51NP7g/Z7ef00pT+EArL5LNIsoR6DLv9iJOOd6+1BzmP7fbJRte0lBI5moUnBGQWHtvt0x7kLNfc1UjbG4wEfimdP2+Gfut17/h/42/8jcs+L4QgiiLuvPNOXve61/GsZz3rhhfnOmkBOin1oHa62UgYzd0L4nwWdexGhbss6nkUh5I4EDy2lxD6Pq3Ix/cEeVF2UKV5zq0rMXHobsRgp5vx8Nk+1kIz9skHBqFBqvJxPytf3+lmzs7zA9DG0OunpIDiQgdKABro9VO0cTcCVRjDyfaQzqBcsxQgR2E0Y6EzgJPtIYXDxwBllO9UJ6XdTYiigFogKD+VUsag3U04tQDzFUsEgbQIyn17Vlz3N8LS0hKf+tSn+PznPz+5C3jggQf41Kc+RVEU/NZv/Rbf8i3fwv/3//1/s1ulo2gAAUkBD+102e3NTuH0ZjFWjn5sd8CjuwMe2x0sjGJ0RcXNoBZ4NCIfKSWhJ7HWkhWl+GHoSaSUNCKfWuBuhLmbZnSGOfvDgkd2+5zpJpztJ5zpJjyy22d/WNAZ5nRTt7+jdnop3ax0mzRl5Gb8M/6G6maWnV46nwVOQT8t2OlmaMDzyxEuBeWfnl8ex043c7qOC2B/mNEd5uTaMkxzuknZ1dlNcoZp+Xx3mLM/dPucCjxBpCSFgSxnphKs1/2NsLW1xete9zr+6T/9p8hREZwxhh//8R+n2Wzyb/7Nv+HNb34z/+Af/AM+85nPzHCp7uGNWrQLA2c7OWd7Cc9iad7LuiJj5ynV5oKC33aSk+SazVa0EDUrFRWzZrUestnIyYylM8zRpqydWIoDNhshq3U3a5/GBEoyzAp2ujlKlTNfx/RMgdYgm24PRAbY6Sdk1whoZKa0c5WT+0NyXTp9g4ukAcePc13auUxaaIZZQaYhNxe2/xfaYG2ZVnV9JM3WUg1PwfijmKXbet1X00c+8hF+4id+YuI8QZkb/d//9/+dD3/4wwghuOeee/izP/uzGS7TTQp77u4iK+BUezDvJV2V88du+EoihMBXklbsk2pD++KrvaLiaYA2lpWaz1Lko7XFk4q6L/GkQmvLUuSzUvOdLpaNfZ8kK8gNFAUMz/spCsgNJFlB7PikCGPENTe4YmTnKrk2Ux1D7njqy5MSXRhyM4oC2vN+KM8pXRjnuwnVSOh3HMmcJdd95EVR8JWvfOWS57/yla+gR1WWURQ5XeQ3KwylEzX+f4m70Ztpx264fjdRUTFrlBQYU45zaUY+VhiSwmKFoRn5eF75urqC4roL7PQTcmvRQGrLNNH4Z/w4t9bpyA1AMGWF77R28yAO1DU3ajOycxlrSy00Qxkxy+y5n3GEzUj3Jw3sD1KGsxR/Oo8n1YX3xje+kZ/92Z/lJS95CUII/uRP/oRf+IVf4Ad/8AcB+K//9b/yvOc9b+aLdRF73p8uF5lOM3ZjuABjNyrcZVEbEwJPkuSG7U6KBTr9jNxYfCloBD5JXrDRjJ3etIdZQXGNsEdRlHYuM+19t8v35wfBCYRzv+PLuR76MnaucraT0R7cnI3tSelAbW5u8ku/9EucPn0agM3NTd72trfxD/7BPwDgVa96Fa95zWtmu1LHUUAzcreV8/yxG7669IxflLEbFe6R5HqiAzXWiWmEi6MDVQpP5jy022Onm5LnFotFIDjZSVhrhty2XifJ3dVQyrWhfw3fqF+4nzaa1sFz2RFs96crqp7Wbl4UxpJeo1Y/Ta88yskV9pOEm1Wccl0OVFEU/Mt/+S954xvfyDvf+U46nQ5Qduadz7Fjx2a3wgVBCpwecnlQxm5UuMVBaEzIC8tXT3U5vT8kyQz5edexXygKbfjqqS554e5GEfnqmt1FdmTnMtOWfrhcInK2N12adFq7eaG1ZXiNk2poSzuXafdvXm3vdcUQPc/jR3/0R0lHbunS0tIlztPTlcKCte5e1FCO3QiVpD0cqUZnBb20bE1dlLEbFW5xfmNCkms6w9JxWqTGhG6S87VTbTqDHGstgwT6CQwSsNbSGZSvdxN3j+UrT+zP1G5eqCkdo2nt5oGeMso3rd28ePhsd6Z28+Jm6lRddwrvr/yVv8IDDzzA8ePHb8Z6Fpayq8LdCBSUd5/LNZ9Hd4ec6SVoY1FScKgRsdkMnb87rXCLcWNCoQ1feaLD6c6Qwlg8Kdhcijm0FNJLc5YLtyObp9pDzvQT9jO4uOLjzLB87PUTTrWH3H6o8dQvcAp2+9PpIk1rNy/klI7RtHbzoJtOt2FPazcvHt/vz9RuXkh58yJk1+1AveUtb+Htb387jz32GHfddRf1ev2C11/wghfMbHGLxsNnOsCReS/jiiS5Zn+QE/iS42t15EgZtzCW/UFO6KvKiaqYGmuhPSx4+GyHnV6BVGUt4BBon+6y0x9y2/oSt7gd4aeb5Oz1r77Ivb51OgKlptR3mtZuXuRTlkFMazcP1pvT1cJOazcvOtcqqrtOu3kReDdPAPe63/kHfuAHAPixH/uxyXNCiMnkb+14FOZmcrrjdlHg+emWS14b5rQHOVGrcqAqpkMIeHy3zyNnB8SBT/c8ZeWa7/HI2QG+VDzvFrfT/GbU/n819MjOVa7UXftk7ebFYMqozLR280BMqXU9rd28GEwpaTOt3byIg5tXmnLdDtRDDz10M9ZxIPjiiZ15L+GKTKsD5Xq6pcIdssJwqp2wO8yRA82wyCc3UrHnY0T5elYYp8+pr5/uTG/3zbfc5NU8Oc5OOUZqWrt58cVH92ZqNw/SKYuqp7WbF3ZKH3Vau3lx6iamGK/bgapqn66M1u7e3VU6UBWzZphpdgcZ7W5KhsAXAiVAW0snSQiw7AYew0zTjNxtUOin06XmprWbB4/uTDcWZFq7ebG9P900h2nt5sFjZ6f7HU9rNy98b7r9bFq7eXEz5yY+qYT4v/gX/4KXv/zlHDlyhEceeQSAD3zgA/z7f//vZ7q4RaMQ7uaCz9eBuhyVDlTF9ZJrw24/JdEGJSzdNGN3mNJNM5SwJKPXXdceyqeMBExrNw+Cy2i73YjdvMim7GSe1m4e9PLpHO1p7ebFMJsuNTet3bwY3MT1XbcD9Ru/8Rvce++9fM/3fA/7+/uTmqfl5WU+8IEPzHp9C8WRppsdOnBOB+pKJ9Mg0zTCKn1XcX300oJ2krM/zNkfFuwNCvaHBfvDnHaS03N84jxAM5wuED+t3TwYJNOl5qa1mxcrU0qpTGs3D4p8uhuGae3mxUERBL2Ztz3X7UD9+q//Ov/n//l/8s53vhOlzm22L37xi/nSl74008UtGt/Yc1sP43wdqFwbrLXk2lQ6UBVPCmtLnaT9Qcp2N6UoNAJLUWi2uyn7gxRrrfNp4f3hdJGAae3mwUGpu3lsrz1Tu3mQTekYTWs3L3r5dI7RtHbz4mZ2zz6pIvJv/dZvveT5MAzp993Wg7jZ7HbdPpEiX7HZiiZjN4ajsRutaHHGblS4gxDlSA1tLVJY9vvFZARKLVZoaxlmhfNp4Z0pr9tp7eZBoqdb27R28+JMZ7rNblq7edBJpqu5mdZuXhRmykjalHbzYqd78xTfr9uBuv322/nCF75wSTH57//+7/Pc5z53ZgtbRByvzwRKJypqKZYLfyEHv1a4Q1YY8sKSZoas0AzTAk2pBZUbj8AT5IUlu0mT0GeFN2UR7LR286CXT5cqndZuXmxPWRs+rd08ODOYbsOe1m5eTHvdun59b3du3sly3Q7UT/3UT/HWt76VJEmw1vInf/In/Ot//a953/vexz/7Z//sZqxxYXC7lO5CDorTlBa6cgTnhDaWfmHo9HMyDVYAFrSAfFAQKOgvGbTjw0azbMqNYkq7eWCmDMhMazcvpv0Odfm7dm9/uvNkWrt5MUymHOw8pd28GNzEQN91O1B/7+/9PYqi4Kd/+qcZDAa87nWv45ZbbuHXfu3XeO1rX3sz1lhRcQlJriepSDNKRTbCKhX5VKKNZac7IC1K56kwZcGmsOAJSAvY6Q6cd6D0lKfLtHbzYFphbocFvA8M6ZSn+7R286IzZUXOtHbz4mZm3p9UW8mb3vQm3vSmN3H27FmMMWxsbMx6XRUVVyTJNafbCak2eFLgy1Ljqp2Ug2w3W1HlRD0F9NKczqAgBfyLNgNrIQM6g3JgtcvkU6paT2s3D9SUp/u0dhVPnmn3a7er0aA9pYM3rd28uJmJ0hvqy11fX5/VOiqeYhY59dUe5JOxIXtZgTEWKQX1wCMrDNGCjaRZ1M9it5eS6jLqpBlFn7jwcapLO5eRYrodYFq7edDpzdau4skz7Vni7tlUMS3X7UCdPn2an/zJn+STn/wk29vb2It6lJ/Os/AWgUVPfaWFZref0ktzrC2L4j1fUJhy2KsQoAQs193XtBp/FnuDjMJYPClYqQUL81kMc835l/v58Znx6rUu7VxmWgfPZUdw2iyK49mWA8G0cUp345kV03LdDtTdd9/NiRMn+If/8B9y+PBhhOs9yhUTzk991QKFJ0vHY5FSX9bC/iDHYlmKz00z95XAV5LOMCtfd/z2Lsk1j+z02e1l7A8ytDUoIdmrBaw2Ao6v1Z3/LJQ8Nw5VUDpNhlJcbvytYEd2LrOXTucYTWs3D6Yt43W73LeiYrG4bgfqM5/5DP/tv/03XvjCF96E5Tx1fPCDH+SXf/mXOXnyJM973vP4wAc+wF/9q3913su6qbQHOak2tGKfXpIzsBYlBK3Ypz3MaS9A6ivXhqTQNK6gCu0rSS8tyLVx2gE53Un4iyc6nNof0k4ytC0jZ60oYGs5JvIVx9fq817mVWmEXilZwIUb8/nxJjWyc5lhOuXIiintKioqnh5c9zfb0aNHL0nbLRq/9Vu/xU/8xE/wwQ9+kJe//OX85m/+Jt/93d/Nl7/8ZY4dOzbv5d0U0kLTS3MKrfnKE0N2BumkdmitFnJoKaCXwnLhdurLV5LIU+TaEF/m9VwbIk/hqyc15vEpIS00f3GyzZefaIMQNCOPUEpSY9gd5uwOMqJAstWKnP4sIs8jDOBq00HCoLRzmSrlUlFR8WS47l3mAx/4AD/zMz/Dww8/fBOW89Twj//xP+aNb3wjP/RDP8RznvMcPvCBD3D06FF+4zd+Y95Lu2lYC51hzjdO99juJtQDj7VGSD3w2O4mfON0j87Q/dSXELBcC5BC0E1yitFImkIbukmOFILlWuC0+nWSa776RJdUFzQjjyy3tBNNlluakUeqC776RJfE8dqhZuxxLf/OU6Wdy5gp26GmtauoqHh6cN3fbD/wAz/AYDDgGc94BrVaDd+/cH7a7u7uzBZ3M8iyjM997nP8zM/8zAXPv+pVr+KP/uiPLvt30jQlPa/+odPp3NQ13gyEgNOdlG5WcGS5Nnk+8hWRr3hif8DpTspzb5njIqcg9BSr9YDCGASCfnauGL4Z+lgsq/XA6cjNbi/jdCehFiqGmSbwBL4UGGMZZhpfKk53EnZ7Ga3z6rxcI8kNUoz77i6PFILE8ZlfQchUPeVBeNOXUlFRsUBctwP1gQ984CYs46nj7NmzaK3Z3Ny84PnNzU1OnTp12b/zvve9j/e85z1PxfJuGllhGGTFFR2L0FMMsoKsME47H1AORU5yTaoNcRiihEBbizYsxFBkJcv1ZrqgVT/nICkliBX00rSsiXK8+Lowhn529ZBlP7POz8pKppz0MK1dRUXF04PrdqDe8IY33Ix1POVc3D1orb1iR+E73vEO7r333snjTqfD0aNHb+r6Zo02ljhQSKCXFigBchT10BbqgcKM7Fzn/KHIu/0UPSqGX62HCyEB4CtJLZTkhWWYawIlkaIUA820wRhBLRRO13EBdJOMwTXaugZFaecy09aGVzXkFRUV5zP1N/THP/5xsuzcF+HDDz98gebTYDDgl37pl2a7upvA+vo6SqlLok3b29uXRKXGhGHI0tLSBT+LhpKCyFf4niTPDSc7CSd2B5zsJOS5wfckka+cj3pcTOn0ioWS01ipB9y21igfGEhzQ5IZ0txMKpVvW2uwUnc3fQfw2O50IZlp7ebFQVGOrqioeGqZ2oH6O3/n77C/vz95/IIXvIBHHnlk8rjb7fKOd7xjpou7GQRBwF133cUnPvGJC57/xCc+wcte9rI5rerm04x8mpHPE/tDfF9ypBVzbKXGkVaM70ue2B9ObFxnrGfVTnIakcd6I6ARebSTnNPtxPniayHgOYdbHFmOKbTBkxAo8CQU2nBkOeY5h1tOF8IDDLLpRrRMazcvatc2uS67ioqKpwdTp/Auli5YZCmDe++9l9e//vW8+MUv5qUvfSkf/vCHOXHiBG9+85vnvbSbSiv28JSknxa0Yh9fCTJt6acFnpK0HO+WGnO+ntUYXwlasVwIPavQKzWetDWc3k95bL9PoSH04BnrTTaXQ46v1Z2vRdvrT+cYTWs3L7yIqQZmedFNX0pFRcUCsRg75oz5gR/4AXZ2drjvvvs4efIkz3/+8/mP//E/cvz48Xkv7aaRFhopBN9ydJntTsrOIKWTWJQSbC5FbCyFSCFIC+30xj3Ws6oFl19jLVD00tx5PatWzedIq8ZaI+KOjToIC1YQBd5CFMIDHG5NF5OZ1m5exAFTOVAON0RWVFTMgaelAwXwlre8hbe85S3zXsZThrVlkfJKLWC1HtJLCrQxKClpRB7WWrpJ4bwO1Pg4vCvUanlSMLQ4fxznF8KrUQH5os0lbETTfX1Mazcv8innm0xrV1FR8fTgur7Z/tN/+k+0Wi0AjDF88pOf5M/+7M8ALqiPqnAPIcoNujAWX4lLNrXCWKTA+bqbi4/jYhblOGCkwdVSLBc+1pZrdjlqdjGbrctpwT95u3kRRxIG15ZaiCN3uyIl0ymlu3sEFRWLx3U5UBdLGPzIj/zIBY8XqRPq6UboKRqhTzvJacWXfo0OMk0rcjvtBQfnOM5nkdZ6PsO8IODq3WnByM5lNhoNvrF7bXHcjUbjKVjNk6MlYW8KD6pVeVA3nRgYTmnnMgflOG4mU19Oxphr/pwva1DhHq2aT6jKQut8NAIl14b2MF+Yuhs4OMex6CghuVbTZuSXdi6z0ZxOYnxau3mwNKVvN61dxZOnPmVYYlq7eRFOGQ+Z1m5e3MzdwO1vtoqZMq67aUU+aa7pJgVpXkZsNlvRQtTdwME5jkXnUDPEUyCAi3/jivJ5T5V2LhNcoSHhydrNg0Y83e94Wrt5MW2jo8sNkc3GdNvqtHbzIpiyaWJau3nRuImXreM+cMWsWfS6mzEH5TgWGSUUsSfZw1xSfzN+HHsSJdz+XNJ0uhTjtHbzQE1ZPjGt3bx4xobPn29fW/biGRvuRplX6xEP7V9bPHa17rIbCKtNxfYU8vurTbev73oN9ro3573ddoEXjBW3z6MLCL1yiHDldFQ8WaJAYKVAUd6Jjb9M5OixAqwURIHbm/bqlBGyae3mgTdlmnRau3mx2azP1G4eHF6Zbm3T2s2LzWZzpnbz4ujyzctbVxGoGeI7Hso8SCS5pj3I6aX5QkoAHAR2ehkWgS/ACpDnSUcIMZK2QrDTy7jz8lOSnGBtymKUae3mgZhyBNO0dvPCTjmLc1q7eXDr8nSRpWnt5sXxQ014aH86O4eRNzHq6u43wgKy3qh+nU8F41EuqTbUAoUnBYWxtJOcJNdVHdRThgUDngeBkmVBP2Xtk68kmR7P9nN3swNohNPd+UxrNw9aU2ptTWs3Lw4vR0B7Sjs32VyaLlI5rd28sGa6lPW0dvOiHofAzcnhPemrKcsytre3MebC6odjx47d8KIWlWl0WFwhLfTC1g4t+iiXg4K1IKVAjSJQwMSBsgKUKF93XdQ0nNLZntZuHkTedDVB09rNi+PrTeD0lHZuEqjpfsfT2s2LWjidezCt3bzIbuIszus+8r/8y7/k7//9v88f/dEfXfC8tRYhxNNayuBQ3f0e4UVPfR2UUS4HgVYtIPYF3QSMNhSjgJME0OXtROwLWjV3IzcAwymHT09rNw/Wl6f7HU9rNy+Ums7bntZuHlzaUnFjdnNj2tSX440JUXDzHLzrfue7774bz/P4vd/7PQ4fPlyJZ57Hs7bcLgo8CKmvgzLK5SDQjHwagcdJk2EpPxconajClJGoRuDRvJZY1Jw5P5I5C7t5UPenKw6f1m5e6Cmv22nt5sG03z2uf0fdsjzdfjat3by40l4xk/e+3r/whS98gc997nM8+9nPvhnrWWju2HQ3rAwHI/V1kEa5LDraWJASX0JhuaCnVwrwBCBlaecwgT/d1+C0dvOgEU1ZxzWl3bzoTtE2fz1282BrSodiWrt5YZnudzyt3by4mbVm1/2N8NznPpezZ8/ejLUsPDcx1XrDHJTU10Ec5bKoFNpgTFlA3ggUWa4nNVCBr8gyjTGlncsk2XRFsNPazYPu4GoDda7fbl6sTOngTWs3D/Ipy1imtZsXgik7O6e0mxdHV2+eo3rd8dxf/MVf5Kd/+qf5L//lv7Czs0On07ng5+lM5LCm/TSpL7Mgqa9qlIsb7A8zCmOoRQpPSHzfI/Q9fN/DE5JapCiMYX/o9qZ9EAiD6c75ae3mxUpzSgdqSrt5IBDXHB/i477jMW37/82UCZgFd2wu3bT3vu4I1Hd913cB8J3f+Z0XPF8VkcNS5G5b6kFKfY1HuYyL4YejYvhWtDjF8AeBmu/hKYFSkkYYkBfnyRh4kl6a4SlBzeHUF0At8MvOwavYiJGdqzTj6X7H09rNi2Or0zXiTGs3Dzwl8CTkVwm8erK0c5m15nRSEdPazYuVWkjTg+5NCCBf99X06U9/evarOCDs9K4t3z8vDlrqqxrlMn+iQNGIPLLc4nmC2PeRoox05tbgZ+XrkcMz5KCc1RcCyVVsQtye6Xdsfbo0xbR28+JMN8EHrlYN4Y/sXGWrFeN5QFZusOfv2+PHnlfaucxyzacuoX8VR7AuSzuXMViasaLbnX1w57odqFe84hUzX8RBQWu37yhaNb+UMRjmF3ThDTK9sKmvymmaH43I4+hKA6N7WCDToxywEPhSsFzzObrSoOG4eGPkK+IIkqvsyXGE05FNa6b77pnWbl6IUfNBfpVwoOd4pDwrNM1A0cs0BWWdzDjCWYz+vxkossLtbI2vFK26x7BbXFZwQQKtuoev3L0uSiyhr6iJ8vOYpes91TfbF7/4RZ7//OcjpeSLX/ziVW1f8IIXzGRhi4KCSQ/CLTexWG0WVKmvilkSeopnby1hrKGb5BTaTnYKTwmakc+zt5acd3LTwtAMfQqdkxaQnbd5BwJCD5qhT1q4WwwvpUVydTFfObJzmdBTk3Mo9iAvOC8tDMORB+LyOVUPfAJPUfc0hYVcnzuGSJUOYOAp6g6nhAFW6gHLdZ9Ov0BzYUrSl+Xet1z3Wam7W48Go1ozKxASYk+gZui3TuVAvfCFL+TUqVNsbGzwwhe+ECEE9jLVxk+3GqjzE2END+dPJKhSXxWzI/Qld242MMKw083YGWRobVBKslYLWGsG3LnRIHRce2i1HrAU+wyzgtATDHMzuTZiXyKwLMU+qw5f30lafplfrVzfG9m5TCPyiHzI01JixTvv1BEC8sIS+Tgd1TQWPE8SeoKmr0iyYiIwGwUeWa7xPInj6h7UAo9m4BNHKZ5SFHmBGc289HyPQmuagU/tJgpVzoLAk0gBoQ++pzDZ7MKXUx35Qw89xKFDhyb/X1FiRz8+sNEKL7jYXadymipulNBTHF+rM8wNW0uGne4QYy1SCNaaMb6SHF+rO3+uBZ6iFQec7adoDbVAnldULlBK0IoDAoePIwq5phqPHtm5jLWw2oiwNiE3lvPrrLWBRjB+fX5rvBaBJ1gKfbr9DGyZChtHoLDgifL1wHM4DwkUxrBUD1ke5hhjGApv0iwW+xIpPZbqIYVxNzILkBWGwJcoJdEG1Ay7H6dyoI4fP37Z/3+6EwhYa3oECraWYlbqbncjVFTMmo2liM4w55GdAb7yJg4UFo60IjaW3L8mlus+zbpPvK8IQsUgLyZjjmq+R6Y1zbrPct3dlIsQclJO4HGhM6Uoa2/UyM5lDjUjbl2JCTzBMDN0khxjLFIKViOfOJBsNCMOOdz5ZSzUI496zSfJinJOpLVYIRDCUq/51CPP+QhUXlhakcfhpYi9fgZGo9EoFDVfsVIPaEUeeeH2gdRDj1rgE3o5UkhyPbsbIbdjb47TjCW1QBEqyfH1mtNfsBUVNwvfk6zWA+qBnNSvhL6HvyAh2V5SsBz6LNcDkswQ+moSgZJSsBwFLIc+vaSgFbuZxvOEpB6Azs5FxsdYSuepHpR2LnNkJeZbji7zxw/ushJLGnEGxoCULAUBuTF8y9Fljqy428G21giJfFE6fY2IYVZMbiziwCMpNJEvWGu4HQ5sxh6BL5EKWvUAKzKMVWXdbC1AKgh86bw0hqcktUDSjAKiUNG2sysjd/vIHUcC/dQQ1T2OrtScF0arqJg17UGOEII7Nhqkhb6grm5RxgMZa/E8yaFmyP6wYJgZsAaEJA4ky7E3qllx9057pe6zVAsYZhl2VKcycQIFCAtLtYAVx2/yQk/x8js3+Np2j1P7yShlVOoMDvKCreWIl9+54XRa2GKphwGRTPCkLB3yUQTKk5JIlq/bqyqPzZ/IV8RK0hlq4sBjoxHhyXLOZWosnWHBM9ak881HcaA40qqR5oZcG8QMO1ErB+oG8DzF5lKIEoLOsHC+WLaiYpZcPB7o4k1tUcYDxX5Z26GEx3MON0jzfFKzEvo+2+1yI48dFgTdWIpZrQXsDzN86ZHpc+1rgfLITcFqLWBjyd3IzZiVRsCzDjUw2nCqk6CtQAnYaJbPrzTcjAKOyUZdncu1gO1uQi87d2PRCAwbzYhm6JM53NUJ5Y2F73ssBQqDZViMY5sCX8JSoPB9z+kbCyh/74dbEae7Q9oDSy2sUnhO0IgVvirvTE91UnZ7GYeX3f+CqqiYBdOMBxouwHggIaAReqSZAWsJlBpFPQBrqQeSRug5rT3kKcHWco29QYYQksIKxq1fnlBYK9larjmvfp0Wmkd3hlgEt67WWYqCSQfbUs3HInh0Z+h0c4KvJAWWJNfEgY+nJMKCFWVBeZJrCiy+cvuGu5eUTvjh5ZhBXkqVjGlGPjVfgsXp1DbAUuwTBz6tWshKPeKxk3NO4e3v7/Pbv/3bPPjgg/zUT/0Uq6urfP7zn2dzc5NbbrllZotznTTR7KmMUAn2Bhm9JAcqB6ri6cFBGQ+kpOCW5RpQavYYKxAYrCjbn9eaAbcs11BXcBRdIM0Nt6xEWLvE2W5OJ0nR1qKEYCkKWW/63LISkV5tvogDJLnm66e7JIXhUDNmqxVPnFltYK+f8vXTXV58+4qzDpSSgkFSkBlLHHh4WmKxCASeEgyzgkFSOH0+QekIIiyBL5CeRzcpKIzGk4pG7OEJC8J9RzArDFEgCVQpHL1Sn13c6Lrf6Ytf/CLf9V3fRavV4uGHH+ZNb3oTq6ur/Lt/9+945JFH+L/+r/9rZotzHaVK0bdBrtntZSSOfzlVVMySgzIeSEnBVquGFPDEfsrZfkJeGHxPsl6POLIcsrHktgMV+pK1elQ6GwwY6hybW3xfsNb0ObpWY7UWOV9m0E80270h9cCjFioKbTAWlCyPcZhJtntD+onG1UkoaW7IC81YoLs8bc6dO0pBXmjnnVklBR6W091sVN8oRkPnLU/sDwg9xZ1rntPXBYA2ZR1d6Eva7Yz9/uyG4l331XTvvfdy991385d/+ZdE0blW0u/+7u/mD//wD2e2sEWgFiqakU+SG9I8px5WGdGKpxetmk+oJO1hTq4N1lpybWgP84UZD9SMfNYaAd2kbP4vtMUYWyqrA91Es9YIaEbuHstS7NMIFY+cGZAbONyqcdt6zOFWjdzAI2cGNELFUuzuMQBoW4qYGmPpDDN2ehlnuwk7vYzOMMMYW0ajrLvOxyAra+hqnkIiCJUk9iWhkkgENa/UhRpkV5v4N3/qoYcVgr1eDkYQ+pI4UKUTbsrnrRDO73va2DLAkWliXxHNswbq/vvv5zd/8zcvef6WW27h1KlTM1nUojDMNYN+jqcknpT0UrcviIqKWXP+eKC9QUZhLJ4UrNSChRoPJIHH2wP2ejlCGJQQZEXBIzt9Vho+krV5L/GqhJ7CWhjkBiUZaQ6V3WvGWkblXc5HA2PfoxH4nOknmJ7AVwIlLdoIdnoWKS2H6pHTBf2eVAgpqEUBUgna/QxTlFpWrUaA0RYhBZ50+7PopwVJYWjFHnHgIxiN1JEQeeCrnKQw9NPC6evcH93g7fRyauFsdauuOwIVRRGdTueS57/61a9O1MqfLmhtCTxYiiVL9QBPuh0er6i4mZTjnexlxzy5TFpovnGmR15YlBRkhWWYG7LR47ywfONMj9Th4a87vZTdfsZ6PSD0ytRXoi2FNoSeYr0esNvP2Om5PculGXss1zwGSYEc1T5ZI7EjYdNBUrBc85zWHqpHimbkMcxyrLaEniQOFaEnsdoyzHKakUc9ctfpABiMRtDcvt5gqxUR+AIhBYEv2GpF3L7ewIzsXKab5PTTgl6a89jugP3kagOPro/rPgv/l//lf+G+++7j4x//OFDOvztx4gQ/8zM/w9/8m39zZgtbBA41IupLNfppzurojrui4ulEkmtOtxNSbWjGPp4sCzXbSU6SazZbkdN3pwCdYc7XtrsYY1ith+wMLNaUUYLVWkg/zfjadpfOMOdQ081j6acFO8OcOJJ4vsTz5KSIvBYofAU7w3IjcV3AsRUHtOoBnlQYDAKLRCBR+J5wuuMLytlrW42QR84OONVORnpPZfu/oPw8thohgeNCswJBzfPxlSXTgthX4JV6DEpKAmXxtHJe/9Ba6CQ5aa4xQJLO7kbouh2o97///XzP93wPGxsbDIdDXvGKV3Dq1Cle+tKX8t73vndmC1sEapEi8hWehNvWas7XF1RUzJr2ICfVhtZ5576vBK1YLoyQZneYc6qdkmQ5pzoJvURPuqb2+xk1X5Hp0s7VESLaWDpJhrLQrAc0I28ipGmAbj9jIDK04/ND0txQj32evdXksd2EdpKjTRkJbEUet67WqMc+aW6cTUdKIVBKEghJLguGuR2dTxD7EIhyLpt0vD21VfNZrnmc2OshUaTajPxAC2lOF82xlYbzgYNcG7pJxjAvCAOfcJ41UEtLS3zmM5/hU5/6FJ///OcxxvCiF72I7/qu75rZohYFIQS1wGMljvjmW1ecb+esqJglFwtpXsyiCGmCYG+QcrY7xPc8GpGHEqAtdJKCnV7CejMGh++0yzVL+knOoZYiyzV6lPaKfMWpVFOPfRqRu6kvKFW8saV69C0rNeKBnAywXa1FxEE5Z9FlFW9ryw5UqQR16VPYDGMEUkI99JFCMBiJa7pMM/I51Ij4syfaNEJBK/IJpCAzll5a0Es1h45GTjdXQFlakOUGiyCQpfM6K5701fQd3/EdfMd3fMfMFrKI7HRTGg3NMzaXuW297rzeTUXFLDkoQpple3zOMDesNXwsZaeXAJYin8f2MoZZ7rQEgEBwuBnyYJbztVNttAExinuUEgCKw83Q+XTLON27O8jxhKTQlkKDpyyFMewODLe03G5O6CY5+8MMbQoGhQUr8YTFWEE/19Q8w/4wo5vkTmct0kLTjD2Or9bopZpeUkwis6GvWKsHNGOPtNBO3yDlhcVTinpg8T2JzefoQP2Tf/JPLvu8EIIoirjzzjv5a3/tr5UaSQec2w7ViEPFg2f6PO/IstMn0cVcPLesouJ6OShCmv2kwJeSuq/YGeQUWk8G2HpKUfcVvpT0E3eLZX1PsNaMeGinT3uYkRVgrEEKSeDBll9jrRnhe45/GABYttulWvRyHBDWJGlmeGJ/AMAtrgpAjbAW9gc5SWFpBB7at5N0qhKCQVawP8idv7FIco0Q8OzDSzy43eOhszlpURB6HlutiGdsNBCitHN5D/E8QTP28aUk8CWdGfZRXLcD9au/+qucOXOGwWDAysoK1lr29/ep1Wo0Gg22t7e54447+PSnP83Ro0dnt9Jr8PDDD/PzP//zfOpTn+LUqVMcOXKEv/t3/y7vfOc7CYJzRYfiMt/mv/Ebv8Gb3/zm6/43lZDUA59OUvD1Uz2+9fjqDR3DU0GSa9qDnF6aY0Yh/kboL1TLeYUbHBQhTQTUo4BeWpCM5uBJwBiDMYaar6hHgcsZPCK/7LwbFobNZg1tzGSasJKSYWEotHH+GrcW0txSDzx8X4G15YgdAcv1kDzXpLl12vnItSHNyxtUX0msNpMuQl/J0TFqcu2ulhWUUc1Bpjm5PyQ3lo2lEGEDrBDkxvL43pDDy7HzUc2l2OfoSsyJ3T5CiJmW2lz3O/3CL/wCL3nJS/jLv/xLdnZ22N3d5Wtf+xp/5a/8FX7t136NEydOsLW1xdve9raZLXIavvKVr2CM4Td/8zf58z//c371V3+VD33oQ/zsz/7sJbYf/ehHOXny5OTnDW94w5P6Nz0FaVEQScE3dvqc3B/e6GHcVMYdU+0kJ/TLVtvQV7STnNPthCR3t027wk0OipCmJ0GhWK+HtOKAZujTigPW6yGKslHE5VqPrDD00oKGr6hHPqGv8JUiHD1u+IpeWjg/wLafFvSzgmNrNQ4vRTSjgFrk0YwCDi9FHFur0c8K+qm70UBjLUpKrLB0k5wkN2SFIRnNk7OifN31IbyhL9ntpTy826MwZeoOIRGUnbYP7/bY7aVOp7ahdKCeubFE5JfzLP0Zdj9edwTqXe96F//P//P/8IxnPGPy3J133sn73/9+/ubf/Jt84xvf4Jd+6ZeeckmD17zmNbzmNa+ZPL7jjjv46le/ym/8xm/w/ve//wLb5eVltra2bvjf9JVHqxbSH2bs9BKndWLgYHRMVbjF+UKavTRnOLrTbkWLE9VsRB5Lsc/Zfsr6UlQWnIqy2SjwJac7w1Lp2+EC7PYgJy00qw2ftABvNPy43KMF9YZPWpTRZ5cdQSUFgSq72JYiH6VyCm3wRo87SU6grNPjQ0JPUQs8OklaOlKm7MKTCISUWGOoBZ7zkdnSKdfkuSXxNJGnJqKmSV4+30s1WeFuRySUn8fx9RrfOBvRSXJ20zk6UCdPnqQoLvX+i6KYKJEfOXKEbrd746u7QdrtNqurl6bV7rnnHn7oh36I22+/nTe+8Y388A//MPIqIphpmpKm5xKnYyFR35ckhWZYlKJ7s1Q4nTUHp2OqwjUiXxG1FMuFv5B1dcNMc8tyjTQ3dNOcyPfwJBQGhlnBLa0atyzXGGbaWefDUopmNmOfdc9jkGrMaNOuhYq0KBim2unuNSgdqKXYZ7ef8djukKTQjE+qyFOs1HxW64HTDlQcKJZixU5fkRWG3WFWTkJWktU4IPDK1+MrfBe7wjDTFFqzHHuk2rKbZmM5K0JPshx7FFo7fV1AuffVAp/ja022O0OETmb23tftir3yla/kR37kR3jggQcmzz3wwAP86I/+6KQr70tf+hK33377zBb5ZHjwwQf59V//9Utqm37+53+e//v//r/5z//5P/Pa176Wt7/97fzCL/zCVd/rfe97H61Wa/Izqe2ylshTtAc59VByaMldgbppOqbMAnRMVVTMGiFgtRFy122r3LnRRElLZixKWu7caHLXbausNkKni+FrgUfk+2S5ZSn2Wa75LEcByzWfpbh8PvJ9aoG7UTQo06RLUcDje0OGeYHFlIrkGIZ5weN7Q5Yit+cS+krSDH36iWZ/kCKxKCWQWPYHKf1E0wx952Vvcl0GBsJAUY89liKfpVr5Zz32CANVBg4cr+UqZSUKDjUDbj/UYHWGnY/XfTV95CMf4fWvfz133XUXvl8upCgKvvM7v5OPfOQjADQaDX7lV35lJgt897vfzXve856r2tx///28+MUvnjx+4okneM1rXsPf+lt/ix/6oR+6wPZd73rX5P9f+MIXAnDfffdd8PzFvOMd7+Dee++dPO50Ohw9epSz7YTH+4K6Lzm2UnNapO6gdExVuMeiNyYsxT7rjZC9QcrL7jzE2V6KNgYlJeuNkCf2B6zUQqdbzuuhx/H1mC8/0eaRnT5Gl46HsSCVxBjDnZsN5we/QuksCVuGOowGK8qicSlBWIvF8Q0by1CXEUDPk2XUZhyaFWBGr7seDWxGPp4n6Q5zjq3XSTKNMeVMvyhQnDjbpxn7TjuzMBbSzOmkGWlWqvPPiuu+mra2tvjEJz7BV77yFb72ta9hreXZz342z3rWsyY2r3zlK2e2wHvuuYfXvva1V7W57bbbJv//xBNP8MpXvpKXvvSlfPjDH77m+3/bt30bnU6H06dPs7m5eVmbMAwJw0ujS/1cs9nyWamF3LLq9pfTgemYqnCK80e51AK1kKNcQk/xjEN1HngkY7uTsBT7BJ4kKwzbnQSF4BmH6k5fG0LAbet1Htnp8+B2nyQ7p9kTBR7P2KgvhFZdN8npJgWHWiEn2yntQXZOibwWcLgV0k0Kuom7tVyDVLPbTakHinoYMcz1OPNF7Cv6ac5uN2WQalxWZBACDjVCeknOIzt9PClQQqCtpeiWN9yHHI/MQhkRHGSaE2cGFLYc3TQrnvSO/+xnP5tnP/vZM1vIlVhfX2d9fX0q28cff5xXvvKV3HXXXXz0ox+9al3TmAceeIAoilheXr7utR1bqbHequEpQTNUzp9IrZpfRguG+QWb3SDTC9MxVeEWB6Ux4ehanaQwnNgZsNM7VyPRikOOrdU4ulaf4+quTegptLbkhWG55tFXAmMtUgjqoSIvDFpbp51AKEfS7PTSSV2Np8YKSoLY9xhmmp1e6nS0v58WJNrSiDyWayG185qLQk8hhCXR1ulOQigdj81WyNleQmdYMMx1GQEUpaJ3M/bYbIULkYrcH2Sc6SVIoQhnqFF53Q6U1pqPfexjfPKTn2R7extjLgynfupTn5rZ4q6HJ554gm//9m/n2LFjvP/97+fMmTOT18Ydd7/7u787mdsXxzGf/vSneec738kP//APXzbCdC1yY8h1WXPgO/7FBAejY6rCHS5uTMgKM9m0A08uVGNC5CuOrdYQCL5xttTxCX3F8bU6R1dj56+NtNCcbCcURrDRrCGWLHKkfm2toJcWnGwnzqtGa2PZ6ef0s5ylKGC5FkxSkWlu2BvmZBqnHahCG3whUUqw10/pJsVkHE0z8qh5Co2gcLx2aNwMslzzCT2P3UFCYSyePDdWp3QI573Sq2OsZW+YEXiK9aWIzn42s/e+bgfqx3/8x/nYxz7G937v9/L85z//ssKU8+AP/uAP+PrXv87Xv/51br311gtes6PKaN/3+eAHP8i9996LMYY77riD++67j7e+9a1P6t+8/VADLwoojCHNi4UowB53TNUSNQmNuxoKr3CbcWOCNob9QU4/KyY1EvXAoxmphWlMSHLNqU5SjtcIPYg8sGVK6VSnHF3hshPVGeacag9Zr3loKegNi3HjF43YZ115nGoP6QxzDjXdPQ5fSbQ2ZIWmdt7QVyWgFirO9jSRUk5HPdabEc3Y4+GzPSyQnecodVNLL4Xb1husOzqY+gIsCCGxViOFwBOiLOofPe94GRcA/USjNaw2AjwhaURzjED9m3/zb/j4xz/O93zP98xsEbPg7rvv5u67776qzcVaUTeKJwSHGiFpUdBJSiFBl79k4fIFv4NUVxGoiutGiPJue6dfjqWIfIXnl2nhblKeY63Id/4OFeB0J+Hk/pDQVyzXQ5QUaGMZ5qUSczSKRrlKmhv6mSb2JJ6QrNYDpBQYU0ahNGW7eZq7HfVIC009UhjpsdNLaYYenhIU2tJNCxqxRz1QI809N2/8mrFHI1DsDwqioNSvCqQlM4JOkpNkhkagaMbu1szCSBW+MPTSjKQo079KlooMw6LAppq0iJ2/QVIKokASeoLAU6Qz1Lu+7k8wCALuvPPO2a1ggemmBYcAKSXWCudPpINQ8FvhDqGn0Aa6w4LDy+eqYX1Vjks4uT+kEbifvksLzal2ckk01lOCppIU2nCqnbDVipw9ltAvO+36mWFrObjk9VP76cTOZcqUUUA9VGQadgYpemhQnmStERIoSoV1Rz8HKFPZga/YWCo/hzQ3JKOC/qXIYymCwFfOC1Dm2rDbT7FWUPMVmdZgBUpaAqXQtnzd9cBBLfDYaITsDjI8WTq0s+K6r6a3v/3t/Nqv/dokLfZ05i+e6PDHD57l9N6A0BfOt6WeX/DrKzmZC9SKfVJtaA9m151QcfBJCz1yOjy6SakYbW0p6Fh2SXkoKZxX6E9yTT/NaVyhi7YRevTT3OlRR5GvWG1Ek6aQwtjyszjv8WrD/Ruk0JdsLkVYBJ4ULAU+K7HPUuDjSYFFsLkUOe0I7g8ysILnHG5yaCmmESnqgUcjUhxainnO4SZYUdo5jLGl0rg1hjgof9/alhHMOCgV1Xupdn4kTTPyuWOjSTySlJhl/dx1R6A+85nP8OlPf5rf//3f53nPe95EC2rMv/23/3Zmi3OdblpQdFL6Sc560+1C00qJ3F3SQi+kgre1ZZRmqxXRSzT97FxauBn6NCJFrt0e/AqMhqGKye1PP83P62DzR88Lp4em+kpy+1qNPNcMs4JCi0kaMteWlTjg9rWa07VDUJ7/W62IR3ZKIU1fCZTw0LZ0BGPfczoSCKMzRQhiz2OrWQqaWmMRUhD5Cl9Zcu32+QRlJE1by7Aw7J4d4ikmMgb7/YI4FISBdX6+IsAzNxp0kpyznRRrZncjdN0O1PLyMv/r//q/zmwBi8x6LUD7kp1BzqP7/Xkv56pMo0Q+XJCC34PCogtQjsVZPSU5tOSxVHgXOIK5Nmijna+BCn1JPVCc7gxJ87JjZ1wMvxIHhL5gtRY6HfUQAm5ZqYGA0+2UvWGK1gYhBZvNiM1WyC3LNec/C4DAU2w2AzLtl2mj8fNKEaiyjsVlWjWf0IO9QcFthxqlAOXIIY8CxcNneqzUfOdlY0JPYYwlSTWR7zOuGPdEGR1M0hwTuS+NAdCqBTxzo06nn3O6M0cdqI9+9KMz+8cXHSEFjdBHWMt2J+VsNy2/xBykUiJ3i4NQj3axOOvFX6SLIs5aHofH5x7eRduyCLgeKJLC8OjuACXg2LPcFtIMPcVqPWSYG3ylMDtMJAtuXa3RjHxW66HTxwDlmgttuH2jQZIZ9gcp2pbq0cu1kCgoa9JclmMIPMkty3XO9vZ45GwfTwkUAo2l6Fi0sdyyXCfw3HXIYbxnCIQUNGNFrs8JgvpKkemifH0B9oz2IOPr230ybTjUurRG8MnidhuA49QCj+VGQLOmONMpVXNddaAqJXK3OCgClAdFnDUtLL6nEMaw1z83NDXyFZ6UpA4PCh8T+ZL9YcbZTkrsQT3wMcZwup2greUZh9ztIhwzjpQ3I49mJIgCOYkGNiMfa+1IV2neK70y1sKtqzGnOwMebyfkWk6GUxtruKUVceuq+91rxlqaoUc/EJxsD+mcp2e1FHmsxopm6DlfAwXw9e0ej+z08ZVCidk5rk/Kgfrt3/5tPv7xj3PixAmy7MJCuM9//vMzWdgisFIvhyrudgsCTxH7bvujB2WzW3QOUj3aQRBn7SY5Z3sJqw2fJB8VzFoBwuIrReRLzvYSp8eHAOwPc3RhRiOlxpuaAgS6MOwPc1q12d193wzGkfJ+VjDMzAXaYuPPxvVIuRDlf+7YaHJkpc7JzpC8sPie4PBSTORLWIDIjUAQBpJBbugmBVpbhLAYA92kIPLK112v5eomOQ9ud0mLMjobzvA76bp3/H/yT/4J73znO3nDG97Av//3/56/9/f+Hg8++CD333//kxakXGSGqaYzLLhlOWZ96frVzJ9KDsJmdxA4aPVoY3HW5cJfyGJ4bSydYU4YKNZHnWzjmhVPlto9nWHutPr1WIohChSH6yF5YTBYJALfk+z1U+elGKA8b3wlefBMrzyvLtIWO9PVPONQw+ljAMBa6qHHrashR5ZjCmvwhKQWeuz104W4uENf0huWswlbkc+gKLAGhISa59FNCnrD3OnaQIBhptnupTQDRT1UdJJr/51puW4H6oMf/CAf/vCH+Tt/5+/wz//5P+enf/qnueOOO/i5n/s5dnd3Z7eyBaCXaazJiEPFXbevOn13OmbRN7uDwEGtR1vU80gbS6YtYyWr0rE998uXQKat0w7UWIphZRRh8i+qr2mEHnuDjCR3t3ZozLjOhiv86e6nUGItNCKfYV4OPVaynB1nRsr2cVBmK1z3obKiFGctjCCWkkP1CCnBGBjmhsII+pleCD2rvDDYUNEe5pztzs6Dum7X8cSJE7zsZS8DII5jut0uAK9//ev51//6X89sYYuAtYa1eshLb1/nhUdX5r2c6yL0yrs7l0/8g8q4Hm2QXb6ddpBpGqH76buDQj30WI6DKw537acFy3EwSo25ycVSDBezCFIMcK6I/NbVGs3QH6W7C9JC0wx9bl2tTYrIXUWIsh6tHnpkheGx/QEPne3z2P6AbJRijXzp/A3SICtIc8N6IyD2FdaC1qVgdOwr1hsBaW4YZG4PRW5GPvXA48TZAaf3U9rDOXbhbW1tsbOzw/Hjxzl+/Dif/exn+ZZv+RYeeuihp5245rM3m3zrnYc5uho7X1tQ4RZVPZo7CAFHViIeOVOw3UlYin0CT5IVpkztKcmRlcjpDW8sxdBPi8u2+ffTgnqgnE+3XFxEHidy0oXXWJAi8nEa8sTuoCybaEST0JmUglPtZCHSkFqXjvehpRAlJP00R1NW1dVDH20NnUGBdteXBcprYyny+MoTOVZmyBk6fNftQH3Hd3wHv/u7v8uLXvQi3vjGN/K2t72N3/7t3+ZP//RP+Rt/42/MbGGLwDM2ljjUDGdalFbx9KCqR3OH0FMcbsVoa+gNNTuDlG5SFi5vNCMacfm6yxte6CkOL8c8eKZHN8lH3YOlU57kpRL58TW3jwHOpbd7aUGSmQvEWYeZIVqAInIoHY+8MAwzPQoslB6UGNXVOez/TahH5by+rDBstUJ8T04EQWuB4lR7WEp+zHA4783C9xRxKNEWBunshD+v24H68Ic/jDHlAt785jezurrKZz7zGb7v+76PN7/5zTNb2CKwUg8WSrenwi2qejR3KCOCEc3IsNkKEaOJ81LKhYkIbixFJLnmbC9jmBXn1QsJblmO2ViK5rvAKQg9hackD53pEfqK2FcTRfVumnO2p7nd8ehNWmgGaUHoS/KkFNEsz6eyqD/0JYNRWtLl44h8xe1rdf7sZJtvbPfxlUCKMkJ4Sls8D75po+n8vpfkmkJrjq7WsUBbzTECJaVEynNh4L/9t/82f/tv/+2ZLWiRMNayGvsLpdtT4R4uf4k+Xbg4ImgsSLlYyvCRrzi2VqcVB5zuJOTG4MtyttyiHANcWCh+uT8dDz5hLewPcnwlOb4ekRXnBCgDT9EZZuwPcqfTkFB+Lx1drfHIbp+9ouzGs6OhyJGvaIY+R1drzn9/5YWlMIIjyzEG8PTsisifVFXk/v4+f/Inf8L29vYkGjXmB3/wB2eysEXgdDvBeilRIBdGt6eiouLyHKSIoK8EUkqU67mui0gLTa4Nx9ZqDMdK5MaiZKlEvrEUkjuuRJ5rQ1LoyXBqgZg4HlDOLeylBbk2zju1oa9YiQOSzNDNMoy2SCVY8YPRmCO31w/ge4LQLz+DlVqITmcnN3TdDtTv/u7v8r/9b/8b/X6fZrOJOO8CFUI8rRyowJN005wkF0SB+22pFRUVB5fzxwM1Y38hxwONi8h9KcCWzkihwVMWbDnMNjduD6j2lSTyyoL+QaYZ5HoiBlrzFdZaolGhucukhWavn5Fbg+9JNpsxEsoojpTktlTt33RcWyzyFVtLESd2+/RTQ7+Xzuy9r/sTfPvb387f//t/n263y/7+Pnt7e5Ofp5sOVFYYmpHPMNf008L5wsaKioorM3ZAvrHd4+vbXb6x3eN0OyHJHW8zGnH+eCBjLWlhMNbSin1SbWgPZte+fbMQAgptObEz4MRun0Fa6gwNUs2J3T4ndgYU2jr9XSsExIGi3c/Y7iRIyukCEtjuJLT7GXGgnD4GKJ3Zx/eGpIVhvRkSeQohBZGnWG+GpIXh8b2h084slFHkzaUIbctu1IuzZjfCdUegHn/8cX7sx36MWs3NmW9PJf/j0X1u1345rd3xu4mKioork+SaEzt9zvYywE7qcPYGOeuNgGNrdaejN+PxQFLAmU56QfdaPfAXpswg9BTDTHNid8hKvazbGheRJ4XhxO7QeY200CvnJypPshH6DPIyEiUFbDQjummOJy8dvu0a/bTgbC8l1QXdoSYf6RUM0Qxzg6csZ3Vp5/K1AWUqcqMZUWjL/v4ca6Be/epX86d/+qfccccdM1vEovL4Xp+zqeTwcsTqbaHznnhFRcXl2e4kPL4/HI0P8S6QABg/f2zN3WG81pbq0ElWkBt7SffaopQZpIWmn+WE/ig8Iy78M/QF/Sx3ugYqLTRKwnqz3BOiIJh8FsbCehCiJE4fA4CSgkFecKYzJPSDUR1X+d8kt6R5xqGlGHWFkVSuMK6ru3OzwTAzeGY4s/eeyoH6nd/5ncn/f+/3fi8/9VM/xZe//GW++Zu/Gd+/sL33+7//+2e2ONdJtcUzlpPthEf3Brzw+GKpkVdUVJRfsCf3h3hSXDCOyVcCX0kKbTi5P3S61kOIMhKQFZqV+rkiWU8Jmqqchaet+/pJaW7IteXoakyaW3Z6CYWxeFKw1ohYa/gMUkOauzs+xFrwlORwK6KbaPpZQa7LGqhm6NGMFFnhdh0XlCOOkkwzzAwWTehLlBQUpozYJpkhybTTI47gPHHW0KMRCvJkdnIeUzlQf/2v//VLnrvvvvsueU4IgXZdlnSGWGsJfcV+knNid+D8TKCKiopLSfNy5tfyFbSe6qHH/iB3etMGLhhQe/Ew4YtfdxWLBSxpbtjr5ez0s0kXnkSy0vBHVu4ey1gMVEnJoaZHlMhJEXkz8sm1QQrtvDPrKQECpChndnaG2WTIdiP0yYQFMbJzmIvFWbfbT3EKb5ZFVweJEzsDOtonDiS73ZT9QbYQA4UrKirOMd60r7QNiImVu5v2eIBte5jyyE6/FG+krOOSQrBS80ajUOa90qsTjWauffnxNp6nLhhzdKafcrI94Ju2lpyuuRnPutzuJggET7QH5Lp0Qo60algsG013o5lj8qIMEHhK0Utz6qFHqASptvTSHF8pQl+RF26fVGNx1q+d7JBpy9mn2oGquDydNCdrJzQihSek8ydSRUXFpUS+oh769NKClctsar20oB66LUQ5vssuDKOxwuMBw6UjVRgWYgRK6Cm0sXTSnJaQ7PQyxtKagVJ00hxtrPPOR+RLHtnp87VTXZKimAhpRl6bb9pqcmzV/SYs3xMEStGqeXjKo5fkDHOLkrDViil0QaAUvuf4SQVkhebx/YTdfkqnN5jZ+07dOvapT32K5z73uXQ6nUtea7fbPO95z+MP//APZ7awRaAV+fi+YruTcbabOD+os6Ki4lJCT7HVisqC6ySn0AZrLYU2dJNyw95yuP4Jxo5HmY48tlbnlpUaW8sRt6zUOLZWJ80N2rgvDNpNcnJtaIQe272Ex/f7PLbX4/H9Ptu9hEbokY8+F5d5dG/Ag9tdkkJTD3yWI5964JMUmge3uzy6N7tN/GYhhaAZlDcXq/WQoys1bl+vcXSlxmo9pB76NAOFdNwrTwvNozsD9gZJ2YCQz2GUywc+8AHe9KY3sbS0dMlrrVaLH/mRH+FXf/VX+Wt/7a/NbHHOMxoMiTSk2pAVVaqzomIR2RzNkdvtZfTTHCFEObtMSA4vx2w6Pkeu7PwSNCOPbpIT+4pAyYlT2Iw8lBTOd35pY2kPCpJM0xlm7HRTtLUoIVhrQt2XtAeF04XLaaH50qNtrIXnHmmNHPIy+ucpycNnenzp0TbP3Gw6/Vn4SrK5HEO7jGBaMYptijKquRwHbLZi9wVBc8PXT/cY5ob1RkwqZ+dATX3k/+N//A9e85rXXPH1V73qVXzuc5+byaIWhW6Sl10vkY8nJd2h23dFFRUVlyfyFcfX6txxqEEzKkdUNKOAOw41OO64BhSMO78EW62IZuiPdKHKgbXN0GerFeEp4XwNlDaWJ/b7fP1Mj36iqYUerdinFnr0E83Xz/R4Yr/vtAN1tptyujPkULPshvSUxPck3sjRONQMOd0ZcrY7O0Xsm4EQsNEM2VouZykGvsBXEPiCVs1nazlioxk6nxbuJjnbvYTIk9RCRRTM7lqeOgJ1+vTpSyQLLngjz+PMmTMzWdSiILAEShKoUmNFOd6NUFFRcW0CTyLNKLq8IIxroDwlObTksVR4F8zzy7VBG/c7v3wlOd1N2elnbDQiLGULOoCSsN1LaYSp01GPsd6Tf4X9wFcCY3HaCYTyvFmthwxzg7U5g7QoB1QLSSP0aIxSey5H0aC8udBYxpdzks1OKWDqs/CWW27hS1/60hVf/+IXv8jhw4dnsqhFQY4+kUFmaNU8tlrxnFdUUVHxZBiPcWknOY3IY70R0Ig82km+EONcxp1fg9HmEHqKyFeTzW2QaecVvAF2einDrExH9tMCAfiqLMDupwVKCoaZZmeG88xmTT30qAWSTnL5VFEnKagFknrofg9X5EuSrCArDBtLIcfWamwshWRFKdoaLUDdb+hLVmohnbTgwe0eJ3bmUET+Pd/zPfzcz/0cSXJpC+BwOOQf/aN/xP/8P//PM1vYIlDzPDJjSXXORjOiEbl/QVRUVFzK+XPkfCURohTRXKQ5cq2aT6gk7WFZiG2tJdeG9jAnVJLWFXSuXMIYS2ENq7HPcqPcqHtJWV+63AhZjX0KazAOR2/WGiF3HGqyP8zpp5rC2LIpwVj6qWZ/mHPHoSZrjfDabzZnktwQBpJASU53Eh7dHXC6kxAoSRhIktz9ut+l2GejEbLXTekmBYWe3bkz9Y7/rne9i3/7b/8t3/RN38Q999zDs571LIQQ/MVf/AX/x//xf6C15p3vfOfMFrYICKAZ+cR+QDP0SXK3CzQrKiouZTxHrnaF2ohaoBZijlzkKzZbEe1BTi/NGY5m4bUin1bNbRmGMVIKQqWw1uJJiANvNDxE4EnQUuIJMYn+u8oLjy2zO8jYbqc0IoWvBLm29BLNrSs1Xnhsed5LvCZpodntZ/RHauqeJ/CRWCz9rEAI2O1nLNfdvi5CT9GMPAJfgRD0xBwcqM3NTf7oj/6IH/3RH+Ud73gHdlSNKITg1a9+NR/84AfZ3Nyc2cIWgXoUcPuhBptLAdoI+ommyuJVVCwW41EPV6p58qRgaBdCyLuc5ddS1BI1UfBeJHHftUbI4VbIN870EUIgpUQJgbaQ5YYk19xxqO589GZjKeY7nr3BXzzR5ZGdPpk2+FLyLUebPOdIk40l9zcKa8sZkTuDhNDzqPs+QpTPF8Zytp9gLdx+yN0ZkcBI8kJwdDVmr6fRM8w6XlfO6fjx4/zH//gf2dvb4+tf/zrWWp75zGeysvL0nAH3rMMNDq3UGGY5SoFy1wmvqKi4AudEKO1lC38LYxdChBLKWq5xBMqMIlCDVC9MBCr0JbetNTjVyRDC4qlyDp4wlgKohT63rTUWQnNvYylmYylmp5eSa4OvpPOO3/nk2rDTT8kLixSGbqIxBqQsHfU8t+Xr2jh9bmljGWYFG42QZgQniqd4mPDFrKys8JKXvGRmi1hU9voZ2htijObYapNaUNVAVVQsGuMC7HaS04ov3ZgHmaYVuZ2mgHOF8Kk2F4xAaSc5Sa7ZbEVOb3Rjbl2t8fxcs9tLOdvPytlxUnK4FbDaCLl1AVS8z6cRneuIXCTsKOrXy3MKC6EnUJ5Aj2q5hnlOw7o/HkgbyyAzaGsJPMVWK5jZe1c7/g0gKQcsCiNohorAc/+uqKKi4lJatbKGsT3ML3A+BplemALs8wvh00KTFhYhoBX7tIc57UFO1HLbgbIWlushd64bHvcUSkgKU0ahtloRtyxHLNdD5zdtuHw0sBEuTj2apRwWPPldjz1AUY7WsaP5NC7PiISyK9KTgrOdlLVmRGc4u47ayoG6AQJfENcijNF40n2RuoqKistzfgH23iCbbNortWAhNrxxIbwUcKaT0s/Obdr1wCcK5EIUwgsBSkAx+jKtRwprQIzuTQtrUQuQTj0I0UApBIEvaQqPyFcMc006SuHVQ4WSttRMc/zDyLWhFkrSwvCXpzrobHbDhA9UyOS2225DCHHBz8/8zM9cYHPixAm+7/u+j3q9zvr6Oj/2Yz9GlmVP6t/T2rJS9/imrSaZKXVKKioqFpusMKSFXqjRTNbCMDfs9zO6aT5KS3qEnqKb5uz3s5Eg4rxXenVCT9HPNKfaCcv1gOPrdZ6x2eD4ep3lesCpdkI/c7/b+SDIYvhKslYPCZXCV5KVWsChZsBKLcBXklAp1uqh06KmwGh9AilBScH+DH/3By4Cdd999/GmN71p8rjRaEz+X2vN937v93Lo0CE+85nPsLOzwxve8Aastfz6r//6df9bz9xaolaPSIuC0JMox1trKyoqLk+Sax7Z6bPby8gKzSg7QT8tWG0Ezo9zEaJca1ZoVurnCpU9JWgqyV4/RS9AHU5aaJKsmJRDBEqhBGgLidEEXins6PJMv4tlMdJCX6AKvyiyGONRLlDKL+SFvmBG5GojWIhRLrk29NOcXFuUnG06/sA5UM1mk62trcu+9gd/8Ad8+ctf5tFHH+XIkSMA/Mqv/Ap33303733vey87KPlqhKOLPNeGuk/lQFVULCinOwmPnO2Ta4u1ZrJRCKHpJvlkVp7TXCu85Hr4idKRzbTh2FqNNLcMco0xFikFjdBjreEzSLXTmntjWYxCG/b7OfuDcwORl2shjUhhFkAWYzzKRVtYa1Aex0gaY7lWOumLMMrF2LKW0RhL5CvsDNfrduztSfCLv/iLrK2t8cIXvpD3vve9F6Tn/viP/5jnP//5E+cJ4NWvfjVpml51EHKapnQ6nQt+APpZQT0sRyY046AqIq+oWEDSQnNip097mIEoW+XroUct9EFAe5hxYqdPWrg7zsVaaEQ+caDoJjmDrCDJCwZZQTfJiQNFI3K/Y0ogAEGgFGuNkK1mxFYrYqsZsdYICZQaWbl7syoEFNry6E6fR3b6tIc5vaSgPcx5ZKfPozt9Cm2dj9xA2VzRDD0CT7LeiNhailhvRASepBl6C9FckRWGYaaJfY9mFLBcRaAuz4//+I/zohe9iJWVFf7kT/6Ed7zjHTz00EP8s3/2zwA4derUJWKfKysrBEHAqVOnrvi+73vf+3jPe95zyfMPbfdIbMiR5ZjNVuT8l1NFRcWlJLnmdDcl8MohqWOUgEboUejydZejHkKUc8uk9NjupOwMUrS2KCVYq4Us10ICJZ3ftENfUg8U/bQguMzvup8W1APltA5U6CkGWcHDuwNW6yGR751LQ+aah3cH1BZgLiGUzRXLNZ9Hd4ecbA/JdamVdrgVs9kMnU5rjxEIfKUIfEnsK9LZjcJzPwL17ne/+5LC8It//vRP/xSAt73tbbziFa/gBS94AT/0Qz/Ehz70IT7ykY+ws7MzeT9xmW+QMlR/5W+Wd7zjHbTb7cnPo48+CsCXn+jw5SfanOkOF6IzpKKi4lKywpBmmugKG1rkKdLM7aLy0CsLfU+1EwJPcmurxu3rdW5t1Qi88nlfSec37dBTHF6OGeaGR3b6PLY/4OT+kMf2Bzyy02eYGw4vx04fR1poBmlBPHLy8lFDQj6KYMa+ZJAWTkc0xyS55lQnoZvk+BJqgcCXpbr3qY77Q7YBfE+wXC+lDDwlWIpnFzdyPgJ1zz338NrXvvaqNrfddttln/+2b/s2AL7+9a+ztrbG1tYW//2///cLbPb29sjz/KpjaMIwJAwvVZCNfMUg19z/8B6HW3W+5djTU5G9omKRCb0yDT8sDNFlNPaGRam07PKmDUwK3wGCUVOLNpZhrhGj1xeBVuwTSEG7X6CtnYwPUUJwqBnSit1OG6W5ITeWjWbMbj/jzDA/VzsU+2w0Y3JjSXPj/Dl1upNwcn9I6CuW6+EF59TJ/eFC1AZGvuLoSo1HdvsAaDO7SIfzDtT6+jrr6+tP6u8+8MADABw+fBiAl770pbz3ve/l5MmTk+f+4A/+gDAMueuuu677/XNtIDN0Cs3nTuzwqm/eWqi5UxUVFWXaaKMZcro7pJcWROc5H0lhKLRmsxk7nTZKC02hDbeu1kgyc4EOVDP0OdQMKbRxunttTJIbwkDiK8njez3ywuB7kttWGoSBJMkNrXkv8ipYLLnWJJnF9ySHW9EFM+R6SY5SwnkByrQo5SQunqc47uwstOFUO2GrFTl9ToWe4uhanWGmybRFZLO7jp13oKblj//4j/nsZz/LK1/5SlqtFvfffz9ve9vb+P7v/36OHTsGwKte9Sqe+9zn8vrXv55f/uVfZnd3l5/8yZ/kTW9603V34AFkxqAwWGF46Gyfx3eHPPtI5UBVVCwSoac4vl5nmGuKScSm3OCkECxFpR6Ry5vEuPOrGXk0I8FS4V3QOm+tpZsUztdpjjftx/YG7A8KAgFBIMHCmX5KbjU132e57m4NUeQrjBG0k4wjyzUKYzG2jEBFvuCJ/QHLsfv1Q0mu6ac5K7UyLLvXP9eFt1IPaYQee4PM6drAMZtLEUmu2e1lkFVF5JcQhiG/9Vu/xXve8x7SNOX48eO86U1v4qd/+qcnNkop/sN/+A+85S1v4eUvfzlxHPO6172O97///U/q3wyUwlOKNCvY7We0k3RWh1NRUfEUsjH6gj3by8i1nuTDfKVYbwRsLEXzXuJVOSgDka2Fh8/2eORsH2PFRRpKlvYgJZCKZx1uznupV6URKfYGlsf3htjxzBPGtbaWRuS2wwHnOiJ3eimP7yVs94YUBjwJG42YW1YipJROd0SOGacal+MA38xOifzAOFAvetGL+OxnP3tNu2PHjvF7v/d7M/k3vZFsQZJrhJJ4wt0Qf0VFxZWJfMWxtTqtOGC3f063Z7UeLsQol/FA5O1ugkBcMsrFYtloup1qgbLL7qGzfXb6GbHv04g8lARtoJeUA2y9s336aeHsZ2Jt2b0Z+Iq9Xk6gQCmJ1oZMw0rDpxF6zkcDQ1+S5YbPP7oLCFZrpZxBVhgebw95vD3gRUdXnU5tn0/kK6KWQurZ1WwdGAdqHhhtMNpSGFipeazUZzfluaKi4qll/AW7XPcvSH8tCpEv6Q5z+pmmHip8Jci15WR7SD1QHFutzXuJ10Qby04vxRrLSuNcqkVKWGlIBjsZO70yleQqQkCmLcuRz6F6RDfJKazFE2UtUa5HtTiOB25Cr9QU66U5R1cb+J5ECvB9yUpd8uhuj26SL9Q1ArO9pisH6gYY5BopC5qxz60rdUJH74gqKiqmJyvMpNZjkTaHJDdEgUduLKe6yQU6UFHgOV98DWUEyhioRR7D1BB4IKXAGEtWlM+nqXV/7qi1hL5ipR7SjL1Jh2TgKfb6qfsy5MBOL2WYa25fb1BoSHM9qgwshUxvX28wzDU7vZS1xqVd6q4yS/mIyoG6AUIlWW74NOKQ5xxeqjrwKioWmPYgu6xg4NHVmFbN7ehyWmh2+ymZ1hOVaGPKyE3gSTJdvu5y8TVAPfRYqvloo4nDMoWUFxYpIQ4lhRaENY966O7WNVaFH+alCrwU5ZivwljSwhAHith3P4WXawMCjq3GDHNLN8nRBpSEZuQT+4LTnay0WwCSXNMe5Jzcm52Sprtn4QJwfLXGofUWzUjx7M2lhckFV1RUXEh7kPG5E3uc7aQECjwl6eeGL/cztnsJdx1bcdqJshb2Bzm7/ZSz3ZSTnYRCWzwlOLwUsd4Mscb9wEccKG5diTmxPyAvDLF/LhWZFGWt6a3LMXHgrhM4VoUXwuNMJ2VnkEwcj7VaRCsOCT33VeF9JfGkpNCwUgtohj4Gi6QUpOwlOZ4s5SZcJ8k1p9sJqZ6t9lblQN0Axw/VOXKoQSv2eeZW0+k7u4qKiivzl9s9ntgbsFIPiX2FFKUswDDXPLE3YCnyefFtq/Ne5hXJteF0Z8hXT3boJAVx4OGNZrJ97XSXU+0hzzq8RK5bzhZfQxnZePbhJQaZpjCGfqoxxiClpB4qmmH5usvR/tBTeEry6O6A0FccXalfoAO13Um4/VDD+f1irRFyy3LMwzs9Gpf5fZ/tpdy21liI9F17kJNqQyv2OTuc3V1E5UDdAM/cbHJotbEQbc4VFRWXp5vknNjtUwvUZWfhpXnBid0+z9pqOrtx+0ry2O6Ak52EI8s1lBQIAb4tU3hP7A+oh95CRAvu3Giw00t5ZGeAkgUSgZAWT0qOr9W4c6Mx7yVek/OV3z0l8UYpvMLoCxTjXec5R5qc7Az5Hyf2aUTnooG9RLPRCnnOEbflJKBMb/fSMpV6ppOy3a5kDJzgSCvm2KHGQrQ5V1RUXJ5BVjBIC7aucBO0FPmc6iQMssJZB2qvn7HTz4iUpJ9otDGTGZ9KSiIl2eln7PUzDi/H817uVQl9xVoj5Gw3ZZgJtCid2XpQPu96s05aaHJtOLZWY5gZ+llBklvkSNF7YykkXxBV+KU44JkbTYy27A1Teln5Waw3Qp650WQpdjetPcZaGOaGJCvIjZ2p91o5UDfAbYcaHGpVkaeKikVGCYlAliKUl3m9MBaBRDms85brsnNQCks/y8vC3okYqCSQFm3sQhT8bncSOknO7RsNjq3XEEJgrUVJSSfJ2e4kHHN4/tpEFT70aISCVuFjbKlqH3hyYVThoUx9NWOf73ze1kg+wqCkZK0R0h7mtAc5UcttJ1CIsruzO8zwlWKvn83svSsHqqKi4mlNM/ZYrfvsDTLiwCPXZqID5SvJ3iBjtR7QnOEU91mjZOlk9DJDLSw77aS0GCPQ1tJLc1qqlGZwmbQoh9R6F81fG1Now8n9IZsOz1+7WBU+8C50vBdFFX6c+qqNCvYvrnWqBYpemrNcuN3ZCaU0yd4gpxZagqqI3A0e3xtgVFyl8CoqFpjQU9y52eCz39jha6e7SMr2f2PAUHZU3bnpdtHvUuwTBpJiUGo/9VONNRYhBfVQUVhLGEiWYjdTkGPS3NDPNMu1cp15YSadX74nqYce+4OcNJ9tN9UsGavCt5OcVnxp1HKQaVqR+07HOJLmXcHp9qRgaN3v7LQWjLGo0a87q3Sg3EAIQTvJSXLNZiuqnKiKigVloxmxWgv46qluOX9tJBcYeoojrSYbTbdT9daW88m291P2+xnN0COKJElu2e9neAg2GrH7mx0WsGRa000KBrnGmLJ+qOYrQl+MrNw+kFbNL3WHhmUEZ1xEPsg0oZK0am47snBw5ivmunTCV+Iy7bjdnd3M2sqBugF2ehkboSErDNEC5IIrKiouT3uY4ynJs7aW6GX5RHG5Efh4StAe5m7rQGFZinxuP1Rjf1jQGRYMc4MUkvVGwHLssRT5zjseka8IlOTEzoB6WEb2lQfaQi8tON3JOdKKnb9ZjXzFZiuiPShHoQxHcwlbkb8wGYuDEknzlUQi2BkmhJ7H5gw75isH6gbwlaCb5IhRl4jrKr8VFRWXMq67qQXl6I2s0JeM3nC97kYKQRBIDi3FrDbh1N6A1BhCKdlaqaEEBIFEOh4uCD1FFHhkhaEenmuYGv+ZFeW4Glc/h/MZz1asJWoyGsjVLs4rcWAiaaOB1FDW0c2KyoG6AXwlaUQ+nWHG/iB3PjxeUVFxKRfX3VxcZLoIdTe+kiyFHmfbCVJJbl2t4ylBoS3DXJNqw9ZS5LwOVFpo6oHi6GqNXqLpp/mkC08KydHVGvVALYQEwHh0yG4/RVuLEoLVergwESg4GJE0KK/pUCnOdlMeOtWZ2ftWDtQM8JWklxbk2izMCVVRUVEyrru5UmxGTKzcvUMqx4co6rEHVmIx5BrAEvseBOV3k+MBKKwthSdvW6/TTTRnugmFMXhScqgZ0YwUWWGdv1lNcs2JnT5nexnjc8sCe4Oc9UbAsbX6wuwV40jacuFPulNdd17Px1qw1nCq3edsP8OfoRBU5UDdAHlRhgJzbYg85fzdXUVFxaVEvqIe+vTSgpXLbAy9tJjU47iMryRbrRhPSjrDbBL1WIoDCmMW4vtpXLicawu2LJOQQqEkYMvnF6FwebuT8Pj+sHQ+fG+S+kpyPXneZS2ry7FITtP5CAFnuhnd1LBSixiYfGbvXTlQN8Cp9pCO9lmKFOvN2PmLuqKi4lJCT7HVinjoTI9ukhP7CiUF2pTpL20sWw7XP0F5l92IfNRo1MbmUjyRYtDWUleK2Pecj9yM58g9dKZH6JdFzOPPopvmnO1p5+fIXUnLylcCX8mF0LI6SGSF4WwvIfYVh5cjdu1wZu9dOVA3gB19Gw1zQy1U1cVQUbGgbC5FJLlmt5ddUndzeDmeaefOzaBM4UmiIJiMD8n1aHxI6BMHEqz7kRu4cI5cpg3SlHpEMBFXd5qLa+ouZhFq6g4Sw0yDENQCycn9hG63UiJ3gvVmRNwISHLt/EVdUVFxZSJfcXytznIcsDfIKIzFk4KVWrAQxbLnt5wfaoaXjA9pD/OFaDkfz5HbakVsd1J2Bilal+Kga7WQrVbk/By5i2vqLhYDXYSauoOEGHnkaW7opgXtpJjZe1cO1I0gFm84ZEVFxeWZFMvWF7NY9uKW81CV8/3aw3xhWs6thSQ3DPOCwJPc2qpdkIrspwXG8VTkuKZut5/hKXmJGGihDY3Ifaf8oLAU+3hS8HA7ZasVETVnp+dWOVA3wNZSxFozXKjhkBUVFVdnkZym8zkILedCQC/JybRhpR5e8vpev4xIuZyKDD3Fas3nkTM9hBQsxT5RoMgKw3YnwRrLsdXawp5ni0gcKDwBSV4wy9965UDNgEWRtK+oqLg2aaEXMgIFB0O88ZpfpAvwRRv6ilY9oNCWbJSWtNZSCzw8JQgXwJk9KCS5phH6PPtIg7PdnP1BNQvPCU51EoxfztU51AgX7su2oqLiHGPhw16aY0bRm0a4ONEbuPwxDFK9MMdgbVlkrQSX7YiM/VKp3OVo/7iO687NBsPMsD9IJ87sci0kDmRV8vEUIijrAI+u1dlYsjzqVTIGTqBH7aj1QHF0JZ73cioqKp4kSa453U5ItUFJ8KVAW7tQw8LPP4bzx24s0jEIAbEvifyAJDPsD1O0ASVhOQ6JgrII2+UglLVl12Az9GiEglZ8YUH/opZ8dJN8IaOaoS+pj1Koa40Qmc9Of6tyoG6A092EoxsNwkCS5IbWvBdUUVHxpGgPcjpJjkDQHp7rwmvFAWmuJ6kxl2kPclJtaMUXag+14rILr70AA8/H3YRneul5egUj8QJRFpi7Hu0fi4EWxuKr0mk6n0Ur+WgPMh7dHXKml0wcqEONiKOrsdMDtseEnuLwcsyDI523vJqF5wZHlmMCX5IXlt1+Vg0TrqhYQNJCs9vP2OundBNNrs8NE94f5DQjhSel09d3Wmh6adl9dzlqgaKX5iwX7h7DmMiXdAYZ/UwTKEYz/RYn2n++pEQrvlT9fZDphZCUgNJ5+vPH2xNdq9CTpIXhZHtIZ5jxvFtaC+FEbSxFtIc5j+4MOLPbn9n7Vg7UDVALvPOGCWdYu1jS/BUVFWXKZbs75NT+kMIIcl0wlnP0lUcvybDA7Yfcvb7HaSNPXj6s4UnB0LIQaaMkN0gJ/bTgq3uDySy8W1dqNCO1ENH+iyUlxunUQaYXRlIC4NHdIf1Mc3j5nNMaB5I48Di5P+TR3eFCOFAAoSdZrgdQzE4Ut3KgboBxKLAaJlxRsbjk2nC6nXC2lyKlgpEQIgiGeY4xGiGE09f3xWmji1mUtFFaaE62h5zYHdAeFNR8iRAKay1nuimZ1kS+53Q0EA6GpEQ3yTnTSyaK6v00n8xXrIc+yzWfM72EblJzviaqPchBCJ6x0WDHq4Q0neCJvQHGi7HWVsOEKyoWFGMte8OMTlKwXFcoIRAILKAtdJICz8swDodvDkrayFp4eKfPdidhpR4R+hIlys8hzUsdpcBTPPvw0ryXek3GdXNer3S+fSVZa1yqbeUq2li0KWUYHt8dspdkkxqolSjg0FIwsXGZi9PbF9ek3QiVA3UD7A4yOqe6tGoez9pccv7urqKi4lKywpDmBimgOywuzHMJgRTl5p0Vsys+vRkchLRRPy04tT8YqXmfc/Y8AV6oGGaKU/sD+mnhfBRnXHz9xP5g0pRwZLm2MMXXSgrS3PDI2T4GWIo9fCnIjeVMP2Wnn7LVilFXSBu7wrXS2zdCFTK5ATwpqYceg7QgN9b5u7uKiopLEaN2L2PLuieLBWEnM83K58/Zuco4bdSKfNJc000K0ryMPC2ChAGUUQ9jxWXTkFB2FRornI96tAcZnz+xx5efaDPMCowxDLOCLz/R5vMn9mgPZjfQ9mbRjHzywrAzSDnULDsfpZSEnuJQM2RnkJIXxvn03fnp7VlTRaBugNVGSFTz6aeQZEUljFZRsYD4niBSkr7NaUYRSliEEFhr0Vaw30+IlI/vue1AwXnz/IrFnOcnRNkxqISgnxaEnpwIaaaFQQlJLRDOR/u/vt3jsb0Bq/UQJcsoprHgeZbH9gYsRT533bY672VelW6S43uCtWbImW7KUuThK0GuLZ2kYK0Z4nuCbpI77URdnN6eZSS5cqBukEbosdbwGaSaJK8cqIqKRUMKwXI9IDcGASTajJvwCKRiKfZZrgdI13ft81jU76Gl2GdzKeZMb8hSUKYks6IsgK8HHp0kY3MpZil2d8PuJjmP7PRGzoahm2iMASlLB9dXgkd2enzTVtNpx0MbS+grnrPZZLubcaaboLVFKcGhZsRGM2CQGeejgVCmt9vDjAe3e/S7g5m9b+VA3QAbjZCVRkhWaAYY50P8FRUVl+IryWYrJtOa7tCQ52aiHO0HilbNZ7MVV00iTwGhp3jGZp1OkpFpQzPyJrVc/UxPXnfZQRxmmvawwJeCvtGEnkB5ZRStn2qssQyzgmGmnXaglBQoKTAWVuKArCgoNHiqfGzsOZtFYKztVqbmZ0PlQN0A/qiav58W1ANF6FdfsBUVi4YQsBwHbHuKobK06j5KlKNcrBGEnmI5DpxPGx0Ujq3WSXPDozsD+lk+2fgagc/RtRrHVt3V44LyfEqyAht4rMbnFcIrgadgt69Js8L586kZ+TQjny89tkfgKRjVCOaF4LH9AVmh+eZbV5x2Ase0BzlCCO7YaHB2hrPwDsyO/1/+y39BCHHZn/vvv39id7nXP/ShDz2pf7MMz+YUxnJ4OXb6rqiiouLyhF45sLYe+nzTVpPNZsRKI2SzGfFNW03qoY+Sorq+nyIiX/HMzSZ33bbKs7ZaPGOjybO2Wtx12yrP3Gw6Xwwf+YooUCTZ5fWGkqwgCpTzxwHlXMJ+ptnpZSAMkS9AGHZ6pVJ8vABBg4tlDGZ5HR+YCNTLXvYyTp48ecFz//Af/kP+83/+z7z4xS++4PmPfvSjvOY1r5k8brWenK5tkmnqIdyyHLOxNDt104qKiqeOtNAoCauNAGthsxVPin7LOpAAJVmoJpG00AtZRD5mUgxfX7xieF+VqukPnelxppsSB3LS/j/MDJ4U3LpScz4lnBaaXlJw50aDJDfsDTOGwwKlBMfWakS+pJe43zx1M2UMDowDFQQBW1tbk8d5nvM7v/M73HPPPYiLYqXLy8sX2D5Zlms+xw41FkZZtqKi4lKsBU9JDrciuommnxXk2iJHU+ebkSIr7IKMQdET9WszUr9uhIujfn0QEAJuXalTaMPDZ4c8uN/FaJAKNho1bluvcetK3fkUXpob+plmoxkReIp+WsoxyJF8T1Zo9gc5aW6cdqAuVunvplUK75r8zu/8DmfPnuXuu+++5LV77rmH9fV1XvKSl/ChD30IY55cW+NthxoLo69SUVFxecZfsEpKDjVDjrRijizHHGnFHGqGKCkXYgxKkmtOtxPaSQ6i1ExCQDvJOd1OSHI97yVOzfhYHtsd8OjugMd2BwtzDKGnqIWKpCi7OjGCwhgwZZtRUhhqoXLa6QAmOmjj074eejTjgHpYxl3ExMrtO4uxjMHpdsJXnujwxRP7M3vvAxOBupiPfOQjvPrVr+bo0aMXPP/zP//zfOd3fidxHPPJT36St7/97Zw9e5Z3vetdV3yvNE1J03TyuNPpAIsTUq6oqLgyF+vEjDeE8Z+LMgalPcjpJDkCQT87F4GqB6Ww5jgt5jpj5ynVBmMsAotG0E5yklwvxE1rN8k5sdOnl2rqkcey8sm1ZWeQkuqCZ242573Ea1Kqwfv00oKVy5z7vbSgHi5GZFMIy9e2u5xpp9hsdiKmzjtQ7373u3nPe95zVZv777//gjqnxx57jP/0n/4TH//4xy+xPd9ReuELXwjAfffdd1UH6n3ve99l15AW7t8NVVRUXJtWzWd/mPGN7R7GmomQphSS1Ubg/BiUtNDs9jP6aYEFYl9NBCi7aY4AdmXm/BBeKB3BnX5GN8nZGaQT7aG1Wkgz8p13BNNC843tPsaWYstYW2qKeVCPBElW8I3tPs/cbDr9WYSeYqsV8dCZHt0kv+CcGuYabSxbrcjpYxhzYndIb5jjK8F+Nrt923kH6p577uG1r33tVW1uu+22Cx5/9KMfZW1tje///u+/5vt/27d9G51Oh9OnT7O5uXlZm3e84x3ce++9k8edToejR4/y+N4Ao+KqvqCi4gAw0s4su3MBhJi00LuOtbA/yLBYluJzc9Y8JWgqSWeYla9btyUA0kJzqj3kxF6PLLe0Yp8gEmTacrqTsDdMUQKnHcHOMOfxvQHLsc9KI6QwFmtLdXtPCvZ6KY/vDegMcw413TyGMZtLEUmu2e1l9NP8ghuLw8sxmwvQPNVNcr6x3cVYy1ItIGJ2a3begVpfX2d9fX1qe2stH/3oR/nBH/xBfP/ad40PPPAAURSxvLx8RZswDAnDy0zRHtUXLEpYuaKi4vK0BzkIwTM2GvSSAm0MSkoakUd7mNMe5E5HPXJtSApNI7z8V7qvJL20INfG6e8pa+HxvSFZZthsxRTaUliLJyWbSxGn20Me3xvyrMNL817qFUnz8rNYrpefRdn9dc4NjwLJ/rAsvnadyFccX6uzHAfsDbLJUOSVWrAwgYNBVrDdS2mG5YBqkVcyBlfkU5/6FA899BBvfOMbL3ntd3/3dzl16hQvfelLieOYT3/607zzne/kh3/4hy/vIF2D3W6GF5iFqi+oqKi4kLFOjJJwppvSzwqMKbvwhrkmDiS9NGe5cDfq4StJ5ClybYgv83quDZGnnG+d76cF+8OcWiDYG2QM83NjUGJfEXiC/WFOPy2c3bxDXxJ6kmGmiYNLb+KHmSb05MIILy+ypARQOuGFwRuN/5nlUOED50B95CMf4WUvexnPec5zLnnN930++MEPcu+992KM4Y477uC+++7jrW9965P6twJPLlx9QUVFxYVYC0luGOalfEHkKzy/HB/STXKSXBD7ntMyBkKUsirtJKeb5OUxjEagJLlGSkEr8p3vJFRSILDs9HMi3yf0JcoDbaGfapI8p+Z7To8PWYp9bl2t8fDZPqGvy2MQ5TGkuaGXam5brzs9z+9yLOre1ox8lmKf3X5OYWG/n177L03JgXOg/tW/+ldXfO01r3nNBQKaN4qnJI3IX5j6goqKiksRAnpJTqYNK/WQvDBk2iApdaD2+mUhs8vOR+gpVusheuTk9bOCJD+nZQWwWg+d3wTHs9UKbcE/l/ga/1loiwrdnr8WeornbC3RHuYM0gKtBVIKjLGkhWWlHvCcrSXnP4uLWVRx1tCXHGnFPPDoLt00J5rhndCBc6DmwaLUF1RUVFwBIcgKw04vZZDrSQqv5isKbcpZYI7TqvkkuSbVBiU9JGAo9a1CJZ3vJIQyqt+MfJJCUw9UmcKbyDEotFE0I5/Aczv9dXStTlIYTuwMaA9TrC3n4K01Io6t1Ti6tjg324suzhp6ikNLEWuNEG1gfz+Z2XtXDtQMWJT6goqKikuxFgIlGKYFw8KwFPtEgSIrDNudhNiTrNYDp1N4UNaqLNd8Ht0dcqaXoI1FScGhRsRmM1yIzc5a2GrFaGMY5IZGqAg8SVYYhrlhtRaw1YoX4rN45maTjWbE6U5CYcykEH5RHA+4UJOrFpxLCy9S81RaaGqBx3O2lugkmjpVCs8JxsOEF6W+oKKi4lKEgExbokDRjAMGecEg00gBG82IXGsyx1N4UG52+4OcwJccX6tP5vkVxrI/yAl99wfYCgFLsUcUNNnupOwMUpKknL+2uRSxsRQSKOn8ZwGLX3wNZXdqqg2t2CcrDGlhkELQiv2F6E6F8agmwdG1Or1E4+nhzN67cqBugEFWcMvy4tQXVFRUXAFrCX3FSj2kWXgT/afAU+z1U5wPeXDhZjeuV/FkOYJjUTa781Xhn3146bKSEo1wsZp1Fmmt53O17tR64C1EdyqcG9XkKcmhJQ9R1Gb23pUDdQMU2tAd5guhVFxRUXF5rIVG5DPMC7pJjpICOe6aSnLiQDnfhTfe7KSAM530klEu0YJsdnCulqs9zEdpI1WmjYb5wtRyHQQOQncqXDqqaZbnf+VA3QCBUgujVFxRUXF5hIDIl0jpsd1JOd0dUmiLpwSbzZjlmvtpI2thmBuSrCA39pJRLkkuiAL3NzsoU1+brWhSuDwcOYKtaHEKlw8CF3enjvGVwFdyIbpTx5zvlGs9OwHTyoG6AW5ZqbG22liY8HhFRcWlhKMGkAe3exTG4kuJrwBbCjs+uqN59mG3286FKNeaFfqCzW48ymWvn6JHdTiLwKR+qFjc+qEDwbVOmAU5oc53yh9tFzN738qBugHGrbS1QC1MeLyiouJSkkKzN8gQQlALFL4S5NrSSwustSSLMDj8WuGlRQg/XUT1fTo/rC3r55TgssOEY18tTFTzfGylA+UWnhQM7UJ+P1VUPO1JC81eL2Mp9khzy5leOimWXYkDQl+w18tI17SzG/rFdVwXK5EvQh1XhVsIAbEvifyAJDMX1NU1w7KuTrAYQajz5Rga0exq6CoH6gbIijKXWhiLFItxIlVUVFxImhv2hjnWgO9JtloRSgi0tRgD1lj2RsNfXXWgxnVcURAwzMwlSuRxIGGBUngV8+f84utDSyFLhXdBOrU9zGlFi5F1Ob9DtZvPTq+xcqBugFOdBOOXolyHGpWMQUXFImIpU3W+hOXapUPF9wcpeWGwuBu+uWCza4a0Ch9jLVIIAk8u1GZX4Q6XdEQqsXAdkeMO1VpQnvvjwMcsqKSzbwABnNwf0hlkRAsyWbuiouJCpBBILPoKU9q1sUhKZ8RlWjWfUJXOUhklKDsHF2mzq3CLcfF1K/JJc003KUhzTSvyF0KFHMr0trGgjeFMN+VUpxrl4gTWWg63YiyWJDe05r2gioqK68ZXkrVGxG4/pZcWRL5CjXSgklwjhGC1Hjo/qun8TqPdfoq2FjVae9X+X/FkWfSOSCFKzcadfl7WAFZF5G6w2YpYXwrJtam68CoqFhQhYKMZIoSlm2gGWYEALGV0aq0RcKgRLlT9kBBiVPO0QIuucJpF3dtCT6ENnO2mNEOfvUE2s/euHKgbYHxCVV14FRWLS+gpVush2sJqHdqDbDL8tVULgMUY1XRhp5G3kINfKypmTVpoCmPQhWE7S1AzvKmoHKgZUHXhVVQsNuNi2VQbDi/HFwziXZT6ofM7jcb4StCKZSX2O0fGcwkXLfV1ULAWhpmmVQ8QQnB2r6qBcopBpqsOl4qKBebi8SG5WazxIRd3Gl1MJfb71JPkenI+jfWTGuFinE8HiVwbkkLTCD3iwEMnwczeu3KgboBcm6rDpaLigLDIxbLjTiNPXj4MXpUZPLWcn04tByJX6dR54StJ5Cn6acEg0+wNqxooJ0gLzeEFuUOtqKiYjkVxms5HiDLCURiLry51oqoyg6eWKp3qDkKUEdjTvSFZbrEzHMvkdl+u4xxqRtWdREVFxdwZC2kOsnJzyApDkuuJaOAg0zTCKn33VDBtOjVdhPmKB4DQUygpwQgCJdkZpDN77yoCdQOc6SZ4YVJFoCoqKuZOq+bTHmY8uN0D7ESKAQTrjaAqM3iKOKjp1EUthh934QlryYzlUD2a2XtXDtQNEHqqymlXVFQ4g6WckGBGO50djXNZsL16oTlo6dRFL4avuvAcxVjLauxXOe2Kioq50x7kCCG4Y6NxSbSg+o566jh/LmErvrRKZpG6tg9CMfzFXXgyv3Te5ZOlqoG6AU63E850UqSgymlXVFTMjYvrbkJPEflqsklXdTdPLefPJcy1wVq7kF3b5xfD+0oihMBXklbsk2pDe5DPe4nXZNyFl+uyHtD3Zuf2VA7UDRB4km6as9/PGOZm4XLaFRUVB4Np6m7MAtbdLCoHYQjvQSmGFwKWaz5SCrpJPnGkZkGVwrsBPCVpRD57/RRtFyenXVFRcbA4aHU3B4FF1hWDg1MMf/6oJoDt/uwWXEWgZoXrZ1FFRcWB5WIZg4upZAzmx8Xp1EXhfKf8ciySU96q+TRDj8CTrDVmp0ReOVA3QK4N3SQnDhSNyK98qIqKirlxUOpuKtzgIDnl56dU7Qw36iqFdwPk2rIS+cSBhCqFV1FRMUcunuc3tIs1z6/CPcZDttvD/IIuvEGmF84pH6dUpa7N7D0rB+oG2FqKWGuGtIf5wrSlVlRUHFwWve6mwi0OolM+y+uhcqBugNxU4fGKigr3qJymillROeVXpqqBugEe3R2Q5YblBfXEKyoqKioqpmFRi+FvJpUDdQPcuhoT+JL9QanKWlFRUVExO9JCk+Taea2hiqcnVQrvBmgEPs1qlEtFRYVjLOrg1zHj+Wt7g4zCWDwpWKkFC1t3U3EwqRyoGyAtNE3OKbIuF1UheUXForPIzseiD36F8hge2emz28sw1iBGQ5H3+hmrjYDja/WFOZaKg83CpPDe+9738rKXvYxarcby8vJlbU6cOMH3fd/3Ua/XWV9f58d+7MfIsuwCmy996Uu84hWvII5jbrnlFu67774nrQsxnoVXaFONSaioWHDGg1Mf2x3w6O6Ax3YHnG4nC5OeH6+/neSEvqIZeYS+op3kC3UcpzsJJ/eHIKAe+jQjn3rog4CT+0NOd5J5L/G6qNKQB5eFiUBlWcbf+lt/i5e+9KV85CMfueR1rTXf+73fy6FDh/jMZz7Dzs4Ob3jDG7DW8uu//usAdDod/qf/6X/ila98Jffffz9f+9rXuPvuu6nX67z97W+/7jWNZ+H10pxWHFQ6UBUVC8r5U+eVBF8KtF2sqfPnD34d4ytBK5YLU2aQFppT7QQlBc3o3HF4StBUkkIbTrUTtlqR89HBgxANrLg6C+NAvec97wHgYx/72GVf/4M/+AO+/OUv8+ijj3LkyBEAfuVXfoW7776b9773vSwtLfEv/+W/JEkSPvaxjxGGIc9//vP52te+xj/+x/+Ye++9F3GdHtB4Ft7J/eHCKLJWVFRcSnuQ00lyBIJ+dm7DqwflMNhxK7erTDv41fUygyTX9NOcldrlx200Qo+9QUaSa+ePY+yQny9AuUgOecW1WZgU3rX44z/+Y57//OdPnCeAV7/61aRpyuc+97mJzSte8QrCMLzA5oknnuDhhx++7n9zPMqlGXsoSRWirahYQNJCs9vP6KcF3TQfjbDwCD1FN83ppwW7/czp63uawa+LUGYgEIDgSsu0Eyu3w/3nRwN9JRFC4CtJK/ZJtaE9yOe9xKcts7yOFyYCdS1OnTrF5ubmBc+trKwQBAGnTp2a2Nx2220X2Iz/zqlTp7j99tsv+95pmpKm6eRxu90GYL/d4ZCSNCJFMkhpt011V1FRsWAkuebx0/tYLM3YJzlvbxNAd5jT6wjWQu3s9Z0Wmn5vQJEofHXpfXGuDWmh6foFmcORm7TQkA7YHhqWLxOF2h9kBFKSDgM6uZvHkRaak3uD0gHPL/0stDac7GmkrjkdRTtoJLmmM8g5tbMLMJOZeHN1oN797ndPUnNX4v777+fFL37xVO93uRSctfaC5y+2Gf8Sr5a+e9/73nfZdX7/y18w1boqKioqKioq3GFnZ4dWq3VD7zFXB+qee+7hta997VVtLo4YXYmtrS3++3//7xc8t7e3R57nkyjT1tbWJBo1Znt7G+CS6NX5vOMd7+Dee++dPN7f3+f48eOcOHHihj+Aihuj0+lw9OhRHn30UZaWlua9nKc11WfhDtVn4Q7VZ+EW7XabY8eOsbq6esPvNVcHan19nfX19Zm810tf+lLe+973cvLkSQ4fPgyUheVhGHLXXXdNbH72Z3+WLMsIgmBic+TIkas6amEYXlA3NabValUXhCMsLS1Vn4UjVJ+FO1SfhTtUn4VbSHnjJeALU0R+4sQJvvCFL3DixAm01nzhC1/gC1/4Ar1eD4BXvepVPPe5z+X1r389DzzwAJ/85Cf5yZ/8Sd70pjdNTtrXve51hGHI3XffzZ/92Z/x7/7dv+MXfuEXnlQHXkVFRUVFRcXTl4UpIv+5n/s5/vk//+eTx9/6rd8KwKc//Wm+/du/HaUU/+E//Afe8pa38PKXv5w4jnnd617H+9///snfabVafOITn+Ctb30rL37xi1lZWeHee++9ID1XUVFRUVFRUXEtFsaB+tjHPnZFDagxx44d4/d+7/euavPN3/zN/OEf/uENrSUMQ/7RP/pHl03rVTy1VJ+FO1SfhTtUn4U7VJ+FW8zy8xB2Fr18FRUVFRUVFRVPIxamBqqioqKioqKiwhUqB6qioqKioqKi4jqpHKiKioqKioqKiuukcqAqKioqKioqKq6TyoG6Tj74wQ9y++23E0URd911F//tv/23eS/pacf73vc+XvKSl9BsNtnY2OCv//W/zle/+tV5L6uC8rMRQvATP/ET817K05bHH3+cv/t3/y5ra2vUajVe+MIXTgaqVzx1FEXBu971Lm6//XbiOOaOO+7gvvvuwxgz76UdeP7wD/+Q7/u+7+PIkSMIIfh//9//94LXrbW8+93v5siRI8RxzLd/+7fz53/+59f971QO1HXwW7/1W/zET/wE73znO3nggQf4q3/1r/Ld3/3dnDhxYt5Le1rxX//rf+Wtb30rn/3sZ/nEJz5BURS86lWvot/vz3tpT2vuv/9+PvzhD/OCF1QzIufF3t4eL3/5y/F9n9///d/ny1/+Mr/yK7/C8vLyvJf2tOMXf/EX+dCHPsQ//af/lL/4i7/gl37pl/jlX/7/27vzoCjrPw7g72215VpWwGBRTpVlOZLTHI1cScQLw0xAREHRRhQSQUVHUnEMLCvHA8NIRNMULM2LUSG5vbiVgIFEBDKR1AYvDlm+vz8cn3F/gLpmrbaf18yOPt/nej/POD6f+TzP7vMltm7dqupo/3n379+Hg4MD4uPje5y/YcMGbNy4EfHx8SgsLIRYLMbYsWNx9+5d5XbEyHN75513WEhIiMKYVCplK1asUFEiwhhjzc3NDADLyclRdRS1dffuXWZlZcUyMjKYTCZj4eHhqo6klpYvX87c3NxUHYMwxiZNmsSCg4MVxqZOncpmzpypokTqCQD7+eefuemuri4mFovZ559/zo21tbUxkUjEtm/frtS2qQP1nDo6OlBcXAxPT0+FcU9PT5w9e1ZFqQjw6OWQAF7KyyHJiwkNDcWkSZPg4eGh6ihq7ejRo3B1dYWPjw8MDQ3h5OSE7777TtWx1JKbmxtOnz6NmpoaAMDFixeRn5+PiRMnqjiZequrq0NTU5PCtVwgEEAmkyl9LX9tfolc1W7evLjBk7MAAA8ASURBVAm5XA4jIyOFcSMjIzQ1NakoFWGMITIyEm5ubrC3t1d1HLWUkpKCkpISFBYWqjqK2rty5QoSEhIQGRmJlStXoqCgAIsWLYJAIEBgYKCq46mV5cuXo6WlBVKpFHw+H3K5HLGxsfD391d1NLX2+Hrd07W8vr5eqW1RAaWk/3/pMGOMXkSsQmFhYbh06RLy8/NVHUUtNTY2Ijw8HOnp6dDQ0FB1HLXX1dUFV1dXxMXFAXj0ztCKigokJCRQAfUvS01Nxd69e7Fv3z7Y2dmhrKwMixcvxoABAxAUFKTqeGrvZVzLqYB6Tv379wefz+/WbWpubu5WyZJ/xyeffIKjR48iNzcXJiYmqo6jloqLi9Hc3AwXFxduTC6XIzc3F/Hx8Whvbwefz1dhQvVibGwMW1tbhTEbGxscPHhQRYnU17Jly7BixQpMnz4dwKP3sNbX12P9+vVUQKmQWCwG8KgTZWxszI2/yLWcnoF6Tm+++SZcXFyQkZGhMJ6RkYGRI0eqKJV6YowhLCwMhw4dQmZmJiwtLVUdSW2NGTMG5eXlKCsr4z6urq4ICAhAWVkZFU//snfffbfbT3rU1NTA3NxcRYnU14MHD/DGG4qXWD6fTz9joGKWlpYQi8UK1/KOjg7k5OQofS2nDpQSIiMjMWvWLLi6umLEiBFITExEQ0MDQkJCVB1NrYSGhmLfvn04cuQIhEIh1xUUiUTQ1NRUcTr1IhQKuz17pq2tDQMDA3omTQUiIiIwcuRIxMXFwdfXFwUFBUhMTERiYqKqo6mdyZMnIzY2FmZmZrCzs0NpaSk2btyI4OBgVUf7z7t37x4uX77MTdfV1aGsrAz6+vowMzPD4sWLERcXBysrK1hZWSEuLg5aWlqYMWOGcjt6GV8TVCfbtm1j5ubm7M0332TOzs701XkVANDjJzk5WdXRCGP0MwYqduzYMWZvb88EAgGTSqUsMTFR1ZHU0p07d1h4eDgzMzNjGhoabNCgQSw6Opq1t7erOtp/XlZWVo/XiKCgIMbYo58yWLNmDROLxUwgELBRo0ax8vJypffDY4yxl1HxEUIIIYSoC3oGihBCCCFESVRAEUIIIYQoiQooQgghhBAlUQFFCCGEEKIkKqAIIYQQQpREBRQhhBBCiJKogCKEEEIIURIVUIQQQgghSqICipDXXExMDBwdHVUdo0evcjbycmVmZkIqlT7Xu96OHz8OJycnei8cea1RAUXIK4zH4z31M3v2bCxduhSnT59WSb6DBw9i+PDhEIlEEAqFsLOzw5IlS7j5qsz2WHZ2tsI509TUhJ2d3Sv9frjZs2dzefv27QsjIyOMHTsWO3fufGWLjqioKERHR3d7gW5PvLy8wOPxsG/fvn8hGSH/DCqgCHmFXb9+nfts2rQJurq6CmObN2+Gjo4ODAwM/vVsv/zyC6ZPn45p06ahoKAAxcXFiI2NRUdHB7eMqrL1pLq6GtevX0dlZSXmz5+PBQsWqLy4e5rx48fj+vXruHr1Kk6cOAF3d3eEh4fDy8sLnZ2dqo6n4OzZs/jtt9/g4+Pz3OvMmTMHW7du/QdTEfLPogKKkFeYWCzmPiKRCDwer9vY/98mmz17NqZMmYK4uDgYGRmhX79+WLt2LTo7O7Fs2TLo6+vDxMQEO3fuVNjXtWvX4OfnBz09PRgYGMDb2xtXr17tNdvx48fh5uaGZcuWwdraGhKJBFOmTFG4KPaW7auvvoKxsTEMDAwQGhqKhw8fcsu0t7cjKioKpqamEAgEsLKyQlJSEje/srISEydOhI6ODoyMjDBr1izcvHnzmefS0NAQYrEYlpaWWLRoESwsLFBSUsLNZ4xhw4YNGDRoEDQ1NeHg4ICffvqJmy+XyzF37lxYWlpCU1MT1tbW2Lx5s8I+XvTc90QgEEAsFmPgwIFwdnbGypUrceTIEZw4cQK7du3ilmtoaIC3tzd0dHSgq6sLX19f3LhxAwDQ0tICPp+P4uJi7hj19fUxbNgwbv39+/fD2NgYAHD16lXweDwcOnQI7u7u0NLSgoODA86dO/fUrCkpKfD09ISGhgY3dvHiRbi7u0MoFEJXVxcuLi4oKiri5n/wwQcoKCjAlStXnnkuCHkVUQFFyH9QZmYm/vjjD+Tm5mLjxo2IiYmBl5cX9PT0cOHCBYSEhCAkJASNjY0AgAcPHsDd3R06OjrIzc1Ffn4+dHR0MH78eIWO0pPEYjEqKirw66+/KpUtKysLtbW1yMrKwu7du7Fr1y6FgiAwMBApKSnYsmULqqqqsH37dujo6AB41JGTyWRwdHREUVERTp48iRs3bsDX1/e5988Yw8mTJ9HY2Ijhw4dz459++imSk5ORkJCAiooKREREYObMmcjJyQEAdHV1wcTEBAcOHEBlZSVWr16NlStX4sCBAwrbV/bcK+P999+Hg4MDDh06xB3LlClTcPv2beTk5CAjIwO1tbXw8/MDAIhEIjg6OiI7OxsAcOnSJe7PO3fuAHh0i1MmkynsJzo6GkuXLkVZWRkkEgn8/f2f2vXKzc2Fq6urwlhAQABMTExQWFiI4uJirFixAn379uXmm5ubw9DQEHl5eUqfB0JeCYwQ8lpITk5mIpGo2/iaNWuYg4MDNx0UFMTMzc2ZXC7nxqytrdl7773HTXd2djJtbW22f/9+xhhjSUlJzNramnV1dXHLtLe3M01NTXbq1Kke89y7d49NnDiRAWDm5ubMz8+PJSUlsba2tmdm6+zs5MZ8fHyYn58fY4yx6upqBoBlZGT0uM9Vq1YxT09PhbHGxkYGgFVXV/e4TlZWFgPAtLW1mba2NuvTpw9744032GeffaZwLBoaGuzs2bMK686dO5f5+/v3uF3GGFu4cCH76KOPuh2fMue+J0FBQczb27vHeX5+fszGxoYxxlh6ejrj8/msoaGBm19RUcEAsIKCAsYYY5GRkczLy4sxxtimTZvYtGnTmLOzM0tLS2OMMSaRSFhCQgJjjLG6ujoGgO3YsaPb9qqqqnrNKxKJ2Pfff68wJhQK2a5du3pdhzHGnJycWExMzFOXIeRV1UeFtRsh5B9iZ2en8DCvkZER7O3tuWk+nw8DAwM0NzcDAIqLi3H58mUIhUKF7bS1taG2trbHfWhrayMtLY3rJp0/fx5LlizB5s2bce7cOWhpafWajc/nc9PGxsYoLy8HAJSVlYHP53friDxWXFyMrKwsriP1pNraWkgkkh7XA4C8vDwIhUK0t7ejoKAAYWFh0NfXx4IFC1BZWYm2tjaMHTtWYZ2Ojg44OTlx09u3b8eOHTtQX1+P1tZWdHR0dPuWobLnXlmMMfB4PABAVVUVTE1NYWpqys23tbVFv379UFVVhWHDhmH06NFISkpCV1cXcnJyMGbMGJiZmSEnJwfOzs6oqanpdr6HDh3K/f3x7b3m5mZIpdIeM7W2tircvgOAyMhIzJs3D3v27IGHhwd8fHwwePBghWU0NTXx4MGDFzoPhKgaFVCE/Ac9easEAPdtrv8fe/yNrq6uLri4uOCHH37otq233nrrqfsaPHgwBg8ejHnz5iE6OhoSiQSpqamYM2fOc2d7nENTU/Op++rq6sLkyZPxxRdfdJv3+ELfG0tLS/Tr1w/AoyLnwoULiI2NxYIFC7j9p6WlYeDAgQrrCQQCAMCBAwcQERGBr7/+GiNGjIBQKMSXX36JCxcuPPP4nnbMyqqqqoKlpSUAxWLqSU+Ojxo1Cnfv3kVJSQny8vKwbt06mJqaIi4uDo6OjjA0NISNjU2vx/B4O0/L279/f/z1118KYzExMZgxYwbS0tJw4sQJrFmzBikpKfjwww+5ZW7fvv3Mf1+EvKqogCKEwNnZGampqTA0NISuru4Lb8fCwgJaWlq4f//+C63/9ttvc50SDw+PHnMePHgQFhYW6NPn7/33xefz0draCuBR10YgEKChoaHX7ldeXh5GjhyJhQsXcmO9def+KZmZmSgvL0dERASAR7kbGhrQ2NjIdaEqKyvR0tLCFUWPn4OKj48Hj8eDra0tBgwYgNLSUhw/frzX41WGk5MTKisru41LJBJIJBJERETA398fycnJXAH1uLv5ZIePkNcJPUROCEFAQAD69+8Pb29v5OXloa6uDjk5OQgPD8fvv//e4zoxMTGIiopCdnY26urqUFpaiuDgYDx8+LDbrbDnZWFhgaCgIAQHB+Pw4cOoq6tDdnY296B2aGgobt++DX9/f+4bXOnp6QgODoZcLn/qtpubm9HU1IT6+nr8+OOP2LNnD7y9vQEAQqEQS5cuRUREBHbv3o3a2lqUlpZi27Zt2L17NwBgyJAhKCoqwqlTp1BTU4NVq1ahsLDwhY7zebS3t6OpqQnXrl1DSUkJ4uLi4O3tDS8vLwQGBgIAPDw8MHToUAQEBKCkpAQFBQUIDAyETCZTeKh79OjR2Lt3L2QyGXg8HvT09GBra4vU1FSMHj36b2cdN24c8vPzuenW1laEhYUhOzsb9fX1OHPmDAoLCxU6XefPn4dAIMCIESP+9v4JUQUqoAgh0NLSQm5uLszMzDB16lTY2NggODgYra2tvXakZDIZrly5gsDAQEilUkyYMAFNTU1IT0+HtbX1C2dJSEjAtGnTsHDhQkilUnz88cdcR2vAgAE4c+YM5HI5xo0bB3t7e4SHh0MkEj3zBxytra1hbGyMIUOGYPny5Zg/f77CTy6sW7cOq1evxvr162FjY4Nx48bh2LFj3O2ykJAQTJ06FX5+fhg+fDhu3bql0I162U6ePAljY2NYWFhg/PjxyMrKwpYtW3DkyBHuGTIej4fDhw9DT08Po0aNgoeHBwYNGoTU1FSFbbm7u0MulysUSzKZDHK5/KV0oGbOnInKykpUV1cDeNTdu3XrFgIDAyGRSODr64sJEyZg7dq13Dr79+9HQEBAr8/KEfKq4zHGmKpDEEIIeb1FRUWhpaUF33777TOX/fPPPyGVSlFUVMQVqIS8bqgDRQgh5G+Ljo6Gubn5M2+lAkBdXR2++eYbKp7Ia406UIQQQgghSqIOFCGEEEKIkqiAIoQQQghREhVQhBBCCCFKogKKEEIIIURJVEARQgghhCiJCihCCCGEECVRAUUIIYQQoiQqoAghhBBClEQFFCGEEEKIkv4HCsq0pZTwU6EAAAAASUVORK5CYII=", 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_deltaE_vs_up_time(df_2025_simple_complete,'2025')" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "df_2020_simple_complete.to_csv(\"csv_data/merged/Spring2020_with_up_time.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "df_2023_simple_complete.to_csv(\"csv_data/merged/Spring2023_with_up_time.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "df_2025_simple_complete.to_csv(\"csv_data/merged/Spring2025_with_up_time.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [ + { + "datasetId": 7576391, + "sourceId": 12040156, + "sourceType": "datasetVersion" + } + ], + "dockerImageVersionId": 31040, + "isGpuEnabled": false, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/coherent_edge_nudges/backlash_study_combined.ipynb b/coherent_edge_nudges/backlash_study_combined.ipynb new file mode 100644 index 0000000..9d97d29 --- /dev/null +++ b/coherent_edge_nudges/backlash_study_combined.ipynb @@ -0,0 +1,8131 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Look at Runs With Backlash \n", + "Runs involve reversal of the goniometer motor. This results in backlash, were multiple nudges are needed before movement occurs." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2025-06-09T16:13:09.005543Z", + "iopub.status.busy": "2025-06-09T16:13:09.005200Z", + "iopub.status.idle": "2025-06-09T16:13:09.013975Z", + "shell.execute_reply": "2025-06-09T16:13:09.013041Z", + "shell.execute_reply.started": "2025-06-09T16:13:09.005518Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.ticker as ticker\n", + "import statistics\n", + "pd.set_option('display.max_columns',500)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T16:13:18.498952Z", + "iopub.status.busy": "2025-06-09T16:13:18.498621Z", + "iopub.status.idle": "2025-06-09T16:13:38.621233Z", + "shell.execute_reply": "2025-06-09T16:13:38.620288Z", + "shell.execute_reply.started": "2025-06-09T16:13:18.498919Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_60842/1971075393.py:1: DtypeWarning: Columns (31,32,33) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df_2020 = pd.read_csv(\"csv_data/merged/Spring2020Merged_goodRuns.csv\")\n", + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_60842/1971075393.py:2: DtypeWarning: Columns (32,33,34) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df_2023 = pd.read_csv(\"csv_data/merged/Spring2023Merged_goodRuns.csv\")\n", + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_60842/1971075393.py:3: DtypeWarning: Columns (31,32,33) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df_2025 = pd.read_csv(\"csv_data/merged/Spring2025Merged_goodRuns.csv\")\n" + ] + } + ], + "source": [ + "df_2020 = pd.read_csv(\"csv_data/merged/Spring2020Merged_goodRuns.csv\")\n", + "df_2023 = pd.read_csv(\"csv_data/merged/Spring2023Merged_goodRuns.csv\")\n", + "df_2025 = pd.read_csv(\"csv_data/merged/Spring2025Merged_goodRuns.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "# select runs with a nudge, and potential backlash based on motor inputs\n", + "def select_data(df_in):\n", + " df_out = df_in[(df_in['RunHasNudge'])&(df_in['RunHasBacklash'])&(df_in['goodRun'])]\n", + " return df_out\n", + "df_2020_good = select_data(df_2020)\n", + "df_2023_good = select_data(df_2023)\n", + "df_2025_good = select_data(df_2025)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "# copy viz code from other notebook (or make it a utility aviailble to all would be better)\n", + "backlash_runs_2020 = df_2020_good['RunNumber'].unique()\n", + "backlash_runs_2023 = df_2023_good['RunNumber'].unique()\n", + "backlash_runs_2025 = df_2025_good['RunNumber'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "128\n" + ] + } + ], + "source": [ + "print(len(backlash_runs_2020))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Date-Time', 'RunNumber', 'DAQ:STATUS', 'CBREM:PLANE', 'GONI:ROLL',\n", + " 'GONI:ROLL.RBV', 'GONI:X', 'GONI:X.RBV', 'GONI:Y', 'GONI:Y.RBV',\n", + " 'GONI:PITCH', 'GONI:PITCH.RBV', 'GONI:YAW', 'GONI:YAW.RBV', 'AC:X',\n", + " 'AC:Y', 'EBEAM:CURRENT', 'EBEAM:ENERGY', 'EBEAM:X', 'EBEAM:Y',\n", + " 'CBREM:SET_ENERGY', 'CBREM:ENERGY_UNC', 'CBREM:ENERGY', 'RADIATOR:ID',\n", + " 'RADIATOR:NAME', 'goodRun', 'TimeStamp', 'RunHasNudge',\n", + " 'NudgeDuringRun', 'NudgeOccurred', 'TotalNudgeSize_thisRun',\n", + " 'NudgeSequence', 'NudgeSequenceReduced_Correct',\n", + " 'NudgeSequenceReduced_Naive', 'TotalNudges_thisRun',\n", + " 'RunHasAbnormalNudge', 'RunHasBacklash', 'ConfigChange_inProgress',\n", + " 'BacklashNudge', 'NudgeNumber', 'NudgePitchSize', 'NudgeYawSize',\n", + " 'PitchMotionSize', 'YawMotionSize', 'MotionDone', 'NudgeEnSize_10s',\n", + " 'CBREM:ENERGY_LAG_ADJUSTED'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "print(df_2020_good.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BacklashNudge\n", + "False 790065\n", + "True 379\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "print(df_2020_good['BacklashNudge'].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import matplotlib.ticker as ticker\n", + "import numpy as np\n", + "import statistics\n", + "pd.set_option('display.max_columns',500)\n", + "\n", + "def plot_run(df_in, runNumber):\n", + " runNumber = int(runNumber)\n", + "\n", + " # min and max coherent edge energy to include\n", + " minE = 8550\n", + " maxE = 8650\n", + " expectedE = 8600\n", + "\n", + " if (runNumber>80000) and (runNumber < 130000):\n", + " minE = 8520\n", + " maxE = 8720\n", + " expectedE = 8620\n", + " elif runNumber>130000:\n", + " minE = 8800\n", + " maxE = 9000\n", + " expectedE = 8900\n", + "\n", + "\n", + " print(\"plotting for run \",runNumber)\n", + "\n", + " # get df for just this run\n", + " df_run = df_in[df_in['RunNumber']==runNumber]\n", + " df_run.reset_index(inplace=True)\n", + "\n", + " print(\"Full nudge sequence is \",df_run['NudgeSequence'].mode())\n", + " print(\"Reduced nudge sequence is \",df_run['NudgeSequenceReduced_Naive'].mode())\n", + " print(\"Reduced nudge sequence w/ backlash is \",df_run['NudgeSequenceReduced_Correct'].mode())\n", + "\n", + "\n", + " print(df_run['TotalNudges_thisRun'].unique(),\"nudges this run\")\n", + "\n", + " # only want to display neighborhood around nudges, so find time of first nudge\n", + " df_first_nudge = df_run[df_run['NudgeNumber']==1]\n", + " if df_first_nudge.empty:\n", + " print(\"ERROR: First nudge df is empty, skipping Run\",runNumber)\n", + " return\n", + " df_first_nudge.reset_index(inplace=True,drop=True)\n", + " first_nudge_time = df_first_nudge.loc[0,'TimeStamp']\n", + "\n", + " df_run_nudges = df_run[(df_run['NudgeOccurred'])&(df_run['NudgeNumber']>=1)]\n", + "\n", + " # get the time when the DAQ turned on (status 2)\n", + " df_daq_on = df_run[(df_run['DAQ:STATUS']==2)]\n", + " df_daq_on.reset_index(inplace=True)\n", + " daq_on_time = -100\n", + " if not df_daq_on.empty:\n", + " daq_on_time = df_daq_on.loc[0,'TimeStamp']\n", + "\n", + " max_nudge_time = df_run_nudges['TimeStamp'].max()\n", + " # df for all times\n", + " df_vis = df_run[(df_run['TimeStamp']>=first_nudge_time-30)&(df_run['TimeStamp']<=(max(daq_on_time,max_nudge_time)+30))&(df_run['CBREM:ENERGY']>minE)&(df_run['CBREM:ENERGY']1 or abs(current_yawDiff)>1:\n", + " #print(df_this_nudge)\n", + " continue\n", + "\n", + " pitchDiffs.append(current_pitchDiff)\n", + " yawDiffs.append(current_yawDiff)\n", + " nudge_times.append(nudge_time)\n", + " \n", + "\n", + "\n", + " \n", + " if nudge_has_backlash:\n", + " init_backlash_times.append(nudge_time)\n", + " end_backlash_times.append(nudge_time)\n", + " if not backlash_label_set:\n", + " ax1.axvline(nudge_time,color='gray',linestyle='--',label='Backlash')\n", + " backlash_label_set = True \n", + " else:\n", + " ax1.axvline(nudge_time,color='gray',linestyle='--')\n", + " else:\n", + " if nudge_dir=='u':\n", + " if not up_nudge_label_set:\n", + " ax1.axvline(nudge_time,color='lime',linestyle='--',label='Up Nudge')\n", + " up_nudge_label_set = True\n", + " else:\n", + " ax1.axvline(nudge_time,color='lime',linestyle='--')\n", + " if nudge_dir=='d':\n", + " if not down_nudge_label_set:\n", + " ax1.axvline(nudge_time,color='r',linestyle='--',label='Down Nudge')\n", + " down_nudge_label_set = True\n", + " else:\n", + " ax1.axvline(nudge_time,color='r',linestyle='--')\n", + "\n", + "\n", + " \n", + " # df to get 30 seconds after daq on or last nudge, which ever is later \n", + " df_end = df_run[(df_run['TimeStamp']>=max(max_nudge_time,daq_on_time))]\n", + " df_end.reset_index(inplace=True)\n", + "\n", + " end_times = list(df_end.loc[0:60,'TimeStamp'])\n", + " if len(end_times)==0:\n", + " end_times.append(max_nudge_time+15)\n", + "\n", + " ax2.plot(nudge_times,yawDiffs,marker='o',label='Yaw Diff')\n", + " ax2.plot(nudge_times,pitchDiffs,marker='o',label='Pitch Diff')\n", + "\n", + "\n", + "\n", + "\n", + " if len(end_times)>0:\n", + " ax1.axvline(daq_on_time,color='black',label='DAQ On')\n", + "\n", + " if end_times[0]>max_nudge_time:\n", + " nudge_times+=end_times\n", + " \n", + "\n", + " # for more than one backlash event, \n", + " for i in range(len(init_backlash_times)):\n", + " ax1.axvspan(init_backlash_times[i],end_backlash_times[i]+15,color='gray',alpha=0.1)\n", + "\n", + "\n", + " plt.xlabel(\"Time Stamp (s)\")\n", + "\n", + "\n", + " ax1.plot(df_vis['TimeStamp'],df_vis['CBREM:ENERGY'],color='b')\n", + " ax1.yaxis.set_minor_locator(ticker.MultipleLocator(5))\n", + " \n", + " ax1.axhspan(expectedE-10,expectedE+10,color='g',alpha=0.1)\n", + " ax1.axhline(expectedE,color='g',linestyle='--')\n", + "\n", + " ax2.legend()\n", + " \n", + " plane_value = df_end.loc[0,'CBREM:PLANE']\n", + "\n", + " plane_str = 'PARA'\n", + " if plane_value==2:\n", + " plane_str = \"PERP\"\n", + " elif plane_value==0:\n", + " plane_str = \" Undefined\"\n", + "\n", + " radiator_name = df_vis['RADIATOR:NAME'].mode()[0]\n", + " if \"Undefined\" not in radiator_name:\n", + " radiator_name = radiator_name.strip('deg')\n", + " print(df_vis['RADIATOR:NAME'].value_counts())\n", + " \n", + " titleStr = 'Run '+str(runNumber)+\" \"+plane_str+\" \"+radiator_name+plane_str\n", + " \n", + " ax1.set_title(titleStr)\n", + "\n", + " ax1.set_ylabel(\"Photon Energy (GeV)\")\n", + " ax1.legend()\n", + "\n", + " \n", + "\n", + " \n", + " plt.savefig(\"plots/backlash/plot_run_\"+str(runNumber)+\".pdf\")\n", + " plt.show()\n", + "\n", + " plt.clf()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# all the plots that go in the overleaf doc \n", + "plot_run(df_2020_good,72257)\n", + "plot_run(df_2020_good,73263)\n", + "plot_run(df_2020_good,72127)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plot_run(df_2020_good,72388)\n", + "plot_run(df_2020_good,72815)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(df_2020_good.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_tmp = df_2020[(df_2020['RunNumber']>=72420)&(df_2020['RunNumber']<=72434)]\n", + "df_tmp = df_tmp[df_tmp['NudgeOccurred']]\n", + "df_tmp = df_tmp[['RunNumber','GONI:YAW','GONI:PITCH','TimeStamp','NudgeOccurred','BacklashNudge']]\n", + "df_tmp.to_csv(\"tmp2.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for runNum in backlash_runs_2020:\n", + " plot_run(df_2020_good,runNum)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120311\n", + "Full nudge sequence is Series([], Name: NudgeSequence, dtype: object)\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[0] nudges this run\n", + "ERROR: First nudge df is empty, skipping Run 120311\n", + "plotting for run 120313\n", + "Full nudge sequence is 0 dud\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[3] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 140\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120315\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 1695\n", + "Undefined 26\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120322\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 253\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120353\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 239\n", + "Undefined 16\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120372\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 727\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120398\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 633\n", + "Undefined 5\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120404\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 135\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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er0evXr1Uj6s2v169eilFEgCEh4ejoqICWVlZ9fapqKhASUmJxUZty5G8q6pFEgAIgAJjOY7kXb1zkyIiolbTYoVSYWEhOnToUKe9Q4cOKCwsVO0DAH5+fhbtfn5+yr7CwkI4OTnB29tbNaap87t1HG9vbzg5OakeZ+nSpcrzVlqtFl26dGnyeGQdiq6rF0m/JI6IiKxbswulxMREaDSaBrevvvoKAKDR1L01ISL1tv/crfub0qcpMY2N09hxFixYAKPRqGwXLlxo1nj029fB0+W2xhERkXVr9tcDxMXFYfz48Q3GBAQE4Pjx4/jhhx/q7Pvxxx/rrOTU0ul0AGpWezp27Ki0FxUVKX10Oh1MJhOKi4stVpWKiooQGhra5PPQ6XTIzMy0aCsuLkZlZaXq/JydneHs7NzkMcj69O/mg45aFxQay1Hfw3u1zyj17+Zzp6dGREStoNkrSr6+vggKCmpwc3FxwcCBA2E0GnHkyBGlb2ZmJoxGo2pB061bN+h0OuzevVtpM5lM2L9/v9KnX79+cHR0tIgpKChATk5OswqlgQMHIicnBwUF//sE065du+Ds7Ix+/fo1+TjUttjbabDoDz0B1BRFP1f7etEfevJBbiIiG9Fizyj16NEDw4cPx9SpU5GRkYGMjAxMnToVERERFp94CwoKQmpqKoCaW2Hx8fFYsmQJUlNTkZOTg9jYWLi5uSE6OhoAoNVq8fTTTyMhIQF79uzBsWPHMHHiRPTu3RtDhgxRjpufnw+DwYD8/HxUV1fDYDDAYDCgtLQUADBs2DD07NkTMTExOHbsGPbs2YM5c+Zg6tSp/ASbjRveqyPemtgXOq3l7TWd1gVvTeyL4b06qvQkIqI2R1rQTz/9JBMmTBBPT0/x9PSUCRMmSHFxsUUMANmwYYPy2mw2y6JFi0Sn04mzs7M88sgjcuLECYs+ZWVlEhcXJz4+PuLq6ioRERGSn59vETN58mRBzYeULLa9e/cqMefPn5eRI0eKq6ur+Pj4SFxcnJSXlzf5/IxGowAQo9HY5D5kPaqqzXIo94p8dOyiHMq9IlXV5taeEhER3QbN+fvdYt+jZAv4PUpERETWpzl/v/lbb79CbY3J71MiIiKyHrV/t5uyVsRC6Veo/VkVfp8SERGR9bl+/Tq0Wm2DMbz19iuYzWZcvnwZnp6ezf4OJ2tTUlKCLl264MKFCzZ9m5F5YA5qMQ81mIcazEMNa8mDiOD69evQ6/Wws2v4c21cUfoV7Ozs0Llz59aexh3l5eX1m37z3ynMA3NQi3mowTzUYB5qWEMeGltJqtViXw9AREREZO1YKBERERGpYKFETeLs7IxFixbZ/E+4MA/MQS3moQbzUIN5qNEW88CHuYmIiIhUcEWJiIiISAULJSIiIiIVLJSIiIiIVLBQIiIiIlLBQsmGVVVVYeHChejWrRtcXV1x991346WXXoLZbFZiRASJiYnQ6/VwdXXFo48+ipMnT1ocp6KiAjNmzICvry/c3d0RGRmJixcv3unT+UUay0FlZSXmz5+P3r17w93dHXq9HpMmTcLly5ctjmPNOQCa9l74uWnTpkGj0eC1116zaLeVPJw6dQqRkZHQarXw9PTEQw89hPz8fGW/LeShtLQUcXFx6Ny5M1xdXdGjRw+89dZbFsex9jwANT9xER8fD39/f7i6uiI0NBRHjx5V9rf1ayTQcA5s4hopZLNefvllad++vWzfvl3y8vLkgw8+EA8PD3nttdeUmGXLlomnp6ds27ZNTpw4IVFRUdKxY0cpKSlRYp599lnp1KmT7N69W7Kzs2Xw4MESEhIiVVVVrXFazdJYDq5duyZDhgyRrVu3yunTp+Xw4cMyYMAA6devn8VxrDkHIk17L9RKTU2VkJAQ0ev1snLlSot9tpCH3Nxc8fHxkblz50p2drZ89913sn37dvnhhx+UGFvIwzPPPCPdu3eXvXv3Sl5enrz99ttib28vH330kRJj7XkQERk3bpz07NlT9u/fL99++60sWrRIvLy85OLFiyLS9q+RIg3nwBaukSyUbNjIkSNlypQpFm1jxoyRiRMnioiI2WwWnU4ny5YtU/aXl5eLVquVtWvXikhNIeHo6CgpKSlKzKVLl8TOzk7S0tLuwFn8Oo3loD5HjhwRAHL+/HkRsf4ciDQ9DxcvXpROnTpJTk6O+Pv7WxRKtpKHqKioBt8ftpKH4OBgeemllyxi+vbtKwsXLhSRtpGHmzdvir29vWzfvt2iPSQkRF544QWbuEY2loP6tLVrJG+92bBBgwZhz549OHv2LADg66+/Rnp6OkaMGAEAyMvLQ2FhIYYNG6b0cXZ2RlhYGA4dOgQAyMrKQmVlpUWMXq9Hr169lJjfssZyUB+j0QiNRoN27doBsP4cAE3Lg9lsRkxMDObOnYvg4OA6x7CFPJjNZnz66ae47777EB4ejg4dOmDAgAH46KOPlGPYQh5qYz7++GNcunQJIoK9e/fi7NmzCA8PB9A28lBVVYXq6mq4uLhYtLu6uiI9Pd0mrpGN5aA+be0ayR/FtWHz58+H0WhEUFAQ7O3tUV1djVdeeQVPPfUUAKCwsBAA4OfnZ9HPz88P58+fV2KcnJzg7e1dJ6a2/29ZYzm4VXl5Of72t78hOjpa+cFHa88B0LQ8JCUlwcHBATNnzqz3GLaQh6KiIpSWlmLZsmV4+eWXkZSUhLS0NIwZMwZ79+5FWFiYTeQBAFatWoWpU6eic+fOcHBwgJ2dHd555x0MGjQIQNt4P3h6emLgwIFYvHgxevToAT8/P2zZsgWZmZm49957beIa2VgObtUWr5EslGzY1q1bsWnTJrz33nsIDg6GwWBAfHw89Ho9Jk+erMRpNBqLfiJSp+1WTYn5LWhqDoCahxbHjx8Ps9mMN998s9FjW0sOgMbzkJWVhddffx3Z2dnNPqe2lIfah5lHjRqF2bNnAwAeeOABHDp0CGvXrkVYWJjqsdtSHoCaQikjIwMff/wx/P39ceDAAUyfPh0dO3bEkCFDVI9tTXkAgI0bN2LKlCno1KkT7O3t0bdvX0RHRyM7O1uJacvXSKBpOQDa8DWyte75Uevr3LmzrFmzxqJt8eLFEhgYKCIi3333nQCQ7Oxsi5jIyEiZNGmSiIjs2bNHAMjVq1ctYu6//375xz/+0YKzvz0ay0Etk8kko0ePlvvvv1+uXLlisc/acyDSeB5WrlwpGo1G7O3tlQ2A2NnZib+/v4jYRh4qKirEwcFBFi9ebBEzb948CQ0NFRHbyMPNmzfF0dGxznMrTz/9tISHh4tI28jDz5WWlsrly5dFpObh5hEjRtjENfLn6stBrbZ8jeQzSjbs5s2bsLOzfAvY29sr/zV369YNOp0Ou3fvVvabTCbs378foaGhAIB+/frB0dHRIqagoAA5OTlKzG9ZYzkAav5LGjduHL799lt8/vnnaN++vUW8tecAaDwPMTExOH78OAwGg7Lp9XrMnTsXO3fuBGAbeXBycsKDDz6IM2fOWMScPXsW/v7+AGwjD5WVlaisrGwwpi3k4efc3d3RsWNHFBcXY+fOnRg1apRNXCN/rr4cADZwjWztSo1az+TJk6VTp07KR4A//PBD8fX1lXnz5ikxy5YtE61WKx9++KGcOHFCnnrqqXo/+tq5c2f5/PPPJTs7Wx577DGr+dhnYzmorKyUyMhI6dy5sxgMBikoKFC2iooK5TjWnAORpr0XbnXrp95EbCMPH374oTg6Osq6devk22+/ldWrV4u9vb0cPHhQibGFPISFhUlwcLDs3btXzp07Jxs2bBAXFxd58803lRhrz4OISFpamnz22Wdy7tw52bVrl4SEhEj//v3FZDKJSNu/Roo0nANbuEayULJhJSUlMmvWLOnatau4uLjI3XffLS+88ILFm9tsNsuiRYtEp9OJs7OzPPLII3LixAmL45SVlUlcXJz4+PiIq6urRERESH5+/p0+nV+ksRzk5eUJgHq3vXv3Ksex5hyINO29cKv6CiVbycP69evlnnvuERcXFwkJCbH47iAR28hDQUGBxMbGil6vFxcXFwkMDJRXX31VzGazEmPteRAR2bp1q9x9993i5OQkOp1Onn/+ebl27Zqyv61fI0UazoEtXCM1IiKts5ZFRERE9NvGZ5SIiIiIVLBQIiIiIlLBQomIiIhIBQslIiIiIhUslIiIiIhUsFAiIiIiUsFCiYiIiEgFCyUiumMSExPxwAMPtPY0rJrJZMI999yDL7/8stHYiooKdO3aFVlZWXdgZkRtEwslIrotNBpNg1tsbCzmzJmDPXv2tMr8tm3bhgEDBkCr1cLT0xPBwcFISEhQ9ltLEbdu3Tr4+/vj4YcfbjTW2dkZc+bMwfz58+/AzIjaJhZKRHRbFBQUKNtrr70GLy8vi7bXX38dHh4edX4w8074/PPPMX78eIwdOxZHjhxBVlYWXnnlFZhMpjs+l19r9erVeOaZZ5ocP2HCBBw8eBCnTp1qwVkRtV0slIjottDpdMqm1Wqh0WjqtN26ahMbG4vRo0djyZIl8PPzQ7t27fDiiy+iqqoKc+fOhY+PDzp37ox//etfFmNdunQJUVFR8Pb2Rvv27TFq1Ch8//33qnPbvn07Bg0ahLlz5yIwMBD33XcfRo8ejdWrVwMAkpOT8eKLL+Lrr79WVsCSk5MBACtWrEDv3r3h7u6OLl26YPr06SgtLVWOnZycjHbt2mH79u0IDAyEm5sbxo4dixs3buDdd99FQEAAvL29MWPGDFRXVyv9AgICsHjxYkRHR8PDwwN6vV6Zj5rs7Gzk5uZi5MiRSpvJZEJcXBw6duwIFxcXBAQEYOnSpcr+9u3bIzQ0FFu2bGnw2ERUPxZKRNSqvvjiC1y+fBkHDhzAihUrkJiYiIiICHh7eyMzMxPPPvssnn32WVy4cAEAcPPmTQwePBgeHh44cOAA0tPT4eHhgeHDh6uuEOl0Opw8eRI5OTn17o+KikJCQgKCg4OVFbCoqCgAgJ2dHVatWoWcnBy8++67+OKLLzBv3jyL/jdv3sSqVauQkpKCtLQ07Nu3D2PGjMGOHTuwY8cObNy4EevWrcN//vMfi37//Oc/cf/99yM7OxsLFizA7NmzsXv3btVcHThwAPfddx+8vLyUtlWrVuHjjz/G+++/jzNnzmDTpk0ICAiw6Ne/f38cPHhQ9bhE1IDW/lVeImp7NmzYIFqttk77okWLJCQkRHk9efJk8ff3l+rqaqUtMDBQfv/73yuvq6qqxN3dXbZs2SIiIuvXr5fAwECLX6mvqKgQV1dX2blzZ73zKS0tlREjRggA8ff3l6ioKFm/fr2Ul5erzk3N+++/L+3bt7c4VwCSm5urtE2bNk3c3Nzk+vXrSlt4eLhMmzZNee3v7y/Dhw+3OHZUVJQ88cQTqmPPmjVLHnvsMYu2GTNmyGOPPWaRj1u9/vrrEhAQ0Oi5EVFdXFEiolYVHBwMO7v/XYr8/PzQu3dv5bW9vT3at2+PoqIiAEBWVhZyc3Ph6ekJDw8PeHh4wMfHB+Xl5fjuu+/qHcPd3R2ffvopcnNzsXDhQnh4eCAhIQH9+/fHzZs3G5zf3r17MXToUHTq1Amenp6YNGkSfvrpJ9y4cUOJcXNzQ/fu3S3OISAgAB4eHhZttedQa+DAgXVeN/QsUVlZGVxcXCzaYmNjYTAYEBgYiJkzZ2LXrl11+rm6ujZ6nkRUPxZKRNSqHB0dLV5rNJp628xmMwDAbDajX79+MBgMFtvZs2cRHR3d4Fjdu3fHM888g3feeQfZ2dn45ptvsHXrVtX48+fPY8SIEejVqxe2bduGrKwsvPHGGwCAysrKX3wODdFoNKr7fH19UVxcbNHWt29f5OXlYfHixSgrK8O4ceMwduxYi5irV6/irrvuanRsIqrLobUnQETUHH379sXWrVvRoUMHi2d1misgIABubm7KypCTk5PFw9YA8NVXX6Gqqgqvvvqqsur1/vvv//LJ3yIjI6PO66CgINX4Pn364K233oKIWBRUXl5eiIqKQlRUFMaOHYvhw4fj6tWr8PHxAQDk5OSgT58+t23eRLaEK0pEZFUmTJgAX19fjBo1CgcPHkReXh7279+PWbNm4eLFi/X2SUxMxLx587Bv3z7k5eXh2LFjmDJlCiorKzF06FAANYVTXl4eDAYDrly5goqKCnTv3h1VVVVYvXo1zp07h40bN2Lt2rW37Vy+/PJLLF++HGfPnsUbb7yBDz74ALNmzVKNHzx4MG7cuIGTJ08qbStXrkRKSgpOnz6Ns2fP4oMPPoBOp0O7du2UmIMHD2LYsGG3bd5EtoSFEhFZFTc3Nxw4cABdu3bFmDFj0KNHD0yZMgVlZWWqK0xhYWE4d+4cJk2ahKCgIDzxxBMoLCzErl27EBgYCAD405/+hOHDh2Pw4MG46667sGXLFjzwwANYsWIFkpKS0KtXL2zevNnio/e/VkJCArKystCnTx8sXrwYr776KsLDw1Xj27dvjzFjxmDz5s1Km4eHB5KSkvC73/0ODz74IL7//nvs2LFDWQE7fPgwjEZjndtxRNQ0GhGR1p4EEZGtCQgIQHx8POLj45vV78SJExgyZIjyQHtjnnzySfTp0wd///vff+FMiWwbV5SIiKxI7969sXz58ga/YLNWRUUFQkJCMHv27JafGFEbxYe5iYiszOTJk5sU5+zsjIULF7bwbIjaNt56IyIiIlLBW29EREREKlgoEREREalgoURERESkgoUSERERkQoWSkREREQqWCgRERERqWChRERERKSChRIRERGRChZKRERERCr+HyvXltOkNQjOAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120406\n", + "Full nudge sequence is 0 uuuuudddddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 u\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[11] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 266\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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vJjY21urHWu/evR0GNPHx8crfoZ+fH++88w6dO3dm8uTJVuni4uJYvXo1L7/8MmXLlgWgfv36lChRgiVLlijXGck+GShJOfJ///d/HDx4kO3bt/P2228TERFB165dc5RngQIFrJYtVeOJiYk5ytee5ORk2rdvz+7du9mwYQM1a9a0WxZ7vxjv3r2r/MKMi4tj0KBBvPfeewQEBHDv3j3u3bunVO/fu3eP+Pj4LOWpUqnIly+fVdpmzZpZpatSpQpFihThyJEjWXqdU6dO5eDBgxw5coTLly/z77//Kr+s79+/z48//kiNGjUoWLCgUvb27dujUqnsVvvXqVOHgwcPsm/fPr7//nuCg4N599132b17t1U6y77t27dX8tXr9dSpU4e1a9dy7969LJU/O+Lj47lz5w4BAQF2t2/evJmoqCj69u1rsy2r7zegfEFZHkuXLs12WQsUKODwWGBbg6HVaqlWrRqvvPIKffv2Zfv27fz777989tln2T42wFtvvQVg1Qcwu2XKjvT7uri4OFyfttnMnuz8HaWmprJx40al2c3io48+YtiwYUyaNInChQtTqlQpAKVP4gsvvJClY2X1nLzxxhscPHiQQ4cOcebMGe7cucO4ceOU7QsXLsTNzY3mzZsrfy+VKlUiODhYacJOy93dnYMHD3Lw4EE2btxIgwYNWLlypc3nYdWqVcTFxfHGG28o+cbExPDGG29w5coVtmzZkqXyP6+c1wNQei6VK1dO6TzYsGFDjEYjCxYsYM2aNbz++usAuLm52e1fdPv27Sda1vSSk5Np164dO3bs4Oeff+bVV1+1SVOxYkUATp48SWhoqLLeYDBw+vRpJSi8ffs2N27cYPr06UyfPt0mH19fX9q2bcv69espUaIE7u7unDx50ibdyZMnKVmyJG5uboD9PhEWQogsdxouXry48j6lt3LlShISEjhw4AC+vr4229etW0d0dLTVNr1er+RXs2ZNatasSeXKlRk4cCDHjh1DrVZbdUKtXr263WOvWLFC+TXtLJs2bcJoNDocu2jhwoW4uLjQvXt3m20VKlQAzO9DixYtrLadPHlS2Q5w8OBBq+0hISHZLmvFihUdfg7SlseRokWLEhAQwNmzZ7N9bHhY85b2c1SxYkVWrlyJwWCwqhm2VyZXV1e74205u4nSnuz8HW3dupWYmBibsce0Wi0zZszgk08+ITIyEj8/P4oUKUKzZs0ICQlR+hlm53ORkYIFCzr8Ozx79qzyQyMoKMhumt9++83q+Gq12iq/Jk2aULVqVSZMmEC3bt0IDAwEHv5gGTp0KEOHDrXJd+HChTY/xqSHZI2S5FTTpk3D19eXjz76SKnODQ4O5uzZs1YX1Dt37rBnz56nVUylJmn79u2sXbvW4UWiZs2aFClSxKZT85o1a4iLi1M60fr7+7Njxw6bR7NmzXBzc2PHjh1MmjQJMF+cW7duzU8//cT9+/eVPC9fvsyOHTusOua+9tpreHh42PTPOnLkCFFRUQ6bjrJj4cKFeHt7s23bNpvyf/755yQnJ2faX6RUqVKMGjWKkydPsmrVKsAcBCUmJjJx4kS758bPz8/pzW+XL19mxIgR6PV63n77bZvtUVFRbN68mXbt2tnUXIK5BqFGjRosW7bM6tf7vn37OHPmjNV7U61aNauHvfwy0759e06fPm11J5nBYGDZsmXUrFnTYa2Yxfnz57l69SolS5bM9rHBXCMMWH2O2rdvT1xcnM2dVkuXLiUgIMCq1jU4OJgTJ05Ypdu+fXumg7E6Q3b+jtauXUutWrWUGqL0vLy8qFixolJLu23bNoYMGaJsz87n4lFZgpn58+fb/K1Ymroz+3txdXVl9uzZJCUlKdebiIgI9u7dS8eOHe3+Hb766qv8/PPPTyS4zbOeyqAEUp6X0Vg206ZNE4D4/vvvhRBC7N69Wxls7bfffhMrVqwQVapUEcWKFRPFihVT9ouMjBSA+Pzzz23yBMT48eMzLdfOnTvFjz/+KH788Ufh5uYmGjRooCynHYCuVatWAhBjx461GYDvn3/+scrz+++/F4Do37+/2LFjh/juu+9Evnz5Mhxw0sLRWCcRERHCy8tL1KtXT2zevFn89NNPokKFCnYHyvviiy8EIMLCwkR4eLhYsmSJCAwMFEFBQeLOnTsZHt/ROEoWJ0+eFIB455137G5PSUkR/v7+okqVKso6R+Px3L9/XxQuXFiUKVNGGAwGUbVqVeHr6+twULvhw4cLQBw7dizT8q9Zs0ZZl37AyT///FOsXbvWasDJ7du3283vs88+E4D4/fffMzymVqsV7du3F1u2bBHLly8XgYGB2Rpw8uDBg8rnLjAwUISGhirLFy9eVNIlJSWJ8uXLi8DAQLF8+XKxZcsW0b59e5sBJ48fPy4aNWok5syZI8LDw8Xvv/8upk+fLooWLSoKFixolac9y5cvFx07dhSLFi0S27ZtE2vXrhVdunQRgOjZs6dN+iZNmghfX1/x3Xffie3bt4t+/foJQCxbtswq3aRJk4RKpRLjxo0TW7duFV9//bUoXbq00Ov1VmOYObpejB8/XgDi1q1bVusd/d2kl5W/I4PBIPz8/MQXX3xhs/+OHTvEtGnTRHh4uPj111/FhAkThIeHh2jZsqXNeFE5/VxgZxwli9TUVOHv7y/KlSvncP8OHToInU6nvK6MzlGLFi2ETqcT//77r3j//fcFIPbv32837YYNGwQgZs6cmelreF7JQEl6JBkFSomJiSIoKEiUKlVKudgsXbpUlCtXTri5uYnQ0FCxatUqERYW5vRAqX79+sqItukfO3bssMrP0cPe4IArVqwQlSpVEi4uLsLf318MHjxY3L9/P9PyZHQxO3TokHj11VeFh4eH8PHxEe3atbMZDdhi/vz5okKFCsLFxUUUKFBAdOvWLUuDNmYWKA0dOjTTYOWDDz4QgDh8+LAQIuOBCy0DKFoGHh06dKjDfE+fPi0A8d577zlMYxn8cOPGjco6y2fP8nBxcRGFChUS9evXF59++qndEZktSpcuLYKDg60GGLTn999/F7Vq1RJubm4if/78okePHnYHKXUkLCzM4edr8eLFVmmjoqJEjx49RP78+YWbm5uoVauWzcjiUVFR4q233hIlSpQQHh4ewsXFRRQvXlwMGDBAXL58OdPy7N27V7z66qvC399f6HQ64eHhIapXry7mzJljNTimxf3798XgwYOFv7+/cHFxEZUqVRIrV660SZecnCxGjRolAgMDhbu7u6hfv744duyYKFas2BMJlITI/O9o69atDgdg/Ouvv0TNmjWFj4+PcHV1FRUqVBBffPGFSElJsXusnHwuMgqU1q9fn2mwEh4eLgAxffp0IUTG5+jkyZNCrVaLnj17ikKFCln90EnPYDCIokWLiooVK2bpdTyPVEI8psFMJEmScujLL79k+PDh/PPPP1Z9xCQpqwYOHMj+/fs5fPjw0y6KlEfJQEmSpFznn3/+4ejRo4wcORJ/f3+b29clSZKeFBkoSZKU6zRs2JDDhw9Tv359vvnmG6upbiRJkp4kGShJkiRJkiQ5IIcHkCRJkiRJckAGSpIkSZIkSQ7IQEmSJEmSJMkBOYVJDphMJq5du4a3t3eOJoqUJEmSJOnJEUJw//59AgICMp0KSgZKOXDt2jVlLh1JkiRJkvKWK1euKHP6OSIDpRzw9vYGzCfax8fHafnGx8crczxdu3YNT09Pp+UtSZKUF8QTTwAProNcA1CWHbnGNTwxXy9TUlKUCar79OmDi4uLTXqTyURKSgqLFy9+mM5gIF+5cgDci4gADw9MJhNCCPLpdGgsP46vXYP01+b4eLDMz2dv+/Mkl5+L2NhYAgMDle/xjMhA6RHMnj2b2bNnK5Mj+vj4ODVQ0mg0ynMfHx8ZKEmS9Nxxx53FmAMYP/wAWMxiDBhQoUIgrP7XoMEPP3ToADAajXTq1In4+Hh8fX3tBkpGo5Hk5GQ6duxIYmKiOZ1KhfbbbwHwLVQIdDqMRiMGgwEfLy80D4Iq/PxAp0tXaHfIaPvzJI+ci6x0m5HjKOVAbGwser2emJgYp9coeXl5ARAXFycDJUmSpEdgNBqJjo5Gq9Va/QBNu91gMODj40NsbGym6Xx9fe1ul/Ke7Hx/y7veJEmSJEmSHJBNb5IkSVKuY8DAb/wGQDOaAfAbv2HEaDe9Bg3NaIb2wdeayWTi3LlzxMXFUbx4cYc1QSaTifPnz5OQkGBOJwSarVsBMDZuDNo0X5MGA4SHm583a2a9zbL9t98cb3+ePEPnIu+WXJIkSXpmJZNMK1oBEEccgLLsSBxxSqBkMBhYtWoVAAMHDkTnoI+M0Wjkxx9/BOCddwZy4oiKpDcWUpBblL5e1/oLPjkZWj0oQ1yc7Zd/ZtufJ8/Quci7JZckSZIkJ9q61YVu3fSAudaoUZdkmrcUdO5sxMPj6ZZNenpkHyVJkiRJAvbtM9c6aTAAsH2XK6NGubF4sauS5m/K04cF/N8KWc/wvJCBkiRJkvTcS0nR8fff5uDnHb5FR4qyLSrq4VflFMawiD6E9XdlwQI4ePCJF1V6wmSgJEmSJD3Xjh6tzJQpH7Bjh3mspU78yClCGfxOPGAeO9HiBoWV5/36Qe3acOPGEy2u9ITJukNJkiTpufLjj1q2bdOiUpmoWhUOHKiBEOZ6gzKlDFQ7dwgPEnkhwHyHXVzcw0EJ75Jfee7qau6zfP06FC6M9IySgZIkSZL0XPj6ax27d2sJD3/41bd8uSuQD4AjR+5Qwj8Vj4BEALw8zeMx2wuU9u1I5K1+7pw/DwkJT6b80tPhtEDpypUrXLx4kYSEBAoWLEj58uVxdXXNfEdJkiRJSscFF2YxS3kOMItZGY6jZEkH5qmgmjdvTkJCAmq1mqtXVXz4oZuyvWRJEy+/nMpff2lISjJQu/YtgoI8UKlcSPriCwC88plrmZRAycWFaLcikAT5C2mVO+GUQMnFBWbNevj8efYsnQuRAxcvXhQffPCBKFasmFCr1UKlUikPV1dX0bhxY7F69WphNBqznGdqaqoYO3asCA4OFm5ubiIkJERMmDDBJo9Tp06J1q1bCx8fH+Hl5SVq1qwpLl26ZJOfyWQSzZs3F4BYt26d1ba7d++Kt956S/j4+AgfHx/x1ltviejo6CyXNSYmRgAiJiYmy/tkRVxcnAAEIOLi4pyatyRJ0vPCYDCIiIjbolKlVAFCefzf/yWI6OhYER0dLW7duiWSk5PFrVu3RHR0tIiNjVUea9bECxCiUqVUcevWLZGYaFDyuHVLiFq1zM9//vlpv1Ipu7Lz/f3InbmHDBlCxYoVOXfuHJ988gn//PMPMTExpKSkEBUVxebNm6lTpw7jxo2jUqVKHMzirQFTp05l7ty5zJo1i4iICKZNm8bnn3/ON998o6S5cOECderUoWzZsuzcuZPjx48zbtw43NzcbPKbOXOmw0nv3nzzTY4dO0Z4eDjh4eEcO3aM7t27P9oJkSRJknKd/ft1nDjxsPGkdGkj7doZyMqUbZaJ5ePjzd8h9+493JYvH7Y1StIz6ZGb3lxcXLhw4QIFCxa02VaoUCEaNWpEo0aNGD9+PJs3b+bSpUtUr14903z37t1L27ZtadmyJQDBwcGsXLmSQ4cOKWnGjh1LixYtmDZtmrKuePHiNnkdP36cGTNmcPDgQYoUKWK1LSIigvDwcPbt20fNmjUBmD9/PrVr1+bMmTOUKVMmaydCkiRJcjojRv7kTwDqUheAP/kzw6a3utRFgzkCMplMXLx4kevXtcDDSU8twY+FyWTi0qVLJCQkEBgYiAbQ7NkDgKe3+bgXLmh48UVfrl415633NKBVqfDwMC8rgZLRCH+ay0zdumQpGntWPUPn4pEDpc8//zzLaVu0aJHltHXq1GHu3LmcPXuW0qVLc/z4cXbv3s3MmTMB84d606ZNjBo1imbNmnH06FFCQkIYM2YM7dq1U/JJSEiga9euzJo1C39/f5vj7N27F71erwRJALVq1UKv17Nnzx67gVJycjLJycnKcmxsbJZflyRJkpR1SSTRkIbAwylMLMuOxBGHJ56AeQqTZcuWcfRoFaCYksbFRVjtYzQaWbFiBfBgqpOUFDwe/FD33HMTMEdWliAJoFT8UUgKxcPDfCxl+ICkJGj4oIxxceDpma3X/Ex5hs5FjsZRqlKlCrNmzSI6OtpZ5WH06NF07dqVsmXLotPpePHFFxk6dChdu3YF4ObNm8TFxfHZZ5/RvHlzfv/9d9q3b0+HDh3YtWuXks+wYcN4+eWXadu2rd3jREVFUahQIZv1hQoVIioqyu4+U6ZMQa/XK4/AwEAnvGJJkiTpcTEYrOsDjEb7XTHs8fZ6GFTly2eiRbNUvqMfP2P+XpFNb8+HHAVKNWvW5MMPPyQgIICuXbuybdu2HBdo1apVLFu2jBUrVnDkyBGWLl3KF198wdKlSwFzjRJA27ZtGTZsGFWqVOGDDz6gVatWzJ07F4ANGzawfft2pRbKEXt9l4QQDvs0jRkzhpiYGOVx5cqVHLxSSZIk6XGzDZSyvq+n58NAae3aGDasTqQfCwjgOiADpedFjgKlefPmERUVxXfffceNGzdo2rQpwcHBfPLJJ1y+fPmR8hw5ciQffPABXbp0oWLFinTv3p1hw4YxZcoUAPz8/NBqtYSGhlrtV65cOeWY27dv58KFC+TLlw+tVov2wazFHTt2pEGDBgD4+/tzw85wqrdu3aKwg5HDXF1d8fHxsXpIkiRJuZfBYN035sFv7Szx9BB065ZKx44pVKhgG2HJQOn5kOMpTNzc3OjevTvbt2/n/PnzdO/enYULF1K8eHGaNWvG6tWrs5WfZcyLtDQajVKT5OLiQvXq1Tlz5oxVmrNnz1KsmLkd+oMPPuDEiRMcO3ZMeQB8+eWXLF68GIDatWsTExPDgQMHlDz2799PTEwML7/8crbKLEmSJOVOOalRAvj22yQWLEhAbefbUgZKzwenjswdEhLCxIkT+eSTT1i7di1vv/02W7du5Y033shyHq1bt2by5MkEBQVRvnx5jh49yowZM+jdu7eSZuTIkXTu3Jl69erRsGFDwsPD2bhxIzt37gTMtUX2OnAHBQUREhICmGugmjdvTr9+/Zg3bx4A/fv3p1WrVvKON0mSpGdE+kDJmTdfyUDp+eD0SXF37NhBWFgYPXv2xGg00q9fv2zt/8033/D6668zcOBAypUrx4gRI3j77beZOHGikqZ9+/bMnTuXadOmUbFiRRYsWMDatWupU6dOto61fPlyKlasSNOmTWnatCmVKlXi+++/z1YekiRJUu5lNJoDJW9vgV4v+PLLJKflbQmUstlwIuUxTqlRunz5MkuWLGHJkiVcvHiRunXrMmfOHDp16oS7u3u28vL29mbmzJmZdsTu3bu3VS1TZoQQNuvy58/PsmXLslU+SZIk6fHToWMa05TnANOYhgGD3fRatEo6MHfZePXVVzl48AUA3n03hdGjU2ya0NRqNQ0bNiQpKcnc7UOtJsnyw1yns06s04Fl/D6djnz5zE8TEuDYMbh1zYXppf/l3G1fvt7iQst2j/rqnwHpzlVephL2IogsWrFiBYsXL2bHjh0ULlyYHj160KdPH0qWLOnMMuZasbGx6PV6YmJinNqxOz4+Hi8vLwDi4uLwzMPjT0iSJD0tRqORt95K5Ycf3JgwIZlhw1JsthsMBnx8fIiNjUWr1aKx0zZnSefr62u1PTYW9Hrz83nzYNAgMDyI41q1go0bH9tLk3IoO9/fOWp669mzJ15eXqxfv54rV64wZcqU5yZIkiRJknK/5GTzcC+uro9cJ+CQjw9Yhuo7evRhkARw4oTTDyc9JTlqert69ardQRslSZIkKSeMGDnCEQBe4iUAjnAkwylMXuIlqylMrl27RmysHnDF1dX+cSzp4uPjKVKkCBpA/eBOaVOVKta9v41GOGIuEy+9BBoNllm8/vnH/H9g4WSu3HDl8mWoWhX++CNPD0r96Oycq7wqR4FS2iDp+++/Z+7cuURGRrJ3716KFSvGzJkzCQkJcTg6tiRJkiTZk0QSNagBPJzCxLLsSPopTBYtWsSlS28CPri52a9RMhqNyoDGlilMPB9MvXH/+nXrKCcpCWo8KMODaTn8/MyLp06Z/y99408Ko+cQ1TlyBPbvh0aNsvvqnwF2zlVe5ZS73r799luGDx9OixYtuHfvHsYHA1Xky5cv007ZkiRJkvS4WIYHcFSjlFOWQOnOHfP/hbjJLuqnOf7jOa705DglUPrmm2+YP38+Y8eOteroVq1aNU6ePOmMQ0iSJElSthmN5u8kN7fHk7+l6c2iEDfxIJFqL5krDFJTH89xpSfHKYFSZGQkL774os16V1dX4pVplSVJkiTpybLUKLm4OL8zN8CDMYwVhbgJPLwjXtYo5X1OCZRCQkKUaULS+vXXX23mZJMkSZKkJ8USKD2uGqU6dWDOHCha1Dyo5auYJ4fXaizHfzzHlZ4cpww4OXLkSAYNGkRSUhJCCA4cOMDKlSuZMmUKCxYscMYhJEmSJCnbUlPNVTuPY3gAAJUK3nkH3n4bRFwCGr15/tAHc7HLprdngFMCpV69emEwGBg1ahQJCQm8+eabvPDCC3z11Vd06dLFGYeQJEmSpGyzBEoPxvB9bNRqIM0d8JZASdYo5X1OmxS3X79+9OvXj9u3b2MymZ7p8ZVmz57N7Nmzlbv7JEmSJOfSoWM845XnAOMZn+E4SumnMKlbty5Tppjb3Dw97dcoqdVq6tSpQ3JysjKFSfIHHzwohJ0pTMaPt78t3XbdfvNAl89toJTZucpDcjSFyfNOTmEiSZKUe6WkGHF1NVfz/PtvHH5+1l93OZ3CJCNt28KGDfDdd5DNueGlJ+CJTWFy4cIFq4lpg4KCyJ8/v/IoWLAgZ86cyckhJEmSJOmRJCQ8fO7h8WTrBGTT27MjR01v33zzDf7+/spydHQ0H330kdLstmrVKr788kvmzp2bs1JKkiRJzxUTJiKIAKAc5QCIIAITJrvp1agpRznUD37/CyG4fPkOUAiVSuDubv84Qghu3bpFXFyc+bvLZEL94Ae+qUyZB52PLIUywenT5uflyllvs2yPMJdZpw0FVM9voJTmXNg9V3lIjgKlrVu38s0331it69ixI8WLFwcgODiYvn375uQQkiRJ0nMokUQqUAF4OIWJZdmRtFOYpKamsmDBD8BgPD0FKpX9fQwGg3J39sCBA9EajXjWrAnYmcIkMREqPCiDvWk50mzXdk4FtM9voJTZucpDchTiXbp0iZA0o2317dsXvV6vLAcHB3P16tWcHEKSJEmSHklKigvw5JvdALRa8zHl8AB5X44CJbVazc2bN5XlL7/8kgIFCijLN27cQJfHe7tLkiRJeZMlUHJ0x9vjJPsoPTtyFCiVL1+erVu3Otz+22+/UaFCxlWlkiRJkvQ4pKY+vUBJJwOlZ0aOAqVevXoxefJkNm3aZLNt48aNfPbZZ/Tq1Ssnh5AkSZKkR/KwRunJH1uOzP3syFFn7n79+rF9+3Zat25N2bJlKVOmDCqVitOnT3PmzBk6duxIPzmAhCRJkvSETZqkZvXqN4Cn1UfJ/L+sUcr7cny/3sqVK1mxYgWlS5fmzJkznD59mlKlSrF8+XJWr17tjDJKkiRJUpbFx8PEiQ/rAUqWfPLRik5nDs5koJT3OWUKky5dusg53SRJkiSn0aFjBCOU5wAjGJGlKUzi4h6unzx5N717lwNc7O6nVqupWbOm1RQmKYMHPyiEnSlMRoywvy3ddq3aPIL3cxsoZXau8pBHnsIkPj4+W1NrZDd9XiCnMJEkScp9/v0XSpQwN7ldunQn06lJHscUJh99BBMnwqBBMGtWjl9SrpScDL/8Ai1a4HBAz9zqiUxhUrJkST799FOuXbvmMI0Qgi1btvDaa6/x9ddfZylfg8HAhx9+SEhICO7u7hQvXpxPPvkEk8l6NNaIiAjatGmDXq/H29ubWrVqcfnyZWX722+/TYkSJXB3d6dgwYK0bduW05YRVR+Ijo6me/fu6PV69Ho93bt35969e1k/CZIkSVKuEx9v/v9p/sZ8HvooTZgAr78OXbs+7ZI8Xo/c9LZz504+/PBDJkyYQJUqVahWrRoBAQG4ubkRHR3NqVOn2Lt3LzqdjjFjxtC/f/8s5Tt16lTmzp3L0qVLKV++PIcOHaJXr17o9XqGDBkCmOeYq1OnDn369GHChAno9XoiIiJwc3NT8qlatSrdunUjKCiIu3fv8vHHH9O0aVMiIyOVXwRvvvkmV69eJTw8HID+/fvTvXt3Nm7c+KinRZIkSXICEyYuY/7xG0QQAJe5nOEUJkEEoUatBEru7iZiY2Px9fV1eBwhBPfu3SMuLs6czmRCdeWKeVtgoO0UJg+2ERRkfwqTBz/YddogQP1MB0qWmrKffzY3dz5oCDFLcy7snqs85JGb3iyuXr3Kjz/+yB9//MHFixdJTEzEz8+PF198kWbNmtGiRQtzu28WtWrVisKFC7Nw4UJlXceOHfHw8OD7778HzH2idDqdspwVJ06coHLlypw/f54SJUoQERFBaGgo+/bto+aD4er37dtH7dq1OX36NGXKlMk0T9n0JkmS9HjEE48XD66DD6YwsSw7YpnCZPt2ePVVKFjwJoMGfcvAgQOtfkhbGI1GEhMT+e677wDzFCZuRiPeRYoAD6cwUZreXFzQWGafsDctR3y8Ei18PimZUR+60KMHLF1q3rx6NZw8aW6Wy+PddgCoVMn8esDc9BYRAbt3w7vvgkYtWHy3Da35JVdOYZKd7+8cd+YuWrQow4YNY9iwYTnNCoA6deowd+5czp49S+nSpTl+/Di7d+9m5syZAJhMJjZt2sSoUaNo1qwZR48eJSQkhDFjxtCuXTu7ecbHx7N48WJCQkIIDAwEYO/evej1eiVIAqhVqxZ6vZ49e/bYDZSSk5NJTk5WlmNjYwFINaaSanTeYBlp83J23pIkSXlBKqnwoDuQcg3MpHtQqjGVVFKJiVUBWlxcUpT1GqP9vkfpr7cao9FqGWOqOVAyGkg1qpQiWLZZZ5iKJf5Rqc35pKSaSH2QZ+fO5q2TJkFgoOCn9QYqVIAsdnvKdVJStYB5Er3ERHjzTRPHj6uIj1cBKpbxFq35xf65esqy873qlLvenGn06NHExMRQtmxZNBoNRqORyZMn0/VBI+jNmzeJi4vjs88+Y9KkSUydOpXw8HA6dOjAjh07qF+/vpLXnDlzGDVqFPHx8ZQtW5YtW7bg4mK+8yEqKso8U3Q6hQoVIioqym7ZpkyZwoQJE2zWX7p3CS9jxr90siMhPkF5fjH6Ih4pHk7LW5IkKS9IIAH8zM8vRl80P/HLeJ+L0RfxwIOLt7yBIuh05i/DS7GXcE12tUlvNBlJSUpRli/FXsLdaCL/g+XLsZcxGdwxmoyYDCZitFrKpjmWSHdtVsUnUOrB89jUO0BRYhLiiYy+/mBtaSXtlSsqqlfV4epmYsZ312n8WnzGLy6X+WmlD2dO+wMwfOwtZkwuyJ491q1HpwgF7J+rpy3uflzmiR7IdYHSqlWrWLZsGStWrKB8+fIcO3aMoUOHEhAQQFhYmNKpu23btkotVpUqVdizZw9z5861CpS6detGkyZNuH79Ol988QVvvPEGf/31l1IFq7IznbQQwu56gDFjxjB8+HBlOTY2lsDAQNQqNa5a2z/CR2XUPvxF46p1dWrekiRJeUHaYQCyeg101briiiupSeYfxJZAyVVj/zpqNBqtaqlcNa64qB4e10XrgtC6YjQaMWLEVfOwvcxV64pIl6cqzbXbzcWcscmowVXrSsrDeIx5y24yYqAf92PVJCepWbkoP9VrmChYyISDr59cQQjYtc2N0/+48NnH5n5fLi6CfgMT8fG5y7Zwdwr4GekaFkfnVv6coQwGNHbP1dOWoErIPNEDuS5QGjlyJB988IEyLlPFihW5dOkSU6ZMISwsDD8/P7RaLaGhoVb7lStXjt27d1uts9zNVqpUKWrVqoWvry/r1q2ja9eu+Pv7c+PGDZvj37p1i8KFC9stm6urK66utm+2Vq1Fp3Feg3PavHQanVPzliRJygt0WF8Hs7SPRocOHcmJ5q82S9ObTq1Dp7bNQy3UmNQPO4fr1Dp0aW4G16l1CLUOtVCjFmqba7NIVy5VmmUXnSVQMu8Xn/QwAmra3MDJyCiOH9HRtklBdu90p0bZQKrVTKHfoDhq10mhgJ/9TutP044trvTsVMBq3fxld/Hx1tLvnST6vZMEmPtxe3qaiI93IYJy+Nk5V0+bVp318CfXdUNPSEiw6fyt0WiUmiQXFxeqV6/OmTNnrNKcPXuWYsWKZZi3EELpY1S7dm1iYmI4cOCAsn3//v3ExMTw8ssvO+OlSJIkSU9BYqI5KLHUKD0NWq35Pinjg7vezP12zDUwLi7mztxVa6TyarMkZZ9D+114u0d+KhX3543WBfjsE29ydruVc8TdV/F/Cz2Y+KF1p+cJn8XQuHmyTXq1GqpUMb+u2QyifbsXeKl0YepXK8jJY7krYMqKXFej1Lp1ayZPnkxQUBDly5fn6NGjzJgxg969eytpRo4cSefOnalXrx4NGzYkPDycjRs3snPnTgD+/fdfVq1aRdOmTSlYsCD//fcfU6dOxd3dnRYtWgDmGqjmzZvTr18/5s2bB5iHB2jVqlWW7niTJEmScqeE+KcfKOm01lOYJMSbKwA8PB9GPioV/N+PdwFYtcydH1d6cOSAC8nJKv7a5cpfu1w5ctCFho2T6DcoXhmbKSdSUmD3TlcSE1WUKmOgdNnMxy/4fpEHk8bpleXSZVN5rXUS3Xo6br6qWjWJv/7yYB4DYL953Y0oDVt+daVildzVsTszTgmUgoOD6d27Nz179iQoKChHeX3zzTeMGzeOgQMHcvPmTQICAnj77bf56KOPlDTt27dn7ty5TJkyhcGDB1OmTBnWrl1LnTp1AHBzc+PPP/9k5syZREdHU7hwYerVq8eePXusOnAvX76cwYMH07RpUwDatGnDrGd1CFVJkqQ8RIOGsJQw5TlAWEpYhlOYaNCwf48LX33uDYD/C94UL1scldpxxx+VWkWZimVITU01p1NpuRf25oNMrb8ihVZDfN8w5Xl6aberXcyBUarBfOz4OPP/nl72m9Q6v5VI57cSSYhXseVXV7763JszETolYDIaVQwaFofJZG4C+2O7K607JFG9Vord/NL7/VdXvl/gyZFDLtyLNpfNzd3EgX9uZtrMF3X94Wv19jGxauMdChXOeJ+OXRPY+n0895I9CSjvgVGoOXrIBYMhF3fCciDH4yiBObhZsmQJx48fp2HDhvTp04f27dvb7c/zLLGMw3Dy0kny++bPfIcsSohPoFQR870T566fw8Mzd90tIEmSlFv17+HLpvXm+TQ+nXGX1h2uodFoHE5NYjQa8fLyIi4uLtN0er0+y1OYbPrZjf7d81OjdjLrfrvDX3+48EYrP0qXTWXHgVuZ7r/2B3cG97ceKLNQYSM3b1gf//WuCXw1716m+TWsUZCzpx82e3l5m4i7r2bsJ7G0apdIULD9ABRg1GA9y5d40v/dOEaOvW9VK5ZVH432YeG3Xrz7/n3GjL+f7f2d7W70XSoWq/h4pzBJ67333uPw4cMcPnyY0NBQBg8eTJEiRXj33Xc5cuSIMw4hSZIkSZlKfNDs1u71BLp0f3q33Ot0lqa3BzVKD8rlmcUgo0PnRLbtu8mlu9coWdrcVJU+SAJYs9KD3l19MZnMnajtMRrh4r/m2rGJ02I4GBFF1x7mZrPJH/nwcuVCrFrmTsw9+7U9lqbMIgHGRwqS4OFYUcY8WKPk1M7clStX5quvvuK///5j/PjxLFiwgOrVq1O5cmUWLVqEEyqvJEmSpOeAQHBHdYc7qjuIB//uqO5wW3Xb7sOSLjnF/EX8avMkUlMSSU5KzvC7RwhBUmLSw3RCoLlzF82du9j0pBYC9e07qG/fsd2WbrtGY96e+qA7TkLcgz5KXln7HlSpoGyoAa0Wvl0STb9BcQwbfZ+lq+8we2E0p69ep1tPcyD42yZ3AvMFEOJXhMXzPNi724XRQ/VE31URc0/FtasaUlJU6HSCsH7xBLxgolvPBMpXSn1QbBXDB/pSIdifreG2LUFKkJfFsts7V0rndscVV7mWUztzp6amsm7dOhYvXsyWLVuoVasWffr04dq1a4wdO5atW7eyYsUKZx5SkiRJegYlkkglr0oAnLt/DkBZduTc/XOkPLgJS6sxsnL+SgA69OiA1kFPaKPByE9Lf1LS6VJSKFGxtjm/80cRHg+7PqgSEvEvbi7D9evnEOm6RaTd7r/lEgBXLmoRAm7fMgdKnp7Zv+0/tIKBj6fE2qyf+lUMKSkqflxhLofBoOLjMXqlFmvZIvO0IfnymY8ZFGxQanZKlTHw++5b3LmtpleX/Bw+4ILJpGL77240bp7Mqb+1XP9PQ7WaKSQkPAjyPLIeKKU/V2qNuXnLmAfnvnNKoHTkyBEWL17MypUr0Wg0dO/enS+//JKyZcsqaZo2bUq9evWccThJkiRJsisl+cFt+K5PtwWjZMlU1GrBvXtq5n3jycQPzXeNZbXpLStUKpg++x59B8bh7S3o2Tm/VT8ki3v3zIFOjdq2Hb8L+JnYsPW20ifqTISWxfM8+HBkPgBeqZ9MYoL5nD5qsxuApe+70Zj3mt6cEihVr16dJk2a8O2339KuXTt0dmb7Cw0NVQaRlCRJkqTHISXl4XhFT5ObmyC4uJF/z2uVIAmgQWPbcYdyQqOBCpXM1TTrfrvNgjle3L2jJjUVChQ0US40lcBiRrRaCK3o+Lb8MqHmbQf2unBgr4uy/vQ/WgoWMtdIuXs8+iCYlqZIw/Pa9Pbvv/9mOtijp6cnixcvdsbhJEmSJMmu5FxSowTwWutEZn/prSz/dewGwcUfX6SQz1cwYuyj3VFWqoyBgKIGrl01hwX1GyWxa7sbd++ocXM3n8uc1IZZRlowPa+BUmZBkiRJkiQ9CZY51Z52jRLA/ybcp2f/eD4coSewmPGxBkk55eoKuw7e4vIlDTqduTYsuEARTCYV/10xhwo5aXqz9I3Ki+MoOSVQ8vX1tTuRrEqlws3NjZIlS9KzZ0969erljMNJkiRJkl25pY+SRcALJhatjH7axcgSD09B2dCHva3zFzBx+9bDIQmy05k7vef+rrePPvqIyZMn89prr1GjRg2EEBw8eJDw8HAGDRpEZGQk77zzDgaDgX79+jnjkJIkSZJkwxIoueaCGqW8rmChdIFSDmqULFO4Prd3ve3evZtJkyYxYMAAq/Xz5s3j999/Z+3atVSqVImvv/5aBkqSJElSpjRo6JTaSXkO0Cm1E0aMqFAhEFb/q1GjQUPyg6Y3VzcVJcuVJDUlNdMpTEqULYEh1aBMYRLzRvsHhbCdwiThzU7K8/Qy257XFCpsJOKfhzdnZadGKf25sIzOYDTlvaY3p0xh4uXlxbFjxyhZsqTV+vPnz1OlShXi4uK4cOEClSpVIj7+6Y2U6iyzZ89m9uzZGI1Gzp49K6cwkSRJyiWCfItgNKo4dDqKQoVTiYmJeSpTmDwLdm515YvJ3pz6W0fdhsksWXUXO71ssmTJfA/Gvp+PFm0Smb/s6TdFPvEpTPLnz8/GjRtt1m/cuJH8+c0BRHx8PN7e3jZp8qJBgwZx6tQpDh48+LSLIkmSJD1gND4cp+cZn2r0iWjQOJlfdtzm31vXWbr60YMk4GGN0vPaR2ncuHG888477Nixgxo1aqBSqThw4ACbN29m7ty5AGzZsoX69es743CSJEnSM04gSCQRAHfMk9wmkojAfiOIChUkP6x91+lMpKamYkg1oFY7rhMQQlinEwJVovm4wt0dq+hACFTx5jnShEe6bZbtCYmOtz9P0p2L5/6ut379+hEaGsqsWbP46aefEEJQtmxZdu3axcsvvwzA+++/74xDSZL0GAkhMKbmwZ980hOh1qozDDqcKZFESnk/6ILwYAoTy7Ijh6IvKM/VmlS+n/M9kPkUJivmrVDS6VJSKFXyRfNx7UxhUqSoecYJR1OYFHnQbcLe9udJ+nOh0ZjPxXM5jlJqair9+/dn3LhxrFy50hllkiTpKTCmGrkXdQ/Eg1/nkpSGpSbHxdMFr/xedoeEedoso3ID2JkgQnqKlBql53EKE51Ox7p16xg3bpwzyiNJ0lMghCDubhyuOlcK+xfO8C4h6TklIDExkVu3bhFHHN4Fcl+fU2VoAFfxXLd65UbP/ThK7du3Z/369QwfPtwZ2UmS9ISZjCYMyQYKBRTC3cP9aRdHyqXc3N0AuHnzJiZf0xNrhsuq3DbYpPSQ2jIp7vM6jlLJkiWZOHEie/bsoWrVqnh6elptHzx4sDMOI0nSYyJM5rFo7E1oLUlpububA2mTwYTaJZcFSrlkQlzJ1sO73vJeVZ9TAqUFCxaQL18+Dh8+zOHDh622qVQqGShJUl6R965h0pOmyr192H772QsAFzk0QK6j0Txoentea5QiIyOdkY0kSZIkPbLfN5pbM4TpKRdEsmHpzG3Mg++NUwIli5SUFCIjIylRooTDWzElSZIkuHjxImVKluHAoQNUrlL5aRcn11GjpmVqS+U5QMvUlhlOYXL4nvnbeNrX91CpVASXDCY1NTXDO/RUKhXFShTDYDCY06k13G/V7EEhrEfhFho1ie1aKs/Ty2z78yT9ubA3jlJKCpw4qsPdQxBS3JijueQeJ6dEMwkJCbz33nssXboUgLNnz1K8eHEGDx5MQEAAH3zwgTMOI0mSZKVJoyZUqlKJ6TOmW63/+eefeaPjGyQbkh85b0sgU7BgQSLORljNLFC9anXatGnDuPHybt/HxQ03vkv6zmpd+uW0hICQm+Zv47LlU9FqtTRq2UiZwsQRjVZDg9caKFOYCI2G69997aBQbkT/n+MyZLr9eZLuXGge3PWWdhylSeN8WPitubn0hUADfx27mSuHdXBKyDtmzBiOHz/Ozp07cXNzU9Y3btyYVatWZSsvg8HAhx9+SEhICO7u7hQvXpxPPvkEk8m6vi4iIoI2bdqg1+vx9vamVq1aXL58GYC7d+/y3nvvUaZMGTw8PAgKCmLw4MHExMRY5REdHU337t3R6/Xo9Xq6d+/OvXv3Hu0kSJL0TLp//z5fTv/yaRdDysS9aBWpqebaCr+CebB95xn3sEbp4bpTJx9GRf9d0XL+bO5siXJKoLR+/XpmzZpFnTp1rKo4Q0NDuXDhQgZ72po6dSpz585l1qxZREREMG3aND7//HO++eYbJc2FCxeoU6cOZcuWZefOnRw/fpxx48YpQdq1a9e4du0aX3zxBSdPnmTJkiWEh4fTp08fq2O9+eabHDt2jPDwcMLDwzl27Bjdu3fPwZmQJCk3mjhhItWrVmf+d/MpEVyCfN756Nq5a5Z+GA0cNJCvZn7FzZs3HaZx1bry888/W60rVKAQ/7f0/5TlgwcOUqNaDXw8fahdszbHjx23yWfjxo2Elg1F76Wn6atN+f7/vsdV62pVzr179vJqg1fRe+kpEVyCYUOHPROTjefUrQe1Sfl8TXKet1zI3l1vt25ahyC/bXLjt01u3Lyh5vo1NRH/aBG5oDXOKeHbrVu3KFSokM36+Pj4bI/eunfvXtq2bUvLlua2zeDgYFauXMmhQ4eUNGPHjqVFixZMmzZNWVe8eHHleYUKFVi7dq2yXKJECSZPnsxbb72FwWBAq9USERFBeHg4+/bto2bNmgDMnz+f2rVrc+bMGcqUKZPlMicaEklITbBZr1apcdM+rGGzl8ZChQp3XZrxa3Rp9knNOG1iasbzHz2OtAAeOo9HSptkSMKUQW/L7KR117orn7FkQzJG4Xg0s+ykddO6oVaZ/4hTjCkYTI5v1chOWleNK5oH/R6ykzbVmEqqKdVhWheNC1q1NttpDSYDKcYUjKlGTJgQQlid7wQSlHMmhLB6jzVocMPNbloEmHiYjxq1Ml9XRmk9sR5aBMyfy7TXkbTlEwirMjtKKxBcOH+BNT+uYc26Ndy/f58B/Qcw5L0hLP1+qU2+ltcL0KlzJ7Zt3cbkSZP56uuvlDILrM+VpRz2yhAfH0/7tu2p37A+i5Ys4uLFi4wYPsLqeBcvXqTrG10Z9N4gevXuxbFjxxgzeoySh0mYOPX3KVq1aMX4CeP59rtvuXXrFsOHDGfIe0P4bqF1k4/lM2nvtaWXnbRpPc5rRJyIo7KXue/W8ThzUGlZxiXNjgbABExZCbrWFCiSSkJqAqmpqSybuwwdOjr26IhGo7H5mzMajaQkp7ByiXlWic7dO6MVyZQq+SLJGjj9zx6EuztGoxGj0YjLvVReKP0SAPcunUHlZW42suSrik/Av4S5jFEXjitTmDwL1whHdGodOo3OJm36c5EifECtVwIlo8nIrbtJoEuhxsvJHNjjyudTNYAGcAWTDowuTPv6Hl163CfZ6LgZXavW4qIxfyhMwkSSISlLabPKKYFS9erV2bRpE++99x6AcpGwBB7ZUadOHebOncvZs2cpXbo0x48fZ/fu3cycORMAk8nEpk2bGDVqFM2aNePo0aOEhIQwZswY2rVr5zDfmJgYfHx8lE7me/fuRa/XK0ESQK1atdDr9ezZs8duoJScnExy8sM3KzY2FoAa82uQ5vtC0SikEd+3/15ZrvRtJRINiXbLV7tobda8sebhiqGAJ1ReZNvJs3LhymzutllZbrC0AVdjr9rNt3SB0uwI26Est1jRgrN3ztpNW9SnKPv77leWO67uyPEbtr96AfK75+fkOyeV5e7rurP36l67ad217pwffF5Z7rexH9sjt9tNC/Df8P+U54N/Hcymc5scpj333jnlAjt662h+PPWjw7QnBpyggEcBACbsmsDS40sdpt3XZx+B+kAApu6eytzDcx2m3d5jO2X8zJ+Xb/Z/w4x9Mxym3fTmJqr4VwFg4ZGFTPpzksO0P3b6kZcDzXMlLj+5nLHbxzpMu7TdUhoXbwzAT6d/Yvhvjgd/ndtqLq1Ltwbg1/O/MuCXARTzLMbcV+aScjfF6qpQPaC6w3xeSXqFmXdnKsv1itQjUWX/8/1S8kvMuzNPWW7m34y76rs26Q5eO2izrrBnYQp7FQbMX6BpP7/xqfHcSbjD3zf/BqCgR0GKeBdRtlvW34y/SVJSEiOmjUAToCEf+fjw0w/p06UPUz+fil8hP07dOmV13Gt3rgFwIfoCQz4cwttvvs3gIYMJKR5CoiGRm/E3lfwBLsdc5u+bf6N31VMsXzGrMvy07CdSUlMY8ukQTO4mggoG0blfZz4b85mSbv68+QSVCKLb+91IIYXQhqE079icRV8vIuJWBP7CnxnTZ9C5a2cGDxnMqVun8NZ7M2j8IN7u+DZvj38bVzdzVYq71p1SBR7Oi3b2zlmHX3ZuWjdKFyitLJ+/e97hF42LxoVgr2BlOavXiIR4FY2/C+OS+Mtu2syuEZVJdx0cn+b5OuAUULkrVIYLQKmHDRD8j/8pzz/68yPWnV1ntwwATZOb4u6iB2B4M5jzw8u2iR78Ge6Pu0ZRL/N5s7pGWP5M01y7n4VrhCMzms2gc/nOAOy8uJOw9WEPN6Y/F1VnYYx6G4C/Lu4n5t1OABwAaJgu49+nwZ6RjBqcD1XRA4w80cxhGYbXGs77L5vnkz135xyN/q+Rw7QDqg5gXP3s9S10SqA0ZcoUmjdvzqlTpzAYDHz11Vf8888/7N27l127dmUrr9GjRxMTE0PZsmXRaDQYjUYmT55M165dAfOIsHFxcXz22WdMmjSJqVOnEh4eTocOHdixYwf169e3yfPOnTtMnDiRt99+W1kXFRVltxasUKFCREVFOXydEyZMyNbrkSQpdyj8QmEKBxRWll+s8SImk4mzZ87iV8gvw33rNarHK6+8woTxE1jy/ZJsH/viuYuUCi2ljGwNULFqRas0Z8+epXzl8lbrQl8MtVo+cuQIF85f4IcVPzysLRMCk8nEtSvXCCkVku2yPQkTP/ThklELwU+7JNLTZjSoEAKuXHbcwR5An8+EpVfxtt/coEiGyR8rlRDOaQE8efIkX3zxBYcPH8ZkMvHSSy8xevRoKlasmPnOafzwww+MHDmSzz//nPLly3Ps2DGGDh3KjBkzCAsL49q1a7zwwgt07dqVFStWKPu1adMGT09Pm4l5Y2Njadq0Kb6+vmzYsEEZefjTTz9l6dKlnDlzxip9qVKl6NOnj9079ezVKAUGBnLgwgF88/napH/UpreE+ARKBZl/DR6/cByP9DNUy6Y3hWx6M8tx01uKkeQ7yRQrVkyplYDc3/T2evvXyZ8/v9LsZEn7f0v/j/eHvc+NOzcAmPTJJJYvW07E2Qhl3/ux9ylUoBBbt2+lbr26Np+zSxcvUbZUWfYd3EeVKlU4dPAQ9erUY+/+vfTr04/WbVvz4UcfAuDh4sHK1Stp266tUgZfH1+++uYr3urxFiOGj+Dvk38TviVcyf/E8RPUrFZTGR7g9Q7m1zJ3/sPay40bNvJGxze4fus6+fLlo0rFKrza+FUGvTuI9JfuwKBAXFweNik8rqa3lOQULl+8jI+/D6mq1Cz93b9SpRAXL6eCysS5qOsZpoVHbHoLugh3/di86yalyhhtmt5c3VwdNr39suoXwNz05i5MDpve8ml1suktnaw2vZ266E2bBkUp6Kfm5brJ/PyTK2iTKFjIyJ4Ttv3/tGotC77Jz97dLjRoHE/XPtEOy/AoTW93o+9SsVhFpbUpI07rYl6xYkVleICcGDlyJB988AFdunRR8r106RJTpkwhLCwMPz8/tFotoaHWv7TKlSvH7t27rdbdv3+f5s2b4+Xlxbp166ymZ/D39+fGjRs2x7916xaFCxe2WQ/g6uqKq51egu5ad6s/ckeykkaR+nCfzPaz6tuUidyQNm3w6My0rtqs9+DMTloXjUuW27QfV1qd5uHFyJlptWotWrUWgzCQinm8mbRfml54PUycSXfDx5U2vbTlK1OmDL/99pvVOoBDhw5RunRpZb0KFVcuXyHqehQBAQEA7N+3H7VaTanSpWzyhYddCNQqNSqViuo1qtOufTvG/m+sMjq1ZZ+CBQtyI+qGsnzu3DkSEhKU/UNDQ1m5fCXJScnKFCAHD1g3M5YpU4bw8HCrchw9fFTJQ61S8+KLL3Lqn1OULFnykc+ZM9Nm9e9emACDOW1WroNuWjdz8Pzgz0PZx96fi+VbLD4/pHqi9/DAQ2cklVRc0u2Q/m/OqDaiMWqUdCqVCkvc52oED607QueBUW3EqDbiodXh+eDaHKtSKyGiJV+VDmW7h84DYee15tVrRHbTpj8XXq6eYNJhMBjZ95crCA1a4UHHjvEOPxMDh8YxcKhlKWvfn2qVOnvftVnJ01kZmUwmzp49y+7du/njjz+sHtmRkJBgM9GiRqNRhgdwcXGhevXqNjVBZ8+epVixh/0CLDVJLi4ubNiwwWrYAoDatWsTExPDgQMHlHX79+8nJiaGl1+20y4tSVKu8/Y7b/PvhX8Z/N5gThw/wdmzZ/l2zrcsWbSE4SOs+2C4ubnRp1cfThw/we4/dzN82HBe7/Q6/v7+WT7ehIkT2LljJ2fPWPfza9CwAd/O+ZajR45y+NBh3h34rtUPsy5du6BWq3m739tEnIrg182/8uUM6yEH+vbvy5nTZ/jfB//j7NmzrPlxDd//n7mPoyVoGzFyBPv37Wfwe4M5fuw4586dY+PGjQwdMjQbZ+3JeyI3LiWbf/zICXFzJ2UcJZOKmBjz5/nPIzcZNyn2aRYrS5xSo7Rv3z7efPNNLl26ZFMdrFKpMBodN3Gk17p1ayZPnkxQUBDly5fn6NGjzJgxg969eytpRo4cSefOnalXrx4NGzYkPDycjRs3snPnTsBck9S0aVMSEhJYtmwZsbGxSsfrggULotFoKFeuHM2bN6dfv37Mm2fuZNq/f39atWqVrTveJEl6eoKDg9m+czsfjfuIlq+1JCkpiVKlS7Fg0QI6vt7RKm2JkiVo174dbVu35e7duzR/rTlfz3IwsKADpUuXJqxXGAvnL7RaP/XzqfTr049XG75KkYAiTJ8xnaNHjirbvby8+Gn9T7w76F1qVKtBudByfDrlUzp36qykCQkJYeXqlYweOZpZ38yiVq1ajB4zmvcGvafUZFesVJGt27fy0biPaNSgEUIIipcoTqdOnbJ76p4oU9ZvpHvEA6gg1VzzIocGyJ0sA5UnJapITjYHSj76vDHelVMCpQEDBlCtWjU2bdpEkSJFsj0kQFrffPMN48aNY+DAgdy8eZOAgADefvttPvroIyVN+/btmTt3LlOmTGHw4MGUKVOGtWvXUqdOHQAOHz7M/v3mu7fSV1FHRkYSHBwMwPLlyxk8eDBNmzYFzP2cZs2a9chllyTpyXup6kv8svmXLKV9e8DbvD3g7cwTYg7C7I3sPefbOcz5do7VuoCAADb9an135s071v0uataqycHD1s1t6fNv3bo1rVu3VpY/+/QzihYtalUjXq16NTaHbyYveZSesGrUNDI0Up4DNDI0sjuFiSnJhT8f7OfiYj6YSqWiaHDRh1OTOKBSqXih2AsYjUZlCpO4Vx/cFGRnCpOkpo2U5zavM5Ptz5P058IyjpIlSALw9skbtX9O6czt6enJ8ePHs91untfFxsai1+s5eekk+X3zOy3fhPgEShUx95s4d/2cTWduSXI2Q4qB2KhYgoKDbJqpnwUTJ0xkw4YNNoFKbjP327lUq1aN/AXys3fPXoYNGcY7A99hwsTcc7dtUlKS0plb65K139rVyhXm+n/moOO/2GtOL1NsjIpygebbov69dU2pVTIajcoUJvamMbF00vby8lKmMMkonV6vz3A6FMmx/66qqRH6sJnby9vEmf/s32H+JDzxztw1a9bk/Pnzz12gJEmS5Eznz53ns08/4+7duwQGBTJ02FBGfTDqaRcrxx736MopKQ9rKVyyN5ag9IRo00UbeaU2CZwUKL333nu8//77REVFUbFiRatOjACVKlVyxmEkSZIeybjx4/LEBLZfzPiCL2Z88bSL4XyP+TvRMmqLi4sgBz0/pMcofUWcj0/e6J8ETgqUOnY0d5pM2+FapVIhhMh2Z25JkiTp2fIonbkTSKCSl/lH9om4EwBU8qpk1TfJ8r/QlgD+RpfmjrfU1FSWfbsMgaDtm20dNpkZUg0sn7tcSadNTqZERfOdzxdO7kF4POz6oIpPwL/0iwDcuHBCGScp7fbCJSo53P48SX8uNBrrMdLySkducFKgFBkZ6YxsJEmSpGfQo971ln5KHEdT5JBiDpAsHbktDAbHgzVmlE6d6OA4gDrB8basbH+epD0X6ePU567pLe34RZIkSZKU1mMfHkCOoZTreXkLXqyawtHDLqhUgvqNHE9ym9vk6P7FgQMHEhcXpyx///33Vsv37t2jRYsWOTmEJEmSlMc97s7clkBJ5yIDpdxKrYYN224TceU6Z69F0Xdg/NMuUpblKFCaN2+eMkw/wKBBg7h58+HYIcnJyfz22285OYQkSZKUxwnTY+5hbalRkoFSrqZWg49e4OGZt96nHAVK6YdgctL8upIkSdIz5LF/M8imN+kxer6HDpUkScpE6RKl+forx1OdNGnUhPeHv++UY128eBFXrSvHjx13Sn65xRProyRrlKTHwCmduSVJkp6Gvr37KhPHAuTPn5+q1aoy5bMpVKxU8SmWTErrURobVKiobaitPAeobaiNEevhZlJv5ePa9i7cAFzT1CipUOH/gr/5jrYMWv5UKhWFAwqbh7FRASo1CbVrPNiYri5BrSa5jrlMQm2bqVCrMtz+PHmWzkWOA6WPPvoIjwfjTKSkpDB58mT0ej2AVf+lZ8ns2bOZPXu2HB9KknKBps2aMn/hfABuRN1g/Efjad+2Pecjzz/lkkkWjxIouePOmsQ1VuvSLxsMUP3Fwty8Yb733M31YWCj1Wlp8XoLZQoTRzRaDc07NFemMBEaDVfXfm83rXB3487mNXa3mQvtnvH258kzdC5y1PRWr149zpw5w9GjRzl69Cgvv/wy//77r7J85swZ6tWr56yy5hqDBg3i1KlTHDyYu+eNkqTngaurK/7+/vj7+1O5SmVGjBzBlStXuHXrFgD/++B/lC9Xnnze+ShTqgwff/QxqampVnls3LiR2jVr4+PpQ0DhAN54/Q2Hx1u6ZCkF8xdk65atdrevWL6C2jVrUyBfAYJeCKLHWz2sbnKJjo4mrHsYL/i/gN5LT2jZUJYuWWqVR2RkJE1fbUo+73xUe6ka+/bue9TTkys8rqa3+DiVEiQB6HSy6U1yvhzVKO3cudNJxZAkKTdKSUlxuE2tVqNNM4FTRmlVKpXV1EaO0rrkcKKuuLg4Vq5cSYmSJShQoAAA3t7eLFi4gCIBRfj75N8MHDAQL28vRowcAcDmTZvp/HpnPhjzAYuWLCI1JZVfN/9qN/8Z02fw+dTP+WXzL9SsVdNumpSUFMZ/PJ7SZUpz6+YtRr4/kr69+7Lhlw0AfDz+YyIiItjwywYK+BXgwvkLJKYb4PCjcR/x2dTPKFmqJOPHjafHWz04deaU1fnOSx7XXW9pZ6IHeCFQ1vJLzpc3/+okSXoipk+b7nBbiZIleKPLw5qXr7/82qamxiIoKIhuPbopy3NmzSHRzgjGYz4ck+0ybt60mfz6/ADEx8dTpEgR1v28DrXaXGE+ZuzDPIODgzlz5gxrflyjBEpTp0zljc5v8NHHHynpKlW2nZ/yw/99yLLvl7Fl2xYqVKzgsDw9e/VUnhcvXpwZM2fwSu1XiIuLw8vLiyuXr1ClShWqVquqlCm9YcOH0aKleQy6j8Z/RJVKVTh//jxly5bN4lnJXR51CpOanuZgdH/8fgBqetZEpLmHzqgOBMwd3z1X9GFYvf8B7oB5CpMfFvyAyWSiVedWGU5h8sOCHxBC0KpzK7TJyYTUaARA5IHtNlOYFK5snt7k5t/77U5hUqhCTYfbnyfP0rmQgZIkSXla/Qb1+Wb2NwBE341m3tx5tGnVht17d1OsWDF+WvsT33z1DRcuXCAuLg6DwYCPj4+y//Hjx+ndt7ej7AH46suviI+PZ8/+PRQvXjzDtMeOHmPiJxM5cfwEd+/exfQgSrhy+QrlQsvR/+3+dHmjC0ePHqVx48a0aduG2i/XtsqjYsWHHdH9i/gDcOvmrTwbKD3qyDF31XczXCalkPl/37vEd12E933rQDspMSlLx0lOsh4lWns32mFazZ27DrdlZfvz5Fk5FzJQkiTJofdHOb7t3VJjYzF42GCHaVXppnQf+O7AnBUsDU9PT0qWLKksv1T1JQrmL8iiBYto0bIFb735Fh+N/4gmTZvgo/fhx1U/MvPLmUp6d3f3TI/xSp1X+HXzr6z9cS0jR490mC4+Pp6Wr7WkcZPGLF66GL+Cfly5fIVWLVopzY3NX2vOuX/P8evmX9m+bTvNmzZnwDsDmPr5VCWftM2UlnNneuz32D8+j63oSW7m/92yFhBJ0qOQgZIkSQ5lp8/Q40qbXSqVCrVaTWJiInv27CGoWBAf/O8DZfvly5et0lesWJEd23cQ1jPMYZ7Vqldj4KCBtGrRCrVGzfsj7AeQZ06f4fbt20z6dBKBgYEAHDl8xCZdwYIF6RHWgx5hPXilziuMGT3GKlB61jy2sYgfjJ8kAyXpcZKBkiRJeVpycjJRUVGA+Y6yb+d8S1xcHC1btSQmNoYrl6+wetVqqlaryq+bf+Xn9T9b7T923FiaN21O8eLF6dS5E0aDkfDwcKUPk0Wt2rXY8MsGWrdsjVarZcjQITZlCQwKxMXFhTmz5tDv7X78888/fDr5U6s0E8ZP4MWqLxIaGkpKcgqbN23Os01qWWV6XFOYWGqUXPPOBKtS3uO0QOnevXscOHCAmzdv2lQR9+jRw1mHkSRJsvL7b79TrGgxwHyHW5kyZVi5aiX1G9QHYPCQwQwdPJTk5GRea/EaY8aOYdInk5T96zeoz8pVK/l08qd8Pu1zfHx8qFO3jt1jvfzKy6zfsJ62rdui0Wh49713rbYXLFiQBYsWMO7DccyeNZsXX3yRz6Z+Rsf2HZU0Li4ujBs7jksXL+Hu7s4rdV7h+xX2x+2RMiGb3qQnQCWcMEHbxo0b6datG/Hx8Xh7e1v1R1CpVNy9+2x06EovNjYWvV7PyUsnye+b32n5JsQnUKpIKQDOXT+HRx6+W0DKGwwpBmKjYgkKDsLNze1pF0fKxZKSkrh88TI+/j5oXbL2W/sFnwDl+X+x17K0TwIJlPJ+cB28fw5AWVb83Aba/Qy19sLelzl3/xwemK+XqampLPlmCQAdenTA1c3V5hhGo5HkpGR+Xv6zks7NZKRUyRfNxz1/FOHhgdFoxGg0kk+ro2hRc+3f9evn7N71VuTBtdve9udJbj8Xd6PvUrFYRWJiYqxu7rDHKTVK77//Pr179+bTTz9VRumWJEmSpEelQkVlY2XlOUBlY2VMPGyxuJdQmiuAp6uGksbKSjrLPn6F/B5OTeLoOCoVBQoVwGQ0KVOYJFV+MPyDnSlMUl40l8nRFCYZbX+ePEvnwik1Sp6enpw8eTLT22afNbJGSXpWyBolKaueVI1SVvy4wp2hA3xp2DiJZT/ZtlwYjUZlChN74yhZaoq8vLyUKUwySqfX6zOcDkXKO7JTo5SjKUwsmjVrxqFDh5yRlSRJkiRl6lKkhmOHzXdPurjKqUukx8cpgVLLli0ZOXIkH3/8MWvXrmXDhg1Wj+wwGAx8+OGHhISE4O7uTvHixfnkk09sOohHRETQpk0b9Ho93t7e1KpVy+q23++++44GDRrg4+ODSqXi3r17NseKjo6me/fu6PV69Ho93bt3t5tOkiRJyj2uXNJQ58VCLJnvCYCrbfcjSXIap/RR6tevHwCffPKJzTaVSmVuI86iqVOnMnfuXJYuXUr58uU5dOgQvXr1Qq/XM2SI+XbcCxcuUKdOHfr06cOECRPQ6/VERERYNRkkJCTQvHlzmjdvzpgx9qdFePPNN7l69Srh4eEA9O/fn+7du7Nx48Ysl1eSJElyvkQSaeDZAICd8TsBaODZABMmkk63wGSar6Td6rWRmp7vszN+J+4PpjAxpBr4ccmPmEwmmr/e3PEUJgYDa5auQZgEzV9vjjY5heAGLQG4uHMTwuPhgKSqhEQK1X4VgFsHdlpts2wvWKOBw+3Pk2fpXDglUHLmiLF79+6lbdu2tGxp/qAGBwezcuVKq6a9sWPH0qJFC6ZNm6asS98/aujQoYDjiXsjIiIIDw9n37591Kxpno9m/vz51K5dmzNnzlCmTBmnvSZJkiQpewSCq+qrynNAWeayt1XaBPe7JKivWs0DJxDE3Y+zLGR0IOLvx6dJJ9Bd/Y80K9KkFWgvX1We2+aVyfbnyTN0LnLdgJN16tRh7ty5nD17ltKlS3P8+HF2797NzJkzAXNQtmnTJkaNGkWzZs04evQoISEhjBkzhnbt2mX5OHv37kWv1ytBEkCtWrXQ6/Xs2bPHbqCUnJxMcvLDgc1iY2MBMJgMpBrtTwb6KNLmlWpMdWrekmSPwWgwf8kIcML9HdKzTJiDkFRjKsKY/c9KVq9nqVhfB61cDLZefjCOUqoxVdnP6jpqSkVtsu1pYjQZSTVZp9OYjFbLwpSK0WQ0p03TOGJ+/dblUqW7dqff/jzJ7efCYDJkOa3TAqVdu3bxxRdfEBERgUqloly5cowcOZK6detmK5/Ro0cTExND2bJl0Wg0GI1GJk+eTNeuXQG4efMmcXFxfPbZZ0yaNImpU6cSHh5Ohw4d2LFjB/Xr18/ScaKioihUqJDN+kKFCimj/KY3ZcoUJkyYYLPeJEwkG5w3MmzavJINyWgM8i4L6fEyGo0IIZSHJDli+YykGFMwGrLercIiq9fKZKyvg4pZg+CbdPMKPhiZO9mQjAbz9dJgePhFmGxMBjvfi0aTkRRjilU6tfFhC0mKIQWTQYPRZMRkMJGcZmiCZEMyIt21WZXu2p1++/Mkt58Lk8h6S5hTAqVly5bRq1cvOnTowODBgxFCsGfPHl599VWWLFnCm2++meW8Vq1axbJly1ixYgXly5fn2LFjDB06lICAAMLCwpRmvrZt2zJs2DAAqlSpwp49e5g7d26WAyWwnagTzBcBe+sBxowZw/Dhw5Xl2NhYAgMDKZavWKa3F2ZHvEu88jzYNxhPT0+n5S1J9iQlJXEl+go6rQ4X7eObh03K+0xaE1q1lqI+RR9pKIkQ35AspYvH+jqomDbKNrFHgpLOE/P10jIJMUAxn2J2y2o0GknUJVqnS9OnNsgnCDw9MRqNGAwGfNPMURjsGwzpr83prt02258nufxcxGpis5zWKYHS5MmTmTZtmhK4AAwZMoQZM2YwceLEbAVKI0eO5IMPPqBLly6AecLKS5cuMWXKFMLCwvDz80Or1RIaGmq1X7ly5di9e3eWj+Pv78+NGzds1t+6dYvChQvb3cfV1RVXO7dX6DQ6dBqdnT0eTdq8nJ23JNlj1BjNk8mq1KjTD7In5RnBwcEMHTpU6aP5OKhValQq1SNfm7K6jw7r66Ai2tf8/y8tYUMb+Lc4dF2ppLPsJzTCan97x1WjxqAxWKdLczO4TqMDjQ41alRCZXNtJn2emW1/nuTyc5Gdz65Troj//vsvrVu3tlnfpk0bIiMjs5VXQkICarV1sTQajVKT5OLiQvXq1Tlz5oxVmrNnz1KsWLEsH6d27drExMRw4MABZd3+/fuJiYnh5ZdfzlaZJUl6Onr27IlKpTJ/cet0FC5cmCZNmrBo0SKn3mTiLMHBwahUKvbt22e1fujQoTRo0ODpFCovSdVC3IOO3LX2wbwBsKUplD73dMslPdOcUqMUGBjItm3bKFmypNX6bdu2ERgYmK28WrduzeTJkwkKCqJ8+fIcPXqUGTNm0Lt3byXNyJEj6dy5M/Xq1aNhw4aEh4ezceNGqzvcoqKiiIqK4vz58wCcPHkSb29vgoKCyJ8/P+XKlaN58+b069ePefPmAebhAVq1aiXveJOkPKR58+YsXrwYo9HIjRs3CA8PZ8iQIaxZs4YNGzag1eaue1bc3NwYPXo0u3btetpFydVUqAglVHkOUPpeTc4+2F5GXwQ1hREIVGn+KfurVPj5+WVpeBqrdCoVxrJllefWhVKBpTXDXheNzLY/T56lcyGcYM6cOcLFxUUMGDBA/N///Z/4/vvvxdtvvy1cXV3F3Llzs5VXbGysGDJkiAgKChJubm6iePHiYuzYsSI5Odkq3cKFC0XJkiWFm5ubqFy5sli/fr3V9vHjxwvM93ZaPRYvXqykuXPnjujWrZvw9vYW3t7eolu3biI6OjrLZY2JiRGAiImJydZrzExcXJxS3ri4OKfmLUn2JCYmilOnTonExMSnXZRsCQsLE23btrVZv23bNgGI+fPnK+suXbok2rRpIzw9PYW3t7fo1KmTiIqKEkIIce/ePaFWq8WhQ4eEEEKYTCbh6+srqlWrpuy/YsUK4e/vL4QQIjIyUgBi7dq1okGDBsLd3V1UqlRJ7NmzJ8PyFitWTAwZMkS4uLiITZs2KeuHDBki6tevryzXr19fDBkyxGrftm3birCwMGX5xo0bolWrVsLNzU0EBweLZcuWiWLFiokvv/xSSRMRESFeeeUV4erqKsqVKye2bNkiALFu3TolzdWrV8Ubb7wh8uXLJ/Lnzy/atGkjIiMjHb6GrH5Wbt8W4r//zA/z/eHmR06cPWvOw9s7a+kNBoO4deuWiI6OFrGxsTaP6OhocevWLZGcnJyldAaDIWcvQMo1svP97ZSfWu+88w7+/v5Mnz6d1atXA+Y+Q6tWraJt27bZysvb25uZM2cqwwE40rt3b6tapvQ+/vhjPv744wzzyJ8/P8uWLctW+STpuRIf73ibRgNpO8hmlFatBnf3zNM6qcNno0aNqFy5Mj/99BN9+/ZFCEG7du3w9PRk165dGAwGBg4cSOfOndm5cyd6vZ4qVaqwc+dOqlatyokTJwA4ceIEsbGx+Pj4sHPnTpubRcaOHcsXX3xBqVKlGDt2LF27duX8+fMZ1mIFBwczYMAAxowZQ/PmzW26GmRVz549uXLlCtu3b8fFxYXBgwdz8+ZNZbvJZKJdu3YEBQWxf/9+7t+/z/vvv2+VR0JCAg0bNqRu3br88ccfaLVaJk2aRPPmzTlx4gQuLo/esb9nT/jll0fe3a7oaPP/vr7OzVeSMuK0Oun27dvTvn17Z2UnSVJu4OXleFuLFrBp08PlQoUgIcF+2vr1Ie3gr8HBcPu2bTonDk1QtmxZJeDZunUrJ06cIDIyUukO8P3331O+fHkOHjxI9erVadCgATt37uT9999n586dvPrqq/z777/s3r2bFi1asHPnTqsbVgBGjBihDI47YcIEypcvz/nz5ylrabpx4MMPP2Tx4sUsX76c7t27Z/u1nT17ll9//dVqwNyFCxdSrlw5Jc3vv//OhQsX2LlzJ/7+/oD5xpsmTZooaX744QfUajULFixQ7vZdvHgx+fLlY+fOnTRt2jTbZbPQaMASL1ru1M9B3AXIQEl6OpzSmbt48eLcuXPHZv29e/dsRsyWJEl6EkSaoT4iIiIIDAy06jMZGhpKvnz5iIiIAKBBgwb8+eefmEwmdu3aRYMGDWjQoAG7du0iKiqKs2fP2tQoVapUSXlepEgRAKtaHUcKFizIiBEj+Oijj6xuY8+qiIgItFot1apVU9aVLVuWfPnyKctnzpwhMDBQCZIAatSoYZXP4cOHOX/+PN7e3nh5eeHl5UX+/PlJSkriwoUL2S5XWuvXQ2qq+WGZhjM7XVUSSKD8g38JJHDfmECPk58DcC7fAcpRjlBClf8t6SxSU1OZO3cuK1asIDXV8WCHqampzJ8//2G6hAQ8atTAo0YN28A/IQHKlzc/7P0oyGz78+QZOhdOqVG6ePGi3Q5zycnJ/Pfff3b2kCQpT4iLc7wt/dxZGQUI6ZuXLl585CJlVUREBCEh5jF7hIPx0dKur1evHvfv3+fIkSP8+eefTJw4kcDAQD799FOqVKlCoUKFrGpsAHS6h7cYW/LJ6t12w4cPZ86cOcyZM8dmm1qtthn4M+2XvWWbozHf0r82R0wmE1WrVmX58uU22woWLJjhvtlhefuzeiOiyQRRN+HUxIHwQxdCdG7cvKEGRgKQ4HeZ05y22c9qChMhuG2v1tIOq3RCoDl9WnlufQABp07Z35aV7c+TZ+hc5ChQ2rBhg/L8t99+Q6/XK8tGo5Ft27YRHByck0NIkvQ0ZafP0ONK+wi2b9/OyZMnlaay0NBQLl++zJUrV5RapVOnThETE6MEP5Z+SrNmzUKlUhEaGkpAQABHjx7ll19+ydZgtlnh5eXFuHHj+Pjjj22GVylYsCDXr19Xlo1GI3///TcNGzYEzH1ADQYDhw4dUmqJzpw5w71795R9ypYty+XLl7lx44YyNtzBgwetjvPSSy+xatUqChUq5NRBc9PLbqDUvDls2eIBDALAKgQvcR7en+7M4klShnLU9NauXTvatWuHSqUiLCxMWW7Xrh1dunRhy5YtTJ8uP9CSJD0+ycnJREVF8d9//3HkyBE+/fRT2rZtS6tWrejRowcAjRs3plKlSnTr1o0jR45w4MABevToQf369a2arxo0aMCyZcuoX78+KpUKX19fQkNDWbVq1WMZ56h///7o9XpWrlxptb5Ro0Zs2rSJTZs2cfr0aQYOHGgVBJUpU0YZ3mT//v0cPnyYvn374p6mw3yTJk0oUaIEYWFhnDhxgr/++ouxY8cCD2uiunXrhp+fH23btuXPP/8kMjKSXbt2MWTIEK5eveq012mp2MpKoCQEbN/+YME1CXostU5wvhTU3meznyQ9LjkKlEwmEyaTiaCgIG7evKksm0wmkpOTOXPmDK1atXJWWSVJkmyEh4dTpEgRgoODad68OTt27ODrr7/m559/RvOgeVClUrF+/Xp8fX2pV68ejRs3pnjx4qxatcoqr4YNG2I0Gq2Covr162M0Gp1eowTmpruJEyeSlJRktb53796EhYUpwVxISIhSm2SxePFiAgMDqV+/Ph06dKB///5W81dqNBrWr19PXFwc1atXp2/fvnz44YcAynQeHh4e/PHHHwQFBdGhQwfKlStH7969SUxMdGoNk6VGKSstMMnJoPTkuFkIlvZ8uDH0H6eVSZKySiXSN4RLWRYbG4terycmJsa5c73Fx+P14G6juLg4Odeb9NglJSURGRlJSEjII83fJeUNf/31F3Xq1OH8+fOUKFHikfJ4lM/K7dtg6fJkMmXcqTttWgwa0Jj47c8EPh7jwt7vKkJohMN944izmuttypQpAAwcONDxXG+JiXz33XcP0xmNeD/omH//+nWbud40li4mcXG2Tcjx8Q/vFLW3/XmSy89Fdr6/nTap065du2jdujUlS5akVKlStGnThj///NNZ2UuSJEnZtG7dOrZs2cLFixfZunUr/fv355VXXnnkIOlRpe3Ln1nzm2WILTc3ARpz4lfqmtiyOynDIEmSHhen3PW2bNkyevXqRYcOHRg8eDBCCPbs2cOrr77KkiVLsjUpriRJkuQc9+/fZ9SoUVy5cgU/Pz8aN278VPqNpg+U0t8wmZblRksvLyiMef5Oy9QkxSiGCRMqVMrUJRlNYaLX67N0F6JVOpUKU1CQ8tyKSgWWOUUdTWGS0fbnyTN0LpzS9FauXDn69+9vMxjbjBkzmD9/vjJOybNGNr1JzwrZ9CZl1aN8VmJjwdJilZQErq6O0x44ADVrmr9jczqKhNFoJDo6Gq1Wq/RXS7/dYDDg4+NDbGxspul8fX3tbpfynife9Pbvv//a3N4K0KZNGyIjI51xiFxl9uzZhIaGUr169addFEmSpFwvO01vaWuUJCk3cEqgFBgYyLZt22zWb9u2zWok3GfFoEGDOHXqlM2YJJIkSZKtR+mjJCvSpdzCKX2U3n//fQYPHsyxY8d4+eWXUalU7N69myVLlvDVV1854xCSJElSHvUoNUoeXkaqUwuAP/gDgHrUw4T9DNSo+YM/cMc8llRqaiqLFy/GaDTSqVMnh01mBoOBxYsXYzKZzOlSUvBo3hyAhPBw68mcExPBMkzDH39Yb7Nsr1fP8fbnyTN0LpwSKL3zzjv4+/szffp0Vq9eDZj7La1atYq2bds64xCSJElSHpW2L29Wa5Q8PAU7OWTe50FwdOjBsiNpgyghhDK6eUZdcYUQREVFPUxnMqE5etR+YU0mOHTI8QvJbPvz5Bk6F04JlADat29P+/btnZWdJEmS9IxIW6OU2e1DlholT9lHScolnBYogXmAL8sI3WkFWW61lCRJkp47WWl6S0mBl1+GI0fMy56ecixkKXdwSqB07tw5evfuzZ49e6zWW2avNirj0UuSJEnPm6wESufOweHD5ucqFdSuY2LJYy+ZJGXOKXe99ezZE7VazS+//MLhw4c5cuQIR44c4ejRoxyx/DyQJElysp49e6JSqVCpVOh0OgoXLkyTJk1YtGiRw4EGmzZtikajYd8++xOr7tmzhxYtWuDr64ubmxsVK1Zk+vTpWfrBd+XKFfr06UNAQAAuLi4UK1aMIUOGcOfOnRy9zrwuK32UYmPN/xcrBnfuQLcww+MvmCRlgVNqlI4dO8bhw4cpW7asM7KTJEnKsubNmyt3N924cYPw8HCGDBnCmjVr2LBhA1rtw8vc5cuX2bt3L++++y4LFy6kVq1aVnmtW7eON954g169erFjxw7y5cvH1q1bGTVqFPv27WP16tWoHIwy/O+//1K7dm1Kly7NypUrCQkJ4Z9//mHkyJH8+uuv7Nu3j/z58z/Wc5GbqdXmICmzQMnX1/yIf3JFk6QMOSVQCg0N5fbt287ISpIkKVtcXV3x9/cH4IUXXuCll16iVq1ayhRKffv2VdIuXryYVq1a8c4771CjRg1mzpypjHwfHx9Pv379aNOmjTJJKkDfvn0pXLgwbdq0YfXq1XTu3NluOQYNGoSLiwu///477g9uhQ4KCuLFF1+kRIkSjB07lm+//RaA4OBg+vfvz/nz5/nxxx/x9fXlww8/pH///o/lHOUGWQ2U0g6S7IefVRo//BDY77uUdvoSCw8PjyxNYeLu7m51Z5ypQAHHif38HG/LyvbnyTNyLh45UIq1fKqBqVOnMmrUKD799FMqVqyITqezSuvM6T0kSXr8hBAkJCQ8lWN7eHg4rLXJqkaNGlG5cmV++uknJVASQrB48WJmz55N2bJlKV26NKtXr6ZXr14A/P7779y5c4cRI0bY5Ne6dWulpsheoHT37l1+++03Jk+erARJFv7+/nTr1o1Vq1YxZ84c5bVNnz6diRMn8r///Y81a9bwzjvvUK9evWe2Zt7STymrgZInntzillWa9MsZcXFxYfjw4coUJo7odDqGDh2qTGGCmxvxjmaU8PSEWxmUIbPtz5Nn6Fw8cqCUL18+q4uZEIJXX33VKo3szC1JeVNCQoIy3+CT5qz5DcuWLcuJEyeU5a1bt5KQkECzZs0AeOutt1i4cKESKJ09exYwjwHnKD9LmvTOnTuHEMLhvuXKlSM6Oppbt25RqFAhAFq0aMHAgQMBGD16NF9++SU7d+587gMlb+8nUx5JyqpH7sy9Y8cOtm/frjzSL6ddlx0Gg4EPP/yQkJAQ3N3dKV68OJ988olN9WlERARt2rRBr9fj7e1NrVq1uHz5srI9OTmZ9957Dz8/Pzw9PWnTpg1Xr161yiM6Opru3buj1+vR6/V0796de/fuPeopkSQpF7H8ULNYuHAhnTt3VmoXunbtyv79+zlz5ozNfo7yc3FxeeSyAFblqVSpkvJcpVLh7+/PzZs3Hyn/vMDy0rPT9CZJucEj1yjVr1/fmeVQTJ06lblz57J06VLKly/PoUOH6NWrF3q9niFDhgBw4cIF6tSpQ58+fZgwYQJ6vZ6IiAirmayHDh3Kxo0b+eGHHyhQoADvv/8+rVq14vDhw8pQ9m+++SZXr14lPDwcgP79+9O9e3c2btz4WF6bJOUVHh4exFlG/nsKx3aGiIgIQkJCAHPT2Pr160lNTVX6CYF5VvhFixYxdepUSpUqpez38ssv2+R3+vRpqlSpYvdYJUuWRKVScerUKdq1a2d3X19fX/zS9NlI30VBpVJlqT9NXmWpUXI04OT9++b/LYFSIom8xmsA/MqvALzGaxgxokKFQFj9r0bNr/xqNYXJsmXLMBgMtG/fPsMpTJYvX/4wXUoK7h07msuwdq3tFCatWpmf//qr/SlMXnvN8fbnyTN0LnLUmTshIYGRI0cqF6DGjRvz9ddfW10Msmvv3r20bduWli1bAuZOjytXruTQoYdD148dO5YWLVowbdo0ZV3x4sWV5zExMSxcuJDvv/+exo0bA7Bs2TICAwPZunUrzZo1IyIigvDwcPbt20fNmjUBmD9/PrVr1+bMmTOUKVPmkV+DJOV1KpXKKc1fT8v27ds5efIkw4YNA2D58uUULVqU9evXW6Xbtm0bU6ZMYfLkyTRr1oz8+fMzffp0m0Bpw4YNnDt3jpkzZ9o9XoECBWjSpAlz5sxh2LBhVv2UoqKiWL58OT169Mhx36u8LLt9lEyY2MUu5TmgLDuSfgoTSytDZlOYWKUzmdDu3m2/sCYT7Nrl+IVktv158gydixyNozR+/HiWLFlCy5Yt6dKlC1u2bOGdd97JUYHq1KnDtm3blL4Ax48fZ/fu3bRo0QIAk8nEpk2bKF26NM2aNaNQoULUrFnT6gJ4+PBhUlNTadq0qbIuICCAChUqKINi7t27F71erwRJALVq1UKv19sMnClJUu6VnJxMVFQU//33H0eOHOHTTz+lbdu2tGrVih49egDmZrfXX3+dChUqWD169+7NvXv32LRpE56ensybN4+ff/6Z/v37c+LECS5evMjChQvp2bMnffv2Va5D9syaNYvk5GSaNWvGH3/8wZUrVwgPD6dJkya88MILTJ48+UmdklzJUaAUFQVVq8L335uXZdOblNvkqEbpp59+YuHChXTp0gUwd4585ZVXMBqNDqs5MzN69GhiYmIoW7YsGo0Go9HI5MmT6dq1KwA3b94kLi6Ozz77jEmTJjF16lTCw8Pp0KEDO3bsoH79+kRFReHi4oKvr69V3oULF1YmP4yKilI6VaZVqFAhJU16ycnJJCcnK8tp7/yTJOnpCA8Pp0iRImi1Wnx9falcuTJff/01YWFhqNVqDh8+zPHjx5k/f77Nvt7e3jRt2pSFCxfStm1bXn/9dXbs2MHkyZOpW7eu8jf+2WefMXr06AzLUapUKQ4dOsTHH39M586duXPnDv7+/rRr147x48c/12MogeNA6bffHk5bAlC58pMrkyRlRY4CpStXrlC3bl1luUaNGmi1Wq5du0ZgYOAj5blq1SqWLVvGihUrKF++PMeOHWPo0KEEBAQQFhamtOG3bdtWqVavUqUKe/bsYe7cuRn2nUrfudNeNXj6NGlNmTKFCRMmPNLrkiTJ+ZYsWcKSJUsyTFO1atUMm142bNhgtVy3bl2l32JSUhJt27Zl6dKl9O7dm4IFC2Z4rGLFirF48eJMy33x4kWbdceOHct0v7zMUaB07Zr5/7ZtYdYsKFr0yZZLkjKTo6Y3o9FocxeIVqvFYHj0oedHjhzJBx98QJcuXahYsSLdu3dn2LBhTJkyBQA/Pz+0Wi2hoaFW+5UrV05pZ/b39yclJYXo6GirNDdv3qRw4cJKmhs3btgc/9atW0qa9MaMGUNMTIzyuHLlyiO/TkmScj83Nzd+/vlnevTowR9//PG0i5OnOQqU/vvP/H/58jJIknKnHNUoCSHo2bMnrq6uyrqkpCQGDBhg1RH0p59+ynKeCQkJqNXW8ZtGo1FqklxcXKhevbrNLb1nz56lWLFigPkXpE6nY8uWLbzxxhsAXL9+nb///lvpAF67dm1iYmI4cOAANWrUAGD//v3ExMTYveMFzCMAp32tkiQ9+9zc3Pjggw+edjHyvMxqlAICnmx5JCmrchQohYWF2ax76623cpIlrVu3ZvLkyQQFBVG+fHmOHj3KjBkz6N27t5Jm5MiRdO7cmXr16tGwYUPCw8PZuHEjO3fuBECv19OnTx/ef/99ChQoQP78+RkxYgQVK1ZU7oIrV64czZs3p1+/fsybNw8wDw/QqlUrecebJEmSk6UPlKKiYNo02LvXvPzCC7b7eOBhs5x+WADL//bodLoMm10dpRMZDVGR2fAVThre4pnwrJwLkcvExsaKIUOGiKCgIOHm5iaKFy8uxo4dK5KTk63SLVy4UJQsWVK4ubmJypUri/Xr11ttT0xMFO+++67Inz+/cHd3F61atRKXL1+2SnPnzh3RrVs34e3tLby9vUW3bt1EdHR0lssaExMjABETE/PIr9eeuLg4AQhAxMXFOTVvSbInMTFRnDp1SiQmJj7toki53KN+VgIChAAhjhwxL3/wgXnZ8jh50vllNRgM4tatWyI6OlrExsbaPKKjo8WtW7dEcnJyltIZDAbnF1J6KrLz/a0SIgvhtmRXbGwser2emJgYp85nFx8fr0wf4azpHCQpI0lJSURGRhIcHGwzV5kkpZWYmMjFixcJCQmxGuQ3M4GBcPUqjBoFvXvDkCHmO946dXr4cDaj0ajM9WbvTmyj0YjBYMDHx0eZ6y2jdL6+vo98R7eUu2Tn+ztHnbklSXo2WC7+KSkpT7kkUm5nmSw5/cjimbHE39OmQdmyYOkbP3z44wmSJMlZctRHSZKkZ4NWq8XDw4Nbt26h0+lsbqiQJCEECQkJ3Lx5k3z58mW7ZmXGDFi2DFatMi8nJoKLi/luN3uSSKIj5qlE1rIWgI50zHAKk7WsxQ1zLZfBYGDVqlWkpqbSqlWrDKcwWb16NQaDwZwuNRX3B31tE5ctg7S1ZklJ8OAGIdautd5m2f5g+hO7258nz9C5kIGSJEmoVCqKFClCZGQkly5detrFkXKxfPny4e/vn+39WrUyPyZMMI/CbTRC3brg7W0/vREjm9msPAeUZUcs6cA8i8P58+eBzKcwuXDhwsN0RiPa339/kKHROrHRCJs329+Wle3Pk2foXMhASZIkwDz0RqlSpWTzm+SQTqfLcR+dMmVg0iQnFUiSngAZKEmSpFCr1dnqoCtJkvSskx0RJEmSJEmSHJCBkiRJkiRJkgMyUJIkSZIkSXJA9lHKAcudFLGxsU7NNz4+XnkeGxuLMY/fMSBJkpRd8aS5DpK1a2wsscqdbykpKSQlJQEQExNDYmKiTXqTyWSbzmDAco/cvXv3ICUFk8mEEAKNTofSlT021vZurjTXbrvbnye5/FxYvrezMua2HJk7B65evUpgYODTLoYkSZIkSY/gypUrFC1aNMM0MlDKAZPJxLVr1/D29kalsj8pY1bFxsYSGBjIlStXnDodivT4yPcs75HvWd4j37O8Kbe/b0II7t+/T0BAQKYD7MqmtxxQq9WZRqLZ5ePjkys/VJJj8j3Le+R7lvfI9yxvys3vm16vz1I62ZlbkiRJkiTJARkoSZIkSZIkOSADpVzC1dWV8ePH4+rq+rSLImWRfM/yHvme5T3yPcubnqX3TXbmliRJkiRJckDWKEmSJEmSJDkgAyVJkiRJkiQHZKAkSZIkSZLkgAyUJEmSJEmSHJCBkiRJkiRJkgMyUJIkSZIkSXJABkqSJEmSJEkOyEBJkiRJkiTJARkoSZIkSZIkOSADJUmSJEmSJAdkoCRJkiRJkuSADJQkSZIkSZIckIGSJEmSJEmSAzJQkiRJkiRJckAGSpIkSZIkSQ7IQEmSJEmSJMkBGShJkiRJkiQ5IAMlSZIkSZIkB2SgJEmSJEmS5IAMlCRJkiRJkhyQgZIkSZIkSZIDMlCSJEmSJElyQAZKkiRJkiRJDshASZIkSZIkyQEZKEmSJEmSJDkgAyVJkiRJkiQHtE+7AHmZyWTi2rVreHt7o1KpnnZxJEmSJEnKAiEE9+/fJyAgALU64zojGSjlwLVr1wgMDHzaxZAkSZIk6RFcuXKFokWLZphGBko54O3tDZhPtI+Pz1MujSRJkiRJWREbG0tgYKDyPZ4RGSjlgKW5zcfHRwZKkiRJuYjRJDgQeZeb95Mo5O1GjZD8aNS2XSTSp6tazJfDl6Lt7pdZnlk95vMgr5yLrHSbeeyB0pw5c/j888+5fv065cuXZ+bMmdStW9dh+l27djF8+HD++ecfAgICGDVqFAMGDLBKs3btWsaNG8eFCxcoUaIEkydPpn379sr2P/74g88//5zDhw9z/fp11q1bR7t27azyEEIwYcIEvvvuO6Kjo6lZsyazZ8+mfPnyTn39kiRJ0pMV/vd1Jmw8xfWYJGVdEb0b41uH0rxCkQzTqVVgEtjsB2SYZ1aP+Tx41s7FY73rbdWqVQwdOpSxY8dy9OhR6taty2uvvcbly5ftpo+MjKRFixbUrVuXo0eP8r///Y/Bgwezdu1aJc3evXvp3Lkz3bt35/jx43Tv3p033niD/fv3K2ni4+OpXLkys2bNcli2adOmMWPGDGbNmsXBgwfx9/enSZMm3L9/33knQJIkSXqiwv++zjvLjlh9SQNExSTxzrIjhP99PcN0aYMky34Dlh1hQAZ5Ttl8KkvHfB5k9fznJSohhMg82aOpWbMmL730Et9++62yrly5crRr144pU6bYpB89ejQbNmwgIiJCWTdgwACOHz/O3r17AejcuTOxsbH8+uuvSprmzZvj6+vLypUrbfJUqVQ2NUpCCAICAhg6dCijR48GIDk5mcKFCzN16lTefvvtLL2+2NhY9Ho9MTExsulNkiTpKTOaBHWmbrf5krZQAf56N3aNbEj9z3c4TJdd6Wuh7B1z9+hGubLpyZmyev5zw7nIzvf3Y2t6S0lJ4fDhw3zwwQdW65s2bcqePXvs7rN3716aNm1qta5Zs2YsXLiQ1NRUdDode/fuZdiwYTZpZs6cmeWyRUZGEhUVZXUsV1dX6tevz549exwGSsnJySQnJyvLsbGxmR5LCIHBYMBoNGa5fNLTp9Fo0Gq1ctgHScpDDkTezTD4EcD1mCRaffOn04IkcBwkpT1m53l7ye/p4rRj5kZ341OydP4PRN6ldokCT65gOfTYAqXbt29jNBopXLiw1frChQsTFRVld5+oqCi76Q0GA7dv36ZIkSIO0zjK09FxLPulz+fSpUsO95syZQoTJkzI8nFSUlK4fv06CQkJWd5Hyj08PDwoUqQILi7P9sVNkp4VN+9nLfg5eyPuMZfE1qFL0U/8mLlVVt+n3OKxd+ZO/4tcCJHhr3R76dOvz26ezirbmDFjGD58uLJsub3QHpPJRGRkJBqNhoCAAFxcXGTtRB4hhCAlJYVbt24RGRlJqVKlMh2QTJKkp6+Qt1uW0rWo4M/mv7P+49oZ+tYJoXhBryd6zCft31txLNgdmWm6rL5PucVjC5T8/PzQaDQ2NT03b960qcmx8Pf3t5teq9VSoECBDNM4ytPRccBcs1SkyMMe+Jnl4+rqiqura5aOkZKSgslkIjAwEA8PjyyXTcod3N3d0el0XLp0iZSUFNzc8tYftiQ9j2qE5KeI3o2omCTstYZZ+sjM7PIiRz/f4TBddqlVIAQZHnNMi3JPvV/O42Y0CTadvJ7p+a8Rkv9JFy1HHtvPZBcXF6pWrcqWLVus1m/ZsoWXX37Z7j61a9e2Sf/7779TrVo1dDpdhmkc5WlPSEgI/v7+VvmkpKSwa9eubOWTFbImIu+S750k5S0atUq5lT89S4gyvnUoLlq1ki6z0EXl4LllWQX0qxvicLvlmM96kATW5/9ZOheP9Ztg+PDhLFiwgEWLFhEREcGwYcO4fPmyMi7SmDFj6NGjh5J+wIABXLp0ieHDhxMREcGiRYtYuHAhI0aMUNIMGTKE33//nalTp3L69GmmTp3K1q1bGTp0qJImLi6OY8eOcezYMcDcefvYsWPKsAQqlYqhQ4fy6aefsm7dOv7++2969uyJh4cHb7755uM8JZIkSdJj1LxCEb596yXcdNZfb/56N7596yVlHB9LOn+9dW1x+u9wf70bc996ibl20lryHNMi1G5e6Y/5PHB0XvP0uRCP2ezZs0WxYsWEi4uLeOmll8SuXbuUbWFhYaJ+/fpW6Xfu3ClefPFF4eLiIoKDg8W3335rk+ePP/4oypQpI3Q6nShbtqxYu3at1fYdO3YIzLWgVo+wsDAljclkEuPHjxf+/v7C1dVV1KtXT5w8eTJbry0mJkYAIiYmxmZbYmKiOHXqlEhMTMxWnlLmIiMjBSCOHj2qrNu9e7eoUKGC0Gq1om3btg7XZYd8DyUp7+q/9KAoNvoXMeLHY2LP+dvCYDTZTWcwmsSe87fF+qNXxZ7zt0VyqtFqOe1+6dOmzzOz7c+T3H4uMvr+Tu+xjqP0rMtoHIakpCQiIyMJCQnJUf+WJzkMvBCCJk2aoNFo+O2336y2zZkzhzFjxnDy5EmCgoIey/EbNGjArl27AHPTrZ+fHy+99BK9evWiQ4cOSjqj0citW7fw8/NDqzV3s6tZsyalS5dmypQpeHl5kS9fPrvrssNZ76EkSU9ez8UH2HnmFp+/XolO1eTk5ZK17IyjJDth5GLhf1+nztTtdJ2/jyE/HKPr/H3Umbr9sY1sqlKpWLx4Mfv372fevHnK+sjISEaPHs1XX3312IIki379+nH9+nXOnz/P2rVrCQ0NpUuXLvTv319Jo9Fo8Pf3V4IkgAsXLtCoUSOKFi2qBET21kmS9HxITDGPXeem0zzlkkh5nQyUcqmnNQx8YGAgX331FSNGjCAyMhIhBH369KFBgwb8+eefhISE4O7uTpkyZfjqq6+U/U6ePIlareb27dsAREdHo1ar6dSpk5JmypQp1K5dO8Pje3h44O/vT2BgILVq1WLq1KnMmzeP+fPns3XrVgAuXryISqXi2LFjyvM7d+7Qu3dvVCoVS5YssbtOkqTnR5LBBMhASco5GSg9QUIIElIMmT7uJ6UyfsM/dm+vtKz7eMMp7ielZim/7LauhoWF8eqrr9KrVy9mzZrF33//zYIFCyhatCirV6/m1KlTfPTRR/zvf/9j9erVAFSoUIECBQooTWd//PEHBQoU4I8//lDy3blzJ/Xr18/2eQsLC8PX15effvrJZltgYCDXr1/Hx8eHmTNncv36dTp16mSzrnPnztk+riRJeVdyqqVGSX7NSTnz2AeclB5KTDUS+tFvmSfMhACiYpOo+PHvWUp/6pNmeLhk763+7rvvqFChAn/++Sdr1qyhcOHCVqOSh4SEsGfPHlavXs0bb7yBSqWiXr167Ny5k44dO7Jz507CwsJYunQpp06donTp0uzZs8dm+pmsUKvVlC5dmosXL9psszTDqVQq9Hq9MkaWp6enzTpJkp4fSamy6U1yDhlqS3YVKlSI/v37U65cOdq3bw/A3LlzqVatGgULFsTLy4v58+crQy6AuTP2zp07Adi1axcNGzakXr167Nq1i4MHD5KYmMgrr7zySOURjzj6uiRJ/9/evcdFVe39A/8MtwEERhFhmFQgTRTxFhpCmndF86hZiUej+JUWmRe8pEePPaGevFXmXfPJpNsj2jE6HjVDTREVtVBSvGvkLZA0HERhuMz6/UGzbWQGBt0Dzvh5v177pbPmu9fas9fO/W3tvdd+NBWXVlx6c2OiRA+II0q1yM3ZESdn96s27nD2H4hd92O1cYn/r5NFM5ze7z8UTk5O0g3TGzduxMSJE/Hhhx8iIiICnp6eeP/993Ho0CEpvnv37pgwYQLOnz+PrKwsdO3aFRcuXEBqaipu3ryJsLAweHp61ng7ysvLce7cOXTq1Om+fgcRPXqKy3jpjeTBRKkWKRQKiy6BdX2ikUXT8Hd9olGtzXCalpaGyMhIjBkzRiq7cOGCUYzhPqV//etfaNeuHby8vNCtWzfMmzcP+fn593V/EgB89tlnyM/Px/PPP/9Av4GIHh2Gp96UThxRogfDVPsh9DBOA9+8eXP89NNP+P7773H27Fm88847+PFH41Evw31KX375Jbp37w4AaNu2LUpKSrBr1y6prCp37txBbm4urly5gkOHDmHatGmIi4vDm2++iR49eljhlxGRvRFCQMen3kgmTJQeUg/bNPBxcXEYOnQooqOjER4ejhs3bhiNLhn06NED5eXlUlKkUCjQtWtXAECXLl2qbed///d/4e/vj2bNmuG5557DyZMnsWHDBqxcuVLW30NE9suQJAG89EYPjjNzPwB7m5mbjHFmbiLbdPNOCdrPrnjp+bn3+sPZkckSGavJzNy8R+kh5+igQESzhnW9GURENsPwxJujg4JJEj0wHkFERGRXDHMocWoAkgMTJSIisitFnJWbZMSjiIiI7IphRIlTA5AcmCgREZFdMdyjxBElkgOPIiIisit3Z+XmiBI9OCZKRERkV3R8IS7JiIkSERHZFb4Ql+TERImIiOxKMZ96IxnxKKIaSUhIQPv27eu8jqrExsZiyJAh0mchBF5//XV4e3tDoVAgMzPTZBkR2QfD9ABKjiiRDJgoPez05UB2GnD83xV/6sut2lxsbCwUCgUUCgWcnZ3x+OOPY8qUKbh9+zYAYMqUKdi1a5dR/F+TEmvZs2ePtF0ODg5QqVTo0KEDpk6dipycHKPYJUuWIDExUfq8fft2JCYmYsuWLcjJyUFoaKjJMiKyD9JTb5wegGTAV5g8zE5uBrZPAwp+u1vmpQGiFgAhg6zWbFRUFNatW4fS0lKkpaVh1KhRuH37NlatWgUPDw94eHhYre3qnDlzBl5eXigoKMCRI0ewcOFCrF27Fnv27EGbNm0AACqVymidCxcuwN/fH5GRkVWWEZF94KU3khOPoofVyc3AxpeNkyQAKMipKD+52WpNK5VKqNVqNGnSBCNGjMDIkSPx7bffAjC+bJaQkIDPPvsM//nPf6TRnj179gAArly5guHDh8Pb2xv16tVDx44dcejQIaN2vvjiCwQGBkKlUmH48OG4detWtdvm6+sLtVqNFi1aYPjw4di/fz8aNWqEN998U4r56yhXbGwsxo0bh0uXLkGhUCAwMNBkGRHZD04PQHLiiFJtEgIovVN9nL4c+G4qAGGqEgCKipGmx7sDDhb8Q+DsDigUNdvWv3Bzc0NpaWml8ilTpuDUqVMoKCjAunXrAADe3t4oLCxEt27d8Nhjj2Hz5s1Qq9U4cuQI9Hq9tO6FCxfw7bffYsuWLcjPz8ewYcMwf/58vPfeezXetri4OEycOBF5eXnw9fU1+n7JkiVo1qwZ1qxZgx9//BGOjo5wcXGpVEZE9kPHCSdJRkyUalPpHWCuRoaKRMVI0/wmloXP+A1wqXdfLR0+fBj/93//h169elX6zsPDA25ubtDpdFCr1VJ5YmIifv/9d/z444/w9vYGADRv3txoXb1ej8TERHh6egIAYmJisGvXrhonSgDQsmVLAMCvv/5aKVFSqVTw9PSEo6Oj0TaaKiMi+8CX4pKcmChRJVu2bIGHhwfKyspQWlqKwYMHY9myZRavn5mZiQ4dOkhJkimBgYFSkgQA/v7+yMvLu6/tFaJi5E3xAKNmRGQ/ijjhJMmIiVJtcnavGN2pzsUDwFcvVB838t9AgAU3Izu7Vx/zFz169MCqVavg7OwMjUYDZ2fnGq3v5uZW/SbdU6dCoTC6NFcTp06dAgDea0REAP7yUlwmSiQDq1/AXblyJYKCguDq6oqwsDCkpaVVGZ+amoqwsDC4urri8ccfx+rVqyvFbNq0CSEhIVAqlQgJCUFycnKN2/3rY/CGpXPnzg/2Y6ujUFRcAqtuadaz4uk2mBshUQBej1XEWVJfDUda6tWrh+bNmyMgIKDaJMnFxQXl5cZTFrRt2xaZmZn4448/atTu/SgqKsKaNWvwzDPPoFGjRlZvj4gefnenB+A9SvTgrHoUbdiwAfHx8fjnP/+Jo0ePomvXrujfvz8uXbpkMj47OxsDBgxA165dcfToUcyYMQPjx4/Hpk2bpJj09HRER0cjJiYGP//8M2JiYjBs2DCjJ6osbTcqKgo5OTnSsm3bNuvsiJpycKyYAgBA5WTpz89R8y27kdvKAgMDcezYMZw5cwbXr19HaWkp/v73v0OtVmPIkCHYv38/fvnlF2zatAnp6ekP3F5eXh5yc3Nx7tw5JCUl4emnn8b169exatUqGX4NEdmDYl56IxlZNVFatGgRXnvtNYwaNQqtWrXC4sWL0aRJE7MntdWrV6Np06ZYvHgxWrVqhVGjRuHVV1/FBx98IMUsXrwYffr0wfTp09GyZUtMnz4dvXr1wuLFi2vcruExeMNS1T01tS5kEDDsc8DL37jcS1NRbsV5lGpi9OjRCA4ORseOHdGoUSPs378fLi4uSElJga+vLwYMGIA2bdpg/vz5sjxdFhwcDI1Gg7CwMMyfPx+9e/dGVlYWQkJCZPg1RGQPissMT70xUSIZCCvR6XTC0dFRfPPNN0bl48ePF88884zJdbp27SrGjx9vVPbNN98IJycnUVJSIoQQokmTJmLRokVGMYsWLRJNmzatUbuvvPKKUKlUolGjRuKJJ54Qo0aNEteuXavRb9RqtQKA0Gq1lb4rKioSJ0+eFEVFRTWqs5LyMiF+2SvEsa8r/iwve7D6yGKy9SER1ap+H6WKgGlbRNrZ3+t6U+ghVdX5+15Wu5n7+vXrKC8vh5+fn1G5n58fcnNzTa6Tm5trMr6srAzXr1+Hv7+/2RhDnZa2279/f7z44osICAhAdnY23nnnHfTs2RMZGRlQKpUmt0+n00Gn00mfCwoKqtkLMnBwBIK6Wr8dIiI7wZm5SU5Wf+rt3ke2hRBVPsZtKv7eckvqrC4mOjpa+ntoaCg6duyIgIAAbN26FUOHDjW5bfPmzcOsWbPMbjsREdU9Tg9AcrJauu3j4wNHR8dKo0d5eXmVRnsM1Gq1yXgnJyc0bNiwyhhDnffTLlAxj09AQADOnTtnNmb69OnQarXScvnyZbOxRERUN4o5MzfJyGpHkYuLC8LCwrBjxw6j8h07dph9EWlERESl+JSUFHTs2FF6TN1cjKHO+2kXAG7cuIHLly/D39/fbIxSqYSXl5fRQkREDxdpHiUnjijRg7PqpbdJkyYhJiYGHTt2REREBNasWYNLly4hLi4OQMUIzdWrV/H5558DAOLi4rB8+XJMmjQJo0ePRnp6OtauXYv169dLdU6YMAHPPPMMFixYgMGDB+M///kPdu7ciX379lncbmFhIRISEvD888/D398fv/76K2bMmAEfHx8899xz1twlRERkRUII6PjUG8nIqolSdHQ0bty4gdmzZyMnJwehoaHYtm0bAgICAAA5OTlGcxsFBQVh27ZtmDhxIlasWAGNRoOlS5fi+eefl2IiIyORlJSEmTNn4p133kGzZs2wYcMGhIeHW9yuo6Mjjh8/js8//xw3b96Ev78/evTogQ0bNhi9VkMOhnusyPaw74hsjyFJAgA3FyZK9OAUgmeD+1ZQUACVSgWtVlvpMlx5eTnOnj0LX19f6f4qsi03btxAXl4eWrRoIcscUERkfTfvlKD97IpbL86/1x9OjrxPiSqr6vx9L77rzUocHR1Rv3596UWv7u7ufGmrjRBC4M6dO8jLy0P9+vWZJBHZEMMTb04OCiZJJAsmSlakVqsBQEqWyLbUr19f6kMisg13n3jj/+CQPJgoWZFCoYC/vz98fX1RWlpa15tDNeDs7MyRJCIbxMkmSW5MlGqBo6MjT7pERLWAUwOQ3JhyExGR3eBkkyQ3HklERGQ3issqRpQ4NQDJhYkSERHZDZ3hHiVeeiOZMFEiIiK7wRfiktyYKBERkd3gPUokNx5JRERkN6Sn3jiiRDJhokRERHZDGlHiPUokEyZKRERkNwwjSm4uPL2RPHgkERGR3TBMD8ARJZILEyUiIrIbxSV86o3kxUSJiIjsBp96I7nxSCIiIrshXXrjiBLJhIkSERHZDU4PQHJjokRERHbj7vQAPL2RPHgkERGR3bg7PQBHlEgeTJSIiMhuFJdxwkmSFxMlIiKyG5wegOTGRImIiOzG3afeeHojefBIIiIiu2G4R4kjSiQXJkpERGQ3OOEkyY1HEhER2Q2OKJHcmCgREZFd0OsFdIan3pgokUyYKBERkV0wJEkAEyWSj9UTpZUrVyIoKAiurq4ICwtDWlpalfGpqakICwuDq6srHn/8caxevbpSzKZNmxASEgKlUomQkBAkJyfXuF0hBBISEqDRaODm5obu3bvjxIkTD/ZjiYhIHvpyIDsNOP7vij/LSir+PLYRSF8B/Jxk/OexjSi7sBcO+HNEyUEYr68vr1k7pta7N/beOqv7/lFiR/vCyZqVb9iwAfHx8Vi5ciWefvppfPzxx+jfvz9OnjyJpk2bVorPzs7GgAEDMHr0aHz55ZfYv38/xowZg0aNGuH5558HAKSnpyM6Ohpz5szBc889h+TkZAwbNgz79u1DeHi4xe0uXLgQixYtQmJiIlq0aIF//etf6NOnD86cOQNPT09r7hYiIqrKyc3A9mlAwW93yxQOgNCbXweAJ4B9Sm9sKY+E07Ipxut7aYCoBUDIoJq1Y1gPqBz71zpN1WWqzUeBne0LhRBCWKvy8PBwPPnkk1i1apVU1qpVKwwZMgTz5s2rFD9t2jRs3rwZp06dksri4uLw888/Iz09HQAQHR2NgoICfPfdd1JMVFQUGjRogPXr11vUrhACGo0G8fHxmDZtGgBAp9PBz88PCxYswBtvvGHR7ysoKIBKpYJWq4WXl1cN9gwREZl0cjOw8WUA93dqMpzRFIp7v/mzYNjndxMbi9pRVBHzZ52R44ADy0zE3dPmo8Dsfn249kVNzt9Wu/RWUlKCjIwM9O3b16i8b9++OHDggMl10tPTK8X369cPP/30E0pLS6uMMdRpSbvZ2dnIzc01ilEqlejWrZvZbSMiIivTl1eMRNxnkgT8mSBVSpJwt87t04A7+cB3Uy1sp6oYUbGkLzcT95c2iwuAktv2vRQXVLFfDfviHzZ3Gc5ql96uX7+O8vJy+Pn5GZX7+fkhNzfX5Dq5ubkm48vKynD9+nX4+/ubjTHUaUm7hj9NxVy8eNHsb9LpdNDpdNLngoICs7FERFRDFw8YX665TybzJACAqKh/YeADt2FcbVWXBP9sc34Tedu0SQIouFrRz0Fd63pjLGb1m7kV94x/CiEqlVUXf2+5JXXKFfNX8+bNg0qlkpYmTXjgExHJpvBaXW8B1QYb62erjSj5+PjA0dGx0uhRXl5epZEcA7VabTLeyckJDRs2rDLGUKcl7arVagAVI0v+/v4WbRsATJ8+HZMmTZI+FxQUMFkiIpKLh/l/f2XVOwHYmVA7bRmM/DcQEFm7bda2iweAr16oPq62+lkmVhtRcnFxQVhYGHbs2GFUvmPHDkRGmj5YIiIiKsWnpKSgY8eOcHZ2rjLGUKcl7QYFBUGtVhvFlJSUIDU11ey2ARX3MXl5eRktREQkk4DIiqejqrh4ZgnzdxUpAK/HgM5vydLO3Wodqqjrzzab9QRc6tn30qxnNfv1z31hYwmjVS+9TZo0CZ988gk+/fRTnDp1ChMnTsSlS5cQFxcHoGKE5uWXX5bi4+LicPHiRUyaNAmnTp3Cp59+irVr12LKlClSzIQJE5CSkoIFCxbg9OnTWLBgAXbu3In4+HiL21UoFIiPj8fcuXORnJyMrKwsxMbGwt3dHSNGjLDmLiEiInMcHO8+in+fSYz557j/rC9qPuDkUoN2FGb+bvisACLGVvH9n206PAITYFbZf7a7L6w6j1J0dDRu3LiB2bNnIycnB6Ghodi2bRsCAgIAADk5Obh06ZIUHxQUhG3btmHixIlYsWIFNBoNli5dKs2hBACRkZFISkrCzJkz8c4776BZs2bYsGGDNIeSJe0CwNSpU1FUVIQxY8YgPz8f4eHhSElJ4RxKRER1KWRQxSPk9zGPEgDkoCGOefVCFPaZmMdn/t1H0y1tx7AeYGZuoD/rbNyp6u8fFeb2qw3vC6vOo2TvOI8SEZGV6Msr7nkpvFZxT0uTcODyIeBWDnD7d8C9IXDnxt0/6zXCdxeBt/a7YUDbx7B8eDvj9QMiTY9kmGvH1Hr3xt5bZ3XfP0oe8n1Rk/O3VUeUiIiI7ouDY+VHyKt5pPzXPy5Aj9MV73kztf6DtlNdnZa2+Siwo33Bl+ISEZFdKCqtmMjQ1ZmnNpIPjyYiIrILOkOi5PTwXOIh28dEiYiI7EKxNKLERInkw0SJiIjsQnFpxdNqvPRGcuLRREREdqG4jCNKJD8mSkREZBd46Y2sgYkSERHZhSLp0hsTJZIPEyUiIrILxZwegKyARxMREdkFTg9A1sBEiYiI7EIxL72RFTBRIiIiu3D3qTee2kg+PJqIiMgu8Kk3sgYmSkREZBd46Y2sgYkSERHZBb4Ul6yBRxMREdk8vV6gpIwjSiQ/JkpERGTzdH8mSQATJZIXEyUiIrJ5hhu5AcDViac2kg+PJiIisnmGqQGcHBRwcuSpjeTDo4mIiGye4Yk3N152I5kxUSIiIptXVFIxoqRkokQyY6JEREQ2j7Nyk7XwiCIiIpvHWbnJWpgoERGRzdNJs3LztEby4hFFREQ2TxpRcuKIEsmLiRIREdk8wz1Kbi5MlEheTJSIiMjmGaYHUHJEiWTGRImIiGyeYXoA3qNEcrPqEZWfn4+YmBioVCqoVCrExMTg5s2bVa4jhEBCQgI0Gg3c3NzQvXt3nDhxwihGp9Nh3Lhx8PHxQb169TBo0CBcuXKlxm0rFIpKy+rVq+X46UREVIvuTg/AESWSl1UTpREjRiAzMxPbt2/H9u3bkZmZiZiYmCrXWbhwIRYtWoTly5fjxx9/hFqtRp8+fXDr1i0pJj4+HsnJyUhKSsK+fftQWFiIgQMHorz87rt+LG173bp1yMnJkZZXXnlFvh1ARES1ophPvZG1CCs5efKkACAOHjwolaWnpwsA4vTp0ybX0ev1Qq1Wi/nz50tlxcXFQqVSidWrVwshhLh586ZwdnYWSUlJUszVq1eFg4OD2L59e43aBiCSk5Pv+zdqtVoBQGi12vuug4iIHtzcrSdFwLQtYs5/T9T1ppANqMn522qpd3p6OlQqFcLDw6Wyzp07Q6VS4cCBAybXyc7ORm5uLvr27SuVKZVKdOvWTVonIyMDpaWlRjEajQahoaFSTE3aHjt2LHx8fNCpUyesXr0aer3e7G/S6XQoKCgwWoiIqO5xwkmyFidrVZybmwtfX99K5b6+vsjNzTW7DgD4+fkZlfv5+eHixYtSjIuLCxo0aFApxrC+pW3PmTMHvXr1gpubG3bt2oXJkyfj+vXrmDlzpsntmzdvHmbNmmXuJxMRUR2RXorL6QFIZjUeUUpISDB5E/Rfl59++glAxc3S9xJCmCz/q3u/t2Sde2MsaXvmzJmIiIhA+/btMXnyZMyePRvvv/++2TamT58OrVYrLZcvX65ym4iIqHYU/TmipHTiPUokrxqPKI0dOxbDhw+vMiYwMBDHjh3DtWvXKn33+++/VxoxMlCr1QAqRoT8/f2l8ry8PGkdtVqNkpIS5OfnG40q5eXlITIyUoqpadtAxeW5goICXLt2zWScUqmEUqk0uz4REdUNXnoja6lx6u3j44OWLVtWubi6uiIiIgJarRaHDx+W1j106BC0Wq2U0NwrKCgIarUaO3bskMpKSkqQmpoqrRMWFgZnZ2ejmJycHGRlZUkx99M2ABw9ehSurq6oX79+TXcLERHVoeIyw1NvTJRIXla7R6lVq1aIiorC6NGj8fHHHwMAXn/9dQwcOBDBwcFSXMuWLTFv3jw899xzUCgUiI+Px9y5c/HEE0/giSeewNy5c+Hu7o4RI0YAAFQqFV577TVMnjwZDRs2hLe3N6ZMmYI2bdqgd+/eFrf93//+F7m5uYiIiICbmxt2796Nf/7zn3j99dc5akREZGPujijx0hvJy2qJEgB89dVXGD9+vPSE2qBBg7B8+XKjmDNnzkCr1Uqfp06diqKiIowZMwb5+fkIDw9HSkoKPD09pZiPPvoITk5OGDZsGIqKitCrVy8kJibC0fHu/0lU17azszNWrlyJSZMmQa/X4/HHH8fs2bPx1ltvWWVfEBGR9ej4UlyyEoUQQtT1RtiqgoICqFQqaLVaeHl51fXmEBE9svp9tBdnrt3CV6PC8XRzn7reHHrI1eT8zTFKIiKyeXdfYcLTGsmLRxQREdk8w0txlbz0RjJjokRERDaP0wOQtTBRIiIim3d3egCe1khePKKIiMim6fUCJZxHiayEiRIREdk0Xdndl5kzUSK5MVEiIiKbZrg/CQBc+a43khmPKCIismmGF+I6Oyrg5MjTGsmLRxQREdm0Ys7KTVbERImIiGxacWnFPUpK3p9EVsBEiYiIbBpn5SZr4lFFREQ2jZNNkjUxUSIiIpum+/PSmxsTJbICJkpERGTT7o4o8ZRG8uNRRURENq2Il97IipgoERGRTZOeeuP0AGQFTJSIiMim8dIbWROPKiIisml3pwfgiBLJj4kSERHZtGI+9UZWxESJiIhsmo6X3siKeFQREZFN41NvZE1MlIiIyKZxZm6yJiZKRERk0+5OD8BTGsmPRxUREdk0jiiRNTFRIiIim1ZcVjGixESJrIGJEhER2TTDiBKnByBrcKrrDSAiIrpXuV7gcPYfyLtVDF9PV4QFNEDGxXzkaovwx+0S1Hd3wc07FX9euXEHAPDrjUKU6wUcHRR1vPVkTxRCCGGtyvPz8zF+/Hhs3rwZADBo0CAsW7YM9evXN7uOEAKzZs3CmjVrkJ+fj/DwcKxYsQKtW7eWYnQ6HaZMmYL169ejqKgIvXr1wsqVK9G4cWMp5r333sPWrVuRmZkJFxcX3Lx5s1Jbly5dwltvvYUffvgBbm5uGDFiBD744AO4uLhY9PsKCgqgUqmg1Wrh5eVl2U4hIqIqbc/Kwaz/nkSOtlgqc1AAegvOVv4qV7z7txBEhfpbcQvJ1tXk/G3VS28jRoxAZmYmtm/fju3btyMzMxMxMTFVrrNw4UIsWrQIy5cvx48//gi1Wo0+ffrg1q1bUkx8fDySk5ORlJSEffv2obCwEAMHDkR5ebkUU1JSghdffBFvvvmmyXbKy8vx7LPP4vbt29i3bx+SkpKwadMmTJ48WZ4fT0RENbY9KwdvfnnEKEkCLEuSACBHW4w3vzyC7Vk5Vtg6ehRZbUTp1KlTCAkJwcGDBxEeHg4AOHjwICIiInD69GkEBwdXWkcIAY1Gg/j4eEybNg1AxeiRn58fFixYgDfeeANarRaNGjXCF198gejoaADAb7/9hiZNmmDbtm3o16+fUZ2JiYmIj4+vNKL03XffYeDAgbh8+TI0Gg0AICkpCbGxscjLy7NohIgjSkRE8inXC3RZ8EOlJKmmFADUKlfsm9aTl+HIpIdiRCk9PR0qlUpKkgCgc+fOUKlUOHDggMl1srOzkZubi759+0plSqUS3bp1k9bJyMhAaWmpUYxGo0FoaKjZes1tX2hoqJQkAUC/fv2g0+mQkZFhch2dToeCggKjhYiI5HE4+48HTpIAQKBiZOlw9h8PvlH0yLNaopSbmwtfX99K5b6+vsjNzTW7DgD4+fkZlfv5+Unf5ebmwsXFBQ0aNDAbY+n23dtOgwYN4OLiYraeefPmQaVSSUuTJk0sbo+IiKqWd+vBkyRr1kePphonSgkJCVAoFFUuP/30EwBAoag85CmEMFn+V/d+b8k6lsRU10519UyfPh1arVZaLl++XKP2iIjIPF9P14e6Pno01Xh6gLFjx2L48OFVxgQGBuLYsWO4du1ape9+//33SiM5Bmq1GkDFaI+//90nFvLy8qR11Go1SkpKkJ+fbzSqlJeXh8jISIt/h1qtxqFDh4zK8vPzUVpaanb7lEollEqlxW0QEZHlngryhr/KFbnaYjzIzbOGe5SeCvKWa9PoEVbjESUfHx+0bNmyysXV1RURERHQarU4fPiwtO6hQ4eg1WrNJjRBQUFQq9XYsWOHVFZSUoLU1FRpnbCwMDg7OxvF5OTkICsrq0aJUkREBLKyspCTc/fJiJSUFCiVSoSFhVlcDxERycPRQYF3/xYCoCLZeRDv/i2EN3KTLKx2j1KrVq0QFRWF0aNH4+DBgzh48CBGjx6NgQMHGj3x1rJlSyQnJwOouBQWHx+PuXPnIjk5GVlZWYiNjYW7uztGjBgBAFCpVHjttdcwefJk7Nq1C0ePHsVLL72ENm3aoHfv3lK9ly5dQmZmJi5duoTy8nJkZmYiMzMThYWFAIC+ffsiJCQEMTExOHr0KHbt2oUpU6Zg9OjRfIKNiKiORIX6Y9VLT0KtMr5sZmnO469yxaqXnuQ8SiQbq87M/dVXX2H8+PHSE2qDBg3C8uXLjWLOnDkDrVYrfZ46dSqKioowZswYacLJlJQUeHp6SjEfffQRnJycMGzYMGnCycTERDg63p2+/n/+53/w2WefSZ87dOgAANi9eze6d+8OR0dHbN26FWPGjMHTTz9tNOEkERHVnahQf/QJUVs8M/fNOyXw9lBC7VVxuY0jSSQnq87Mbe84jxIREZHtqcn5m+96ewCGHJPzKREREdkOw3nbkrEiJkoPwPBaFc6nREREZHtu3boFlUpVZQwvvT0AvV6P3377DZ6enjWew+leBQUFaNKkCS5fvszLeDaCfWZ72Ge2h31mmx72fhNC4NatW9BoNHBwqPq5No4oPQAHBwc0btxY1jq9vLweyoOKzGOf2R72me1hn9mmh7nfqhtJMrDa9ABEREREto6JEhEREZEZTJQeEkqlEu+++y5fkWJD2Ge2h31me9hntsme+o03cxMRERGZwRElIiIiIjOYKBERERGZwUSJiIiIyAwmSkRERERmMFGSybx589CpUyd4enrC19cXQ4YMwZkzZ6TvS0tLMW3aNLRp0wb16tWDRqPByy+/jN9++82oHp1Oh3HjxsHHxwf16tXDoEGDcOXKFaOY/Px8xMTEQKVSQaVSISYmBjdv3qyNn2lXquuze73xxhtQKBRYvHixUTn7rPZY2menTp3CoEGDoFKp4Onpic6dO+PSpUvS9+yz2mVJvxUWFmLs2LFo3Lgx3Nzc0KpVK6xatcoohv1We1atWoW2bdtKE0ZGRETgu+++k74XQiAhIQEajQZubm7o3r07Tpw4YVSH3fSXIFn069dPrFu3TmRlZYnMzEzx7LPPiqZNm4rCwkIhhBA3b94UvXv3Fhs2bBCnT58W6enpIjw8XISFhRnVExcXJx577DGxY8cOceTIEdGjRw/Rrl07UVZWJsVERUWJ0NBQceDAAXHgwAERGhoqBg4cWKu/1x5U12d/lZycLNq1ayc0Go346KOPjL5jn9UeS/rs/PnzwtvbW7z99tviyJEj4sKFC2LLli3i2rVrUgz7rHZZ0m+jRo0SzZo1E7t37xbZ2dni448/Fo6OjuLbb7+VYthvtWfz5s1i69at4syZM+LMmTNixowZwtnZWWRlZQkhhJg/f77w9PQUmzZtEsePHxfR0dHC399fFBQUSHXYS38xUbKSvLw8AUCkpqaajTl8+LAAIC5evCiEqEimnJ2dRVJSkhRz9epV4eDgILZv3y6EEOLkyZMCgDh48KAUk56eLgCI06dPW+nXPBrM9dmVK1fEY489JrKyskRAQIBRosQ+q1um+iw6Olq89NJLZtdhn9U9U/3WunVrMXv2bKO4J598UsycOVMIwX57GDRo0EB88sknQq/XC7VaLebPny99V1xcLFQqlVi9erUQwr76i5ferESr1QIAvL29q4xRKBSoX78+ACAjIwOlpaXo27evFKPRaBAaGooDBw4AANLT06FSqRAeHi7FdO7cGSqVSoqh+2Oqz/R6PWJiYvD222+jdevWldZhn9Wte/tMr9dj69ataNGiBfr16wdfX1+Eh4fj22+/ldZhn9U9U/+tdenSBZs3b8bVq1chhMDu3btx9uxZ9OvXDwD7rS6Vl5cjKSkJt2/fRkREBLKzs5Gbm2vUF0qlEt26dZP2sz31FxMlKxBCYNKkSejSpQtCQ0NNxhQXF+Mf//gHRowYIb0wMDc3Fy4uLmjQoIFRrJ+fH3Jzc6UYX1/fSvX5+vpKMVRz5vpswYIFcHJywvjx402uxz6rO6b6LC8vD4WFhZg/fz6ioqKQkpKC5557DkOHDkVqaioA9lldM/ff2tKlSxESEoLGjRvDxcUFUVFRWLlyJbp06QKA/VYXjh8/Dg8PDyiVSsTFxSE5ORkhISHSvvTz8zOKv7cv7KW/nOp6A+zR2LFjcezYMezbt8/k96WlpRg+fDj0ej1WrlxZbX1CCCgUCunzX/9uLoZqxlSfZWRkYMmSJThy5EiN9y37zPpM9ZlerwcADB48GBMnTgQAtG/fHgcOHMDq1avRrVs3s/Wxz2qHuX8fly5dioMHD2Lz5s0ICAjA3r17MWbMGPj7+6N3795m62O/WU9wcDAyMzNx8+ZNbNq0Ca+88or0PxxA5X1tyX62xf7iiJLMxo0bh82bN2P37t1o3Lhxpe9LS0sxbNgwZGdnY8eOHdJoEgCo1WqUlJQgPz/faJ28vDwpc1er1bh27Vqlen///fdK2T1ZxlyfpaWlIS8vD02bNoWTkxOcnJxw8eJFTJ48GYGBgQDYZ3XFXJ/5+PjAyckJISEhRvGtWrWSnnpjn9Udc/1WVFSEGTNmYNGiRfjb3/6Gtm3bYuzYsYiOjsYHH3wAgP1WF1xcXNC8eXN07NgR8+bNQ7t27bBkyRKo1WoAqDTqc29f2Et/MVGSiRACY8eOxTfffIMffvgBQUFBlWIMSdK5c+ewc+dONGzY0Oj7sLAwODs7Y8eOHVJZTk4OsrKyEBkZCQCIiIiAVqvF4cOHpZhDhw5Bq9VKMWSZ6vosJiYGx44dQ2ZmprRoNBq8/fbb+P777wGwz2pbdX3m4uKCTp06VXr0/OzZswgICADAPqsL1fVbaWkpSktL4eBgfEpydHSURgnZb3VPCAGdToegoCCo1WqjvigpKUFqaqq0n+2qv2r11nE79uabbwqVSiX27NkjcnJypOXOnTtCCCFKS0vFoEGDROPGjUVmZqZRjE6nk+qJi4sTjRs3Fjt37hRHjhwRPXv2NPk4Zdu2bUV6erpIT08Xbdq0eegep7QF1fWZKfc+9SYE+6w2WdJn33zzjXB2dhZr1qwR586dE8uWLROOjo4iLS1NimGf1S5L+q1bt26idevWYvfu3eKXX34R69atE66urmLlypVSDPut9kyfPl3s3btXZGdni2PHjokZM2YIBwcHkZKSIoSomB5ApVKJb775Rhw/flz8/e9/Nzk9gD30FxMlmQAwuaxbt04IIUR2drbZmN27d0v1FBUVibFjxwpvb2/h5uYmBg4cKC5dumTU1o0bN8TIkSOFp6en8PT0FCNHjhT5+fm192PtRHV9ZoqpRIl9Vnss7bO1a9eK5s2bC1dXV9GuXTujuXiEYJ/VNkv6LScnR8TGxgqNRiNcXV1FcHCw+PDDD4Ver5di2G+159VXXxUBAQHCxcVFNGrUSPTq1UtKkoQQQq/Xi3fffVeo1WqhVCrFM888I44fP25Uh730l0IIIWpj5IqIiIjI1vAeJSIiIiIzmCgRERERmcFEiYiIiMgMJkpEREREZjBRIiIiIjKDiRIRERGRGUyUiIiIiMxgokREtSYhIQHt27ev682waSUlJWjevDn2799fbaxOp0PTpk2RkZFRC1tGZJ+YKBGRLBQKRZVLbGwspkyZgl27dtXJ9m3atAnh4eFQqVTw9PRE69atMXnyZOl7W0ni1qxZg4CAADz99NPVxiqVSkyZMgXTpk2rhS0jsk9MlIhIFjk5OdKyePFieHl5GZUtWbIEHh4elV4GXRt27tyJ4cOH44UXXsDhw4eRkZGB9957DyUlJbW+LQ9q2bJlGDVqlMXxI0eORFpaGk6dOmXFrSKyX0yUiEgWarVaWlQqFRQKRaWye0dtYmNjMWTIEMydOxd+fn6oX78+Zs2ahbKyMrz99tvw9vZG48aN8emnnxq1dfXqVURHR6NBgwZo2LAhBg8ejF9//dXstm3ZsgVdunTB22+/jeDgYLRo0QJDhgzBsmXLAACJiYmYNWsWfv75Z2kELDExEQCwaNEitGnTBvXq1UOTJk0wZswYFBYWSnUnJiaifv362LJlC4KDg+Hu7o4XXngBt2/fxmeffYbAwEA0aNAA48aNQ3l5ubReYGAg5syZgxEjRsDDwwMajUbaHnOOHDmC8+fP49lnn5XKSkpKMHbsWPj7+8PV1RWBgYGYN2+e9H3Dhg0RGRmJ9evXV1k3EZnGRImI6tQPP/yA3377DXv37sWiRYuQkJCAgQMHokGDBjh06BDi4uIQFxeHy5cvAwDu3LmDHj16wMPDA3v37sW+ffvg4eGBqKgosyNEarUaJ06cQFZWlsnvo6OjMXnyZLRu3VoaAYuOjgYAODg4YOnSpcjKysJnn32GH374AVOnTjVa/86dO1i6dCmSkpKwfft27NmzB0OHDsW2bduwbds2fPHFF1izZg3+/e9/G633/vvvo23btjhy5AimT5+OiRMnYseOHWb31d69e9GiRQt4eXlJZUuXLsXmzZuxceNGnDlzBl9++SUCAwON1nvqqaeQlpZmtl4iqkJdv5WXiOzPunXrhEqlqlT+7rvvinbt2kmfX3nlFREQECDKy8ulsuDgYNG1a1fpc1lZmahXr55Yv369EEKItWvXiuDgYKO3yut0OuHm5ia+//57k9tTWFgoBgwYIACIgIAAER0dLdauXSuKi4vNbps5GzduFA0bNjT6rQDE+fPnpbI33nhDuLu7i1u3bkll/fr1E2+88Yb0OSAgQERFRRnVHR0dLfr372+27QkTJoiePXsalY0bN0707NnTaH/ca8mSJSIwMLDa30ZElXFEiYjqVOvWreHgcPefIj8/P7Rp00b67OjoiIYNGyIvLw8AkJGRgfPnz8PT0xMeHh7w8PCAt7c3iouLceHCBZNt1KtXD1u3bsX58+cxc+ZMeHh4YPLkyXjqqadw586dKrdv9+7d6NOnDx577DF4enri5Zdfxo0bN3D79m0pxt3dHc2aNTP6DYGBgfDw8DAqM/wGg4iIiEqfq7qXqKioCK6urkZlsbGxyMzMRHBwMMaPH4+UlJRK67m5uVX7O4nINCZKRFSnnJ2djT4rFAqTZXq9HgCg1+sRFhaGzMxMo+Xs2bMYMWJElW01a9YMo0aNwieffIIjR47g5MmT2LBhg9n4ixcvYsCAAQgNDcWmTZuQkZGBFStWAABKS0vv+zdURaFQmP3Ox8cH+fn5RmVPPvkksrOzMWfOHBQVFWHYsGF44YUXjGL++OMPNGrUqNq2iagyp7reACKimnjyySexYcMG+Pr6Gt2rU1OBgYFwd3eXRoZcXFyMbrYGgJ9++gllZWX48MMPpVGvjRs33v/G3+PgwYOVPrds2dJsfIcOHbBq1SoIIYwSKi8vL0RHRyM6OhovvPACoqKi8Mcff8Db2xsAkJWVhQ4dOsi23USPEo4oEZFNGTlyJHx8fDB48GCkpaUhOzsbqampmDBhAq5cuWJynYSEBEydOhV79uxBdnY2jh49ildffRWlpaXo06cPgIrEKTs7G5mZmbh+/Tp0Oh2aNWuGsrIyLFu2DL/88gu++OILrF69Wrbfsn//fixcuBBnz57FihUr8PXXX2PChAlm43v06IHbt2/jxIkTUtlHH32EpKQknD59GmfPnsXXX38NtVqN+vXrSzFpaWno27evbNtN9ChhokRENsXd3R179+5F06ZNMXToULRq1QqvvvoqioqKzI4wdevWDb/88gtefvlltGzZEv3790dubi5SUlIQHBwMAHj++ecRFRWFHj16oFGjRli/fj3at2+PRYsWYcGCBQgNDcVXX31l9Oj9g5o8eTIyMjLQoUMHzJkzBx9++CH69etnNr5hw4YYOnQovvrqK6nMw8MDCxYsQMeOHdGpUyf8+uuv2LZtmzQClp6eDq1WW+lyHBFZRiGEEHW9EUREj5rAwEDEx8cjPj6+RusdP34cvXv3lm5or86LL76IDh06YMaMGfe5pUSPNo4oERHZkDZt2mDhwoVVTrBpoNPp0K5dO0ycONH6G0Zkp3gzNxGRjXnllVcsilMqlZg5c6aVt4bIvvHSGxEREZEZvPRGREREZAYTJSIiIiIzmCgRERERmcFEiYiIiMgMJkpEREREZjBRIiIiIjKDiRIRERGRGUyUiIiIiMxgokRERERkxv8HME//h/4nXzcAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120411\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 315\n", + "Undefined 21\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120420\n", + "Full nudge sequence is 0 ddduu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[5] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 485\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120437\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 211\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120451\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 294\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120470\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 163\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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bX19f7N+//4PbGzhwICpUqIB+/fp9sO77CVaHDh3QqlUrzJo1C0OHDlW3liYmJmLfvn1YsmTJB7eZlZ49e6Jx48Z49eoVDh06hLlz5yI2Nlaj5atbt24a6zRs2BANGzZErVq1MGfOHCxYsOCD+7l27ZrGZ9HU1BTffPON+nxn/PHRuXNn2NvbA0jv8h86dChWrVql8QdgBn2/11euXAlLS0sEBQUBgLqrdfXq1bhz5w5KlSr1wfg/J2whMnK///47zp07h0OHDmHAgAG4ceMGOnfu/EnbLFSokMZzc3NzAOnNszktJSUF7dq1w4kTJ7Br1y7UqFFDZyy6/ip+9eqV+q/mhIQEfPvttxgyZAjc3d3x5s0bvHnzBqmpqQCAN2/eIDExUWcMGcnI+91lGftPTk7W2Sf/7v4/ZPbs2Th37hwuXryIyMhI3L9/H23btgXw7/il6tWro3DhwurY27VrB4lEovOvvbp16+LcuXM4ffo01q5dCy8vL3z33Xc4ceKEzmNr166dertyuRx169bF9u3b8ebNG73iz47ExES8fPky0xaDvXv3Ijo6OtPXG/jw+QbSf3jefaxZsybbsRYqVCjTfQHaLVUymQxVq1ZFnTp10LdvXxw6dAj379/P9NLxD+natSsAaIzRy25M2fH+umZmZpmWJycnZ7mtbdu2ITQ0FHPmzEFsbKz6/QUAqampePPmzQfHIXXt2hUKhQLnz59Xl+3ZswdpaWmf1MoNAK6urqhatSoCAgIwa9YsTJs2DYsWLUJ4eHiW61WvXh2lS5fWe9xkiRIlcO7cOZw/fx5Xr17FmzdvsG7dOsjlcgBQd09/9dVX6tco4/j++ecf3Lx5U2ub+nyv3717F8eOHUOLFi0ghFBv+6uvvlLv19iwhcjI+fr6qgfcNWzYEEqlEitWrMC2bdvUHwwLCwud439evHiRp7G+LyUlBW3btsXhw4fx559/4ssvv9SqkzF258qVK/Dz81OXKxQK3Lx5U/0l8eLFCzx79gw//fQTfvrpJ63tODg4oE2bNlqDoFNTU7F27VpUqVIFFStWzHL/7yZr0dHRePHihd7zfhQvXlx9nt63ceNGJCUl4ezZs+oxB+/asWMHXr9+rbFMLpert1ejRg3UqFEDFSpUwODBg3Hp0iWYmJggNjYW27dvBwBUq1ZN5743bNiAwYMH63UM+tqzZw+USmWmc/+sXLkSZmZmWn+dA1C/nleuXEHz5s01ll25ckXj9T537pzGcm9v72zHWq5cOVy5ckWrPKPsQ+e3aNGicHd3x+3bt7O9b+DflrR3BwyXK1cOGzduhEKh0GgR0BWTubm5zvmqcrprUZerV69CoVDobOX77bff8Ntvv2HHjh3qxF8XXce/fft2NGrUSOdn4VNUr14dAHD79m2N1rjM4tJ3ELeFhUWmn+13xwFmNs5s1apVmDNnjkaZPt/rGYnWtm3bdM4ttmbNGsyYMSPXB5HnJ2whIg1z5syBg4MDJk2apJ4YzMvLC7dv39b44nz58iVOnjxpqDDVLUOHDh3C9u3b0bRpU531atSoATc3N63Bxdu2bUNCQoL6S8bV1RWHDx/WejRt2hQWFhY4fPgwZsyYobX9Xbt24cWLF1pjWTIEBgbCwsJCa/8ZV+1k9WWvr5UrV8LW1hYHDx7Uin/u3LlISUn54HiOUqVKYezYsbhy5Qo2b94MID3Zefv2LaZPn67ztXFycsrxvyIjIyMxevRoyOVyDBgwQGt5dHQ09u7di7Zt22q1RAJAkSJFUL16daxbt05jsPHp06dx69YtjR+VqlWrajx0be9D2rVrh5s3b2pcuaVQKLBu3TrUqFHjg+Ni7t69i8ePH2tcmZgdv//+OwDNLpJ27dohISFBncxmWLNmDdzd3TUScy8vL/z3v//VqHfo0CG9B+t+ip49e+p8XwFQ/6FTt27dLLexdu1a9VVZQHr3+d69e7XG8uWEjNg+dK5Onz6NO3fuZNqdmx379u3D48eP8e233+p8rfz9/fH7779rdf++7/3vdaVSiTVr1qBEiRI6tztq1ChERUXl6rjPfMkgF/uTwWU1F8ycOXMEALF27VohhBAnTpxQT4q2b98+sWHDBlGxYkXh6ekpPD091etFREQIAGLu3Lla2wQgJk+e/MG4jhw5IrZu3Sq2bt0qLCwsxBdffKF+HhMTo67XsmVLAUBMmDBBa6K29+f2Wbt2rQAg+vfvLw4fPiyWL18u7O3ts5yYMcOH5iEKDAwUlpaW4s2bN5nWyZiY8f/+7//EkSNHxNy5c4W5uXm2JmZ8fx6iDFeuXBEAxKBBg3QuT01NFa6urqJixYrqsszms4mPjxcuLi7Cx8dHKBQKUaVKFeHg4CDevn2rc9sjR44UAMSlS5c+GP+2bdvUZe9PHnf8+HGxfft2jYkZDx06pHN7s2bNEgDE/v37s9ynTCYT7dq1E2FhYWL9+vXCw8MjWxMznjt3Tv2+8/DwEH5+furnDx48UNdLTk4W/v7+wsPDQ6xfv16EhYWJdu3aaU3MePnyZdGoUSOxePFiERoaKvbv3y9++uknUbRoUVG4cGGNbeqyfv160aFDB7Fq1Spx8OBBsX37dhEUFCQAiJ49e2rVb9KkiXBwcBDLly8Xhw4dEv369RMAxLp16zTqZbw3J06cKA4cOCB++eUXUbp0aSGXyzXmAMvs+yKzeXiyM3/X+6BjvqE5c+aInj17irVr14rDhw+LzZs3i4CAAAFATJkyRV1vx44dwsTEROc8ZQ8ePFCfw8DAQPXnauvWrRrHNWnSJDFgwAD1pK87d+4UAwcOFFKpVHz99dca2yxfvryYM2eO2L17twgLCxMzZ84U9vb2wt3dXTx9+vSDx6prHqJ3dejQQchkskwnn/zll18EALFz504hhP7f67t37xYAxOzZs3Vu9/nz58Lc3Fy0bdv2g8fwOWFCZKSy+uC8fftWFCtWTJQqVUo9iduaNWuEr6+vsLCwEH5+fmLz5s2iR48eOZ4QNWjQQD1j6vuPw4cPa2wvs4euSfQ2bNggypcvL8zMzISrq6sYOnSoiI+P/2A8WX2xR0ZGChMTE9G9e/cPbmfBggWidOnSwszMTBQrVkxMnjxZY9K1zHwoIRo+fPgHk5Lvv/9eABAXLlwQQmQ9wV/GRIMZE7kNHz480+3evHlTABBDhgzJtE7GJIG7d+9Wl2W89zIeZmZmwtnZWTRo0ED8+OOPGonv+0qXLi28vLyESqXKtI4QQuzfv1/UrFlTWFhYCEdHR9G9e3edP5KZ6dGjR6bvr9WrV2vUjY6OFt27dxeOjo7CwsJC1KxZU2um7ejoaNG1a1dRokQJYWVlJczMzETx4sXFwIEDRWRk5AfjOXXqlPjyyy+Fq6urMDU1FVZWVqJatWpi8eLFGhMOZoiPjxdDhw4Vrq6uwszMTJQvX15s3LhRq15KSooYO3as8PDwEJaWlqJBgwbi0qVLwtPTM18lRLt27RJ169YVhQsXFjKZTNja2op69eppHVPXrl0znUTz/ffdu493j3XXrl2icePGwsXFRchkMmFjYyOqV68ufvnlF43JPoUQIigoSJQsWVJYW1sLU1NT4enpKQYOHKhXMiRE1gnR8+fPhZmZWZZJyevXr4WlpaVo1aqVxjF+6Hu9bdu2wszMLMvPWlBQkJDJZB+cIPVzIhEilyYTISKj9/PPP2PkyJG4du2axhguopyWmpoKZ2dnTJ8+HUOGDDF0OFQAMSEiohx37do1hIeHY8yYMXB1df3glTlERIbGhIiIclzDhg1x4cIFNGjQAAsXLtS4xQsRUX7EhIiIiIiMHi+7JyIiIqPHhIiIiIiMHhMiIiIiMnq8dYeeVCoVnj59Cltb20+6OSIRERHlHSEE4uPj4e7unuUtVZgQ6enp06fw8PAwdBhERET0ER49eoSiRYtmupwJkZ5sbW0BpL+gdnZ2Bo7m85Gamqq+mWqfPn3Ud8/OSyqVCkII2NvbG9WNDIkof0hMTFTf9+7p06ewtrY2cESfl7i4OHh4eKh/xzPDhEhPGd1kdnZ2TIhykFKpxNdff43ExEQ4ODgYJCFSKpVQKBSws7NjQkREee7d7x07OzsmRLnkQ8NdDDqoWqFQ4IcffoC3tzcsLS1RvHhxTJs2TX2X9Qw3btxA69atIZfLYWtri5o1ayIyMlK9fMCAAShRogQsLS1RuHBhtGnTBjdv3tTYxuvXr9GtWzfI5XLI5XJ069YNb968yYvDpCxIpVJUqFABvr6+TEaIiMhgDJoQzZ49G0uXLsWiRYtw48YNzJkzB3PnzsXChQvVde7du4e6deuiTJkyOHLkCC5fvoyJEyfCwsJCXadKlSpYvXo1bty4gX379kEIgYCAACiVSnWdLl264NKlSwgNDUVoaCguXbqEbt265enxEhERUf5k0JmqW7ZsCRcXF6xcuVJd1qFDB1hZWWHt2rUAgKCgIJiamqqf6+O///0vKlSogLt376JEiRK4ceMG/Pz8cPr0adSoUQMAcPr0adSqVQs3b96Ej4/PB7cZFxcHuVyO2NhYdpnlIJVKhdu3byMhIQHFixeHqalpnseQ0WXm4ODAVioiynOJiYmwsbEBACQkJLDLLIfp+/tt0BaiunXr4uDBg7h9+zYA4PLlyzhx4gSaN28OIP3Hcs+ePShdujSaNm0KZ2dn1KhRAzt37sx0m4mJiVi9ejW8vb3VV4WdOnUKcrlcnQwBQM2aNSGXy3Hy5MncO0D6IIVCgc2bN2PPnj0aLXpERER5yaCDqseNG4fY2FiUKVMGUqkUSqUSM2fOROfOnQEAMTExSEhIwKxZszBjxgzMnj0boaGhaN++PQ4fPowGDRqot7V48WKMHTsWiYmJKFOmDMLCwtQDdKOjo+Hs7Ky1f2dnZ0RHR+uMLSUlBSkpKerncXFxAIA0ZRrSlGk59hoYu3dfyzRlGqTKvG+hUSqVUCgVSFOmQQXVh1cgIspB738P8jcmZ+n7eho0Idq8eTPWrVuHDRs2wN/fH5cuXcLw4cPh7u6OHj16qAdXt2nTBiNGjAAAVKxYESdPnsTSpUs1EqJvvvkGTZo0QVRUFP7zn/+gY8eO+Oeff9RjjXSNLhdCZDrqPDg4GFOnTtUqf/jmIWyUNp987JROkaZQ//9h3EOYp5jneQxKlRIqhQpvJG8gNWGXGRHlraTEJPX/H7x+AKtUKwNG8/lJiE/Qq55BE6IxY8bg+++/R1BQEACgXLlyePjwIYKDg9GjRw84OTlBJpPBz89PYz1fX1+cOHFCoyzj6rFSpUqhZs2acHBwwI4dO9C5c2e4urri2bNnWvt//vw5XFxcdMY2fvx4jBw5Uv08Yx4DE4kJzGV5/6P9uTIR//bamkvNDfLaKpVKKKGEudScY4iIKM8pZf8OFzCXGeZ78HOWJEn6cCUYOCFKSkrSmkZbKpWqW4bMzMxQrVo13Lp1S6PO7du34enpmeW2hRDqLq9atWohNjYWZ8+eRfXq1QEAZ86cQWxsLGrXrq1zfXNzc5iba78pZSYymErzfuDvZ+udHipTE1OYmuT9a2siTGAiTGAqNWVCRER57t3fFFOpKX9jcpjMRL9Ux6AJUatWrTBz5kwUK1YM/v7+CA8Px7x589C7d291nTFjxqBTp06oX78+GjZsiNDQUOzevRtHjhwBANy/fx+bN29GQEAAChcujCdPnmD27NmwtLRUD8729fVFYGAg+vXrh2XLlgEA+vfvj5YtW+p1hRkRERF93gyaEC1cuBATJ07E4MGDERMTA3d3dwwYMACTJk1S12nXrh2WLl2K4OBgDB06FD4+Pti+fTvq1q0LALCwsMDx48cxf/58vH79Gi4uLqhfvz5OnjypMZB6/fr1GDp0KAICAgAArVu3xqJFi/L2gImIiChf+qh5iB49eoQHDx4gKSkJhQsXhr+/v87upc9JxjwGVx5egaODo6HD+WyolCpcu3wNyW+TUdKvpMHmIVIqlZDL5ewyI6I8l5SYhFJupQAAd6LuwMqag6pz0qvXr1DOs9wH5yHSu4Xo4cOHWLp0KTZu3IhHjx7h3TzKzMwM9erVQ//+/dGhQwetcUFEmTGRmsCvgh9iY2P5viEiIoPR6xdo2LBhKFeuHO7cuYNp06bh2rVriI2NRWpqKqKjo7F3717UrVsXEydORPny5XHu3LncjpuIiIgox+jVQmRmZoZ79+6hcOHCWsucnZ3RqFEjNGrUCJMnT8bevXvx8OFDVKtWLceDpc+PSqVC1OMoJCYkwtndmV1WRERkEHolRHPnztV7gxlXdhHpQ6lU4u/tfwMA2ndvD/BqUyIiMgC9B21UrFgRixYtwuvXr3MzHiIiIqI8p3dCVKNGDfzwww9wd3dH586dcfDgwdyMi4iIiCjP6J0QLVu2DNHR0Vi+fDmePXuGgIAAeHl5Ydq0aYiMjMzNGImIiIhyVbauc7awsEC3bt1w6NAh3L17F926dcPKlStRvHhxNG3aFFu2bMmtOImIiIhyzUdP/OLt7Y3p06fjwYMH2LRpE86fP4/OnTvnZGxEREREeeKTbt1x+PBhrF69Gn/88QdkMhn69euXU3ERERER5ZlsJ0SRkZEICQlBSEgIHjx4gHr16mHx4sX4+uuvYWlpmRsx0mfMxMQE1epWw9vkt5CYSAwdDhERGSm9E6INGzZg9erVOHz4MFxcXNC9e3f06dMHJUuWzM346DMnlUpRrkr6PWY4KSMRERmK3glRz5490aJFC+zcuRPNmzfnfaeIiIjos6F3QvT48WM4OzvnZixkhFQqFZ5HP0dCYgIKFS7EViIiIjIIvZt53k2G1q5dizp16sDd3R0PHz4EAMyfPx9//vlnzkdInzWlUondm3fj8F+HoVKqDB0OEREZqWz3ey1ZsgQjR45E8+bN8ebNGyiVSgCAvb095s+fn9PxEREREeW6bCdECxcuxG+//YYJEyZodG9UrVoVV65cydHgiIiIiPJCthOiiIgIVKpUSavc3NwciYmJORIUERERUV7KdkLk7e2NS5cuaZX//fff8PPzy4mYiIiIiPJUtidmHDNmDL799lskJydDCIGzZ89i48aNCA4OxooVK3IjRiIiIqJcle2EqFevXlAoFBg7diySkpLQpUsXFClSBAsWLEBQUFBuxEhERESUqz7qXmb9+vVDv3798OLFC6hUKs5PRB/NxMQEFWtUREpyCm/dQUREBvNJN3d1cnLKqTjISEmlUlSuWZm37iAiIoPSe1D1vXv30Lt3b/XzYsWKwdHRUf0oXLgwbt26lStBEhEREeUmvVuIFi5cCFdXV/Xz169fY9KkSeruss2bN+Pnn3/G0qVLcz5K+mwJIfD65WskxCfAvpC9ocMhIiIjpXdCdODAASxcuFCjrEOHDihevDgAwMvLC3379s3Z6Oizp1AosGPdDgBA++7tIZN9Ui8uERHRR9G7y+zhw4fw9vZWP+/bty/kcrn6uZeXFx4/fpyz0RERERHlAb0TIhMTE8TExKif//zzzyhUqJD6+bNnz2Bqapqz0RERERHlAb0TIn9/fxw4cCDT5fv27UPZsmWztXOFQoEffvgB3t7esLS0RPHixTFt2jSoVJp3Pb9x4wZat24NuVwOW1tb1KxZE5GRkQCAV69eYciQIfDx8YGVlRWKFSuGoUOHIjY2VmMbXl5ekEgkGo/vv/8+W/ESERHR50nvARu9evXC8OHDUaFCBbRo0UJj2e7duzFr1qxs3+1+9uzZWLp0KdasWQN/f3+cP38evXr1glwux7BhwwCkX91Wt25d9OnTB1OnToVcLseNGzdgYWEBAHj69CmePn2K//znP/Dz88PDhw8xcOBAPH36FNu2bdPY37Rp09CvXz/1cxsbm2zFS0RERJ8nvROifv364dChQ2jVqhXKlCkDHx8fSCQS3Lx5E7du3UKHDh00kg19nDp1Cm3atFEnWF5eXti4cSPOnz+vrjNhwgQ0b94cc+bMUZdlDOQGgLJly2L79u3q5yVKlMDMmTPRtWtXKBQKjUG6tra2GlfKEREREQHZvLnrxo0bsWHDBpQuXRq3bt3CzZs3UapUKaxfvx5btmzJ9s7r1q2LgwcP4vbt2wCAy5cv48SJE2jevDkAQKVSYc+ePShdujSaNm0KZ2dn1KhRAzt37sxyu7GxsbCzs9O6Ymn27NkoVKgQKlasiJkzZyI1NTXTbaSkpCAuLk7jQURERJ+nbF/jHBQUlGP3LBs3bhxiY2NRpkwZSKVSKJVKzJw5E507dwYAxMTEICEhAbNmzcKMGTMwe/ZshIaGon379jh8+DAaNGigtc2XL19i+vTpGDBggEb5sGHDULlyZTg4OODs2bMYP348IiIiMr0hbXBwMKZOnZojx0mZMzExQdnKZZGSwlt3EBGR4UiEEOJDlRITE2Ftba33RvWtv2nTJowZMwZz586Fv78/Ll26hOHDh2PevHno0aMHnj59iiJFiqBz587YsGGDer3WrVvD2toaGzdu1NheXFwcAgIC4ODggF27dmV51dv27dvx1Vdf4cWLFxpXy2VISUlBSkqKxrY9PDxw5eEVODo46vMykJ6USqX61h2GuH2HUqmEUqmEXC7n7UOIKM8lJSahlFspAMCdqDuwsrYycESfl1evX6GcZzl171Fm9OoyK1myJH788Uc8ffo00zpCCISFhaFZs2b45Zdf9ApyzJgx+P777xEUFIRy5cqhW7duGDFiBIKDgwGk3ytNJpPBz89PYz1fX1/1VWYZ4uPjERgYCBsbG+zYseODUwDUrFkTAHD37l2dy83NzWFnZ6fxICIios+TXl1mR44cwQ8//ICpU6eiYsWKqFq1Ktzd3WFhYYHXr1/j+vXrOHXqFExNTTF+/Hj0799fr50nJSXBxEQzJ5NKperL7s3MzFCtWjWte6Tdvn0bnp6e6udxcXFo2rQpzM3NsWvXLvUVaFkJDw8HALi5uekVK+UOIQTi4+KRGJ8IW7mtocMhIiIjpVdC5OPjg61bt+Lx48fYunUrjh07hpMnT+Lt27dwcnJCpUqV8Ntvv6F58+ZaCU5WWrVqhZkzZ6JYsWLw9/dHeHg45s2bp3ET2TFjxqBTp06oX78+GjZsiNDQUOzevRtHjhwBkN4yFBAQgKSkJKxbt05jAHThwoUhlUpx6tQpnD59Gg0bNoRcLse5c+cwYsQItG7dGsWKFcvGy0U5TaFQYOvqrQB46w4iIjIcvcYQ5Zb4+HhMnDgRO3bsQExMDNzd3dG5c2dMmjQJZmZm6nqrVq1CcHAwHj9+DB8fH0ydOhVt2rQBkN561bBhQ53bj4iIgJeXFy5evIjBgwfj5s2bSElJgaenJ4KCgjB27FhYWenXVxsXFwe5XM4xRDksLS0NIQtDAKQnROYW5nkeA8cQEZEhcQxR7tJ3DJFBE6KChAlR7mBCRETGjglR7srRQdVEREREnzMmRERERGT0mBARERGR0WNCREREREYv2wmRl5cXpk2bpjUxItHHMJGYoEz5Mihepjhv3UFERAaT7YRo1KhR+PPPP1G8eHE0adIEmzZt0rjFBVF2SGVS1G5YG5VqVuIVXkREZDDZToiGDBmCCxcu4MKFC/Dz88PQoUPh5uaG7777DhcvXsyNGImIiIhy1UePIapQoQIWLFiAJ0+eYPLkyVixYgWqVauGChUqYNWqVeD0RqQPIQTeJr1FSnIK3zNERGQwH32fhLS0NOzYsQOrV69GWFgYatasiT59+uDp06eYMGECDhw4oHGHeiJdFAoFNv62EQBv3UFERIaT7V+fixcvYvXq1di4cSOkUim6deuGn3/+GWXKlFHXCQgIQP369XM0UCIiIqLcku2EqFq1amjSpAmWLFmCtm3bwtTUVKuOn58fgoKCciRAIiIiotyW7YTo/v378PT0zLKOtbU1Vq9e/dFBEREREeWlbA+q/lAyRERERFTQZLuFyMHBARKJ9gR6EokEFhYWKFmyJHr27IlevXrlSIBEREREuS3bCdGkSZMwc+ZMNGvWDNWrV4cQAufOnUNoaCi+/fZbREREYNCgQVAoFOjXr19uxExERESUo7KdEJ04cQIzZszAwIEDNcqXLVuG/fv3Y/v27Shfvjx++eUXJkT0QSYSE5T0LYm01DTeuoOIiAwm22OI9u3bh8aNG2uVf/nll9i3bx8AoHnz5rh///6nR0efPalMivoB9VG1XlXeuoOIiAwm2wmRo6Mjdu/erVW+e/duODo6AgASExNha2v76dERERER5YFsd5lNnDgRgwYNwuHDh1G9enVIJBKcPXsWe/fuxdKlSwEAYWFhaNCgQY4HS58fIQTS0tKgSFPAxOSj7yRDRET0SbKdEPXr1w9+fn5YtGgR/vjjDwghUKZMGRw9ehS1a9cGAIwaNSrHA6XPk0KhwNrFawHw1h1ERGQ42fr1SUtLQ//+/TFx4kRs3Lgxt2IiIiIiylPZ6qMwNTXFjh07cisWIiIiIoPI9qCNdu3aYefOnbkQChEREZFhZHvARsmSJTF9+nScPHkSVapUgbW1tcbyoUOH5lhwxmD4QHucOWlm6DAMRgiB+Nj098xvK62hYxL0PIoDMDExMdj+iShveHorsXL9K1jbCEOHQvlMthOiFStWwN7eHhcuXMCFCxc0lkkkEiZE2fT8mQkiHxj7QGIHAMCbN4aNgog+f5EPZAj9ywIdgt4aOhTKZ7L9SxwREZEbcRitqbPjEBcbb+gwDEahUGDP1j0AgC+afwEzs7xvLVOqlFApVbCxseGl/0Sfsc3rrbBulTX27WVCRNo+umkiNTUVERERKFGiBC+V/gQlSysMHYJBKRQKxD43RVpaGipUSoaZuSrPY1AqlVAqlZDLzThbNtFnzMQkCetWWePIAXOkpADm5oaOiPKTbP85nJSUhD59+sDKygr+/v6IjIwEkD52aNasWdnalkKhwA8//ABvb29YWlqiePHimDZtGlQqzR/FGzduoHXr1pDL5bC1tUXNmjXV+3316hWGDBkCHx8fWFlZoVixYhg6dChiY2M1tvH69Wt069YNcrkccrkc3bp1wxv20RicTCZDoxaNULNhTUhlTEaIKPeUr5QGVzclEhNM8M9RZkOkKdsJ0fjx43H58mUcOXIEFhYW6vLGjRtj8+bN2drW7NmzsXTpUixatAg3btzAnDlzMHfuXCxcuFBd5969e6hbty7KlCmDI0eO4PLly5g4caJ630+fPsXTp0/xn//8B1euXEFISAhCQ0PRp08fjX116dIFly5dQmhoKEJDQ3Hp0iV069Ytu4dPREQFlIkJ0KR5MgBg316LD9QmYyMRQmRrqL2npyc2b96MmjVrwtbWFpcvX0bx4sVx9+5dVK5cGXFxcXpvq2XLlnBxccHKlSvVZR06dICVlRXWrk2fvTgoKAimpqbq5/rYunUrunbtisTERMhkMty4cQN+fn44ffo0atSoAQA4ffo0atWqhZs3b8LHx+eD24yLi4NcLsfZe2fhYO+gtdxEYgIL2b8fsKS0pEy3JYEElqaWH1X3bdpbCOg+ZblVFwCsTK0+qm6yIhkqkXk3mJWpFZRKJWJjY6EQiixTdEuZJST/uwwsVZkKhSrz7sbs1DWVmEKoBORyOZRQZlnXQmYBE4mJXts1l5pDaiLNdt00ZRrSVGmZ1jWTmkFmIst2XYVKgVRlaqZ1TU1MYSo1zXZdpUqJFGVKpnVlJjKYSc2yXVclVEhWJOdIXalECnNZeouAEAJvFZmPH8lO3ex87vkdobuuPt8R+tZ993OfokiBUii16hw9ZIa+XQrBuZA5LtyMgYlJ5nUzZOdz/zHfEUmJSShVtBRgAly+dxlW1laZ1gX4HZHd74hXr1+hnGc5xMbGws7OLvP6mS7JxPPnz+Hs7KxVnpiYqH4j6qtu3bpYunQpbt++jdKlS+Py5cs4ceIE5s+fDwBQqVTYs2cPxo4di6ZNmyI8PBze3t4YP3482rZtm+l2Mw46Y2zTqVOnIJfL1ckQANSsWRNyuRwnT57UmRClpKQgJeXfk5KR6FX/rTqg4w+LRt6NsLbdv0lb+SXlM/0irVW0FrZ13KZ+XmNFDbx6+0pn3QouFbD3m73q51+s+QKP4x7rrFu6UGkc7nFY/bz5hua4/fK2zrpF7YriTN8z6ucdtnTA5WeXddZ1tHTElUFX1M+77eiGU49P6axrKbPE3aF31c/77e6HQxGHdNYFgAdDHiBkYQgA4B/PfxD2MCzTuuG9wtVfjpOOT8KO25lPEnqq2yk4WqbfbDj4VDA2XN+Qad2wjmFwtXIFAMw+MRtLLyzNtO6h7ofg45T+fll4ZiHmnZ6Xad09XfagomtFAMDKiysx4/iMTOtu/Xoranuk3/pm/ZX1mHBoQqZ117Rdg8bFGwMA/rj5B0buG5lp3aUtl6JV6VYAgL/v/o2Bfw3MtO68pvPQyb8TAODIgyPosbNHpnVnNpqJnhV7AgDOPDmDr7d+nWndH+r9gEHVBgEArsRcQYsNLTKtO7LmSIyqnX7rnzsv76DR740yrTuwykBMbDARAPAk7glqrqyZad0eFXrgxy9/BAC8evsK5ZeWz7Tu135fY37gfADAW8VblFpYKtO6LUq1wPJWy9XPs6rL74h02f2OeDLyifr/Q/8eij139mRa986QO+rviHEHxmHr9a26K04AYubEoJy3K0xMBBIbDEFK+SWZbvd0n9PwkHsAyL3vCNQAEABUWFVBZ11+R6T72O8IfWS7y6xatWrYs+ffN2RGEvTbb7+hVq1a2drWuHHj0LlzZ5QpUwampqaoVKkShg8fjs6dOwMAYmJikJCQgFmzZiEwMBD79+9Hu3bt0L59exw9elTnNl++fInp06djwIAB6rLo6GidSZyzszOio6N1bic4OFg93kgul8PDwyNbx0ZERPnbm9cmePVSipRkTkBGH9FldvLkSQQGBuKbb75BSEgIBgwYgGvXruHUqVM4evQoqlSpove2Nm3ahDFjxmDu3Lnw9/fHpUuXMHz4cMybNw89evTA06dPUaRIEXTu3BkbNvz7F37r1q1hbW2tdT+1uLg4BAQEwMHBAbt27YKpaXpz3Y8//og1a9bg1q1bGvVLlSqFPn364Pvvv9eKTVcLkYeHB7vMsln3Q03cpjBVtxC1+KYFZGaZN1qyyywdm8OzX5ddZrlbFyg4XWYAoFIB0Q9toFJlfJZToBQK3Louw4hBjihSTIEjZ5+r67PLLF1B/Y7ItS6z2rVr459//sF//vMflChRAvv370flypVx6tQplCtXLlvbGjNmDL7//nsEBQUBAMqVK4eHDx8iODgYPXr0gJOTE2QyGfz8/DTW8/X1xYkTJzTK4uPjERgYCBsbG+zYsUOdDAGAq6srnj17prX/58+fw8XFRWds5ubmMNdxTaalzFLjA5oZfep8TN13v6AKQt13fwB0SUv794NqLjWHual+V36YSc3UH4pPratUKqGEMse3+7F1TaX/fpHkZF2ZiUz9xZeTdaUmUliZ6Pcezk5dE4mJ3p+N7NSVSCS5UhfIvc+9MX9HfGzdjKQ2MyVLqwBkJFdSAFKYm8iANGskvVbCyjRR53q59bmHMv1hZWr1wfPN74h02fnc6+OjJhAqV64c1qxZ88k7T0pK0poITyqVqi+7NzMzQ7Vq1bRadm7fvg1PT0/187i4ODRt2hTm5ubYtWuXxtVvAFCrVi3Exsbi7NmzqF69OgDgzJkziI2NRe3atT/5OIiIqOCz+d/tPBITOEGrMfqohEilUuHu3buIiYnRmjOofv36em+nVatWmDlzJooVKwZ/f3+Eh4dj3rx56N27t7rOmDFj0KlTJ9SvXx8NGzZEaGgodu/ejSNHjgBIbxkKCAhAUlIS1q1bh7i4OPUA6MKFC0MqlcLX1xeBgYHo168fli1bBgDo378/WrZsqdcVZkRE9Pmztkn/PUtNlSA1FTDAxPlkQNlOiE6fPo0uXbrg4cOHeH/4kUQigVKZ+aWL71u4cCEmTpyIwYMHIyYmBu7u7hgwYAAmTZqkrtOuXTssXboUwcHBGDp0KHx8fLB9+3bUrVsXAHDhwgWcOZN+JUTJkiU1th8REQEvLy8AwPr16zF06FAEBAQASB+HtGjRouwePhERfaZsbP/9TUuIl8CxEG8Aa0yyPai6YsWKKF26NKZOnQo3NzetS+3lcnmOBphfZMxDdOXhFTg6OBo6nM+GQqFA2K4wKBQK1PmyDszMDXAvM/WtO+S8dQeRkSte2A0pKRKcvvIMHp76/4H/KZISk1DKLX3KhjtRd3QOqqaPl2uDqu/cuYNt27ZptcYQfQyZTIaANgGIjY1lMkJEBmdto0JKihQJCbwU39hke+RYjRo1cPfu3Q9XJCIiKmAyus2YEBmfbLcQDRkyBKNGjUJ0dDTKlSuncXk7AJQvn/kMsERERPmZdcaVZvG80szYZDsh6tChAwBoXAkmkUgghMj2oGqitLQ0rFuyDgICbbq0YbcZERmUzf+uNGMLkfHJdkIUERGRG3GQEVMoMp/JlYgoL/07FxETImOT7YTo3QkRiYiIPifWGWOI2GVmdPQ+44MHD0ZCQoL6+dq1azWev3nzBs2bN8/Z6IiIiPIQu8yMl94J0bJly5CU9O8NBr/99lvExMSon6ekpGDfvn05Gx0REVEesmaXmdHSOyF6f/7GbM7nSERElO9ljCFil5nx4RknIiL6H85DZLw+6uauRDlFAglci7imX2nG7x8iMrCMG7yyy8z4ZCshmjRpEqys0u+xkpqaipkzZ6rvXfbu+CIifclMZWj+VXPeuoOI8gV1l1kCO1CMjd4JUf369XHr1i3189q1a+P+/ftadYiIiAqqjC6zxHi2EBkbvROiI0eO5GIYREREhmfNy+6NFscQkUGlpaVh04pNUKlUaNmpJbvNiMig2GVmvJgQkcElv002dAhERADe6TJjC5HRYQpMRET0P+ous3gJON2ecWFCRERE9D8ZXWYqlQTJb9lKZEyYEBEREf1Pxq07AA6sNjYfNYbozZs3OHv2LGJiYqBSqTSWde/ePUcCIyIiymsmJoCVtQpJiSZIiJegsLOhI6K8ku2EaPfu3fjmm2+QmJgIW1tbSCT/ZtASiYQJERERFWg2NgJJiRxYbWyynRCNGjUKvXv3xo8//qietZroY0kggZOzE5RKJW/dQUT5grWNAJ4V/Evvb9+U4c9tllCqAFtbge59EmFrpzlSPClRgphn6cfp4qaEpaUhIs0fsp0QPXnyBEOHDmUyRDlCZipD686teesOIso3bGz/vdIsvzl1wgwjBtnjbZJmbG2/foups+LUz1UqoF9XB9y9bapR79sRCer/v34lQd1KLnjzOj0hci+qwLELMUabFGU7IWratCnOnz+P4sWL50Y8RJSPCSGgTFMaOgzKBhOZCUxMCnZLR17LuNLMEF1md2+b4vrV9IyklI8CVaqnqZelpACjv7PHo4faP90rFtugVbu3qFojvf7+vRa4e9sUdnIVylZIw8lj5rh6WTM5Cj9vhjevTWBikn68Tx/LcPSgBQJbZj433IP7UnRo5oRn0ZrvKb9yCuwIfaExKL2gyXZC1KJFC4wZMwbXr19HuXLlYGqq+QK3bt06x4IjovxDmabEm+g3gEjv6qT8TyD9x8nM2gw2jjYaYz4pcxk/6omJeZ1I1kHLRsWgVP57nibOjMXAIYkAgKW/2ODBfRlcXJVYs+UVZKbpcS7+2QZ/bLFC8BQ7bNv7EgDw6882AIDufRNRvWYqTh4zx+2bmj/5N6+n/363bJsMV3clli+ywZ6dWSdEc6bbIjpKuzX/2n9NsfQXG4z6v/hPOH7DynZC1K9fPwDAtGnTtJZJJJL0sSBEelKkKbA1ZCtUKhUCvwpkt1k+JYRAwqsEmJuaw8XVBRIT/rAWCAJ4+/Ytnj9/jgQkwLaQraEjKhBsbAzRZeYIYCOUSgl8y6bB3l6FUyfMMX2CHM+fSVG2fBp++U96kjNxRhzKVfy35ej7KXHY86clTv9jjiMHzGFtI3DxnBnMzAT6DExEakr6cdy7I0NaGpDRjnHjWnoKUMY/DbXrp2D5IhuEhVogJQUwN9eO8PpVGf7cnj5c5o/QFyheUgEAOHLAHMMHOmDxAmt06ZkIN3eV9soFQLYTovcvsyf6FAICCfEJGU8on1IpVVCkKODs7gxLKyMdYFBAWVhaAED6NCkOKnaf6cE6j27fER8nwfZNlnjx3BzAdgAe8Cqeip37XsLGVmDBXBvMmW6Hpb/YqNepVTcFbb9+q7GdIkVV6Nk/EcsW2mBQLwdI/3eKv+6SBGcXFYRIn4E7McEEEfdkKF0mPZHJaCEq46dAlWppcHVTIjpKiuOHzdE4MEUr3rkz0hPq1u3fokbtVHX5V53fYn2IFc6dNsekcXK0/eotXr8y0ZjpWyYDGnyZDPci+TeHMOi9zBQKBaZMmYL169cjOjoabm5u6NmzJ3744QeND+2NGzcwbtw4HD16FCqVCv7+/tiyZQuKFSsGAFi+fDk2bNiAixcvIj4+Hq9fv4a9vb3Gvry8vPDw4UONsnHjxmHWrFm5fpxEBZ1QCUgg0eoip4LB8n+jZFUKFUzMmBB9SE7d4DXygRQ3r8sgtxewsVXh3R7L61dM8eNkOzyLzmgV/wJAMhYsi4GNbfpP87AxCXBxVWLrBisolYC1tcD0ubHQ1fP53ch4bFlvidev0rdnbi4wcGj6H5sSCVC6jALh581w83p6QqRQAHdv/a+FyC8NJiZAs1ZvsXq5Dfb8aYnGgSlITQV++9UGW9ZbIiVFgkcPZTAxERg1IU5j3xIJMPnHOLRsVBh7/7TE3j91/9FkYanCwCGJcCykwtFD5ngRo/36Tp8bqzFuKi99VEJ09OhR/Oc//8GNGzcgkUjg6+uLMWPGoF69etnazuzZs7F06VKsWbMG/v7+OH/+PHr16gW5XI5hw4YBAO7du4e6deuiT58+mDp1KuRyOW7cuAELCwv1dpKSkhAYGIjAwECMHz8+0/1NmzZN3eUHADY2NpnWJSId2FNWMEk47is71F1mn9BClBAvQctGTnj5IuthAF7FFaheMxFbNmwCsB5+ZVfh3Z/moG5vEdTtbabrZ3AsJHDk3HM8uJ++P7ciShQp+m9rjI9vGsLPm+H2DVMAyYi4J0NqqgRW1ip4eKYPdWnRNhmrl9vg790WsLGxw7HD5lpXqXXpmYSSpbSHxlSqmoYho+Oxc6slCjur4FRYiXdHQDx9LMXlcDPMn5N1t21CvOES9mwnROvWrUOvXr3Qvn17DB06FEIInDx5El9++SVCQkLQpUsXvbd16tQptGnTBi1atACQ3oqzceNGnD9/Xl1nwoQJaN68OebMmaMue/8Kt+HDhwMAjhw5kuX+bG1t4erqqnd8RERkfNRdZp8whmj9Giu8fCGFnVyFQk4qre43cwuBTl2TMGhYAlTKJGzZMPCTYgYAp8IqOBXW3SXl45veTXbrfwOrM8YP+ZRRIKNDpnqtVDi7KBHzTIpVy9IbDAo5KfH95HiU8UuDqSngWzbz1pvvJ8Xj+0m6B1ULAezdZYGlv9jAwlKgUZNklCyt0GrtKlvBMK1DwEckRDNnzsScOXMwYsQIddmwYcMwb948TJ8+PVsJUd26dbF06VLcvn0bpUuXxuXLl3HixAnMnz8fQPp4pT179mDs2LFo2rQpwsPD4e3tjfHjx6Nt27bZDR2zZ8/G9OnT4eHhga+//hpjxoyBmZmZzropKSlISfm3DzUuLk5nPSIybqVLlMZ3Q7/D0GFDdS5v0qgJylcsj5/m/fTJ+3rw4AF8Svrg7PmzqFCxwidvj3T71C6zlBRg+cL0hGLSzDh07p6UZf2kxI/aTbaoE6Lrsv/9+7/xQ/7/JiBSKbB60yuE/W0BIQC5gwqdvkmCvcOnD/CUSIAWbZLRok3mV7AZWrbP9v3799GqVSut8tatWyMiIiJb2xo3bhw6d+6MMmXKwNTUFJUqVcLw4cPRuXNnAOmDABMSEjBr1iwEBgZi//79aNeuHdq3b4+jR49ma1/Dhg3Dpk2bcPjwYXz33XeYP38+Bg8enGn94OBgyOVy9cPDwyNb+yMiw+vbuy/MZebqh5uzG1o2b4kr/71i6NAoH/vULrMdWywRHSWFq5sS7TtlnQzlldK+6YnPg/syJCcDN69njB9SaNSrWCUNY36Ix9iJ8RjwXWKOJEMFRbZbiDw8PHDw4EGULFlSo/zgwYPZTho2b96MdevWYcOGDfD398elS5cwfPhwuLu7o0ePHuor2tq0aaNukapYsSJOnjyJpUuXokGDBnrv690WrfLly8PBwQFfffUVZs+ejUKFCmnVHz9+PEaOHKl+HhcXx6QoF0gggb2jPZQq3rqDckdA0wD8tvI3AMCz6GeYPGky2rVph7sRdw0cGeVX1npMzHj0oDl+CrbF27cSyGQCMhkgkwmYmAC3bqT/tPb7LkHn5euG4Oqmgtxehdg3Jrh3R4ab19JbiHz8DNdFld9ku4Vo1KhRGDp0KAYNGoS1a9di3bp1GDhwIIYNG4bRo0dna1tjxozB999/j6CgIJQrVw7dunXDiBEjEBwcDABwcnKCTCaDn5+fxnq+vr6IjIzMbugaatasCQC4e1f3l6K5uTns7Ow0HpTzZKYytO/WHgFtAyCTGfSiR/pMmZubw9XVFa6urqhQsQJGjxmNR48e4fnz5wCA//v+/+Dv6w97W3v4lPLBlElTkJam+SOxe/du1KpRC3bWdnB3cUfHrzpmur81IWtQ2LEwDoQd0Ll8w/oNqFWjFgrZF0KxIsXQvWt3xMTEqJe/fv0aPbr1QBHXIpDbyOFXxg9rQtZobCMiIgIBXwbA3tYeVStXxelTpz/25SEdbP43hiizAb5HD5qjZydHXDhrhutXTPHfcDNcPGeGs6fMcfofc7x+JYVjISW69swfrUNAxpVm6e/rSxfM8PBB+ohnX39FVqsZlWz/Ag0aNAiurq746aefsGXLFgDpCcrmzZvRpk2bbG0rKSlJa04MqVSqbhkyMzNDtWrVcOvWLY06t2/fhqenZ3ZD1xAeHg4AcHNz+6TtEBmz1NTUTJeZmJhoJLlZ1ZVINC/pz6xuZmP+9JWQkICNGzeiRMkS6pZhW1tbrFi5Am7ubrh65SoGDxwMG1sbjB6T/gfe3j170emrTvh+/PdYFbIKaalp+Hvv3zq3P++neZg7ey7+2vsXatSsobNOamoqJk+ZjNI+pfE85jnGjBqDvr37YtdfuwAAUyZPwY0bN7Drr10o5FQI9+7ew9u3mlcZTZo4CbNmz0LJUiUxeeJkdO/aHddvXecfFTkko8ss6qkJRn0r11imUkmw6w8LpKZKENjyLbr3SYJCASgUEqSlQT33TvmKaerEKr8o7avAudPmmDHRDkJI4FRYmekgbGP0UZ+edu3aoV27dp+881atWmHmzJkoVqwY/P39ER4ejnnz5qF3797qOmPGjEGnTp1Qv359NGzYEKGhodi9e7fGFWXR0dGIjo5Wt/ZcuXIFtra2KFasGBwdHXHq1CmcPn0aDRs2hFwux7lz5zBixAi0bt1aPZcREWXfT3MyHyhcomQJdAz6tyXll59/0Wp5yVCsWDF80/0b9fPFixbjbZL2pcbjf8h8Wo3M7N2zF45yRwBAYmIi3NzcsOPPHeo/xsZP+HebXl5euHXrFrZt3aZOiGYHz0bHTh0xacokdb3yFcpr7eeH//sB69auQ9jBMJQtVzbTeHr26qn+f/HixTFv/jzUqVUHCQkJsLGxwaPIR6hYsSKqVK2ijul9I0aOQPMWzQEAkyZPQsXyFXH37l2UKVNGz1eFsuLsqoJEIvA2yQSb1lrrrPNl02QsCXmNT8zR81TtuqlYv9oacbHp7/1a9TL/I8UYZTshKl68OM6dO6c17ubNmzeoXLky7t+/r/e2Fi5ciIkTJ2Lw4MGIiYmBu7s7BgwYgEmT/v3iadeuHZYuXYrg4GAMHToUPj4+2L59O+rWrauus3TpUkydOlX9vH79+gCA1atXo2fPnjA3N8fmzZsxdepUpKSkwNPTE/369cPYsWOze/iUwxRpCuxYvwNKlRJN2jThrTsoxzX4ogEW/roQAPD61WssW7oMrVu2xolTJ+Dp6Yk/tv+BhQsW4t69e0hISIBCodDoIr98+TJ69+2d2eYBAAt+XoDExEScPHPygze+vhR+CdOnTcd/L/8Xr169UreIP4p8BF8/X/Qf0B9BHYMQHh6Oxo0bo3Wb1qhVu5bGNsqVK6f+v6tb+lQiz2OeMyHKIc4uKqzZ8go3rumeiLSwsxJtv35boJIhAGjz1VuU9k1DXKwJpFKgfCUmRO/KdkL04MEDnfcrS0lJwZMnT7K1LVtbW8yfP199mX1mevfurdFq9L4pU6ZgypQpmS6vXLkyTp9mH3t+JCDw5tWbjCdUwIwaOyrTZe93hw8dofuydABaNx0d/F3mV4Bml7W1tcZFIJWrVEZhx8JYtWIVmrdojq5dumLS5EloEtAEdnI7bN28FfN/nq+unzHLc1bq1K2Dv/f+je1bt2PMuDGZ1ktMTESLZi3QuEljrF6zGk6FnfAo8hFaNm+p7iYMbBaIO/fv4O+9f+PQwUMIDAjEwEEDMXvubPV23u1ezHjteFulnPVl0xR82VT79hUFmUQC+JXlmKHM6J0Q7dq1S/3/ffv2QS7/t19VqVTi4MGDOpt2iejzlZ0xPblVN7skEglMTEzw9u1bnDx5EsU8i+H7//tevfz9CzbKlSuHw4cOo0fPHplus2q1qhj87WC0bN4SJlITjBqtO1G8dfMWXrx4gRk/zlBftXrxwkWteoULF0b3Ht3RvUd31KlbB+PHjddIiIgo5+mdEGVMhCiRSNCjh+YXg6mpKby8vPDTT58+8RgRUU5KSUlBdHQ0gPQruJYsXoKEhAS0aNkCsXGxeBT5CFs2b0GVqlXw996/8efOPzXWnzBxAgIDAlG8eHF83elrKBVKhIaGqscYZahZqyZ2/bULrVq0gkwmw7Dhw7Ri8SjmATMzMyxetBj9BvTDtWvX8OPMHzXqTJ08FZWqVIKfnx9SU1Kxd89edoUR5QG9E6KM5lhvb2+cO3cOTk5OuRYUEVFO2b9vPzyLpl+VamtrCx8fH2zcvBENvkifx2zosKEYPnQ4UlJS0Kx5M4yfMB4zps1Qr9/giwbYuHkjfpz5I+bOmQs7OzvUrVdX575q16mNnbt2ok2rNpBKpfhuyHcaywsXLowVq1Zg4g8T8euiX1GpUiXMmj0LHdp1UNcxMzPDxAkT8fDBQ1haWqJO3TpYu2FtTr8sRPQeiRCCIzf0EBcXB7lcjisPr8DRwdHQ4Xw20tLSELIwBADQvnt7mFvk/SxmSqUSSqUScrmcg7ozoUhVIC46DsW8imncWJkKhuTkZEQ+iISdqx1kZrw0P79JSkxCKbdSAIA7UXdgZW1l4Ig+L69ev0I5z3KIjY3Nck7Bj7pRy9GjR9GqVSuULFkSpUqVQuvWrXH8+PGPDpaIiIjIkLKdEK1btw6NGzeGlZUVhg4diu+++w6Wlpb48ssvsWHDhtyIkT5jEkhgY2uT/hcRb91BREQGYtC73RPJTGXo2LsjYmNj2V1FREQGY9C73RMRERHlB9lOiDLudv++j7nbPREREVF+kO0us4y73V+6dAm1a9eGRCLBiRMnEBISggULFuRGjPQZU6QpsHvzbiiVSjRs2ZDdZkREZBAGvds9kYDAi5gXGU+IiIgMwqB3uyciIiLKDz56hq7U1FTExMRo3VCwWLFinxwUERERUV7KdkJ0584d9O7dGydPntQoF0JAIpFAqVTmWHBEREREeSHbV5n17NkTJiYm+Ouvv3DhwgVcvHgRFy9eRHh4OC5e1L5rMxGRofTt3RfmMnOYy8xhbWEND3cPNGvaDCGrQ7RatzM0D2wOSzNLnDl9RufyUydPoXXL1nBxcoGdtR0qV6yMn+f9rNcfg48ePcKAfgPg5eEFG0sblCpeCiNHjMTLly8/6TiJ6NNlu4Xo0qVLuHDhAu++TEQFQkDTAPy28jcolUrEPIvB/n37MWrEKPyx/Q/8sfMPyGT/fg1GRkbizOkzGPTtIISsDkGNmjU0tvXnzj/RJagLuvfsjv0H9kNuL8ehg4fwf9//H86eOYsNmzZAItE95fr9+/fRoG4DlCpVCr+v+x1e3l64fu06xn8/HvtC9+H4P8fh6Mj7JBIZSrZbiPz8/PDixYvciIWMlIWlBczMzQwdBn2mzM3N4erqiiJFiqBS5UoYN34ctv2xDftC9+H3Nb9r1P095Hc0b9Ec/Qf0x9YtW5GYmKhelpiYiEEDBqFlq5ZYsnQJKlSsAC8vL/Tu0xsrVq3AH9v/wLat2zKNY9iQYTAzM8Oe0D2o36A+ihUrhsBmgfh73994+uQpJk2cpK5bukRpzA6ejf59+6OQfSGU9C6JFb+tyPkXh4jU9EqI4uLi1I/Zs2dj7NixOHLkCF6+fKmxLC4uLrfjpc+MqakpuvTvgladW0FmyrtwFxRCCCQmJhrkIcSnz8/QsFFDlK9QHjt37NQ4pt/X/I7OXTqjTJkyKFW6lEaCcyDsAF6+fIkRI0doba9lq5YoVboUNm/arHN/r169Qtj+MAwYOACWlpYay1xdXRHUJQjbtmzTOLb5P89H5SqVceb8GQwYOABDvh2CmzdvfuKRE1Fm9PoFsre312gGFkLgyy+/1KjDQdVExiMpKQmOcsN077yKfQVra+tP3o6Pjw+uXLmifn7wwEEkJSUhoGkAAKBzl84IWRWCHj17AADu3L4DACjjq3u4gI+PD+7cuaNz2d07dyGEgI+vj87lZcqUwevXr/H8+XM4OzsDAAKbBWLgoIEAgNFjR+OXBb/g2NFjHK5AlEv0SogOHz6c23EQEeWpjD/iMoSsDsFXHb9SjynqFNQJ48eNx61bt+Dj46OxXmbbMzP7uK7fjG2+G0/ZcmXV/5dIJHBxdcHzmOcftX0i+jC9EqIGDRrkdhxkpBRpCvz9x99QKBSoH1ift+4oIKysrPAq9pXB9p0Tbt68CS8vLwDpXVq7/tyFtLQ0LF+6XF1HqVRizeo1+HHWjyhZqmT6ejduolbtWlrbu3XrFipUqKBzXyVKloBEIsHN6zd1zuh/69YtODg4wMnJSV1mamqqUUcikWR6ZRwRfTq9B20kJSVhzJgx2LlzJ9LS0tC4cWP88ssvGh9gouwSEIh+Ep3xhAoIiUSSI91WhnL40GFcvXIVQ4cNBQBs3LARRYoWwbbtmoOiDx06hLmz52LajGloEtAEjo6OmP/zfK2EaPfu3bh75y7+89N/dO6vUKFC+LLxl1i2dBmGDh+qMY4oOjoamzZswjfdvsn0CjUiyn16X2U2efJkhISEoEWLFggKCkJYWBgGDRqUm7EREX2ylJQUREdH48mTJwi/GI7ZwbPxVfuv0LxFc3Tt1hVAendZ+/bt4V/WX+PRs1dPvHnzBnv37oW1tTV+XfIrdu/ajUEDB+HKf6/gwYMHWL1qNfr17ofefXqjWfNmmcYx/5f5SElJQctmLXH82HE8evQI+0L3oXlgc7gXcce06dPy6iUhIh30biH6448/sHLlSgQFBQEAunbtijp16kCpVLKbg4jyrf379sOzqCdkMhkcHBxQrnw5zJs/D926d4OJiQkuXriI/17+L5YsXaK1rq2tLRo3aYyQVSFo3bo12ndoj/0H9mNW8Cw0+qKR+sramT/OxOixo7OMo1SpUjh55iRmTJuBrl264uXLl3B1dUWrNq3ww8QfOAcRkYFJhJ7XsJqZmSEiIgJFihRRl1laWuL27dvw8PDItQDzi7i4OMjlclx5eAWODvziyilpaWkIWRgCAGjfvT3MLczzPAalUgmlUgm5XM7kPhOKVAXiouNQzKsYLCwsDB1OvpGcnIwO7Trg8ePHOHDoAAoXLmzokHRKTk5G5INI2LnaQWbG6S3ym6TEJJRyKwUAuBN1B1bWOTNOjtK9ev0K5TzLITY2FnZ2dpnW07vLTKlUal1BIZPJoFAoPj5KIqICzMLCAtt3bEfXrl1x4vgJQ4dDRJ9A7z8VhBDo2bMnzM3//Qs+OTkZAwcO1Bhc+ccff+RshERE+ZiFhQXGjBtj6DCI6BPp3ULUo0cPODs7Qy6Xqx9du3aFu7u7Rll2KBQK/PDDD/D29oalpSWKFy+OadOmaV1aeuPGDbRu3RpyuRy2traoWbMmIiMj1cuXL1+OL774AnZ2dpBIJHjz5o3Wvl6/fo1u3bqp4+zWrZvOepT3ZDIZpDJ2VRERkeHo3UK0evXqHN/57NmzsXTpUqxZswb+/v44f/48evXqBblcjmHDhgEA7t27h7p166JPnz6YOnUq5HI5bty4oTGOISkpCYGBgQgMDMT48eN17qtLly54/PgxQkNDAQD9+/dHt27dsHv37hw/LtKfqakpun/bHbGxsRy/Q0REBmPQ0XWnTp1CmzZt0KJFCwCAl5cXNm7ciPPnz6vrTJgwAc2bN8ecOXPUZcWLF9fYzvDhwwEAR44c0bmfGzduIDQ0FKdPn0aNGul3r/7tt99Qq1YtrVloiSgLnCuqYBLpc34RUeYMmhDVrVsXS5cuxe3bt1G6dGlcvnwZJ06cwPz58wEAKpUKe/bswdixY9G0aVOEh4fD29sb48ePR9u2bfXez6lTpyCXy9XJEADUrFkTcrkcJ0+e1JkQpaSkICUlRf084/JahUqBNGXaxx0w6aRUKpGmSoNKooJKkvcz8SpVSihVSqQp06ACZwLWRSVUUEGF1NRUg1wJSJ8mKSkJQggoJUoIJROj/Obd35Q0ZRp/Y3KYQqXfxV8GTYjGjRuH2NhYlClTBlKpFEqlEjNnzkTnzp0BADExMUhISMCsWbMwY8YMzJ49G6GhoWjfvj0OHz6s9y1FoqOj1TdMfJezszOio6N1rhMcHIypU6dqlauECimKFB1r0MdQKpQ4/vdxKBQKVG5YGWamH3cvqE+KQaWESqFCijIFUsFuO12EEIAMePHiBaQyKUwkeg8/JAMSQiA5ORnPnz+HxFKCNFUamPPnP+/+pqQoUiBV8HsoJ6mEfm96gyZEmzdvxrp167Bhwwb4+/vj0qVLGD58ONzd3dGjRw/14Oo2bdpgxIgRAICKFSvi5MmTWLp0abbusaZrSvz3b+74rvHjx2PkyJHq53FxcfDw8ICnvWeW8xhQ9qSmpiIqMgoAUMzGMHPcKJVKKBQKONg7cBxTFtJs0hD5MBJRj6MMHQplk4O9A5xdnHlrkHwq0SxR/X8vB68CfVuc/ChOGqdXPYMmRGPGjMH333+vnv26XLlyePjwIYKDg9GjRw84OTlBJpPBz89PYz1fX1+cOKH/nB+urq549uyZVvnz58/h4uKicx1zc3ONKQYymEpNYSo11bEGfQwh/bf53lCvrQlMIBESmEpNmRBlwdTSFKVLl0ZqaqqhQ6FsMDXl+zq/e/d7j78xOU/f19OgCVFSUhJMTDSb3qVSqbplyMzMDNWqVcOtW7c06ty+fRuenp5676dWrVqIjY3F2bNnUb16dQDAmTNnEBsbi9q1a3/iURAZDxMTE85UTUSfJYMmRK1atcLMmTNRrFgx+Pv7Izw8HPPmzUPv3r3VdcaMGYNOnTqhfv36aNiwIUJDQ7F7926NK8qio6MRHR2Nu3fvAgCuXLkCW1tbFCtWDI6OjvD19UVgYCD69euHZcuWAUi/7L5ly5a8woyIiIj0n5gxNyxcuBBfffUVBg8eDF9fX4wePRoDBgzA9OnT1XXatWuHpUuXYs6cOShXrhxWrFiB7du3o27duuo6S5cuRaVKldCvXz8AQP369VGpUiXs2rVLXWf9+vUoV64cAgICEBAQgPLly2Pt2rV5d7BERESUb+l9c1djl3Fz1w/dHI6yJzU1FcHBwQCAwYMHG3ZQtQMHVRNR3ktMTISNjQ0AICEhgYOqc5i+v9+87bGeMvLGjPmIKGekpqYiOTkZABAbG4u3b9/meQwqlQpCCEilUiZERJTnEhP/vcosLi4OSqXSgNF8fjJ+tz/U/sMWIj09fvwYHh4ehg6DiIiIPsKjR49QtGjRTJczIdKTSqXCrVu34Ofnh0ePHrHbLJ/LmDeK56pg4PkqOHiuCg6eq3RCCMTHx8Pd3V3ryvZ3sctMTyYmJihSpAgAwM7OzqjfXAUJz1XBwvNVcPBcFRw8V4BcLv9gHc6/T0REREaPCREREREZPSZE2WBubo7JkyfrvKUH5S88VwULz1fBwXNVcPBcZQ8HVRMREZHRYwsRERERGT0mRERERGT0mBARERGR0WNCREREREaPCREREREZPSZEREREZPSYEBEREZHRY0JERERERo8JERERERk9JkRERERk9JgQERERkdFjQkRERERGjwkRERERGT0mRERERGT0mBARERGR0WNCREREREaPCREREREZPSZEREREZPSYEBEREZHRY0JERERERo8JERERERk9JkRERERk9JgQERERkdFjQkRERERGjwkRERERGT0mRERERGT0ZIYOoKBQqVR4+vQpbG1tIZFIDB0OERER6UEIgfj4eLi7u8PEJPN2ICZEenr69Ck8PDwMHQYRERF9hEePHqFo0aKZLmdCpCdbW1sA6S+onZ2dgaMhIiIifcTFxcHDw0P9O56ZApsQLV68GHPnzkVUVBT8/f0xf/581KtXL9P6v/76KxYtWoQHDx6gWLFimDBhArp37673/jK6yezs7JgQ5SClSuBsxCvExCfD2dYC1b0dITVhlyQREeWsDw13KZAJ0ebNmzF8+HAsXrwYderUwbJly9CsWTNcv34dxYoV06q/ZMkSjB8/Hr/99huqVauGs2fPol+/fnBwcECrVq0McAQEAKFXozB193VExSary9zkFpjcyg+BZd0MGBkRERkbiRBCGDqI7KpRowYqV66MJUuWqMt8fX3Rtm1bBAcHa9WvXbs26tSpg7lz56rLhg8fjvPnz+PEiRN67TMuLg5yuRyxsbFsIcoBoVejMGjdRbz/5svI35d0rcykiIiIPpm+v98F7rL71NRUXLhwAQEBARrlAQEBOHnypM51UlJSYGFhoVFmaWmJs2fPIi0tLdN14uLiNB6UM5Qqgam7r2slQwDUZVN3X4dSVeBydSIiKqAKXJfZixcvoFQq4eLiolHu4uKC6Ohones0bdoUK1asQNu2bVG5cmVcuHABq1atQlpaGl68eAE3N+2WiODgYEydOjVXjsHYnY14pdFN9j4BICo2GWcjXqFWiUJ5FxgRGTUhBBQKBZRKpaFDoWyQSqWQyWSfPCVOgUuIMrx/4EKITF+MiRMnIjo6GjVr1oQQAi4uLujZsyfmzJkDqVSqc53x48dj5MiR6ucZo9Tp08XEZ54MfUw9IqJPlZqaiqioKCQlJRk6FPoIVlZWcHNzg5mZ2Udvo8AlRE5OTpBKpVqtQTExMVqtRhksLS2xatUqLFu2DM+ePYObmxuWL18OW1tbODk56VzH3Nwc5ubmOR4/Ac62Fh+ulI16RESfQqVSISIiAlKpFO7u7jAzM+MEvAWEEAKpqal4/vw5IiIiUKpUqSwnX8xKgUuIzMzMUKVKFYSFhaFdu3bq8rCwMLRp0ybLdU1NTdWTMm3atAktW7b86BeOPl51b0e4yS0QHZuscxyRBICrPP0SfCKi3JaamgqVSgUPDw9YWVkZOhzKJktLS5iamuLhw4dITU3VGjOsrwKZDYwcORIrVqzAqlWrcOPGDYwYMQKRkZEYOHAggPTurnfnGLp9+zbWrVuHO3fu4OzZswgKCsLVq1fx448/GuoQjJrURILJrfwA/HtVWYaM55Nb+XE+IiLKU/wDueDKiXNX4FqIAKBTp054+fIlpk2bhqioKJQtWxZ79+6Fp6cnACAqKgqRkZHq+kqlEj/99BNu3boFU1NTNGzYECdPnoSXl5eBjoACy7phSdfKWvMQuXIeIiIiMoACOQ+RIXAeotzBmaqJyNCSk5MREREBb2/vj+5uId0ePHgAb29vhIeHo2LFigCAf/75BwMHDsTNmzfRokUL7Ny5U2dZdmR1Dj/beYjo8yI1kaBWiUJoU7EIapUoxGSIiAospUrg1L2X+PPSE5y69zJX51ITQqBx48Zo2rSp1rLFixdDLpdr9JTktC+++AISiQQSiQTm5uYoUqQIWrVqhT/++EOjnoeHh7onJ8PIkSNRsWJFREREICQkJNOyvMaEiIiI6BOFXo1C3dmH0Pm30xi26RI6/3YadWcfQujVqFzZn0QiwerVq3HmzBksW7ZMXR4REYFx48ZhwYIFOm9llZP69euHqKgo3L17F9u3b4efnx+CgoLQv39/dR2pVApXV1fIZP+O0Ll37x4aNWqEokWLwt7ePtOyvMaEiIiI6BNk3Iro/Qlno2OTMWjdxVxLijw8PLBgwQKMHj0aEREREEKgT58++OKLL3D8+HF4e3vD0tISPj4+WLBggXq9K1euwMTEBC9evAAAvH79GiYmJvj666/VdYKDg1GrVq0s929lZQVXV1d4eHigZs2amD17NpYtW4bffvsNBw4cAJDeZSaRSHDp0iX1/1++fInevXtDIpEgJCREZ5khMCEiIiJ6hxACSakKvR7xyWmYvOtalrcimrLrOuKT0/TaXnaH9fbo0QNffvklevXqhUWLFuHq1atYsWIFihYtii1btuD69euYNGkS/u///g9btmwBAJQtWxaFChXC0aNHAQDHjh1DoUKFcOzYMfV2jxw5ggYNGmT7tevRowccHBy0us6Af7vP7OzsMH/+fERFReHrr7/WKuvUqVO295sTCuRVZkRERLnlbZoSfpP25ci2BIDouGSUm7Jfr/rXpzWFlVn2fpqXL1+OsmXL4vjx49i2bRtcXFw0bj3l7e2NkydPYsuWLejYsSMkEgnq16+PI0eOoEOHDjhy5Ah69OiBNWvW4Pr16yhdujROnjyJESNGZCsOIP3y99KlS+PBgwdayzK6zyQSCeRyOVxdXQEA1tbWWmWGwBYiIiKiAszZ2Rn9+/eHr6+vesLipUuXomrVqihcuDBsbGzw22+/aQyy/uKLL3DkyBEAwNGjR9GwYUPUr18fR48exblz5/D27VvUqVPno+LJ6lZa+RlbiIiIiN5haSrF9WnaV2/pcjbiFXquPvfBeiG9quk1+76lqe77a36ITCZTD1zesmULRowYgZ9++gm1atWCra0t5s6dizNnzqjrf/HFFxg2bBju3r2Lq1evol69erh37x6OHj2KN2/eoEqVKrC1tc12HEqlEnfu3EG1atU+6jgMiQkRERHROyQSid7dVvVKFdbrVkT1ShXOs2lFjh8/jtq1a2Pw4MHqsnv37mnUyRhHNGPGDFSoUAF2dnZo0KABgoOD8fr1648aPwQAa9aswevXr9GhQ4dPOgZDYJcZERHRR8qPtyIqWbIkzp8/j3379uH27duYOHEizp3TbMXKGEe0bt06fPHFFwCA8uXLIzU1FQcPHlSXZSUpKQnR0dF4/Pgxzpw5g3HjxmHgwIEYNGgQGjZsmAtHlruYEBEREX2CjFsRuco1Z0h2lVtgSdfKeX4rooEDB6J9+/bo1KkTatSogZcvX2q0FmVo2LAhlEqlOvmRSCSoV68eAKBu3bof3M9vv/0GNzc3lChRAu3atcP169exefNmLF68OEePJ6/w1h164q07iIg+Tzl16w7eishwcuLWHRxDRERElAMybkVEBRO7zIiIiMjoMSEiIiIio8eEiIiIiIweEyIiIiIyekyIiIiIyOgxISIiIiKjx4SIiIiIjF6BTYgWL16snoCpSpUqOH78eJb1169fjwoVKsDKygpubm7o1asXXr58mUfREhERUX5WIBOizZs3Y/jw4ZgwYQLCw8NRr149NGvWDJGRkTrrnzhxAt27d0efPn1w7do1bN26FefOnUPfvn3zOHIiIqK8MWXKFFSsWNHg28hKz5490bZtW/VzIQT69+8PR0dHSCQSXLp0SWdZbiiQCdG8efPQp08f9O3bF76+vpg/fz48PDywZMkSnfVPnz4NLy8vDB06FN7e3qhbty4GDBiA8+fP53HkRET02VIpgYjjwJVt6f+qlLm6u549e0IikUAikcDU1BTFixfH6NGjkZiYCAAYPXo0Dh48qFH/3eQjtxw5ckQdl4mJCeRyOSpVqoSxY8ciKipKo+6CBQsQEhKifh4aGoqQkBD89ddfiIqKQtmyZXWW5YYClxClpqbiwoULCAgI0CgPCAjAyZMnda5Tu3ZtPH78GHv37oUQAs+ePcO2bdvQokWLTPeTkpKCuLg4jQcREZFO13cB88sCa1oC2/uk/zu/bHp5LgoMDERUVBTu37+PGTNmYPHixRg9ejQAwMbGBoUKGe5WIrdu3cLTp09x7tw5jBs3DgcOHEDZsmVx5coVdR25XA57e3v183v37sHNzQ21a9eGq6srZDKZzrLcUOASohcvXkCpVMLFxUWj3MXFBdHR0TrXqV27NtavX49OnTrBzMwMrq6usLe3x8KFCzPdT3BwMORyufrh4eGRo8dBRESfieu7gC3dgbinmuVxUenluZgUmZubw9XVFR4eHujSpQu++eYb7Ny5E4Bmd9eUKVOwZs0a/Pnnn+rWmyNHjgAAHj9+jKCgIDg6OsLa2hpVq1bFmTNnNPazdu1aeHl5QS6XIygoCPHx8R+MzdnZGa6urihdujSCgoLwzz//oHDhwhg0aJC6zrutVj179sSQIUMQGRkJiUQCLy8vnWW5pcDe3FUi0byDsBBCqyzD9evXMXToUEyaNAlNmzZFVFQUxowZg4EDB2LlypU61xk/fjxGjhypfh4XF8ekiIjIGAgBpCXpV1elBP4eC0Do2hAACRA6Dij+BWAi/fD2TK2ATH7L9GFpaYm0tDSt8tGjR+PGjRuIi4vD6tWrAQCOjo5ISEhAgwYNUKRIEezatQuurq64ePEiVCqVet179+5h586d+Ouvv/D69Wt07NgRs2bNwsyZM7Md28CBAzFixAjExMTA2dlZY/mCBQtQokQJLF++HOfOnYNUKoWZmZlWWW4pcAmRk5MTpFKpVmtQTEyMVqtRhuDgYNSpUwdjxowBAJQvXx7W1taoV68eZsyYATc3N611zM3NYW5unvMHQERE+VtaEvCjew5tTKS3HM3S8w/q/3sKmFl/1J7Onj2LDRs24Msvv9RaZmNjA0tLS6SkpMDV1VVdHhISgufPn+PcuXNwdHQEAJQsWVJjXZVKhZCQENja2gIAunXrhoMHD2Y7IQKAMmXKAAAePHiglRDJ5XLY2tpCKpVqxKirLDcUuC4zMzMzVKlSBWFhYRrlYWFhqF27ts51kpKSYGKieagZWaYQurJ6IiKi/O+vv/6CjY0NLCwsUKtWLdSvXz/L4SDvu3TpEipVqqROhnTx8vJSJ0MA4ObmhpiYmI+KN+M3N7MeHUMqcC1EADBy5Eh069YNVatWRa1atbB8+XJERkZi4MCBANK7u548eYLff/8dANCqVSv069cPS5YsUXeZDR8+HNWrV4e7e079FUBERJ8FU6v0lhp9PDwJrP/qw/W+2QZ46v6jXWvf2dCwYUMsWbIEpqamcHd3h6mpabbWt7S0/HBI721TIpFodKllx40bNwAgV8cCfawCmRB16tQJL1++xLRp09SX4O3duxeenp4AgKioKI05iXr27In4+HgsWrQIo0aNgr29PRo1aoTZs2cb6hCIiCi/kkj077Yq0Qiwc08fQK1zHJEkfXmJRvqNIcoma2trrS6uzJiZmUGp1JwKoHz58lixYgVevXqVZStRTnj79i2WL1+O+vXro3Dhwrm6r49RIBMiABg8eDAGDx6sc9m7cxpkGDJkCIYMGZLLURERkVExkQKBs9OvJoMEmknR/7qFAmflSjKUXV5eXti3bx9u3bqFQoUKQS6Xo3Pnzvjxxx/Rtm1bBAcHw83NDeHh4XB3d0etWrU+aX8xMTFITk5GfHw8Lly4gDlz5uDFixf4448/cuiIclaBG0NERESUr/i1Bjr+Dti9d4GOnXt6uV9rw8T1nn79+sHHxwdVq1ZF4cKF8c8//8DMzAz79++Hs7MzmjdvjnLlymHWrFk5cjWXj48P3N3dUaVKFcyaNQuNGzfG1atX4efnlwNHk/MkgqOK9RIXFwe5XI7Y2FjY2dkZOhwiIsohycnJiIiIUN8f86OplOljihKeATYu6WOG8kHLkDHI6hzq+/tdYLvMiIiI8hUTKeBdz9BR0EdilxkREREZPSZEREREZPSYEBEREZHRY0JERERERo8JEREREXgrp4IsJ84dEyIiIjJqGbemSErS8w73lO9knLvs3rrkXbzsnoiIjJpUKoW9vb36hqVWVlb58uajpE0IgaSkJMTExMDe3v6TJpRkQkREREbP1dUVAD76Lu5kWPb29upz+LGYEBERkdGTSCRwc3ODs7Mz0tLSDB0OZYOpqWmO3GqECREREdH/SKXSHPlxpYKHg6qJiIjI6DEhIiIiIqPHhIiIiIiMHhMiIiIiMnpMiIiIiMjoFdiEaPHixfD29oaFhQWqVKmC48ePZ1q3Z8+ekEgkWg9/f/88jJiIiIjyqwKZEG3evBnDhw/HhAkTEB4ejnr16qFZs2aIjIzUWX/BggWIiopSPx49egRHR0d8/fXXeRw5ERER5UcSUQDvZlejRg1UrlwZS5YsUZf5+vqibdu2CA4O/uD6O3fuRPv27REREQFPT0+99hkXFwe5XI7Y2FjY2dl9dOxERESUd/T9/S5wLUSpqam4cOECAgICNMoDAgJw8uRJvbaxcuVKNG7cOMtkKCUlBXFxcRoPIiIi+jwVuIToxYsXUCqVcHFx0Sh3cXFBdHT0B9ePiorC33//jb59+2ZZLzg4GHK5XP3w8PD4pLiJiIgo/ypwCVGG9+9ELITQ6+7EISEhsLe3R9u2bbOsN378eMTGxqofjx49+pRwiYiIKB8rcPcyc3JyglQq1WoNiomJ0Wo1ep8QAqtWrUK3bt1gZmaWZV1zc3OYm5t/crxERESU/xW4FiIzMzNUqVIFYWFhGuVhYWGoXbt2lusePXoUd+/eRZ8+fXIzRCIiIipgClwLEQCMHDkS3bp1Q9WqVVGrVi0sX74ckZGRGDhwIID07q4nT57g999/11hv5cqVqFGjBsqWLWuIsImIiCifKpAJUadOnfDy5UtMmzYNUVFRKFu2LPbu3au+aiwqKkprTqLY2Fhs374dCxYsMETIRERElI8VyHmIDIHzEBERERU8n+08REREREQ5jQkRERERGT0mRERERGT0mBARERGR0WNCREREREaPCREREREZPSZEREREZPSYEBEREZHRY0JERERERo8JERERERk9JkRERERk9JgQERERkdFjQkRERERGjwkRERERGT0mRERERGT0mBARERGR0WNCREREREaPCREREREZvQKbEC1evBje3t6wsLBAlSpVcPz48Szrp6SkYMKECfD09IS5uTlKlCiBVatW5VG0RERElJ/JDB3Ax9i8eTOGDx+OxYsXo06dOli2bBmaNWuG69evo1ixYjrX6dixI549e4aVK1eiZMmSiImJgUKhyOPIiYiIKD+SCCGEoYPIrho1aqBy5cpYsmSJuszX1xdt27ZFcHCwVv3Q0FAEBQXh/v37cHR0/Kh9xsXFQS6XIzY2FnZ2dh8dOxEREeUdfX+/C1yXWWpqKi5cuICAgACN8oCAAJw8eVLnOrt27ULVqlUxZ84cFClSBKVLl8bo0aPx9u3bvAiZiIiI8rkC12X24sULKJVKuLi4aJS7uLggOjpa5zr379/HiRMnYGFhgR07duDFixcYPHgwXr16lek4opSUFKSkpKifx8XF5dxBEBERUb5S4FqIMkgkEo3nQgitsgwqlQoSiQTr169H9erV0bx5c8ybNw8hISGZthIFBwdDLperHx4eHjl+DERERJQ/FLiEyMnJCVKpVKs1KCYmRqvVKIObmxuKFCkCuVyuLvP19YUQAo8fP9a5zvjx4xEbG6t+PHr0KOcOgoiIiPKVApcQmZmZoUqVKggLC9MoDwsLQ+3atXWuU6dOHTx9+hQJCQnqstu3b8PExARFixbVuY65uTns7Ow0HkRERPR5KnAJEQCMHDkSK1aswKpVq3Djxg2MGDECkZGRGDhwIID01p3u3bur63fp0gWFChVCr169cP36dRw7dgxjxoxB7969YWlpaajDICIionyiwA2qBoBOnTrh5cuXmDZtGqKiolC2bFns3bsXnp6eAICoqChERkaq69vY2CAsLAxDhgxB1apVUahQIXTs2BEzZsww1CEQERFRPlIg5yEyBM5DREREVPB8tvMQEREREeU0JkRERERk9JgQERERkdFjQkRERERGjwkRERERGT0mRERERGT0mBARERGR0WNCREREREaPCREREREZPSZEREREZPSYEBEREZHRY0JERERERo8JERERERk9JkRERERk9JgQERERkdFjQkRERERGjwkRERERGT0mRERERGT0mBARERGR0SuwCdHixYvh7e0NCwsLVKlSBcePH8+07pEjRyCRSLQeN2/ezMOIiYiIKL8qkAnR5s2bMXz4cEyYMAHh4eGoV68emjVrhsjIyCzXu3XrFqKiotSPUqVK5VHERERElJ8VyIRo3rx56NOnD/r27QtfX1/Mnz8fHh4eWLJkSZbrOTs7w9XVVf2QSqV5FDERERHlZwUuIUpNTcWFCxcQEBCgUR4QEICTJ09muW6lSpXg5uaGL7/8EocPH86ybkpKCuLi4jQeRERE9HkqcAnRixcvoFQq4eLiolHu4uKC6Ohoneu4ublh+fLl2L59O/744w/4+Pjgyy+/xLFjxzLdT3BwMORyufrh4eGRo8dBRERE+YfM0AF8LIlEovFcCKFVlsHHxwc+Pj7q57Vq1cKjR4/wn//8B/Xr19e5zvjx4zFy5Ej187i4OCZFREREn6kC10Lk5OQEqVSq1RoUExOj1WqUlZo1a+LOnTuZLjc3N4ednZ3Gg4iIiD5PBS4hMjMzQ5UqVRAWFqZRHhYWhtq1a+u9nfDwcLi5ueV0eERERFQAFcgus5EjR6Jbt26oWrUqatWqheXLlyMyMhIDBw4EkN7d9eTJE/z+++8AgPnz58PLywv+/v5ITU3FunXrsH37dmzfvt2Qh0FERET5RIFMiDp16oSXL19i2rRpiIqKQtmyZbF37154enoCAKKiojTmJEpNTcXo0aPx5MkTWFpawt/fH3v27EHz5s0NdQhERESUj0iEEMLQQRQEcXFxkMvliI2N5XgiIiKiAkLf3+8CN4aIiIiIKKcxISIiIiKjx4SIiIiIjB4TIiIiIjJ6TIiIiIjI6DEhIiIiIqPHhIiIiIiMHhMiIiIiMnpMiIiIiMjoMSEiIiIio8eEiIiIiIweEyIiIiIyekyIiIiIyOgxISIiIiKjx4SIiIiIjB4TIiIiIjJ6TIiIiIjI6DEhIiIiIqNXYBOixYsXw9vbGxYWFqhSpQqOHz+u13r//PMPZDIZKlasmLsBEhERUYFRIBOizZs3Y/jw4ZgwYQLCw8NRr149NGvWDJGRkVmuFxsbi+7du+PLL7/Mo0iJiIioIJAIIYShg8iuGjVqoHLlyliyZIm6zNfXF23btkVwcHCm6wUFBaFUqVKQSqXYuXMnLl26pPc+4+LiIJfLERsbCzs7u08Jn4iIiPKIvr/fBa6FKDU1FRcuXEBAQIBGeUBAAE6ePJnpeqtXr8a9e/cwefJkvfaTkpKCuLg4jQcRERF9ngpcQvTixQsolUq4uLholLu4uCA6OlrnOnfu3MH333+P9evXQyaT6bWf4OBgyOVy9cPDw+OTYyciIqL8qcAlRBkkEonGcyGEVhkAKJVKdOnSBVOnTkXp0qX13v748eMRGxurfjx69OiTYyYiIqL8Sb/mknzEyckJUqlUqzUoJiZGq9UIAOLj43H+/HmEh4fju+++AwCoVCoIISCTybB//340atRIaz1zc3OYm5vnzkHQv1RK4OFJIOEZYOMCeNYGTKSGjoqIiIxMgUuIzMzMUKVKFYSFhaFdu3bq8rCwMLRp00arvp2dHa5cuaJRtnjxYhw6dAjbtm2Dt7d3rsdMmbi+CwgdB8Q9/bfMzh0InA34tTZcXEREZHQKXEIEACNHjkS3bt1QtWpV1KpVC8uXL0dkZCQGDhwIIL2768mTJ/j9999hYmKCsmXLaqzv7OwMCwsLrXLKQ9d3AVu6A3jvIse4qPTyjr8zKSIiojxTIBOiTp064eXLl5g2bRqioqJQtmxZ7N27F56engCAqKioD85JRAakUqa3DL2fDAH/K5MAod8DZVqw+4yIiPJEgZyHyBA4D1EOijgOrGn54Xo9/gK86+V+PERE9Nn6bOchos9AwrOcrUdERPSJmBBR3rPRvhrwk+oRERF9IiZElPc8a6dfTQbteaPSSQC7Iun1iIiI8gATIsp7JtL0S+sBaCdF/3seOIsDqomIKM8wISLD8Gudfmm9nZtmuZ07L7knIqI8VyAvu6fPhF/r9EvrOVM1EREZGBMiMiwTKS+tJyIig2NCpKeM6Zri4uIMHAkRERHpK+N3+0PTLjIh0lN8fDwAwMPDw8CREBERUXbFx8dDLpdnupwzVetJpVLh1q1b8PPzw6NHjzhbdT4XFxcHDw8PnqsCguer4OC5Kjh4rtIJIRAfHw93d3eYmGR+LRlbiPRkYmKCIkWKAADs7OyM+s1VkPBcFSw8XwUHz1XBwXOFLFuGMvCyeyIiIjJ6TIiIiIjI6DEhygZzc3NMnjwZ5ubmhg6FPoDnqmDh+So4eK4KDp6r7OGgaiIiIjJ6bCEiIiIio8eEiIiIiIweEyIiIiIyekyIiIiIyOgZXUJ07NgxtGrVCu7u7pBIJNi5c6d6WVpaGsaNG4dy5crB2toa7u7u6N69O54+faqxjS+++AISiUTjERQUpFHn9evX6NatG+RyOeRyObp164Y3b97kwRF+PrI6VwAwZcoUlClTBtbW1nBwcEDjxo1x5swZjTopKSkYMmQInJycYG1tjdatW+Px48cadXiuPl1OnCt+rvLOh87XuwYMGACJRIL58+drlPOzlTdy4lzxs6Ufo0uIEhMTUaFCBSxatEhrWVJSEi5evIiJEyfi4sWL+OOPP3D79m20bt1aq26/fv0QFRWlfixbtkxjeZcuXXDp0iWEhoYiNDQUly5dQrdu3XLtuD5HWZ0rAChdujQWLVqEK1eu4MSJE/Dy8kJAQACeP3+urjN8+HDs2LEDmzZtwokTJ5CQkICWLVtCqVSq6/BcfbqcOFcAP1d55UPnK8POnTtx5swZuLu7ay3jZytv5MS5AvjZ0oswYgDEjh07sqxz9uxZAUA8fPhQXdagQQMxbNiwTNe5fv26ACBOnz6tLjt16pQAIG7evPmpYRslfc5VbGysACAOHDgghBDizZs3wtTUVGzatEld58mTJ8LExESEhoYKIXiucsPHnCsh+LkylMzO1+PHj0WRIkXE1atXhaenp/j555/Vy/jZMoyPOVdC8LOlL6NrIcqu2NhYSCQS2Nvba5SvX78eTk5O8Pf3x+jRoxEfH69edurUKcjlctSoUUNdVrNmTcjlcpw8eTKvQjcqqampWL58OeRyOSpUqAAAuHDhAtLS0hAQEKCu5+7ujrJly6rPA89V3tN1rjLwc5U/qFQqdOvWDWPGjIG/v7/Wcn628o8PnasM/Gx9GG/umoXk5GR8//336NKli8aN8b755ht4e3vD1dUVV69exfjx43H58mWEhYUBAKKjo+Hs7Ky1PWdnZ0RHR+dZ/Mbgr7/+QlBQEJKSkuDm5oawsDA4OTkBSD8PZmZmcHBw0FjHxcVFfR54rvJOVucK4OcqP5k9ezZkMhmGDh2qczk/W/nHh84VwM+WvpgQZSItLQ1BQUFQqVRYvHixxrJ+/fqp/1+2bFmUKlUKVatWxcWLF1G5cmUAgEQi0dqmEEJnOX28hg0b4tKlS3jx4gV+++03dOzYEWfOnNH54c7w/nngucobHzpX/FzlDxcuXMCCBQtw8eLFbL+u/GzlLX3PFT9b+mGXmQ5paWno2LEjIiIiEBYWptE6pEvlypVhamqKO3fuAABcXV3x7NkzrXrPnz+Hi4tLrsRsrKytrVGyZEnUrFkTK1euhEwmw8qVKwGkn4fU1FS8fv1aY52YmBj1eeC5yjtZnStd+LkyjOPHjyMmJgbFihWDTCaDTCbDw4cPMWrUKHh5eQHgZyu/0Odc6cLPlm5MiN6TkQzduXMHBw4cQKFChT64zrVr15CWlgY3NzcAQK1atRAbG4uzZ8+q65w5cwaxsbGoXbt2rsVO6X/RpKSkAACqVKkCU1NTdbMwAERFReHq1avq88BzZTjvnitd+LkyjG7duuG///0vLl26pH64u7tjzJgx2LdvHwB+tvILfc6VLvxsZcJgw7kNJD4+XoSHh4vw8HABQMybN0+Eh4eLhw8firS0NNG6dWtRtGhRcenSJREVFaV+pKSkCCGEuHv3rpg6dao4d+6ciIiIEHv27BFlypQRlSpVEgqFQr2fwMBAUb58eXHq1Clx6tQpUa5cOdGyZUtDHXaBlNW5SkhIEOPHjxenTp0SDx48EBcuXBB9+vQR5ubm4urVq+ptDBw4UBQtWlQcOHBAXLx4UTRq1EhUqFCB5yqHfeq54ucqb2V1vnTRdeUSP1t541PPFT9b+jO6hOjw4cMCgNajR48eIiIiQucyAOLw4cNCCCEiIyNF/fr1haOjozAzMxMlSpQQQ4cOFS9fvtTYz8uXL8U333wjbG1tha2trfjmm2/E69ev8/6AC7CsztXbt29Fu3bthLu7uzAzMxNubm6idevW4uzZsxrbePv2rfjuu++Eo6OjsLS0FC1bthSRkZEadXiuPt2nnit+rvJWVudLF10JET9beeNTzxU/W/qTCCFE7rZBEREREeVvHENERERERo8JERERERk9JkRERERk9JgQERERkdFjQkRERERGjwkRERERGT0mRERERGT0mBARUa6YMmUKKlasaOgwCrTU1FSULFkS//zzzwfrpqSkoFixYrhw4UIeREb0+WFCRETZJpFIsnz07NkTo0ePxsGDBw0S3/bt21GjRg3I5XLY2trC398fo0aNUi8vKMna8uXL4enpiTp16nywrrm5OUaPHo1x48blQWREnx8mRESUbVFRUerH/PnzYWdnp1G2YMEC2NjY6HVz5Jx24MABBAUF4auvvsLZs2dx4cIFzJw5E6mpqXkey6dauHAh+vbtq3f9b775BsePH8eNGzdyMSqizxMTIiLKNldXV/VDLpdDIpFolb3fCtOzZ0+0bdsWP/74I1xcXGBvb4+pU6dCoVBgzJgxcHR0RNGiRbFq1SqNfT158gSdOnWCg4MDChUqhDZt2uDBgweZxvbXX3+hbt26GDNmDHx8fFC6dGm0bdsWCxcuBACEhIRg6tSpuHz5srpFKyQkBAAwb948lCtXDtbW1vDw8MDgwYORkJCg3nZISAjs7e3x119/wcfHB1ZWVvjqq6+QmJiINWvWwMvLCw4ODhgyZAiUSqV6PS8vL0yfPh1dunSBjY0N3N3d1fFk5uLFi7h79y5atGihLktNTcV3330HNzc3WFhYwMvLC8HBwerlhQoVQu3atbFx48Yst01E2pgQEVGeOXToEJ4+fYpjx45h3rx5mDJlClq2bAkHBwecOXMGAwcOxMCBA/Ho0SMAQFJSEho2bAgbGxscO3YMJ06cgI2NDQIDAzNt8XF1dcW1a9dw9epVncs7deqEUaNGwd/fX92i1alTJwCAiYkJfvnlF1y9ehVr1qzBoUOHMHbsWI31k5KS8Msvv2DTpk0IDQ3FkSNH0L59e+zduxd79+7F2rVrsXz5cmzbtk1jvblz56J8+fK4ePEixo8fjxEjRiAsLCzT1+rYsWMoXbo07Ozs1GW//PILdu3ahS1btuDWrVtYt24dvLy8NNarXr06jh8/nul2iSgThr67LBEVbKtXrxZyuVyrfPLkyaJChQrq5z169BCenp5CqVSqy3x8fES9evXUzxUKhbC2thYbN24UQgixcuVK4ePjI1QqlbpOSkqKsLS0FPv27dMZT0JCgmjevLkAIDw9PUWnTp3EypUrRXJycqaxZWbLli2iUKFCGscKQNy9e1ddNmDAAGFlZSXi4+PVZU2bNhUDBgxQP/f09BSBgYEa2+7UqZNo1qxZpvseNmyYaNSokUbZkCFDRKNGjTRej/ctWLBAeHl5ffDYiEgTW4iIKM/4+/vDxOTfrx0XFxeUK1dO/VwqlaJQoUKIiYkBAFy4cAF3796Fra0tbGxsYGNjA0dHRyQnJ+PevXs692FtbY09e/bg7t27+OGHH2BjY4NRo0ahevXqSEpKyjK+w4cPo0mTJihSpAhsbW3RvXt3vHz5EomJieo6VlZWKFGihMYxeHl5wcbGRqMs4xgy1KpVS+t5VmN93r59CwsLC42ynj174tKlS/Dx8cHQoUOxf/9+rfUsLS0/eJxEpI0JERHlGVNTU43nEolEZ5lKpQIAqFQqVKlSBZcuXdJ43L59G126dMlyXyVKlEDfvn2xYsUKXLx4EdevX8fmzZszrf/w4UM0b94cZcuWxfbt23HhwgX8+uuvAIC0tLSPPoasSCSSTJc5OTnh9evXGmWVK1dGREQEpk+fjrdv36Jjx4746quvNOq8evUKhQsX/uC+iUiTzNABEBFlpnLlyti8eTOcnZ01xtJkl5eXF6ysrNQtPWZmZhqDngHg/PnzUCgU+Omnn9StWFu2bPn44N9z+vRpredlypTJtH6lSpWwZMkSCCE0Eic7Ozt06tQJnTp1wldffYXAwEC8evUKjo6OAICrV6+iUqVKORY3kbFgCxER5VvffPMNnJyc0KZNGxw/fhwRERE4evQohg0bhsePH+tcZ8qUKRg7diyOHDmCiIgIhIeHo3fv3khLS0OTJk0ApCdIERERuHTpEl68eIGUlBSUKFECCoUCCxcuxP3797F27VosXbo0x47ln3/+wZw5c3D79m38+uuv2Lp1K4YNG5Zp/YYNGyIxMRHXrl1Tl/3888/YtGkTbt68idu3b2Pr1q1wdXWFvb29us7x48cREBCQY3ETGQsmRESUb1lZWeHYsWMoVqwY2rdvD19fX/Tu3Rtv377NtMWoQYMGuH//Prp3744yZcqgWbNmiI6Oxv79++Hj4wMA6NChAwIDA9GwYUMULlwYGzduRMWKFTFv3jzMnj0bZcuWxfr16zUuaf9Uo0aNwoULF1CpUiVMnz4dP/30E5o2bZpp/UKFCqF9+/ZYv369uszGxgazZ89G1apVUa1aNTx48AB79+5Vt2idOnUKsbGxWt1oRPRhEiGEMHQQRESfMy8vLwwfPhzD/7+du0eBEAYCMDqdpxHJHbyCtVcwrXiCXM/T2G21W+4fCOK8Vycw5UcSsiw/7dv3PcZxfD0s/2SapiilxLquf04KeTkhAriovu+jtfb2I8qn4zhiGIaotZ4/GNyQR9UAFzbP81fruq6LbdtOngbuy5UZAJCeKzMAID1BBACkJ4gAgPQEEQCQniACANITRABAeoIIAEhPEAEA6QkiACC9B1o6BZ2Hs2xyAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120536\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 353\n", + "Undefined 2\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120541\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 62\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120562\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 176\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120566\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 80\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120606\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 125\n", + "Undefined 9\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120643\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 212\n", + "Undefined 9\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120663\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 207\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120687\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 194\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120706\n", + "Full nudge sequence is Series([], Name: NudgeSequence, dtype: object)\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[0] nudges this run\n", + "ERROR: First nudge df is empty, skipping Run 120706\n", + "plotting for run 120710\n", + "Full nudge sequence is 0 uuuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[6] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 169\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120722\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 430\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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Hjx5Fnz590LlzZ2zZssWgB5P6BisUCuHo6Ijq1atrTVetWjW+LVBhzM3N8ccffwBQVYV899132LZtGxo0aICZM2cWSP/JJ59g2rRp4DgO1tbWqFWrVom1e3mT+kGa/yGb3/r162FiYoIhQ4YUWOfg4IArV64UWJ6RkYHc3Fz+em/cuLFAe5KiAjFtxwKgtXRB12fL1dWVr7bx9/eHnZ0dZs6cieHDh2sEPPqwtbVFt27dEB4ejqysLJibmxeZJ47jYGtra9Bx1LSdj6mpaYHlpqamAFBk1ZyDgwOys7ORmZkJCwuLAnnNH3wdOnQIMplMoyTG1NQUR44cQVBQEPz9/QGoSny++eYbfP3116hatarGsfT5XBRFfb8UiURwcXHRWdJWs2ZNvb6HtWrVwvbt28EYw4MHD7Bw4UKEhYWhQYMGWkvT1T94BAIBbG1t4enpWewA11hQQET05u3tzX9xO3bsCIVCgXXr1mHXrl3o27cvAMDMzExr+5+XL1+WaV7flJOTg169eiEqKgq///47PvzwwwJp1O0Trl27xhexA6pi6hs3bmDgwIFa971+/XoAKNBGJb/k5GR06tQJ8fHxOHnypNZ2G2pHjx5Fr1690L59e+zevZt/aOhL3xusvgQCgcb+OnfujKZNm2L+/Pn49NNPCwRcTk5OJXr8wuzfvx8cx6Fdu3YF1iUmJuLgwYPo0aOH1qo9Pz8/bN++HQkJCRrtRa5duwYAqF+/PgCge/fuuHjx4lvlU72va9euFfiFfu3aNX59YdQN8W/dumVwQATkBXHqh2KtWrVgbm7On++beapduzbMzMwAgP9/Tk6ORrqy+l7n/27m/yGTkJCAly9favz9du/ejQ8++AB2dnYa+6hduzZiYmLw5MkTvHr1CrVq1YJUKsXEiRM1Pj/6fi6Kkv9+WRLMzMz4/TVr1gwdO3aEr68vJk2ahG7duhUo7db3Bw/JQ42qSbEtXboUdnZ2mDNnDj9AnoeHB27duqVx40xKSsK5c+fKK5t8ydCpU6ewe/fuAlUGai1atECVKlUKDKy3a9cupKeno0+fPlr3vXnzZjRv3lznjVIdDN27dw/Hjh0r9GF27Ngx9OrVC23atMG+ffsKLXEqL2KxGP/73/+QnZ2tV5uW0rJhwwYcOXIEAwcOhLu7e4H1v/76K2Qymc52XT179gTHcdi4caPG8oiICJibm/ODODo4OOC9997TeBmqatWqaN68OTZv3qxR/RYbG4ubN29q/Wy9KSoqCoDqwW6o5ORkHDx4kB9wFFBV+3Xv3h179uxBWloan/bhw4eIiorSyJO6h2j+xseAKiAtCwEBATAzMyvw3VT3fuvVqxcAVUnT4cOH+d5l2lStWhV+fn6wsLDAsmXLYGlpqfEZ0fdzUd4cHBywePFiPH/+3KDBRIluVEJEis3Ozo7vMbJ161YMHjwYQUFBWLNmDQYPHoyQkBAkJSVh6dKlGt16S8rp06fx4sULAKoGjA8ePOBHdW7fvj3fm6Jv3744cuQIZs2aBQcHB41u/TY2NnxpkFAoxNKlSxEUFITRo0dj4MCBuH37NqZPn47OnTtrvRHu27cPr1690lk6lJWVhS5duuDy5ctYsWIF5HK5xvGdnJxQq1YtAKoGnr169YKrqyu+/PLLAsX2Pj4+Jfp3fPjwodYhDvLnSZf27dsjMDAQGzZswMyZM/XqWacPbUX6WVlZfD6zsrJw79497Nu3DwcPHkT79u0RHh6udV/r169H9erVdQbAvr6+GDFiBObOnQuhUIhmzZrh2LFj+Pnnn7Fw4UK9q0bUnzn16M6XLl3if62rS04BVVVm586d0a9fP4wbNw6JiYmYOXMm6tevr1ElN3fuXDx//hzt2rVD1apVkZKSgsjISKxduxb9+vXTqB7SZtCgQXB3d8d7770HR0dH3L59G9999x2eP39eIKCYP38+mjVrhm7dumHmzJnIzs7GnDlz4OjoiC+++IJP16xZM9SrVw9Tp06FXC6HnZ0d9u7dW6DnWmmxt7fHV199hdmzZ8Pe3h7+/v64ePEi5s2bh5EjR/Lf4cjISGRmZvIBUn5Lly6Fq6sr3N3d8fz5c/z222/Yt28fNm3apFFlVlKfC33dvn1b6/ewWrVqBRpVv2nIkCFYvnw5vv32W3z22Welcp81KuUw9hGpZHQNNMYYY1lZWczd3Z3VqVOHH51548aNzNvbm5mZmTEfHx+2Y8cOFhwczGrUqMFvV9jggADY3Llzi8xX+/btGQCtr6ioKI396Xq1b9++wH63bt3KGjRowExNTZmrqyubMGFCgRF+1Tp37swsLS1Zamqq1vXq89T1yj+Y5Ny5cwtNm/+ctNF3oLei8vTpp5/yaXUNzMgYY9euXWMCgYANGzaMXwYtAzPqq1+/fszBwUFj2ZvX2NLSktWsWZP17duX7dy5U2NgxPzUAx7OmTOn0GPm5uayuXPnMnd3d2Zqasrq1q3LfvzxR4PyXdjf8k3Hjh1jLVu2ZGZmZsze3p4NGTKkwMCh+/fvZ506dWIuLi5MJBIxKysr1rx5c/bjjz9qDOqoS1hYGGvUqBGTSCRMKBQyJycn1rt3b3bhwgWt6S9dusQ+/PBDZmFhwWxsbFivXr3YnTt3CqS7desW8/f3ZzY2NszJyYmNHz+eHTp0qMBnU9dgmjVq1GBdu3YtsNyQz8wPP/zA6taty0xNTZm7uzubO3cuy83N5dcPHjxY63eaMdVAsrVq1WJisZjZ2tqygIAA9scff2hN+zafi8Lul/mpv6+6XrNmzeLTFjZAqfoaqEezN2TgVaKJY8zA1oGEEFIKGjZsCLFYjAsXLpR3VkgllJubC2dnZ3z99dcG9cokRI2qzAgh5SYnJwexsbE4cuQI/vnnH6xYsaK8s0QqKVNTU71GbCZEFyohIoSUm/v376NWrVpwc3PDsGHDMG/ePL2nwyCEkJJEAREhhBBCjB79FCOEEEKI0aOAiBBCCCFGjwIiQgghhBg96mWmJ6VSiadPn8La2prmgyGEEEIqCcYY0tLS4ObmVminDQqI9PT06VOdk2QSQgghpGJ79OhRoaN/U0CkJ2trawCqP+i7MDx6bm4uvvvuOwDAiBEjDJ5AFFCVmjHGYGtrW2qzmRNCCCl9GRkZcHNzA6AqALC0tCznHJWc1NRUVK9enX+O60IBkZ7U1WQ2NjbvRECkUCjQr18/ZGRkwM7OrlgBkUKhgFwuh42NDQVEhBBSieW/h9vY2LxTAZFaUc1dyrVRtVwux1dffQVPT0+Ym5ujZs2aWLBgAT9zulpcXBx69OgBiUQCa2trtGzZEg8fPuTXjx49GrVq1YK5uTmcnJzQs2dP3LhxQ2MfycnJCAoKgkQigUQiQVBQkFGPaioUCtGwYUN4e3tTMEMIIcTolWtAtGTJEoSHh2PVqlWIi4vD0qVLsWzZMqxcuZJPc/fuXbRp0wZeXl6Ijo7G1atXMXv2bJiZmfFpmjZtig0bNiAuLg5Hjx4FYwz+/v5QKBR8mkGDBuHKlSuIjIxEZGQkrly5gqCgoDI9X0IIIYRUTOU6UnW3bt3g4uKC9evX88s+/vhjWFhYYNOmTQCAAQMGwMTEhH+vj3/++QcNGzbEnTt3UKtWLcTFxcHHxwexsbFo0aIFACA2NhatWrXCjRs3UK9evSL3mZqaColEAqlU+k5UmSmVSty6dQvp6emoWbMmTExMDN6HusrMzs6OSpkIIaQSy8jIgJWVFQAgPT39naoy0/f5Xa4lRG3atMHJkydx69YtAMDVq1dx9uxZBAYGAlA9tA8dOoS6deuiS5cucHZ2RosWLbBv3z6d+8zIyMCGDRvg6enJ9wqLiYmBRCLhgyEAaNmyJSQSCc6dO1d6J1iByeVy7NixA4cOHdIoSSOEEEKMUbk2qp4xYwakUim8vLwgFAqhUCiwaNEiDBw4EACQmJiI9PR0LF68GAsXLsSSJUsQGRmJPn36ICoqCu3bt+f39dNPP2H69OnIyMiAl5cXjh8/zjcUTkhIgLOzc4HjOzs7IyEhQWvecnJykJOTw79PTU0FAMgUMsgUshL7G5SX/OcgU8ggVBhewqNQKCBXyCFTyKCEsugNCCGEVEhvPhPeheecmr7nUq4B0Y4dO7B582Zs3boVvr6+uHLlCiZNmgQ3NzcEBwfzjat79uyJyZMnAwAaNWqEc+fOITw8XCMg+vTTT9G5c2c8e/YM3377LT755BP8+eeffFsjba3LGWM6W52HhYVh/vz5BZY/SHkAK4XVW597eZPL5Py/H6Q+gDhHbPA+FEoFlHIlUrgUCAVUZUYIIZVVZkYm/+/7yfdhkWtRjrkpWelp6XqlK9eAaNq0aZg5cyYGDBgAAPDz88ODBw8QFhaG4OBgODo6QiQSwcfHR2M7b29vnD17VmOZuvdYnTp10LJlS9jZ2WHv3r0YOHAgXF1d8fz58wLHf/HiBVxcXLTmLTQ0FFOmTOHfq8cxEHACiEWGBw8VjYDl1ZaKheJinZNCoYACCoiFYmpDRAghlZhClNd0Qiwq3jOhosrkMotOhHIOiDIzMwsMoy0UCvmSIVNTUzRr1gw3b97USHPr1i3UqFGj0H0zxvgqr1atWkEqleLChQto3rw5AOD8+fOQSqVo3bq11u3FYjHE4oIfCJFABBOh4Q2QK5x8NVwmAhOYCAw/JwETQMAEMBGaUEBECCGVWP7nmonQ5N14zr0mEugX6pRrQNS9e3csWrQI7u7u8PX1xeXLl7F8+XIMHz6cTzNt2jT0798f7dq1Q8eOHREZGYkDBw4gOjoaAHDv3j3s2LED/v7+cHJywpMnT7BkyRKYm5vzjbO9vb0REBCAkJAQrFmzBgAwatQodOvWTa8eZoQQQgh5t5VrQLRy5UrMnj0b48aNQ2JiItzc3DB69GjMmTOHT9O7d2+Eh4cjLCwMEyZMQL169bB79260adMGAGBmZoYzZ85gxYoVSE5OhouLC9q1a4dz585pNKTesmULJkyYAH9/fwBAjx49sGrVqrI9YUIIIYRUSMUah+jRo0e4f/8+MjMz4eTkBF9fX63VS+8S9TgG1x5cg72dfXln560pFUr8d/U/ZGdlo7ZP7WKPQ6RQKCCRSKjKjBBCKrHMjEzUqVIHAHD72W1YWL47japfJb+CXw2/Isch0ruE6MGDBwgPD8e2bdvw6NEj5I+jTE1N0bZtW4waNQoff/xxgXZBpOIRCAXwaegDqVRK14sQQojR0+tJOHHiRPj5+eH27dtYsGAB/vvvP0ilUuTm5iIhIQGHDx9GmzZtMHv2bDRo0AAXL14s7XwTQgghhJQYvUqITE1NcffuXTg5ORVY5+zsjA8++AAffPAB5s6di8OHD+PBgwdo1qxZiWeWlBylUolnj58hIz0Dzm7OVOVFCCHEqOkVEC1btkzvHap7dpGKTaFQ4MjuIwCAPkP6AO9OD0tCCCHEYHo3HmnUqBFWrVqF5OTk0swPIYQQQkiZ0zsgatGiBb766iu4ublh4MCBOHnyZGnmixBCCCGkzOgdEK1ZswYJCQn4+eef8fz5c/j7+8PDwwMLFizAw4cPSzOPhBBCCCGlyqD+1mZmZggKCsKpU6dw584dBAUFYf369ahZsya6dOmC3377rbTySQghhBBSaoo9AI2npye+/vpr3L9/H9u3b8elS5cwcODAkswbIYQQQkiZeKupO6KiorBhwwbs2bMHIpEIISEhJZUvQgghhJAyY3BA9PDhQ0RERCAiIgL3799H27Zt8dNPP6Ffv34wNzcvjTySUiAQCNCsTTNkZWeBE3DlnR1CCCGkXOkdEG3duhUbNmxAVFQUXFxcMGTIEIwYMQK1a9cuzfyRUiIUCuHXVDW3Cw3KSAghxNjpHRANHToUXbt2xb59+xAYGEjzXxFCCCHknaF3QPT48WM4OzuXZl5IGVIqlXiR8ALpGelwcHKgUiJCCCFGTe9invzB0KZNm/D+++/Dzc0NDx48AACsWLECv//+e8nnkJQKhUKBAzsOIOpgFJQKZXlnhxBCCClXBtd7rV69GlOmTEFgYCBSUlKgUCgAALa2tlixYkVJ548QQgghpNQZHBCtXLkSa9euxaxZszSqWd577z1cu3atRDNHCCGEEFIWDA6I4uPj0bhx4wLLxWIxMjIySiRThBBCCCFlyeCAyNPTE1euXCmw/MiRI/Dx8SmJPBFCCCGElCmDB2acNm0aPvvsM2RnZ4MxhgsXLmDbtm0ICwvDunXrSiOPhBBCCCGlyuCAaNiwYZDL5Zg+fToyMzMxaNAgVK1aFT/88AMGDBhQGnkkhFQyOTma70UigEZ2IIRUZMWayywkJAQhISF4+fIllEoljU9UCQkEAjRq0Qg52Tk0dQcpUWOH2mH/Hs1pfBydFFgRnoKWbVSRkkgEmJiUR+4IIUS7t5rc1dHRsaTyQcqYUChEk5ZNaOoOUuJOHBUXWPbyhRCDP3bg35uZMfy6Kwnvt8sty6wRQohOejeqvnv3LoYPH86/d3d3h729Pf9ycnLCzZs3SyWThJDKQy5TlThGX0zEjcfP8O/9Z+jTP1MjTXY2h+2bLMoje4QQopXeJUQrV66Eq6sr/z45ORlz5szhq8t27NiB77//HuHh4SWfS1LiGGNITkpGelo6bB1syzs75B3BGJCbqwqIbO2UsLZhAICVa1Ow9AcplErgYqwpPu3jgNMnxVAqAZoWkZB3S6qUw7hhdkh4llf70PuTLHw2Ob0cc1U0vQOiEydOYOXKlRrLPv74Y9SsWRMA4OHhgZEjR5Zs7kipkcvl2Lt5LwCgz5A+EIneqvaUEADA64HrAQAmJkxjnbmF6n3rdjmwslYi6aUQP62wgrOLAmbmDB/658DSSnMbQkjlc+SAGaJOmGkse7BUWOEDIr1/mz148ACenp78+5EjR0IikfDvPTw88Pjx45LNHSGkUpHl5jXQ19Vo2tQUaNNe1bg6bJ4NJo+1w9ih9lix1KosskgIKWXnzqjaEfYblIlfdyYBADIzBMhIr9gdePQuFhAIBEhMTISHhwcA4Pvvv9dY//z5c5hQtxFCjJpMlvdvE1PdpT1TQtMAADnZHJ49FeLGdRPcvU2llIRUdC9fCLD3N3PIZHnBjVjM0K13FlxcVROFx/5pCgDo3S8L7T/MgYWlEpkZAjxPEKBmbYXW/VYEepcQ+fr64sSJEzrXHz16FPXr1zfo4HK5HF999RU8PT1hbm6OmjVrYsGCBVAqNWdfj4uLQ48ePSCRSGBtbY2WLVvi4cOHAIBXr15h/PjxqFevHiwsLODu7o4JEyZAKpVq7MPDwwMcx2m8Zs6caVB+CSGFy3+TLOz3ka+fHOu3JmPznld8cJT0kno7ElLRzZoqwbxQCRbNseFfc2ZIENDWCZPH2mL8SFs8fiiCUMjwXgtVL1JnF9Uz/UWi5nc8Nxe4dUOk8SrPUiS9f5INGzYMkyZNQsOGDdG1a1eNdQcOHMDixYsNnu1+yZIlCA8Px8aNG+Hr64tLly5h2LBhkEgkmDhxIgBV77Y2bdpgxIgRmD9/PiQSCeLi4mBmpqqffPr0KZ4+fYpvv/0WPj4+ePDgAcaMGYOnT59i165dGsdbsGABQkJC+PdWVlRET0hJUpcQiUQMnJ73NUcn1c3y5QtqXU1IRfYqSYCjB1XP3t79MmGiKgjC5UsmuH3TBL9tyes52rR5Lt8m0NlFgfv3REh8rvkd7xvoiL8umGos27o3Ce0/fGNk1zKid0AUEhKCU6dOoXv37vDy8kK9evXAcRxu3LiBmzdv4uOPP9YINvQRExODnj178gGWh4cHtm3bhkuXLvFpZs2ahcDAQCxdupRfpm7IDQD169fH7t27+fe1atXCokWLMHjwYMjlco3GwtbW1ho95QghJUvdhkhkon/jaAcnVRF60ksKiEjpYgy4e0fIf04tLRncPSpuFU5FcPKoGBvXWYIpgZcvBZDJOPg1ysWq9Sl8mox0Dnt3miNVqvoOC4QMH3XL5tc7v65KS0zIKyFKS+X4YMjOPu8aGHLvKGkGVdpv27YNPXv2xPbt2/kxh+rUqYM5c+YUa9qONm3aIDw8HLdu3ULdunVx9epVnD17li9pUiqVOHToEKZPn44uXbrg8uXL8PT0RGhoKHr16qVzv1KpFDY2NgV6Ti1ZsgRff/01qlevjn79+mHatGkwNTXVuo+cnBzk5Jt/IDU11eDzI8TYqEuIdHyttHJ0VN0s01IFyMkBxAXHdSSV2O7t5og6XrIXleOAXv2y8GEXw0oSvl1kjRVLrTWWLf8pGf0HZ5Vk9t4pi+bY4GacZv33oGDNccUsrRgGD9Nclp+zsyrgSUzM+9Fz55bq+ezsosDl289LKrtvxeBWjAMGDCixOctmzJgBqVQKLy8vCIVCKBQKLFq0CAMHDgQAJCYmIj09HYsXL8bChQuxZMkSREZGok+fPoiKikL79u0L7DMpKQlff/01Ro8erbF84sSJaNKkCezs7HDhwgWEhoYiPj5e54S0YWFhmD9/fomcZ0UkEAhQv0l95OTQ1B2k5KjbEIlE+v/Kk9gyiEQMcjmHpJcCuFVVFr0RqRSUSmDaeFvk5JT8PeavC6b4sEuiQdtcvqR6sFvbKKFUAhnpAvx10dRoA6LHD4W4d0cVBmRnMwCdANzm12dn5wUui75NgYUlg42EofNH2Vr2ppuTug3R87wSols3VPut4yV/izMoWXoFRBkZGbC0tNR7p/qm37FjBzZv3oytW7fC19cXV65cwaRJk+Dm5obg4GC+cXXPnj0xefJkAECjRo1w7tw5hIeHFwiIUlNT0bVrV/j4+GDu3Lka69TbA0CDBg1gZ2eHvn37YsmSJXBwcMCbQkNDMWXKFI19V69eXe+/QUUnFArRvG1zmrqDlCjZ65k4DCkh4jjAwVGJ5wlCJL0Q6gyIGAOWLbTGXxfzdt6wcS5C56Xp3V6JlK3sLI4PhmYtSDUoUNYlVSrA90us8fy54VWsycmqbVatS8aTx0J8OcUWLxPLrqpWLgdOHRMjI111TKGIoW2HHNjZl301kTSFQ4fmTsjKzH/+xwGkIenlC1hYArdvmECh4GBnr0BwSGaxv2curq9LiBLyjnXrhio4recl07pNedArIKpduzbGjx+PoUOHws3NTWsaxhhOnDiB5cuXo127dggNDS1yv9OmTcPMmTP5Eic/Pz88ePAAYWFhCA4OhqOjI0QiEXx8fDS28/b2xtmzZzWWpaWlISAgAFZWVti7d2+RQwC0bNkSAHDnzh2tAZFYLIaYyu4JMQhfQmRgOwAHJ1VAVFjD6vv3hPhhmWZ1x9loMT4dmokantQOpCLKzMx7go6ZkF4io5Knp3H4fok1srMEyMzgYGGp/2ftVZIqA3b2Sn5E9Zcvyu4H4ZqVVvhmro3Gsm69s7BmY3KZ5UHtQbwIWZkCmJgw1K4nB1MqceN6NgAJTh3LRHCIAtf/U4UI3vXlb/Wjw8n5dRuixHeghCg6OhpfffUV5s+fj0aNGuG9996Dm5sbzMzMkJycjOvXryMmJgYmJiYIDQ3FqFGj9Dp4ZmYmBG98Q4RCIV8yZGpqimbNmhWYI+3WrVuoUaMG/z41NRVdunSBWCzG/v37+R5ohbl8+TIAoEqVKnrl9V3DGENaahoy0jJgLbEuegNC9KAOiAwdkszRUQHApNCA6J/Lqp3WqSfDpOnpmP+lDRKfC5H4XEgBUQWVmaH6PJhbKEtsihZLKwaxmCEnh8OrJAEsLPW/9smvVJmwd1BCoXgdEJViCVFGOgf56+e9XM5h7f9UNSeNm6qKUi//ZYprl8tn/D51J4a63nIcO/sCmRmZqFNlI4CvceyIFYJDpLh+TZU3b9+3K8VxdlFdo7h/RWhcxwVAXnBaz7uSBUT16tXDzp078fjxY+zcuRN//PEHzp07h6ysLDg6OqJx48ZYu3YtAgMDCwQ4henevTsWLVoEd3d3+Pr64vLly1i+fLnGJLLTpk1D//790a5dO3Ts2BGRkZE4cOAAoqOjAahKhvz9/ZGZmYnNmzcjNTWVbwDt5OQEoVCImJgYxMbGomPHjpBIJLh48SImT56MHj16wN3d3YA/17tDLpdj54adAGjqDlJy1I2q35y2oygOrxtWJyXpvn9cvayqKmvdNhe9+mXhlzWWSHwuxIsyrPIghlGXEFlYlFyVEMcBdg5KJDwVIumlANXc9QuIcnLAV1XZ2SvBXmfpRSkN97B+tSXmzrQBY5pFK1WqKrD32EskvRSgaT1XPH4khExm+I+It6X+8eHgkP/vtxfA14g+YQl3Ows+aPT1e7uAyLOWArZ2SqQkC5CYrx2RrZ3yrfddkgx6ClarVg2TJ0/WaI/zNlauXInZs2dj3LhxSExMhJubG0aPHo05c+bwaXr37o3w8HCEhYVhwoQJqFevHnbv3o02bdoAAP766y+cP38egKpqL7/4+Hh4eHhALBZjx44dmD9/PnJyclCjRg2EhIRg+vTpJXIehBAVdXdmEwPaEAGqKjMAuHdbhDu3VTdMDkANTwXUsfo/V1RPjAaN1YO9vW6XUIy2JKRs5JUQlWwbGQfHvIBIX+rSIaFQ1TBYKFS+zqPhVW/6OLzfrEAwJBIxTJuVChMTwMVVCTNzJbKzBHj8UAjPWmVbyqn+8aH+MaLyH4AzANrywZCVtRJt2ue+1bEsrRhi/nmORw81qyerVVfAyrrizF9YrsUC1tbWWLFiRZEDOg4fPlyj1Ci/Dh06gLHC/6BNmjRBbGxscbNJCNET3+3ewBIi9eCMWyIssSUir0OGh6ccXbplg+Pyqsz8GqkO4vi6XcLLROoUUFGVRgkRoC7VMOGrXfShDohs7VTVd1bWDGZmDNnZHF4kCkq82lXdRubAyReo31D1mRUIwAf4HAd4eCpw47oAD+JFfEB07IgYt2/kFRc1aZaLVm3eLiDR5tXrYNLe8c1ODO3x55W7MLcwBwDYSJQwN3/749lIGHz9Kk71mDZUT0IIKTHFbVTdKSAb23+1QEpy3gMuO5vD/XgR1qzMG1He0kqJuq8bYTq9DqJKq8qDvL3SCojsHYquYn1T/gbVgCogcXRW4PFDUYkHREkvBXiVpArUvXzkOntd1vCU48Z1E9y/p0p77YoJhvXX7ORjZsbw7/2EEi9lU5euqX+M5GFwdlHAwtL4hr+ggIgQUmL4NkQGVpl5+8rx51XNMWXS0zhs2WihMbpt+w+z+bYWTq+rzF5QlVmZSE/j8NsWC6Sl5VUDiURAjz5ZqF5DezCRpa4yK+HqKHU1T/4SIsbAN2BW5y1/z6j8DarVnJyUePxQ3dNMv7YsSiUQMtiOn9FdrWo1BXYcSIKDoxK3b6oerdVryAutivOoqfq73Y9Xpd+0QTX1hbevDA0ay7Brmzmyszm8esWhagkHROredQ4FSoiMFwVEhJASw7chKoHxZqysGUZ/nqFzvbor75sTRpLS8et6SyyaY1Ng+cVYU0TseKV1m8zXY9yUeAmROiB6XcqhVAIff+SACzF5QYq7hxxHTr+ArZ3q2G+WEAF51a6GNMw/9LsZIg8WrENKlQqw7idLzJiTxgdEdeoWXkVUw1O1fkuEBY4eMsOzJ6rP8tfLpGjVJhcnj4rx8oUQ0hQBqlYr2cBFXUJEAVEeCogIISVG/Qvd0BKi4nB8PR0A9TIrG+qHfOP3cuHtK8PzBCFOHjXDowe6A1J1o+qSbrDMV5m9fqj/fdFEIxgCgIf3RTh+xAz9BqlGodZaQvT6M7RzqwVuxYkgMgE+HZaB2nXySrxkMmDEIHvcjFOdvzqwGjMhHZ8OVQXssX+KMW28LTb8bImH94W4/q+qGLN2vcIDomYtVW2DMjMEeJih2q9vAxlavq9abiNhePkC/BxhJUkdTKrnEiTFCIg8PDwwfPhwDB061Gi7rL8LBJwAXg28kJubS1N3kBKjHuzO0G73xeGc79c9Y3nVI7+EW2LNKku8Hs4MNjYMP65NrvANOis6dQ+h4aMz0Kd/Fv79R4STR80K7elVao2q36gyU5fYdOudhaU/pOB/31vhf99b48TRggFR/hIidVXfXxdM+YlGH8QL8cu2vIES/7lsgpNHNce2c3RSYMLUNEhsVedVwzMTq3+wwr07IuzblTfje4NGhVfD+dSX4/y/zzV6StbzzhsEUWKryqs0RfNvfOywGBE/W0L5uhebs4sCM+emGjTtzUt1QORAJURqBgdEX3zxBSIiIrBgwQJ07NgRI0aMQO/evWlU50pGKBKidcfWNHUHKVHyYg7MWBzqKrPsLAF+22IOExMgVcphXqgN32UYAJ4C2LfTHL5+aaWfqXfYk0eq+4Q6iMgflCiV0DrwIl9CZFGyD131sf+7ZoJPujvg36uqD1zXnlmQ2DIEdMvG/763RvQJMZYtVA08++cfqmdU/hKi4JEZMDFhSEsVIOGZEDs2W/BTSqjdv/e6ZKxpLhZ+KwWgqo5TB0MAIBQCv+5MwqljZnwgbu+gRPc+Rc+RVs1doXMsJdvXAVFKiuaP1mWLbPhBE9Xu3BRh5DhViZWZOUPHztk6e4dlZ+eNyURVZnkMDojGjx+P8ePH4+rVq/jll18wYcIEjBs3DoMGDcLw4cPRpEmT0sgnIaQSyH39g9jQXmbFYWHJYG2jRFqqAFPG2WmsC+yZhfFT0nFovxlWfWfNT1BJikehAJ4+VgVEVaurStrUgYVCwUGawmmdj4svISrhKjOPmnIIhQyZGQL8eVoV6FjbKPFB5xwAQKOmMjg5K/AiUVhgdnvXKnkBgMSWYexEVRDx7KkAOzZb4OF9zYES4++qPjs+fjI0aqq7xMezlgIjxupu81YcNhJVXlPfKCF6/kz1ftaCVDg6KTA/VIKrl00xPiSvrnrC1DTMmJP3IyAjncOMiRIkJAjz2vqZqMZkIirFvks0bNgQP/zwA7799lv89NNPmDFjBlavXo369etj4sSJGDZsGDiacbHCYowhKzMLOdk5/HgThLwt9Y3W1LRsbrJzv0nF/t2a1RkOjkp8vUwKO3sGqZR7HRCVz/QI74qEZwLI5RxEIgYXV9VDWiwGH5AmJQlgZ1+wlCMrs3QGZnStosShqJe4ezvvEVa/oYwf5E8gAMI3JuPQPjPkH6bOwUmJgO7aS21cqyhhbqFEVqYAD+8LUet1OyJ1l3h1j7CypC6Fyl9lJpfnVRX2G5QJJ2clatWR43/fWyErk4M0RYCrl01xPNJMIyDatd0ce3daaOy/dt23m6PsXVPsgEgmk2Hv3r3YsGEDjh8/jpYtW2LEiBF4+vQpZs2ahRMnTmDr1q0lmVdSguRyObat3QaApu4gJUfOlxCVzfEGDsnEwCGZOtfXft3L50G8ELm54MeDyc4G1q+2gvR1VQQnALr3ykL9htTOSJvHD1X3h6rVFMhfw+7goAqIXr0UAnV0B0QlXUIEqAbo9CukjU7L93P5xsn64DhVKc/1awLcuyPiAyJ1CZFnrbL/bNi8rjJLleZFLUkvBWCMg0DA+FK6ps1lfLunV0kCNKjpgrh/TZD4XABnF1Waw/tVP3wHBWegTQdVSVqL1iU/4GNlZvBT8O+//8aGDRuwbds2CIVCBAUF4fvvv4eXlxefxt/fH+3atSvRjBJCKj51o2pDR6ouLa5VlLC0UiIjXTUacJ3XvX7WrLTC0q81u5CfjDTDiZgX5ZHNCktduqLuSVb1jbYu9o5K3I+HzobVpdWourTUrC3H9Wsmr4MgVdCgbkPkUbPsA6K8NkR5f191r0oHRyW0Nf+0d1CifkMZrl0xxaypEtTwUIAxIOaM6tfA51PSaTJkHQwOiJo1a4bOnTtj9erV6NWrF0y0tJ708fHBgAEDSiSDhJDKQ93tvqxKiIrCcUDtOnJcvWyKo4fM8CopF4wBG9aopgfp3icLTk4K/LLGCjeui5CexlWouZVKglwOjB1qh7j/8i5K2w45CPteWuh2Wzda4MspEn70cUA191R+/KS8ugKijEoWEL0uBdq70xzPE4SQy/OCkRoeFaPK7MXryVGdXHQ3hu7QKQfXrpji8O+azSHqN8ylYKgQBgdE9+7dQ40aNQpNY2lpiQ0bNhQ7U4SQyim3jNsQ6aNWXVVAFDZPs0SoSlUFVq5NhokJEHnIDE8fi/DvPyYGVbNUBjf+E/HVJWrxd0WY9lWaRo+rN+35zVwjGBIIGDp0ytZI4+Coeri+1DF9Cj8wYylUmZUGLx9VFdw/l03xz+W8BspFjThdWvhG1fmqzNQlRM7OugObMePTYWrCkJ6ed12EQoY+/Yvu9WbMDA6IigqGCCHGS93tviI1SQsanolbN0R8exZA1YPoiy/T+J5EDRvL8PSxCFcvFx4QKZV54x4BqjGOKvrDXj1Fg2ctOZb/lIJh/e2RkiLA8wRBoQHRndcDMW7blwTfBjKIxaxA6ZnDGyNGv6myVZl91CMbsxdK+b8ZAHAcg3/X7EK2Kj3axiFSj8yuHmVbG1s7himh6aWbuXeQwbctOzs7rb3HOI6DmZkZateujaFDh2LYsGElkkFCSOWRN5dZxXkANm+Vi6NnXhaapkFjGY4cMMehfeYQi/Py3rCxDI3fU50UY8Cnve3xR1RerzYzM4Yjf7zgJ5ytiNSlN9Xd5WjeKhdVqilUAdEzIbx9tec7JZnjH7yN38uFtY3262mvb5VZBQ8a1UxNgTETSrbr/NuQvO4SL5UWbEPk7EJVXyXN4IBozpw5WLRoET766CM0b94cjDFcvHgRkZGR+OyzzxAfH4+xY8dCLpcjJCSkNPJMCKmgZGU4MGNJatREFfTkH7EYUI3TcvDUC9RvKMeZaFM+GBKJGORyDtnZHM5Giyt2QPTGrOaurgrE/WuC5wm6R5i+/XrcJlc3hc5gCMgb5TjyoDma+6r+br37ZSF0nqq7d163exr8rzjySojyVZm9HtW6sBIiUjwGB0Rnz57FwoULMWbMGI3la9aswbFjx7B79240aNAAP/74IwVEFZiAE6C2d23IcmU0dQcpMbLXtU1lMXVHSXq/fQ7GTUrDg/t5t8R7d0SI+9cEgR2cYGKSV/o1Ykw6FixNRdg8a6xabs3P8VVRJb1Qz1mleoC6VFGVLCQ80z1C/d3XAVGdIubi8mskA8cxZGdzePJItc3/vrfCoOBM1PBUVLoqs4pGHRBlZQqw9n+WEAiAf/9R/dpwpoCoxBn8TT569CiWLFlSYPmHH36IL774AgAQGBiImTNnvn3uSKkRioRo59+Opu4gJUomL7u5zEqSUAjMWqA5tcerJAE+au+Ixw9FULyunbC1VWLMRFXbDPUYR3dul0xAxBiQnpb348TcgpVIWyx11Zd6qhP1wIrP3wiIrv8rwuHfzaFUArF/qkp76tQtfC4uLx85Llx/zvd8+nq2DWLOiLF4vg06BWRXuiqzisbahsHUlCE3l8O8UInGOlc3qjIraQZ/3ezt7XHgwAFMnjxZY/mBAwdgb28PAMjIyIC1tbW2zQkh7zC+hKgMZrsvbfYOSpy+lIiXiUKNZeqHOx8QlUAJkUIBdP/AEVfz9WxydVPgZEwibO3eLphQlxA5vp7VXF1C9GaV2ecj7HAzTrOu07t+0VWBblWV/KSiI8dmIOaMGPv3mGP/nryebVZWFBAVh1AILP0xBaeOaY7G7u6hag9GSpbB3+TZs2dj7NixiIqKQvPmzcFxHC5cuIDDhw8jPDwcAHD8+HG0b9++xDNLSg5jDDKZDHKZHAJtszISUgyyMpztviyYmUHnxJvqgCjxuRDSFE5jss/87twSoW+gAz/dAqAaH6lP/yx8vzoFgKpEJn8wBAAJT4X48w8xuvZ8ux5O/KzmrxtAq+fySniaF+g9fSLAzTgTCAQMwSMzwHGq4K93P8O6aXf+KBsjx6Xj9o28R0vrdrnv3NhOZanfoCz0G0Td5cuCwQFRSEgIfHx8sGrVKuzZsweMMXh5eeH06dNo3bo1APBVZ6Tiksvl2PTTJgA0dQcpOXlVZuWckTJgbcPgWkWBhGdCzAuV8CUwFhYMwSEZsHdQBQGHfjfjq63y+22LBfoPzkTL93P50pT+gzPxzfIUzJkhwZYNlrh03vTtA6IXmo2qXVxftyFKyMvT2WjVBKkNm8iw8NvUYh9LKATmLy7+9oSUJ4OegjKZDKNGjcLs2bOxbdu20soTIaSSUleZlcVs9xWBt68MCc+E+G2L5qSZqakCzP1GFRhcu6KKDqd+mYpBQ1Xzri1baI1tv1ri448cNbbr1TcLZmZAi1a5fED0NhgDkl6PqeP4RqPqxAQBpoyzBQBcvqTKY9vXc1wRYowMCohMTEywd+9ezJ49u7TyQwipxNTd7k3fgTZE+pi3OBU+W2T8eT99IsTBveaIOi7G3G9Uaf55HRC1bJPLN2j+4ss0HDtshqSXeaU09bxlaN1OFZC810IVWV67YoIfv7XiZyR3raJAr35ZepfApadxyMlRbayuMnNyVsLKWon0NAF2bNYM5Dp2poCIGC+D60l69+6Nffv2YcqUKaWRH0JIJcYPzGgkJUS168rx5fy83mkpyRwO/26G2zdN8OSxAGZm4Luj12+Q12OripsSl248R1pqXrsiW7u8yTrdPRRwcVXgeYIQSxZoTjly8bwpvghVHdPUlMHOXvNv/SpJgMljbZH0QoDc14GapZUS5q+7votEwOY9SbhwTqyxXTV3aqhLjJvBAVHt2rXx9ddf49y5c2jatCksLS011k+YMKHEMkcIqVwq68CMJcXWjqHxezL8dcEU/bs7QiRSBSE1a8sLDHBoappXavMmjgNWrEnGgT3m/DQhubkc9uwwx5YNltiyIe++u3BZCoaNzuTf/+97K5yI1OyV9ObAkc1ayNCsReFd6gkxNgYHROvWrYOtrS3++usv/PXXXxrrOI6jgIgQI5bX7d44Soi0CeyZhb8umCL+bt7t9f32hldFteuYi3YdNUts/BrKsGyRNbKzODAGKJUcvv5Kgju3VD3EAGDH6/ZMsxdKUauOHBwHNGlGJT+EFMXggCg+Pr408kEIeQfwk7saSZWZNiPHZqBBIxk/KKGpKdCsVcm0zQn5LAMhn6nm2mIMGNLXHqeOmyFirWZJvbevDKPHZ0DLtJOEEB2K3dc6NzcX8fHxqFWrFnXZroQ4joNHbQ/IZDKtk/USUhy5r2thTI20ygxQtdFp3bb0S2Q4DvhxbTI2/WKJ7Ky877BQCPTsl0nBECEGMnhEvszMTIwYMQIWFhbw9fXFw4cPAajaDi1evNigfcnlcnz11Vfw9PSEubk5atasiQULFkCp1KxXj4uLQ48ePSCRSGBtbY2WLVvyx3316hXGjx+PevXqwcLCAu7u7pgwYQKkUqnGPpKTkxEUFASJRAKJRIKgoCCkpKQYevrvDJFIhA+6foCWHVtCKKKpO0jJoBKismVnzzBhajqmz07jX198mYbadWhaB0IMZXBAFBoaiqtXryI6OhpmZnkN9zp16oQdO3YYtK8lS5YgPDwcq1atQlxcHJYuXYply5Zh5cqVfJq7d++iTZs28PLyQnR0NK5evYrZs2fzx3769CmePn2Kb7/9FteuXUNERAQiIyMxYsQIjWMNGjQIV65cQWRkJCIjI3HlyhUEBQUZevqEkELk5hpXt3tCyLvD4Lquffv2YceOHWjZsqVGVYuPjw/u3r1r0L5iYmLQs2dPdO3aFQDg4eGBbdu24dKlS3yaWbNmITAwEEuXLuWX1axZk/93/fr1sXv3bv59rVq1sGjRIgwePBhyuRwikQhxcXGIjIxEbGwsWrRoAQBYu3YtWrVqhZs3b6JevXp65zlLnoVMWWaB5QJOADNRXoCoLY0aBw7mJubFSpslywKD9l/fhqY1FeQ9tbLl2VAy3bMnW5hYFEirUCigUChgIjOBUCksNK0h+9XFXGTOf+Zy5DlQMN2/gg1JayYyg4BT/TbIVeRCrtQ9f5MhacVCMYQCocFpZQoZZErdPYBMhaYQCUQGp5Ur5chV6K7KMRGYwERoYnBahVKBHIWqjUwuMgATAWRIR6ZMdS1FAhFMhaYF0mqTP62SKZEt1z1KsyFphZwQYpGqmzljDFly3VMhGJLWkO99ZbxH6JsW0PwuG5KW7hEV5x4BAQDh68+blk1K4h6hTVncI/RhcED04sULODs7F1iekZFhcFuUNm3aIDw8HLdu3ULdunVx9epVnD17FitWrAAAKJVKHDp0CNOnT0eXLl1w+fJleHp6IjQ0FL169dK5X6lUChsbG75tU0xMDCQSCR8MAUDLli0hkUhw7tw5rQFRTk4OcnLyLkpqqmrU2eZrmwNmBZLjA88PsKn3Jv59g9UNdN5IW1VrhV2f7OLft1jXAq+yXmlN29ClIQ5/eph/32FjBzxOfaw1bV2HuogKjuLfB24NxK2kW1rTVrWuipC0EACqqTs+PfIp/n3xr9a0dmZ2iB0Sy78PORKCC88uaE1rLjLHXKunWB5mDbkcSOveHTKPI1rTAoD9yrwbQFpAf8jq7NaZ1m61FJxc1Xg0vdNw5Hr/qjOt7dpnEGQ7AQAy2o9HToPVOtNKIu5AmOYBAMh8fzqymyzXmdZmy1WIXvmq0jafj+wWX+tOuyMGosRmAICsxt8iq81MnWmt95yAyZMOAIBsv5+Q2UF3b02rA7/D9L7qR0SO10ZkdB6hO+2R7TC90xcAkFt7F9I/GqAzreXx9RDfCFal9TiE9O49daa1iP4RZtfGAQBkVaOR1qeTasVE1f86H8pL+1XbrzC22VgAwLXEa+i6tavO/U5pOQVftFZN/XM76TY++PUDnWnHNB2D2e1Vg8Q+SX2Clutb6kwb3DAY33yoGinxVdYrNAhvoDNtP59+WBGwAoDqB1CdlXV0pu1apyt+7v4z/76wtJXtHlHNphrOjzzPv//4t49x9flVrWntze1xbew1/n3Q3iDEPI7RmtZcZI47E+7w70MOhOBU/CmtaQHgyZQn/L8nHJmAQ7cP6Ux7e/xtPoCacWIGdl7fqTPtP2P+gYOFAwBg/un52Hh1o860sSNiUV1SHQCw5OwShP8VrjPtqSGnUM9R9UxZeX4llsfqvp8cGnQIjVwbAQDW/70eC88s1Jl2Z7+daF1dNT3WlmtbMOvULJ1pN/baiE41Vd/JPTf2YMpR3eMGhncLR/e63VVvvAB8AjT8paHWtMu7LEd/3/4AgOj70QjeF6xzv4s+WIShjYYCAM4/OY9+O/vpTFsW9wh9GBwQNWvWDIcOHcL48eMBgA+C1CUuhpgxYwakUim8vLwgFAqhUCiwaNEiDBw4EACQmJiI9PR0LF68GAsXLsSSJUsQGRmJPn36ICoqSusEsklJSfj6668xevRofllCQoLWIM7Z2RkJCQla8xYWFob58+cbdD6l4cljIV4kCvgGkspK0DRg3U+WSHz+usQot/Ag+VVSvvZLRaRNfiUEZK/T5xSeNiVZCGS+TptdeFppihBIeZ02q/Ba5NQUIZCkZ1ppvrSZhadNS82XNqPwtOmGpE0T5KV1KTxtRoYAGeq09oW3K8vMECBTndaa2qARQio/jjFmUOvHc+fOISAgAJ9++ikiIiIwevRo/Pfff4iJicHp06fRtGlTvfe1fft2TJs2DcuWLYOvry+uXLmCSZMmYfny5QgODsbTp09RtWpVDBw4EFu3buW369GjBywtLQvMp5aamgp/f3/Y2dlh//79MHk9Otw333yDjRs34ubNmxrp69SpgxEjRmDmzIK/3LWVEFWvXh0X7l6Ana1dgfTFLQ5/9ECIl9JMZGZwCO7vgKw3H3BMAMjziq1hkom+A9MR9n3BCRQNKeKWy+TYEa5q89VnSB8wESt2lZlEIoHw9RC70hQO79WqBQDYf+IFxJZZRRRb53UXzlVkF15sLbTgA/BcRQ4UrJBiawPSioXmfBG3TJkLeSHFy4akNRWaQcgJDU4rV8ogU+ouijYViCHkq8H0T6tQypGr1F0UbSIwhUhgYnhapkCuIq/Y2q2qEpZWeZ87qjIzPC1VmRUvLVWZqRSnyiwzIxN1qtYBhMDVu1dhYWlRIG1lrTJ7lfwKfjX8+Nojnel1rtGhdevW+PPPP/Htt9+iVq1aOHbsGJo0aYKYmBj4+fkZtK9p06Zh5syZGDBAVYzv5+eHBw8eICwsDMHBwXB0dIRIJIKPj4/Gdt7e3jh79qzGsrS0NAQEBMDKygp79+7lgyEAcHV1xfPnzwsc/8WLF3BxcdGaN7FYDLFYXGC5uchc4wuqiz5pAGDmJAmiT+bloXHTXOw/+RIcB+z9zRyzp0uQkpxvA5kF9m01x+y5Sn6yRl3y38zeJHujgjj/jboo6rQKgQIKgQIWJhZ8QHTxH9XfrIaHHE2by6D6iBX2Mct/Aygqbf4blvD1qyTSKl+/AFUlesHrXry0DHnnZ0haroi0KGZalGNaFaFACAuBft8NASfQ+3tkSFqO40olLaD/97400xb2va+IaYtz79GHOqgt6bSmQlO926WUVloTYV6wUZJp1bc3CxOLIj9zIoEor+1REQz53pfWPUIfxRpAyM/PDxs36q5v1VdmZiYEAs0SEaFQyHe7NzU1RbNmzQqU7Ny6dQs1atTg36empqJLly4Qi8XYv3+/Ru83AGjVqhWkUikuXLiA5s2bAwDOnz8PqVSK1q1bv/V5vA1rCYODo+rhbWXFsPBbKdR/kj79s9Cnv+av08D2jrh62RT/+94K7TrmQKnE6xeX79+ARMJUo9QKdJUQCSGVWgMAEp6JIBYb/lFQKDkoFBwy04UQCFWZPnta9YWmkXEJIYRUJsUKiJRKJe7cuYPExMQCYwa1a9dO7/10794dixYtgru7O3x9fXH58mUsX74cw4cP59NMmzYN/fv3R7t27dCxY0dERkbiwIEDiI6OBqAqGfL390dmZiY2b96M1NRUvgG0k5MThEIhvL29ERAQgJCQEKxZswYAMGrUKHTr1s2gHmalITwiuehE+fQdmIWrl03x8yor/LzK6i2Prmpo9/33b7kbLRq/R/MkEUIIqTwMbkMUGxuLQYMG4cGDB3hzU47joFDo3+o3LS0Ns2fPxt69e5GYmAg3NzcMHDgQc+bMgWm+gUx++eUXhIWF4fHjx6hXrx7mz5+Pnj1VPWCio6PRsWNHrfuPj4+Hh4cHANUAjhMmTMD+/fsBqNohrVq1Cra2tnrlNTU1FRKJBNceXIO9nb3e51jS0lI5fDbCDs+eCiEQMAgFgEAAcAJAKGQQvH7/7IkQTx4X3thVoVAFswIhBw6GD2vLXv/3zW2dXRXYG5mEqtUrQQtwQgghqjZEVVS9JG8/u621DVFlpW8bIoMDokaNGqFu3bqYP38+qlSpUqCrvUQiKV6OK7iKEhCVFLlcjuP7j0Mul+P9D9+HqdjwkfS0NaomhBBS+VBAVIwqs9u3b2PXrl2oXbv2W2WQlC+RSAT/nv6QSqUUzBBCCDF6Bk/d0aJFC9y5c6fohIQQQgghlYTBJUTjx4/HF198gYSEBPj5+Wl0bweABg10jwBLCCGEEFIRGRwQffzxxwCg0ROM4zgwxgxuVE3Kj0wmw+bVm8HA0HNQT6o2I4QQYtQMDoji4+NLIx+kHMjlukdFJYQQQoyJwQFR/gERCSGEEELeBXo3qh43bhzS09P595s2bdJ4n5KSgsDAwJLNHSGEEEJIGdA7IFqzZg0yM/MmGPzss8+QmJjIv8/JycHRo0dLNneEEEIIIWVA74DozfEbDRzPkRBCCCGkwjJ4HCJCCCGEkHdNsSZ3JZUfBw6uVV1VPc0Mn8aMEEIIeacYFBDNmTMHFhaq+U1yc3OxaNEifu6y/O2LSMUnMhEhsG8gTd1BCCGEwICAqF27drh58yb/vnXr1rh3716BNIQQQgghlY3eAVF0dHQpZoMQQgghpPxQGyIjJZPJsH3ddiiVSnTr342qzQghhBg1CoiMWHZWdnlngRBCCKkQqNs9IYQQQoweBUSEEEIIMXoUEBFCCCHE6BWrDVFKSgouXLiAxMREKJVKjXVDhgwpkYwRQgghhJQVgwOiAwcO4NNPP0VGRgasra3BcXnDHHMcRwERIYQQQiodg6vMvvjiCwwfPhxpaWlISUlBcnIy/3r16lVp5JGUAg4cHJ0dYedgR1N3EEIIMXoGlxA9efIEEyZM4KfwIJWTyESEHgN70NQdhBBCCIoREHXp0gWXLl1CzZo1SyM/hJAKjDEGhUxR3tkgBhCIBBAIqP8MIUUxOCDq2rUrpk2bhuvXr8PPzw8mJiYa63v06FFimSOEVBwKmQIpCSkAU1W5koqPgQEATC1NYWVvpdHmkxCiyeCAKCQkBACwYMGCAus4joNCQb8eKwO5TI6dETuhVCoR0DeAqs1IoRhjSH+VDrGJGC6uLuAE9GCtFBiQlZWFFy9eIB3psHawLu8cEVJhGRwQvdnNnlRODAzpaenqN4QUSqlQQp4jh7ObM8wtzMs7O8QAZuZmAKAaJsVOSdVnhOhQrt8MuVyOr776Cp6enjA3N0fNmjWxYMGCAkFXXFwcevToAYlEAmtra7Rs2RIPHz7k1//888/o0KEDbGxswHEcUlJSChzLw8MDHMdpvGbOnFnap0jIO4EpGThwBarISeVgbq4KYpVy+kFLiC7FGpjx9OnT+PbbbxEXFweO4+Dt7Y1p06ahbdu2Bu1nyZIlCA8Px8aNG+Hr64tLly5h2LBhkEgkmDhxIgDg7t27aNOmDUaMGIH58+dDIpEgLi4OZmZm/H4yMzMREBCAgIAAhIaG6jzeggUL+Co/ALCysjLwzAkxclRTVjlx1O6LkKIYHBBt3rwZw4YNQ58+fTBhwgQwxnDu3Dl8+OGHiIiIwKBBg/TeV0xMDHr27ImuXbsCUJXibNu2DZcuXeLTzJo1C4GBgVi6dCm/7M0ebpMmTQIAREdHF3o8a2truLq66p0/QgghhBgHg6vMFi1ahKVLl2LHjh2YMGECJk6ciB07dmDx4sX4+uuvDdpXmzZtcPLkSdy6dQsAcPXqVZw9exaBgYEAVO2VDh06hLp166JLly5wdnZGixYtsG/fPkOzDUBVIuXg4IBGjRph0aJFyM3N1Zk2JycHqampGi9CCHlT3Vp18eMPP+pc3/mDzvhiyhclcqz79+9DLBLj6pWrJbI/QkgegwOie/fuoXv37gWW9+jRA/Hx8Qbta8aMGRg4cCC8vLxgYmKCxo0bY9KkSRg4cCAAVSPA9PR0LF68GAEBATh27Bh69+6NPn364PTp0wYda+LEidi+fTuioqLw+eefY8WKFRg3bpzO9GFhYZBIJPyrevXqBh2PEFL+Rg4fCbFIzL+qOFdBt8BuuPbPtfLOGiGkgjE4IKpevTpOnjxZYPnJkycNDhp27NiBzZs3Y+vWrfj777+xceNGfPvtt9i4cSOAvB5tPXv2xOTJk9GoUSPMnDkT3bp1Q3h4uEHHmjx5Mtq3b48GDRpg5MiRCA8Px/r165GUlKQ1fWhoKKRSKf969OiRQcer6DhwsLW3hbWtNbULIe80/y7+ePD4AR48foDIY5EQiUTo3bN3eWeLEFLBFGsuswkTJmDs2LHYtGkTNm/ejDFjxmDixImYOnWqQfuaNm0aZs6ciQEDBsDPzw9BQUGYPHkywsLCAACOjo4QiUTw8fHR2M7b21ujl1lxtGzZEgBw584drevFYjFsbGw0Xu8SkYkIfYL6wL+XP0SiYrWtJ6RSEIvFcHV1haurKxo2aoip06bi0aNHePHiBQDgy5lfwtfbF7bWtqhXpx7mzZkHmUymsY8DBw6gVYtWsLG0gZuLGz7p+4nO422M2AgneyecOH5C6/qtW7aiVYtWcLB1gHtVdwwZPASJiYn8+uTkZAQHBaOqa1VIrCTw8fLBxoiNGvuIj4+H/4f+sLW2xXtN3kNsTGxx/zyEkNcMfhKOHTsWrq6u+O677/Dbb78BUAUoO3bsQM+ePQ3aV2ZmZoExMYRCIV8yZGpqimbNmuHmzZsaaW7duoUaNWoYmnUNly9fBgBUqVLlrfZDiDErrB2eQCDQCLYLS8txml36daU1NTUtRi7zpKenY9u2bahVuxYcHBwAqDpbrFu/DlXcquDfa/9i3JhxsLK2wtRpqh94hw8dRv++/TEzdCZ+ifgFslwZjhw+onX/y79bjmVLluHg4YNo0bKF1jS5ubmYO28u6tarixeJLzDti2kYOXwk9h/cDwCYN3ce4uLisP/gfjg4OuDunbvIysrS2Mec2XOweMli1K5TG3Nnz8WQwUNw/eZ1+nFDyFso1rend+/e6N377Yucu3fvjkWLFsHd3R2+vr64fPkyli9fjuHDh/Nppk2bhv79+6Ndu3bo2LEjIiMjceDAAY0eZQkJCUhISOBLe65duwZra2u4u7vD3t4eMTExiI2NRceOHSGRSHDx4kVMnjwZPXr0gLu7+1ufByHG6rul3+lcV6t2LXwyIK8k5cfvfyxQ8qLm7u6OT4d8yr//adVPyMrMKpAu9Cvdw2rocvjQYdhL7AEAGRkZqFKlCvb+vpf/MRY6K2+fHh4euHnzJnbt3MUHREvCluCT/p9gzrw5fLoGDRsUOM5XX36FzZs24/jJ46jvV19nfoYOG8r/u2bNmli+Yjneb/U+0tPTYWVlhUcPH6FRo0Zo+l5TPk9vmjxlMgK7qjqfzJk7B40aNMKdO3fg5eWl51+FEPImg6vMatasqbXdTUpKisETvq5cuRJ9+/bFuHHj4O3tjalTp2L06NEavdV69+6N8PBwLF26FH5+fli3bh12796NNm3a8GnCw8PRuHFjfoyhdu3aoXHjxti/X/WLSywWY8eOHejQoQN8fHwwZ84chISEYNu2bYae/jtDLpNjz6Y9OLbvGORyeXlnh5BS075De1z46wIu/HUBZ8+dRafOndCjWw88ePAAALBn9x50bNcR7lXdYS+xx/y58/HoYV6bwatXr6LjBx0LPcYP3/+AdWvX4dTpU4UGQwBw5fIVfNz7Y9SpWQcOtg7o/GFnAOCPOWr0KPy24zc0a9oMoTNCEXMupsA+/Pz8+H+7VlENJfIi8YUefw1CiC4GlxDdv39f63xlOTk5ePLkiUH7sra2xooVK7BixYpC0w0fPlyj1OhN8+bNw7x583Sub9KkCWJjqY49PwaGlFcp6jeEFMsX03V3J3+zOnzC5Ak607456ei4z3X3ADWUpaUlateuzb9v0rQJnOyd8Mu6XxDYNRCDBw3GnLlz0Nm/M2wkNti5YydWfL+CT68e5bkw77d5H0cOH8HunbsxbcY0nekyMjLQ9aOu6NS5EzZs3ABHJ0c8evgI3QK78dWEAR8F4Pa92zhy+AhOnTyFAP8AjBk7BkuWLeH3k796Uf23o2mVCHk7egdE6tIWADh69CgkEgn/XqFQ4OTJk1qLdgkh7y5D2vSUVlpDcRwHgUCArKwsnDt3Du413DHzy7xpfN7ssOHn54eoU1EIHhqsc5/vNXsP4z4bh26B3SAQCvDFVO2B4s0bN/Hy5Uss/GYh3yv377/+LpDOyckJQ4KHYEjwELzf5n2EzgjVCIgIISVP74CoV69eAFQ3k+BgzRuDiYkJPDw88N13utsTEEJIecjJyUFCQgIAVQ+u1T+tRnp6Orp26wppqhSPHj7Cbzt+Q9P3muLI4SP4fd/vGtvPmj0LAf4BqFmzJvr17weFXIHIyEi+jZFay1Ytsf/gfnTv2h0ikQgTJ00skJfq7tVhamqKn1b9hJDRIfjvv//wzaJvNNLMnzsfjZs2ho+PD3JzcnH40GFqG0RIGdA7IFIXx3p6euLixYtwdHQstUwRQkhJOXb0GGpUU/VKtba2Rr169bBtxza079AeADBh4gRMmjAJOTk5+CjwI4TOCsXCBQv57dt3aI9tO7bhm0XfYNnSZbCxsUGbtm20Hqv1+62xb/8+9OzeE0KhEJ+P/1xjvZOTE9b9sg6zv5qN/636Hxo3bozFSxbj494f82lMTU0xe9ZsPLj/AObm5ni/zfvYtHVTSf9ZCCFv4Bhj1IJED6mpqZBIJLj24Brs7ezLOztvTSaTIWJlBACgz5A+EJuJDd6HQqGAQqGARCKBUCgs4RySikSeK0dqQircPdw1JlYmlUN2djYe3n8IG1cbiEypaz4pKDMjE3Wq1AEA3H52GxaWFuWco5LzKvkV/Gr4QSqVFjqmoMG9zADVbPfdu3dH7dq1UadOHfTo0QNnzpwpdmYJIYQQQsqTwQHR5s2b0alTJ1hYWGDChAn4/PPPYW5ujg8//BBbt24tjTySUsCBg5W1lepXAE3dQQghxMgZXHaqnu1+8uTJ/LKJEydi+fLl+PrrrzFo0KASzSApHSITET4Z/gmkUilVdxFCCDF65TrbPSGEEEJIRVCus90TQgghhFQEBleZqWe7v3LlClq3bg2O43D27FlERETghx9+KI08klIgl8lxYMcBKBQKdOzWkarNCCGEGLVyne2elB8GhpeJL9VvCCGEEKNWrrPdE0IIIYRUBMUeoSs3NxeJiYkFJhR0d3d/60wRQgghhJQlgwOi27dvY/jw4Th37pzGcsYYOI6DQqEoscwRQgghhJQFg3uZDR06FAKBAAcPHsRff/2Fv//+G3///TcuX76Mv/8uOGszIYSUl5HDR0IsEkMsEsPSzBLV3arjoy4fIWJDRIHSbbXAgECYm5rjfOx5retjzsWgR7cecHF0gY2lDZo0aoLvl3+v14/BR48eYXTIaHhU94CVuRXq1KyDKZOnICkp6a3OkxDy9gwuIbpy5Qr++usvmn2ZEFIp+Hfxx9r1a6FQKJD4PBHHjh7DF5O/wJ7de7Bn3x6IRHm3wYcPH+J87HmM/WwsIjZEoEXLFhr7+n3f7xg0YBCGDB2CYyeOQWIrwamTp/DlzC9x4fwFbN2+FRynfej3e/fuoX2b9qhTpw5+3fwrPDw9cP2/6widGYqjkUdx5s8zsLev/PMkElJZGVxC5OPjg5cvX5ZGXkgZMzM3g6nYtLyzQUipEovFcHV1RdWqVdG4SWPMCJ2BXXt24WjkUfy68VeNtL9G/IrAroEYNXoUdv62ExkZGfy6jIwMjB09Ft26d8Pq8NVo2KghPDw8MHzEcKz7ZR327N6DXTt36czHxPETYWpqikORh9CufTu4u7sj4KMAHDl6BE+fPMWc2XP4tHVr1cWSsCUYNXIUHGwdUNuzNtatXVfyfxxCCE+vgCg1NZV/LVmyBNOnT0d0dDSSkpI01qWmppZ2fkkJMTExwaBRg9B9YHeITGj2a2IYxhgyMjLK5cXY248T0fGDjmjQsAH27d2ncU6/bvwVAwcNhJeXF+rUraMR4Jw4fgJJSUmYPGVygf11694NderWwY7tO7Qe79WrVzh+7DhGjxkNc3NzjXWurq4YMGgAdv22S+PcVny/Ak2aNsH5S+cxesxojP9sPG7cuPGWZ04I0UWvJ6Gtra1GMTBjDB9++KFGGmpUTYjxyMzMhL2kfKp3XklfwdLS8q33U69ePVy7do1/f/LESWRmZsK/iz8AYOCggYj4JQLBQ4MBALdv3QYAeHlrby5Qr1493L59W+u6O7fvgDGGet71tK738vJCcnIyXrx4AWdnZwBAwEcBGDN2DABg6vSp+PGHH/HH6T+ouQIhpUSvgCgqKqq080EIIWVK/SNOLWJDBPp+0pdvU9R/QH+EzgjFzZs3Ua9ePY3tdO3P1LR4VdDqfebPT32/+vy/OY6Di6sLXiS+KNb+CSFF0ysgat++fWnng5QxuUyOI3uOQC6Xo11AO5q6gxjEwsICr6Svyu3YJeHGjRvw8PAAoKrS2v/7fshkMvwc/jOfRqFQYOOGjfhm8TeoXae2aru4G2jVulWB/d28eRMNGzbUeqxatWuB4zjcuH5D64j+N2/ehJ2dHRwdHfllJiYmGmk4jtPZM44Q8vb0bjySmZmJadOmYd++fZDJZOjUqRN+/PFHjS8wqTwYGBKeJKjfEGIQjuNKpNqqvESdisK/1/7FhIkTAADbtm5D1WpVsWu3ZqPoU6dOYdmSZViwcAE6+3eGvb09Vny/okBAdODAAdy5fQfffvet1uM5ODjgw04fYk34GkyYNEGjHVFCQgK2b92OT4M+1dlDjRBS+vTuZTZ37lxERESga9euGDBgAI4fP46xY8eWZt4IIeSt5eTkICEhAU+ePMHlvy9jSdgS9O3TF4FdAzE4aDAAVXVZnz594FvfV+M1dNhQpKSk4PDhw7C0tMT/Vv8PB/YfwNgxY3Htn2u4f/8+NvyyASHDQzB8xHB8FPiRznys+HEFcnJy0O2jbjjzxxk8evQIRyOPIjAgEG5V3bDg6wVl9SchhGihdwnRnj17sH79egwYMAAAMHjwYLz//vtQKBRU3UIIqbCOHT2GGtVqQCQSwc7ODn4N/LB8xXIEDQmCQCDA33/9jX+u/oPV4asLbGttbY1OnTsh4pcI9OjRA30+7oNjJ45hcdhifNDhA75n7aJvFmHq9KmF5qNOnTo4d/4cFi5YiMGDBiMpKQmurq7o3rM7vpr9FY1BREg545iefVhNTU0RHx+PqlWr8svMzc1x69YtVK9evdQyWFGkpqZCIpHg2oNrsLer/DcumUyGiJURAIA+Q/pAbCY2eB8KhQIKhQISiYSC4necPFeO1IRUuHu4w8zMrLyzU2FkZ2fj494f4/Hjxzhx6gScnJzKO0taZWdn4+H9h7BxtYHIlIbZIAVlZmSiTpU6AIDbz27DwrJk2upVBK+SX8Gvhh+kUilsbGx0ptO7ykyhUBToQSESiSCXy4ufS0IIqcTMzMywe+9uDB48GGfPnC3v7BBC3oLePxUYYxg6dCjE4ryShOzsbIwZM0ajceWePXtKNoeEEFKBmZmZYdqMaeWdDULIW9K7hCg4OBjOzs6QSCT8a/DgwXBzc9NYZgi5XI6vvvoKnp6eMDc3R82aNbFgwYICXUvj4uLQo0cPSCQSWFtbo2XLlnj48CG//ueff0aHDh1gY2MDjuOQkpJS4FjJyckICgri8xkUFKQ1nTERiUQQiqiqixBCCNG7hGjDhg0lfvAlS5YgPDwcGzduhK+vLy5duoRhw4ZBIpFg4sSJAIC7d++iTZs2GDFiBObPnw+JRIK4uDiNdgyZmZkICAhAQEAAQkNDtR5r0KBBePz4MSIjIwEAo0aNQlBQEA4cOFDi51UZmJiYYMhnQyCVSqn9DyGEEKNXrq3rYmJi0LNnT3Tt2hUA4OHhgW3btuHSpUt8mlmzZiEwMBBLly7ll9WsWVNjP5MmTQIAREdHaz1OXFwcIiMjERsbixYtVLNXr127Fq1atSowCi0hpBA0ZlXlxFRjjxFCdCvXgKhNmzYIDw/HrVu3ULduXVy9ehVnz57FihUrAABKpRKHDh3C9OnT0aVLF1y+fBmenp4IDQ1Fr1699D5OTEwMJBIJHwwBQMuWLSGRSHDu3DmtAVFOTg5ycnL49+rutXKlHDKFrHgnXMEoFArIlDIoOSWUnOEj4CqUCiiUCsgUMihBI+i+y5RMCSWUyM3NLVaPRFK+MjMzwRiDglOAKSgwIgXlf67JFLJ35jkHqJ7b+ijXgGjGjBmQSqXw8vKCUCiEQqHAokWLMHDgQABAYmIi0tPTsXjxYixcuBBLlixBZGQk+vTpg6ioKL2nFElISOAnTMzP2dkZCQkJWrcJCwvD/PnzCyxXMiVy5DlatqhcFHIFzhw5A7lcjiYdm8DUxPA5mBRKBZRyJXIUORAyqnZ7lzHGABHw8uVLCEVCCDi9mx+ScsQYQ3Z2Nl68eAHOnINMKQP9diHa5H+u5chzIJS/O/d0JdPvQ1+uAdGOHTuwefNmbN26Fb6+vrhy5QomTZoENzc3BAcH842re/bsicmTJwMAGjVqhHPnziE8PNygOda0DYn/5uSO+YWGhmLKlCn8+9TUVFSvXh01bGsUOo5BZZGbm4tnD58BANytije2jEKhgFwuh52tHbVDMgIyKxkePniIZ4+flXdWiIHsbO3g7OJMU4MQnTJMM/h/e9h5VOqped6UKkzVK125BkTTpk3DzJkz+dGv/fz88ODBA4SFhSE4OBiOjo4QiUTw8fHR2M7b2xtnz+o/5oerqyueP39eYPmLFy/g4uKidRuxWKwxxICaidAEJkITLVtULkyYV2xe3HMSQACOcTARmlBAZARMzE1Qt25d5ObmlndWiAFMTOj7SYqW/xnwrjzn1PQ9l3INiDIzMyEQaBa9C4VCvmTI1NQUzZo1w82bNzXS3Lp1CzVq1ND7OK1atYJUKsWFCxfQvHlzAMD58+chlUrRunXrtzwLQoyHQCCgkaoJIe+kcg2IunfvjkWLFsHd3R2+vr64fPkyli9fjuHDh/Nppk2bhv79+6Ndu3bo2LEjIiMjceDAAY0eZQkJCUhISMCdO3cAANeuXYO1tTXc3d1hb28Pb29vBAQEICQkBGvWrAGg6nbfrVs36mFGCCGEEP0HZiwNK1euRN++fTFu3Dh4e3tj6tSpGD16NL7++ms+Te/evREeHo6lS5fCz88P69atw+7du9GmTRs+TXh4OBo3boyQkBAAQLt27dC4cWPs37+fT7Nlyxb4+fnB398f/v7+aNCgATZt2lR2J0sIIYSQCkvvyV2NnXpy16Imh6sscnNzERYWBgAYN27c2zWqtqNG1YQQUpllZGTAysoKAJCenv5uNarW8/lN0x7rSR03qscjquxyc3ORnZ0NAJBKpcjKyjJ4H0qlEowxCIVCCogIIaQSy8jI62WWmpoKhUJRjrkpWerndlHlP1RCpKfHjx+jevXq5Z0NQgghhBTDo0ePUK1aNZ3rKSDSk1KpxNOnT2FtbV0px/JQj6P06NGjd6LK711D16dio+tTsdH1qdjK+/owxpCWlgY3N7cCPdvzoyozPQkEgkIjy8rCxsaGbhgVGF2fio2uT8VG16diK8/rI5FIikxD4+8TQgghxOhRQEQIIYQQo0cBkZEQi8WYO3eu1ulISPmj61Ox0fWp2Oj6VGyV5fpQo2pCCCGEGD0qISKEEEKI0aOAiBBCCCFGjwIiQgghhBg9CogIIYQQYvQoICKEEEKI0aOAiBBCCCFGjwIiQgghhBg9CogIIYQQYvQoICKEEEKI0aOAiBBCCCFGjwIiQgghhBg9CogIIYQQYvQoICKEEEKI0aOAiBBCCCFGjwIiQgghhBg9CogIIYQQYvQoICKEEEKI0aOAiBBCCCFGjwIiQgghhBg9CogIIYQQYvQoICKEEEKI0aOAiBBCCCFGjwIiQgghhBg9CogIIYQQYvQoICKEEEKI0aOAiBBCCCFGT1TeGagslEolnj59Cmtra3AcV97ZIYQQQogeGGNIS0uDm5sbBALd5UAUEOnp6dOnqF69enlngxBCCCHF8OjRI1SrVk3negqI9GRtbQ1A9Qe1sbEp59wQQgghRB+pqamoXr06/xzXhQIiPamryWxsbN6JgEihZLgQ/wqJadlwtjZDc097CAVUFUgIIeTdVFRzl0rbqPqnn36Cp6cnzMzM0LRpU5w5c6bQ9KdPn0bTpk1hZmaGmjVrIjw8vIxyWvFE/vsMbZacwsC1sZi4/QoGro1FmyWnEPnvs/LOGiGEEFIuKmVAtGPHDkyaNAmzZs3C5cuX0bZtW3z00Ud4+PCh1vTx8fEIDAxE27ZtcfnyZXz55ZeYMGECdu/eXcY5L3+R/z7D2M1/45k0W2N5gjQbYzf/TUERIYQQo8Qxxlh5Z8JQLVq0QJMmTbB69Wp+mbe3N3r16oWwsLAC6WfMmIH9+/cjLi6OXzZmzBhcvXoVMTExeh0zNTUVEokEUqm00laZKZQMbZacKhAMqXEAXCVmODvjA6o+I4QQ8k7Q9/ld6doQ5ebm4q+//sLMmTM1lvv7++PcuXNat4mJiYG/v7/Gsi5dumD9+vWQyWQwMTEpsE1OTg5ycnL496mpqSWQ+/J1If6VzmAIABiAZ9JsXIh/hVa1HMouY4QQUgEwxiCXy6FQKMo7K8QAQqEQIpHorYfEqXQB0cuXL6FQKODi4qKx3MXFBQkJCVq3SUhI0JpeLpfj5cuXqFKlSoFtwsLCMH/+/JLLeAWQmKY7GCpOOkIIeVfk5ubi2bNnyMzMLO+skGKwsLBAlSpVYGpqWux9VLqASO3NSJAxVmh0qC29tuVqoaGhmDJlCv9e3W2vMnO2NivRdIQQ8i5QKpWIj4+HUCiEm5sbTE1NaQDeSoIxhtzcXLx48QLx8fGoU6dOoYMvFqbSBUSOjo4QCoUFSoMSExMLlAKpubq6ak0vEong4KC9akgsFkMsFpdMpiuI5p72qCIxQ4I0G9oajqnbEDX3tC/rrBFCSLnJzc2FUqlE9erVYWFhUd7ZIQYyNzeHiYkJHjx4gNzcXJiZFe9HfaXrZWZqaoqmTZvi+PHjGsuPHz+O1q1ba92mVatWBdIfO3YM7733ntb2Q+8qoYDD3O4+AFTBT37q93O7+1CDakKIUSpuyQIpfyVx7Srl1Z8yZQrWrVuHX375BXFxcZg8eTIePnyIMWPGAFBVdw0ZMoRPP2bMGDx48ABTpkxBXFwcfvnlF6xfvx5Tp04tr1MoNwH1q2D14CZwlWhG0K4SM6we3AQB9Qu2pyKEEELedZWuygwA+vfvj6SkJCxYsADPnj1D/fr1cfjwYdSoUQMA8OzZM40xiTw9PXH48GFMnjwZ//vf/+Dm5oYff/wRH3/8cXmdQrkKqF8FnX1caaRqQgghper+/fvw9PTE5cuX0ahRIwDAn3/+iTFjxuDGjRvo2rUr9u3bp3VZWauU4xCVh3dhHCJCCCEFZWdnIz4+np/9oLjKckokxhg6d+4MoVCIo0ePaqz76aefEBoaimvXrsHd3b1Ujt+hQwecPn0agKopi6OjI5o0aYJhw4ahT58+fDqFQoEXL17A0dERIpGqDKZFixaoW7cuwsLCYGVlBVtbW63LDFHYNdT3+V0pq8wIIYSQiqSsp0TiOA4bNmzA+fPnsWbNGn55fHw8ZsyYgR9++KHUgiG1kJAQPHv2DHfu3MHu3bvh4+ODAQMGYNSoUXwaoVAIV1dXPhgCgLt37+KDDz5AtWrV+MBH27KyRgERIYQQ8hbKa0qk6tWr44cffsDUqVMRHx8PxhhGjBiBDh064MyZM/D09IS5uTnq1auHH374gd/u2rVrEAgEePnyJQAgOTkZAoEA/fr149OEhYWhVatWhR7fwsICrq6uqF69Olq2bIklS5ZgzZo1WLt2LU6cOAFAVWXGcRyuXLnC/zspKQnDhw8Hx3GIiIjQuqw8UEBECCGE5MMYQ2auXK9XWrYMc/f/p3UoE/WyefuvIy1bptf+DG3FEhwcjA8//BDDhg3DqlWr8O+//2LdunWoVq0afvvtN1y/fh1z5szBl19+id9++w0AUL9+fTg4OPBVXn/88QccHBzwxx9/8PuNjo5G+/btDf7bBQcHw87ODnv27Cmwrnr16nj27BlsbGywYsUKPHv2DP369SuwrH///gYftyRUykbVhBBCSGnJkingM+do0Qn1wAAkpGbDb94xvdJfX9AFFqaGPZp//vln1K9fH2fOnMGuXbvg4uKiMdOCp6cnzp07h99++w2ffPIJOI5Du3btEB0djY8//hjR0dEIDg7Gxo0bcf36ddStWxfnzp3D5MmTDcoHoOr+XrduXdy/f7/AOnX1GcdxkEgkcHV1BQBYWloWWFYeqISIEEIIqcScnZ0xatQoeHt7o3fv3gCA8PBwvPfee3BycoKVlRXWrl2r0fu6Q4cOiI6OBgCcPn0aHTt2RLt27XD69GlcvHgRWVlZeP/994uVn6JmjqioqISIEEIIycfcRIjrC7rolfZC/CsM3XCxyHQRw5rpNQuAuYlQr+O+SSQS8Q2Xf/vtN0yePBnfffcdWrVqBWtrayxbtgznz5/n03fo0AETJ07EnTt38O+//6Jt27a4e/cuTp8+jZSUFDRt2hTW1tYG50OhUOD27dto1qxZsc6jPFFARAghhOTDcZze1VZt6zjpNSVS2zpOZTbW25kzZ9C6dWuMGzeOX3b37l2NNOp2RAsXLkTDhg1hY2OD9u3bIywsDMnJycVqPwQAGzduRHJycqUc54+qzAghhJBiqohTItWuXRuXLl3C0aNHcevWLcyePRsXL2qWYqnbEW3evBkdOnQAADRo0AC5ubk4efIkv6wwmZmZSEhIwOPHj3H+/HnMmDEDY8aMwdixY9GxY8dSOLPSRQERIYQQ8hYq2pRIY8aMQZ8+fdC/f3+0aNECSUlJGqVFah07doRCoeCDH47j0LZtWwBAmzZtijzO2rVrUaVKFdSqVQu9e/fG9evXsWPHDvz0008lej5lhUaq1hONVE0IIe+myjhSNdFUEiNVUxsiQgghpAQIBRxa1XIo72yQYqIqM0IIIYQYPQqICCGEEGL0KCAihBBCiNGjgIgQQgghRo8CIkIIIYQYPQqICCGEEGL0KCAihBBCiNGjgIgQQgghRo8CIkIIIeQdNG/ePDRq1Kjc91GYoUOHolevXvx7xhhGjRoFe3t7cByHK1euaF1WGipdQJScnIygoCBIJBJIJBIEBQUhJSVFZ3qZTIYZM2bAz88PlpaWcHNzw5AhQ/D06dOyyzQhhJB3n1IBxJ8Bru1S/V+pKNXDDR06FBzHgeM4mJiYoGbNmpg6dSoyMjIAAFOnTsXJkyc10ucPPkpLdHQ0ny+BQACJRILGjRtj+vTpePbsmUbaH374AREREfz7yMhIRERE4ODBg3j27Bnq16+vdVlpqHRTdwwaNAiPHz9GZGQkAGDUqFEICgrCgQMHtKbPzMzE33//jdmzZ6Nhw4ZITk7GpEmT0KNHD1y6dKkss04IIeRddX0/EDkDSM33Y9vGDQhYAvj0KLXDBgQEYMOGDZDJZDhz5gxGjhyJjIwMrF69GlZWVrCysiq1Yxfl5s2bsLGxQWpqKv7++28sXboU69evR3R0NPz8/AAAEolEY5u7d++iSpUqaN26daHLSgWrRK5fv84AsNjYWH5ZTEwMA8Bu3Lih934uXLjAALAHDx7ovY1UKmUAmFQqNSjPhBBCKrasrCx2/fp1lpWVVbwd/Pc7Y3MljM21eeMlUb3++70Ec5snODiY9ezZU2PZyJEjmaurK2OMsblz57KGDRvy/wag8YqKimKMMfbo0SPWv39/ZmdnxywsLFjTpk3556x6H7/++iurUaMGs7GxYf3792epqak68xUVFcUAsOTkZI3lmZmZrF69euz999/Xeg7BwcEa+atRo4bWZdoUdg31fX5XqhKimJgYSCQStGjRgl/WsmVLSCQSnDt3DvXq1dNrP1KpFBzHwdbWVmeanJwc5OTk8O9TU1OLnW9CCCGVCGOALFO/tEoFcGQ6VM/rAjsCwKlKjmp2AATCovdnYgFwnP55fYO5uTlkMlmB5VOnTkVcXBxSU1OxYcMGAIC9vT3S09PRvn17VK1aFfv374erqyv+/vtvKJVKftu7d+9i3759OHjwIJKTk/HJJ59g8eLFWLRokcF5GzNmDCZPnozExEQ4OztrrP/hhx9Qq1Yt/Pzzz7h48SKEQiFMTU0LLCstlSogSkhIKPAHBABnZ2ckJCTotY/s7GzMnDkTgwYNgo2Njc50YWFhmD9/frHzSgghpJKSZQLfuJXQzpiqGm1xdf2Sf/kUMLUs1pEuXLiArVu34sMPPyywzsrKCubm5sjJyYGrqyu/PCIiAi9evMDFixdhb28PAKhdu7bGtkqlEhEREbC2tgYABAUF4eTJkwYHRADg5eUFALh//36B57lEIoG1tTWEQqFGHrUtKw0VolH1vHnz+AZYul7q9j6clsiZMaZ1+ZtkMhkGDBgApVKJn376qdC0oaGhkEql/OvRo0fFOzlCCCGklBw8eBBWVlYwMzNDq1at0K5dO6xcuVLv7a9cuYLGjRvzwZA2Hh4efDAEAFWqVEFiYmKx8suYqiRNn2d2WasQJUSff/45BgwYUGgaDw8P/PPPP3j+/HmBdS9evICLi0uh28tkMnzyySeIj4/HqVOnCi0dAgCxWAyxWFx05gkhhLxbTCxUJTX6eHAO2NK36HSf7gJq6NEo2MRCv+O+1rFjR6xevRomJiZwc3ODiYmJQdubm5sXnaU39slxnEaVmiHi4uIAqJ7pFU2FCIgcHR3h6OhYZLpWrVpBKpXiwoULaN68OQDg/PnzkEqlhbY+VwdDt2/fRlRUFBwcHEos74QQQt4xHKd/tVWtD1S9yVKfQXs7Ik61vtYH+rUhMpClpWWBKi5dTE1NoVBoDgXQoEEDrFu3Dq9evSq0lKgkZGVl4eeff0a7du3g5ORUqscqjgpRZaYvb29vBAQEICQkBLGxsYiNjUVISAi6deum0aDay8sLe/fuBQDI5XL07dsXly5dwpYtW6BQKJCQkICEhATk5uaW16kQQgh5FwiEqq71AIA3q4Fevw9YXCrBkKHUNS03b97Ey5cvIZPJMHDgQLi6uqJXr174888/ce/ePezevRsxMTFvfbzExEQkJCTg9u3b2L59O95//328fPkSq1evLoGzKXmVKiACgC1btsDPzw/+/v7w9/dHgwYNsGnTJo00N2/ehFQqBQA8fvwY+/fvx+PHj9GoUSNUqVKFf507d648ToEQQsi7xKcH8MmvgE0VzeU2bqrlpTgOkSFCQkJQr149vPfee3BycsKff/4JU1NTHDt2DM7OzggMDISfnx8WL15cIr256tWrBzc3NzRt2hSLFy9Gp06d8O+//8LHx6cEzqbkcUzdwokUKjU1FRKJBFKptMj2R4QQQiqP7OxsxMfHw9PTE2ZmZsXfkVKhalOU/hywclG1GaoAJUPGoLBrqO/zu0K0ISKEEEIqPYEQ8Gxb3rkgxVTpqswIIYQQQkoaBUSEEEIIMXoUEBFCCCHE6FFARAghhBCjRwERIYQQgrxpJUjlUxLXjgIiQgghRk09NUVmpp4z3JMKR33tDJ26JD/qdk8IIcSoCYVC2Nra8hOWWlhYVMjJR0lBjDFkZmYiMTERtra2bzWgJAVEhBBCjJ6rqysAFHsWd1K+bG1t+WtYXBQQEUIIMXocx6FKlSpwdnaGTCYr7+wQA5iYmJTIVCMUEBFCCCGvCYXCEnm4ksqHGlUTQgghxOhRQEQIIYQQo0cBESGEEEKMHgVEhBBCCDF6FBARQgghxOhRQEQIIYQQo0cBESGEEEKMHgVEhBBCCDF6FBARQgghxOhVuoAoOTkZQUFBkEgkkEgkCAoKQkpKit7bjx49GhzHYcWKFaWWR0IIIYRULpUuIBo0aBCuXLmCyMhIREZG4sqVKwgKCtJr23379uH8+fNwc3Mr5VwSQgghpDKpVHOZxcXFITIyErGxsWjRogUAYO3atWjVqhVu3ryJevXq6dz2yZMn+Pzzz3H06FF07dq1rLJMCCGEkEqgUpUQxcTEQCKR8MEQALRs2RISiQTnzp3TuZ1SqURQUBCmTZsGX19fvY6Vk5OD1NRUjRchhBBC3k2VKiBKSEiAs7NzgeXOzs5ISEjQud2SJUsgEokwYcIEvY8VFhbGt1OSSCSoXr16sfJMCCGEkIqvQgRE8+bNA8dxhb4uXboEAOA4rsD2jDGtywHgr7/+wg8//ICIiAidabQJDQ2FVCrlX48ePSreyRFCCCGkwqsQbYg+//xzDBgwoNA0Hh4e+Oeff/D8+fMC6168eAEXFxet2505cwaJiYlwd3fnlykUCnzxxRdYsWIF7t+/r3U7sVgMsVis/0kQQgghpNKqEAGRo6MjHB0di0zXqlUrSKVSXLhwAc2bNwcAnD9/HlKpFK1bt9a6TVBQEDp16qSxrEuXLggKCsKwYcPePvOEEEIIqfQqRECkL29vbwQEBCAkJARr1qwBAIwaNQrdunXT6GHm5eWFsLAw9O7dGw4ODnBwcNDYj4mJCVxdXQvtlUYIIYQQ41Eh2hAZYsuWLfDz84O/vz/8/f3RoEEDbNq0SSPNzZs3IZVKyymHhBBCCKlsOMYYK+9MVAapqamQSCSQSqWwsbEp7+wQQgghRA/6Pr8rXQkRIYQQQkhJo4CIEEIIIUaPAiJCCCGEGD0KiAghhBBi9CggIoQQQojRo4CIEEIIIUaPAiJCCCGEGD0KiAghhBBi9CggIoQQQojRo4CIEEIIIUaPAiJCCCGEGD0KiAghhBBi9CggIoQQQojRo4CIEEIIIUaPAiJCCCGEGD0KiAghhBBi9CggIoQQQojRo4CIEEIIIUaPAiJCCCGEGD0KiAghhBBi9CpdQJScnIygoCBIJBJIJBIEBQUhJSWlyO3i4uLQo0cPSCQSWFtbo2XLlnj48GHpZ5gQQgghFV6lC4gGDRqEK1euIDIyEpGRkbhy5QqCgoIK3ebu3bto06YNvLy8EB0djatXr2L27NkwMzMro1wTQgghpCLjGGOsvDOhr7i4OPj4+CA2NhYtWrQAAMTGxqJVq1a4ceMG6tWrp3W7AQMGwMTEBJs2bSr2sVNTUyGRSCCVSmFjY1Ps/RBCCCGk7Oj7/K5UJUQxMTGQSCR8MAQALVu2hEQiwblz57Ruo1QqcejQIdStWxddunSBs7MzWrRogX379hV6rJycHKSmpmq8CCGEEPJuqlQBUUJCApydnQssd3Z2RkJCgtZtEhMTkZ6ejsWLFyMgIADHjh1D79690adPH5w+fVrnscLCwvh2ShKJBNWrVy+x8yCEEEJIxVIhAqJ58+aB47hCX5cuXQIAcBxXYHvGmNblgKqECAB69uyJyZMno1GjRpg5cya6deuG8PBwnXkKDQ2FVCrlX48ePSqBMyWEEEJIRSQq7wwAwOeff44BAwYUmsbDwwP//PMPnj9/XmDdixcv4OLionU7R0dHiEQi+Pj4aCz39vbG2bNndR5PLBZDLBbrkXtCCCGEVHYVIiBydHSEo6NjkelatWoFqVSKCxcuoHnz5gCA8+fPQyqVonXr1lq3MTU1RbNmzXDz5k2N5bdu3UKNGjXePvOEEEIIqfQqRJWZvry9vREQEICQkBDExsYiNjYWISEh6Natm0YPMy8vL+zdu5d/P23aNOzYsQNr167FnTt3sGrVKhw4cADjxo0rj9MghBBCSAVTqQIiANiyZQv8/Pzg7+8Pf39/NGjQoEB3+ps3b0IqlfLve/fujfDwcCxduhR+fn5Yt24ddu/ejTZt2pR19gkhhBBSAVWqcYjKE41DRAghhFQ+7+Q4RIQQQgghpYECIkIIIYQYPQqICCGEEGL0KCAihBBCiNGjgIgQQgghRo8CIkIIIYQYPQqICCGEEGL0KCAihBBCiNGjgIgQQgghRo8CIkIIIYQYPQqICCGEEGL0KCAihBBCiNGjgIgQQgghRo8CIkIIIYQYPQqICCGEEGL0KCAihBBCiNGjgIgQQgghRo8CIkIIIYQYPQqICCGEEGL0Kl1AlJycjKCgIEgkEkgkEgQFBSElJaXQbdLT0/H555+jWrVqMDc3h7e3N1avXl02GSaEEEJIhVfpAqJBgwbhypUriIyMRGRkJK5cuYKgoKBCt5k8eTIiIyOxefNmxMXFYfLkyRg/fjx+//33Mso1IYQQQiqyShUQxcXFITIyEuvWrUOrVq3QqlUrrF27FgcPHsTNmzd1bhcTE4Pg4GB06NABHh4eGDVqFBo2bIhLly6VYe4JIYQQUlFVqoAoJiYGEokELVq04Je1bNkSEokE586d07ldmzZtsH//fjx58gSMMURFReHWrVvo0qVLWWSbEEIIIRWcqLwzYIiEhAQ4OzsXWO7s7IyEhASd2/34448ICQlBtWrVIBKJIBAIsG7dOrRp00bnNjk5OcjJyeHfp6amvl3mCSGEEFJhVYgSonnz5oHjuEJf6uotjuMKbM8Y07pc7ccff0RsbCz279+Pv/76C9999x3GjRuHEydO6NwmLCyMb7gtkUhQvXr1tz9RQgghhFRIHGOMlXcmXr58iZcvXxaaxsPDA1u3bsWUKVMK9CqztbXF999/j2HDhhXYLisrCxKJBHv37kXXrl355SNHjsTjx48RGRmp9XjaSoiqV68OqVQKGxsbA86OEEIIIeUlNTUVEomkyOd3hagyc3R0hKOjY5HpWrVqBalUigsXLqB58+YAgPPnz0MqlaJ169Zat5HJZJDJZBAINAvDhEIhlEqlzmOJxWKIxWIDzoIQQgghlVWFqDLTl7e3NwICAhASEoLY2FjExsYiJCQE3bp1Q7169fh0Xl5e2Lt3LwDAxsYG7du3x7Rp0xAdHY34+HhERETg119/Re/evcvrVAghhBBSgVSIEiJDbNmyBRMmTIC/vz8AoEePHli1apVGmps3b0IqlfLvt2/fjtDQUHz66ad49eoVatSogUWLFmHMmDFlmndCCCGEVEwVog1RZaBvHSQhhBBCKg59n9+VqsqMEEIIIaQ0UEBECCGEEKNHAREhhBBCjB4FRIQQQggxehQQEUIIIcToUUBECCGEEKNHAREhhBBCjB4FRIQQQggxehQQEUIIIcToUUBECCGEEKNHAREhhBBCjB4FRIQQQggxehQQEUIIIcToUUBECCGEEKNHAREhhBBCjB4FRIQQQggxehQQEUIIIcToUUBECCGEEKMnKu8MkHKiVAAPzgHpzwErF6BGa0AgLO9cEUIIIeWCAiJjdH0/EDkDSH2at8zGDQhYAvj0KL98EUIIIeWk0lWZLVq0CK1bt4aFhQVsbW312oYxhnnz5sHNzQ3m5ubo0KED/vvvv9LNaEV1fT/w2xDNYAgAUp+pll/fXz75IoQQQspRpQuIcnNz0a9fP4wdO1bvbZYuXYrly5dj1apVuHjxIlxdXdG5c2ekpaWVYk4rIKVCVTIEpmXl62WRM1XpCCGEECNS6QKi+fPnY/LkyfDz89MrPWMMK1aswKxZs9CnTx/Ur18fGzduRGZmJrZu3VrKua1gHpwrWDKkgQGpT1TpCCGEECNS6QIiQ8XHxyMhIQH+/v78MrFYjPbt2+PcOSN78Kc/L9l0hBBCyDvinW9UnZCQAABwcXHRWO7i4oIHDx7o3C4nJwc5OTn8+9TU1NLJYFmycik6jSHpCCGEkHdEhSghmjdvHjiOK/R16dKltzoGx3Ea7xljBZblFxYWBolEwr+qV6/+VsevEGq0VvUmg67z5gCbqqp0hBBCiBGpECVEn3/+OQYMGFBoGg8Pj2Lt29XVFYCqpKhKlSr88sTExAKlRvmFhoZiypQp/PvU1NTKHxQJhKqu9b8NgSooyt+4+nWQFLCYxiMihBBidCpEQOTo6AhHR8dS2benpydcXV1x/PhxNG7cGICqp9rp06exZMkSnduJxWKIxeJSyVO58ukBfPKrjnGIFtM4RIQQQoxShQiIDPHw4UO8evUKDx8+hEKhwJUrVwAAtWvXhpWVFQDAy8sLYWFh6N27NziOw6RJk/DNN9+gTp06qFOnDr755htYWFhg0KBB5Xgm5cinB+DVlUaqJoQQQl6rdAHRnDlzsHHjRv69utQnKioKHTp0AADcvHkTUqmUTzN9+nRkZWVh3LhxSE5ORosWLXDs2DFYW1uXad4rFIEQ8Gxb3rkghBBCKgSOMaZtlD7yBqlUCltbWzx69Ag2NjblnR1CCCGE6EHdBjglJQUSiURnukpXQlRe1KNaV/qG1YQQQogRSktLKzQgohIiPSmVSjx9+hTW1taFdtevqNQRMpVwVUx0fSo2uj4VG12fiq28rw9jDGlpaXBzc4NAoHu0ISoh0pNAIEC1atXKOxtvzcbGhm4YFRhdn4qNrk/FRtenYivP61NYyZBahRiYkRBCCCGkPFFARAghhBCjRwGRkRCLxZg7d+67OdjkO4CuT8VG16dio+tTsVWW60ONqgkhhBBi9KiEiBBCCCFGjwIiQgghhBg9CogIIYQQYvQoICKEEEKI0aOAqJL7448/0L17d7i5uYHjOOzbt09jPWMM8+bNg5ubG8zNzdGhQwf8999/GmlycnIwfvx4ODo6wtLSEj169MDjx4/L8CzeTWFhYWjWrBmsra3h7OyMXr164ebNmxpp6PqUn9WrV6NBgwb8YHGtWrXCkSNH+PV0bSqOsLAwcByHSZMm8cvo+pSvefPmgeM4jZerqyu/vjJeHwqIKrmMjAw0bNgQq1at0rp+6dKlWL58OVatWoWLFy/C1dUVnTt35udmA4BJkyZh79692L59O86ePYv09HR069YNCoWirE7jnXT69Gl89tlniI2NxfHjxyGXy+Hv74+MjAw+DV2f8lOtWjUsXrwYly5dwqVLl/DBBx+gZ8+e/E2brk3FcPHiRfz8889o0KCBxnK6PuXP19cXz54941/Xrl3j11XK68PIOwMA27t3L/9eqVQyV1dXtnjxYn5ZdnY2k0gkLDw8nDHGWEpKCjMxMWHbt2/n0zx58oQJBAIWGRlZZnk3BomJiQwAO336NGOMrk9FZGdnx9atW0fXpoJIS0tjderUYcePH2ft27dnEydOZIzRd6cimDt3LmvYsKHWdZX1+lAJ0TssPj4eCQkJ8Pf355eJxWK0b98e586dAwD89ddfkMlkGmnc3NxQv359Pg0pGVKpFABgb28PgK5PRaJQKLB9+3ZkZGSgVatWdG0qiM8++wxdu3ZFp06dNJbT9akYbt++DTc3N3h6emLAgAG4d+8egMp7fWhy13dYQkICAMDFxUVjuYuLy//bu/+YqOs/DuDPI35z/DzJw0jOcJwFhAhpkNXATDA2HVFXsgljblKD0FCbzk0clWmTAuZqLhMyB2LY5owVGj912Y+DSyCLiB9ZUay0Un4cIq/vH9/5+X5PPH/rAfd8bJ+Nz/vz+nw+r/e9duy1930O0NPTo8Q4OzvD19d3TMzF8+nmiQhefvllzJ8/H2FhYQBYn/GgpaUFMTExGBoaglqtxscff4wHHnhA+YXM2thOeXk5mpqa8PXXX485xveO7c2bNw8ffPABQkJC8Mcff+DVV19FbGws2traJmx92BDZAZVKZbEvImPGLnUtMXTtsrKycOLECRw9enTMMdbHdvR6PUwmE/7++29UVlYiLS0N9fX1ynHWxjZOnTqFnJwcVFdXw9XV1Woc62M7iYmJys/h4eGIiYlBcHAwSktL8fDDDwOYePXhR2aT2MUn/i/ttvv6+pTOXavVYnh4GGfOnLEaQzcnOzsbBw8eRG1tLQIDA5Vx1sf2nJ2dMXPmTERHR2PLli2IiIhAYWEha2NjRqMRfX19iIqKgqOjIxwdHVFfX4+ioiI4Ojoqry/rM354eHggPDwcP/7444R9/7AhmsRmzJgBrVaLw4cPK2PDw8Oor69HbGwsACAqKgpOTk4WMb29vWhtbVVi6MaICLKysnDgwAHU1NRgxowZFsdZn/FHRGA2m1kbG1uwYAFaWlpgMpmULTo6GqmpqTCZTLjvvvtYn3HGbDbj5MmTCAgImLjvH5s8yk23zNmzZ6W5uVmam5sFgBQUFEhzc7P09PSIiMgbb7wh3t7ecuDAAWlpaZHnn39eAgIC5N9//1WukZmZKYGBgXLkyBFpamqS+Ph4iYiIkJGREVtNa1J44YUXxNvbW+rq6qS3t1fZBgYGlBjWx3bWr18vDQ0N0tXVJSdOnJANGzaIg4ODVFdXiwhrM978/7fMRFgfW8vNzZW6ujrp7OyU48ePS1JSknh6ekp3d7eITMz6sCGa4GprawXAmC0tLU1E/vv1x02bNolWqxUXFxd57LHHpKWlxeIag4ODkpWVJX5+fuLm5iZJSUny888/22A2k8vl6gJAdu/ercSwPraTkZEhQUFB4uzsLP7+/rJgwQKlGRJhbcabSxsi1se2DAaDBAQEiJOTk0ybNk2Sk5Olra1NOT4R66MSEbHN2hQRERHR+MBniIiIiMjusSEiIiIiu8eGiIiIiOweGyIiIiKye2yIiIiIyO6xISIiIiK7x4aIiIiI7B4bIiK6LfLy8jB79mxbpzGhDQ8PY+bMmTh27NhVY81mM6ZPnw6j0XgHMiOafNgQEdF1U6lUV9zS09OxZs0afP755zbJr7KyEvPmzYO3tzc8PT0RGhqK3Nxc5fhEadZ27tyJoKAgPPLII1eNdXFxwZo1a/DKK6/cgcyIJh82RER03Xp7e5Xt7bffhpeXl8VYYWEh1Go1NBrNHc/tyJEjeO6555CSkoKvvvoKRqMRr732GoaHh+94LjeruLgYK1asuOb41NRUNDY24uTJk7cxK6LJiQ0REV03rVarbN7e3lCpVGPGLl2FSU9Px9KlS/H6669j6tSp8PHxwebNmzEyMoK1a9fCz88PgYGBeP/99y3u9euvv8JgMMDX1xcajQZLlixBd3e31dwOHTqE+fPnY+3atdDr9QgJCcHSpUtRXFwMACgpKcHmzZvx7bffKitaJSUlAICCggKEh4fDw8MD9957L1588UWcO3dOuXZJSQl8fHxw6NAh6PV6uLu7IyUlBf39/SgtLYVOp4Ovry+ys7Nx4cIF5TydTof8/HwsW7YMarUa06ZNU/KxpqmpCR0dHXjqqaeUseHhYWRlZSEgIACurq7Q6XTYsmWLclyj0SA2NhZlZWVXvDYRjcWGiIjumJqaGvz2229oaGhAQUEB8vLykJSUBF9fX3z55ZfIzMxEZmYmTp06BQAYGBhAXFwc1Go1GhoacPToUajVaiQkJFhd8dFqtWhra0Nra+tljxsMBuTm5iI0NFRZ0TIYDAAABwcHFBUVobW1FaWlpaipqcG6desszh8YGEBRURHKy8vx6aefoq6uDsnJyaiqqkJVVRX27NmDnTt34qOPPrI4780338SDDz6IpqYmrF+/HqtXr8bhw4etvlYNDQ0ICQmBl5eXMlZUVISDBw+ioqICP/zwAz788EPodDqL8+bOnYvGxkar1yUiK2z2b2WJaFLYvXu3eHt7jxnftGmTREREKPtpaWkSFBQkFy5cUMb0er08+uijyv7IyIh4eHhIWVmZiIjs2rVL9Hq9jI6OKjFms1nc3Nzks88+u2w+586dk8WLFwsACQoKEoPBILt27ZKhoSGruVlTUVEhGo3GYq4ApKOjQxlbuXKluLu7y9mzZ5WxRYsWycqVK5X9oKAgSUhIsLi2wWCQxMREq/fOycmR+Ph4i7Hs7GyJj4+3eD0uVVhYKDqd7qpzIyJLXCEiojsmNDQUDg7/+7UzdepUhIeHK/t33XUXNBoN+vr6AABGoxEdHR3w9PSEWq2GWq2Gn58fhoaG8NNPP132Hh4eHvjkk0/Q0dGBjRs3Qq1WIzc3F3PnzsXAwMAV86utrcXChQtxzz33wNPTE8uXL8dff/2F/v5+Jcbd3R3BwcEWc9DpdFCr1RZjF+dwUUxMzJj9Kz3rMzg4CFdXV4ux9PR0mEwm6PV6vPTSS6iurh5znpub21XnSURjsSEiojvGycnJYl+lUl12bHR0FAAwOjqKqKgomEwmi629vR3Lli274r2Cg4OxYsUKvPfee2hqasJ3332Hffv2WY3v6enB4sWLERYWhsrKShiNRuzYsQMAcP78+Ruew5WoVCqrx6ZMmYIzZ85YjM2ZMwddXV3Iz8/H4OAgnn32WaSkpFjEnD59Gv7+/le9NxFZcrR1AkRE1syZMwf79u3D3XffbfEszfXS6XRwd3dXVnqcnZ0tHnoGgG+++QYjIyPYvn27sopVUVFx48lf4vjx42P2Z82aZTU+MjIS77zzDkTEonHy8vKCwWCAwWBASkoKEhIScPr0afj5+QEAWltbERkZecvyJrIXXCEionErNTUVU6ZMwZIlS9DY2Iiuri7U19cjJycHv/zyy2XPycvLw7p161BXV4euri40NzcjIyMD58+fx8KFCwH8t0Hq6uqCyWTCn3/+CbPZjODgYIyMjKC4uBidnZ3Ys2cP3n333Vs2l2PHjmHbtm1ob2/Hjh07sH//fuTk5FiNj4uLQ39/P9ra2pSxt956C+Xl5fj+++/R3t6O/fv3Q6vVwsfHR4lpbGzEk08+ecvyJrIXbIiIaNxyd3dHQ0MDpk+fjuTkZNx///3IyMjA4OCg1RWjxx9/HJ2dnVi+fDlmzZqFxMRE/P7776iuroZerwcAPP3000hISEBcXBz8/f1RVlaG2bNno6CgAFu3bkVYWBj27t1r8ZX2m5Wbmwuj0YjIyEjk5+dj+/btWLRokdV4jUaD5ORk7N27VxlTq9XYunUroqOj8dBDD6G7uxtVVVXKitYXX3yBf/75Z8zHaER0dSoREVsnQUQ0mel0OqxatQqrVq26rvNaWlrwxBNPKA+WX80zzzyDyMhIbNiw4QYzJbJfXCEiIhqnwsPDsW3btiv+IcqLzGYzIiIisHr16tufGNEkxIeqiYjGsbS0tGuKc3FxwcaNG29zNkSTFz8yIyIiIrvHj8yIiIjI7rEhIiIiIrvHhoiIiIjsHhsiIiIisntsiIiIiMjusSEiIiIiu8eGiIiIiOweGyIiIiKye2yIiIiIyO79BxNwgJY2vilfAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120724\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 128\n", + "Undefined 18\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120740\n", + "Full nudge sequence is 0 dudduuudddduuudduuuuuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuuuuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[24] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "seq val is 14\n", + "seq val is 15\n", + "seq val is 16\n", + "seq val is 17\n", + "seq val is 18\n", + "seq val is 19\n", + "seq val is 20\n", + "seq val is 21\n", + "seq val is 22\n", + "seq val is 23\n", + "seq val is 24\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 1905\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120753\n", + "Full nudge sequence is 0 dddduuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[9] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 796\n", + "Undefined 11\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120762\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 308\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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HDh0QHByMr776CsHBwTh37tx7x2SMtm3b6iyXL18eANK8b8qXL2/w37uhsW7btg3169eXWm1MTEwwdOhQHDx4ENOnT0dsbCxu3LiBXr16ISkpSapjyL4MPSe//vorzMzMYG5ujvLlyyM8PBzTpk3DkCFDAACbN29GfHy8zj9qgYGB6SYziYmJ0t+ho6MjBg8ejK5du2LmzJk69RISErB582bUqVMH5cqVAwA0bNgQpUqVwurVq6XPJDIckyQyyP/+9z+cOnUKhw4dwpdffonIyEh07979g7ZZpEgRnWVtc/irV68+aLv6JCcno1OnTjh69Ch27tyJWrVq6Y1F33+Kz5490/ufJQD8+++/OH36NHr16pWmOV+7zXLlysHDw0Mql8lkaNGiBe7fv6/3suK9e/eic+fOaNasGdatW2fUl9Xs2bNx6tQpnD17Fnfv3sWtW7ek/6hfvnyJLVu2oGbNmihatChevHiBFy9eoFOnTpDJZHqb+uvVq4dTp07h+PHjWLt2LTw9PfHVV1/h6NGjOvW063bq1EnarkKhQL169bBt2za8ePHC4GMwVGJiIp4+fQo3Nze9z+/ZswcxMTHo379/mueMeb21X07ah6Fdpe/uL719AWlbLkxNTVG9enXUrVsX/fv3x6FDh3Dr1i3MmjXL6H0DQK9evQBAZ8yfsTEZ4911zc3N0y1/u6tMn8xeK5lMBnt7ewCaKSh27doldbVpffvttxg1ahRmzJgBZ2dnlClTBgCkMYjFihUzaF+GnpPPP/8cp06dwunTp3H16lU8ffoUkydPlp5fuXIlLC0t0bJlS+nvpWLFivD09JS6rd9mZWWFU6dO4dSpU9i1axcaNWqEDRs2pHk/bNq0CQkJCfj888+l7cbFxeHzzz/HvXv3sH//foPipzeybhQgFWjly5eXBgo2btwYKpUKK1aswNatW/Hpp58CACwtLfWOJ3ry5EmOxvqu5ORkdOzYEaGhofjjjz/QtGnTNHX8/PwAABcuXICPj49UrlQqceXKlXQTQm1yoO+LuFSpUrC2tta7nrY14t3/YPfu3YuOHTuiYcOG2LZtm/TlYqiSJUtKr9O7NmzYgKSkJJw8eRKFCxdO8/z27dvx/PlznecUCoW0vVq1aqFWrVqoVKkShgwZgoiICJiYmOgMOK1Ro4befa9fv176Lzqr7N69GyqVKt25iVauXAlzc3P07t07zXMVKlQAoHm9W7durfPchQsXpOcB4NSpUzrPvz3uzFB+fn64cOFCmnJt2dv706d48eJwc3PDtWvXjN43oP/95ufnhw0bNkCpVOq0COuLycLCQu98WlndLalPqVKlYGVlle75K126NCwtLQFo5jeKi4tL06pramqKefPmYdq0aYiKioKjoyNcXV3RokULeHl5oXjx4gCMe19kpGjRoun+HV67dk36J6NEiRJ66+zdu1dn/yYmJjrba9asGapVq4apU6eiZ8+ecHd3B/Dm82jkyJEYOXJkmu2uXLkSLVq0MOgYSIMtSfRe5syZg8KFC+Pbb7+VmnA9PT1x7do1nQ/Tp0+f6kyamNO0LUiHDh3Ctm3b0v2AqFWrFlxdXdMMYN66dSsSEhL0DphNTk5GcHAwatasqffD09TUFB06dEBkZCRu374tlQshEBISglKlSsHR0VEq37dvHzp27Ih69ephx44degeafoiVK1fC1tYWBw8eRGhoqM7jhx9+QHJycqbjQ8qUKYPx48fjwoUL2LRpEwBNAvTq1StMnz49zXZDQ0Ph6OiY5V1ud+/exdixY6FQKPDll1+meT4mJgZ79uxBx44d07RYApqWg5o1ayI4OFjnv/bjx4/j6tWrOq939erVdR76tpeZTp064cqVKzpXjCmVSgQHB6NWrVrptoZp3bhxA/fv30fp0qWN3jegaQkGoNPt2KlTJyQkJKS5omrNmjVwc3PTaW319PTEv//+q1Pv0KFDaSZazQ6mpqZo164dfv/9d7x8+VIqv3v3LkJDQ3Veq23btqF27dpSy9C7bGxs4OfnB1dXV5w9exYHDx7EiBEjpOeNeV+8L20is3z58jR/K9ru7cz+XiwsLLBo0SK8fv0aM2bMAABERkbi2LFj6NKli96/w6ZNm+KPP/7IkcS2QMmViQco38horpo5c+YIAGLt2rVCCCGOHj0qTaS2d+9esX79elG5cmXh4eEhPDw8pPWioqIEAPHDDz+k2SYAMWXKlEzjCgsLE1u2bBFbtmwRlpaWolGjRtLy25PLtW3bVgAQkyZNSjO53qVLl3S2uXbtWgFADBw4UISGhoply5YJe3v7dOcR2rhxowAgli1blm6cN27cEPb29sLb21ts2LBB7N69W3Tq1EnIZDKdOYGOHDkirKyshKenpzh06FCaWN+eH0af9OZJ0rpw4YIAIAYPHqz3+ZSUFOHi4iIqV64slaU3387Lly+Fs7Oz8Pb2FkqlUlSrVk0ULlw43QnrRo8eLQCIiIiITOPfunWrVPbuZJJHjhwR27Zt05lM8tChQ3q3N2vWLAFAZ8JOffs0NTUVnTp1Evv37xfr1q0T7u7uRk0meerUKel95+7uLnx8fKTl27dvS/Vev34tfH19hbu7u1i3bp3Yv3+/6NSpU5rJJM+fPy+aNGkifv31VxESEiL27dsn5s6dK4oXLy6KFi2qs0191q1bJ7p06SJ+++03cfDgQbFt2zbRrVs3AUAEBASkqd+sWTNRuHBhsWzZMnHo0CExYMAAAUAEBwfr1JsxY4aQyWRi8uTJ4sCBA+Lnn38WZcuWFQqFQmeOsvQ+L6ZMmSIAiMePH+uUpzcH0LsiIyOFjY2NaNCggdizZ4/4/fffRYUKFXQmk1QqlcLR0VH8+OOPadYPDQ0Vc+bMESEhIeKvv/4SU6dOFdbW1qJNmzZp5oP60PcF9MyTpJWamipcXFxE+fLl012/c+fOwszMTDqujM5R69athZmZmbh165YYM2aMACBOnDiht+7OnTsFADF//vxMj4HeYJJEGcooSXr16pUoUaKEKFOmjPRBs2bNGlG+fHlhaWkpfHx8xKZNm0Tfvn2zPElq2LChNFPtu4/Q0FCd7aX30Dfx3/r160XFihWFubm5cHFxEcOHDxcvX77UG0OzZs1EoUKFRHx8fIaxXrhwQbRp00bY2toKS0tLUbt2bbFr1y6dOtovEUOOSZ/MkqSRI0dmmqh8/fXXAoA4c+aMECLjSQm1kyNqJxUdOXJkutu9cuWKACCGDRuWbh3txIZvnxfte0/7MDc3F05OTqJhw4bi+++/1zvTslbZsmWFp6en3gk637Zv3z5Ru3ZtYWlpKRwcHESfPn30TkCaHu2s6Poeq1at0qkbExMj+vTpIxwcHKT3wbszhsfExIhevXqJUqVKCWtra2Fubi5KliwpBg0aJO7evZtpPMeOHRNNmzYVLi4uwszMTFhbW4saNWqIX3/9VWfiS62XL1+K4cOHCxcXF2Fubi4qVqwoNmzYkKZecnKyGD9+vHB3dxdWVlaiYcOGIiIiQnh4eORIkiSEEKdPnxZNmzYV1tbWws7OTnTs2FFntuwDBw6kO7niP//8I2rVqiXs7OyEhYWFqFChgvjxxx9FSkqK3n19yPsioyRpx44dmSYqISEhAoCYO3euECLjc3ThwgVhYmIiAgIChJOTk84/Oe9SKpWiePHiws/Pz6DjIA2ZENk0iQkRkYF++uknjB49GpcuXdIZE0ZkqCFDhuDEiRM4c+ZMbodCBQiTJCLKNZcuXcK5c+cwbtw4uLi4pLlEnYgoNzFJIqJc07hxY5w5cwYNGzbEwoULdW5fQ0SU25gkEREREenBKQCIiIiI9GCSRERERKQHkyQiIiIiPXhbEgOp1Wo8fPgQtra2H3TjRyIiIso5Qgi8fPkSbm5uaW4FlRkmSQZ6+PChdH8cIiIiyl/u3bsn3afPUEySDGRrawtAc5Lt7OxyORpdKSkpmDt3LgCgX79+md4UVa1WQwgBe3t7yOXynAiRiIjyucTEROk+gw8fPkShQoVyOSLDxMfHw93dXfoeN0auJklKpRLfffcd1q1bh5iYGLi6uiIgIADffPONTpNYZGQkJkyYgMOHD0OtVsPX1xebN2+W7qDcqFEjHD58WGfbXbt2xcaNG6Xl58+fY/jw4di5cycAoH379li4cCHs7e0NilXbxWZnZ5fnkiSVSoXPPvsMiYmJKFy4cKZJkkqlglKphJ2dHZMkIiIyyNvfF3Z2dvkmSdJ6n6EyuZokzZ49G0uWLMGaNWvg6+uL06dP44svvoBCoZDuzHzz5k3Uq1cP/fr1w9SpU6FQKBAZGQlLS0udbQ0YMADTpk2Tlq2srHSe79GjB+7fv4+QkBAAwMCBA9G7d2/s2rUrm48y+8nlclSqVAnPnz9n0kNERJRFcjVJOnbsGDp06IA2bdoAADw9PbFhwwacPn1aqjNp0iS0bt0ac+bMkcpKliyZZlvW1tZwcXHRu5/IyEiEhITg+PHjqFWrFgBg+fLl8Pf3x9WrV+Ht7Z2Vh0VEREQFQK5OAVCvXj0cPHgQ165dAwCcP38eR48eRevWrQFoxs7s3r0bZcuWRYsWLeDk5IRatWphx44daba1bt06ODo6wtfXF2PHjsXLly+l544dOwaFQiElSABQu3ZtKBQKhIeH640tOTkZ8fHxOo+8Sq1W4/r167h9+zbUanVuh0NERFQg5GpL0oQJExAXF4dy5cpBLpdDpVJh5syZ6N69OwAgNjYWCQkJmDVrFmbMmIHZs2cjJCQEnTt3RmhoKBo2bAgA6NmzJ7y8vODi4oKLFy9i4sSJOH/+PPbv3w8AiImJgZOTU5r9Ozk5ISYmRm9sQUFBmDp1ajYdedZSKpXYtGkTAM2dsM3MzHI5Iiqo1Go1UlJScjsMMoKZmRm74Qu4u3eBy5c1v3t7A15euRtPQZKrSdKmTZsQHByM9evXw9fXFxERERg5ciTc3NzQt29fqVWkQ4cOGDVqFACgcuXKCA8Px5IlS6QkacCAAdI2K1SogDJlyqB69eo4e/YsqlatCkD/gC0hRLoDuSZOnIjRo0dLy9rR8UQfq5SUFERFRbG1Mh+yt7eHi4sL53grgBITAV9fICFBs2xhATx8CDg45G5cBUWuJknjxo3D119/jW7dugEA/Pz8cOfOHQQFBaFv375wdHSEqakpfHx8dNYrX748jh49mu52q1atCjMzM1y/fh1Vq1aFi4sLHj16lKbe48eP4ezsrHcbFhYWsLCw+ICjIyo4hBCIjo6GXC6Hu7u70ROyUe4QQiApKQmxsbEAAFdX11yOiLLa48eaBEkmA0xMgORkIDqaSVJWydUkKSkpKc2HrVwul/5TNTc3R40aNXD16lWdOteuXYOHh0e627106RJSU1OlDwR/f3/ExcXh5MmTqFmzJgDgxIkTiIuLQ506dbLykIgKJKVSiaSkJLi5ucHa2jq3wyEjaK/0jY2NhZOTE7veCpjUVM1PW1ugUCFNgqQtow+Xq0lSu3btMHPmTJQoUQK+vr44d+4c5s2bh8DAQKnOuHHj0LVrVzRo0ACNGzdGSEgIdu3ahbCwMACaKQLWrVuH1q1bw9HREZcvX8aYMWNQpUoV1K1bF4Cm5ally5YYMGAAli5dCkAzBUDbtm15ZRuRAVQqFQBkOgcX5U3axDY1NZVJUgGjHSJoZqZ5AEySslKuJkkLFy7E5MmTMWTIEMTGxsLNzQ1ffvklvv32W6lOp06dsGTJEgQFBWH48OHw9vbGtm3bUK9ePQCaD+2DBw9iwYIFSEhIgLu7O9q0aYMpU6bofBisW7cOw4cPR/PmzQFoJpP85ZdfcvaAifI5jmnJn/i6FVzahMjc/E2SxGsrsk6uJkm2traYP38+5s+fn2G9wMBAndalt7m7u6eZbVsfBwcHBAcHv0+YREREedLbLUnahl62JGWd9xp9ee/ePRw5cgR79+7F2bNnkZycnNVxkRHkcjlatmyJBg0acEAtUQ7z9PTM8B+9Ro0aYeTIkVmyr9u3b0MmkyEiIiJLtkf5n76WJCZJWcfgb9Q7d+5g4sSJ8PT0hKenJxo2bIhWrVqhevXqUCgUaNasGbZs2cLLg3OBXC5H9erV4efnx/EGRG8JCAiATCaTHkWKFEHLli3x77//5nZoRFmCY5Kyl0FJ0ogRI+Dn54fr169j2rRpuHTpEuLi4pCSkoKYmBjs2bMH9erVw+TJk1GxYkWcOnUqu+MmIjJIy5YtER0djejoaBw8eBCmpqZo27ZtbodFlCXebknSdrdxTFLWMShJMjc3x82bN7F161b06dMH5cqVg62tLUxNTeHk5IQmTZpgypQpuHLlCubMmYM7d+5kd9z0FrVajdu3b+PBgwdsySN6h4WFBVxcXODi4oLKlStjwoQJuHfvHh4/fgxAM/N/2bJlYW1tjZIlS2Ly5MlIfedf8Z07d6J69eqwtLSEo6MjOnfunO7+Vq1aBYVCIc34/67g4GBUr14dtra2cHFxQY8ePaR5jADg+fPn6NmzJ4oWLQorKyuUKVMGq1at0tnGrVu30LhxY1hbW6NSpUo4duzY+54eyue0b1W2JGUPgwZu//DDDwZvUHvfNco5SqVSGpTO25JQTsroFiUmJiYwNTU1qK5MJtN536ZX90OnIEhISMC6detQunRpFClSBIDmApLVq1fDzc0NFy5cwIABA2Bra4vx48cDAHbv3o3OnTtj0qRJWLt2LVJSUrB792692//xxx8RFBSEvXv3onbt2nrrpKSkYPr06fD29kZsbCxGjRqFgIAA7NmzBwAwefJkXL58GX/99RccHR1x48YNvHr1SmcbkyZNwo8//ogyZcpg0qRJ6N69O27cuKFzvunjoP1T4Zik7GHwX1TlypXRv39/9OzZE4ULF87OmIgonwgKCkr3uTJlyqBHjx7S8o8//pimhUbLw8MDAQEB0vKCBQuQlJSUpt6UKVOMjvHPP/+EjY0NACAxMRGurq74888/pYscvvnmG6mup6cnxowZg02bNklJ0syZM9GtWzedezlWqlQpzX4mTpyINWvWICwsDH5+funG8/aVuiVLlsTPP/+MmjVrIiEhATY2Nrh79y6qVKmC6tWrSzG9a+zYsWjTpg0AYOrUqfD19cWNGzdQrlw5Q08LFRBvtySxuy3rGTxwu1atWvjmm2/g5uaG7t274+DBg9kZFxFRlmjcuDEiIiIQERGBEydOoHnz5mjVqpU0LGDr1q2oV68eXFxcYGNjg8mTJ+Pu3bvS+hEREWjatGmG+5g7dy6WLl2Ko0ePZpggAcC5c+fQoUMHeHh4wNbWFo0aNQIAaZ+DBw/Gxo0bUblyZYwfPx7h4eFptlGxYkXpd+2dBd7usqOPBwduZy+DW5KWLl2KBQsWYMuWLVi1ahWaN28Od3d3BAYGIiAgACVKlMjOOIkoD5o4cWK6z707HcXYsWPTrfvuZIcjRoz4sMDeUqhQIZQuXVparlatGhQKBZYvX462bdtKrUQtWrSAQqHAxo0bMXfuXKm+9rYeGalfvz52796NzZs34+uvv063XmJiIpo3b47mzZsjODgYRYsWxd27d9GiRQupi1GbwO3evRsHDhxA06ZNMXToUPz444/Sdt7umtSeO45H/DhxCoDsZdSkOpaWlujduzcOHTqEGzduoHfv3li5ciVKliyJFi1aYPPmzdkVJxHlQebm5uk+3h0fk1Hdd8fRpVcvK8hkMpiYmODVq1f4559/4OHhgUmTJqF69eooU6ZMmgtPKlasmGnLec2aNRESEoLvv/8+wzGcV65cwZMnTzBr1izUr18f5cqV09sCVLRoUQQEBCA4OBjz58/HsmXL3u9gqcBjS1L2eu+ZB728vDB9+nTcvn0bGzduxOnTp9G9e/esjI2I6IMlJycjJiYGMTExiIyMxLBhw5CQkIB27dqhdOnSuHv3LjZu3IibN2/i559/xvbt23XWnzJlCjZs2IApU6YgMjISFy5cwJw5c9Lsx9/fH3/99RemTZuGn376SW8sJUqUgLm5ORYuXIhbt25h586dmD59uk6db7/9Fn/88Qdu3LiBS5cu4c8//0T58uWz7oRQgcIpALLXB03PHBoair59+yIgIAAqlQoDBgzIqriIiLJESEgIXF1d4erqilq1auHUqVPYsmULGjVqhA4dOmDUqFH46quvULlyZYSHh2Py5Mk66zdq1AhbtmzBzp07UblyZTRp0gQnTpzQu6+6deti9+7dmDx5Mn7++ec0zxctWhSrV6/Gli1b4OPjg1mzZul0owGaVrSJEyeiYsWKaNCgAeRyOTZu3Jh1J4QKFLYkZS+ZEEIYs8Ldu3exevVqrF69Grdv30b9+vXRr18/fPbZZwb13edX8fHxUCgUiIuLg52dXW6Ho0OlUuHYsWNISkpCtWrVMu2WUKlUUCqVKFy4MGfoJoO8fv0aUVFR8PLygqWlZW6HQ0bi61dwzZ4NfP01EBAAWFoCS5YA330HvMeFoJlKTEyUrhRNSEhAoUKFsn4n2eBDvr8NHri9fv16rFq1CqGhoXB2dkafPn3Qr18/nQGRBdGiRYuwaNEiqFSq3A4lXXK5HP7+/nj+/DmTHiKij4i+KQDYkpR1DE6SAgIC0KZNG+zYsQOtW7f+aG6kOnToUAwdOlTKRImIiPIKfZNJckxS1jE4Sbp//z6cnJyyMxZ6T2q1Gg8fPkR8fDxcXV3ZmkRE9JHgbUmyl8HNQW8nSGvXrkXdunXh5uYmXS47f/58/PHHH1kfIWVKqVTit99+w9atW/N0tyAREWWttwdus7st6xndZ7Z48WKMHj0arVu3xosXL6QvZXt7e8yfPz+r4yMiIqJ06JtMkt1tWcfoJGnhwoVYvnw5Jk2apNOtU716dVy4cCFLgyMiIqL0cQqA7GV0khQVFYUqVaqkKbewsEBiYmKWBEVERESZ421JspfRSZKXlxciIiLSlP/111/w8fHJipiIiIjIAByTlL0MvrpNa9y4cRg6dChev34NIQROnjyJDRs2ICgoCCtWrMiOGImIiEgPjknKXkYnSV988QWUSiXGjx+PpKQk9OjRA8WKFcOCBQvQrVu37IiRiIiI9OAUANnrvWaEHDBgAO7cuYPY2FjExMTg3r176NevX1bHRgaSy+WoX78+atSo8dFM8klkiICAAMhkMshkMpiZmcHZ2RnNmjXDb7/9BrVarXed5s2bQy6X4/jx43qfDw8PR+vWrVG4cGFYWlrCz88Pc+fONWj6De1npZubG8zNzeHh4YERI0bg6dOnH3Sc9PFid1v2+qBvVEdHR04wmQfI5XI0bNgQNWvW5ESSRO9o2bIloqOjcfv2bfz1119o3LgxRowYgbZt20KpVOrUvXv3Lo4dO4avvvoKK1euTLOt7du3o2HDhihevDhCQ0Nx5coVjBgxAjNnzkS3bt2Q0a0wb926herVq+PatWvYsGEDbty4gSVLluDgwYPw9/fHs2fPsvzYqeDjwO3sZXCSdPPmTQQGBkrLJUqUgIODg/QoWrQorl69mi1BEhG9LwsLC7i4uKBYsWKoWrUq/u///g9//PEH/vrrL6xevVqn7qpVq9C2bVsMHjwYmzZt0rliNzExEQMGDED79u2xbNkyVK5cGZ6enujfvz/WrFmDrVu3YvPmzenGMXToUJibm2Pfvn1o2LAhSpQogVatWuHAgQN48OABJk2aJNX19PTE999/j8DAQNja2qJEiRJYtmxZlp8byv/0TQHAMUlZx+AkaeHChXBxcZGWnz9/jokTJ+Knn37CTz/9hBo1auCnn37KliApY0IIPH78GE+fPs3wP1mirCKEQGJiYq48suI93qRJE1SqVAm///67zjGtWrUKvXr1Qrly5VC2bFmdpGffvn14+vQpxo4dm2Z77dq1Q9myZbFhwwa9+3v27Bn27t2LIUOGwMrKSuc5FxcX9OzZE5s2bdI5trlz56J69eo4d+4chgwZgsGDB+PKlSsfeuhUwLzdksTutqxn8MDtAwcOYOHChTplXbp0QcmSJQFA+o+Kcl5qaiqWLl0KABgyZAhMTY0ej09klKSkJNjY2OTKvhMSElCoUKEP3k65cuXw77//SssHDhxAUlISWrRoAQDo1asXVq5ciS+++AIAcO3aNQBA+fLl092ets67rl+/DiFEuuuWL18ez58/x+PHj6UhDK1bt8aQIUMAABMmTMBPP/2EsLAwlCtX7j2OlgqqrJhM8vp1oE8f4MULwMQEGD4c+PLLLA0z3zK4JenOnTvw8vKSlvv37w+FQiEte3p64v79+0btXKlU4ptvvoGXlxesrKxQsmRJTJs2Lc2AysjISLRv3x4KhQK2traoXbs27t69m2Z7Qgi0atUKMpkMO3bs0Hnu+fPn6N27NxQKBRQKBXr37o0XL14YFS8RFRxCCMhkMml55cqV6Nq1q/RPRvfu3XHixIk0wwjSa8kSQsBc+6/8e8QCQCeeihUrSr/LZDK4uLggNjb2vbZPBU9SEvDvv0B8vGb5Q8YkrVoFHD8OXLkCXL4MzJuXtbHmZwY3OZiYmCA2Nhaenp4AkKZr7dGjRzDTvkIGmj17NpYsWYI1a9bA19cXp0+fxhdffAGFQoERI0YA0IyFqlevHvr164epU6dCoVAgMjISlpaWabY3f/58nQ+Zt/Xo0QP3799HSEgIAGDgwIHo3bs3du3aZVTMRARYW1sjISEh1/adFSIjI6V//J49e4YdO3YgNTUVixcvluqoVCr89ttvmD17NsqUKSOtV6dOnTTbu3LlCipXrqx3X6VLl4ZMJsPly5fRsWNHvesWLlwYjo6OUtm7n6cymSzdK/Lo46JWA5UqATduvCl7uyUpKQl4+BAoWvRNWUa0F3L27AmsWwfwYss3DE6SfH19ceDAAdSsWVPv83v37kWFChWM2vmxY8fQoUMHtGnTBoCmNWrDhg04ffq0VGfSpElo3bo15syZI5Vpu/jedv78ecybNw+nTp2Cq6urznORkZEICQnB8ePHUatWLQDA8uXL4e/vj6tXr8Lb29uouIk+djKZLEu6vHLLoUOHcOHCBYwaNQoAsG7dOhQvXjxNC/TBgwcRFBSEmTNnokWLFnBwcMDcuXPTJEk7d+7E9evX073Jd5EiRdCsWTP8+uuvGDVqlM64pJiYGKxbtw59+vRJ9588yn8SEoBatQBtQ2TjxsDevZrurA91+7YmQZLJAGdnwMsLqFlT0woEALduAcWKAWXLAhcvZpwoqVTAyZOa3wMCNEnS8+eaRIwzyhjR3fbFF19g5syZ2L17d5rndu3ahVmzZkl994aqV68eDh48KPXjnz9/HkePHkXr1q0BAGq1Grt370bZsmXRokULODk5oVatWmk+yJKSktC9e3f88ssvOoPLtY4dOwaFQiElSABQu3ZtKBQKhIeHGxUzEeUvycnJiImJwYMHD3D27Fl8//336NChA9q2bYs+ffoA0HS1ffrpp6hQoYLOIzAwEC9evMDu3btRqFAhLF26FH/88QcGDhyIf//9F7dv38bKlSsREBCA/v37S59d+vzyyy9ITk5GixYt8Pfff+PevXsICQlBs2bNUKxYMcycOTOnTgnlgH//1SQtKpXmceAA8Phx1mz74kXNz0qVgOhoIDwcsLUFKlQAfHwA7Uww164B585lvK0jR4DERM36detqytRqzfgkMiJJ0l762q5dO/j4+KBTp07o3LkzfHx80LFjR7Rp0wYDBgwwaucTJkxA9+7dUa5cOZiZmaFKlSoYOXIkunfvDgCIjY1FQkICZs2ahZYtW2Lfvn3Sfg8fPixtZ9SoUahTpw46dOigdz8xMTF653NycnJCTEyM3nWSk5MRHx+v8yCi/CckJASurq7w9PREy5YtERoaip9//hl//PEH5HI5zpw5g/Pnz6NLly5p1rW1tUXz5s2lOZM+/fRThIaG4u7du6hfvz68vLzQv39/TJgwAcuXL88wjjJlyuD06dMoVaoUunbtilKlSmHgwIFo3Lgxjh07BgcHh2w5fsodL19qflaoAGhf2idPPmybKSnApUvA1q1vtv22QoU0zyuVQNu2mrJatYBmzYBXr3TrPnoE1KkDdOqkWe7ZE7CyArTXY2Q2bdedOzL89ZemFaogX1Rt1GVQGzZsQIcOHbBx40ZpMGOZMmXw7bffvtctSTZt2oTg4GCsX78evr6+iIiIwMiRI+Hm5oa+fftK/e8dOnSQmsUrV66M8PBwLFmyBA0bNsTOnTtx6NAhnMskXdbXjP3uwM23BQUFYerUqUYfExHlHatXr04zF9K7qlWrluG0Ajt37tRZrl+/vjS28fXr1+jQoQPWrFmDwMBAFC1aNMN9eXh4YNWqVZnGffv27TRl+m4sTnmXNkkqXFgzkPrZs8yTpFevgM8+A6KigNmz3yQ6Ws2aAX///WY5oxEudesCf/6p+f3AAc16/124CQD4/Xfg2DHN7xYWwMiRmt8dHDRdhU+fAqVLp7d1G9SsaQXtNGLbtwN6htoVCEb3OHbr1g07duzA5cuXcfnyZfzxxx/vfc+2cePG4euvv0a3bt3g5+eH3r17Y9SoUQgKCgKgmdHb1NQUPj4+OuuVL19eurrt0KFDuHnzJuzt7WFqaipdmdKlSxc0atQIgGYekkePHqXZ/+PHj+Hs7Kw3tokTJyIuLk563Lt3772OMSfI5XLUrl0blStX5m1JiHKQpaUl/vjjD/Tp0wd/v/3tRR89bZJkawtox+NnlCS9fKlJNHbv1nTT/TeriyQpSdM1Bmhae8zNgQx6d9GpE/D29U1RUbrPa3PuwEDNFADaoblFimh+Pnum6XL73/+A5cuBNWve7oLzRGLimwaGtweQFzQGtSQlJiYaNUjT0PpJSUlpvtTlcrnUgmRubo4aNWqkuQT32rVr8PDwAAB8/fXXaeZn8vPzw08//YR27doBAPz9/REXF4eTJ09KA89PnDiBuLg4vVepAJpZei0sLAw42twnl8vxySef4Pnz57wtCVEOs7S0xNdff53bYVAe83aSpJ26LqOrxmbMAPbte7P87iw3V65ourWKFAFiYzVdahnNOOHtrRmAPX48sHBh+klSixaAu/ubcm2S9PQpMHYs8PbdeXr21O5Qt8X03a68gsSgJKl06dIYNmwYAgIC4ObmpreOEAIHDhzAvHnz0KBBA0ycODHT7bZr1w4zZ85EiRIl4Ovri3PnzmHevHk6tz8ZN24cunbtigYNGqBx48YICQnBrl27EBYWBkDTSqRvsHaJEiWky3vLly+Pli1bYsCAAdKkiwMHDkTbtm15ZRsREWXo2TNNl5mzM/DHH5pB2T16AKVKpb/O20mSts1A25L0/LnmeZlMcxWaiYlmkPXbtElSYqKmWyw4WLPs66upb8iUXJaWmivfAE2S9PKl5iq7a9fexPfurBXa8VOPHwPanuZ69YCjR4HffzcFMAxAK511kpIyjyW/MihJCgsLwzfffIOpU6eicuXKqF69Otzc3GBpaYnnz5/j8uXLOHbsGMzMzDBx4kQMHDjQoJ0vXLgQkydPxpAhQxAbGws3Nzd8+eWX+Pbbb6U6nTp1wpIlSxAUFIThw4fD29sb27ZtQ7169Yw60HXr1mH48OFo3rw5AKB9+/b45ZdfjNpGXiWEwIsXLxAfH4/ChQvndjhERAXG69dAtWqalpVly4D/rivC6dOahCk9bydJ2kvwnzwBwsKApk01V5ABmi627ds1rUMAsHq15lL8Fy+Ar7/WtOS83U3n62tc/Nok6fffNbNqnznz5rny5dMmetqWpGnTNDHY2gIHDwIVKwJXr8oA/JxmHx99S5K3tze2bNmC+/fvY8uWLfj7778RHh6OV69ewdHREVWqVMHy5cvRunVro8bE2NraYv78+enOLaIVGBio07qUGX2DMB0cHBCsTcULmNTUVCnh421JKDvx3oD5E1834wkBzJ8P7N+vmZcIeJMgAcCdOxmv/3aSpL1i7MkTzRgftVrTBadUArt2aWbN1iZJJUtqWnOePdMM3gY0de3tNes3aGDccWinFVSpgK5dNb83bQqsWKFpxXp3hEalSpqf2vFHnTppWq1WrAAWLlRi8+ZzAGrorPPRJ0laxYsXx6hRo6QrzYjo46Ad65aSkpLmBq2U9yX91x9i7F0RPmbnzgGjR6f/fGZ3iHk7SdJ2YR0+/Kb8r7+AwYM1g54PH34zh5KTE1CixJtL8EuW1HS3FS6sSdbSv+JMP19fzcDxJ0/edIuVLQv8d/OMNAYOBGrX1sRpagpUraopr1cPqFIlGZs3TwOguVOFpaWmpe2j724joo+bqakprK2t8fjxY5iZmfEqynxCCIGkpCTExsbC3t6eF3YYITRU87NSJU0yExioaXV58ECTxDx+rGltSk4GTpzQdFsVL/5m/beTJG1Coh1npFAA9etrWnRu3ABCQoC4OM1zTk6arq2ICM2YpdBQTRkA/HdnHKPI5Zqr4t6+t3KJEunXl8netCbp9+ZSNnd3zZVxbEkioo+aTCaDq6sroqKicCezfgbKc+zt7fVe4ELp085X3KsX8OWXb8q1CYtSqemSGjlS04Vmb6/pgrOz0zyvTZJsbIBGjTSX0D94oClr0kQzN1G9eppL/bXzGWm71RYsANq00SRFGSU0hipV6k33HvCh27wl/aadYoBJEhF99MzNzVGmTBmkpKTkdihkBDMzM7YgvQftJfL+/rrlFhaaRCg+XtOapL1s/8ULTYvNf7ci1WlJMjHRDJp+l/ZWqNoWJicnTUuOvT3w+edZdyxmZppuuitXNMtvX/JvvDd//25uwIUL7G4jIgIAmJiYwPLtGeqICihtkqO92uttRYtqkqRz54C372y1YoUmKapfXzdJSk/p0pqESDtIWs/ds7JMtWpvkqT36bbT1Q29e69Fu3Zm2Lu3YLckcWABERHRW4TQ3JoD0J/kaJOZd282sWMH0LChpoVI2yudUZJkYvKm5Ql407KUHX78EfjlF80tSj6853UTFi9Ogb29ZqkgJ0lGtyR5enoiMDAQAQEBKJEVnaX0wUxMTFCtWjUkJyeney86IiIyTErKm/E72sv33/buLfq++kpzldf588CpU5o5lABNElSsWMb7WrMG+L//03SzZefcxi4uwNChWbtN7YWu7G57y5gxY7B69WpMmzYNjRs3Rr9+/dCpU6d8cwuPgsjU1BStWrXC8+fPOUcSEdEH0rYiAW9my35bpUqa2ajlciAoCBg+XDNWCQDCwzXJEgD4+ACurhnvSy7X1MuPtElSQW5Jkon3nGXs/Pnz+O2337BhwwYolUr06NEDgYGBqKqdVKGAiY+Ph0KhQFxcHOy0ly/kISqVSkqSMhukqVKpoFQqUbhwYQ7oJCJ6x+3bmpmqLS31JwAqleayfw+PzFuKCpLExETY/Ne0lpCQgLt3C8HHRzMPVEb3pcttH/L9/d5jkipVqoQFCxbgwYMHmDJlClasWIEaNWqgUqVK+O233zjDaw4SQiAxMRGvXr3ieSci+kDaliR9XW2ApvWnTp2PK0HS52NoSXrvvpnU1FRs374dq1atwv79+1G7dm3069cPDx8+xKRJk3DgwAGsX78+K2OldKSmpuKnn34CwNuSEBF9qMySJNJ4O0kSQjOuqqAx+tv07NmzWLVqFTZs2AC5XI7evXvjp59+Qrly5aQ6zZs3RwNjbzBDRESUB2R0ZRu9YW395vfXr98kTQWJ0UlSjRo10KxZMyxevBgdO3bUey8gHx8fdHv32kgiIqJ8gC1Jhnk7KXr1ikkSAODWrVvw8PDIsE6hQoWwatWq9w4qL1m0aBEWLVoElUqV26EQEVEOYJJkGFPTN7c72bULqF5dc0PdgsTogduZJUgFzdChQ3H58mWcOnUqt0MhIqIc8PZ91yhjCoXmZ0AAUKGC5qq/gsToJKlw4cJwcHBI8yhSpAiKFSuGhg0bFphWJCIi+viwJclwP/0E1K37Jlk6dy5348lqRidJ3377LUxMTNCmTRtMnToV3333Hdq0aQMTExMMHToUZcuWxeDBg7F8+fLsiJeIiChbMUkyXO/ewNGjQPfumuWHD3M3nqxm9Jiko0ePYsaMGRg0aJBO+dKlS7Fv3z5s27YNFStWxM8//4wBAwZkWaCUPhMTE1SsWBEpKSm8LQkR0Xt6/BjYt09zaxGAV7cZQztnVEFLkoxuSdq7dy8++eSTNOVNmzbF3r17AQCtW7fGrVu3Pjw6MoipqSnat2+Ppk2bco4kIqL3FBgI9OoF/PWXZlnbhUSZc3PT/HzwIHfjyGpGJ0kODg7YtWtXmvJdu3bBwcEBgGbqclum4ERElI9cuaL5Wbs20LWrJmEiw2hbkkJCNFe5deoEJCfnbkxZwehmh8mTJ2Pw4MEIDQ1FzZo1IZPJcPLkSezZswdLliwBAOzfvx8NGzbM8mBJPyEEUlJSkJqaynuxERG9p9hYzc/VqwFv71wNJd/RtiQBwJkzmkd4ONC4ce7FlBWMTpIGDBgAHx8f/PLLL/j9998hhEC5cuVw+PBh1KlTBwAwZsyYLA+U0peamoo5c+YA4G1JiIjex+vXQHy85ncnp9yNJT/Sdx+7mJicjyOrGfVtmpqaioEDB2Ly5MnYsGFDdsVERESUo7StSGZmgL19roaSLzk4AMOGAQcPApcva8oKQpJk1JgkMzMzbN++PbtiISIiyhXaJMnJqWDeqDUn/PwzcOkSMGqUZvmjS5IAoFOnTtixY0c2hEJERJQ73k6S6MO4uGh+RkfnbhxZwejBK6VLl8b06dMRHh6OatWqoVChQjrPDx8+PMuCIyIiym7JycD9+5rfnZ1zN5aCQJskFYSWJKOTpBUrVsDe3h5nzpzBmTNndJ6TyWRMkoiIKN9YtAgYPhxQqzXLbEn6cNok6fhxQIj83X1pdJIUFRWVHXEQERHluL/+epMgmZoCLVrkbjwFgTZJevkS+PZbYPr03I3nQxg9JkkrJSUFV69ehVKpfO+dK5VKfPPNN/Dy8oKVlRVKliyJadOmQa19x/4nMjIS7du3h0KhgK2tLWrXro27d+9Kz3/55ZcoVaoUrKysULRoUXTo0AFXtLOC/ef58+fo3bs3FAoFFAoFevfujRcvXrx37HmJiYkJypcvj1KlSvG2JERERkhM1Pz87TfNl3qPHrkbT0Hg4wNYWmp+37Mnd2P5UEYnSUlJSejXrx+sra3h6+srJSvDhw/HrFmzjNrW7NmzsWTJEvzyyy+IjIzEnDlz8MMPP2DhwoVSnZs3b6JevXooV64cwsLCcP78eUyePBmW2lcAQLVq1bBq1SpERkZi7969EEKgefPmUKlUUp0ePXogIiICISEhCAkJQUREBHr37m3s4edJpqam6NKlC1q2bMk5koiIjKBNkhwd33yx04cxNQUuXtT8fumSZrzXhQtvBsfnJzIhhDBmhREjRuCff/7B/Pnz0bJlS/z7778oWbIkdu7ciSlTpuDcuXMGb6tt27ZwdnbGypUrpbIuXbrA2toaa9euBQB069YNZmZm0rIh/v33X1SqVAk3btxAqVKlEBkZCR8fHxw/fhy1atUCABw/fhz+/v64cuUKvA2YWjU+Ph4KhQJxcXGws7MzOJacolKp8Pz5c5iammY667ZKpYJSqUThwoU5QzcRfdR8fTXz+hw8CDRpktvR5G2JiYmwsbEBACQkJKS5cOttajVgZ/cmCQUAuVyTLJUvn92R6vqQ72+jmx127NiBTZs2oXbt2jpdOz4+Prh586ZR26pXrx6WLFmCa9euoWzZsjh//jyOHj2K+fPnAwDUajV2796N8ePHo0WLFjh37hy8vLwwceJEdOzYUe82ExMTsWrVKnh5ecHd3R0AcOzYMSgUCilBAoDatWtDoVAgPDxcb5KUnJyM5LduPBP/31SsqapUpKpSjTrOnKBSqZCqSoWQCaihzrSuUqVEqio107pERAVZYqIpABksLJVIVRnVZvDRefu7z5DvwgoV5Dhx4k2HlUoFnDytROmyOXueP+Q72+gk6fHjx3DSM/w/MTHR6PEwEyZMQFxcHMqVKwe5XA6VSoWZM2eie/fuAIDY2FgkJCRg1qxZmDFjBmbPno2QkBB07twZoaGhOveH+/XXXzF+/HgkJiaiXLly2L9/P8zNzQEAMTExemN2cnJCTDrXKAYFBWHq1Klpyu+8uAMblY1Rx5ndlKlKbFm2BQDQvHtzWFhYZFhfpVZBrVTjhewF5CZsSSKij1d8QkkApniuuo+o5ym5HU6elpSYJP1++/ltWKdYZ1i/fXc7XL1WFO6eqVDYq3A0tBCu3X2GqOcvsjlSXQkvE957XaOTpBo1amD37t0YNmwYAEiJ0fLly+Hv72/UtjZt2oTg4GCsX78evr6+iIiIwMiRI+Hm5oa+fftKA7g7dOiAUf9N4Vm5cmWEh4djyZIlOklSz5490axZM0RHR+PHH3/E559/jn/++Ucau6QvgRNCpJvYTZw4EaNHj5aW4+Pj4e7uDhOZCSxMM05CcpqJeJOpW8gtMo1PpVJBBRUs5BbsbiOij1pSoubz015hCgtTXviSEZXpm3G+FqaZf9f07JuMnn01E1B9O64wjoYC8c8zXy+rJcmSMq+UDqOTpKCgILRs2RKXL1+GUqnEggULcOnSJRw7dgyHDx82alvjxo3D119/jW7dugEA/Pz8cOfOHQQFBaFv375wdHSEqakpfHx8dNYrX748jh49qlOmvWqtTJkyqF27NgoXLozt27eje/fucHFxwaNHj9Ls//Hjx3BOZ+YwCwsLvS0ypiamMJObGXWc2e6tHjMzEzOYmWQcn4kwgYkwgZncjEkSEX20VCog+bUmSVLYmsJM/t4XfH8U3v7uM5ObGfVdWLSo5ueL5zn/HWpq8v4XNBn9jqhTpw7++ecfJCUloVSpUti3bx+cnZ1x7NgxVKtWzahtJSUlwcRENwS5XC61IJmbm6NGjRq4evWqTp1r167Bw8Mjw20LIaQxRf7+/oiLi8PJkyel50+cOIG4uDjUqVPHqJiJiKhgeJX0puXI2prjkbKTQxHN9/qzJ/krEX2v9MrPzw9r1qz54J23a9cOM2fORIkSJeDr64tz585h3rx5CAwMlOqMGzcOXbt2RYMGDdC4cWOEhIRg165dCAsLAwDcunULmzZtQvPmzVG0aFE8ePAAs2fPhpWVFVq3bg1A0/LUsmVLDBgwAEuXLgUADBw4EG3btjXoyjYiIip4kv5LkmQyAUsrJknZycHxvyTp6UeQJKnVaty4cQOxsbFpJn5s0KCBwdtZuHAhJk+ejCFDhiA2NhZubm748ssv8e2330p1OnXqhCVLliAoKAjDhw+Ht7c3tm3bhnr16gEALC0tceTIEcyfPx/Pnz+Hs7MzGjRogPDwcJ3B2uvWrcPw4cPRvHlzAED79u3xyy+/vM/hExFRAZCUqEmSrKxFvr51Rn6gbUl6WtBbko4fP44ePXrgzp07eHeKJZlMpjOBY2ZsbW0xf/586ZL/9AQGBuq0Lr3Nzc0NewyY0tPBwQHBwcEGx0ZERAWbtiWJXW3Zr8h/LUmPY+W4eV0OJ2c1bO3y/nk3OkkaNGgQqlevjt27d8PV1ZW3wcgDZDIZinsWh1Kp5OtBRGQgbUuSdaG8/2Wd32lbkl48N0GDas6wsVXj2L+xUnleZXSSdP36dWzduhWlS5fOjnjoPZiamqJ5h+aIi4vj1WpERAZiS1LOcXJWo2XbVzh21AIv42VIeGmC61dNUatO3p6byujOwVq1auHGjRvZEQsREVGOeZWk+Qq0YpKU7WQyYOX657h8NwaVqmpmwI57kfd7PoxuSRo2bBjGjBmDmJgY+Pn5wcxMd76DihUrZllwH4O/Q83xKPrDW3/UQo1XSTKYmJjAxCTjN55aLaBWq2FlbQUTWf4aREdElFXOntLclaGQDZOknKRQvOl6y+uMTpK6dOkCADoDqWUymTR7tTEDtwlY+rMNwg7y1tNERLnFzi5vj4spaBT2mvMd96IAJklRUVHZEcdHq2KV1A++9FQtBB7c0Uz97lzMJc0Ene8SQkAIATNTUw70JqKPmpm5wJfD3v/eXmQ8hb2m5a5AJkmZzXRNxpnw7csP3kZqaipWL1wPAOjcpzMsLA24d5tKBYVCwYHeRESUoxSFNS1J8XF5/590g9O4IUOGICHhTba9du1aneUXL15IM1wTERER6SONScoHLUkGR7h06VIkJb25k+7QoUMRGxsrLScnJ2Pv3r1ZGx0REREVKPmpu83gCN+dXfvdZSIiIqLMvBm4XYC624iIiIg+lDZJevbUBM+emkCpzOWAMsAkqQCQQQaXYi5wdHYE8n5iTkREHzGFQtMTdfO6Gfy8XNC4phNS8ujE20Zd3fbtt9/C2toaAJCSkoKZM2dCoVAAgM54JcpZpmamaP1pa96WhIiI8rwy5VLhXT4VVyM1k1HfumGK+3flKFk6782zaHCS1KBBA1y9elVarlOnDm7dupWmTkGzaNEiLFq0iJNkEhERZQFLS+Dg8ccQAqhfxQm3o0zx9Ek+T5LCwsKyMYy8a+jQoRg6dCji4+OlVjMiIiJ6fzKZ5lGkqBq3o4Anj/Pm6B+jJ5OkvCc1NRUbV2yEWq1G265t2eVGRET5gmNRTesRkyTKVq9fvc7tEIiIiIziWFRzpVteTZLyZlRERERU4BVx1CRJT5kkEREREb0htSQ9yZvDRJgkERERUa7Qjkk6GW6OEV/aI/JS3hoF9F7RvHjxAidPnkRsbCzUarXOc3369MmSwIiIiKhg8/DSJEmPYuTYusEanT9/hfK+eWcKbqOTpF27dqFnz55ITEyEra0tZLI3UzzLZDImSURERGSQSlVTsWTNMzy4p+luK1k67yRIwHskSWPGjEFgYCC+//57afZtyl0yyODo5KiZ8JK3JSEionxCJgPadcq7V2cbnSQ9ePAAw4cPZ4KUh5iamaJ99/a8LQkREVEWMnrgdosWLXD69OnsiIWIiIgozzC6JalNmzYYN24cLl++DD8/P5iZmek83759+ywLjoiIiCi3GJ0kDRgwAAAwbdq0NM/JZDLeCDYXKFOV2LJ6C9RqNVp+2pJdbkRERFnA6CTp3Uv+KfcJCCS8TNAuEBERURbI1ckklUolvvnmG3h5ecHKygolS5bEtGnT0iRikZGRaN++PRQKBWxtbVG7dm3cvXsXAPDs2TMMGzYM3t7esLa2RokSJTB8+HDExcXpbOP58+fo3bs3FAoFFAoFevfujRcvXuTUoRIREVE+815J0uHDh9GuXTuULl0aZcqUQfv27XHkyBGjtzN79mwsWbIEv/zyCyIjIzFnzhz88MMPWLhwoVTn5s2bqFevHsqVK4ewsDCcP38ekydPhqWlJQDg4cOHePjwIX788UdcuHABq1evRkhICPr166ezrx49eiAiIgIhISEICQlBREQEevfu/T6HT0RERB8BmRDCqA6a4OBgfPHFF+jcuTPq1q0LIQTCw8Oxfft2rF69Gj169DB4W23btoWzszNWrlwplXXp0gXW1tZYu3YtAKBbt24wMzOTlg2xZcsW9OrVC4mJiTA1NUVkZCR8fHxw/Phx1KpVCwBw/Phx+Pv748qVK/D29s50m/Hx8VAoFDh58yQK2xdO87yJzASWppbSclJqUrrbkkEGKzOr96r7KvUVxDt9aqmpqQheEgwA6NanGywsLTR1la+g7+VVqVRQq9VwKeIijV/St923WZu9mfLBmLqvla+hFul30RpT18rUSpq8NFmZDJVIf/ybMXUtTS1hItP8v5CiSoFSnf5kZsbUtZBbQG4iN7puqioVqerUdOuay81hamJqdF2lWokUVUq6dc1MzGAmNzO6rkqtQrIqOd26piamMJebG11XLdR4rUx//hRj6splcliYav4uhBB4pXyVJXWN+bvPzc+I7K4L8DPifermt8+I1Fep8CnuAwCIfBAJU8v0R+zkpc+IZ8+fwc/DD3FxcbCzs0u3vt5tGFUbwMyZMzFnzhyMGjVKKhsxYgTmzZuH6dOnG5Uk1atXD0uWLMG1a9dQtmxZnD9/HkePHsX8+fMBaMY/7d69G+PHj0eLFi1w7tw5eHl5YeLEiejYsWO629WeCFNTzeEdO3YMCoVCSpAAoHbt2lAoFAgPD9ebJCUnJyM5+c0LFR8fDwCoubwmYJmmOpp4NcHaTm8SuYqLK6b74epf3B9bP98qLddaUQvPXj3TW7eScyXs6blHWm60phHux9/XW7coiqIbuknLn27/FDee39Bb162QG473Py4td9ncBecfnddb18HKARcGX5CWe2/vjWP3j+mta2VqhRvD3+xzwK4BOBR1SG9dAHgw+oH0+/C/hmP39d3p1r0+7Lr0gTnhwARsubwl3br/DvoXRayLAACmHp6KNefXpFv3eL/jcFe4AwBmH52NJWeWpFv3UJ9D8HbUvF8WnliIecfnpVt3d4/dqOxSGQCw8uxKzDgyI926Wz7bgjrudQAA6y6sw6RDk9Ktu6bjGnxS8hMAwO9XfsfovaPTrbuk7RK0K9sOAPDXjb8w6M9B6dad12Ieuvp2BQCE3Q5D3x190607s8lMBFQOAACceHACn235LN2639T/BoNrDAYAXIi9gDbr26Rbd3Tt0RhTZwwA4PrT62jyvybp1h1UbRAmN5wMAHgQ/wC1V9ZOt27fSn3xfdPvAQDPXj1DxSUV0637mc9nmN9yPgDNPxplFpZJt26bMm2wrN0yaTmjunnhM6JskbII7RsqLbde3xrXnl7TW7e4XXGc6H9CWuZnBD8jZjWaJf1+5N4RDAwZmG7dvPYZ8b6M7m67desW2rVrl6a8ffv2iIqKMmpbEyZMQPfu3VGuXDmYmZmhSpUqGDlyJLp37w4AiI2NRUJCAmbNmoWWLVti37596NSpEzp37ozDhw/r3ebTp08xffp0fPnll1JZTEwMnJyc0tR1cnJCTEyM3u0EBQVJ45cUCgXc3d2NOjYiIiLK34zubitdujTGjRunk4QAwNKlS/Hjjz/i+vXrBm9r48aNGDduHH744Qf4+voiIiICI0eOxLx589C3b188fPgQxYoVQ/fu3bF+/Xppvfbt26NQoULYsGGDzvbi4+PRvHlzFC5cGDt37pTmcPr++++xZs0aXL16Vad+mTJl0K9fP3z99ddpYtPXkuTu7p4nu9uUqUrs3LQTarUabTq2gYUFu9vYlJ62Lrvb2N3G7rb3q8vPCA12txlgzJgxGD58OCIiIlCnTh3IZDIcPXoUq1evxoIFC4za1rhx4/D111+jWzdNF5Gfnx/u3LmDoKAg9O3bF46OjjA1NYWPj4/OeuXLl8fRo0d1yl6+fImWLVvCxsYG27dv15nk0sXFBY8ePUqz/8ePH8PZ2VlvbBYWFlKy8TYrUyudP9r0GFLnfeq+/aElMQO69+me5rYkVqZ66gJQmajSzGeld7vGxJCOt78UsrKu9kssq+uay82lP8Dcqmsmf/PhkpV1TU1MpQ/DrKwrN5HD2sSw97AxdU1kJgb/bRhTVyaTZUtdIPv+7j/4MyIP1+VnhPF1c+szIiklSaeuoe/LvPAZ8b6MTpIGDx4MFxcXzJ07F5s3bwagSVo2bdqEDh06GLWtpKQkmJjo9vjJ5XJpCgBzc3PUqFEjTQvQtWvX4OHhIS3Hx8ejRYsWsLCwwM6dO6Ur37T8/f0RFxeHkydPombNmgCAEydOIC4uDnXq1DEqZiIiIvo4GJ0kAUCnTp3QqVOnD955u3btMHPmTJQoUQK+vr44d+4c5s2bh8DAQKnOuHHj0LVrVzRo0ACNGzdGSEgIdu3ahbCwMACaFqTmzZsjKSkJwcHBiI+PlwZZFy1aFHK5HOXLl0fLli0xYMAALF26FAAwcOBAtG3b1qAr24iIiOjjY/SYpJIlS+LUqVMoUqSITvmLFy9QtWpV3Lp1y+BtvXz5EpMnT8b27dsRGxsLNzc3dO/eHd9++y3Mzd80O/72228ICgrC/fv34e3tjalTp0qtVmFhYWjcuLHe7UdFRcHT0xOAZtLJ4cOHY+fOnQA045p++eUX2NvbGxSrdgqAC3cuwKGwg8HHmBOUqUpsX7cdKrUKzTo009tN+DaVStPdplAoeAsTIiIySFJiEsq4aq7gvB59HdaFsrerK6t8yJgko5MkExMTvVeLPXr0CCVKlNAZ7FyQ5OUkKTU1FasXrgYAdO7TWZonKT1MkoiIyFgfY5JkcHebtgUGAPbu3QuFQiEtq1QqHDx4UGq1ISIiIsrvDE6StJM3ymQy9O2rO8mcmZkZPD09MXfu3CwNjoiIiCi3GJwkaa848/LywqlTp+Do6JhtQRERERHlNqOvbjN2Vm0iIiKi/Mjo25IAwOHDh9GuXTuULl0aZcqUQfv27XHkyJGsjo2IiIgo1xidJAUHB+OTTz6BtbU1hg8fjq+++gpWVlZo2rSpzq1DKOfIIIONrY3mSgNZbkdDRERUMBg9BUD58uUxcOBAjBo1Sqd83rx5WL58OSIjI7M0wLwiL08BAGiuMNTeliSzy/o5BQARERnrY5wCwOiWpFu3bqFdu3Zpytu3b8/xSkRERFRgGJ0kubu74+DBg2nKDx48CHd39ywJioiIiCi3GX1125gxYzB8+HBERESgTp06kMlkOHr0KFavXo0FCxZkR4yUCWWqErs27YJKpULjto3ZhUZERJQFjE6SBg8eDBcXF8ydOxebN28GoBmntGnTJul+apSzBASexD7RLhAREVEWMDpJAoBOnTqhU6dOWR0LERERUZ7xXkkSAKSkpCA2NlaaiVurRIkSHxxUXrJo0SIsWrQIKpUqt0MhIiKiHGR0knT9+nUEBgYiPDxcp1wIAZlMVuCSiaFDh2Lo0KHSFABERET0cTA6SQoICICpqSn+/PNPuLq6Qibj7IVERERU8BidJEVERODMmTMoV65cdsRDRERElCcYnST5+PjgyZMn2RELfQBLK8s048OIiIjo/RmUJMXHx0u/z549G+PHj8f3338PPz8/mJmZ6dQ1dspv+nBmZmboMbCHdFsSIiIi+nAGJUn29vY6Y4+EEGjatKlOnYI6cJuIiIg+TgYlSaGhodkdBxEREVGeYlCS1LBhw+yOgz6AMlWJv37/C0qlEg1aNmCXGxERURYw+Aa3SUlJGDp0KIoVKwYnJyf06NGDA7jzCAGBmAcxePLoCW9LQkRElEUMTpKmTJmC1atXo02bNujWrRv279+PwYMHZ2dsRERERLnG4CkAfv/9d6xcuRLdunUDAPTq1Qt169aFSqVi9w4REREVOAa3JN27dw/169eXlmvWrAlTU1M8fPgwWwIjIiIiyk0GJ0kqlQrm5uY6ZaamplAqlVkeFBEREVFuM7i7TQiBgIAAWFhYSGWvX7/GoEGDUKhQIans999/z9oIiYiIiHKBwS1Jffv2hZOTExQKhfTo1asX3NzcdMqMoVQq8c0338DLywtWVlYoWbIkpk2blub2GpGRkWjfvj0UCgVsbW1Ru3Zt3L17V3p+2bJlaNSoEezs7CCTyfDixYs0+3r+/Dl69+4txdm7d2+99fIrU1NTyE05NoyIiCirGNyStGrVqizf+ezZs7FkyRKsWbMGvr6+OH36NL744gsoFAqMGDECAHDz5k3Uq1cP/fr1w9SpU6FQKBAZGQlLS0tpO0lJSWjZsiVatmyJiRMn6t1Xjx49cP/+fYSEhAAABg4ciN69e2PXrl1Zflw5zczMDH2G9uFtSYiIiLKQ0Te4zUrHjh1Dhw4d0KZNGwCAp6cnNmzYgNOnT0t1Jk2ahNatW2POnDlSWcmSJXW2M3LkSABAWFiY3v1ERkYiJCQEx48fR61atQAAy5cvh7+/P65evQpvb+8sPCoiIiIqCHI1SapXrx6WLFmCa9euoWzZsjh//jyOHj2K+fPnAwDUajV2796N8ePHo0WLFjh37hy8vLwwceJEdOzY0eD9HDt2DAqFQkqQAKB27dpQKBQIDw/XmyQlJycjOTlZWtbe5FepViJVlfp+B5yNVCoVUtWpUMvUUMvUGddVq6BSq5CqSoUaGdclIiICoPPdl6pKzZPfhfoo1e9/gVmuJkkTJkxAXFwcypUrB7lcDpVKhZkzZ6J79+4AgNjYWCQkJGDWrFmYMWMGZs+ejZCQEHTu3BmhoaEG3y4lJiYGTk5OacqdnJwQExOjd52goCBMnTo1TblaqJGsTNazRu5RKVU48tcRKJVKVG1cFeZm5hnXV6ugVqqRrEqGXLB7joiIMvf2d1+yMhlyZf74/lCL928MyNUkadOmTQgODsb69evh6+uLiIgIjBw5Em5ubujbt680gLtDhw4YNWoUAKBy5coIDw/HkiVLjLqnnEwmS1MmhNBbDgATJ07E6NGjpeX4+Hi4u7vDw94DdnZ2xhxmtktJSUH03WgAQAmbEjrjtfRRqVRQKpUobF+YY5iIiMggieaJ0u+ehT11rmzPy+Ll8e+9bq4mSePGjcPXX38tzeLt5+eHO3fuICgoCH379oWjoyNMTU3h4+Ojs1758uVx9OhRg/fj4uKCR48epSl//PgxnJ2d9a5jYWGhM92BlpncDGZyM4P3nROE/M0N2wyJzwQmkAkZzORmTJKIiMggb3+35MXvwvR8SJwGTwGQHZKSkmBiohuCXC6XWpDMzc1Ro0YNXL16VafOtWvX4OHhYfB+/P39ERcXh5MnT0plJ06cQFxcHOrUqfMBR0BEREQFVa62JLVr1w4zZ85EiRIl4Ovri3PnzmHevHkIDAyU6owbNw5du3ZFgwYN0LhxY4SEhGDXrl06V7LFxMQgJiYGN27cAABcuHABtra2KFGiBBwcHFC+fHm0bNkSAwYMwNKlSwFopgBo27Ytr2wjIiIivXK1JWnhwoX49NNPMWTIEJQvXx5jx47Fl19+ienTp0t1OnXqhCVLlmDOnDnw8/PDihUrsG3bNtSrV0+qs2TJElSpUgUDBgwAADRo0ABVqlTBzp07pTrr1q2Dn58fmjdvjubNm6NixYpYu3Ztzh0sERER5SsyIYTIvBrFx8dDoVAgLi4uTw7cDgoKAgAMGTLE8IHbhTlwm4iIDJOYmAgbGxsAQEJCQv4ZuP0B39+52t2Wn2hzSe18SXlJSkoKXr9+DQCIi4vDq1evMqyvVqshhIBcLmeSREREBklMfHN1W3x8PFQqVS5GYzjt9/b7tAmxJclA9+/fh7u7e26HQURERO/h3r17KF68uFHrMEkykFqtxsOHD2Fra5vu3Er5iXbep3v37uW57sO8gucoYzw/meM5yhjPT+Z4jjJmyPkRQuDly5dwc3NLc0V9ZtjdZiATExOjM9D8wM7Ojn94meA5yhjPT+Z4jjLG85M5nqOMZXZ+FArFe203V69uIyIiIsqrmCQRERER6cEk6SNlYWGBKVOm6L31CmnwHGWM5ydzPEcZ4/nJHM9RxrL7/HDgNhEREZEebEkiIiIi0oNJEhEREZEeTJKIiIiI9GCSRERERKQHkyQiIiIiPZgkEREREenBJImIiIhIDyZJRERERHowSSIiIiLSg0kSERERkR5MkoiIiIj0YJJEREREpAeTJCIiIiI9mCQRERER6cEkiYiIiEgPJklEREREejBJIiIiItKDSRIRERGRHkySiIiIiPRgkkRERESkB5MkIiIiIj2YJBERERHpwSSJiIiISA8mSURERER6MEkiIiIi0oNJEhEREZEeprkdQH6hVqvx8OFD2NraQiaT5XY4REREZAAhBF6+fAk3NzeYmBjXNsQkyUAPHz6Eu7t7bodBRERE7+HevXsoXry4UeswSTKQra0tAM1JtrOzy+VoiIiIyBDx8fFwd3eXvseNwSTJQNouNjs7u7yXJKlVwJ1wIOERYOMMeNQBTOS5HRUREVGe8T5DZZgk5XeXdwIhE4D4h2/K7NyAlrMBn/a5FxcREVE+x6vb8rPLO4HNfXQTJACIj9aUX96ZO3EREREVAEyS8iu1StOCBKHnyf/KQr7W1CMiIiKjsbstv7oTnrYFSYcA4h9o6nnVz7GwiIjyKyEElEolVCr+c5mfyOVymJqaZsv0PEyS8quER1lbj4joI5aSkoLo6GgkJSXldij0HqytreHq6gpzc/Ms3S6TpPzKxjlr6xERfaTUajWioqIgl8vh5uYGc3NzThqcTwghkJKSgsePHyMqKgplypQxesLIjOTbJOnXX3/FDz/8gOjoaPj6+mL+/PmoXz/9bqXk5GRMmzYNwcHBiImJQfHixTFp0iQEBgbmYNRZyKOO5iq2+GjoH5ck0zzvUSenIyMiyldSUlKgVqvh7u4Oa2vr3A6HjGRlZQUzMzPcuXMHKSkpsLS0zLJt58skadOmTRg5ciR+/fVX1K1bF0uXLkWrVq1w+fJllChRQu86n3/+OR49eoSVK1eidOnSiI2NhVKpzOHIs5CJXHOZ/+Y+AGTQTZT++w+o5SzOl0REZKCsbIGgnJVdr51MCKGvGSJPq1WrFqpWrYrFixdLZeXLl0fHjh0RFBSUpn5ISAi6deuGW7duwcHB4b32GR8fD4VCgbi4uLw1maTeeZKKaRIkzpNERJSp169fIyoqCl5eXlnaCkE5J6PX8EO+v/Nd2pySkoIzZ86gefPmOuXNmzdHeHi43nV27tyJ6tWrY86cOShWrBjKli2LsWPH4tWrV+nuJzk5GfHx8TqPPMmnPTDyItD3T6DLSs3PkReYIBERUa67ffs2ZDIZIiIipLJ//vkHfn5+MDMzQ8eOHdMtywvyXZL05MkTqFQqODvrDkh2dnZGTEyM3nVu3bqFo0eP4uLFi9i+fTvmz5+PrVu3YujQoenuJygoCAqFQnrk6Zvbmsg1l/n7far5yS42IqIcp1ILHLv5FH9EPMCxm0+hUmdfR40QAp988glatGiR5rlff/0VCoUCd+/ezbb9N2rUCDKZDDKZDBYWFihWrBjatWuH33//Xaeeu7s7oqOjUaFCBals9OjRqFy5MqKiorB69ep0y/KCfJckab175YEQIt2rEdRqNWQyGdatW4eaNWuidevWmDdvHlavXp1ua9LEiRMRFxcnPe7du5flx0BERAVDyMVo1Jt9CN2XH8eIjRHovvw46s0+hJCL0dmyP5lMhlWrVuHEiRNYunSpVB4VFYUJEyZgwYIF6Y7RzSoDBgxAdHQ0bty4gW3btsHHxwfdunXDwIEDpTpyuRwuLi4wNX0zBPrmzZto0qQJihcvDnt7+3TL8oJ8lyQ5OjpCLpenaTWKjY1N07qk5erqimLFikGhUEhl5cuXhxAC9+/f17uOhYWFdDPbPHlTWyIiyhNCLkZjcPBZRMe91imPiXuNwcFnsy1Rcnd3x4IFCzB27FhERUVBCIF+/fqhUaNGOHLkCLy8vGBlZQVvb28sWLBAWu/ChQswMTHBkydPAADPnz+HiYkJPvvsM6lOUFAQ/P39M9y/tbU1XFxc4O7ujtq1a2P27NlYunQpli9fjgMHDgDQ7W7T/v706VMEBgZCJpNh9erVesvyinyXJJmbm6NatWrYv3+/Tvn+/ftRp47+y93r1q2Lhw8fIiEhQSq7du0aTExMULx48WyNl4iI8hchBJJSlAY9Xr5OxZSdlzK6QRS+23kZL1+nGrQ9Y6+l6tu3L5o2bYovvvgCv/zyCy5evIgVK1agePHi2Lx5My5fvoxvv/0W//d//4fNmzcDACpUqIAiRYrg8OHDAIC///4bRYoUwd9//y1tNywsDA0bNjT63PXt2xeFCxdO0+0GvOl6s7Ozw/z58xEdHY3PPvssTVnXrl2N3m92yZdTAIwePRq9e/dG9erV4e/vj2XLluHu3bsYNGgQAE1X2YMHD/C///0PANCjRw9Mnz4dX3zxBaZOnYonT55g3LhxCAwMhJWVVW4eChER5TGvUlXw+XZvlmxLAIiJfw2/7/YZVP/ytBawNjfuq3nZsmWoUKECjhw5gq1bt8LZ2RlTp06Vnvfy8kJ4eDg2b96Mzz//HDKZDA0aNEBYWBi6dOmCsLAw9O3bF2vWrMHly5dRtmxZhIeHY9SoUUbFAWguxS9btixu376d5jlt15tMJoNCoYCLiwsAoFChQmnK8op8mSR17doVT58+xbRp06QBYXv27IGHhwcAIDo6WmfAmo2NDfbv349hw4ahevXqKFKkCD7//HPMmDEjtw6BiIgoSzg5OWHgwIHYsWMHOnXqBABYsmQJVqxYgTt37uDVq1dISUlB5cqVpXUaNWqEZcuWAQAOHz6M6dOnIyoqCocPH0ZcXBxevXqFunXrvlc8GY0Rzm/yZZIEAEOGDMGQIUP0PqevP7NcuXJpuuiIiIjeZWUmx+Vpaa8a0+dk1DMErDqVab3VX9RATa/M5+mzMnu/q5NNTU2lwdGbN2/GqFGjMHfuXPj7+8PW1hY//PADTpw4IdVv1KgRRowYgRs3buDixYuoX78+bt68icOHD+PFixeoVq0abG1tjY5DpVLh+vXrqFGjxnsdR16Tb5MkIiKi7CCTyQzu8qpfpihcFZaIiXud3g2i4KKwRP0yRSE3yZnWlSNHjqBOnTo6DQk3b97UqaMdlzRjxgxUqlQJdnZ2aNiwIYKCgvD8+fP3Go8EAGvWrMHz58/RpUuXDzqGvCLfDdwmIiLKK+QmMkxp5wNAuiGURLs8pZ1PjiVIAFC6dGmcPn0ae/fuxbVr1zB58mScOqXb2qUdlxQcHIxGjRoBACpWrIiUlBQcPHhQKstIUlISYmJicP/+fZw4cQITJkzAoEGDMHjwYDRu3DgbjiznMUkiIiL6AC0ruGJxr6pwUejeDsNFYYnFvaqiZQXXHI1n0KBB6Ny5M7p27YpatWrh6dOneoenNG7cGCqVSkqIZDKZdKP4evXqZbqf5cuXw9XVFaVKlUKnTp1w+fJlbNq0Cb/++muWHk9uypf3bssNefbebURE9EGy6t5tKrXAyahniH35Gk62lqjp5ZCjLUgfs+y6dxvHJBEREWUBuYkM/qWK5HYYlIXY3UZERESkB5MkIiIiIj2YJBERERHpwSSJiIiISA8mSURERER6MEkiIiIi0oNJEhEREZEeTJKIiIiI9GCSREREVAB99913qFy5cq5vIyMBAQHo2LGjtCyEwMCBA+Hg4ACZTIaIiAi9ZTmFSRIREVFWUKuAqCPAha2an2pVtu4uICAAMpkMMpkMZmZmKFmyJMaOHYvExEQAwNixY3Hw4EGd+m8nJNklLCxMisvExAQKhQJVqlTB+PHjER0drVN3wYIFWL16tbQcEhKC1atX488//0R0dDQqVKigtyyn8LYkREREH+ryTiBkAhD/8E2ZnRvQcjbg0z7bdtuyZUusWrUKqampOHLkCPr374/ExEQsXrwYNjY2sLGxybZ9Z+bq1auws7NDfHw8zp49izlz5mDlypUICwuDn58fAEChUOisc/PmTbi6uqJOnToZluUUtiQRERF9iMs7gc19dBMkAIiP1pRf3pltu7awsICLiwvc3d3Ro0cP9OzZEzt27ACg21X23XffYc2aNfjjjz+kVp6wsDAAwP3799GtWzc4ODigUKFCqF69Ok6cOKGzn7Vr18LT0xMKhQLdunXDy5cvM43NyckJLi4uKFu2LLp164Z//vkHRYsWxeDBg6U6b7duBQQEYNiwYbh79y5kMhk8PT31luUktiQRERG9TQggNcmwumoV8Nd4AELfhgDINC1MJRsBJvLMt2dmDchkhsf6DisrK6SmpqYpHzt2LCIjIxEfH49Vq1YBABwcHJCQkICGDRuiWLFi2LlzJ1xcXHD27Fmo1Wpp3Zs3b2LHjh34888/8fz5c3z++eeYNWsWZs6caXRsgwYNwqhRoxAbGwsnJyed5xcsWIBSpUph2bJlOHXqFORyOczNzdOU5SQmSURERG9LTQK+d8uijQlNC9Msd8Oq/99DwLzQe+3p5MmTWL9+PZo2bZrmORsbG1hZWSE5ORkuLi5S+erVq/H48WOcOnUKDg4OAIDSpUvrrKtWq7F69WrY2toCAHr37o2DBw8anSQBQLly5QAAt2/fTpMkKRQK2NraQi6X68SoryynMEkiIiLKp/7880/Y2NhAqVQiNTUVHTp0wMKFCw1ePyIiAlWqVJESJH08PT2lBAkAXF1dERsb+17xCqFpcZN9QGtZTmKSRERE9DYza02LjiHuhAPrPs28Xs+tgIcBA4/NrA3b738aN26MxYsXw8zMDG5ubjAzMzNqfSsrq8xDemebMplMpzvOGJGRkQCQ42OL3heTJCIiorfJZIZ3eZVqormKLT4a+sclyTTPl2pi2JgkIxUqVChN91h6zM3NoVLpTktQsWJFrFixAs+ePcuwNSkrvHr1CsuWLUODBg1QtGjRbN1XVuHVbURERO/LRK65zB8A8G4X0n/LLWdlS4JkLE9PT/z777+4evUqnjx5gtTUVHTv3h0uLi7o2LEj/vnnH9y6dQvbtm3DsWPHPnh/sbGxiImJwfXr17Fx40bUrVsXT548weLFi7PgaHIGkyQiIqIP4dMe+Px/gJ2rbrmdm6Y8G+dJMsaAAQPg7e2N6tWro2jRovjnn39gbm6Offv2wcnJCa1bt4afnx9mzZqVJVeReXt7w83NDdWqVcOsWbPwySef4OLFi/Dx8cmCo8kZMqEdRUUZio+Ph0KhQFxcHOzs7HI7HCIiyiKvX79GVFQUvLy8YGlp+f4bUqs0Y5QSHgE2zpoxSHmgBeljkNFr+CHf3xyTRERElBVM5IBX/dyOgrIQu9uIiIiI9GCSRERERKRHvk2Sfv31V6nvsVq1ajhy5Ei6dd++I/HbjytXruRgxERERJSf5MskadOmTRg5ciQmTZqEc+fOoX79+mjVqhXu3r2b4XpXr15FdHS09ChTpkwORUxERET5Tb5MkubNm4d+/fqhf//+KF++PObPnw93d/dM517Q3pFY+8jpG+UREVHexYu986/seu3yXZKUkpKCM2fOoHnz5jrlzZs3R3h4eIbrVqlSBa6urmjatClCQ0MzrJucnIz4+HidBxERFTza224kJSXlciT0vrSvnbG3ZclMvpsC4MmTJ1CpVHB2dtYpd3Z2RkxMjN51XF1dsWzZMlSrVg3JyclYu3YtmjZtirCwMDRo0EDvOkFBQZg6dWqWx09ERHmLXC6Hvb29dNNWa2vrfHMD1o+dEAJJSUmIjY2Fvb19lvcQ5bskSevdN7AQIt03tbe3N7y9vaVlf39/3Lt3Dz/++GO6SdLEiRMxevRoaTk+Ph7u7u5ZEDkREeU1Li4uAPDed7en3GVvby+9hlkp3yVJjo6OkMvlaVqNYmNj07QuZaR27doIDg5O93kLCwtYWFi8d5xERJR/yGQyuLq6wsnJCampqbkdDhnBzMws28YY57skydzcHNWqVcP+/fvRqVMnqXz//v3o0KGDwds5d+4cXF1dM69IREQfDblczot6SJLvkiQAGD16NHr37o3q1avD398fy5Ytw927dzFo0CAAmq6yBw8e4H//+x8AYP78+fD09ISvry9SUlIQHByMbdu2Ydu2bbl5GERERJSH5cskqWvXrnj69CmmTZuG6OhoVKhQAXv27IGHhwcAIDo6WmfOpJSUFIwdOxYPHjyAlZUVfH19sXv3brRu3Tq3DoGIiIjyOJngxBAG+ZC7CBMREVHu+JDv73w3TxIRERFRTmCSRERERKQHkyQiIiIiPZgkEREREenBJImIiIhIDyZJRERERHowSSIiIiLSg0kSERERkR5MkoiIiIj0YJJEREREpAeTJCIiIiI9mCQRERER6cEkiYiIiEgPJklEREREejBJIiIiItKDSRIRERGRHkySiIiIiPRgkkRERESkB5MkIiIiIj2YJBERERHpwSSJiIiISA8mSURERER6MEkiIiIi0oNJEhEREZEeTJKIiIiI9GCSRERERKQHkyQiIiIiPZgkEREREemRb5OkX3/9FV5eXrC0tES1atVw5MgRg9b7559/YGpqisqVK2dvgERERJSv5cskadOmTRg5ciQmTZqEc+fOoX79+mjVqhXu3r2b4XpxcXHo06cPmjZtmkOREhERUX4lE0KI3A7CWLVq1ULVqlWxePFiqax8+fLo2LEjgoKC0l2vW7duKFOmDORyOXbs2IGIiAiD9xkfHw+FQoG4uDjY2dl9SPhERESUQz7k+zvftSSlpKTgzJkzaN68uU558+bNER4enu56q1atws2bNzFlyhSD9pOcnIz4+HidBxEREX088l2S9OTJE6hUKjg7O+uUOzs7IyYmRu86169fx9dff41169bB1NTUoP0EBQVBoVBID3d39w+OnYiIiPKPfJckaclkMp1lIUSaMgBQqVTo0aMHpk6dirJlyxq8/YkTJyIuLk563Lt374NjJiIiovzDsGaVPMTR0RFyuTxNq1FsbGya1iUAePnyJU6fPo1z587hq6++AgCo1WoIIWBqaop9+/ahSZMmadazsLCAhYVF9hwEERER5Xn5riXJ3Nwc1apVw/79+3XK9+/fjzp16qSpb2dnhwsXLiAiIkJ6DBo0CN7e3oiIiECtWrVyKnQiIiLKR/JdSxIAjB49Gr1790b16tXh7++PZcuW4e7duxg0aBAATVfZgwcP8L///Q8mJiaoUKGCzvpOTk6wtLRMU05ERESklS+TpK5du+Lp06eYNm0aoqOjUaFCBezZswceHh4AgOjo6EznTCIiIiLKSL6cJyk3cJ4kIiKi/OejmieJiIiIKCcwSSIiIiLSg0kSERERkR5MkoiIiIj0YJJEREREpAeTJCIiIiI9mCQRERER6cEkiYiIiEgPJklEREREejBJIiIiItKDSRIRERGRHkySiIiIiPRgkkRERESkB5MkIiIiIj2YJBERERHpwSSJiIiISA8mSURERER6MEkiIiIi0oNJEhEREZEeTJKIiIiI9GCSRERERKQHkyQiIiIiPZgkEREREenBJImIiIhIDyZJRERERHowSSIiIiLSg0kSERERkR5MkoiIiIj0yLdJ0q+//govLy9YWlqiWrVqOHLkSLp1jx49irp166JIkSKwsrJCuXLl8NNPP+VgtERERJTfmOZ2AO9j06ZNGDlyJH799VfUrVsXS5cuRatWrXD58mWUKFEiTf1ChQrhq6++QsWKFVGoUCEcPXoUX375JQoVKoSBAwfmwhEQERFRXicTQojcDsJYtWrVQtWqVbF48WKprHz58ujYsSOCgoIM2kbnzp1RqFAhrF271qD68fHxUCgUiIuLg52d3XvFTURERDnrQ76/8113W0pKCs6cOYPmzZvrlDdv3hzh4eEGbePcuXMIDw9Hw4YNsyNEIiIiKgDyXXfbkydPoFKp4OzsrFPu7OyMmJiYDNctXrw4Hj9+DKVSie+++w79+/dPt25ycjKSk5Ol5fj4+A8LnIiIiPKVfNeSpCWTyXSWhRBpyt515MgRnD59GkuWLMH8+fOxYcOGdOsGBQVBoVBID3d39yyJm4iIiPKHfNeS5OjoCLlcnqbVKDY2Nk3r0ru8vLwAAH5+fnj06BG+++47dO/eXW/diRMnYvTo0dJyfHw8EyUiIqKPSL5rSTI3N0e1atWwf/9+nfL9+/ejTp06Bm9HCKHTnfYuCwsL2NnZ6TyIiIjo45HvWpIAYPTo0ejduzeqV68Of39/LFu2DHfv3sWgQYMAaFqBHjx4gP/9738AgEWLFqFEiRIoV64cAM28ST/++COGDRuWa8dAREREeVu+TJK6du2Kp0+fYtq0aYiOjkaFChWwZ88eeHh4AACio6Nx9+5dqb5arcbEiRMRFRUFU1NTlCpVCrNmzcKXX36ZW4dAREREeVy+nCcpN3CeJCIiovzno5oniYiIiCgnMEkiIiIi0oNJEhEREZEeTJKIiIiI9GCSRERERKQHkyQiIiIiPZgkEREREenBJImIiIhIDyZJRERERHowSSIiIiLSg0kSERERkR5MkoiIiIj0YJJEREREpAeTJCIiIiI9mCQRERER6cEkiYiIiEgPJklEREREejBJIiIiItLDNLcDoA+nUgucjHqG2Jev4WRriZpeDpCbyHI7LCIionyNSVI+F3IxGlN3XUZ03GupzFVhiSntfNCygmsuRkZERJS/sbstHwu5GI3BwWd1EiQAiIl7jcHBZxFyMTqXIiMiIsr/mCTlUyq1wNRdlyH0PKctm7rrMlRqfTWIiIgoM0yS8qmTUc/StCC9TQCIjnuNk1HPci4oIiKiAoRJUj4V+zL9BOl96hEREZEuJkn5lJOtZZbWIyIiIl1MkvKpml4OcFVYIr0L/WXQXOVW08shJ8MiIiIqMJgk5VNyExmmtPMBgDSJknZ5SjsfzpdERET0npgk5WMtK7hica+qcFHodqm5KCyxuFdVzpNERET0ATiZZD7XsoIrmvm4cMZtIiKiLMYkqQCQm8jgX6pIbodBRERUoDBJMpAQmkkZ4+PjczkSIiIiMpT2e1v7PW4MJkkGevnyJQDA3d09lyMhIiIiY718+RIKhcKodWTifVKrj5BarcbDhw9ha2sLmSz/j/eJj4+Hu7s77t27Bzs7u9wOJ0/iOcoYz0/meI4yxvOTOZ6jjBlyfoQQePnyJdzc3GBiYtz1amxJMpCJiQmKFy+e22FkOTs7O/7hZYLnKGM8P5njOcoYz0/meI4yltn5MbYFSYtTABARERHpwSSJiIiISA8mSR8pCwsLTJkyBRYWFrkdSp7Fc5Qxnp/M8RxljOcnczxHGcvu88OB20RERER6sCWJiIiISA8mSURERER6MEkiIiIi0oNJEhEREZEeTJIKkKCgINSoUQO2trZwcnJCx44dcfXqVZ06Qgh89913cHNzg5WVFRo1aoRLly7p1ElOTsawYcPg6OiIQoUKoX379rh//35OHkq2WLx4MSpWrChNOubv74+//vpLev5jPjf6BAUFQSaTYeTIkVLZx36OvvvuO8hkMp2Hi4uL9PzHfn60Hjx4gF69eqFIkSKwtrZG5cqVcebMGen5j/k8eXp6pnkPyWQyDB06FMDHfW60lEolvvnmG3h5ecHKygolS5bEtGnToFarpTo5dp4EFRgtWrQQq1atEhcvXhQRERGiTZs2okSJEiIhIUGqM2vWLGFrayu2bdsmLly4ILp27SpcXV1FfHy8VGfQoEGiWLFiYv/+/eLs2bOicePGolKlSkKpVObGYWWZnTt3it27d4urV6+Kq1eviv/7v/8TZmZm4uLFi0KIj/vcvOvkyZPC09NTVKxYUYwYMUIq/9jP0ZQpU4Svr6+Ijo6WHrGxsdLzH/v5EUKIZ8+eCQ8PDxEQECBOnDghoqKixIEDB8SNGzekOh/zeYqNjdV5/+zfv18AEKGhoUKIj/vcaM2YMUMUKVJE/PnnnyIqKkps2bJF2NjYiPnz50t1cuo8MUkqwGJjYwUAcfjwYSGEEGq1Wri4uIhZs2ZJdV6/fi0UCoVYsmSJEEKIFy9eCDMzM7Fx40apzoMHD4SJiYkICQnJ2QPIAYULFxYrVqzguXnLy5cvRZkyZcT+/ftFw4YNpSSJ50iTJFWqVEnvczw/GhMmTBD16tVL93meJ10jRowQpUqVEmq1mufmP23atBGBgYE6ZZ07dxa9evUSQuTse4jdbQVYXFwcAMDBwQEAEBUVhZiYGDRv3lyqY2FhgYYNGyI8PBwAcObMGaSmpurUcXNzQ4UKFaQ6BYFKpcLGjRuRmJgIf39/npu3DB06FG3atMEnn3yiU85zpHH9+nW4ubnBy8sL3bp1w61btwDw/Gjt3LkT1atXx2effQYnJydUqVIFy5cvl57neXojJSUFwcHBCAwMhEwm47n5T7169XDw4EFcu3YNAHD+/HkcPXoUrVu3BpCz7yHe4LaAEkJg9OjRqFevHipUqAAAiImJAQA4Ozvr1HV2dsadO3ekOubm5ihcuHCaOtr187MLFy7A398fr1+/ho2NDbZv3w4fHx/pj+ZjPjcAsHHjRpw9exanTp1K8xzfP0CtWrXwv//9D2XLlsWjR48wY8YM1KlTB5cuXeL5+c+tW7ewePFijB49Gv/3f/+HkydPYvjw4bCwsECfPn14nt6yY8cOvHjxAgEBAQD4N6Y1YcIExMXFoVy5cpDL5VCpVJg5cya6d+8OIGfPE5OkAuqrr77Cv//+i6NHj6Z5TiaT6SwLIdKUvcuQOvmBt7c3IiIi8OLFC2zbtg19+/bF4cOHpec/5nNz7949jBgxAvv27YOlpWW69T7mc9SqVSvpdz8/P/j7+6NUqVJYs2YNateuDeDjPj8AoFarUb16dXz//fcAgCpVquDSpUtYvHgx+vTpI9X72M8TAKxcuRKtWrWCm5ubTvnHfm42bdqE4OBgrF+/Hr6+voiIiMDIkSPh5uaGvn37SvVy4jyxu60AGjZsGHbu3InQ0FAUL15cKtdehfNuFh0bGytl5C4uLkhJScHz58/TrZOfmZubo3Tp0qhevTqCgoJQqVIlLFiwgOcGmubp2NhYVKtWDaampjA1NcXhw4fx888/w9TUVDrGj/kcvatQoULw8/PD9evX+R76j6urK3x8fHTKypcvj7t37wLg55DWnTt3cODAAfTv318q47nRGDduHL7++mt069YNfn5+6N27N0aNGoWgoCAAOXuemCQVIEIIfPXVV/j9999x6NAheHl56Tzv5eUFFxcX7N+/XypLSUnB4cOHUadOHQBAtWrVYGZmplMnOjoaFy9elOoUJEIIJCcn89wAaNq0KS5cuICIiAjpUb16dfTs2RMREREoWbLkR3+O3pWcnIzIyEi4urryPfSfunXrppl65Nq1a/Dw8ADAzyGtVatWwcnJCW3atJHKeG40kpKSYGKim57I5XJpCoAcPU9GDDinPG7w4MFCoVCIsLAwnUtMk5KSpDqzZs0SCoVC/P777+LChQuie/fuei+bLF68uDhw4IA4e/asaNKkSYG4vHTixIni77//FlFRUeLff/8V//d//ydMTEzEvn37hBAf97lJz9tXtwnBczRmzBgRFhYmbt26JY4fPy7atm0rbG1txe3bt4UQPD9CaKaPMDU1FTNnzhTXr18X69atE9bW1iI4OFiq87GfJ5VKJUqUKCEmTJiQ5rmP/dwIIUTfvn1FsWLFpCkAfv/9d+Ho6CjGjx8v1cmp88QkqQABoPexatUqqY5arRZTpkwRLi4uwsLCQjRo0EBcuHBBZzuvXr0SX331lXBwcBBWVlaibdu24u7duzl8NFkvMDBQeHh4CHNzc1G0aFHRtGlTKUES4uM+N+l5N0n62M+Rdi4WMzMz4ebmJjp37iwuXbokPf+xnx+tXbt2iQoVKggLCwtRrlw5sWzZMp3nP/bztHfvXgFAXL16Nc1zH/u5EUKI+Ph4MWLECFGiRAlhaWkpSpYsKSZNmiSSk5OlOjl1nmRCCPE+zWFEREREBRnHJBERERHpwSSJiIiISA8mSURERER6MEkiIiIi0oNJEhEREZEeTJKIiIiI9GCSRERERKQHkyQiyhbfffcdKleunNth5GspKSkoXbo0/vnnn0zrJicno0SJEjhz5kwOREb0cWCSRERGk8lkGT4CAgIwduxYHDx4MFfi27ZtG2rVqgWFQgFbW1v4+vpizJgx0vP5JYFbtmwZPDw8ULdu3UzrWlhYYOzYsZgwYUIOREb0cWCSRERGi46Olh7z58+HnZ2dTtmCBQtgY2ODIkWK5HhsBw4cQLdu3fDpp5/i5MmTOHPmDGbOnImUlJQcj+VDLVy4UOcu8Znp2bMnjhw5gsjIyGyMiujjwSSJiIzm4uIiPRQKBWQyWZqyd1trAgIC0LFjR3z//fdwdnaGvb09pk6dCqVSiXHjxsHBwQHFixfHb7/9prOvBw8eoGvXrihcuDCKFCmCDh064Pbt2+nG9ueff6JevXoYN24cvL29UbZsWXTs2BELFy4EAKxevRpTp07F+fPnpZav1atXAwDmzZsHPz8/FCpUCO7u7hgyZAgSEhKkba9evRr29vb4888/4e3tDWtra3z66adITEzEmjVr4OnpicKFC2PYsGFQqVTSep6enpg+fTp69OgBGxsbuLm5SfGk5+zZs7hx44bOXeJTUlLw1VdfwdXVFZaWlvD09ERQUJD0fJEiRVCnTh1s2LAhw20TkWGYJBFRjjl06BAePnyIv//+G/PmzcN3332Htm3bonDhwjhx4gQGDRqEQYMG4d69ewCApKQkNG7cGDY2Nvj7779x9OhR2NjYoGXLlum2DLm4uODSpUu4ePGi3ue7du2KMWPGwNfXV2r56tq1KwDAxMQEP//8My5evIg1a9bg0KFDGD9+vM76SUlJ+Pnnn7Fx40aEhIQgLCwMnTt3xp49e7Bnzx6sXbsWy5Ytw9atW3XW++GHH1CxYkWcPXsWEydOxKhRo7B///50z9Xff/+NsmXLws7OTir7+eefsXPnTmzevBlXr15FcHAwPD09ddarWbMmjhw5ku52icgIWXDDXiL6iK1atUooFIo05VOmTBGVKlWSlvv27Ss8PDyESqWSyry9vUX9+vWlZaVSKQoVKiQ2bNgghBBi5cqVwtvbW6jVaqlOcnKysLKyEnv37tUbT0JCgmjdurUAIDw8PETXrl3FypUrxevXr9ONLT2bN28WRYoU0TlWAOLGjRtS2Zdffimsra3Fy5cvpbIWLVqIL7/8Ulr28PAQLVu21Nl2165dRatWrdLd94gRI0STJk10yoYNGyaaNGmicz7etWDBAuHp6ZnpsRFR5tiSREQ5xtfXFyYmbz52nJ2d4efnJy3L5XIUKVIEsbGxAIAzZ87gxo0bsLW1hY2NDWxsbODg4IDXr1/j5s2bevdRqFAh7N69Gzdu3MA333wDGxsbjBkzBjVr1kRSUlKG8YWGhqJZs2YoVqwYbG1t0adPHzx9+hSJiYlSHWtra5QqVUrnGDw9PWFjY6NTpj0GLX9//zTLGY0devXqFSwtLXXKAgICEBERAW9vbwwfPhz79u1Ls56VlVWmx0lEhmGSREQ5xszMTGdZJpPpLVOr1QAAtVqNatWqISIiQudx7do19OjRI8N9lSpVCv3798eKFStw9uxZXL58GZs2bUq3/p07d9C6dWtUqFAB27Ztw5kzZ7Bo0SIAQGpq6nsfQ0ZkMlm6zzk6OuL58+c6ZVWrVkVUVBSmT5+OV69e4fPPP8enn36qU+fZs2coWrRopvsmosyZ5nYARETpqVq1KjZt2gQnJyedsTnG8vT0hLW1tdQiZG5urjOwGgBOnz4NpVKJuXPnSq1dmzdvfv/g33H8+PE0y+XKlUu3fpUqVbB48WIIIXSSKTs7O3Tt2hVdu3bFp59+ipYtW+LZs2dwcHAAAFy8eBFVqlTJsriJPmZsSSKiPKtnz55wdHREhw4dcOTIEURFReHw4cMYMWIE7t+/r3ed7777DuPHj0dYWBiioqJw7tw5BAYGIjU1Fc2aNQOgSZqioqIQERGBJ0+eIDk5GaVKlYJSqcTChQtx69YtrF27FkuWLMmyY/nnn38wZ84cXLt2DYsWLcKWLVswYsSIdOs3btwYiYmJuHTpklT2008/YePGjbhy5QquXbuGLVu2wMXFBfb29lKdI0eOoHnz5lkWN9HHjEkSEeVZ1tbW+Pvvv1GiRAl07twZ5cuXR2BgIF69epVuy1LDhg1x69Yt9OnTB+XKlUOrVq0QExODffv2wdvbGwDQpUsXtGzZEo0bN0bRokWxYcMGVK5cGfPmzcPs2bNRoUIFrFu3Tufy+g81ZswYnDlzBlWqVMH06dMxd+5ctGjRIt36RYoUQefOnbFu3TqpzMbGBrNnz0b16tVRo0YN3L59G3v27JFavo4dO4a4uLg0XXBE9H5kQgiR20EQERVknp6eGDlyJEaOHGnUehcuXMAnn3wiDV7PzGeffYYqVarg//6/nTtGYSCEoihq52pkluQabAdX4I7tUgVSPEIIDAzMObXFLy9+8Tz/nBT45CYJ4KZaa2Wt9fXzzLe9dzmOo4wxrh8MHsLDbYAb673/dK7WWuacF08Dz2LdBgAQWLcBAAQiCQAgEEkAAIFIAgAIRBIAQCCSAAACkQQAEIgkAIBAJAEABC9zN8L2TfW5DQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120768\n", + "Full nudge sequence is 0 duuuuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[8] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 737\n", + "Undefined 5\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120782\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 186\n", + "Undefined 17\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120787\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 242\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120798\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 196\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120801\n", + "Full nudge sequence is Series([], Name: NudgeSequence, dtype: object)\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[0] nudges this run\n", + "ERROR: First nudge df is empty, skipping Run 120801\n", + "plotting for run 120813\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 233\n", + "Undefined 9\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120821\n", + "Full nudge sequence is 0 dd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 122\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120826\n", + "Full nudge sequence is 0 uuuuuuuuuduu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuuuuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuuuuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[12] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 1946\n", + "Undefined 143\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120827\n", + "Full nudge sequence is Series([], Name: NudgeSequence, dtype: object)\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[0] nudges this run\n", + "ERROR: First nudge df is empty, skipping Run 120827\n", + "plotting for run 120828\n", + "Full nudge sequence is 0 uu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 u\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 146\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120834\n", + "Full nudge sequence is 0 ddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[3] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 86\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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w1Q2FLavc3Fx07doVp0+fxr59+9CkSRO1ZXnx4oXKh9HLly+VfjVOnToV6enpSExM5H61tmzZEtbW1hg0aBD69+8Pf39/pTwaNGgAQP5B2alTJ1SrVg3fffcd/vjjDwDyJo7atWuje/fuXJ8AxRD+jIwMpKWlqfRZUkfxASsQCGBtba1SC6VQtWpVri9QcYyNjfHnn38CkDeF/Pjjj9i6dSvq1KmDqVOnqqTv1asXJk2aBB6PBzMzM3h4eOis30thii/Sgl+yBa1btw4GBgbo37+/yj4rKyskJiaqbM/MzEReXh73/960aZPapk1tFHxtFVb4taVgb2/PNdsEBgbC0tISU6dOxaBBg5QCHk1YWFigQ4cOiIqKQnZ2NoyNjUssE4/Hg4WFhVbnUVB3PYaGhirbFX3tSmqas7KyQk5ODrKysmBiYqJS1oLB1/79+5Gfn69UE2NoaIiDBw8iJCQEgYGBAOQ1Pt9//z3mzZuHKlWqKJ1Lk9dFSRSfl0KhEHZ2dkXWtLm7u2v0PvTw8MC2bdvAGMP9+/cxf/58REREoE6dOmpr0xU/ePh8PiwsLODm5lbqAFdfUEBENObl5cW9cVu1agWpVIq1a9di586d6NGjBwDAyMhIbf+f58+fv9eyFpabm4suXbrgxIkT+OOPP/D555+rpFH0T7hy5QpXxQ7Iq6mvX7+Ovn37ctsSExPh7e2tUoXfqFEjAPJ+BoUDooLMzMzg6emJmzdvctv+/fdf3L9/H5aWlirpW7VqBbFYrFHnSU0/YDXF5/OV8mvbti18fX0xZ84c9OvXTyXgsrGx0en5i7Nnzx7weDy0bNlSZV9qair27duHTp06qW3a8/HxwbZt25CSkqLUX+TKlSsAgNq1awMAOnbsiAsXLpSpnIq8rly5ovIL/cqVK9z+4jRu3BgAcPPmTa0DIuBdEKf4UvTw8ICxsTF3vYXLVK1aNRgZGQEA91fR5Kvwvt7XBd+bBX/IpKSk4Pnz50rPX0xMDFq3bq3yPqpWrRri4+Px6NEjvHz5Eh4eHkhLS8OYMWOUXj+avi5KUvDzUheMjIy4/Bo1aoRWrVqhVq1aGDt2LDp06KBS263pDx7yDnWqJqW2cOFCWFpaYubMmdwEea6urrh586bSB+eLFy9w5syZD1VMrmbo+PHjiImJUWkyUGjSpAkcHBxUJtbbuXMnMjIy0K1bN26bo6Mjrl69qjJho2Lis8Jt/4U9f/6c+9JR2LZtG06cOKF0U1R5R0VFYd++fRpfc3kSiUT4+eefkZOTo1GflvKyYcMGHDx4EH379oWzs7PK/v/973/Iz8/H4MGD1R7fuXNn8Hg8bNq0SWn7xo0bYWxszE3iaGVlhYYNGyrdtFWlShU0btwYmzdvVmp+O3v2LG7cuKH02irKiRMnAEDpNaOpV69eYd++fdyEo4C82a9jx474/fff8ebNGy7tgwcPcOLECaUyKUaIFux8DMgD0vchKCgIRkZGKu9Nxei3Ll26AJDXNB04cIAbXaZOlSpV4OPjAxMTEyxatAiVKlVSeo1o+rr40KysrLBgwQI8ffpUq8lESdGohoiUmqWlJTdiZMuWLfjqq68QEhKC1atX46uvvsLQoUPx4sULLFy4UCfDxws7efIknj17BkDegfH+/fvYuXMnAMDf358bTdGjRw8cPHgQ06ZNg5WVldKwfnNzc642SCAQYOHChQgJCcHw4cPRt29f3Lp1C5MnT0bbtm2VPgjHjh2LLl26oG3bthg3bhysra1x9uxZREREwNvbG1988QUAeSfktm3b4ssvv0T16tVhbGyMmzdvYunSpcjNzcWsWbO4PAv3OQDAdeT29fXV+a+9Bw8eqJ3iwMbGRqmjuDr+/v4IDg7Ghg0bMHXqVKWOqmWhrko/OzubK2d2djbu3r2L3bt3Y9++ffD390dUVJTavNatWwcnJ6ciA+BatWph8ODBmDVrFgQCARo1aoTDhw/jl19+wfz58zVuGlG85hSzO1+8eJH7ta6oOQXkTZlt27ZFz549MXLkSKSmpmLq1KmoXbu2UpPcrFmz8PTpU7Rs2RJVqlTB69evERsbizVr1qBnz55KzUPqfPnll3B2dkbDhg1hbW2NW7du4ccff8TTp09VAoo5c+agUaNG6NChA6ZOnYqcnBzMnDkT1tbWmDBhApeuUaNGqFmzJiZOnAiJRAJLS0vs2rVLZeRaealcuTKmT5+OGTNmoHLlyggMDMSFCxcwe/ZsDBkyhHsPx8bGIisriwuQClq4cCHs7e3h7OyMp0+fYvv27di9ezd+/fVXpSYzXb0uNHXr1i2178OqVauW+MOqf//+WLx4MX744Qd888035fI5q1c+wNxH5CNT1ERjjDGWnZ3NnJ2dWfXq1ZlEImGMMbZp0ybm5eXFjIyMmLe3N4uOjmahoaHMxcWFO664yQEBsFmzZpVYLn9/fwZA7e3EiRNK+RV18/f3V8l3y5YtrE6dOszQ0JDZ29uz0aNHq8zwyxhjx48fZ4GBgcze3p4ZGxuzGjVqsAkTJrDnz59zaXJyctiQIUOYl5cXMzU1ZUKhkFWtWpV99dVXaieTK6y4574wTSd6Uzz3Rd369evHpS1qYkbGGLty5Qrj8/ls4MCB3DaomZhRUz179mRWVlZK2wr/jytVqsTc3d1Zjx492I4dO5QmRixIMeHhzJkziz1nXl4emzVrFnN2dmaGhoasRo0abNmyZVqVu7jnsrDDhw+zpk2bMiMjI1a5cmXWv39/lYlD9+zZw9q0acPs7OyYUChkpqamrHHjxmzZsmVKkzoWJSIigtWrV4+JxWImEAiYjY0N69q1Kzt//rza9BcvXmSff/45MzExYebm5qxLly4qE44yxtjNmzdZYGAgMzc3ZzY2NmzUqFFs//79Ku+3oibTdHFxYe3bt1fZrs1rZunSpaxGjRrM0NCQOTs7s1mzZrG8vDxu/1dffaX2Pc2YfCJZDw8PJhKJmIWFBQsKCmJ//vmn2rRleV1o+p5VvF+Luk2bNo1LW9wEpYr/wZw5cxhj2k28SpTxGNOydyAhhJSDunXrQiQS4fz58x+6KOQjlJeXB1tbW8ybN6/YIfyEFIWazAghH0xubi7Onj2LgwcP4p9//ilyDidCSmJoaKjRoANCikI1RISQD+bevXvw8PCAo6MjBg4ciNmzZ2u8HAYhhOgSBUSEEEII0Xv0U4wQQggheo8CIkIIIYToPQqICCGEEKL3aJSZhmQyGR4/fgwzMzNaD4YQQgj5SDDG8ObNGzg6OhY7aIMCIg09fvy4yEUyCSGEEFKxPXz4sNjZvykg0pCZmRkA+ROqq+nRMzMzuVW6Hz9+rLJQKCGEkPcnLy8PP/74IwBg8ODBMDQ01O0JsrJg4eUFAHh59SqYsTEsLCwgEAhKl19mJvD2OwSPHwP0HaJWeno6nJycuO/xolBApCFFM5m5ubnOAqKCbwJzc3MKiAgh5AOSSqXo2bMnMjMzYWlpqfuAyNQUwlWrAAAWNjaQ8HgwNzcvfUBkbAxs2CC/b20NGBjoqKCfppK6u3zQTtUSiQTTp0+Hm5sbjI2N4e7ujrlz53IrpyskJSWhU6dOEIvFMDMzQ9OmTfHgwQNu//Dhw+Hh4QFjY2PY2Nigc+fOuH79ulIer169QkhICMRiMcRiMUJCQmhWU0IIIRyBQIC6devCy8ur9EFKcQwMIOnXD5J+/XQTvBgYAAMGyG8UDJXZBw2IIiMjERUVhRUrViApKQkLFy7EokWLsHz5ci7NnTt34OfnB09PT8TFxeHy5cuYMWMGjIyMuDS+vr7YsGEDkpKScOjQITDGEBgYCKlUyqX58ssvkZiYiNjYWMTGxiIxMREhISHv9XoJIYQQUjF90JmqO3ToADs7O6xbt47b1r17d5iYmODXX38FAPTp0wcGBgbcY038888/qFu3Lm7fvg0PDw8kJSXB29sbZ8+eRZMmTQAAZ8+eRbNmzXD9+nXUrFmzxDzT09MhFouRlpam0z5EpqamAICMjAxqMiOEkA9IJpPh5s2byMjIgLu7Owx0XesikUBw9CgAIK9VK0gAWFpalr42SiIBDh2S32/XDhBSLxh1NP3+/qA1RH5+fjh27Bhu3rwJALh8+TJOnz6N4OBgAPIX5/79+1GjRg20a9cOtra2aNKkCXbv3l1knpmZmdiwYQPc3Ny4UWHx8fEQi8VcMAQATZs2hVgsxpkzZ8rvAgkhhODmTSA2Vvl26BCQnv6hS6ZMIpEgOjoa+/fvV2ph0JncXJj06gWTXr2A3Fyd5IcOHeQ3XeSn5z5oODllyhSkpaXB09MTAoEAUqkU4eHh6Nu3LwAgNTUVGRkZWLBgAebPn4/IyEjExsaiW7duOHHiBPz9/bm8Vq5cicmTJyMzMxOenp44cuQI1yEuJSUFtra2Kue3tbVFSkqK2rLl5uYit8ALLP3tOzdfmo98ab5Orr9gPrrMlxBCKootW3gYGCoAY6odWlu3liH2cDkEHqVU+DNZINVxP6JC+UukfORL8yGDrJiDis9PUYeVL81Xyp+8o+l36wcNiKKjo7F582Zs2bIFtWrVQmJiIsaOHQtHR0eEhoZynas7d+6McePGAQDq1auHM2fOICoqSikg6tevH9q2bYsnT57ghx9+QK9evfDXX39xfY3U9S5njBXZ6zwiIgJz5sxR2X7/9X2YSk3LfO0AkJWZxd2/9+oeTPJMdJIvIYS8b4kXjVBoPAyePRVi4tf2YIwH9+q5MDaW99DIzOTj3h1D3L4rQfKre++/sEWQ5Eu4+/fT70OUK9Jp/vysbFR+e//BmweQ5IrwmvcaAn7pAi9eZhaqv71/79U9MPoOUSvjTYZG6T5oQDRp0iRMnToVffr0AQD4+Pjg/v37iIiIQGhoKKytrSEUCuHt7a10nJeXF06fPq20TTF6rHr16mjatCksLS2xa9cu9O3bF/b29nj69KnK+Z89ewY7Ozu1ZQsLC8P48eO5x4p5DPg8PkRC3bxJpMJ3v4xEQpHO8iWEkPetf9eqyM1R3wujTVAWfvntGRSTBCdeMkSXNg6QSnX3eaoLfPau/CKB7j+TeQU+8w0FhuALDSESiErdh4hX6DuEVaDnsiLJ4mWVnAgfOCDKyspSmUZbIBBwNUOGhoZo1KgRbty4oZTm5s2bcHFxKTZvxhjX5NWsWTOkpaXh/PnzaNy4MQDg3LlzSEtLQ/PmzdUeLxKJIBKpvriEfCEMBLrpaFcwHwOBgc7yJYSQ983VTYrcXNWmn9p18/HD8jSICnRQFhnIv3pkMl7F+twrUHwDvgEM+LotG69AfgZ8A/D48s/9UgdEhb5DWEV6LisQIV+zUOeDBkQdO3ZEeHg4nJ2dUatWLSQkJGDx4sUYNGgQl2bSpEno3bs3WrZsiVatWiE2NhZ79+5FXFwcAODu3buIjo5GYGAgbGxs8OjRI0RGRsLY2JjrnO3l5YWgoCAMHToUq1evBgAMGzYMHTp00GiEGSGEkOIdP/dM47QCobzpTCopISEh79EHDYiWL1+OGTNmYOTIkUhNTYWjoyOGDx+OmTNncmm6du2KqKgoREREYPTo0ahZsyZiYmLg5+cHADAyMsKpU6ewZMkSvHr1CnZ2dmjZsiXOnDmj1JH6t99+w+jRoxEYGAgA6NSpE1asWPF+L5gQQggUFSLlMZCLkNIq1TxEDx8+xL1795CVlQUbGxvUqlVLbfPSp0Qxj8GV+1dQ2bJyyQdoICszC9Ud5F3ibj25BZNK1CGOEPLpu31TCP+GtrCwkOHqA/UjfT8EmVSGq5evIic7B9W8q+l+HqL8fIg3bwcAvOzbHVI+H2KxuPTzEOXnw2TDbwCArIE6mv36E/Ty1Uv4uPiUOA+RxjVE9+/fR1RUFLZu3YqHDx+iYBxlaGiIFi1aYNiwYejevbtKvyBCCCFEgc9/22RWytHm5YUv4MO7rjfS0tLK53vMwABpA/vJ70ulZa8iMzBA1rABZS4WkdPoPz5mzBj4+Pjg1q1bmDt3Lq5evYq0tDTk5eUhJSUFBw4cgJ+fH2bMmIE6dergwoUL5V1uQgghHynFhMoS6kNEKhCNaogMDQ1x584d2NjYqOyztbVF69at0bp1a8yaNQsHDhzA/fv30ahRI50XlhBCyMdP0UIkkxa/+vj7JpPJ8OS/J8jMyISto63uF3iVSmF87iIAIKNhfZ3kZ3jmHAAgr3mTd08sKRWNAqJFixZpnKFiZBchhBCijmKUWUWrIZJKpTgYcxAA0K1/N0DHXXJ4ublw6tEfAHD9xkWgjH1veTm5sG7fEwDw5MktMOqHWiYaN5LWq1cPK1aswKtXr8qzPIQQQj5x70aZ8fDhlhcnRJnGAVGTJk0wffp0ODo6om/fvjh27Fh5losQQsgnSiB4FwUVXu6DkA9F44Bo9erVSElJwS+//IKnT58iMDAQrq6umDt3Lh48eFCeZSSEEPIJKdjVheYiIhWFVuMKjYyMEBISguPHj+P27dsICQnBunXr4O7ujnbt2mH79u3lVU5CCCGfCGGB3qtSScXqWE30V6knWnBzc8O8efNw7949bNu2DRcvXkTfvn11WTZCCCGfIH6BJjOqISIVRZmW7jhx4gQ2bNiA33//HUKhEEOHDtVVuQghhHyiCtYQVbSRZkR/aR0QPXjwABs3bsTGjRtx7949tGjRAitXrkTPnj1hbGxcHmUkhBDyCSnYh0gm4wGoGEPN+Hw+Gvk1QnZONnh83TflMaEQz6ZP4u6XOT8DIdLmTefuk7LR+BncsmULNmzYgBMnTsDOzg79+/fH4MGDUa1atfIsHyGEkE8Mnw/weAyM8SpUDZFAIICPr3zNK51PyggAhoZ4NXKI/L4ulu4wNETmmK/LXi4CQIuAaMCAAWjfvj12796N4OBgWq+MEEJIqQkE8uYy6kNEKgqNA6L//vsPtra25VkWQgghekIofBsQVaBRZjKZDM9SniEjMwNWNlblsnSH6MpVAECWt6dO8jNIvAIAyK/nQ0t3lJHG1TwFg6Fff/0Vn332GRwdHXH//n0AwJIlS/DHH3/ovoSEEEI+OYqRZhWphkgqlWJv9F6c2HcCMqnuZ4zk5ebCJbgnXIJ7gpebW/b8cnJh06o9bFq1By+n7PnpO63bvVatWoXx48cjODgYr1+/hvTtq9nCwgJLlizRdfkIIYR8gmjFe1LRaB0QLV++HGvWrMG0adOUqhMbNmyIK1eu6LRwhBBCPk2KbqjyUWaEfHhaB0TJycmoX7++ynaRSITMzEydFIoQQsinTVhBV7wn+kvrgMjNzQ2JiYkq2w8ePAhvb2+t8pJIJJg+fTrc3NxgbGwMd3d3zJ07F7JCq/0lJSWhU6dOEIvFMDMzQ9OmTbn1016+fIlRo0ahZs2aMDExgbOzM0aPHo20tDSlPFxdXcHj8ZRuU6dO1e7iCSGE6MS7Fe8/bDkIUdB6JqdJkybhm2++QU5ODhhjOH/+PLZu3YqIiAisXbtWq7wiIyMRFRWFTZs2oVatWrh48SIGDhwIsViMMWPGAADu3LkDPz8/DB48GHPmzIFYLEZSUhKMjIwAAI8fP8bjx4/xww8/wNvbG/fv38eIESPw+PFj7Ny5U+l8c+fOVZpN29TUVNvLJ4QQogOCtzVEFWmUGdFvWgdEAwcOhEQiweTJk5GVlYUvv/wSVapUwdKlS9GnTx+t8oqPj0fnzp3Rvn17APJanK1bt+LixYtcmmnTpiE4OBgLFy7ktrm7u3P3a9eujZiYGO6xh4cHwsPD8dVXX0EikUBYYDZQMzMz2Nvba3vJhBBCdIxqiEhFU6rZFYcOHYr79+8jNTUVKSkpePjwIQYPHqx1Pn5+fjh27Bhu3rwJALh8+TJOnz6N4OBgAPI5Ifbv348aNWqgXbt2sLW1RZMmTbB79+5i801LS4O5ublSMATIa6SsrKxQr149hIeHIy8vr8g8cnNzkZ6ernQjhBCiG+8CoopTQ8Tn81GvST141fUqt6U7Xoz/Fi/Gf6uzpTveTB2PN1PH09IdOlCmZ9Da2rpMJ58yZQrS0tLg6ekJgUAAqVSK8PBw9O3bFwCQmpqKjIwMLFiwAPPnz0dkZCRiY2PRrVs3nDhxAv7+/ip5vnjxAvPmzcPw4cOVto8ZMwYNGjSApaUlzp8/j7CwMCQnJxfZzBcREYE5c+aU6foIIYSoJ6iA8xAJBAI0aNqgXJfueDFxlPy+jpbuePPdhLKXiwDQIiC6c+cOwsPDsX79egCAs7MzMjIyuP0CgQCnT59GzZo1NT55dHQ0Nm/ejC1btqBWrVpITEzE2LFj4ejoiNDQUK5zdefOnTFu3DgAQL169XDmzBlERUWpBETp6elo3749vL29MWvWLKV9iuMBoE6dOrC0tESPHj24WqPCwsLCMH78eKW8nZycNL42QgghRaN5iEhFo3FAtHz5cqX+N69evcLMmTO5Gayjo6Px008/ISoqSuOTT5o0CVOnTuX6Hvn4+OD+/fuIiIhAaGgorK2tIRQKVUaveXl54fTp00rb3rx5g6CgIJiammLXrl0wMDAo9txNmzYFANy+fVttQCQSiSASiTS+FkIIIZrjv62AkVWgJjPGGF69eIWMNxmwsLLQ/QlkMhjeugMAyHZ31Ul+whu3AACSmtXfTe5ESkXjgOjo0aNYvny50rbu3btzHZxdXV0xZMgQrU6elZWlskisQCDgaoYMDQ3RqFEj3LhxQynNzZs34eLiwj1OT09Hu3btIBKJsGfPHm4EWnESEhIAAA4ODlqVmRBCSNlVxHmIJBIJdm3eBQDo1r+bSj/UsuLl5MC1VQcAwPUbF4Ey/ujmZefAtklrAMCTJ7fAKpmUuYz6TOP/9v379+Hm5sY9HjJkCMRiMffY1dUV//33n1Yn79ixI8LDw+Hs7IxatWohISEBixcvxqBBg7g0kyZNQu/evdGyZUu0atUKsbGx2Lt3L+Li4gDIa4YCAwORlZWFzZs3K3WAtrGxgUAgQHx8PM6ePYtWrVpBLBbjwoULGDduHDp16gRnZ2etykwIIaTsBG9/C1ekPkREv2kcEPH5fKSmpsLV1RUA8NNPPyntf/r0aYnNVIUtX74cM2bMwMiRI5GamgpHR0cMHz4cM2fO5NJ07doVUVFRiIiIwOjRo1GzZk3ExMTAz88PAHDp0iWcO3cOAFCtWjWl/JOTk+Hq6gqRSITo6GjMmTMHubm5cHFxwdChQzF58mStyksIIUQ3BG+/fSrSKDOi3zQOiGrVqoWjR4+icePGavcfOnQItWvX1urkZmZmWLJkSYmLwg4aNEip1qiggIAAMMaKPb5BgwY4e/asVmUjhBBSfiriKDOi3zTugTVw4ECEh4dj//79Kvv27t2LBQsWYODAgTotHCGEkE+TgEaZkQpG4xqioUOH4vjx4+jYsSM8PT1Rs2ZN8Hg8XL9+HTdu3ED37t2VlsUghBBCiiKogKPMiH7Taoze1q1bsWXLFtSoUQM3btzA9evXUb16dfz222/Yvn17eZWREELIJ0YoqHijzIh+03pMYZ8+fbRes4wQQggpiJuHSPZhy1EQn89H7Qa1kZubW25Ld7wcMYi7X+b8DITIGD2Cu0/KRqNnMDMzE5UqVdI4U23TE0II0S/v5iGqOE1mAoEAjVs0LtelO57PnCK/r6OlO9Lnzyh7uQgADZvMqlWrhu+//x6PHz8uMg1jDEeOHMEXX3yBZcuW6ayAhBBCPj202j2paDSqIYqLi8P06dMxZ84c1KtXDw0bNoSjoyOMjIzw6tUrXLt2DfHx8TAwMEBYWBiGDRtW3uUmhBDyEePmIapAfYgYY3iT/gaZbzJhJjbT/QlkMggfySsWpPZ2OslP8PCRPD+nKrR0RxlpFBDVrFkTO3bswH///YcdO3bgzz//xJkzZ5CdnQ1ra2vUr18fa9asQXBwsMpSHIQQQkhhAr5iHqKK02QmkUiwY8MOAOW3dId7k88B6G7pDjsf+bqctHRH2Wn1365atSrGjRuntHI8IYQQoi1uHiJqMiMVBFXnEEIIee9oHiJS0VBARAgh5L2riKvdE/1GAREhhJD3jk+jzEgFQwERIYSQ906oCIgq0DxERL9RQEQIIeS9o9XuSUWj9ZhCV1dXDBo0CAMGDICzs3N5lIkQQsgnjpuHqAIFRHweH551PJGXl1cuS3dAIMTr0C+5+2XFhAJkDgnl7pOy0fo/MmHCBGzcuBFz585Fq1atMHjwYHTt2hWiMs6nQAghRH+8m6m64jSZCYQCNG/VvNyW7mAiQ6RGzJLf18XSHSIR0hZ/r4OSEaAUTWajRo3CpUuXcOnSJXh7e2P06NFwcHDAt99+i7///rs8ykgIIeQTQ6PMSEVT6j5EdevWxdKlS/Ho0SPMmjULa9euRaNGjVC3bl2sX78ejDFdlpMQQsgnRLGogawCNZkxxpCdlY3cnNzy+Q5jDIIXLyF48RLQRf6Mgf/8BfjPX+gmPz1X6oAoPz8f27dvR6dOnTBhwgQ0bNgQa9euRa9evTBt2jT069evxDwkEgmmT58ONzc3GBsbw93dHXPnzoVMJlNKl5SUhE6dOkEsFsPMzAxNmzbFgwcPAAAvX77EqFGjULNmTZiYmMDZ2RmjR49GWlqaUh6vXr1CSEgIxGIxxGIxQkJC8Pr169JePiGEkDJQrIpRkVa7l0gk2LpmK/Zt2wdpOUyhzcvOhodPM3j4NAMvO7vs+WVlw969Duzd64CXVfb89J3WfYj+/vtvbNiwAVu3boVAIEBISAh++ukneHp6cmkCAwPRsmXLEvOKjIxEVFQUNm3ahFq1auHixYsYOHAgxGIxxowZAwC4c+cO/Pz8MHjwYMyZMwdisRhJSUkwMjICADx+/BiPHz/GDz/8AG9vb9y/fx8jRozA48ePsXPnTu5cX375Jf777z/ExsYCAIYNG4aQkBDs3btX26eAEEJIGfEVo8xkJSQk5D3ROiBq1KgR2rZti1WrVqFLly4wMDBQSePt7Y0+ffqUmFd8fDw6d+6M9u3bA5CPYNu6dSsuXrzIpZk2bRqCg4OxcOFCbpu7uzt3v3bt2oiJieEee3h4IDw8HF999RUkEgmEQiGSkpIQGxuLs2fPokmTJgCANWvWoFmzZrhx4wZq1qyp8fVnS7KRlZ+lsp3P48NIaMQ9VpdGgQcejA2M320weJs+v+S02fnZYFBfNVpeaQHAxMCkVGlzJDmQsaI/8bRJayw0Bo8n/zWZK8mFlBX9C06btEZCI/B58srSPGkeJLKiOzVok1YkEEHwdvY5bdLmS/ORL1PzYnjLUGAIIV+odVqJTII8aV6RaQ34BjAQGGidViqTIleaW2RaIV8IQ4Gh1mllTIYcSY5O0gp4AoiE8oEfjDFkS4r+Na1NWm3e92X5jNAm7cfyGaGoIcqT5hR7fe/zMyI/Px95kL/us/KzIBXIj9fVZwRPko3Mt1+ZWZJsCAzefQWX5jOCl5/1Lr/8LLC3HwX0GaGaVhNaB0R3796Fi4tLsWkqVaqEDRs2lJiXn58foqKicPPmTdSoUQOXL1/G6dOnsWTJEgCATCbD/v37MXnyZLRr1w4JCQlwc3NDWFgYunTpUmS+aWlpMDc351Yqjo+Ph1gs5oIhAGjatCnEYjHOnDmjNiDKzc1Fbu67f0p6ejoAoPGaxoCRSnK0dmuNX7v+yj2us6pOkR+kzao2w85e72qvMBaou76u2rR17eriQL8D3OOATQH4L/0/tWlrWNXAidAT3OPgLcG4+eKm2rRVzavi3JBz3OPu27vj8tPLatNWNq6MK19f4R6H7ApB/H/xatMaC41xe/Rt7vHQvUNxPPm42rQA8Gj8I+7+6IOjsf/W/iLT3hp1i/twnHJ0CnZc21Fk2n9G/AMrEysAwJyTc7Dp8qYi054dfBZOYicAQOTpSERdiioy7fH+x1HTWv56WX5uORafXVxk2v1f7kc9+3oAgHV/r8P8U/OLTLuj5w40d2oOAPjtym+YdnxakWk3ddmENu5tAAC/X/8d4w+NLzJtVIcodKzREQBw8PZBjNg3osi0i9stRu9avQEAcffiELo7tMi04a3DMaDeAADAuUfn0HNHzyLTTm8xHV83+hoAcCX1CtpvaV9k2vFNx2NC8wkAgFsvbqH1/1oXmXaE7wjM8J8BAHiU/ghN1zUtMm1o3VB8/7l8NM7L7JeoE1WnyLQ9vXtiSdASAPIfQNWXVy8ybfvq7fFLx1+4x8WlLctnRJO1TfAy+6XatB/rZ4RiENcp236ovvyQ2rTAh/uM+H7ru9Fbx/oeQ1WzqgCAny78hPX/rC8y33099qF6ZfnrYHXCaqz4e4VyAsVbe0cLbO2wFZ9ZfgagDJ8RivwKfIfQZ4Rcwc8ITWjdh6ikYEgbU6ZMQd++feHp6QkDAwPUr18fY8eORd++fQEAqampyMjIwIIFCxAUFITDhw+ja9eu6NatG06ePKk2zxcvXmDevHkYPnw4ty0lJQW2trYqaW1tbZGSkqI2n4iICK6/kVgshpOTkw6umBBCCAAI3o4yo77ApKLgMS270ltaWnLVjEoZ8XgwMjJCtWrVMGDAAAwcOLDEvLZt24ZJkyZh0aJFqFWrFhITEzF27FgsXrwYoaGhePz4MapUqYK+fftiy5Yt3HGdOnVCpUqVsHXrVqX80tPTERgYCEtLS+zZs4drzvv++++xadMm3LhxQyl99erVMXjwYEydOlWlbOpqiJycnHD+znlYWliqpC9NdXhWZhaqO1QHDIDLdy7DpJJJkWkVPpbqcAVqMqMmM2oy0z6tPjSZrV1ZCbOmitGhx0v8tFp97VfhfN9Hk9nmqM0AgE59O0FkJH8d6KzJLDsb1XzktTw3Ek9BYGyGypaVIRAIStdklpkFew95zVDKnctgb79D6DNCOe3LVy/h4+LDtR4Vmb7IPUWYOXMmwsPD8cUXX6Bx48ZgjOHChQuIjY3FN998g+TkZHz99deQSCQYOnRosXlNmjQJU6dO5fob+fj44P79+4iIiEBoaCisra0hFArh7e2tdJyXlxdOnz6ttO3NmzcICgqCqakpdu3apdS3yd7eHk+fPlU5/7Nnz2BnZ6e2bCKRSO1kk8ZCY6U3aFE0ScPJl6fX5BilvkcfQdqCXwC6TKv4wtJ1WkOBocZtzuWV1kDw7oNEl2mFfCH3wafLtAK+ACZ8zV7v2qTl8/gav4+0Scvj8colLaDd+7680laE970maRXzEDGJZp+pQPl/RuQjH4aQv09NDEwgMlDNoyzve14+UOltbGIiNIaELygybXEU73ueQYH8DEzA1DyP9BmhOa0DotOnT2P+/PkYMUK5nXH16tU4fPgwYmJiUKdOHSxbtqzEgCgrKwt8vnKrnUAg4IbdGxoaolGjRio1Ozdv3lRquktPT0e7du0gEomwZ88ebgSaQrNmzZCWlobz58+jcePGAIBz584hLS0NzZs31+4JIIQQUmaKWKAizUPE5/FRzasa8vPyy23pjrReXbn7ZcWEAmR92ZO7T8pG6//IoUOHEBkZqbL9888/x4QJ8o5OwcHBapuhCuvYsSPCw8Ph7OyMWrVqISEhAYsXL8agQYO4NJMmTULv3r3RsmVLtGrVCrGxsdi7dy/i4uIAyGuGAgMDkZWVhc2bNyM9PZ3rAG1jYwOBQAAvLy8EBQVh6NChWL16NQD5sPsOHTpoNcKMEEKIblTEeYgEQgFaBrYs16U7ni5ZIL+vo6U7XkctKXvBCIBSdKquXLmy2rl79u7di8qVKwMAMjMzYWZmVmJey5cvR48ePTBy5Eh4eXlh4sSJGD58OObNm8el6dq1K6KiorBw4UL4+Phg7dq1iImJgZ+fHwDg0qVLOHfuHK5cuYJq1arBwcGBuz18+JDL57fffoOPjw8CAwMRGBiIOnXq4Ndff1UpEyGEkPJHq92TikbrGqIZM2bg66+/xokTJ9C4cWPweDycP38eBw4cQFSUfLjykSNH4O/vX2JeZmZmWLJkCTfMviiDBg1SqjUqKCAgQKMp1itXrozNmzeXmI4QQkj54xZ3rUBrmTHGkJ+fD0m+RKU7h45O8G6GakPN58cpNr+3M1QzE2NAzYAnojmtA6KhQ4fC29sbK1aswO+//w7GGDw9PXHy5EmuP46i6YwQQghRhwuIZBXnS1wikeDXlfKWg279u3Fz2ekKLzsb1avVBwBcv3ERUDNwR6v8srLh4CCf8+jJk1vcKDNSOlr9t/Pz8zFs2DDMmDFDZcg7IYQQoinFPEQVqYaI6DetAiIDAwPs2rULM2ZoPvMjIYQQUhhXQ0R9iCqU27cESLigvjmPzwf8AnJhZ69+Lqjz8YY4fEB1agRnVwlCBmVV+BY9resDu3btit27d2P8+KKnAieEEEKKUxFHmem7vDyga6A1Xr4oeoRd089yEXPwhcp2xoDh/S2R+lT9sR7VJfisZdETOVYEWgdE1apVw7x583DmzBn4+vqiUqVKSvtHjx6ts8IRQgj5NPH58iazijQPkb67/LchXr4QwKSSDI2bKgcvUhkPp06IcPGcIbKzAeNCc2/eTxYg9akAhoYMA4dnctvPnjbE5QRDHDlo9OkFRGvXroWFhQUuXbqES5cuKe3j8XgUEBFCCCkRV0NEAVGF8def8qayVm1z8cv/XintYwxoUMMOqU8FuJJoiMbNlIObhIvyY2vVycfM8HRu+77dRhjevzKOHTLC7Ih0FCXjDQ8vnvPh4vbhXhBaB0TJycnlUQ5CCCF65F0fImoyqyjOnJKPemveQnUtMR4P8G2ch4N7jfH3BQOVgOjvC/LlQRo0VN7eslUuhEKGu7eFSL4jgJuHasDDGDD+GwucOiHCyvWv0Kpt0WuZladST7SQl5eHGzduQCKhIQKEEEK0oxhlVpGazHg8HlyruaKKSxW1i5iXGV+ANx3a4U2Hdu/WLikDJuAju0t7ZHdpDyYo27xJOTnAxbPyWh4/f/VNWw0ayRdOu3RetdO1ooZIkUbBXMzQuLk8v2OH1K9Ft+bnSti/2xjZWTyYi4tevLe8aV1DlJWVhVGjRmHTpk0A5OuKubu7Y/To0XB0dNRoyQ5CCCH6TVFDVJF+UwuFQrRu37r8lu4wEuHJL8vk93WxdIeREV797xcdlAz4+4IhcnN5sLWTwqO6+n+Kb2N5YHPpvCEYezcPZG4ucPWKvIaofkPVYKpNUA7O/CnC4gVm+G2j6lxJd27JQ5FZ36fBt3G+yv73ReuQMiwsDJcvX0ZcXJzSIqpt2rRBdHS0TgtHCCHk08TNQ0RNZu9d3FEROrS2RrsW726jh1kCkDeXFVU5VqdePoRChqcpAjz+713A+O9lA+Tl8VDZSgpnV9Ug74sOOTAwYEh7zcfN6wYqN6mUh+59sjBgWFa5XK+mtK4h2r17N6Kjo9G0aVOlKkVvb2/cuXNHp4UjhBDyaVK08NA8RO/fxjWVuCauwgKDc4o8ztiEwdsnH/8kGKJft8owM5cHtS9fyP+ZDRrlqw2mnF2lOHkxFf89VF/rVqkSQ90G6o99n7QOiJ49ewZbW1uV7ZmZmeXT5koIIeSToxhlVpECovz8fGxcvhGAfOkOXTeb8bKydLt0R2ZWqZbuyHgj/67+dsIbNG3+ronLXCxT6QNUWMvWufgnwRC3bhio7GsRUHRnaBc36QcdQaYJrQOiRo0aYf/+/Rg1ahQAcEHQmjVr0KxZM92WjhBCyCeJr1jtniZmfO+yMuXPecPGeVqP6Bo/9Q2afZaH3Fzl/5tJJRma+VXseYZKonVAFBERgaCgIFy7dg0SiQRLly7F1atXER8fj5MnT5ZHGQkhhHxiKmINkb7IypIHMyaVmNbHikRAQJsPMyy+vGndqbp58+b466+/kJWVBQ8PDxw+fBh2dnaIj4+Hr69veZSREELIJ+bdKDOqIXrfMt/WEFUqRUD0KdO6hggAfHx8uGH3hBBCiLYEb5vMZB9u2hm9lZUprwspTQ3Rp6xUAZFMJsPt27eRmpoKWaFXc8uWLXVSMEIIIZ+uijgPkb7IVjSZmVBAVJDWTWZnz55FtWrV4OXlhZYtWyIgIIC7tWrVSqu8JBIJpk+fDjc3NxgbG8Pd3R1z585VCbKSkpLQqVMniMVimJmZoWnTpnjw4AG3/5dffkFAQADMzc3B4/Hw+vVrlXO5urqCx+Mp3WgSSUII+TAUfYhkNA/ReyWRgOsQbVKJqucK0rqGaMSIEWjYsCH2798PBweHMg21j4yMRFRUFDZt2oRatWrh4sWLGDhwIMRiMcaMGQMAuHPnDvz8/DB48GDMmTMHYrEYSUlJSpNCZmVlISgoCEFBQQgLCyvyfHPnzsXQoUO5x6ampqUuOyGEkNJTjDKrSDVEPB4PVV2rQiKRlNvSHRmf+3P3y4oJ+MgJbM3d14RihBlATWaFaR0Q3bp1Czt37kS1atXKfPL4+Hh07twZ7du3ByCvxdm6dSsuXrzIpZk2bRqCg4OxcOFCbpu7u7tSPmPHjgUAxMXFFXs+MzMz2Nvbl7nchBBCyqYijjITCoUI7BxYrkt3PP5VvtSGrpbueLnzV60OUYww4/NZWadB+uRo3WTWpEkT3L59Wycn9/Pzw7Fjx3Dz5k0AwOXLl3H69GkEBwcDkPdV2r9/P2rUqIF27drB1tYWTZo0we7du0t1vsjISFhZWaFevXoIDw9HXl7Rcybk5uYiPT1d6UYIIUQ3FPEGYzzqWP0eZWa8HWFmyj74zNAVjdY1RKNGjcKECROQkpICHx8fGBgoz1ZZp04djfOaMmUK0tLS4OnpCYFAAKlUivDwcPTt2xcAkJqaioyMDCxYsADz589HZGQkYmNj0a1bN5w4cQL+/v4an2vMmDFo0KABLC0tcf78eYSFhSE5ORlr165Vmz4iIgJz5szROH9CPjYymQwyCX0TEfUEBoJyXX1AMcoMkFeU8Mu2WDvREHWoLprWAVH37t0BAIMGDeK28Xg8MMbA4/Eg1aIKMDo6Gps3b8aWLVtQq1YtJCYmYuzYsXB0dERoaCjXubpz584YN24cAKBevXo4c+YMoqKitAqIFMcD8qDN0tISPXr04GqNCgsLC8P48eO5x+np6XByctL4fIRUVIwxZLzMQF6mvIaUB/qZSJQxMIAHWNhbQGCg+6Yj4F0NESDvR2SguhLEe5efn4/NqzaDgaHzl53LZekOD5/mAICbiad0snSHnYe8EuLpnX80WrojK0seeRpTQKRC64AoOTlZZyefNGkSpk6dij59+gCQz290//59REREIDQ0FNbW1hAKhfD29lY6zsvLC6dPny7TuZs2bQoAuH37ttqASCQSQUQNrOQTlPEyA/lZ+bC1tYWxsTEoHiKFMRlDSkoKMl5mwNzWvFxqihSr3QOKkWYV4wtaUs69vPnZ2brNL0u7/BSdqiuZVoznuyLROiBycXHR2cmzsrLAL1RPKhAIuJohQ0NDNGrUCDdu3FBKc/PmzTKXIyEhAQDg4OBQpnwI+ZjIpDLkZebB1tYWlpUtP3RxSAVmbW2Nx48fQyaVQSDUfS1R4Roi8n4oZqk2MaHm8sI0brUdOXIkMjIyuMe//vqr0uPXr19znaE11bFjR4SHh2P//v24d+8edu3ahcWLF6Nr165cmkmTJiE6Ohpr1qzB7du3sWLFCuzduxcjR47k0qSkpCAxMZHr7H3lyhUkJibi5cuXAOSj2X766SckJiYiOTkZ27dvx/Dhw9GpUyc4OztrVWZCPmYyqfxD0NjY+AOXhFR0BgYG4IEHJiufmgRhgZ/jFWmk2acuK5P6EBVF44Bo9erVyMrK4h5/8803SE1N5R7n5ubi0KFDWp18+fLl6NGjB0aOHAkvLy9MnDgRw4cPx7x587g0Xbt2RVRUFBYuXAgfHx+sXbsWMTEx8PPz49JERUWhfv363BxDLVu2RP369bFnzx4A8uav6OhoBAQEwNvbGzNnzsTQoUOxdetWrcpLyKeABx41k5GSlfNrpGDjgJQmZ3xvFMPuqclMlcZNZoyxYh+XhpmZGZYsWYIlS5YUm27QoEFKnbgLmz17NmbPnl3k/gYNGuDs2bOlLCUhhJDyIBQySCQ8qiF6jxQ1RNSpWhUNdCSEkLdqeNTAsqXLitzftnVbTBg/QSfnunfvHkRCES4nXtZJfh8jRT8iKa14/94oFnalle5VUUBECPkoDBk0BCKhiLs52DqgQ3AHXPnnyocuGiklxUizilJDxAMP9lXsYW1nXT5Nhjw+spo1RlazxgCv7F+/jM9Drl8z5Po1A+NrVmBFkxkt26FKq1FmM2fOhImJfJ6DvLw8hIeHQywWA4BS/yJCCCkPge0CsWbdGgDA05SnmDVzFrp27orbybqZPZ+8XxVtxXuhgRDBPYLLb+kOYyP8FyNfakMnS3cYG+PFgZ1aHZJJnaqLpHGI2rJlS9y4cQMJCQlISEhA8+bNcffuXe7xjRs30LJly/IsKyFEz4lEItjb28Pe3h5169XFxEkT8fDhQzx79gwA8N3U71DLqxYszCxQs3pNzJ45G/n5+Up57N27F82aNIN5JXM42jmiV49eRZ5v08ZNsKlsg6NHjqrdv+W3LWjWpBmsLKzgXMUZ/b/qrzTY5NWrVwgNCUUV+yoQm4rh7emNTRs3KeWRnJyMwM8DYWFmgYYNGuJsvP70d1TEHDIZNZm9L+/mIaJh94VpXENU0sKphJCPW3Fr+/H5fAgLjJMuLi2Px1Na0qeotIaGhqUo5TsZGRnYunUrPKp5cJOrmpmZYe26tXBwdMC/V/7FyBEjYWpmiomTJgIADuw/gN49emNq2FSs37ge+Xn5OHjgoNr8F/+4GIsiF2HfgX1o0rSJ2jR5eXmYNXsWatSsgWepzzBpwiQMGTQEe/bJR7jOnjUbSUlJ2LNvD6ysrXDn9h1kF5qYb+aMmVgQuQDVqlfDrBmz0P+r/rh245rS8/2pElTAFe8/dYqlO6hTtapP/x1HCNHIjwt/LHKfRzUP9OrzriZl2U/LVGpeFJydndGvfz/u8coVK5GtZjbdsOlhWpfxwP4DqCyuDADIzMyEg4MDdv2xi5vgNWzauzxdXV1x48YN7NyxkwuIIiMi0at3L8ycPZNLV6eu6vqL07+bjs2/bsaRY0dQ26d2keUZMHAAd9/d3R2LlyzGZ80+Q0ZGBkxNTfHwwUPUq1cPvg19uTIVNm78OAS3l8/hNnPWTNSrUw+3b9+Gp6enhs/Kx6uirXifn5+PbWu3QSaToUPvDuWydIdb49YAgNvxR3SydIdtbXmwnvrvOY2W7lAs7kpNZqooICKEfDT8A/yx/OflAIBXL19hddRqdOrQCafjT8PFxQW/x/yO5UuX486dO8jIyIBEIoG5uTl3/OXLlzFoSNFTeADA0p+WIjMzE2fOnYG7u3uxaRMTEjFv7jz8c/kfvHz5kptl/+GDh/Dy9sKw4cPQp1cfJCQkoE2bNujUuROaNW+mlIePjw93397BHgDwLPWZXgRE/Ao4yiwnO6dc8xe+fKXT/AQvXmqVnuYhKhoFRIQQAMCEyUUPJy+8xM7ocaOLTFt43auR344sIqX2KlWqhGrVqnGPG/g2gE1lG6xfux7B7YPx1ZdfYeasmWgb2BbmYnPsiN6BJT8t4dJrMkP3Z36f4eCBg4jZEYNJUyYVmS4zMxPtv2iPNm3bYMOmDbC2scbDBw/RIbgD10wY9EUQbt29hYMHDuL4seMICgzCiK9HIHJRJJdPweZFxXOnCKw+dcIKNspMHygWd6UaIlUUEBFCAGjXp6e80mqLx+OBz+cjOzsbZ86cgbOLM6Z+N5Xb/+DBA6X0Pj4+OHH8BEIHhBaZZ8NGDTHym5HoENwBfAEfEyaqDxRvXL+B58+fY/738+Hk5AQA+PvS3yrpbGxs0D+0P/qH9sdnfp8hbEqYUkCkzwRv42wJBUTvDddkRsPuVVBARAj5aOTm5iIlJQWAfATXqpWrkJGRgfYd2iMtPQ0PHzzE9ujt8G3oi4MHDuKP3X8oHT9txjQEBQbB3d0dPXv3hFQiRWxsLNfHSKFps6bYs28POrbvCKFQiDFjx6iUxcnZCYaGhli5YiWGDh+Kq1ev4vvw75XSzJk1B/V968Pb2xt5uXk4sP+AXjSFaUoxD5GMlu54b7K5eYj0oxZSG6UKiF6/fo3z588jNTVVpWq3f//+OikYIYQUdvjQYbhUdQEgH1FWs2ZNbI3eCv8AfwDA6DGjMXb0WOTm5uKL4C8QNi0M8+fO5473D/DH1uit+D78eyxauAjm5ubwa+Gn9lzNP2uO3Xt2o3PHzhAIBPh21LdK+21sbLB2/VrMmD4DP6/4GfXr18eCyAXo3rU7l8bQ0BAzps3A/Xv3YWxsjM/8PsOvW37V9dPy0apo8xDpA25iRmoyU8FjWi5KtnfvXvTr1w+ZmZkwMzNT6i/A4/G4FeY/Nenp6RCLxbhy/woqW1bWSZ5ZmVmo7lAdAHDryS2YaDBCgJCykORJkJ6SDmdXZxgZGX3o4pAKLCcnBw/uPYC5vTmEhuXTmNCmuQ2S/jXA1j+eo2WroqdyeF/y8/OxcflGAEC3/t0gMirbKLDCeFlZqF6tPgDg+o2LkIhEEIvFpR7NxsvMgsPb75AnT26VOMqMMcDZ0gEyGQ+XbqTA3kE/aolevnoJHxcfpKWlKQ2yKEzrV/mECRMwaNAgfP/999ys1YQQQoi2FPMQVZRRZjzwYG1rDalUWm5Ld+TUrc3dLyvG5yGvfl3ufklyc99NgklrmanSOiB69OgRRo8eTcEQIYSQMhEqht1XkE7VQgMhOvXtVK5Ldzw4GCO/r6OlO56fPKBxcsUs1QB1qlZH6xC1Xbt2uHjxYnmUhRBCiB7h5iGiTtXvhWKle5GIoRzivY+e1jVE7du3x6RJk3Dt2jX4+PgozaEBAJ06ddJZ4QghhHy6aB6i9yuLRpgVS+uAaOjQoQCAuXPnquzj8XjytldCCCGkBBVtlJkkX4IdG3dAJpMhqEdQOSzdkQ3XgPYAgDvH9wBlnKOLl5UNm8YBAIBn5+PATIqfeFTRZEbNZeppHRDpywyqhBBCypfg7TdQRZmHiIEh402G4kG5nMHgv0dv7+rgBIxB+OA/jfOjIffFK3s39zKQSCSYPn063NzcYGxsDHd3d8ydO1cl6EpKSkKnTp0gFothZmaGpk2bKs1A+8svvyAgIADm5ubg8Xh4/fq1yrlevXqFkJAQiMViiMVihISEqE1HCCHk/RDwabX790kxSzWNMFOvVAHRyZMn0bFjR1SrVg3Vq1dHp06dcOrUKa3ziYyMRFRUFFasWIGkpCQsXLgQixYtwvLly7k0d+7cgZ+fHzw9PREXF4fLly9jxowZSnOoZGVlISgoCN99912R5/ryyy+RmJiI2NhYxMbGIjExESEhIVqXmRBCiG4oaoik1PCgc9evCeFb0w4etg7cbehX8jn0jCkgUkvrJrPNmzdj4MCB6NatG0aPHg3GGM6cOYPPP/8cGzduxJdffqlxXvHx8ejcuTPat5e3qbq6umLr1q1Ko9imTZuG4OBgLFy4kNtWeAXqsWPHAgDi4uLUnicpKQmxsbE4e/YsmjRpAgBYs2YNmjVrhhs3bqBmzZoal5kQQohuCCrgavcVzb27ArxJV193UdlYCIcijtuyyQQpT9T3gWrY5MNPglkRaR0QhYeHY+HChRg3bhy3bcyYMVi8eDHmzZunVUDk5+eHqKgo3Lx5EzVq1MDly5dx+vRpLFmyBIC8v9L+/fsxefJktGvXDgkJCXBzc0NYWBi6dOmi8Xni4+MhFou5YAgAmjZtCrFYjDNnzqgNiHJzc5Gbm8s9Tk9PBwBIZBLkS/M1PndxCuaTL83XWb6EFEUilYCBAQzQcpJ6UsHUqFYDo0aNwqgxo8rnBEzepyZfmg8mLZ/XCl8grxrKy5cW+fl397YQD+6pflXVqZ+Hyla6rVpS+kyW5YMv022vEp5MOX+JjI98aT5kUH8dB/4wwcgBNkXnx7PGKTTHZzjz9v8kz58x4MhB+SzbC5c/R/OWOdwxBgaAnYMU+Xo0/kki06xNVuuA6O7du+jYsaPK9k6dOhXbZKXOlClTkJaWBk9PTwgEAkilUoSHh6Nv374AgNTUVGRkZGDBggWYP38+IiMjERsbi27duuHEiRPw9/fX6DwpKSmwtbVV2W5ra8stFFlYREQE5syZo7JdxmTIleSqOUJ7BfPJleRCIKGJIUj5kkqlYIxxt4/J0MFDsfnXzQAAoVCIypUro7ZPbfTq3Qsh/UPA53/QLpEqalaviQf3HyDuVJzSj7GJEybin8v/4PDRw2U+B0P5/R8Vr5E8aR6k5bQcPY8vzzc3T6L2c/XJIyHaNXdGfr5qDZJHjVwc+Ou+TssjKdCZKVeaC+i4bxNf8q5mJk+aB4mEh1xpLgRM/Wf/lX9MAQAmJjKYiZX/B9lZfKSnCfADJuIzdEOuJBfs7XfInVsGeHDPAAaGMrTp8AqVTJVfI7l61mdLxjQLnLUOiJycnHDs2DFUq1ZNafuxY8fg5OSkVV7R0dHYvHkztmzZglq1aiExMRFjx46Fo6MjQkNDuc7VnTt35mqk6tWrhzNnziAqKkrjgAiA0pprCowxtdsBICwsDOPHj+cep6enw8nJCS4WLsWuhaKNTMNM7r6rpSsqVaqkk3wJKUpOTg4evnoIA6EBDIVlG/L7vvH5fLQLaof169dDKpXi6dOnOBR7CBPHT8TuXbvxxx9/QCgsnzW3SoMHHoyMjDBz2kyciDvBbRfwBODz+GV+/nngQcgXltv/USaUQcgXoqp51XJb987cWP4FbiGyhpuaNSL/2s9Dfj4PYjGDu4d8G2NAYgIPd26KYGPgBlNT3ZUnPz8fVtZWkEllcDF30f11G2RB4ilvkXA2d4HE0BCWFpZFDu83kMiD/G++ZQj/XnlfUpIMdX0E+AOdcbdaG7hWdgPeriCx65T8uFYBQG0nV91ew0coXZCuUbpSrWU2evRoJCYmonnz5uDxeDh9+jQ2btyIpUuXapXXpEmTMHXqVPTp0wcA4OPjg/v37yMiIgKhoaGwtraGUCiEt7e30nFeXl44ffq0xuext7fH06dPVbY/e/YMdnZ2ao8RiUQQiVQX9jMQGMBAYKDmCO0VzEeX+RJSFKlACh6PBz6PD74O1lJ6n3jgwUhkBEcHRwCAU1UnNPRtiGbNmuHzzz/H/zb9D0OGDAEAPHjwAKNGjcKxY8fA5/MRFBSE5cuXw87ODmlpaahcuTLOnz8PX19fMMZgZWUFDw8PXLhwAQCwdetWjB8/Hk+ePMG9e/fg5uaGmJgYLF++HOfOnUP16tURFRWFZs2aFVvm4cOHY9WqVYg9GIvg4GD5dbz9EaZ4/gMCAlCvXj2uqwAAdOnSBRYWFti4cSMAeW354MGDcfToUdjb22P+/PlcXop8rl+/jiFDhuDixYtwd3fHsmXL0LZtW+zatYvrYvDo0SOMHz8ehw8fBp/Ph5+fH5YuXQpXV1eVsvN5fPB4vHL9bDJ8my2TCWCgJii4cE7+d8gQHn744d32ypWBV6+ARw8NULu27spjIDDA1yO+xqtXryAUCnW/fIeZGNnn5a8xA6kUPIkEBgKDIs+TlSX/KzZXfX7q1AYCA4HDh/mY0fgIeh57t2/Hdvnfjh35MBB8XO/z8qDp61frZ+rrr7/Gtm3bcOXKFYwdOxZjxozBv//+i+joaAwfPlyrvLKyslSquQUCAVczZGhoiEaNGuHGjRtKaW7evAkXFxeNz9OsWTOkpaXh/Pnz3LZz584hLS0NzZs316rMhHyyMjOLvuXkaJ42O1uztDrSunVr1K1bF7///jsAec1vly5d8PLlS5w8eRJHjhzBnTt30Lt3bwCAWCxGvXr1uEEY//zzD/dX0VcwLi5OpQZ62rRpmDhxIhITE1GjRg307dtXqYlFHVdXV4wYMQJhYWFlmsNtwIABuHfvHo4fP46dO3di5cqVSE1N5fbLZDJ06dIFJiYmOHfuHH755RdMmzZNKY+srCy0atUKpqam+PPPP3H69GmYmpoiKCgIeXkfppOtoIS1zM6elf9t2lR5u5ub/O/du+VTrooi4+2USEXVgo0ZI/+7ZQvQteu726VL8u1vxysRDZWqfrlr167o2rVrmU/esWNHhIeHw9nZGbVq1UJCQgIWL16MQYMGcWkmTZqE3r17o2XLlmjVqhViY2Oxd+9epRFlKSkpSElJwe3btwEAV65cgZmZGZydnVG5cmV4eXkhKCgIQ4cOxerVqwEAw4YNQ4cOHWiEGSEKxbU9BAcD+/e/e2xr++7na2H+/kDBEZ+ursDz56rpdNj3xdPTkwtsjh49in/++QfJyclcM/6vv/6KWrVq4cKFC2jUqBECAgIQFxeHCRMmIC4uDp9//jnu3r2L06dPIzg4GHFxcUoDRwBg4sSJ3IjYOXPmoFatWrh9+zY8PT2LLdv06dOxYcMG/Pbbb6Wa6uPmzZs4ePCg0ijZdevWwcvLi0tz+PBh3LlzB3FxcbC3twcgHwDTtm1bLs22bdvA5/Oxdu1arpZqw4YNsLCwQFxcHAIDA7UuW1kpWjjVxZWZmcDbf6nagOjvv4Hk5PIt34dWUkAUFAR8+638uSjs88/fBY5EM1rXELm7u+PFixcq21+/fq0yHL4ky5cvR48ePTBy5Eh4eXlh4sSJGD58OObNm8el6dq1K6KiorBw4UL4+Phg7dq1iImJgZ+fH5cmKioK9evX55YVadmyJerXr489e/ZwaX777Tf4+PggMDAQgYGBqFOnDn799VdtL58QUgEV7A+YlJQEJycnpT6N3t7esLCwQFJSEgB5M9WpU6cgk8lw8uRJBAQEICAgACdPnkRKSgpu3rypUkNUp04d7r6Dg3ywc8FamqLY2Nhg4sSJmDlzZqlqYpKSkiAUCtGwYUNum6enJywsLLjHN27cgJOTExcMAUDjxo2V8rl06RJu374NMzMzmJqawtTUFJUrV0ZOTg7u3Lmjdbl0obgaokuX5NurVAGqVlXep/iq0XVAlJ+fj6ioKGzZsgX5+eUw6jcrCyaNG8OkceOif1AUUFJAxM/JwvLjtfDX61r460gW/voL3E3N6lqkBFrXEN27d0/temW5ubl49OiRVnmZmZlhyZIlSm3n6gwaNEip1qiw2bNnY/bs2cXmUblyZWzevFmr8hGiVxSfvuoU7uNQXCBQeLTXvXulLpKmkpKS4Pb253BRgyUKbm/ZsiXevHmDv//+G6dOncK8efPg5OSE77//HvXq1YOtra1SDQwApYWsFflo2gw2fvx4rFy5EitXrlTZx+fzVUaKFfwyVuwragBI4Wsrikwmg6+vL3777TeVfTY2RQ/tLk/F1RAV1VwGlF+TGWMMz9XVZuruBBBcv87dL8mbN/K/RVbeMgZcu6ZxfqR4GgdEBWtbDh06BLFYzD2WSqU4duyY2o55hJCPhDajHMsrbSkcP34cV65c4Zq4vL298eDBAzx8+JCrJbp27RrS0tK4IEfRj2jFihXg8Xjw9vaGo6MjEhISsG/fPq1GsGrC1NQUM2bMwOzZs1WmLbGxscGTJ0+4x1KpFP/++y9atWoFQD6IRCKR4OLFi1ytz40bN5SWHvL09MSDBw/w9OlTbqCIooO4QoMGDRAdHQ1bW1udjZQtK0Wc/fvvqsHNmTPyv+oCovKqIapoSqohIrqlcUCkGKXA4/EQGhqqtM/AwACurq748ccfdVo4QggpKDc3FykpKdyw+9jYWERERKBDhw7o378/AKBNmzaoU6cO+vXrhyVLlkAikWDkyJHw9/dXanYKCAjA0qVL0bVrV/B4PFhaWsLb2xvR0dFYtmyZzss+bNgw/PTTT9i6davSvEStW7fG+PHjsX//fnh4eOCnn35SCnZq1qzJ9YH85ZdfIBQKMXbsWBgbv1vZvG3btvDw8EBoaCgWLlyIN2/ecJ2qFTVH/fr1w6JFi9C5c2fMnTsXVatWxYMHD/D7779j0qRJqFq4Xeo9UFRMXbkiv6nTsqXqNkUNUXKyvGKkhMqxjxYFRO+XxgGRomrYzc0NFy5cgLW1dbkVihBC1ImNjYWDgwOEQiEsLS1Rt25dLFu2DKGhodyIVR6Ph927d2PUqFFo2bKl0rD7glq1aoXFixcjICCA2+bv74/ExESd1xAB8h+O6mbzHzRoEC5fvoz+/ftDKBRi3LhxXO2QwoYNGzBkyBD4+/vDzs4O8+fPx4wZM7j9AoEAu3fvxpAhQ9CoUSO4u7tj0aJF6NixIzeXjomJCf78809MmTIF3bp1w5s3b1ClShV8/vnnH6zGaMwYef/8olpr3dyAQl2hAAAuLvIgKDMTePZMnsenSPG8mJl92HLoCx772Kar/UDS09MhFouRlpamu4kZMzNh+jb0z8jIoIkZSbnLyclBcnIy3Nzcym2yPVIx/PXXX/Dz88Pt27fh4eGh9fEV/bXi5AT895+8r1GBCrcyycvLQ0REBABg5MiRur/uzEyYve2Q//q//yARiWBpqX5iRsbky2xIpcCjR4Cjo/r8uOqjjIxyb57+WGn6/f1BV7snhBCiG7t27cKRI0dw7949HD16FMOGDcNnn31WqmDoY/Cpz0WUm/tu9B01mb0fH3S1e0IIIbrx5s0bTJ48GQ8fPoS1tTXatGnzSffrdHcHTp0Ctm0DCi5JmZ0NnD8P3LxZ9MCrzz4DfvlFdUAkj8eDWCwu0ySaxeLxIHN25u4Xp2AzYpEVPzyevP1Qg/xIybRuMvPy8sKwYcNUJi1bvHgx1qxZw83z8amhJjPyKajozSCk4qjor5XwcGD69NIfv3YtMHiw6napVFrs0h1FzaoNqM5OURypVAqJRFJkk9m9e/JaMGNjjaYsIsXQ9Pv7g652TwghhJTGkCHyvjVpacrb+XzAxwdo0EDeB6ew2FhgwQJg8mTAz0+5w7JAAFhZqT9fWhrw1VfGOHmy6K/NceNyMWeObpZBoRFm798HXe2eEEIIKQ07O0DNPJclat5cvgrNlSuAulVXfH35GD/eAE5OfG7kImNAWJgIp08X/5W5e7cBBUQfsQ+62j0hhBDyPhkYyJvLgoOBAtM9AZA3h126xEO/fmK1x5qbM8TEZKF6deU+Rnfv8tG6dSW8eFFCP57sbJgEBQEA3uzfr74K6y2NAqLs7HcTNf35p7x9jZSa1gHR119/DXt7e/z444/Yvn07AHm/oujoaHTu3FnnBSSEEEJ0qXFj9esNP3qUh27dEnD9uieMjU2VlkOxtmb44YdcNGmi2uGaMfm29HQecnMBkaiIE8tkECQkcPeLo1FAJJMBFy9qlB8p2Qdd7Z4QQgipKGxsgODgWAQHx2o1D5GlJSAQMEilPLx4wYOjY9mn9ytxHTOic6UKiAD5BFapqakqwxOdFUMKCSGEED3A5wNWVgypqTw8e6abgIj6EL1/WgdEt27dwqBBg3BGsfLeW4rVlqXFjUkkhBBCPkHW1gypqcDz57qZD4gCovdP65mqBwwYAD6fj3379uHSpUv4+++/8ffffyMhIQF///13eZSREEIwYMAA8Hg88Hg8GBgYwM7ODm3btsX69euLnEgvMDAQAoEAZ8+eVbv/zJkzCA4OhqWlJYyMjODj44Mff/xRox92Dx8+xODBg+Ho6AhDQ0O4uLhgzJgxePHiRZmuk3ycrK3ltUK6DohoHbP3R+saosTERFy6dAme6sYrEkJIOQoKCsKGDRuUVrsfM2YMdu7ciT179kAofPeR9uDBA8THx+Pbb7/FunXr0LRpU6W8du3ahV69emHgwIE4ceIELCwscPToUUyePBlnz57F9u3blTrVFnT37l00a9YMNWrUwNatW+Hm5oarV69i0qRJOHjwIM6ePYvKlSuX63NBKpbyCoiohuj90Tog8vb2xnN13fMJIaSciUQi2NvbAwCqVKmCBg0aoGnTptzSQUOGDOHSbtiwAR06dMDXX3+Nxo0bY8mSJdxs8JmZmRg6dCg6deqEX375hTtmyJAhsLOzQ6dOnbB9+3b07t1bbTm++eYbGBoa4vDhwzB+O9TZ2dkZ9evXh4eHB6ZNm4ZVq1YBAFxdXTFs2DDcvn0bO3bsgKWlJaZPn45hw4aVy3NEysbExKRUS3coAqKSht7Lipr5sRCNAyJra43yIyXTqMksPT2du0VGRmLy5MmIi4vDixcvlPalp6drdXKJRILp06fDzc0NxsbGcHd3x9y5c1VejElJSejUqRPEYjHMzMzQtGlTPHjwgNufm5uLUaNGwdraGpUqVUKnTp3w33//KeXh6urKVbcrblOnTtWqvIR8ihhjyMzM/CA3LVcOUqt169aoW7cufv/9d6Vr2rBhA7766it4enqiRo0a3DQhAHD48GG8ePECEydOVMmvY8eOXM2POi9fvsShQ4cwcuRILhhSsLe3R79+/RAdHa10bT/++CMaNmyIhIQEjBw5El9//TWuX79e1ksnOmZoaIjx48dj8ODBMChmjiB1NKohqlQJmcnJyExOLnFleo0CokqVgGfP5Dda+qnMNKohsrCwUKo6Zozh888/V0pTmk7VkZGRiIqKwqZNm1CrVi1cvHgRAwcOhFgsxpgxYwAAd+7cgZ+fHwYPHow5c+ZALBYjKSlJaTjk2LFjsXfvXmzbtg1WVlaYMGECOnTogEuXLimtETN37lwMHTqUe2xKdZGEICsr64O9F3S1hp+npyf++ecf7vHRo0eRlZWFdu3aAQC++uorrFu3DgMHDgQA3Lx5E4B8DrWi8lOkKezWrVtgjBV5rJeXF169eoVnz57B1tYWABAcHIyRI0cCAKZMmYKffvoJcXFx1PXgE6IIiJ49oyazj5VGAdGJEyfK5eTx8fHo3Lkz2rdvD0Bei7N161ZcVEw0BWDatGkIDg7GwoULuW3u7u7c/bS0NKxbtw6//vor2rRpAwDYvHkznJyccPToUe4DEQDMzMy46nZCyKdD8YNMYd26dejduzfXp6hv376YNGkSbty4gZo1ayodV1R+hoaGpS4LAKXy1KlTh7vP4/Fgb2+P1NTUUuVPKiYbG0UNkdZjldSigOj90ygg8vf3L5eT+/n5ISoqCjdv3kSNGjVw+fJlnD59GkuWLAEAyGQy7N+/H5MnT0a7du2QkJAANzc3hIWFoUuXLgCAS5cuIT8/H4GBgVy+jo6OqF27Ns6cOaMUEEVGRmLevHlwcnJCz549MWnSpCI/9HJzc5Gbm8s91rY5kJCPhYmJCTIUn74f4Ny6kJSUBDc3NwDyJq3du3cjPz+f68cDyFcXX79+PSIjI1G9enXuuObNm6vkd/36ddSrV0/tuapVqwYej4dr165xn0OFj7W0tIR1gb4dhZtfeDxeqfqpkPKVn5+PzZs3QyKRoGvXrmpXoS+KRk1m2dkw7t4dAJCxfbtulu744gv5/YMHaemOMtK4U3VWVhYmTZrEfdC0adMGy5YtU3rTa2vKlClIS0uDp6cnBAIBpFIpwsPD0bdvXwBAamoqMjIysGDBAsyfPx+RkZGIjY1Ft27dcOLECfj7+yMlJQWGhoawtLRUytvOzg4pKSnc4zFjxqBBgwawtLTE+fPnERYWhuTkZKxdu1Zt2SIiIjBnzpxSXxshHwsej6eTZqsP5fjx47hy5QrGjRsHAPjtt99QtWpV7N69WyndsWPHEBERgfDwcLRr1w6VK1fGjz/+qBIQ7dmzB7du3eJ+mBVmZWWFtm3bYuXKlRg3bpxSP6KUlBT89ttv6N+/f5Ej1EjFxRjj+qdq279No07VMhmEp09z94uj8dIdJ09qlB8pmcYB0axZs7Bx40b069cPRkZG2Lp1K77++mvs2LGj1CePjo7G5s2bsWXLFtSqVQuJiYkYO3YsHB0dERoayv2C6ty5M/dhV69ePZw5cwZRUVHF1lwVrkJXHA/Iq68tLS3Ro0cPREZGwkpNr/+wsDCMHz+ee5yeng4nJ6dSXyshpOxyc3ORkpKiNOw+IiICHTp0QP/+/QHIm8t69OiB2rVrKx3r4uKCKVOmYP/+/ejcuTNWr16NPn36YNiwYfj2229hbm6OY8eOYdKkSRgyZAiCg4OLLMeKFSvQvHlztGvXDvPnz1cadl+lShWEh4eX6/NAKh5FQPT6NQ95eUApW1w51GT2/mkcEP3+++9Yt24d+vTpA0DeSfGzzz6DVCrVqlqxoEmTJmHq1Klcnj4+Prh//z4iIiIQGhoKa2trCIVCeHt7Kx3n5eWF02+jbHt7e+Tl5eHVq1dKtUSpqalqq8IVFHOS3L59W21AJBKJICpyhT5CyIcQGxsLBwcHCIVCWFpaom7duli2bBlCQ0PB5/Nx6dIlXL58GWvWrFE51szMDIGBgVi3bh06d+6MHj164MSJEwgPD0eLFi24ZvEFCxZgypQpxZajevXquHjxImbPno3evXvjxYsXsLe3R5cuXTBr1iyag0gPWVoy8PkMMpl8PTMHh7KNoKS1zN4/jQOihw8fokWLFtzjxo0bQygU4vHjx6WuOcnKygKfr9wBTSAQcDVDhoaGaNSoEW7cuKGU5ubNm3BxcQEA+Pr6wsDAAEeOHEGvXr0AAE+ePMG///6r1BG7sIS3Kw47ODiUquyEkPdr48aN2LhxY7FpfH19i23q2LNnj9LjFi1aIDY2FgCQk5ODzp07Y9OmTRg0aBBsbGyKPZeLiws2bNhQYrnv3bunsi0xMbHE48jHRbGe2bNnPDx/XvaAiGqI3j+NAyKpVKrSAVkoFEIikZT65B07dkR4eDicnZ1Rq1YtJCQkYPHixRg0aBCXZtKkSejduzdatmyJVq1aITY2Fnv37kVcXBwAQCwWY/DgwZgwYQKsrKxQuXJlTJw4ET4+Ptyos/j4eJw9exatWrWCWCzGhQsXMG7cOHTq1IkWoyWEAACMjIzwxx9/YMmSJfjzzz/R/W3nV0I0ZW3N8OxZ2WerzssD8vPl9ykgen80DogYYxgwYIBSM1JOTg5GjBih1CGz4ORoJVm+fDlmzJiBkSNHIjU1FY6Ojhg+fDhmzpzJpenatSuioqIQERGB0aNHo2bNmoiJiYGfnx+X5qeffoJQKESvXr2QnZ3NzVqraMoTiUSIjo7GnDlzkJubCxcXFwwdOhSTJ0/WuKyEkE+fkZERTdhKSk1Xy3cUHPRJAdH7w2MadqVXTGhWEk2qkD9G6enpEIvFSEtLg7m5uU7yzMzM5CbE09UEdYQUJycnB8nJyXBzc1Oa3JSQwvTxtZKXl4cffvgBjDEMGzZM6+seMMAIv/9ugCpVZLCyevfVamQELFyYgwY138DUwwMAkHbzJiQiEUxNLfHddwLcvv0un5wc4MgRQCSS3y9SZibwdvJPpKbSbNVF0PT7W+Maok810CGEEEIAeb/VKVOm4NWrV0oLBWvK21uG338HHj3i49Ej5X0TJhjh+HEZMhTTwUilgESC9et5+Okn9fm97SpbtEqV5EER0Qnt/+OEkI+eLtYQI582eo1ob/z4PLRoIUVW1rtteXnAwIHGuHRJgNhYAb744t3yVpmZwLx58ua1r78GfH2V8wsIeA+FJhwKiAjRI4oZk7OyslQWJiWkoLy8PAAo9bQq+kgoBJo1U13Pc8SIPCxeLEJYmBH+/FM+EIkxGW7f5iMlhQc3N2DJkrLPXUTKhgIiQvSIQCCAhYUFt46WiYkJzahMVMhkMjx79gwmJialajr6WEkkEkRHRyM/Px8dOnTQWTA4alQe1qwxxN27fPz8s2rUM29eKYOhnBxAMRoyJkbeWYmUmv680gkhAMAtcEyLi5Li8Pl8ODs761XALJPJcPtt72ZdNhlaWQE7d2bj0F4ZDFcsBwDkfPMtZAIBatY0wpdflnJBWKkUOHDg3X1SJhQQEaJneDweHBwcYGtri3zFZCeEFGJoaKgycS4pvWbNpGhWJxNmK74DALwO6w+JSARLSxH0KOas0CggIkRPCQQC6h9CCCFvUfhPCCGEEL1HAREhhBBC9B4FRIQQQgjRe9SHSEOKEQfp6ek6yzOzwAyj6enpkNIoAUII+WDy8vKQ83atjLS0NGRnZ+v2BFlZUIxde52WBmZsXLa+fAVnqU5Pp5FmRVB8b5c0clDjtcz03X///QcnJ6cPXQxCCCGElMLDhw9RtWrVIvdTQKQhmUyGx48fw8zMTKfzcqSnp8PJyQkPHz7U2aKx+oyeT92i51O36PnULXo+dedTfi4ZY3jz5g0cHR2LnUqCmsw0xOfzi40sy8rc3PyTexF+SPR86hY9n7pFz6du0fOpO5/qcykWi0tMQ52qCSGEEKL3KCAihBBCiN6jgOgDE4lEmDVrFkQi0YcuyieBnk/doudTt+j51C16PnWHnkvqVE0IIYQQQjVEhBBCCCEUEBFCCCFE71FARAghhBC9RwERIYQQQvQeBUSEEEII0XsUEBFCCCFE71FARAghhBC9RwERIYQQQvQeBUSEEEII0XsUEBFCCCFE71FARAghhBC9RwERIYQQQvQeBUSEEEII0XsUEBFCCCFE71FARAghhBC9RwERIYQQQvQeBUSEEEII0XsUEBFCCCFE71FARAghhBC9RwERIYQQQvQeBUSEEEII0XsUEBFCCCFE71FARAghhBC9RwERIYQQQvQeBUSEEEII0XsUEBFCCCFE7wk/dAE+FjKZDI8fP4aZmRl4PN6HLg4hhBBCNMAYw5s3b+Do6Ag+v+h6IAqINPT48WM4OTl96GIQQgghpBQePnyIqlWrFrmfAiINmZmZAZA/oebm5h+4NIQQQgjRRHp6OpycnLjv8aJQQKQhRTOZubk5BUSEEPIpkkmB+2eAjKeAqR3g0hzgCypu/uVd3k9MSd1ddNqpeuXKlXBzc4ORkRF8fX1x6tSpYtOfPHkSvr6+MDIygru7O6KiolTSxMTEwNvbGyKRCN7e3ti1a5fS/j///BMdO3aEo6MjeDwedu/erZIHYwyzZ8+Go6MjjI2NERAQgKtXr5bpWgkhhHxCru0BltQGNnUAYgbL/y6pLd9eEfMv7/LqIZ0FRNHR0Rg7diymTZuGhIQEtGjRAl988QUePHigNn1ycjKCg4PRokULJCQk4LvvvsPo0aMRExPDpYmPj0fv3r0REhKCy5cvIyQkBL169cK5c+e4NJmZmahbty5WrFhRZNkWLlyIxYsXY8WKFbhw4QLs7e3Rtm1bvHnzRleXTwgh5GN1bQ+wvT+Q/lh5e/oT+fayBhm6zr+8y6uneIwxpouMmjRpggYNGmDVqlXcNi8vL3Tp0gUREREq6adMmYI9e/YgKSmJ2zZixAhcvnwZ8fHxAIDevXsjPT0dBw8e5NIEBQXB0tISW7duVb0YHg+7du1Cly5duG2MMTg6OmLs2LGYMmUKACA3Nxd2dnaIjIzE8OHDNbq+9PR0iMVipKWlUZMZIYR8KmRSec1K4eCCwwPMHYCR50rXHCWTAj83Bt480U3+GuXnCIy9Qs1nb2n6/a2TPkR5eXm4dOkSpk6dqrQ9MDAQZ86cUXtMfHw8AgMDlba1a9cO69atQ35+PgwMDBAfH49x48appFmyZInGZUtOTkZKSorSuUQiEfz9/XHmzJkiA6Lc3Fzk5uZyj9PT00s8F2MMEokEUqlU4/KRD08gEEAoFNJ0CoToo/tnigmGAIDJ9y8or1HGus6fAemP5Nfl1kJHeeoHnQREz58/h1QqhZ2dndJ2Ozs7pKSkqD0mJSVFbXqJRILnz5/DwcGhyDRF5VnUeRTHFc7n/v37RR4XERGBOXPmaHyevLw8PHnyBFlZWRofQyoOExMTODg4wNDQ8EMXhRDyPmU8/dAlKB+f6nWVI52OMiv8C5sxVuyvbnXpC2/XNk9dlS0sLAzjx4/nHiuG7akjk8mQnJwMgUAAR0dHGBoaUm3DR4Ixhry8PDx79gzJycmoXr16sRN3EUI+MaZ2JacBgH475aO4tHX/DPBbD93lr2l+ml4X4egkILK2toZAIFCpuUlNTVWpmVGwt7dXm14oFMLKyqrYNEXlWdR5AHlNkYODg8b5iEQiiEQijc6Rl5cHmUwGJycnmJiYaFw2UjEYGxvDwMAA9+/fR15eHoyMjD50kQgh74tLc3mfm/QnANR1qX3bJ8ejden65Hi01m3+muZXmuBNz+nkp7ChoSF8fX1x5MgRpe1HjhxB8+bq/ynNmjVTSX/48GE0bNgQBgYGxaYpKk913NzcYG9vr5RPXl4eTp48qVU+mqCahY8X/e8I0VN8ARAU+fZB4Zr9t4+DFpS+g7Ku8y/v8uoxnX0LjB8/HmvXrsX69euRlJSEcePG4cGDBxgxYgQAeRNU//79ufQjRozA/fv3MX78eCQlJWH9+vVYt24dJk6cyKUZM2YMDh8+jMjISFy/fh2RkZE4evQoxo4dy6XJyMhAYmIiEhMTAcg7UScmJnLD/Xk8HsaOHYvvv/8eu3btwr///osBAwbAxMQEX375pa4unxBCyMfKuxPQ63/y0V4FmTvKt3t3qlj5l3d59RXToZ9//pm5uLgwQ0ND1qBBA3by5EluX2hoKPP391dKHxcXx+rXr88MDQ2Zq6srW7VqlUqeO3bsYDVr1mQGBgbM09OTxcTEKO0/ceIEg7zeUOkWGhrKpZHJZGzWrFnM3t6eiUQi1rJlS3blyhWtri0tLY0BYGlpaSr7srOz2bVr11h2drZWeZKSJScnMwAsISGB23b69GlWu3ZtJhQKWefOnYvcpg36HxJCmFTC2N0/Gftnh/yvVFKx8y/v8n4iivv+Lkhn8xB96oqbxyAnJwfJycncLN2lJZUxnE9+idQ3ObA1M0Jjt8oQ8MunczZjDG3btoVAIMChQ4eU9q1cuRJhYWG4cuUKnJ2dy+X8AQEBOHnyJAB5k6u1tTUaNGiAgQMHolu3blw6qVSKZ8+ewdraGkKhvMtbkyZNUKNGDURERMDU1BQWFhZqt2lDV/9DQgghFYum8xBRx4kKIvbfJ/CLPI6+a85izLZE9F1zFn6RxxH7b1GTb5UNj8fDhg0bcO7cOaxevZrbnpycjClTpmDp0qXlFgwpDB06FE+ePMHt27e5JVr69OmDYcOGcWkEAgHs7e25YAgA7ty5g9atW6Nq1apc4KNuGyGEEKIpCogqgNh/n+DrzX/jSVqO0vaUtBx8vfnvcguKnJycsHTpUkycOBHJyclgjGHw4MEICAjAqVOn4ObmBmNjY9SsWRNLly7ljrty5Qr4fD6eP38OAHj16hX4fD569uzJpYmIiECzZs2KPb+JiQns7e3h5OSEpk2bIjIyEqtXr8aaNWtw9OhRAMC9e/fA4/GQmJjI3X/x4gUGDRoEHo+HjRs3qt1GCCGEaIMConLAGENWnkSj25ucfMzac1Xt4EnFttl7ruFNTr5G+WnbAhoaGorPP/8cAwcOxIoVK/Dvv/9i7dq1qFq1KrZv345r165h5syZ+O6777B9+3YAQO3atWFlZcU1ef3555+wsrLCn3/+yeUbFxcHf39/rZ+70NBQWFpa4vfff1fZ5+TkhCdPnsDc3BxLlizBkydP0LNnT5VtvXv31vq8hBBC9JtOJ2Ykctn5UnjPPFRyQg0wACnpOfCZfVij9NfmtoOJoXb/1l9++QW1a9fGqVOnsHPnTtjZ2SnN0u3m5oYzZ85g+/bt6NWrF3g8Hlq2bIm4uDh0794dcXFxCA0NxaZNm3Dt2jXUqFEDZ86cUVl2RRN8Ph81atTAvXv3VPYpms94PB7EYjE3x1SlSpVUthFCCCHaoBoiAltbWwwbNgxeXl7o2rUrACAqKgoNGzaEjY0NTE1NsWbNGm4qA0DeKTouLg4AcPLkSbRq1QotW7bEyZMnceHCBWRnZ+Ozzz4rVXlYKWcjJ4QQQkqLaojKgbGBANfmttMo7fnklxiw4UKJ6TYObITGbpU1OndpCIVCruPy9u3bMW7cOPz4449o1qwZzMzMsGjRIpw7d45LHxAQgDFjxuD27dv4999/0aJFC9y5cwcnT57E69ev4evrCzMzM63LIZVKcevWLTRq1KhU10EIIYSUBgVE5YDH42ncbNWiug0cxEZIScspahJ22IuN0KK6TbkNwS/s1KlTaN68OUaOHMltu3PnjlIaRT+i+fPno27dujA3N4e/vz8iIiLw6tWrUvUfAoBNmzbh1atX6N69e5mugRBCCNEGNZl9YAI+D7M6egMochJ2zOro/d6CIQCoVq0aLl68iEOHDuHmzZuYMWMGLlxQrsVS9CPavHkzAgICAAB16tRBXl4ejh07xm0rTlZWFlJSUvDff//h3LlzmDJlCkaMGIGvv/4arVq1KocrI4QQQtSjgKgCCKrtgFVfNYC9WHlCQHuxEVZ91QBBtR2KOLJ8jBgxAt26dUPv3r3RpEkTvHjxQqm2SKFVq1aQSqVc8MPj8dCiRQsAgJ+fX4nnWbNmDRwcHODh4YGuXbvi2rVriI6OxsqVK3V6PYQQQkhJaKZqDX1qM1UTZTRTNSGEfJo0nama+hBVIAI+D808rD50MQghhBC9Q01mhBBCCNF7FBARQgghRO9RQEQIIYQQvUcBESGEEEL0HgVEhBBCCNF7FBARQgghRO9RQEQIIYQQvUcBESGEEEL0HgVEpEizZ89GvXr1PngexRkwYAC6dOnCPWaMYdiwYahcuTJ4PB4SExPVbiOEEEIK0mlAtHLlSm7pA19fX5w6darY9CdPnoSvry+MjIzg7u6OqKgolTQxMTHw9vaGSCSCt7c3du3apfV5MzIy8O2336Jq1aowNjaGl5cXVq1aVbaLLQ8yKZB8CriyU/5XJi3X0w0YMAA8Hg88Hg8GBgZwd3fHxIkTkZmZCQCYOHEijh07ppS+YPBRXuLi4rhy8fl8iMVi1K9fH5MnT8aTJ0+U0i5duhQbN27kHsfGxmLjxo3Yt28fnjx5gtq1a6vdRgghhBSks4AoOjoaY8eOxbRp05CQkIAWLVrgiy++wIMHD9SmT05ORnBwMFq0aIGEhAR89913GD16NGJiYrg08fHx6N27N0JCQnD58mWEhISgV69eOHfunFbnHTduHGJjY7F582YkJSVh3LhxGDVqFP744w9dXX7ZXdsDLKkNbOoAxAyW/11SW769HAUFBeHJkye4e/cu5s+fj5UrV2LixIkAAFNTU1hZfbilRG7cuIHHjx/jwoULmDJlCo4ePYratWvjypUrXBqxWAwLCwvu8Z07d+Dg4IDmzZvD3t4eQqFQ7TZCCCFECdORxo0bsxEjRiht8/T0ZFOnTlWbfvLkyczT01Np2/Dhw1nTpk25x7169WJBQUFKadq1a8f69Omj1Xlr1arF5s6dq5SmQYMGbPr06RpcmVxaWhoDwNLS0lT2ZWdns2vXrrHs7GyN81Ny9Q/GZokZm2Ve6CaW367+Ubp8SxAaGso6d+6stG3IkCHM3t6eMcbYrFmzWN26dbn7AJRuJ06cYIwx9vDhQ9a7d29maWnJTExMmK+vLzt79qxSHv/73/+Yi4sLMzc3Z71792bp6elFluvEiRMMAHv16pXS9qysLFazZk322Wefqb2G0NBQpfK5uLio3aZOmf+HhBBCKqTivr8L0kkNUV5eHi5duoTAwECl7YGBgThz5ozaY+Lj41XSt2vXDhcvXkR+fn6xaRR5anpePz8/7NmzB48ePQJjDCdOnMDNmzfRrl27Iq8pNzcX6enpSjeNMQbkZWp2y0kHDk6G/PtaJSP5n9gp8nSa5MfU5aM5Y2Nj7vkvaOLEiejVqxdXo/TkyRM0b94cGRkZ8Pf3x+PHj7Fnzx5cvnwZkydPhkwm4469c+cOdu/ejX379mHfvn04efIkFixYUKqyjRgxAn/99RdSU1NV9i9duhRz585F1apV8eTJE1y4cEHtNkIIIaQwnbQdPH/+HFKpFHZ2dkrb7ezskJKSovaYlJQUteklEgmeP38OBweHItMo8tT0vMuWLcPQoUNRtWpVCIVC8Pl8rF27Fn5+fkVeU0REBObMmVPyxauTnwV871i6Y1UwIP0xsMBJs+TfPQYMK5XqTOfPn8eWLVvw+eefq+wzNTWFsbExcnNzYW9vz23fuHEjnj17hgsXLqBy5coAgGrVqikdK5PJsHHjRpiZmQEAQkJCcOzYMYSHh2tdRk9PTwDAvXv3YGtrq7RPLBbDzMwMAoFAqYzqthFCCCEF6bQzBY/HU3rMGFPZVlL6wts1ybOkNMuWLcPZs2exZ88euLi44M8//8TIkSPh4OCANm3aqC1bWFgYxo8fzz1OT0+Hk5OGQclHZN++fTA1NYVEIkF+fj46d+6M5cuXa3x8YmIi6tevzwVD6ri6unLBEAA4ODioreHRhLrXCCGEEFJWOgmIrK2tIRAIVGqDUlNTVWpvFOzt7dWmFwqFXEfeotIo8tTkvNnZ2fjuu++wa9cutG/fHgBQp04dJCYm4ocffigyIBKJRBCJRJpcvioDE3lNjSbunwF+61Fyun47AZfmmp1bC61atcKqVatgYGAAR0dHGBgYaHW8sbFxyUUqlCePx1NqUtNGUlISAHmQRQghhOiKTvoQGRoawtfXF0eOHFHafuTIETRvrv5LvFmzZirpDx8+jIYNG3JfoEWlUeSpyXnz8/ORn58PPl/5UgUCQam/lEvE48mbrTS5ebQGzB0BFFXjwQPMq8jTaZKfljUnlSpVQrVq1eDi4lJiMGRoaAipVHkqAEVw+fLlS63OWxrZ2dn45Zdf0LJlS9jY2JT7+QghhOgPnQ27Hz9+PNauXYv169dzQ9sfPHiAESNGAJA3QfXv359LP2LECNy/fx/jx49HUlIS1q9fj3Xr1nFDvgFgzJgxOHz4MCIjI3H9+nVERkbi6NGjGDt2rMbnNTc3h7+/PyZNmoS4uDgkJydj48aN+N///oeuXbvq6vJLjy8AgiLfPigczLx9HLRAnu4Dc3V1xT///IMbN27g+fPnyM/PR9++fWFvb48uXbrgr7/+wt27dxETE4P4+Pgyny81NRUpKSm4desWtm3bhs8++wzPnz+vmHNIEUII+ajprA9R79698eLFC8ydO5eb/O7AgQNwcXEBADx58kRpbiA3NzccOHAA48aNw88//wxHR0csW7YM3bt359I0b94c27Ztw/Tp0zFjxgx4eHggOjoaTZo00fi8ALBt2zaEhYWhX79+ePnyJVxcXBAeHs4FTR+cdyeg1//ko8nSCzS1mTvKgyHvTh+ubAUMHToUcXFxaNiwITIyMnDixAkEBATg8OHDmDBhAoKDgyGRSODt7Y2ff/65zOerWbMmeDweTE1N4e7ujsDAQIwfP546RxNCCNE5HmNlHKetJ9LT0yEWi5GWlgZzc3OlfTk5OUhOTuZmyy41mVTepyjjKWBqJ+8zVAFqhvSBzv6HhBBCKpTivr8Loil7KxK+AHBr8aFLQQghhOgdWtyVEEIIIXqPAiJCCCGE6D0KiAghhBCi9yggIoQQQojeo4BIh2jA3seL/neEEKLfKCDSAcUMz1lZWR+4JKS0FP87bZcuIYQQ8mmgYfc6IBAIYGFhwS1YamJiQouPfiQYY8jKykJqaiosLCwgENC8T4QQoo8oINIRxezJpV3FnXxYFhYWNAM2IYToMQqIdITH48HBwQG2trbIz8//0MUhWjAwMKCaIUII0XMUEOmYQCCgL1dCCCHkI0OdqgkhhBCi9yggIoQQQojeo4CIEEIIIXqPAiJCCCGE6D0KiAghhBCi9yggIoQQQojeo4CIEEIIIXqPAiJCCCGE6D2dBkQrV66Em5sbjIyM4Ovri1OnThWb/uTJk/D19YWRkRHc3d0RFRWlkiYmJgbe3t4QiUTw9vbGrl27SnXepKQkdOrUCWKxGGZmZmjatCkePHhQ+oslhBBCyCdDZwFRdHQ0xo4di2nTpiEhIQEtWrTAF198UWTQkZycjODgYLRo0QIJCQn47rvvMHr0aMTExHBp4uPj0bt3b4SEhODy5csICQlBr169cO7cOa3Oe+fOHfj5+cHT0xNxcXG4fPkyZsyYASMjI11dPiGEEEI+YjzGGNNFRk2aNEGDBg2watUqbpuXlxe6dOmCiIgIlfRTpkzBnj17kJSUxG0bMWIELl++jPj4eABA7969kZ6ejoMHD3JpgoKCYGlpia1bt2p83j59+sDAwAC//vprqa8vPT0dYrEYaWlpMDc3L3U+hBBCCHl/NP3+1kkNUV5eHi5duoTAwECl7YGBgThz5ozaY+Lj41XSt2vXDhcvXuQWRy0qjSJPTc4rk8mwf/9+1KhRA+3atYOtrS2aNGmC3bt3F3tNubm5SE9PV7oRQggh5NOkk4Do+fPnkEqlsLOzU9puZ2eHlJQUtcekpKSoTS+RSPD8+fNi0yjy1OS8qampyMjIwIIFCxAUFITDhw+ja9eu6NatG06ePFnkNUVEREAsFnM3JycnDZ4JQgghhHyMdNqpmsfjKT1mjKlsKyl94e2a5FlcGplMBgDo3Lkzxo0bh3r16mHq1Kno0KGD2k7cCmFhYUhLS+NuDx8+LDItIYQQQj5uQl1kYm1tDYFAoFIblJqaqlJ7o2Bvb682vVAohJWVVbFpFHlqcl5ra2sIhUJ4e3srpfHy8sLp06eLvCaRSASRSFTkfkIIIYR8OnRSQ2RoaAhfX18cOXJEafuRI0fQvHlztcc0a9ZMJf3hw4fRsGFDGBgYFJtGkacm5zU0NESjRo1w48YNpTQ3b96Ei4uLlldKCCGEkE8S05Ft27YxAwMDtm7dOnbt2jU2duxYVqlSJXbv3j3GGGNTp05lISEhXPq7d+8yExMTNm7cOHbt2jW2bt06ZmBgwHbu3Mml+euvv5hAIGALFixgSUlJbMGCBUwoFLKzZ89qfF7GGPv999+ZgYEB++WXX9itW7fY8uXLmUAgYKdOndL4+tLS0hgAlpaWVpaniRBCCCHvkabf3zoLiBhj7Oeff2YuLi7M0NCQNWjQgJ08eZLbFxoayvz9/ZXSx8XFsfr16zNDQ0Pm6urKVq1apZLnjh07WM2aNZmBgQHz9PRkMTExWp1XYd26daxatWrMyMiI1a1bl+3evVura6OAiBBCCPn4aPr9rbN5iD51NA8RIYQQ8vF5r/MQEUIIIYR8zCggIoQQQojeo4CIEEIIIXqPAiJCCCGE6D0KiAghhBCi9yggIoQQQojeo4CIEEIIIXqPAiJCCCGE6D0KiAghhBCi9yggIoQQQojeo4CIEEIIIXqPAiJCCCGE6D0KiAghhBCi9yggIoQQQojeo4CIEEIIIXqPAiJCCCGE6D0KiAghhBCi9yggIoQQQojeo4CIEEIIIXqPAiJCCCGE6D2dBkQrV66Em5sbjIyM4Ovri1OnThWb/uTJk/D19YWRkRHc3d0RFRWlkiYmJgbe3t4QiUTw9vbGrl27ynTe4cOHg8fjYcmSJVpfHyGEEEI+TToLiKKjozF27FhMmzYNCQkJaNGiBb744gs8ePBAbfrk5GQEBwejRYsWSEhIwHfffYfRo0cjJiaGSxMfH4/evXsjJCQEly9fRkhICHr16oVz586V6ry7d+/GuXPn4OjoqKvLJoQQQsgngMcYY7rIqEmTJmjQoAFWrVrFbfPy8kKXLl0QERGhkn7KlCnYs2cPkpKSuG0jRozA5cuXER8fDwDo3bs30tPTcfDgQS5NUFAQLC0tsXXrVq3O++jRIzRp0gSHDh1C+/btMXbsWIwdO1bj60tPT4dYLEZaWhrMzc01Po4QQgghH46m3986qSHKy8vDpUuXEBgYqLQ9MDAQZ86cUXtMfHy8Svp27drh4sWLyM/PLzaNIk9NzyuTyRASEoJJkyahVq1aGl1Tbm4u0tPTlW6EEEII+TTpJCB6/vw5pFIp7OzslLbb2dkhJSVF7TEpKSlq00skEjx//rzYNIo8NT1vZGQkhEIhRo8erfE1RUREQCwWczcnJyeNjyWEEELIx0Wnnap5PJ7SY8aYyraS0hferkmexaW5dOkSli5dio0bNxZblsLCwsKQlpbG3R4+fKjxsYQQQgj5uOgkILK2toZAIFCpDUpNTVWpvVGwt7dXm14oFMLKyqrYNIo8NTnvqVOnkJqaCmdnZwiFQgiFQty/fx8TJkyAq6trkdckEolgbm6udCOEEELIp0knAZGhoSF8fX1x5MgRpe1HjhxB8+bN1R7TrFkzlfSHDx9Gw4YNYWBgUGwaRZ6anDckJAT//PMPEhMTuZujoyMmTZqEQ4cOlf6iCSGEEPLJEOoqo/HjxyMkJAQNGzZEs2bN8Msvv+DBgwcYMWIEAHkT1KNHj/C///0PgHxE2YoVKzB+/HgMHToU8fHxWLduHTd6DADGjBmDli1bIjIyEp07d8Yff/yBo0eP4vTp0xqf18rKiqtxUjAwMIC9vT1q1qypq8snhBBCyEdMZwFR79698eLFC8ydOxdPnjxB7dq1ceDAAbi4uAAAnjx5ojQ3kJubGw4cOIBx48bh559/hqOjI5YtW4bu3btzaZo3b45t27Zh+vTpmDFjBjw8PBAdHY0mTZpofF5CCCGEkJLobB6iTx3NQ0QIIYR8fN7rPESEEEIIIR8zCogIIYQQovcoICKEEEKI3qOAiBBCCCF6jwIiQgghhOg9CogIIYQQovcoICKEEEKI3qOAiBBCCCF6jwIiQgghhOg9CogIIYQQovcoICKEEEKI3qOAiBBCCCF6jwIiQgghhOg9CogIIYQQovcoICKEEEKI3qOAiBBCCCF6jwIiQgghhOg9CogIIYQQovcoICKEEEKI3tNpQLRy5Uq4ubnByMgIvr6+OHXqVLHpT548CV9fXxgZGcHd3R1RUVEqaWJiYuDt7Q2RSARvb2/s2rVLq/Pm5+djypQp8PHxQaVKleDo6Ij+/fvj8ePHZb9gQgghhHwSdBYQRUf/v707D4rqSvsH/m21aTZpWQxNuwDjvKIRo4KjoxNCdCKCexm1jXkVfymnJFMuKCauKTCOUZyEJO6VV4xOkgI16JSVqAOOCiq4ATqgZNSxBaMwFmoAF5rt+f3hy523ZbHVlq2/n6pbqXvuc88956lO83ju7e5diIyMxPLly5GdnY2goCCEhYWhoKCg3nij0YhRo0YhKCgI2dnZWLZsGebNm4ekpCQlJiMjAwaDAdOnT8eFCxcwffp0TJkyBadPn7b4ug8fPkRWVhY++ugjZGVlYe/evbh8+TLGjRtnrakTERFRK6cSEbFGR4MHD0ZAQAC2bNmitPXu3RsTJkzAmjVr6sQvXrwY+/fvR15entIWERGBCxcuICMjAwBgMBhQWlqKgwcPKjGhoaFwdXVFQkLCc10XAM6ePYtBgwYhPz8f3bt3t2h+paWl0Gq1KCkpgYuLi0XnEBERUfOy9O+3VVaIKioqkJmZiZCQELP2kJAQpKen13tORkZGnfiRI0fi3LlzqKysbDSmts/nuS4AlJSUQKVSoVOnThbNj4iIiNq2DtbopLi4GNXV1fD09DRr9/T0RFFRUb3nFBUV1RtfVVWF4uJieHl5NRhT2+fzXLe8vBxLlizBtGnTGq0UTSYTTCaTsl9aWtpgLBEREbVuVn2oWqVSme2LSJ22p8U/2W5Jn5Zet7KyElOnTkVNTQ02b97cyEyANWvWQKvVKlu3bt0ajSciIqLWyyoFkYeHB9q3b19nVeb27dt1Vm9q6XS6euM7dOgAd3f3RmNq+3yW61ZWVmLKlCkwGo1ISUl56nNAS5cuRUlJibLduHGj0XgiIiJqvaxSENnZ2SEwMBApKSlm7SkpKRg6dGi95wwZMqROfHJyMgYOHAi1Wt1oTG2fll63thi6cuUKDh8+rBRcjdFoNHBxcTHbiIiIqI0SK0lMTBS1Wi3x8fFy6dIliYyMFCcnJ7l+/bqIiCxZskSmT5+uxF+7dk0cHR1lwYIFcunSJYmPjxe1Wi3ff/+9EnPy5Elp3769rF27VvLy8mTt2rXSoUMHOXXqlMXXrayslHHjxknXrl3l/PnzUlhYqGwmk8ni+ZWUlAgAKSkpedFUERERUROx9O+31QoiEZFNmzaJt7e32NnZSUBAgKSmpirHwsPDJTg42Cz+2LFjMmDAALGzsxMfHx/ZsmVLnT737Nkjfn5+olarpVevXpKUlPRM1zUajQKg3u3o0aMWz40FERERUetj6d9vq30PUVvH7yEiIiJqfZr0e4iIiIiIWjMWRERERGTzWBARERGRzWNBRERERDaPBRERERHZPBZEREREZPNYEBEREZHNY0FERERENo8FEREREdk8FkRERERk81gQERERkc1jQUREREQ2jwURERER2TwWRERERGTzWBARERGRzWNBRERERDaPBRERERHZPBZEREREZPNYEBEREZHN69DcAyAiImoJqmsEZ4x3cbusHK90tMcgXze0b6dqsf2/7PHaGquuEG3evBm+vr6wt7dHYGAgjh8/3mh8amoqAgMDYW9vj1/96lfYunVrnZikpCS8+uqr0Gg0ePXVV7Fv375nvq6IICYmBnq9Hg4ODnjzzTdx8eLFF5ssERG1GYdyC/F67BG88z+nMD/xPN75n1N4PfYIDuUWtsj+X/Z4bZHVCqJdu3YhMjISy5cvR3Z2NoKCghAWFoaCgoJ6441GI0aNGoWgoCBkZ2dj2bJlmDdvHpKSkpSYjIwMGAwGTJ8+HRcuXMD06dMxZcoUnD59+pmuu27dOsTFxWHjxo04e/YsdDodRowYgbKyMmtNn4iIWqlDuYV4/9ssFJaUm7UXlZTj/W+zXrjIsHb/L3u8tkolImKNjgYPHoyAgABs2bJFaevduzcmTJiANWvW1IlfvHgx9u/fj7y8PKUtIiICFy5cQEZGBgDAYDCgtLQUBw8eVGJCQ0Ph6uqKhIQEi64rItDr9YiMjMTixYsBACaTCZ6enoiNjcXs2bMtml9paSm0Wi1KSkrg4uLyDJkhIqKWqrpG8HrskTrFRS0VAE8Xe6QsfOO5bkdV1wjeikvFv0tNVunfkv50WnucWDyct8/+l6V/v63yDFFFRQUyMzOxZMkSs/aQkBCkp6fXe05GRgZCQkLM2kaOHIn4+HhUVlZCrVYjIyMDCxYsqBPzxRdfWHxdo9GIoqIis2tpNBoEBwcjPT29wYLIZDLBZPrPC660tLSRDBARUWt0xni3wWIIAARAUWk5+sYkv5TrW7t/AVBYUo4zxrsY0sPdKn3aCqvcMisuLkZ1dTU8PT3N2j09PVFUVFTvOUVFRfXGV1VVobi4uNGY2j4tuW7tf59lbACwZs0aaLVaZevWrVuDsURE1DrdLmu4GGrN2uq8XiarfspMpTJfnhOROm1Pi3+y3ZI+rRXzfy1duhQLFy5U9ktLS1kUERG1Ma90tLcobsf/+w0G+bo9c/9njHcx8+uzVuvf0v4snRf9h1UKIg8PD7Rv377Oisvt27frrMzU0ul09cZ36NAB7u7ujcbU9mnJdXU6HYDHK0VeXl4WjQ14fFtNo9E0eJyIiFq/Qb5u8NLao6ikHPU9UFv7TE7Qf3V+rmdygv6rs1X7t7S/5ynebJ1VbpnZ2dkhMDAQKSkpZu0pKSkYOnRovecMGTKkTnxycjIGDhwItVrdaExtn5Zc19fXFzqdziymoqICqampDY6NiIhsQ/t2KkSPfRXA42Li/6rdjx776nM/oGzt/l/2eG2Z1T52v3DhQmzbtg3bt29HXl4eFixYgIKCAkRERAB4fAtqxowZSnxERATy8/OxcOFC5OXlYfv27YiPj8eiRYuUmPnz5yM5ORmxsbH46aefEBsbi8OHDyMyMtLi66pUKkRGRuKTTz7Bvn37kJubi5kzZ8LR0RHTpk2z1vSJiKiVCvX3wpb/DoBOa36bSae1x5b/DkCov1cDZzZP/y97vDZLrGjTpk3i7e0tdnZ2EhAQIKmpqcqx8PBwCQ4ONos/duyYDBgwQOzs7MTHx0e2bNlSp889e/aIn5+fqNVq6dWrlyQlJT3TdUVEampqJDo6WnQ6nWg0GnnjjTckJyfnmeZWUlIiAKSkpOSZziMiotahqrpG0q8Wy1+zf5b0q8VSVV3Tovt/2eNtKyz9+2217yFq6/g9RERERK1Pk34PkS2orRv5fUREREStR+3f7aet/7AgslDtz3zwo/dEREStT1lZGbRabYPHecvMQjU1Nbh16xY6duzY6PcXPava7ze6ceMGb8VZAfNpXcyndTGf1sV8Wk9bzqWIoKysDHq9Hu3aNfxZMq4QWahdu3bo2rXrS+vfxcWlzb0ImxPzaV3Mp3Uxn9bFfFpPW81lYytDtaz2sXsiIiKi1ooFEREREdk8FkTNTKPRIDo6mj8TYiXMp3Uxn9bFfFoX82k9zCUfqiYiIiLiChERERERCyIiIiKyeSyIiIiIyOaxICIiIiKbx4KoCa1evRpDhw6Fo6MjOnXqVG9MQUEBxo4dCycnJ3h4eGDevHmoqKgwi8nJyUFwcDAcHBzQpUsXfPzxx0/9jRZb4OPjA5VKZbYtWbLELMaS/NJjmzdvhq+vL+zt7REYGIjjx48395BahZiYmDqvQ51OpxwXEcTExECv18PBwQFvvvkmLl682IwjblnS0tIwduxY6PV6qFQq/PWvfzU7bkn+TCYT5s6dCw8PDzg5OWHcuHH4+eefm3AWLcfT8jlz5sw6r9ff/va3ZjG2kk8WRE2ooqICkydPxvvvv1/v8erqaowePRoPHjzAiRMnkJiYiKSkJERFRSkxpaWlGDFiBPR6Pc6ePYsNGzbg008/RVxcXFNNo0X7+OOPUVhYqGwrVqxQjlmSX3ps165diIyMxPLly5GdnY2goCCEhYWhoKCguYfWKvTp08fsdZiTk6McW7duHeLi4rBx40acPXsWOp0OI0aMUH4v0dY9ePAA/fr1w8aNG+s9bkn+IiMjsW/fPiQmJuLEiRO4f/8+xowZg+rq6qaaRovxtHwCQGhoqNnr9cCBA2bHbSafQk3u66+/Fq1WW6f9wIED0q5dO7l586bSlpCQIBqNRkpKSkREZPPmzaLVaqW8vFyJWbNmjej1eqmpqXnpY2/JvL295fPPP2/wuCX5pccGDRokERERZm29evWSJUuWNNOIWo/o6Gjp169fvcdqampEp9PJ2rVrlbby8nLRarWydevWJhph6wFA9u3bp+xbkr9ffvlF1Gq1JCYmKjE3b96Udu3ayaFDh5ps7C3Rk/kUEQkPD5fx48c3eI4t5ZMrRC1IRkYG/P39odfrlbaRI0fCZDIhMzNTiQkODjb78qyRI0fi1q1buH79elMPucWJjY2Fu7s7+vfvj9WrV5vdDrMkv/R4JTMzMxMhISFm7SEhIUhPT2+mUbUuV65cgV6vh6+vL6ZOnYpr164BAIxGI4qKisxyq9FoEBwczNxawJL8ZWZmorKy0ixGr9fD39+fOW7AsWPH8Morr6Bnz574wx/+gNu3byvHbCmf/HHXFqSoqAienp5mba6urrCzs0NRUZES4+PjYxZTe05RURF8fX2bZKwt0fz58xEQEABXV1ecOXMGS5cuhdFoxLZt2wBYll8CiouLUV1dXSdXnp6ezJMFBg8ejL/85S/o2bMn/v3vf+NPf/oThg4diosXLyr5qy+3+fn5zTHcVsWS/BUVFcHOzg6urq51Yvj6rSssLAyTJ0+Gt7c3jEYjPvroIwwfPhyZmZnQaDQ2lU+uEL2g+h6gfHI7d+6cxf2pVKo6bSJi1v5kjPzvA9X1ndvaPUt+FyxYgODgYLz22muYNWsWtm7divj4eNy5c0fpz5L80mP1vc6Yp6cLCwvD22+/jb59++Ktt97Cjz/+CADYuXOnEsPcvpjnyR9zXD+DwYDRo0fD398fY8eOxcGDB3H58mXldduQtphPrhC9oDlz5mDq1KmNxjy5otMQnU6H06dPm7Xdu3cPlZWVyr+IdDpdnaq8dnnzyX81tQUvkt/aT0pcvXoV7u7uFuWXAA8PD7Rv377e1xnz9OycnJzQt29fXLlyBRMmTADweBXDy8tLiWFuLVP7ab3G8qfT6VBRUYF79+6ZrWrcvn0bQ4cObdoBt0JeXl7w9vbGlStXANhWPrlC9II8PDzQq1evRjd7e3uL+hoyZAhyc3NRWFiotCUnJ0Oj0SAwMFCJSUtLM3s2Jjk5GXq93uLCqzV5kfxmZ2cDgPLGaUl+CbCzs0NgYCBSUlLM2lNSUtrcG2BTMJlMyMvLg5eXF3x9faHT6cxyW1FRgdTUVObWApbkLzAwEGq12iymsLAQubm5zLEF7ty5gxs3bijvmzaVz+Z7ntv25OfnS3Z2tqxcuVKcnZ0lOztbsrOzpaysTEREqqqqxN/fX37/+99LVlaWHD58WLp27Spz5sxR+vjll1/E09NT3nnnHcnJyZG9e/eKi4uLfPrpp801rRYhPT1d4uLiJDs7W65duya7du0SvV4v48aNU2IsyS89lpiYKGq1WuLj4+XSpUsSGRkpTk5Ocv369eYeWosXFRUlx44dk2vXrsmpU6dkzJgx0rFjRyV3a9euFa1WK3v37pWcnBx55513xMvLS0pLS5t55C1DWVmZ8t4IQPn/Oj8/X0Qsy19ERIR07dpVDh8+LFlZWTJ8+HDp16+fVFVVNde0mk1j+SwrK5OoqChJT08Xo9EoR48elSFDhkiXLl1sMp8siJpQeHi4AKizHT16VInJz8+X0aNHi4ODg7i5ucmcOXPMPmIvIvKPf/xDgoKCRKPRiE6nk5iYGJv/yH1mZqYMHjxYtFqt2Nvbi5+fn0RHR8uDBw/M4izJLz22adMm8fb2Fjs7OwkICJDU1NTmHlKrYDAYxMvLS9Rqtej1epk4caJcvHhROV5TUyPR0dGi0+lEo9HIG2+8ITk5Oc044pbl6NGj9b5PhoeHi4hl+Xv06JHMmTNH3NzcxMHBQcaMGSMFBQXNMJvm11g+Hz58KCEhIdK5c2dRq9XSvXt3CQ8Pr5MrW8mnSoRfcUxERES2jc8QERERkc1jQUREREQ2jwURERER2TwWRERERGTzWBARERGRzWNBRERERDaPBRERERHZPBZERPRSxMTEoH///s09jFatoqICv/71r3Hy5MmnxppMJnTv3h2ZmZlNMDKitocFERE9M5VK1eg2c+ZMLFq0CH//+9+bZXxJSUkYPHgwtFotOnbsiD59+iAqKko53lqKta+++gre3t743e9+99RYjUaDRYsWYfHixU0wMqK2hwURET2zwsJCZfviiy/g4uJi1vbll1/C2dkZ7u7uTT62w4cPY+rUqZg0aRLOnDmDzMxMrF692uwHkVuLDRs2YNasWRbHv/vuuzh+/Djy8vJe4qiI2iYWRET0zHQ6nbJptVqoVKo6bU+uwsycORMTJkzAJ598Ak9PT3Tq1AkrV65EVVUVPvjgA7i5uaFr167Yvn272bVu3rwJg8EAV1dXuLu7Y/z48bh+/XqDY/vhhx/w+uuv44MPPoCfnx969uyJCRMmYMOGDQCAHTt2YOXKlbhw4YKyorVjxw4AQFxcHPr27QsnJyd069YNf/zjH3H//n2l7x07dqBTp0744Ycf4OfnB0dHR0yaNAkPHjzAzp074ePjA1dXV8ydOxfV1dXKeT4+Pli1ahWmTZsGZ2dn6PV6ZTwNycrKwtWrVzF69GilraKiAnPmzIGXlxfs7e3h4+ODNWvWKMfd3d0xdOhQJCQkNNo3EdXFgoiImsyRI0dw69YtpKWlIS4uDjExMRgzZgxcXV1x+vRpREREICIiAjdu3AAAPHz4EMOGDYOzszPS0tJw4sQJODs7IzQ0tMEVH51Oh4sXLyI3N7fe4waDAVFRUejTp4+yomUwGAAA7dq1w/r165Gbm4udO3fiyJEj+PDDD83Of/jwIdavX4/ExEQcOnQIx44dw8SJE3HgwAEcOHAA33zzDb766it8//33Zuf9+c9/xmuvvYasrCwsXboUCxYsQEpKSoO5SktLQ8+ePeHi4qK0rV+/Hvv378fu3bvxz3/+E99++y18fHzMzhs0aBCOHz/eYL9E1IDm/nVZImrdvv76a9FqtXXao6OjpV+/fsp+eHi4eHt7S3V1tdLm5+cnQUFByn5VVZU4OTlJQkKCiIjEx8eLn5+f1NTUKDEmk0kcHBzkb3/7W73juX//vowaNUoAiLe3txgMBomPj5fy8vIGx9aQ3bt3i7u7u9lcAcjVq1eVttmzZ4ujo6OUlZUpbSNHjpTZs2cr+97e3hIaGmrWt8FgkLCwsAavPX/+fBk+fLhZ29y5c2X48OFm+XjSl19+KT4+Pk+dGxGZ4woRETWZPn36oF27/7zteHp6om/fvsp++/bt4e7ujtu3bwMAMjMzcfXqVXTs2BHOzs5wdnaGm5sbysvL8a9//aveazg5OeHHH3/E1atXsWLFCjg7OyMqKgqDBg3Cw4cPGx3f0aNHMWLECHTp0gUdO3bEjBkzcOfOHTx48ECJcXR0RI8ePczm4OPjA2dnZ7O22jnUGjJkSJ39xp71efToEezt7c3aZs6cifPnz8PPzw/z5s1DcnJynfMcHByeOk8iqosFERE1GbVabbavUqnqbaupqQEA1NTUIDAwEOfPnzfbLl++jGnTpjV6rR49emDWrFnYtm0bsrKycOnSJezatavB+Pz8fIwaNQr+/v5ISkpCZmYmNm3aBACorKx87jk0RqVSNXjMw8MD9+7dM2sLCAiA0WjEqlWr8OjRI0yZMgWTJk0yi7l79y46d+781GsTkbkOzT0AIqKGBAQEYNeuXXjllVfMnqV5Vj4+PnB0dFRWeuzs7MweegaAc+fOoaqqCp999pmyirV79+7nH/wTTp06VWe/V69eDcYPGDAAW7ZsgYiYFU4uLi4wGAwwGAyYNGkSQkNDcffuXbi5uQEAcnNzMWDAAKuNm8hWcIWIiFqsd999Fx4eHhg/fjyOHz8Oo9GI1NRUzJ8/Hz///HO958TExODDDz/EsWPHYDQakZ2djffeew+VlZUYMWIEgMcFktFoxPnz51FcXAyTyYQePXqgqqoKGzZswLVr1/DNN99g69atVpvLyZMnsW7dOly+fBmbNm3Cnj17MH/+/Abjhw0bhgcPHuDixYtK2+eff47ExET89NNPuHz5Mvbs2QOdTodOnTopMcePH0dISIjVxk1kK1gQEVGL5ejoiLS0NHTv3h0TJ05E79698d577+HRo0cNrhgFBwfj2rVrmDFjBnr16oWwsDAUFRUhOTkZfn5+AIC3334boaGhGDZsGDp37oyEhAT0798fcXFxiI2Nhb+/P7777juzj7S/qKioKGRmZmLAgAFYtWoVPvvsM4wcObLBeHd3d0ycOBHfffed0ubs7IzY2FgMHDgQv/nNb3D9+nUcOHBAWdHKyMhASUlJndtoRPR0KhGR5h4EEVFb5uPjg8jISERGRj7TeTk5OXjrrbeUB8ufZvLkyRgwYACWLVv2nCMlsl1cISIiaqH69u2LdevWNfpFlLVMJhP69euHBQsWvPyBEbVBfKiaiKgFCw8PtyhOo9FgxYoVL3k0RG0Xb5kRERGRzeMtMyIiIrJ5LIiIiIjI5rEgIiIiIpvHgoiIiIhsHgsiIiIisnksiIiIiMjmsSAiIiIim8eCiIiIiGweCyIiIiKyef8fjQKZ3J5DSyQAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120837\n", + "Full nudge sequence is 0 ddduuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[8] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 346\n", + "Undefined 16\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120843\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 60\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120848\n", + "Full nudge sequence is 0 dddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[4] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 170\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120850\n", + "Full nudge sequence is 0 ddduuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[8] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 282\n", + "Undefined 1\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120852\n", + "Full nudge sequence is 0 dd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 122\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120857\n", + "Full nudge sequence is 0 dddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[4] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 333\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120885\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 265\n", + "Undefined 21\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120886\n", + "Full nudge sequence is 0 dduuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[7] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 244\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120894\n", + "Full nudge sequence is 0 dddu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[4] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 256\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120911\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 30\n", + "Undefined 11\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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pU8jlcmk58y+727dvv3d9dXn16hXatGmD27dv47fffoONjY1WzOt/hWdVPnDgQFy5cgUDBgzAvXv3cOfOHfTt21eqd37o+nofFStW1BjAamFhgVKlSmmcl71796Jhw4Yag9LlcjnCwsI0trVjxw6oVCp07doVKpVKelhYWKBevXrvdXVGUFAQbG1tpWUXFxc4OztL9Xz16hX27NmD1q1bw8rKSmP/oaGhePXqldRFu3fvXpQpU0ZjgDMArYGtOSnjOzZrT548webNmxESEoIiRYrojNHn/fr6catUqnfuNytZ7UvXc+XKlcOJEyewf/9+zJ07F9HR0WjUqBGSk5PfuZ9Vq1ahU6dOqFOnDtq2bYvt27ejWbNmmDFjhlZXgiF1MkSzZs00lv39/SGTyTRaGUxNTVGiRIl3fl+pVCr06NEDYWFhaNy48Vtj3dzcsHDhQnz66acIDAxEp06dcODAAVSqVAljxozR6Jq8ceMGzpw5o9Fdlh3/+9//cOLECWzbtg09evTAgAEDtK5+Gzp0KIYOHYpGjRqhUaNGmDZtGn799VdcunQJv/zyy3vt31CZLauZypcvj1evXiE+Ph5AxmcZAD777DONuDc/y4Z8PxhKJpOhefPmWvV8/b3yxx9/oFChQmjevLnGvitWrAhXV1fpuzGr42nfvn22f38L9i9UPvDrr7/ixIkT+Ouvv9CnTx9cvHgRHTt2fK9tOjo6aixndjm93lSYU1JSUtC6dWscOnQIW7Zs0WpizqzL48ePtdZ98uQJHBwcpOUePXpgxowZWLFiBYoWLQpPT09cuHABI0aMAIAsf7w+tMwPi1qt1vl85permZmZRvmb5wXIODevn5fHjx/D1dVVK+7NsswxZtWqVYOZmZnGIzIyUu9LsXV5Vz0fP34MlUqFefPmae07NDQUAKT963s8OSnzy9Hd3V3n8ytXrkRKSgp69eql9Zy+79dbt25pHfv+/fsNqqe9vT1kMlmW+wKg8fkAAGtra1StWhV169bFoEGDsGnTJhw7dgw///yzQfvO1LlzZ6hUKo1pDRwdHQ2qkyHeXDez++rNqQ/Mzc3x6tWrt25rzpw5uHHjBiZNmoRnz57h2bNnSExMBJDxo/zs2bMsP6NAxuczLCwMjx8/1pjqZP369XB2dkZgYKChh6fB09MTVatWRWhoKBYsWIAvvvgCY8eO1Uo+39S6dWtYW1tnO2kwNTU1+LsJePfvxuPHj2FqaqoV9+Zn2ZDvB0Ppeq8oFAqN98qDBw/w7NkzmJuba+0/Li5O47tJV/11HaO+8t8IsQLG399fGggYFBQEtVqNRYsWYf369WjXrh2AjJYEXeN/3udHLyekpKSgVatW2Lt3L37//Xc0bNhQK6ZcuXIAMsb/vH4JpUqlwqVLl7SSv9GjR2PIkCG4evUqbG1t4eXlhT59+sDa2hpVqlTJ3QPSk5OTE+RyuTS49E337t2DXC7P1ofK0dERcXFxWuVvljk5OQHI+PJ+fUDuh2Bvbw+5XI4uXbrgyy+/1Bnj4+MDQP/jyUmZ40Kymm9q8eLFcHFx0WqtAPR/v7q7u+PEiRMa675+ibw+Mufv0jU27ty5c7C0tESxYsXeuo2qVavCxMQky4Gt75LZqvV662u5cuWyrBMAaY6bzB+mNwe06kqmcsP58+eRkJCg87L5CRMmYMKECYiOjkbFihWz3Iau49+wYQNatWql0cqeE6pXr46IiAjcuHFDGgz/tnplt0XcxcUFJ06cgBBCqzUv8zvr9RZofTk6OkKlUuHx48ca321vfpYN+X7IDU5OTnB0dERUVJTO5zNbvzOPIS4uTuOP7cxjzA62EOWwWbNmwd7eHhMnTkR6ejqAjCuUrly5ovHF8/jxYxw+fDivqim1DP3111/YsGFDlk3WNWrUgJubm9aVKOvXr8eLFy/Qpk0brXUUCgXKli0LLy8v6Wqh3r1755u5OSwsLFC7dm1s2bJF66/YV69eYcuWLQgMDNQ54d+7BAUFYc+ePRpXGarVaq0rpho3bgxTU1Ncv34dVatW1fnILVZWVggKCkJ0dDTKly+vc9+ZXzZBQUH4999/cfbsWY1trF69OlfqdvbsWXz99dfw9vZG+/bttZ4/efIk/vnnH2k+pjfp+341NzfXOubXuxn1lfkZev3KzOfPn2Pjxo1o0aLFO5vu9+/fj/T0dJQoUcLgfQMZc+uYmZlp/LHRunVrXLp0CceOHZPKVCoVVq5ciRo1akgtby4uLrCwsMA///yjsc3ff/89W3Ux1JgxY7B3716Nx5o1awAAffv2xd69e9/6uqSlpSEyMhJOTk5S3J07d3DixIn37i7TZe/evTAxMXlnkrt+/XokJyejZs2a2drPJ598gsTERJ0Jwbp162BiYqJxZaW+goKCAGR0vb7uzc+yId8PuaFZs2Z4/Pgx1Gq1zn1n/uGS+QfTm8ezbt26d17dmRW2EOUwe3t7jB07FqNGjcLq1avRuXNndOnSBT///DM6d+6M3r174/Hjx5g1axbs7OxyfP/79++XmnTVajVu376N9evXAwDq1asn/WXTrl07/Pnnnxg3bhwcHR01mnft7Oykv67lcjlmzZqFLl26oE+fPujYsSOuXr2KUaNGoVGjRggJCZHWO3/+PDZs2ICqVatCoVDg7NmzmDFjBkqWLKl1BcnDhw+lLorMv1z//PNPFC5cGIULF9aYPO7kyZPSDM+JiYkQQkjHVK1atWy1sMyYMQNBQUEICAjAkCFD4OnpiZiYGMyZMwcPHjzIcvbbdxk/fjy2bNmCBg0aYOLEibCyssJPP/2kNeGct7c3pk6dinHjxuHGjRvS+LMHDx7g+PHjsLa21rjaK6fNnTsXgYGBqFOnDvr16wdvb288f/4c165dw9atW6WJ5oYMGYIlS5agadOmmDZtGlxcXLBq1SpcunTJoP3pGrdy6tQpKJVKpKWlSRMzrlixAs7Ozti6davOiQoXL14MAOjZs6fO/Rjyfn0bfT9HI0aMwIoVK9C0aVNMnToVCoUCM2bMwKtXrzQuW//jjz/wyy+/oEWLFvDy8kJaWhpOnjyJOXPmoESJEjq7/173zTffSFcwFi1aFPHx8Vi8eDF27tyJyZMnSy2OQEbX9U8//YRPP/0UM2bMgLOzM+bPn4/Lly9j9+7dUpxMJkPnzp2xZMkSFC9eHBUqVMDx48dzLdl9k5+fn9aMzpmf8+LFi2u0EA4bNgxpaWmoXbs2XF1dcefOHcybNw9nzpzB0qVLpdagDRs2oFChQtKP/+suXLggXb0ZFxeH5ORk6ZyWLl1a+s774osvYGdnh+rVq8PFxQWPHj3Cb7/9hsjISIwcOVI697dv30anTp3QoUMHlChRAjKZDPv378ecOXNQpkyZd57TrHz22WeYP38+2rdvjzFjxqBatWp4+fIltm/fjl9++QUDBw58Z1KmS3BwMOrWrYtRo0YhKSkJVatWxd9//40VK1Zoxer7/ZAbOnTogFWrViE0NBSDBw9G9erVYWZmhrt372Lv3r1o2bIlWrduDX9/f3Tu3Blz5syBmZkZPvnkE5w/fx7ffvtt9n9bDR6GTUKIrK/8ESLjKhlPT09RsmRJ6Wqx5cuXC39/f2FhYSFKly4tIiMjs7zKTNfVT9Bz4qx69eppXMXy+uP1Ef9ZxQDQeRXX6tWrRfny5YW5ublwdXUVgwYN0rqK4vLly6Ju3brCwcFBmJubixIlSojx48eLFy9eaG0v8yoEffafeXWCroeuK2T0dfLkSdG6dWvh5OQk5HK5cHJyEq1btxanTp3SivXy8hJNmzbVKtd1BeHff/8tatasKRQKhXB1dRUjR44UCxcu1Hkl3ebNm0VQUJCws7MTCoVCeHl5iXbt2mlMNmjoVWa6Ju/TNVHZzZs3RY8ePUSRIkWEmZmZKFy4sKhVq5aYNm2aRtyFCxdEo0aNhIWFhXBwcBA9e/YUv//+u15XmWVOEnju3DmpLPOqmMyHQqGQJlOcO3dullddJScnC6VSKerWrfvWfQqh3/v1bfT9HAkhxLVr10SrVq2EnZ2dsLKyEg0bNtR6D128eFG0a9dOulrRwsJC+Pn5iZEjR4rHjx+/sz5btmwRgYGBonDhwsLU1FTY2tqKOnXqZHnlaVxcnOjatatwcHAQFhYWombNmmLXrl1acQkJCaJXr17CxcVFWFtbi+bNm4tbt25leSXTm1cGZjUx4duulHqbrL4DFy9eLKpXry4cHByEqampsLe3F40bNxY7duzQiAsMDMzy6qI333evP14/1iVLlog6deoIJycnYWpqKgoVKiTq1asnVqxYobG9J0+eiNatWwtvb29haWkpzM3NRcmSJcWoUaPEs2fPDD721yUmJopRo0aJkiVLCnNzc2FlZSWqVq0qIiIipKvG3jyuN8+Nrslgnz17Jnr06CEKFSokrKysRKNGjcSlS5d0/r7o+/2g6zsnq6vMdL1XMuv/urS0NPHtt9+KChUqCAsLC2FjYyP8/PxEnz59xNWrV6W4lJQUMXz4cOHs7Cy9z48cOZLtiRll/39AREQ5bvDgwfjxxx/x7NmzbHVJEekrcyzJ5s2bta5kItIHu8yIKMedOnUKJ06cwJIlS9CiRQsmQ5TrXF1d33pVGtG7sIWIiHKcj48PEhIS0KRJE/zwww+5OgiTiCgnMCEiIiIio8fL7omIiMjoMSEiIiIio8eEiIiIiIwerzLTU3p6Ou7fvw9bW9v3ujkiERERfThCCDx//hzu7u5vvaUKEyI93b9/Hx4eHnldDSIiIsqGO3fuoGjRolk+z4RIT5nzqNy5cyfHbrmRlJQk3Vfo/v37sLa2zpHtEhER6SM1NRXfffcdgIxb4ui6ZY4+0tPTIYRAoUKFcvzGuu8rMTERHh4e75wPjQmRnjK7yezs7HIsIXr9TWNnZ8eEiIiIPii1Wo1PP/0USUlJsLe3z3ZCpFaroVKpYGdnl+8SokzvGu6Sp4OqVSoVxo8fDx8fH1haWqJYsWKYOnWqdJf4TBcvXkSLFi2gVCpha2uLmjVrIiYmRnq+T58+KF68OCwtLVG4cGG0bNlS6+aTT58+RZcuXaBUKqFUKtGlSxc8e/bsQxwmERFRviSXy1GhQgX4+/vn20TmQ8nThGjmzJmIiIjAjz/+iIsXL2LWrFn45ptvMG/ePCnm+vXrCAwMhJ+fH/bt24ezZ89iwoQJsLCwkGKqVKmCpUuX4uLFi9ixYweEEAgODtaYxr1Tp044c+YMoqKiEBUVhTNnzqBLly4f9HiJiIgof8rTmaqbNWsGFxcXLF68WCpr27YtrKyssGLFCgBAhw4dYGZmJi3r459//kGFChVw7do1FC9eHBcvXkTp0qVx9OhR1KhRAwBw9OhRBAQE4NKlS/D19X3nNhMTE6FUKpGQkJCjY4hsbGwAAC9evGCXGRERfVDp6em4cuUKXrx4gWLFisHMzCxb28nsMrO3t893LU36/n7naQtRYGAg9uzZgytXrgAAzp49i0OHDiE0NBRAxonatm0bSpUqhcaNG8PZ2Rk1atTA5s2bs9xmUlISli5dCh8fH+mqsCNHjkCpVErJEADUrFkTSqUShw8fzr0DJCIiysdUKhUiIyOxbds2o785bp4Oqh49ejQSEhLg5+cHuVwOtVqN6dOno2PHjgCA+Ph4vHjxAjNmzMC0adMwc+ZMREVFoU2bNti7dy/q1asnbWv+/PkYNWoUkpKS4Ofnh127dkmDw+Li4uDs7Ky1f2dnZ8TFxemsW0pKClJSUqTlxMREAECaOg1p6rQcOf7Xt5OT2yUiItLHm79DcnX2WnfUajVUahXS1GlIR/q7V/iA9P1tzdOEKDIyEitXrsTq1atRpkwZnDlzBkOGDIG7uzu6desmDa5u2bIlhg4dCgCoWLEiDh8+jIiICI2E6LPPPkOjRo0QGxuLb7/9Fu3bt8fff/8tjTXSNbpcCJHlqPPw8HBMmTJFq/z2s9uwUdu897EDQHJSsvT/W09vwSrVKke2S0REpA9Vmkr6/+3E21CkKLK1HXW6GumqdDyTPYPcJH91mb14/kKvuDxNiEaOHIkxY8agQ4cOAIBy5crh9u3bCA8PR7du3eDk5ARTU1OULl1aYz1/f38cOnRIoyzz6rGSJUuiZs2asLe3x6ZNm9CxY0e4urriwYMHWvt/+PAhXFxcdNZt7NixGDZsmLScOY+BicwECtPsvWHepDb9r3lSYarIse0SERHpw0T8N3JGIc/+75BarYYaaijkinw3hihZlvzuIORxQpScnKw1jbZcLpdahszNzVGtWjVcvnxZI+bKlSvw8vJ667aFEFKXV0BAABISEnD8+HFUr14dAHDs2DEkJCSgVq1aOtdXKBRQKLTfGKYmpjCTZ2/Q2Zte346Z3CzHtktERKSX13q3zEzMYGaSvd8hE2ECE2ECM7lZvkuITE30S3XyNCFq3rw5pk+fDk9PT5QpUwbR0dGYPXs2evToIcWMHDkSYWFhqFu3LoKCghAVFYWtW7di3759AIAbN24gMjISwcHBKFy4MO7du4eZM2fC0tJSGpzt7++PkJAQ9O7dGz///DMA4IsvvkCzZs30usKMiIiIPm55mhDNmzcPEyZMQP/+/REfHw93d3f06dMHEydOlGJat26NiIgIhIeHY9CgQfD19cWGDRsQGBgIALCwsMDBgwcxZ84cPH36FC4uLqhbty4OHz6sMZB61apVGDRoEIKDgwEALVq0wI8//vhhD5iIiIjypWzNQ3Tnzh3cunULycnJKFy4MMqUKaOze+ljkjmPwbnb5+Bg75Aj20xOSkZJt5IAgKuxV2FlzUHVRET04aSr0/Hv2X/x6uUrlChd4r3mIVKr1VAqlfmuy+zJ0yco51XunfMQ6d1CdPv2bURERGDNmjW4c+cOXs+jzM3NUadOHXzxxRdo27at1rggIiIiyn9M5CYoXaE0EhISjP63W6+jHzx4MMqVK4erV69i6tSp+Pfff5GQkIDU1FTExcVh+/btCAwMxIQJE1C+fHmcOHEit+tNRERElGP0aiEyNzfH9evXUbhwYa3nnJ2d0aBBAzRo0ACTJk3C9u3bcfv2bVSrVi3HK0tEREQ5Jz09HbF3Y5H0IgnO7s75rrvrQ9IrIfrmm2/03mDmlV1ERESUv6nVavy54U8AQJuubQAjnv1F7w7DihUr4scff8TTp09zsz5EREREH5zeCVGNGjUwfvx4uLu7o2PHjtizZ09u1ouIiIjog9E7Ifr5558RFxeHhQsX4sGDBwgODoa3tzemTp2KmJiY3KwjERERUa4y6Bo7CwsLdOnSBX/99ReuXbuGLl26YPHixShWrBgaN26MdevW5VY9iYiIiHJNticd8PHxwVdffYVbt25h7dq1OHnyJDp27JiTdSMiIiL6IN7r1h179+7F0qVLsXHjRpiamqJ37945VS8iIiKiD8bghCgmJgbLli3DsmXLcOvWLdSpUwfz58/Hp59+CktLy9yoIxEREeUCExMTVAushpevXkJmIsvr6uQpvROi1atXY+nSpdi7dy9cXFzQtWtX9OzZEyVKlMjN+hEREVEukcvlKFcl4z5fxjwpI2BAQtS9e3c0bdoUmzdvRmhoqNHf84SIiIg+HnonRHfv3oWzs3Nu1oWIiIg+oPT0dDyMe4gXSS/gWNjRqFuJ9G7meT0ZWrFiBWrXrg13d3fcvn0bADBnzhz8/vvvOV9DIiIiyhVqtRpbI7di7x97ka5Oz+vq5CmD+70WLFiAYcOGITQ0FM+ePYNarQYAFCpUCHPmzMnp+hERERHlOoMTonnz5uGXX37BuHHjNJrWqlatinPnzuVo5YiIiIg+BIMTops3b6JSpUpa5QqFAklJSTlSKSIiIqIPyeCEyMfHB2fOnNEq//PPP1G6dOmcqBMRERHRB2XwxIwjR47El19+iVevXkEIgePHj2PNmjUIDw/HokWLcqOORERERLnK4ITo888/h0qlwqhRo5CcnIxOnTqhSJEimDt3Ljp06JAbdSQiIiLKVdm6l1nv3r3Ru3dvPHr0COnp6ZyfiIiIqAAyMTFBxRoVkfIqhbfueJ+VnZyccqoeRERE9IHJ5XJUrlmZt+6AAYOqr1+/jh49ekjLnp6ecHBwkB6FCxfG5cuXc6WSRERERLlJ7xaiefPmwdXVVVp++vQpJk6cKHWXRUZG4vvvv0dERETO15KIiIhynBACTx8/xYvnL1DIsVBeVydP6Z0Q7d69G/PmzdMoa9u2LYoVKwYA8Pb2Rq9evXK2dkRERJRrVCoVNq3cBABo07UNTE3fayRNgaZ3l9nt27fh4+MjLffq1QtKpVJa9vb2xt27d3O2dkREREQfgN4JkYmJCeLj46Xl77//Ho6OjtLygwcPYGZmlrO1IyIiIvoA9E6IypQpg927d2f5/I4dO1C2bFmDdq5SqTB+/Hj4+PjA0tISxYoVw9SpU5GernnH3YsXL6JFixZQKpWwtbVFzZo1ERMTAwB48uQJBg4cCF9fX1hZWcHT0xODBg1CQkKCxja8vb0hk8k0HmPGjDGovkRERPRx0ruz8PPPP8eQIUNQoUIFNG3aVOO5rVu3YsaMGQbf7X7mzJmIiIjA8uXLUaZMGZw8eRKff/45lEolBg8eDCDj6rbAwED07NkTU6ZMgVKpxMWLF2FhYQEAuH//Pu7fv49vv/0WpUuXxu3bt9G3b1/cv38f69ev19jf1KlT0bt3b2nZxsbGoPoSERHRx0nvhKh3797466+/0Lx5c/j5+cHX1xcymQyXLl3C5cuX0bZtW41kQx9HjhxBy5YtpQTL29sba9aswcmTJ6WYcePGITQ0FLNmzZLKMgdyA0DZsmWxYcMGabl48eKYPn06OnfuDJVKpTFAzNbWVuNKOSIiIiLAwJu7rlmzBqtXr0apUqVw+fJlXLp0CSVLlsSqVauwbt06g3ceGBiIPXv24MqVKwCAs2fP4tChQwgNDQUApKenY9u2bShVqhQaN24MZ2dn1KhRA5s3b37rdhMSEmBnZ6c1Wn7mzJlwdHRExYoVMX36dKSmpma5jZSUFCQmJmo8iIiI6ONk8PV1HTp0yLF7lo0ePRoJCQnw8/ODXC6HWq3G9OnT0bFjRwBAfHw8Xrx4gRkzZmDatGmYOXMmoqKi0KZNG+zduxf16tXT2ubjx4/x1VdfoU+fPhrlgwcPRuXKlWFvb4/jx49j7NixuHnzZpY3pA0PD8eUKVNy5DiJiIjyIxMTE5StXBYpKbx1h0wIId4VlJSUBGtra703qm/82rVrMXLkSHzzzTcoU6YMzpw5gyFDhmD27Nno1q0b7t+/jyJFiqBjx45YvXq1tF6LFi1gbW2NNWvWaGwvMTERwcHBsLe3x5YtW9561duGDRvQrl07PHr0SONquUwpKSlISUnR2LaHhwfO3T4HB3sHfV6Gd0pOSkZJt5IAgKuxV2FlbZUj2yUiItKXWq2Wbt2R3dt3qNVqqNVqKJXKfHcLkCdPn6CcVzmp9ygrenWZlShRAl9//TXu37+fZYwQArt27UKTJk3www8/6FXJkSNHYsyYMejQoQPKlSuHLl26YOjQoQgPDweQca80U1NTlC5dWmM9f39/6SqzTM+fP0dISAhsbGywadOmd04BULNmTQDAtWvXdD6vUChgZ2en8SAiIqKPk15dZvv27cP48eMxZcoUVKxYEVWrVoW7uzssLCzw9OlTXLhwAUeOHIGZmRnGjh2LL774Qq+dJycnw8REMyeTy+XSZffm5uaoVq2a1j3Srly5Ai8vL2k5MTERjRs3hkKhwJYtW6Qr0N4mOjoaAODm5qZXXYmIiD42Qgg8T3yOpOdJsFXa5nV18pReCZGvry9+++033L17F7/99hsOHDiAw4cP4+XLl3ByckKlSpXwyy+/IDQ0VCvBeZvmzZtj+vTp8PT0RJkyZRAdHY3Zs2dr3ER25MiRCAsLQ926dREUFISoqChs3boV+/btA5DRMhQcHIzk5GSsXLlSYwB04cKFIZfLceTIERw9ehRBQUFQKpU4ceIEhg4dihYtWsDT09OAl4uIiOjjoVKp8NvS3wDw1h16jSHKLc+fP8eECROwadMmxMfHw93dHR07dsTEiRNhbm4uxS1ZsgTh4eG4e/cufH19MWXKFLRs2RJARutVUFCQzu3fvHkT3t7eOH36NPr3749Lly4hJSUFXl5e6NChA0aNGgUrK/3G7SQmJkKpVHIMERERfTTS0tKwbN4yABkJkcJCka3tfAxjiPI0ISpImBAREdHHhgnRfwyah4iIiIjoY8SEiIiIiIweEyIiIiIyekyIiIiIyOgZnBB5e3tj6tSpWhMjEhERUcFiIjOBX3k/FPMrZvS37jA4IRo+fDh+//13FCtWDI0aNcLatWs1bnFBREREBYPcVI5aQbVQqWalfHd12IdmcEI0cOBAnDp1CqdOnULp0qUxaNAguLm5YcCAATh9+nRu1JGIiIgoV2V7DFGFChUwd+5c3Lt3D5MmTcKiRYtQrVo1VKhQAUuWLAGnNyIiIsrfhBB4mfwSKa9SjP53O9tzdKelpWHTpk1YunQpdu3ahZo1a6Jnz564f/8+xo0bh927d2vcoZ6IiIjyF5VKhTW/rAHAW3cYfOSnT5/G0qVLsWbNGsjlcnTp0gXff/89/Pz8pJjg4GDUrVs3RytKRERElFsMToiqVauGRo0aYcGCBWjVqhXMzMy0YkqXLo0OHTrkSAWJiIiIcpvBCdGNGzfg5eX11hhra2ssXbo025UiIiIi+pAMHlT9rmSIiIiIqKAxuIXI3t4eMpn25E0ymQwWFhYoUaIEunfvjs8//zxHKkhERESU2wxOiCZOnIjp06ejSZMmqF69OoQQOHHiBKKiovDll1/i5s2b6NevH1QqFXr37p0bdSYiIiLKUQYnRIcOHcK0adPQt29fjfKff/4ZO3fuxIYNG1C+fHn88MMPTIiIiIjyMROZCUr4l0Baahpv3WHoCjt27MAnn3yiVd6wYUPs2LEDABAaGoobN268f+2IiIgo18hN5agbXBdV61TlrTsMXcHBwQFbt27VKt+6dSscHBwAAElJSbC1tX3/2hERERF9AAZ3mU2YMAH9+vXD3r17Ub16dchkMhw/fhzbt29HREQEAGDXrl2oV69ejleWiIiIco4QAmlpaVClqWBiku27eX0UDE6IevfujdKlS+PHH3/Exo0bIYSAn58f9u/fj1q1agEAhg8fnuMVJSIiopylUqmwYv4KALx1h0FHnpaWhi+++AITJkzAmjVrcqtORERERB+UQe1jZmZm2LRpU27VhYiIiChPGNxh2Lp1a2zevDkXqkJERESUNwzuLCxRogS++uorHD58GFWqVIG1tbXG84MGDcqxyhERERF9CAYnRIsWLUKhQoVw6tQpnDp1SuM5mUzGhIiIiIgKHIMTops3b+ZGPYiIiIjyTLYnHUhNTcXly5ehUqlysj5ERET0gchkMniX8EYRryI6b9xuTAxOiJKTk9GzZ09YWVmhTJkyiImJAZAxdmjGjBkGbUulUmH8+PHw8fGBpaUlihUrhqlTpyI9PV0j7uLFi2jRogWUSiVsbW1Rs2ZNab9PnjzBwIED4evrCysrK3h6emLQoEFISEjQ2MbTp0/RpUsXKJVKKJVKdOnSBc+ePTP08ImIiD4apqamaNC0AWoG1YTclLfuMMjYsWNx9uxZ7Nu3DxYWFlL5J598gsjISIO2NXPmTERERODHH3/ExYsXMWvWLHzzzTeYN2+eFHP9+nUEBgbCz88P+/btw9mzZzFhwgRp3/fv38f9+/fx7bff4ty5c1i2bBmioqLQs2dPjX116tQJZ86cQVRUFKKionDmzBl06dLF0MMnIiKij5BMCCEMWcHLywuRkZGoWbMmbG1tcfbsWRQrVgzXrl1D5cqVkZiYqPe2mjVrBhcXFyxevFgqa9u2LaysrLBiRcbMmR06dICZmZm0rI/ffvsNnTt3RlJSEkxNTXHx4kWULl0aR48eRY0aNQAAR48eRUBAAC5dugRfX993bjMxMRFKpRLHrx+HfSF7redNZCawMP0vQUxOS85yWzLIYGlmieSkZJR0KwmYAWevn4WVtVWWsZlepr2EgO5TlluxAGBlZpWt2FeqV0gX6TkSa2lqKTXppqhSoBbqHIm1MLWAiSzjb4NUdSpU6Vl3AxsSq5ArIDeRGxybpk5DWnpalrHmcnOYmpgaHKtKVyFVnZplrJmJGczkZgbHqtPVSFGnZBlramIKc7m5wbHpIh2vVK9yJFYuk0NhqgCQcauCl6qXORJryOc+O98R2YnldwS/Iwz9jpAJGRISEiBkAmpk/TqYyc1gZqL7O0KtVkOtVkOpVEIul+er74gnT5+gnFc5JCQkwM7OLuv4LJ/JwsOHD+Hs7KxVnpSUZHD/Y2BgICIiInDlyhWUKlUKZ8+exaFDhzBnzhwAQHp6OrZt24ZRo0ahcePGiI6Oho+PD8aOHYtWrVplud3Mg86cgvzIkSNQKpVSMgQANWvWhFKpxOHDh3UmRCkpKUhJ+e+kZCZ61X+pDlhohaOBTwOsaP1f0lZ+Qfksv0gDigZgffv1/xUMASosqaAztoJLBWz/bLu0XH95fdxNvKsztpRjKezttldaDl0diiuPr+iMLWpXFMd6HZOW265ri7MPzuqMdbB0wLl+56TlLpu64MjdIzpjLU0tcW3QNWm599be+OvmXzpjAeDesHvS/wf9OQjbrm7LMvbqwKvSl+Po3aPx24Xfsoz9p+8/cLRyBABM2T8Fy88uzzL2aM+j8FB6AABmHpqJiFMRWcb+1fUv+DplvF/mHZuH2UdnZxm7rdM2VHStCABYfHoxph2clmXsb5/+hloeGbe+WXVuFcb9NS7L2OWtluOTYp8AADZe2ohhO4ZlGRvRLALNSzUHAPx57U/0/aNvlrGzG89GWJkwAMC+W/vQbXO3LGOnN5iO7hW7AwCO3TuGT3/7NMvY8XXGo1+1fgCAc/Hn0HR10yxjh9UchuG1Mm79c/XxVTT4tUGWsX2r9MWEehMAAPcS76Hm4ppZxnar0A1fN/waAPDk5ROUjyifZeynpT/FnJA5AICXqpcoOa9klrFNSzbFwuYLpeW3xb7Pd0SNRTXw5OUTnbH8jvhPQfyOqOBSES+TZfjlzGLMOpb1d8TK5utRwz3jO2Ll+VWY8nfW3xELQ35FkFfGd8SGy5swZt/QLGNnB83Hox1PAQDWdRUYd3RElrFTAmagRfE2AICDdw9h0L4+WcZOqj0dnct+DgA4dv84Om9tl2XsqBrj0btifwDA5cRzaLYm578j9GFwQlStWjVs27YNAwcOBAApCfrll18QEBBg0LZGjx6NhIQE+Pn5QS6XQ61WY/r06ejYsSMAID4+Hi9evMCMGTMwbdo0zJw5E1FRUWjTpg327t2r8wayjx8/xldffYU+ff47UXFxcTqTOGdnZ8TFxemsW3h4OKZMmWLQ8RARERniZbIMJd3cgFp2QHDWcZ3bOgK33DIWqimBrHMGfNHFAbj6/7EVCwGtso4d1s8JuJDxBws2/wa0zzp20mgXTDrz/0l/ySvAZ1nHTvmfElNO/H8dvB2B7lnHzvrKDrMOZ8RuOHsm68BcZnCX2eHDhxESEoLPPvsMy5YtQ58+ffDvv//iyJEj2L9/P6pUqaL3ttauXYuRI0fim2++QZkyZXDmzBkMGTIEs2fPRrdu3XD//n0UKVIEHTt2xOrVq6X1WrRoAWtra637qSUmJiI4OBj29vbYsmULzMwymuu+/vprLF++HJcvX9aIL1myJHr27IkxY8Zo1U1XC5GHhwe7zAyMZXN43jeHs8uMXWa5HQvwOyI7sQq5AikvTTMSInkqYJL1ZxkqC0D8/6Bnk7SM+KyoFUC6aTZiVYA8688n1OZAupnhsTI1YJr15xPpZhnxAC7duwu5Rc587nO9y6xWrVr4+++/8e2336J48eLYuXMnKleujCNHjqBcuXIGbWvkyJEYM2YMOnToAAAoV64cbt++jfDwcHTr1g1OTk4wNTVF6dKlNdbz9/fHoUOHNMqeP3+OkJAQ2NjYYNOmTVIyBACurq548OCB1v4fPnwIFxcXnXVTKBRQKBRa5Zamlhof0KzoEyNJy4jXZ53Xv6AKQuzrPwA5GZv5g5XTseZyc+nDllexZvL/ko2cjDU1MZWSo5yMlZvIYWWi3/vdkFgTmYnenyNDYmUyWa7EAoZ97nMrNj987vkdoX+spZXA1dhYPbam//hcQ6SlpWFlxEoAQItOLaCw0P+1eJ00hsguYwxRdllamUAmy/nPvT4MToiAjMRl+fKs+1v1lZycDBMTzQvd5HK5dNm9ubk5qlWrptWyc+XKFXh5eUnLiYmJaNy4MRQKBbZs2aJx9RsABAQEICEhAcePH0f16tUBAMeOHUNCQgJq1ar13sdBRESUHTIZYGVtUEdNjkpLEzA3z2iZsrISUFhkry5qtYBaLWBlLSCX593xvI9sJUTp6em4du0a4uPjteYMqlu3rt7bad68OaZPnw5PT0+UKVMG0dHRmD17Nnr06CHFjBw5EmFhYahbty6CgoIQFRWFrVu3Yt++fQAyWoaCg4ORnJyMlStXIjExURoAXbhwYcjlcvj7+yMkJAS9e/fGzz//DAD44osv0KxZM72uMCMiIqKPm8EJ0dGjR9GpUyfcvn0bbw4/kslkUKuz7od907x58zBhwgT0798f8fHxcHd3R58+fTBx4kQppnXr1oiIiEB4eDgGDRoEX19fbNiwAYGBgQCAU6dO4dixjCshSpQoobH9mzdvwtvbGwCwatUqDBo0CMHBGaPWWrRogR9//NHQwyciIqKPkMGDqitWrIhSpUphypQpcHNz07rUXqlU5mgF84vMeYjO3T4HB3uHHNmmNKgawNXYqzoHVRMREeUWlUqFXVt2QaVSoXbD2jBX6Dc+6k1vzkOUn+TaoOqrV69i/fr1Wq0xREREVLCYmpoiuGUwEhIS8l0i86EZfOuOGjVq4Nq1a+8OJCIiIiogDG4hGjhwIIYPH464uDiUK1dO4/J2AChfPusZYImIiIjyI4MTorZt2wKAxpVgMpkMQgiDB1UTERFR3klLS8PKBSshINCyU0uj7jYzOCG6efNmbtSDiIiI8oBKlfVs2sbE4ITo9QkRiYiIiD4Geg+q7t+/P168eCEtr1ixQmP52bNnCA0NzdnaEREREX0AeidEP//8M5KT/7vB4Jdffon4+HhpOSUlBTt27MjZ2hERERF9AHonRG/O32jgfI5ERERE+ZbB8xARERERfWyydXNXIiIiKvhkkMG1iGvGlWayd8d/zAxKiCZOnAgrq4z7baWmpmL69OnSvcteH19ERERE+Z+pmSlC24Xy1h0wICGqW7cuLl++LC3XqlULN27c0IohIiIiKmj0Toj27duXi9UgIiIiyjscQ0RERGSk0tLSsHbRWqSnp6NZWDOj7jZjQkRERGTEXr18lddVyBd42T0REREZPSZEREREZPSYEBEREZHRy9YYomfPnuH48eOIj49Henq6xnNdu3bNkYoRERERfSgGJ0Rbt27FZ599hqSkJNja2kIm+29qS5lMxoSIiIiIChyDu8yGDx+OHj164Pnz53j27BmePn0qPZ48eZIbdSQiIqJcIIMMTs5OsHe05607DF3h3r17GDRokHQLDyIiIiqYTM1M0aJjC966A9lIiBo3boyTJ0+iWLFiuVEfIsrHhBBQp6nzuhpkABNTE5iY8PoZoncxOCFq2rQpRo4ciQsXLqBcuXIwMzPTeL5FixY5Vjkiyj/UaWo8i3sGiIxmdsr/BAQAwNzaHDYONhpjPolIk8EJUe/evQEAU6dO1XpOJpNBreZfj0QfGyEEXjx5AYWZAi6uLpCZ8Ie1QBDAy5cv8fDhQ7zAC9g62uZ1jSifUaWp8Nuy35Ceno6QdiFG3W1mcEL05mX2RPTxS1enQ5WigrO7MyytLPO6OmQAC0sLAMiYJsU+nd1npEFA4MXzF5kLRi1PPxkqlQrjx4+Hj48PLC0tUaxYMUydOlUr6bp48SJatGgBpVIJW1tb1KxZEzExMdLzCxcuRP369WFnZweZTIZnz55p7cvb2xsymUzjMWbMmNw+RKKPgkgXkEGm1UVOBYOlZUYSm67iH7REWcnWxIz79+/Ht99+i4sXL0Imk8Hf3x8jR45EnTp1DNrOzJkzERERgeXLl6NMmTI4efIkPv/8cyiVSgwePBgAcP36dQQGBqJnz56YMmUKlEolLl68CAsLC2k7ycnJCAkJQUhICMaOHZvl/qZOnSp1+QGAjY2NgUdOZOTYU1YwyTjui+hdDE6IVq5cic8//xxt2rTBoEGDIITA4cOH0bBhQyxbtgydOnXSe1tHjhxBy5Yt0bRpUwAZrThr1qzByZMnpZhx48YhNDQUs2bNksrevMJtyJAhAIB9+/a9dX+2trZwdXXVu35ERERkHAzuMps+fTpmzZqFyMhIDBo0CIMHD0ZkZCRmzJiBr776yqBtBQYGYs+ePbhy5QoA4OzZszh06BBCQ0MBZIxX2rZtG0qVKoXGjRvD2dkZNWrUwObNmw2tNoCMFilHR0dUrFgR06dPR2pqapaxKSkpSExM1HgQEb2pVPFS+GHuD1k+36hBIwwfNjxH9nXr1i0oTBU4e+ZsjmyPiP5jcEJ048YNNG/eXKu8RYsWuHnzpkHbGj16NDp27Ag/Pz+YmZmhUqVKGDJkCDp27AggYxDgixcvMGPGDISEhGDnzp1o3bo12rRpg/379xu0r8GDB2Pt2rXYu3cvBgwYgDlz5qB///5ZxoeHh0OpVEoPDw8Pg/ZHRHmvV49eUJgqpIebsxuahTbDuX/O5XXViCifMTgh8vDwwJ49e7TK9+zZY3DSEBkZiZUrV2L16tU4ffo0li9fjm+//RbLly8H8N8VbS1btsTQoUNRsWJFjBkzBs2aNUNERIRB+xo6dCjq1auH8uXLo1evXoiIiMDixYvx+PFjnfFjx45FQkKC9Lhz545B+yOi/CG4cTBu372N23dvI2pnFExNTdG6Zeu8rhZRviCDDIUcCsG2kK3RjxHM1r3MBg0ahH79+mHFihVYuXIl+vbti8GDB2PEiBEGbWvkyJEYM2YMOnTogHLlyqFLly4YOnQowsPDAQBOTk4wNTVF6dKlNdbz9/fXuMosO2rWrAkAuHbtms7nFQoF7OzsNB5EVPAoFAq4urrC1dUVFSpWwIiRI3Dnzh08fPgQAPC/Mf9DGf8yKGRbCL4lfTF54mSkpaVpbGPr1q0IqBEAO2s7uLu4o3279lnub/my5SjsUBi7d+3W+fzqVasRUCMAjoUc4VnEE107d0V8fLz0/NOnT9GtSzcUcS0CpY0Spf1KY/my5RrbuHnzJoIbBqOQbSFUrVwVR48cze7LQ0bO1MwUbbq0QXCrYJiaZus6q4+GwUffr18/uLq64rvvvsO6desAZCQokZGRaNmypUHbSk5O1poTQy6XSy1D5ubmqFatGi5fvqwRc+XKFXh5eRladQ3R0dEAADc3t/faDpExe9s4PBMTE40v2LfFymSal/RnFWtubp6NWv7nxYsXWLNmDYqXKA5HR0cAGRdbLFq8CG7ubjh/7jz69+0PG1sbjBiZ8Qfe9m3bEdYuDGPGjsGSZUuQlpqGP7f/qXP7s7+bjW9mfoM/tv+BGjVr6IxJTU3FpMmTUMq3FB7GP8TI4SPRq0cvbPljCwBg8qTJuHjxIrb8sQWOTo64fu06Xr58qbGNiRMmYsbMGShRsgQmTZiErp274sLlC0b/g0b0PrL16WndujVat37/JufmzZtj+vTp8PT0RJkyZRAdHY3Zs2ejR48eUszIkSMRFhaGunXrIigoCFFRUdi6davGFWVxcXGIi4uTWnvOnTsHW1tbeHp6wsHBAUeOHMHRo0cRFBQEpVKJEydOYOjQoWjRogU8PT3f+ziIjNV3s77L8rniJYqjfYf/WlJ++P4HrZaXTJ6envis62fS8vwf5+Nl8kutuLHjs55WIyvbt22Hg9IBAJCUlAQ3Nzds+n2T9MfY2HH/bdPb2xuXL1/G+t/WSwnRzPCZaB/WHhMnT5Tiylcor7Wf8f8bj5UrVmLXnl0oW65slvXp/nl36f/FihXD7DmzUTugNl68eAEbGxvcibmDihUrokrVKlKd3jR02FCENs24+GTipImoWL4irl27Bj8/Pz1fFSJ6k8FdZsWKFdM57ubZs2cG3/B13rx5aNeuHfr37w9/f3+MGDECffr00bharXXr1oiIiMCsWbNQrlw5LFq0CBs2bEBgYKAUExERgUqVKklzDNWtWxeVKlXCli0Zf3EpFApERkaifv36KF26NCZOnIjevXtjzZo1hh4+ERUw9erXw/FTx3H81HEcOnwInzT6BC2atcDt27cBABs3bERQ3SB4FvGEg9IBUyZNwZ2Y/8YMnj17FkENgt66j7nfz8WiXxbhr/1/vTUZAoAz0WfQtnVblCxWEo6FHNGoYSMAkPb5RZ8vsC5yHapVqYaxo8fiyOEjWtsoV66c9H9Xt4ypRB7GP9Tj1SDSpEpTYeOKjdi5eSdUKlVeVydPGdxCdOvWLZ33K0tJScG9e/cM2patrS3mzJmDOXPmvDWuR48eGq1Gb5o8eTImT56c5fOVK1fG0aPsYyfKacNHZX05+Zvd4YOGDsoy9s2bjvYfkPUVoIaytrZGiRIlpOXKVSqjsENhLFm0BKFNQ9G5U2dMnDQRjYIbwU5ph98if8Oc7+dI8ZmzPL9N7cDa+HP7n9jw2waMHD0yy7ikpCQ0bdIUnzT6BEuXL4VTYSfcibmDZqHNpG7CkCYhuHrjKv7c/if+2vMXQoJD0LdfX8z8Zqa0nde7FzNfO95WibJDQODZk2eZC0ZN74Qos7UFAHbs2AGlUiktq9Vq7NmzR2fTLhF9vAwZ05NbsYaSyWQwMTHBy5cvcfjwYXh6eWLM//67jc+bF2yUK1cOe//ai27du2W5zarVqqL/l/3RLLQZTOQmGD5Cd6J4+dJlPHr0CNO+niZdlXv61GmtuMKFC6Nrt67o2q0ragfWxtjRYzUSIiLKeXonRK1atQKQ8WXSrZvmF4OZmRm8vb3x3XdZjycgIsoLKSkpiIuLA5BxBdeC+Qvw4sULNG3WFAmJCbgTcwfrItehStUq+HP7n/h98+8a64+bMA4hwSEoVqwYPg37FGqVGlFRUdIYo0w1A2piyx9b0Lxpc5iammLwkMFadfHw9IC5uTnm/zgfvfv0xr///ouvp3+tETNl0hRUqlIJpUuXRmpKKrZv286xQUQfgN4JUWZzrI+PD06cOAEnJ6dcqxQRUU7ZuWMnvIpmXJVqa2sLX19frIlcg3r16wEABg0ehCGDhiAlJQVNQptg7LixmDZ1mrR+vfr1sCZyDb6e/jW+mfUN7OzsEFgnUOe+atWuhc1bNqNl85aQy+UYMHCAxvOFCxfGoiWLMGH8BPz040+oVKkSZsycgbat20ox5ubmmDBuAm7fug1LS0vUDqyNFatX5PTLQkRvkAkhjLzXUD+JiYlQKpU4d/scHOwdcmSbyUnJKOlWEgBwNfYqrKytcmS7RDlNlapCYlwiPL09NW6sTAXDq1evEHMrBnaudjA156X59J+0tDQsm7cMANCmaxsoLBTZ2o5arYZarYZSqYRcLs/BGr6/J0+foJxXOSQkJLx1TkGDrzIDMu5237x5c5QoUQIlS5ZEixYtcPDgwWxXloiIiCgvGZwQrVy5Ep988gmsrKwwaNAgDBgwAJaWlmjYsCFWr16dG3UkIiKiXCCDDDa2Nhk9FEZ+6w6D204z73Y/dOhQqWzw4MGYPXs2vvrqK3Tq1ClHK0hERES5w9TMFO17tEdCQkK+6+r60PL0bvdERERE+UGe3u2eiIiIKD8wuMss8273Z86cQa1atSCTyXDo0CEsW7YMc+fOzY06EhERUS5QpamwNXIr1Go1gpoFGXW3WZ7e7Z6IiIjyjoDAo/hHmQtGLU/vdk9ERESUH2R7hq7U1FTEx8dr3VDQ09PzvStFRERE9CEZnBBdvXoVPXr0wOHDhzXKhRCQyWRQq9U5VjkiIiKiD8Hgq8y6d+8OExMT/PHHHzh16hROnz6N06dPIzo6GqdPa9+1mYgor/Tq0QsKUwUUpgpYW1jDw90DTRo3wbKly7RatzOFhoTC0twSx44e0/n8kcNH0KJZC7g4ucDO2g6VK1bG97O/1+uPwTt37qBP7z7w9vCGjaUNShYriWFDh+Hx48fvdZxE9P4MbiE6c+YMTp06xbsvE1GBENw4GL8s/gVqtRrxD+Kxc8dODB86HBs3bMTGzRthavrf12BMTAyOHT2Gfl/2w7Kly1CjZg2Nbf2++Xd06tAJXbt3xc7dO6EspMRfe/7C/8b8D8ePHcfqtashk+me7vfGjRuoF1gPJUuWxK8rf4W3jzcu/HsBY8eMxY6oHTj490E4OOTMfRKJyHAGtxCVLl0ajx49yo26EBHlOIVCAVdXVxQpUgSVKlfC6LGjsX7jeuyI2oFfl/+qEfvrsl8R2jQUX/T5Ar+t+w1JSUnSc0lJSejXpx+aNW+GBRELUKFiBXh7e6NHzx5YtGQRNm7YiPW/rc+yHoMHDoa5uTm2RW1D3Xp14enpiZAmIfhzx5+4f+8+Jk6YKMWWKl4KM8Nn4oteX8CxkCNK+JTAol8W5fyLQwTAwtIC5grzvK5GntMrIUpMTJQeM2fOxKhRo7Bv3z48fvxY47nExMTcri8R5QNCCCQlJeXJQ4j3vzY4qEEQylcoj82bNmsc06/Lf0XHTh3h5+eHkqVKaiQ4u3ftxuPHjzF02FCt7TVr3gwlS5VE5NpInft78uQJdu3chT59+8DS0lLjOVdXV3To1AHr163XOLY5389B5SqVcezkMfTp2wcDvxyIS5cuveeRE2kyMzNDpy86oXnH5jA1y/Z1Vh8FvY6+UKFCGs3AQgg0bNhQI4aDqomMR3JyMhyUedO98yThCaytrd97O76+vjh37py0vGf3HiQnJyO4cTAAoGOnjli2ZBm6de8GALh65SoAwM9f93ABX19fXL16Vedz165egxACvv6+Op/38/PD06dP8fDhQzg7OwMAQpqEoG+/vgCAEaNG4Ie5P+DA/gMcrkCUS/RKiPbu3Zvb9SAi+qAy/4jLtGzpMrRr304aUxTWIQxjR4/F5cuX4evrq7FeVtszN89et0PmNl+vT9lyZaX/y2QyuLi64GH8w2xtn4jeTa+EqF69erldDyIqQKysrPAk4Ume7TsnXLp0Cd7e3gAyurS2/L4FaWlpWBixUIpRq9VYvnQ5vp7xNUqULJGx3sVLCKgVoLW9y5cvo0KFCjr3VbxEcchkMly6cEnnjP6XL1+Gvb09nJycpDIzMzONGJlMluWVcUTZpUpT4c+Nf0KlUqFuSF3eukMfycnJGDlyJDZv3oy0tDR88skn+OGHHzQ+wERkHGQyWY50W+WVvX/txflz5zFo8CAAwJrVa1CkaBGs36A5KPqvv/7CNzO/wdRpU9EouBEcHBww5/s5WgnR1q1bce3qNXz73bc69+fo6IiGnzTEzxE/Y9CQQRrjiOLi4rB29Vp81uWzLK9QI8otAgJx9+IyF4ya3leZTZo0CcuWLUPTpk3RoUMH7Nq1C/369cvNuhERvbeUlBTExcXh3r17iD4djZnhM9GuTTuENg1F5y6dAWR0l7Vp0wZlypbReHT/vDuePXuG7du3w9raGj8t+Albt2xFv779cO6fc7h16xaWLlmK3j16o0fPHmgS2iTLesz5YQ5SUlLQrEkzHDxwEHfu3MGOqB0IDQmFexF3TP1q6od6SYhIB71biDZu3IjFixejQ4cOAIDOnTujdu3aUKvVRt3ERkT5284dO+FV1Aumpqawt7dHufLlMHvObHTp2gUmJiY4feo0/jn7DxZELNBa19bWFp80+gTLlixDixYt0KZtG+zcvRMzwmegQf0G0pW107+ejhGjRry1HiVLlsThY4cxbeo0dO7UGY8fP4arqyuat2yO8RPGcw4iojwmE3pew2pubo6bN2+iSJEiUpmlpSWuXLkCDw+PXKtgfpGYmAilUolzt8/BwT5nvriSk5JR0q0kAOBq7FVYWefM2AiinKZKVSExLhGe3p6wsLDI6+rkG69evULb1m1x9+5d7P5rNwoXLpzXVdLp1atXiLkVAztXO5iaG/el1aQpLS0Ny+YtAwC06doGCgtFtrajVquhVquhVCrzXSPJk6dPUM6rHBISEmBnZ5dlnN5dZmq1WusKClNTU6hUquzXkoioALOwsMCGTRvQuXNnHDp4KK+rQ0TvQe8/FYQQ6N69OxSK/7LHV69eoW/fvhqDKzdu3JizNSQiyscsLCwwcvTIvK4GEb0nvVuIunXrBmdnZyiVSunRuXNnuLu7a5QZQqVSYfz48fDx8YGlpSWKFSuGqVOnal1aevHiRbRo0QJKpRK2traoWbMmYmJipOcXLlyI+vXrw87ODjKZDM+ePdPa19OnT9GlSxepnl26dNEZR0REZExMTU0hN81f3Vx5Qe8WoqVLl+b4zmfOnImIiAgsX74cZcqUwcmTJ/H5559DqVRi8ODBAIDr168jMDAQPXv2xJQpU6BUKnHx4kWNcQzJyckICQlBSEgIxo4dq3NfnTp1wt27dxEVFQUA+OKLL9ClSxds3bo1x4+LiIioIDAzM0PXL7siISEh3439+dDydHTdkSNH0LJlSzRt2hQA4O3tjTVr1uDkyZNSzLhx4xAaGopZs2ZJZcWKFdPYzpAhQwAA+/bt07mfixcvIioqCkePHkWNGhl3r/7ll18QEBCgNQstEb2Fkc9TUmCJjPlmiChreZoQBQYGIiIiAleuXEGpUqVw9uxZHDp0CHPmzAEApKenY9u2bRg1ahQaN26M6Oho+Pj4YOzYsWjVqpXe+zly5AiUSqWUDAFAzZo1oVQqcfjwYZ0JUUpKClJSUqTlzMtrVekqpKnTsnfAb3h9O2nqtBzbLlFOSxfpSEc6UlNTs30VCuWd5ORkCCGglqkh1EyMSJNarUZaehrSZelIl2VvNnR1uhrqdDXS1GlIR/6aUV2Vrt/FX3maEI0ePRoJCQnw8/ODXC6HWq3G9OnT0bFjRwBAfHw8Xrx4gRkzZmDatGmYOXMmoqKi0KZNG+zdu1fvW4rExcVJN0x8nbOzM+Li4nSuEx4ejilTpmiVp4t0pKhSdKxhuNe3k6JKgVxl3M2VlH8JIQBT4NGjR5CbymEi03v4IeUhIQRevXqFhw8fQmYpQ1p6GvLZbxXlMbVKjYN/HoRKpULloMowN8ve/fjU6Wqkq9KRok6BXOSv37J0od+bPk8TosjISKxcuRKrV69GmTJlcObMGQwZMgTu7u7o1q2bNLi6ZcuWGDp0KACgYsWKOHz4MCIiIgy6x5quKfHfvLnj68aOHYthw4ZJy4mJifDw8IBXIa+3zmNgiCTzJOn/3vbeBfpWCPTxS7NJQ8ztGMTejc3rqpCB7AvZw9nFmbcGIS2pqamIjcn4THvaZH+eMbVaDZVKBftC9vluLFKiPFGvuDxNiEaOHIkxY8ZIs1+XK1cOt2/fRnh4OLp16wYnJyeYmpqidOnSGuv5+/vj0CH95/xwdXXFgwcPtMofPnwIFxcXnesoFAqNKQYymcnNYCY307GG4V7fTk5ulyg3mFmaoVSpUkhNTc3rqpABzMzM8t0PFOUfQv5fF+r7/A6ZwAQyIYOZPP+93/Q9pjxNiJKTk2Fiotn0LpfLpZYhc3NzVKtWDZcvX9aIuXLlCry8vPTeT0BAABISEnD8+HFUr14dAHDs2DEkJCSgVq1a73kURMbDxMSEM1UT0UcpTxOi5s2bY/r06fD09ESZMmUQHR2N2bNno0ePHlLMyJEjERYWhrp16yIoKAhRUVHYunWrxhVlcXFxiIuLw7Vr1wAA586dg62tLTw9PeHg4AB/f3+EhISgd+/e+PnnnwFkXHbfrFkzXmFGRERE+k/MmBvmzZuHdu3aoX///vD398eIESPQp08ffPXVV1JM69atERERgVmzZqFcuXJYtGgRNmzYgMDAQCkmIiIClSpVQu/evQEAdevWRaVKlbBlyxYpZtWqVShXrhyCg4MRHByM8uXLY8WKFR/uYImIiCjf0vvmrsYu8+au77o5nCGSkpJgY2MDAHjx4gUHVRMR0QeVmpqK8PBwAED//v3ff1C1fT4cVK3n7zdve6ynzLwxcz6inJCU9N9VZomJiVCr1Tm2bSIiondJTU3Fq1evAAAJCQl4+fJltraTnp4OIQTkcnm+TIiA/37Hs8IWIj3dvXsXHh4eeV0NIiIiyoY7d+6gaNGiWT7PhEhP6enpuH//PmxtbXN0Lo/M+Y3u3LmTY11xlPt43goenrOCieet4Mlv50wIgefPn8Pd3V3ryvbXsctMTyYmJm/NLN+XnZ1dvnjjkGF43goenrOCieet4MlP50ypVL4zhvPvExERkdFjQkRERERGjwlRHlMoFJg0aZLO24RQ/sXzVvDwnBVMPG8FT0E9ZxxUTUREREaPLURERERk9JgQERERkdFjQkRERERGjwkRERERGT0mRERERGT0mBARERGR0WNCREREREaPCREREREZPSZEREREZPSYEBEREZHRY0JERERERo8JERERERk9JkRERERk9JgQERERkdFjQkRERERGjwkRERERGT0mRERERGT0mBARERGR0WNCREREREaPCREREREZPSZEREREZPSYEBEREZHRY0JERERERo8JERERERk9JkRERERk9JgQERERkdEzzesKFBTp6em4f/8+bG1tIZPJ8ro6REREpAchBJ4/fw53d3eYmGTdDsSESE/379+Hh4dHXleDiIiIsuHOnTsoWrRols8zIdKTra0tgIwX1M7OLo9rQ0RERPpITEyEh4eH9DueFSZEesrsJrOzs2NCREREHwV1usDxm08Q//wVnG0tUN3HAXKTj3NYyLuGuxTYQdXz58+Hj48PLCwsUKVKFRw8ePCt8T/99BP8/f1haWkJX19f/Prrrx+opkRERPlP1PlYBM78Cx1/OYrBa8+g4y9HETjzL0Sdj83rquWJApkQRUZGYsiQIRg3bhyio6NRp04dNGnSBDExMTrjFyxYgLFjx2Ly5Mn4999/MWXKFHz55ZfYunXrB645ERFR3os6H4t+K08jNuGVRnlcwiv0W3naKJMimRBC5HUlDFWjRg1UrlwZCxYskMr8/f3RqlUrhIeHa8XXqlULtWvXxjfffCOVDRkyBCdPnsShQ4f02mdiYiKUSiUSEhLYZUZERAWWOl0gcOZfWslQJhkAV6UFDo1u8FF0n+n7+13gxhClpqbi1KlTGDNmjEZ5cHAwDh8+rHOdlJQUWFhYaJRZWlri+PHjSEtLg5mZmc51UlJSpOXExMR31k0IAZVKBbVarc+hUD4hl8thamrK6RSIyCgcv/kky2QIAASA2IRXOH7zCQKKO364iuWxApcQPXr0CGq1Gi4uLhrlLi4uiIuL07lO48aNsWjRIrRq1QqVK1fGqVOnsGTJEqSlpeHRo0dwc3PTWic8PBxTpkzRu16pqamIjY1FcnKyYQdE+YKVlRXc3Nxgbm6e11UhIspV8c+zToayE/exKHAJUaY3/5oXQmT5F/6ECRMQFxeHmjVrQggBFxcXdO/eHbNmzYJcLte5ztixYzFs2DBpOfOyPV3S09Nx8+ZNyOVyuLu7w9zcnK0NBYQQAqmpqXj48CFu3ryJkiVLvnXiLiKigs7Z1uLdQQbEfSwKXELk5OQEuVyu1RoUHx+v1WqUydLSEkuWLMHPP/+MBw8ewM3NDQsXLoStrS2cnJx0rqNQKKBQKPSqU2pqKtLT0+Hh4QErKyvDDojynKWlJczMzHD79m2kpqZqda8SEX1Mqvs4wE1pgbiEV9A1iDhzDFF1H4cPXbU8VeD+FDY3N0eVKlWwa9cujfJdu3ahVq1ab13XzMwMRYsWhVwux9q1a9GsWbMcbQ1gy0LBxXNHRMZCbiLDpOalAWQkP6/LXJ7UvPRHMaDaEAXyV2DYsGFYtGgRlixZgosXL2Lo0KGIiYlB3759AWR0d3Xt2lWKv3LlClauXImrV6/i+PHj6NChA86fP4+vv/46rw6BiIgoz4SUdcOCzpXhqtRsEXdVWmBB58oIKas9tvZjV+C6zAAgLCwMjx8/xtSpUxEbG4uyZcti+/bt8PLyAgDExsZqzEmkVqvx3Xff4fLlyzAzM0NQUBAOHz4Mb2/vPDoC0tetW7fg4+OD6OhoVKxYEQDw999/o2/fvrh06RKaNm2KzZs36ywjIqKshZR1Q6PSrkYzU/W7FMh5iPLC2+YxePXqFW7evCnNnJ1dH3IKdSEEGjVqBLlcjh07dmg8N3/+fIwdOxbnzp2Dp6dnruy/fv362L9/P4CMblAnJydUrlwZn3/+Odq0aSPFqdVqPHz4EE5OTjA1zcjfa9SogVKlSiE8PBw2NjYoVKiQzjJD5NQ5JCKi/EXfeYgKZJfZx+hDT6Euk8mwdOlSHDt2DD///LNUfvPmTYwePRpz587NtWQoU+/evREbG4tr165hw4YNKF26NDp06IAvvvhCipHL5XB1dZWSIQC4fv06GjRogKJFi0qJj64yIiIifTEhygfyagp1Dw8PzJ07FyNGjMDNmzchhEDPnj1Rv359HDx4ED4+PtK93+bOnSutd+7cOZiYmODRo0cAgKdPn8LExASffvqpFBMeHo6AgIC37t/Kygqurq7w8PBAzZo1MXPmTPz888/45ZdfsHv3bgAZXWYymQxnzpyR/v/48WP06NEDMpkMy5Yt01lGRERkCCZEuUAIgeRUlV6P56/SMGnLvzovfcwsm7zlAp6/StNre4b2gHbr1g0NGzbE559/jh9//BHnz5/HokWLULRoUaxbtw4XLlzAxIkT8b///Q/r1q0DAJQtWxaOjo5Sl9eBAwfg6OiIAwcOSNvdt28f6tWrZ/Br161bN9jb22Pjxo1az3l4eCA2NhZ2dnaYM2cOYmNj8emnn2qVhYWFGbxfIiIybgVyUHV+9zJNjdITd7w7UA8CQFziK5SbvFOv+AtTG8PK3LDTunDhQpQtWxYHDx7E+vXr4eLiojFLt4+PDw4fPox169ahffv2kMlkqFu3Lvbt24e2bdti37596NatG5YvX44LFy6gVKlSOHz4MIYOHWpQPYCMy99LlSqFW7duaT2X2X0mk8mgVCrh6uoKALC2ttYqIyIiMgRbiAjOzs744osv4O/vj9atWwMAIiIiULVqVRQuXBg2Njb45ZdfNK7cq1+/Pvbt2wcA2L9/P4KCglC3bl3s378fJ06cwMuXL1G7du1s1edts44TERHlBrYQ5QJLMzkuTG2sV+zxm0/QfemJd8Yt+7yaXrOGWprpvhXJu5iamkoDl9etW4ehQ4fiu+++Q0BAAGxtbfHNN9/g2LFjUnz9+vUxePBgXLt2DefPn0edOnVw/fp17N+/H8+ePUOVKlVga2trcD3UajWuXr2KatWqZes4iIiIsoMJUS6QyWR6d1vVKVlYrynU65Qs/MHmhjh48CBq1aqF/v37S2XXr1/XiMkcRzRt2jRUqFABdnZ2qFevHsLDw/H06dNsjR8CgOXLl+Pp06do27btex0DERGRIdhllsfy4xTqJUqUwMmTJ7Fjxw5cuXIFEyZMwIkTmq1YmeOIVq5cifr16wMAypcvj9TUVOzZs0cqe5vk5GTExcXh7t27OHbsGEaPHo2+ffuiX79+CAoKyoUjIyIi0o0JUT6Q36ZQ79u3L9q0aYOwsDDUqFEDjx8/1mgtyhQUFAS1Wi0lPzKZDHXq1AEABAYGvnM/v/zyC9zc3FC8eHG0bt0aFy5cQGRkJObPn5+jx0NERPQunKlaTx/bTNWkiTNVExF9nPSdqZpjiPIRuYkMAcUd87oaRERERoddZkRERGT0mBARERGR0WNCREREREaPCREREREZPSZEREREZPSYEBEREZHRY0JERERERq/AJkTz58+XJtGrUqUKDh48+Nb4VatWoUKFCrCysoKbmxs+//xzPH78+APVloiIiPKzApkQRUZGYsiQIRg3bhyio6NRp04dNGnSBDExMTrjDx06hK5du6Jnz574999/8dtvv+HEiRPo1avXB655wTJ58mRUrFgxz7fxNt27d0erVq2kZSEEvvjiCzg4OEAmk+HMmTM6y4iIiF5XIBOi2bNno2fPnujVqxf8/f0xZ84ceHh4YMGCBTrjjx49Cm9vbwwaNAg+Pj4IDAxEnz59cPLkyQ9c83dIVwM3DwLn1mf8m67O1d11794dMpkMMpkMZmZmKFasGEaMGIGkpCQAwIgRI7Bnzx6N+NeTj9yyb98+qV4mJiZQKpWoVKkSRo0ahdjYWI3YuXPnYtmyZdJyVFQUli1bhj/++AOxsbEoW7aszjIiIqLXFbiEKDU1FadOnUJwcLBGeXBwMA4fPqxznVq1auHu3bvYvn07hBB48OAB1q9fj6ZNm2a5n5SUFCQmJmo8ctWFLcCcssDyZsCGnhn/zimbUZ6LQkJCEBsbixs3bmDatGmYP38+RowYAQCwsbGBo2Pe3Urk8uXLuH//Pk6cOIHRo0dj9+7dKFu2LM6dOyfFKJVKFCpUSFq+fv063NzcUKtWLbi6usLU1FRnGRER0esKXEL06NEjqNVquLi4aJS7uLggLi5O5zq1atXCqlWrEBYWBnNzc7i6uqJQoUKYN29elvsJDw+HUqmUHh4eHjl6HBoubAHWdQUS72uWJ8ZmlOdiUqRQKODq6goPDw906tQJn332GTZv3gxAs7tr8uTJWL58OX7//Xep9Wbfvn0AgLt376JDhw5wcHCAtbU1qlatimPHjmnsZ8WKFfD29oZSqUSHDh3w/Pnzd9bN2dkZrq6uKFWqFDp06IC///4bhQsXRr9+/aSY11utunfvjoEDByImJgYymQze3t46y4iIiN5UYP9Ulsk07wIvhNAqy3ThwgUMGjQIEydOROPGjREbG4uRI0eib9++WLx4sc51xo4di2HDhknLiYmJ+idFQgBpyfrFpquBP0cBELo2BEAGRI0GitUHTOTv3p6ZFZDF66APS0tLpKWlaZWPGDECFy9eRGJiIpYuXQoAcHBwwIsXL1CvXj0UKVIEW7ZsgaurK06fPo309HRp3evXr2Pz5s34448/8PTpU7Rv3x4zZszA9OnTDa5b3759MXToUMTHx8PZ2Vnj+blz56J48eJYuHAhTpw4AblcDnNzc60yIiKiNxW4hMjJyQlyuVyrNSg+Pl6r1ShTeHg4ateujZEjRwIAypcvD2tra9SpUwfTpk2Dm5ub1joKhQIKhSJ7lUxLBr52z966WkRGy9EMPZOx/90HzK2ztafjx49j9erVaNiwodZzNjY2sLS0REpKClxdXaXyZcuW4eHDhzhx4gQcHBwAACVKlNBYNz09HcuWLYOtrS0AoEuXLtizZ4/BCREA+Pn5AQBu3bqllRAplUrY2tpCLpdr1FFXGRER0esKXJeZubk5qlSpgl27dmmU79q1C7Vq1dK5TnJyMkxMNA81s6VACF0tM8bjjz/+gI2NDSwsLBAQEIC6deu+tSvxTWfOnEGlSpWkZEgXb29vKRkCADc3N8THx2ervpnnK6vWQCIiouwocC1EADBs2DB06dIFVatWRUBAABYuXIiYmBj07dsXQEZ317179/Drr78CAJo3b47evXtjwYIFUpfZkCFDUL16dbi751RLzmvMrDJaavRx+zCwqt274z5bD3jpTvi09m2AoKAgLFiwAGZmZnB3d4eZmZlB61taWr67Sm9sUyaTaXSpGeLixYsAwLFARESUowpkQhQWFobHjx9j6tSp0mXU27dvh5eXFwAgNjZWY06i7t274/nz5/jxxx8xfPhwFCpUCA0aNMDMmTNzp4Iymf7dVsUbAHbuGQOodY4jkmU8X7yBfmOIDGRtba3VxZUVc3NzqNWaUwGUL18eixYtwpMnT97aSpQTXr58iYULF6Ju3booXLhwru6LiIiMS4FMiACgf//+6N+/v87nXp+XJtPAgQMxcODAXK5VNpjIgZCZGVeTQQbNpOj/u4VCZuRKMmQob29v7NixA5cvX4ajoyOUSiU6duyIr7/+Gq1atUJ4eDjc3NwQHR0Nd3d3BAQEvNf+4uPj8erVKzx//hynTp3CrFmz8OjRI2zcuDGHjoiIiChDgRtD9FEq3QJo/ytg98bgbjv3jPLSLfKmXm/o3bs3fH19UbVqVRQuXBh///03zM3NsXPnTjg7OyM0NBTlypXDjBkzcuRqLl9fX7i7u6NKlSqYMWMGPvnkE5w/fx6lS5fOgaMhIiL6j0wY+6hiPSUmJkKpVCIhIQF2dnYaz7169Qo3b96U7q2WbenqjDFFLx4ANi4ZY4byQcuQMcixc0hERPnK236/X1dgu8w+SiZywKdOXteCiIjI6LDLjIiIiIweEyIiIiIyekyIiIiIyOgxISIiIiKjx4QoB/GCvYKL546IyLgxIcoBmbemSE7W8w73lO9knjtDb11CREQfB152nwPkcjkKFSok3bDUysqKNx8tIIQQSE5ORnx8PAoVKpQjE0oSEVHBw4Qoh7i6ugJAtu/iTnmrUKFC0jkkIiLjw4Qoh8hkMri5ucHZ2RlpaWl5XR0ygJmZGVuGiIiMHBOiHCaXy/njSkREVMBwUDUREREZPSZEREREZPSYEBEREZHRY0JERERERo8JERERERm9ApsQzZ8/Hz4+PrCwsECVKlVw8ODBLGO7d+8OmUym9ShTpswHrDERERHlVwUyIYqMjMSQIUMwbtw4REdHo06dOmjSpAliYmJ0xs+dOxexsbHS486dO3BwcMCnn376gWtORERE+ZFMFMC7WtaoUQOVK1fGggULpDJ/f3+0atUK4eHh71x/8+bNaNOmDW7evAkvLy+99pmYmAilUomEhATY2dllu+5ERET04ej7+13gWohSU1Nx6tQpBAcHa5QHBwfj8OHDem1j8eLF+OSTT96aDKWkpCAxMVHjQURERB+nApcQPXr0CGq1Gi4uLhrlLi4uiIuLe+f6sbGx+PPPP9GrV6+3xoWHh0OpVEoPDw+P96o3ERER5V8FLiHK9Obd5IUQet1hftmyZShUqBBatWr11rixY8ciISFBety5c+d9qktERET5WIG7l5mTkxPkcrlWa1B8fLxWq9GbhBBYsmQJunTpAnNz87fGKhQKKBSK964vERER5X8FroXI3NwcVapUwa5duzTKd+3ahVq1ar113f379+PatWvo2bNnblaRiIiICpgC10IEAMOGDUOXLl1QtWpVBAQEYOHChYiJiUHfvn0BZHR33bt3D7/++qvGeosXL0aNGjVQtmzZvKg2ERER5VMFMiEKCwvD48ePMXXqVMTGxqJs2bLYvn27dNVYbGys1pxECQkJ2LBhA+bOnZsXVSYiIqJ8rEDOQ5QXOA8RERFRwfPRzkNERERElNOYEBEREZHRY0JERERERo8JERERERk9JkRERERk9JgQERERkdFjQkRERERGjwkRERERGT0mRERERGT0mBARERGR0WNCREREREaPCREREREZPSZEREREZPSYEBEREZHRY0JERERERo8JERERERk9JkRERERk9ApsQjR//nz4+PjAwsICVapUwcGDB98an5KSgnHjxsHLywsKhQLFixfHkiVLPlBtiYiIKD8zzesKZEdkZCSGDBmC+fPno3bt2vj555/RpEkTXLhwAZ6enjrXad++PR48eIDFixejRIkSiI+Ph0ql+sA1JyIiovxIJoQQeV0JQ9WoUQOVK1fGggULpDJ/f3+0atUK4eHhWvFRUVHo0KEDbty4AQcHh2ztMzExEUqlEgkJCbCzs8t23YmIiOjD0ff3u8B1maWmpuLUqVMIDg7WKA8ODsbhw4d1rrNlyxZUrVoVs2bNQpEiRVCqVCmMGDECL1++/BBVJiIionyuwHWZPXr0CGq1Gi4uLhrlLi4uiIuL07nOjRs3cOjQIVhYWGDTpk149OgR+vfvjydPnmQ5jiglJQUpKSnScmJiYs4dBBEREeUrBa6FKJNMJtNYFkJolWVKT0+HTCbDqlWrUL16dYSGhmL27NlYtmxZlq1E4eHhUCqV0sPDwyPHj4GIiIjyhwKXEDk5OUEul2u1BsXHx2u1GmVyc3NDkSJFoFQqpTJ/f38IIXD37l2d64wdOxYJCQnS486dOzl3EERERJSvFLiEyNzcHFWqVMGuXbs0ynft2oVatWrpXKd27dq4f/8+Xrx4IZVduXIFJiYmKFq0qM51FAoF7OzsNB5ERET0cSpwCREADBs2DIsWLcKSJUtw8eJFDB06FDExMejbty+AjNadrl27SvGdOnWCo6MjPv/8c1y4cAEHDhzAyJEj0aNHD1haWubVYRAREVE+UeAGVQNAWFgYHj9+jKlTpyI2NhZly5bF9u3b4eXlBQCIjY1FTEyMFG9jY4Ndu3Zh4MCBqFq1KhwdHdG+fXtMmzYtrw6BiIiI8pECOQ9RXuA8RERERAXPRzsPEREREVFOY0JERERERo8JERERERk9JkRERERk9JgQERERkdFjQkRERERGjwkRERERGT0mRERERGT0mBARERGR0WNCREREREaPCREREREZPSZEREREZPSYEBEREZHRY0JERERERo8JERERERk9JkRERERk9JgQERERkdFjQkRERERGr8AmRPPnz4ePjw8sLCxQpUoVHDx4MMvYffv2QSaTaT0uXbr0AWtMRERE+VWBTIgiIyMxZMgQjBs3DtHR0ahTpw6aNGmCmJiYt653+fJlxMbGSo+SJUt+oBoTERFRflYgE6LZs2ejZ8+e6NWrF/z9/TFnzhx4eHhgwYIFb13P2dkZrq6u0kMul3+gGhMREVF+VuASotTUVJw6dQrBwcEa5cHBwTh8+PBb161UqRLc3NzQsGFD7N27962xKSkpSExM1HgQERHRx6nAJUSPHj2CWq2Gi4uLRrmLiwvi4uJ0ruPm5oaFCxdiw4YN2LhxI3x9fdGwYUMcOHAgy/2Eh4dDqVRKDw8Pjxw9DiIiIso/TPO6Atklk8k0loUQWmWZfH194evrKy0HBATgzp07+Pbbb1G3bl2d64wdOxbDhg2TlhMTE5kUERERfaQKXAuRk5MT5HK5VmtQfHy8VqvR29SsWRNXr17N8nmFQgE7OzuNBxEREX2cClxCZG5ujipVqmDXrl0a5bt27UKtWrX03k50dDTc3NxyunpERERUABXILrNhw4ahS5cuqFq1KgICArBw4ULExMSgb9++ADK6u+7du4dff/0VADBnzhx4e3ujTJkySE1NxcqVK7FhwwZs2LAhLw+DiIiI8okCmRCFhYXh8ePHmDp1KmJjY1G2bFls374dXl5eAIDY2FiNOYlSU1MxYsQI3Lt3D5aWlihTpgy2bduG0NDQvDoEIiIiykdkQgiR15UoCBITE6FUKpGQkMDxRERERAWEvr/fBW4MEREREVFOY0JERERERo8JERERERk9JkRERERk9JgQERERkdFjQkRERERGjwkRERERGT0mRERERGT0mBARERGR0WNCREREREaPCREREREZPSZEREREZPSYEBEREZHRY0JERERERo8JERERERk9JkRERERk9JgQERERkdFjQkRERERGr8AmRPPnz4ePjw8sLCxQpUoVHDx4UK/1/v77b5iamqJixYq5W0EiIiIqMApkQhQZGYkhQ4Zg3LhxiI6ORp06ddCkSRPExMS8db2EhAR07doVDRs2/EA1JSIiooJAJoQQeV0JQ9WoUQOVK1fGggULpDJ/f3+0atUK4eHhWa7XoUMHlCxZEnK5HJs3b8aZM2f03mdiYiKUSiUSEhJgZ2f3PtUnIiKiD0Tf3+8C10KUmpqKU6dOITg4WKM8ODgYhw8fznK9pUuX4vr165g0aZJe+0lJSUFiYqLGg4iIiD5OBS4hevToEdRqNVxcXDTKXVxcEBcXp3Odq1evYsyYMVi1ahVMTU312k94eDiUSqX08PDweO+6ExERUf5U4BKiTDKZTGNZCKFVBgBqtRqdOnXClClTUKpUKb23P3bsWCQkJEiPO3fuvHediYiIKH/Sr7kkH3FycoJcLtdqDYqPj9dqNQKA58+f4+TJk4iOjsaAAQMAAOnp6RBCwNTUFDt37kSDBg201lMoFFAoFLlzEERERJSvFLgWInNzc1SpUgW7du3SKN+1axdq1aqlFW9nZ4dz587hzJkz0qNv377w9fXFmTNnUKNGjQ9VdSIiIsqnClwLEQAMGzYMXbp0QdWqVREQEICFCxciJiYGffv2BZDR3XXv3j38+uuvMDExQdmyZTXWd3Z2hoWFhVY5ERGRUUlXA7cPAy8eADYugFctwESe17XKEwUyIQoLC8Pjx48xdepUxMbGomzZsti+fTu8vLwAALGxse+ck4iIiMioXdgCRI0GEu//V2bnDoTMBEq3yLt65ZECOQ9RXuA8RERE9NG4sAVY1xXAmynA/1+c1P7XjyYp+mjnISIiIqL3kK7OaBnSSobwX1nUmIw4I8KEiIiIyJjcPqzZTaZFAIn3MuKMCBMiIiIiY/LiQc7GfSSYEBERERkTG+05+94r7iPBhIiIiMiYeNXKuJoM2nd3yCAD7IpkxBkRJkRERETGxESecWk9AO2k6P+XQ2YY3XxETIiIiIiMTekWGZfW27lpltu5f1SX3BuiQE7MSERERO+pdAvArylnqv5/TIiIiIiMlYkc8KmT17XIF5gQ6SlzQu/ExMQ8rgkRERHpK/N3+1035mBCpKfnz58DADw8PPK4JkRERGSo58+fQ6lUZvk872Wmp/T0dNy/fx+2traQybK6VNFwiYmJ8PDwwJ07d3iPtAKE563g4TkrmHjeCp78ds6EEHj+/Dnc3d1hYpL1tWRsIdKTiYkJihYtmmvbt7OzyxdvHDIMz1vBw3NWMPG8FTz56Zy9rWUoEy+7JyIiIqPHhIiIiIiMHhOiPKZQKDBp0iQoFIq8rgoZgOet4OE5K5h43gqegnrOOKiaiIiIjB5biIiIiMjoMSEiIiIio8eEiIiIiIweEyIiIiIyekyIPqDp06ejVq1asLKyQqFChXTGxMTEoHnz5rC2toaTkxMGDRqE1NRUjZhz586hXr16sLS0RJEiRTB16tR33qOFcs78+fPh4+MDCwsLVKlSBQcPHszrKhmtAwcOoHnz5nB3d4dMJsPmzZs1nhdCYPLkyXB3d4elpSXq16+Pf//9VyMmJSUFAwcOhJOTE6ytrdGiRQvcvXv3Ax6FcQkPD0e1atVga2sLZ2dntGrVCpcvX9aI4XnLfxYsWIDy5ctLky0GBATgzz//lJ7/GM4ZE6IPKDU1FZ9++in69eun83m1Wo2mTZsiKSkJhw4dwtq1a7FhwwYMHz5ciklMTESjRo3g7u6OEydOYN68efj2228xe/bsD3UYRi0yMhJDhgzBuHHjEB0djTp16qBJkyaIiYnJ66oZpaSkJFSoUAE//vijzudnzZqF2bNn48cff8SJEyfg6uqKRo0aSfcmBIAhQ4Zg06ZNWLt2LQ4dOoQXL16gWbNmUKvVH+owjMr+/fvx5Zdf4ujRo9i1axdUKhWCg4ORlJQkxfC85T9FixbFjBkzcPLkSZw8eRINGjRAy5YtpaTnozhngj64pUuXCqVSqVW+fft2YWJiIu7duyeVrVmzRigUCpGQkCCEEGL+/PlCqVSKV69eSTHh4eHC3d1dpKen53rdjV316tVF3759Ncr8/PzEmDFj8qhGlAmA2LRpk7Scnp4uXF1dxYwZM6SyV69eCaVSKSIiIoQQQjx79kyYmZmJtWvXSjH37t0TJiYmIioq6oPV3ZjFx8cLAGL//v1CCJ63gsTe3l4sWrToozlnbCHKR44cOYKyZcvC3d1dKmvcuDFSUlJw6tQpKaZevXoaE141btwY9+/fx61btz50lY1KamoqTp06heDgYI3y4OBgHD58OI9qRVm5efMm4uLiNM6XQqFAvXr1pPN16tQppKWlacS4u7ujbNmyPKcfSEJCAgDAwcEBAM9bQaBWq7F27VokJSUhICDgozlnTIjykbi4OLi4uGiU2dvbw9zcHHFxcVnGZC5nxlDuePToEdRqtc7Xn699/pN5Tt52vuLi4mBubg57e/ssYyj3CCEwbNgwBAYGomzZsgB43vKzc+fOwcbGBgqFAn379sWmTZtQunTpj+acMSF6T5MnT4ZMJnvr4+TJk3pvTyaTaZUJITTK34wR/z+gWte6lPN0vf587fOv7JwvntMPY8CAAfjnn3+wZs0ared43vIfX19fnDlzBkePHkW/fv3QrVs3XLhwQXq+oJ8z07yuQEE3YMAAdOjQ4a0x3t7eem3L1dUVx44d0yh7+vQp0tLSpMzb1dVVK5uOj48HoJ2dU85ycnKCXC7X+frztc9/XF1dAWT8Zerm5iaVv36+XF1dkZqaiqdPn2r85RofH49atWp92AobmYEDB2LLli04cOAAihYtKpXzvOVf5ubmKFGiBACgatWqOHHiBObOnYvRo0cDKPjnjC1E78nJyQl+fn5vfVhYWOi1rYCAAJw/fx6xsbFS2c6dO6FQKFClShUp5sCBAxqX4u/cuRPu7u56J16UPebm5qhSpQp27dqlUb5r165884Gm//j4+MDV1VXjfKWmpmL//v3S+apSpQrMzMw0YmJjY3H+/Hme01wihMCAAQOwceNG/PXXX/Dx8dF4nuet4BBCICUl5eM5Z3kzlts43b59W0RHR4spU6YIGxsbER0dLaKjo8Xz58+FEEKoVCpRtmxZ0bBhQ3H69Gmxe/duUbRoUTFgwABpG8+ePRMuLi6iY8eO4ty5c2Ljxo3Czs5OfPvtt3l1WEZl7dq1wszMTCxevFhcuHBBDBkyRFhbW4tbt27lddWM0vPnz6XPEQAxe/ZsER0dLW7fvi2EEGLGjBlCqVSKjRs3inPnzomOHTsKNzc3kZiYKG2jb9++omjRomL37t3i9OnTokGDBqJChQpCpVLl1WF91Pr16yeUSqXYt2+fiI2NlR7JyclSDM9b/jN27Fhx4MABcfPmTfHPP/+I//3vf8LExETs3LlTCPFxnDMmRB9Qt27dBACtx969e6WY27dvi6ZNmwpLS0vh4OAgBgwYoHGJvRBC/PPPP6JOnTpCoVAIV1dXMXnyZF5y/wH99NNPwsvLS5ibm4vKlStLlwvTh7d3716dn6lu3boJITIu4Z40aZJwdXUVCoVC1K1bV5w7d05jGy9fvhQDBgwQDg4OwtLSUjRr1kzExMTkwdEYB13nC4BYunSpFMPzlv/06NFD+t4rXLiwaNiwoZQMCfFxnDOZEJzimIiIiIwbxxARERGR0WNCREREREaPCREREREZPSZEREREZPSYEBEREZHRY0JERERERo8JERERERk9JkRElCsmT56MihUr5nU1CrTU1FSUKFECf//99ztjU1JS4OnpiVOnTn2AmhF9fJgQEZHBZDLZWx/du3fHiBEjsGfPnjyp34YNG1CjRg0olUrY2tqiTJkyGD58uPR8QUnWFi5cCC8vL9SuXfudsQqFAiNGjJButElEhmFCREQGi42NlR5z5syBnZ2dRtncuXNhY2MDR0fHD1633bt3o0OHDmjXrh2OHz+OU6dOYfr06Ro3RC4o5s2bh169eukd/9lnn+HgwYO4ePFiLtaK6OPEhIiIDObq6io9lEolZDKZVtmbrTDdu3dHq1at8PXXX8PFxQWFChXClClToFKpMHLkSDg4OKBo0aJYsmSJxr7u3buHsLAw2Nvbw9HRES1btsStW7eyrNsff/yBwMBAjBw5Er6+vihVqhRatWqFefPmAQCWLVuGKVOm4OzZs1KL1rJlywAAs2fPRrly5WBtbQ0PDw/0798fL168kLa9bNkyFCpUCH/88Qd8fX1hZWWFdu3aISkpCcuXL4e3tzfs7e0xcOBAqNVqaT1vb2989dVX6NSpE2xsbODu7i7VJyunT5/GtWvX0LRpU6ksNTUVAwYMgJubGywsLODt7Y3w8HDpeUdHR9SqVQtr1qx567aJSBsTIiL6YP766y/cv38fBw4cwOzZszF58mQ0a9YM9vb2OHbsGPr27Yu+ffvizp07AIDk5GQEBQXBxsYGBw4cwKFDh2BjY4OQkJAsW3xcXV3x77//4vz58zqfDwsLw/Dhw1GmTBmpRSssLAwAYGJigh9++AHnz5/H8uXL8ddff2HUqFEa6ycnJ+OHH37A2rVrERUVhX379qFNmzbYvn07tm/fjhUrVmDhwoVYv369xnrffPMNypcvj9OnT2Ps2LEYOnQodu3aleVrdeDAAZQqVQp2dnZS2Q8//IAtW7Zg3bp1uHz5MlauXAlvb2+N9apXr46DBw9muV0iykJe312WiAq2pUuXCqVSqVU+adIkUaFCBWm5W7duwsvLS6jVaqnM19dX1KlTR1pWqVTC2tparFmzRgghxOLFi4Wvr69IT0+XYlJSUoSlpaXYsWOHzvq8ePFChIaGCgDCy8tLhIWFicWLF4tXr15lWbesrFu3Tjg6OmocKwBx7do1qaxPnz7CyspKPH/+XCpr3Lix6NOnj7Ts5eUlQkJCNLYdFhYmmjRpkuW+Bw8eLBo0aKBRNnDgQNGgQQON1+NNc+fOFd7e3u88NiLSxBYiIvpgypQpAxOT/752XFxcUK5cOWlZLpfD0dER8fHxAIBTp07h2rVrsLW1hY2NDWxsbODg4IBXr17h+vXrOvdhbW2Nbdu24dq1axg/fjxsbGwwfPhwVK9eHcnJyW+t3969e9GoUSMUKVIEtra26Nq1Kx4/foykpCQpxsrKCsWLF9c4Bm9vb9jY2GiUZR5DpoCAAK3lt431efnyJSwsLDTKunfvjjNnzsDX1xeDBg3Czp07tdaztLR853ESkTYmRET0wZiZmWksy2QynWXp6ekAgPT0dFSpUgVnzpzReFy5cgWdOnV6676KFy+OXr16YdGiRTh9+jQuXLiAyMjILONv376N0NBQlC1bFhs2bMCpU6fw008/AQDS0tKyfQxvI5PJsnzOyckJT58+1SirXLkybt68ia+++govX75E+/bt0a5dO42YJ0+eoHDhwu/cNxFpMs3rChARZaVy5cqIjIyEs7OzxlgaQ3l7e8PKykpq6TE3N9cY9AwAJ0+ehEqlwnfffSe1Yq1bty77lX/D0aNHtZb9/PyyjK9UqRIWLFgAIYRG4mRnZ4ewsDCEhYWhXbt2CAkJwZMnT+Dg4AAAOH/+PCpVqpRj9SYyFmwhIqJ867PPPoOTkxNatmyJgwcP4ubNm9i/fz8GDx6Mu3fv6lxn8uTJGDVqFPbt24ebN28iOjoaPXr0QFpaGho1agQgI0G6efMmzpw5g0ePHiElJQXFixeHSqXCvHnzcOPGDaxYsQIRERE5dix///03Zs2ahStXruCnn37Cb7/9hsGDB2cZHxQUhKSkJPz7779S2ffff4+1a9fi0qVLuHLlCn777Te4urqiUKFCUszBgwcRHBycY/UmMhZMiIgo37KyssKBAwfg6emJNm3awN/fHz169MDLly+zbDGqV68ebty4ga5du8LPzw9NmjRBXFwcdu7cCV9fXwBA27ZtERISgqCgIBQuXBhr1qxBxYoVMXv2bMycORNly5bFqlWrNC5pf1/Dhw/HqVOnUKlSJXz11Vf47rvv0Lhx4yzjHR0d0aZNG6xatUoqs7GxwcyZM1G1alVUq1YNt27dwvbt26UWrSNHjiAhIUGrG42I3k0mhBB5XQkioo+Zt7c3hgwZgiFDhhi03rlz5/DJJ59IA8vf5dNPP0WlSpXwv//9L5s1JTJebCEiIsqnypUrh1mzZr11IspMKSkpqFChAoYOHZr7FSP6CHFQNRFRPtatWze94hQKBcaPH5/LtSH6eLHLjIiIiIweu8yIiIjI6DEhIiIiIqPHhIiIiIiMHhMiIiIiMnpMiIiIiMjoMSEiIiIio8eEiIiIiIweEyIiIiIyekyIiIiIyOj9H58aKwFm9dC2AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120916\n", + "Full nudge sequence is 0 ddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[3] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 90\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120930\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 36\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120936\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 217\n", + "Undefined 9\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120938\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 61\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120941\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 61\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120989\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 161\n", + "Undefined 10\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120991\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 56\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120998\n", + "Full nudge sequence is 0 duuddddduuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[11] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 195\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121001\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 29\n", + "Undefined 24\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121006\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 53\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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Ol7948SJPbdUnNTUVHTp0wOHDh7F9+3bUqVMn13U5OjrqHSV4+vQpgP/+is/sX1axMpkMxYoV04p9/YfN398frq6uOHPmjEFtmzlzJpo2bQq5XI7ixYvD3d1db1ypUqWk+QxvYmlpKR1GjI2NxZw5c7B69WpUqVIFY8eO1YnP/NKWyWSwtbVFmTJljDYv53WZP7iv/hi/asmSJVAoFPjkk090HnN0dER0dLROeXJyMtLS0qTXcPny5TrzoAw55PH6voCs3wf6Rn1cXFykH7XAwEDY29tj7Nix6NOnj0E/sq8qVqwYWrdujfDwcLx48QKWlpY5em/mlL7+mJmZ6ZSbmZkBQLaHBD///HNUrlwZH330EZ49ewYASElJAZCxLEhCQoJ0ZqU+Xl5eaNCggc78yQ0bNqBly5awsrLKtk9vknnIv3bt2mjfvj2qVauGoUOH4ty5c2/c7uOPP8aCBQtw7Ngxg17TzD92TExMUKxYMXh7e+tNbp2cnAz6bAMZS2QolUo8ffoUP/30kzT6Fx4erhPboEED/O9//4NMJoOVlRXKlCkjvYbExIn0qFixovRhbNKkCdRqNX755Rds2LABnTp1AgBYWFjonZ/0+PHjt9rW16WmpqJ9+/Y4cOAA/vjjD3z44Yd5qs/Pzw+rV6+GSqXSGn04f/48gP9O+y5TpgwsLS2l8ledP38eZcuWhYWFBQD9818yCSEMnrBaunRpg780DWFiYqJVX/PmzVGjRg1MmTIFPXv21EnMcvKlnVdbt26FTCZDQECAzmNxcXHYvn072rZtq/eQop+fH9asWYPY2Fitv7pffw3btGmDkydP5qmdmXWdP39eZ3Tg/PnzOssE6FO7dm0AwNWrV3OcOAH/JXuZP7Q5eW9m/puamqoV97Y+1xcuXMDt27f1LnvSpEkTKJVKKaHKyuufoYSEBOzbt++N627lhqmpKapXr57tIcXMNgGGT0Y39I+dnKhatSqKFy8OIOOz3aJFC/z000/o27cvatWqpRWrVCrf2me7KOLkcMrWrFmzYG9vj4kTJ0qHmby8vHD16lWtL9gnT57oXRDubckcadq/fz82btyoM6KTGx06dEBSUhI2btyoVb58+XK4ublJo1mmpqZo06YNNm3ahOfPn0txd+7cwYEDB9CxY0epLPMv39dH8M6cOYPY2FidQ6UFxdzcHD/++CNevnxZoEP0S5cuxa5du9C9e3d4eHjoPP7bb78hPT0dffv21bt9u3btIJPJdA5LLFu2DJaWltLhG0dHR9SsWVPrllMlS5ZE7dq1sXLlSq3DfseOHcOVK1e03gdZOXDgAACgbNmyOd5/fHw8tm/fDn9/fykJysl7M/OM2L///lur3q1bt+a4LbmxZs0aHDhwQOuWecgqPDwc27dvf+P2MTExOHLkiNZnaNu2bZDJZGjdurVR2/ry5UscO3bMoNcpc/HIwvLZlslk+PHHHyGXyzF+/PiCbk6RwxEnypa9vb10hsyqVavw8ccfIyQkBIsXL8bHH3+Mfv364cmTJ5g1a5bRTh1+1cGDB/Ho0SMAGRMcb9++jQ0bNgAAGjVqJJ3p0alTJ+zatQtff/01HB0dtYbr7ezs4OvrK92/ePEiLl68CCDjsFRKSopUp6+vrxTbsmVLNG/eHAMHDkRiYiLKli2L1atXIyIiAitXrtQ6NDVlyhTUqlULrVu3xtixY6VFBosXL661SF2xYsUwdepUjBw5Er169UL37t0RGxsrLYRo7DlCd+7c0bv0g5OTE8qUKfPGbRs1aoTg4GAsXboUY8eOhbe3t1HapO+ww4sXL6R2vnjxAjdv3sSWLVuwfft2NGrUSO8hBSDjMJ27u3uWiXKlSpXQt29fTJo0CXK5HLVq1cKePXvw008/4ZtvvtF7uEmfzPdH5mrbp06dkubOZY7EAhmHUJs3b47OnTtj0KBBiIuLw9ixY1G5cmWtQ4GTJk3Cw4cPERAQgJIlS+LZs2eIiIjAzz//jM6dO+tMOn5djx494OHhgZo1a6J48eK4du0a5syZg4cPH+qMrhj63qxVqxZ8fHwwcuRIqFQq2NvbY/PmzTpn6uUXfYlF5tIINWrU0EpmmzVrhoCAAFSpUkWaHD5r1izIZDJMmzZNituwYQOaN28OW1tbnboN/W6pX78+2rZti4oVK0KpVOLWrVtYtGgRbty4obWcw6pVq7Bp0ya0atUKnp6eePbsGdavX481a9agV69eWhPWjeHhw4d6P9uvf9/pU65cOXz22WdYuHAhDh8+rHOiCL3B2102igqzNy0o9+LFC+Hh4SHKlSsnLfq4fPlyUbFiRWFhYSF8fX3F2rVrRWhoqNZikm9ahBGAmDRpUrbtatSokQCg93bgwAGt+rK6NWrUSKvOzEXh9N1eb9Pz58/FkCFDhIuLizAzMxNVqlQRq1ev1tvWU6dOiQ8//FBYWVkJOzs70b59e3H9+nW9sT///LOoXLmyMDMzE46OjqJnz57i7t272T4fhi58mPncZ3Xr2bOnFJvVAphCCHH+/HlhYmIievfuLZXBwMX39OncubNwdHTUKnv9Nba2thalS5cWnTp1EuvXr9daqPBVmQtLTpw48Y37TEtLE5MmTRIeHh7CzMxMlC9fXvzwww85avebnsvX7dmzR9StW1dYWFgIBwcH8cknn+gs0Lp161bRrFkzUaJECWFqaipsbGxE7dq1xQ8//KC1eGZWwsLChL+/v1AqlUIulwsnJyfRoUMHceLECb3xhr43r169KgIDA4WdnZ1wcnISgwcPlhaCffXzltWipVktAJnb90xW30vDhg0Tvr6+wtbWVpiamgo3Nzfx8ccfiytXrkgxSUlJwsLCIsvFSg39bhkxYoSoWrWqUCqVwtTUVLi4uIgOHTqII0eOaNUXFRUlPvzwQ+Hi4iIUCoWwsrIStWrVEgsXLszyPfyqnCxa+6b34wcffCDFZbUAphAZiwbb2NiIJk2aSGV5WcDzfSETIoezH4mI8qBq1aowNzfHiRMnCrop9I5bt24devbsiYcPHxo8skiUHc5xIqJ8l5qaioMHD2Ls2LH4+++/82WtJ6LXdenSBenp6UyayKg44kRE+e7WrVsoU6YM3Nzc0Lt3b0yePDlPl7sgIiooTJyIiIiIDMQ/+YiIiIgMxMSJiIiIyEBMnIiIiIgMxAUw80Cj0eD+/fuwtbXN9UUyiYiI6O0SQuD58+dwc3PL8YkqTJzy4P79+1leWJWIiIgKt7t376JUqVI52oaJUx5kLuF/9+5do15qJDk5WboK/P3792FtbW20uomIiAqDtLQ0zJkzBwDQt29fmJmZQaPRQAiBYsWKaV3SytgSExPh7u6u91I82WHilAeZh+fs7OyMmji9+maxs7Nj4kRERO8ctVqNzp07Izk5Gfb29jAzM4NarYZKpYKdnV2+Jk6ZcjPNptBNDlepVBg/fjy8vb1haWmJ0qVLY+rUqdBoNFpxly5dQtu2baFUKmFra4u6devizp070uP9+/dHmTJlYGlpCScnJ7Rr1w6XL1/WqiM+Ph4hISFQKpVQKpUICQnBs2fP3kY3iYiI3mtyuRxVq1ZFxYoV30qSZCyFLnGaOXMmwsPDsWDBAly6dAmzZs3C7NmzMX/+fCnmxo0baNCgASpUqIDIyEicO3cOEyZMgIWFhRRTo0YNLF26FJcuXcLu3bshhEBgYCDUarUU06NHD0RHRyMiIgIRERGIjo5GSEjIW+0vERERFR2FbuXw1q1bo0SJEliyZIlU9tFHH8HKygorVqwAAHTr1g0KhUK6b4i///4bVatWxfXr11GmTBlcunQJvr6+OHbsGOrUqQMAOHbsGOrVq4fLly/Dx8cn2zoTExOhVCqRkJBg9DlONjY2AICkpCQeqiMioneORqPB1atXkZSUhNKlS0OhUEiH6uzt7fN9jlNuf78L3YhTgwYNsG/fPly9ehUAcO7cORw+fBjBwcEAMp7oHTt2oHz58mjRogWcnZ1Rp04dbNmyJcs6k5OTsXTpUnh7e0tnwUVFRUGpVEpJEwDUrVsXSqUSR48ezb8OEhEREVQqFdauXYsdO3ZoHQ0q7Ard5PAxY8YgISEBFSpUgFwuh1qtxvTp09G9e3cAQFxcHJKSkjBjxgx88803mDlzJiIiItCxY0ccOHAAjRo1kupauHAhRo8ejeTkZFSoUAF79+6FmZkZACA2NhbOzs46+3d2dkZsbKzetqWmpiI1NVW6n5iYCABIV6cjXZ1utOfg1bqMXTcREVFh8PpvnVyd8ZuvUquQrk6HBpo3bG28fedUoUuc1q5di5UrV2LVqlWoVKkSoqOjMWzYMLi5uSE0NFSaJN6uXTsMHz4cAODv74+jR48iPDxcK3Hq2bMnmjdvjgcPHuC7775Dly5dcOTIEWkulL7Z9EKILGfZh4WFYcqUKTrlt5/dho3aJs99z5SSnCL9/1b8LVilWRmtbiIiosJAla6S/n878TbMU82h1qihUWnwTPYMcpP8O1SX9Dwp19sWusRp1KhRGDt2LLp16wYA8PPzw+3btxEWFobQ0FAUL14cpqam8PX11dquYsWKOHz4sFZZ5tly5cqVQ926dWFvb4/Nmzeje/fucHFxwcOHD3X2/+jRI5QoUUJv28aNG4cvv/xSup+5DoSJzATmpuZ57bpEbfrfkKW5qblR6yYiIioMTMR/s4XM5Rm/dWq1GmqoYS43z9c5TimylOyDslDoEqeUlBSd5c/lcrk00mRmZoZatWrhypUrWjFXr16Fp6fnG+sWQkiH2urVq4eEhAScOHECtWvXBgAcP34cCQkJqF+/vt7tzc3NYW6um8SYmphCIVcY1kEDvFqXQq4wat1ERESFwitH4hQmCihMFDARJjARJlDIFfmaOJma5D79KXSJU5s2bTB9+nR4eHigUqVKOHv2LObOnYs+ffpIMaNGjULXrl0REBCAJk2aICIiAtu2bUNkZCQA4ObNm1i7di0CAwPh5OSEf//9FzNnzoSlpaU0ybxixYoICgpCv379sHjxYgDAZ599htatWxt0Rh0RERG9fwpd4jR//nxMmDABgwYNQlxcHNzc3NC/f39MnDhRiunQoQPCw8MRFhaGIUOGwMfHBxs3bkSDBg0AABYWFjh06BDmzZuH+Ph4lChRAgEBATh69KjWhPDff/8dQ4YMQWBgIACgbdu2WLBgwdvtMBERERUZRlvH6e7du7h16xZSUlLg5OSESpUq6T2s9S7JXAfi/O3zcLB3MFq9KckpKOdaDgBw7cE1WFlzcjgREb1bNGoN/jn3D16+eImyvmWldZzUajWUSmW+Hqp7Gv8Ufp5+uVrHKU8jTrdv30Z4eDhWr16Nu3fv4tUczMzMDA0bNsRnn32Gjz76SGfeEhEREb2/TOQm8K3qi4SEhCKVI+S6pUOHDoWfnx+uXbuGqVOn4p9//kFCQgLS0tIQGxuLnTt3okGDBpgwYQKqVKmCkydPGrPdRERERG9drkeczMzMcOPGDTg5Oek85uzsjKZNm6Jp06aYNGkSdu7cidu3b6NWrVp5aiwRERG9GzQaDR7ce4DkpGQ4uzkXmQv95jpxmj17tsGxmWeyEREREQGAWq3Gro27AAAdP+kIFJGVd/J0UNHf3x8LFixAfHy8sdpDREREVGjlKXGqU6cOxo8fDzc3N3Tv3h379u0zVruIiIiICp08JU6LFy9GbGwsfvrpJzx8+BCBgYHw8vLC1KlTcefOHWO1kYiIiKhQyPP5fxYWFggJCcH+/ftx/fp1hISEYMmSJShdujRatGiBdevWGaOdRERERAXOqAsneHt7Y9q0abh16xbWrFmDU6dOoXv37sbcBREREVGBMfolVw4cOIClS5di06ZNMDU1Rb9+/Yy9CyIiIqICYZTE6c6dO1i2bBmWLVuGW7duoWHDhli4cCE6d+4MS0tLY+yCiIiI3iEmJiao1aAWXrx8AZmJrKCbY7A8JU6rVq3C0qVLceDAAZQoUQKffPIJ+vbti7JlyxqrfURERPQOksvl8KuRcb24orL4JZDHxKlXr15o1aoVtmzZguDg4CJ1rRkiIiKinMpT4nTv3j04Ozsbqy1ERET0ntBoNHgU+whJyUlwdHIsMqNOeRoiejVpWrFiBT744AO4ubnh9u3bAIB58+bhjz/+yFsLiYiI6J2jVquxbe02HNh+ABq1pqCbYzCjHFtbtGgRvvzySwQHB+PZs2dQq9UAgGLFimHevHnG2AURERFRgTNK4jR//nz8/PPP+Prrr7WG2mrWrInz588bYxdEREREBc4oiVNMTAyqVaumU25ubo7k5GRj7IKIiIiowBklcfL29kZ0dLRO+a5du+Dr62uMXRAREREVOKMsgDlq1Ch8/vnnePnyJYQQOHHiBFavXo2wsDD88ssvxtgFERERUYEzSuLUu3dvqFQqjB49GikpKejRowdKliyJ77//Ht26dTPGLoiIiIgKnNGuVdevXz/069cPjx8/hkaj4fpORERElCUTExP41/FH6svU9+eSK/oUL17c2FUSERHRO0Yul6N63epF7pIreZocfuPGDfTp00e67+HhAQcHB+nm5OSEK1eu5LmRRERERIVBnkac5s+fDxcXF+l+fHw8Jk6cKB2mW7t2Lf73v/8hPDw8b60kIiKid4oQAvFP4pH0PAnFHIsVdHMMlqfE6c8//8T8+fO1yj766COULl0aAODl5YVPP/00L7sgIiKid5BKpcLmlZsBAB0/6QhTU6PPHsoXeTpUd/v2bXh7e0v3P/30UyiVSum+l5cX7t27l5ddEBERERUaeUqcTExMEBcXJ93/3//+B0dHR+n+w4cPoVAo8rILIiIiokIjT4lTpUqV8Oeff2b5+O7du1G5cuUc1alSqTB+/Hh4e3vD0tISpUuXxtSpU6HRaF85+dKlS2jbti2USiVsbW1Rt25d3LlzBwDw9OlTDB48GD4+PrCysoKHhweGDBmChIQErTq8vLwgk8m0bmPHjs1Re4mIiOj9kacDir1798awYcNQtWpVtGrVSuuxbdu2YcaMGZg3b16O6pw5cybCw8OxfPlyVKpUCadOnULv3r2hVCoxdOhQABln8zVo0AB9+/bFlClToFQqcenSJVhYWAAA7t+/j/v37+O7776Dr68vbt++jQEDBuD+/fvYsGGD1v6mTp2Kfv36SfdtbGxy8UwQERHR+yBPiVO/fv2wf/9+tGnTBhUqVICPjw9kMhkuX76MK1eu4KOPPtJKSgwRFRWFdu3aSYmYl5cXVq9ejVOnTkkxX3/9NYKDgzFr1iypLHNCOgBUrlwZGzdulO6XKVMG06dPx8cffwyVSqU1Ac3W1lbrzEAiIiKirOT5Ir+rV6/GqlWrUL58eVy5cgWXL19GuXLl8Pvvv2PdunU5rq9BgwbYt28frl69CgA4d+4cDh8+jODgYACARqPBjh07UL58ebRo0QLOzs6oU6cOtmzZ8sZ6ExISYGdnpzNrf+bMmXB0dIS/vz+mT5+OtLS0LOtITU1FYmKi1o2IiIjeH0Y5969bt25GuybdmDFjkJCQgAoVKkAul0OtVmP69Ono3r07ACAuLg5JSUmYMWMGvvnmG8ycORMRERHo2LEjDhw4gEaNGunU+eTJE0ybNg39+/fXKh86dCiqV68Oe3t7nDhxAuPGjUNMTEyWFyYOCwvDlClTjNJPIiKi95mJiQkqV6+M1NSidckVmRBC5GbD5ORkWFtbGz1+zZo1GDVqFGbPno1KlSohOjoaw4YNw9y5cxEaGor79++jZMmS6N69O1atWiVt17ZtW1hbW2P16tVa9SUmJiIwMBD29vbYunXrG8/y27hxIzp16oTHjx9rnR2YKTU1FampqVp1u7u74/zt83CwdzDkaTBISnIKyrmWAwBce3ANVtZWRqubiIiosFCr1dIlVzIHS9RqNZRKZb5ehuVp/FP4efpJR6NyIteH6sqWLYtvv/0W9+/fzzJGCIG9e/eiZcuW+OGHHwyqd9SoURg7diy6desGPz8/hISEYPjw4QgLCwOQcS08U1NT+Pr6am1XsWJF6ay6TM+fP0dQUBBsbGywefPmbJdGqFu3LgDg+vXreh83NzeHnZ2d1o2IiIjeH7k+VBcZGYnx48djypQp8Pf3R82aNeHm5gYLCwvEx8fj4sWLiIqKgkKhwLhx4/DZZ58ZVG9KSgpMTLTzOblcLi1HYGZmhlq1aulcA+/q1avw9PSU7icmJqJFixYwNzfH1q1bpTPu3uTs2bMAAFdXV4PaSkRERLkjhMDzxOdIfp4MW6VtQTfHYLlOnHx8fLB+/Xrcu3cP69evx19//YWjR4/ixYsXKF68OKpVq4aff/4ZwcHBOonQm7Rp0wbTp0+Hh4cHKlWqhLNnz2Lu3LlaFxMeNWoUunbtioCAADRp0gQRERHYtm0bIiMjAWSMNAUGBiIlJQUrV67Umsjt5OQEuVyOqKgoHDt2DE2aNIFSqcTJkycxfPhwtG3bFh4eHrl9WoiIiMgAKpUK65euB1C0LrmS6zlO+eX58+eYMGECNm/ejLi4OLi5uaF79+6YOHEizMzMpLhff/0VYWFhuHfvHnx8fDBlyhS0a9cOQMZoWJMmTfTWHxMTAy8vL5w5cwaDBg3C5cuXkZqaCk9PT3Tr1g2jR4+GlZVhc4oSExOhVCo5x4mIiCiH0tPTsWz+MgAZiZO5hXmRmONU6BKnooSJExERUe4U1cQpz+s4EREREb0vmDgRERERGYiJExEREZGBmDgRERERGcgoiZOXlxemTp2qswAlERERkT4mMhNUqFIBpSuULlKXXDFK4jRixAj88ccfKF26NJo3b441a9ZoXZqEiIiI6FVyUznqN6mPanWr5esZdMZmlMRp8ODBOH36NE6fPg1fX18MGTIErq6u+OKLL3DmzBlj7IKIiIiowBl1jlPVqlXx/fff499//8WkSZPwyy+/oFatWqhatSp+/fVXcMkoIiIiAjIuufIi5QVSX6YWqfzAqOubp6enY/PmzVi6dCn27t2LunXrom/fvrh//z6+/vpr/Pnnn1i1apUxd0lERERFkEqlwuqfVwMoWpdcMUorz5w5g6VLl2L16tWQy+UICQnB//73P1SoUEGKCQwMREBAgDF2R0RERFQgjJI41apVC82bN8eiRYvQvn17KBQKnRhfX19069bNGLsjIiIiKhBGSZxu3rwJT0/PN8ZYW1tj6dKlxtgdERERUYEwyuTw7JImIiIioneBUUac7O3tIZPpLl4lk8lgYWGBsmXLolevXujdu7cxdkdERERUIIySOE2cOBHTp09Hy5YtUbt2bQghcPLkSURERODzzz9HTEwMBg4cCJVKhX79+hljl0RERERvnVESp8OHD+Obb77BgAEDtMoXL16MPXv2YOPGjahSpQp++OEHJk5EREQEE5kJylYsi/S09Pfvkiu7d+9Gs2bNdMo//PBD7N69GwAQHByMmzdvGmN3REREVMTJTeUICAxAzYY1379Lrjg4OGDbtm065du2bYODgwMAIDk5Gba2tsbYHREREVGBMMqhugkTJmDgwIE4cOAAateuDZlMhhMnTmDnzp0IDw8HAOzduxeNGjUyxu6IiIioiBNCID09Hap0FUxMjHoFuHxllMSpX79+8PX1xYIFC7Bp0yYIIVChQgUcPHgQ9evXBwCMGDHCGLsiIiKid4BKpcKKhSsAvGeXXElPT8dnn32GCRMmYPXq1cZoExEREVGhlOexMYVCgc2bNxujLURERESFmlEOKnbo0AFbtmwxRlVEREREhZZRDiiWLVsW06ZNw9GjR1GjRg1YW1trPT5kyBBj7IaIiIioQBklcfrll19QrFgxnD59GqdPn9Z6TCaTMXEiIiKiLMU+MMXRQ0o4Fk9Dow8TCro5b2SUxCkmJsYY1RAREdF7aOpXpXD4YMZajys2pqFR0wJu0BsYdeGEtLQ0XLlyBSqVypjVEhER0TtGJpPBq6wXSnqWxNOn/43jPHlUuJclMErilJKSgr59+8LKygqVKlXCnTt3AGTMbZoxY0aO6lKpVBg/fjy8vb1haWmJ0qVLY+rUqdBoNFpxly5dQtu2baFUKmFra4u6detK+3369CkGDx4MHx8fWFlZwcPDA0OGDEFCgvbwX3x8PEJCQqBUKqFUKhESEoJnz57l/okgIiIig5iamqJpq6ao26SuVnm6qnBft84oidO4ceNw7tw5REZGwsLCQipv1qwZ1q5dm6O6Zs6cifDwcCxYsACXLl3CrFmzMHv2bMyfP1+KuXHjBho0aIAKFSogMjIS586dw4QJE6R9379/H/fv38d3332H8+fPY9myZYiIiEDfvn219tWjRw9ER0cjIiICERERiI6ORkhISB6eCSIiIsopIf5LltTqwp04GWU8bMuWLVi7di3q1q0Lmey/Dvv6+uLGjRs5qisqKgrt2rVDq1atAABeXl5YvXo1Tp06JcV8/fXXCA4OxqxZs6Sy0qVLS/+vXLkyNm7cKN0vU6YMpk+fjo8//hgqlQqmpqa4dOkSIiIicOzYMdSpUwcA8PPPP6NevXq4cuUKfHx8DG7zC9ULpKSn6JSbyExgYfpfIqkvJpMMMlgqLP8rULyyTfqbY1+kv4CAMKheY8UCgJXCKlexL1UvoREao8RamlpK77lUVSrUQm2UWAtTC5jIMv6uSFOnQaXJ+vBzTmLN5eaQm8hzHJuuTke6Jj3LWDO5GUxNTHMcq9KokKZOyzJWYaKAQq7Icaxao0aqOjXLWFMTU5jJzXIcqxEavFS9NEqsXCaHuak5gIxLP7xQvTBKbE4+93n5jshJLL8j+B1RWL8j1Go1UtJToJIlA4qM5/tF+gukqeWwlFtqxWYlt98RuWWUxOnRo0dwdnbWKU9OTtZKpAzRoEEDhIeH4+rVqyhfvjzOnTuHw4cPY968eQAAjUaDHTt2YPTo0WjRogXOnj0Lb29vjBs3Du3bt8+y3oSEBNjZ2UlLukdFRUGpVEpJEwDUrVsXSqUSR48e1Zs4paamIjX1vxcvMTERAFD759qAhU44mno3xYoOK6T7VRZVyfILt16petjQZcN/BcMAWANVf62qE1u1RFXs7LlTut94eWPcS7ynt97yjuVxIPSAdD94VTCuPrmqN7aUXSkc//S4dP+jdR/h3MNzemMdLB1wfuB56X7I5hBE3YvSG2tpaonrQ65L9/tt64f9Mfv1xgLAv1/+K/1/yK4h2HFtR5ax1wZfk75Ex/w5Busvrs8y9u8Bf8PRyhEAMOXgFCw/tzzL2GN9j8Fd6Q4AmHl4JsJPh2cZu/+T/fApnvF+mX98PuYem5tl7I4eO+Dv4g8AWHJmCb459E2Wses7r0d994xLFv1+/nd8vf/rLGOXt1+OZqWbAQA2Xd6EL3d/mWVseOtwtCnfBgCw6/ouDNg+IMvYuS3momulrgCAyFuRCN0SmmXs9KbT0cu/FwDg+L/H0Xl95yxjxzccj4G1BgIAzsedR6tVrbKM/bLulxhRP+OSTdeeXEPT37KeNTqgxgBMaDQBAPBv4r+ou6RulrGhVUPx7YffAgCevniKKuFVsozt7NsZ84LmAcj4Q6nc/HJZxrYq1wo/tflJuv+m2Lx8R9T5pQ6evniqN5bfEf/hd0SGQv8d8dF//52SBKRHf4XPa38OIP++I3LLKIfqatWqhR07/nvjZiZLmSM4OTFmzBh0794dFSpUgEKhQLVq1TBs2DB0794dABAXF4ekpCTMmDEDQUFB2LNnDzp06ICOHTvi4MGDeut88uQJpk2bhv79+0tlsbGxepM9Z2dnxMbG6q0nLCxMmg+lVCrh7u6eo74RERFR0SYTQmQ9dmqgo0ePIigoCD179sSyZcvQv39//PPPP4iKisLBgwdRo0YNg+tas2YNRo0ahdmzZ6NSpUqIjo7GsGHDMHfuXISGhuL+/fsoWbIkunfvjlWrVknbtW3bFtbW1jrXy0tMTERgYCDs7e2xdetWKBQZw4Tffvstli9fjitXrmjFlytXDn379sXYsWN12qZvxMnd3R0nbpyAfTF7nfjcDsOnJKegnEfGX6nnbpyDlbVVlrEAh+E5DF94h+GzwkN1OY/lobrcxfI7IkNh/I5IepmEleErAQBr1n6Jm9czPgsjxz/AgM9lsDTLv0N1T+Ofws/TTzoalRNGOVRXv359HDlyBN999x3KlCmDPXv2oHr16oiKioKfn1+O6ho1ahTGjh2Lbt26AQD8/Pxw+/ZthIWFITQ0FMWLF4epqSl8fX21tqtYsSIOHz6sVfb8+XMEBQXBxsYGmzdvlpImAHBxccHDhw919v/o0SOUKFFCb9vMzc1hbm6uU25paqn1Qc6KITGS9P+2yW47rblR2SgMsa/+UBgzNvOHzdixZnIzg4+J51esQv7fF44xY01NTKUvSGPGyk3ksDIx7P2ek1gTmYnBn6OcxMpksnyJBXL2uc+v2MLwued3RP7GFsnvCIUVzJDRP5naGkjPeC3lamuYyVXasfnwHZFbRlsswc/PD8uXZ3082FApKSkwMdE+giiXy6XlCMzMzFCrVi2dkaKrV6/C09NTup+YmIgWLVrA3NwcW7du1TrbDwDq1auHhIQEnDhxArVr1wYAHD9+HAkJCahfv36e+0FERESGeXXQUJ31QF+hYLTESaPR4Pr164iLi9NZcykgIMDgetq0aYPp06fDw8MDlSpVwtmzZzF37lz06dNHihk1ahS6du2KgIAANGnSBBEREdi2bRsiIyMBZIw0BQYGIiUlBStXrkRiYqI0kdvJyQlyuRwVK1ZEUFAQ+vXrh8WLFwMAPvvsM7Ru3TpHZ9QRERFR3rw6aUhVyNdxMkridOzYMfTo0QO3b9/G61OmZDIZ1DlIH+fPn48JEyZg0KBBiIuLg5ubG/r374+JEydKMR06dEB4eDjCwsIwZMgQ+Pj4YOPGjWjQoAEA4PTp0zh+POPMj7Jly2rVHxMTAy8vLwDA77//jiFDhiAwMBBAxjypBQsW5Lj/RERElHuvpg6FfR0no0wO9/f3R/ny5TFlyhS4urrqLEGgVCrzuotCKTExEUqlEudvn4eDvYPR6k1JTkE514zJ4dceXNOZHE5ERFTUqVQq7N26FyqVCjOm98KtmIx5ZQOHxmHc5FTI5fJ823eBTw6/du0aNmzYoDO6Q0RERKSPqakpAtsFIiEhAWL6f+Wq92GOU506dXD9+nUmTkRERJRjr15y5ecFzkh6ngST/z96Vad+Gj7qlvUSIG+bURKnwYMHY8SIEYiNjYWfn5/Waf8AUKVK1ivyEhER0fvt9aW4Vi+3kf4vM8G7lzh99FHGWumvnvkmk8kghMjx5HAiIiJ696Wnp2PlopUQENCI0VK5d5mXaBaUDnuHjCnYlatkvVhnQTBK4hQTE2OMaoiIiOg9olJlLHSZeZra6q0xqFwlGUqlMl8nh+eFURKnVxeeJCIiIsqR/0+cCvdCBBnydJHfQYMGISkpSbq/YsUKrfvPnj1DcHBwXnZBRERE77jMESdZEcic8pQ4LV68GCkp/11o8vPPP0dcXJx0PzU1Fbt3787LLoiIiOgdp3lfEqfX1840wlqaRERE9J7JXI7AJE9ZydtRBJpIRERE77TMcRdZ4R+AMdpFfomIiIgMJYMMLiVdoFKpitQcpzwnThMnToSVVca11NLS0jB9+nTp2nSvzn8iIiIiymSqMEVwp+CMS65MysiY3vnEKSAgAFeuXJHu169fHzdv3tSJISIiIspK5srh73ziFBkZaaRmEBER0fsq81CdybueOBERERHlRnp6Otb8sgYajQZCVMgo5ORwIiIiIv1evngJ4D1aAJOIiIgor5g4ERERERlIoyk6Z9UxcSIiIqKCVYRGnIw2x+nZs2c4ceIE4uLioNFotB775JNPjLUbIiIiesdIh+pM3pPJ4du2bUPPnj2RnJwMW1tbyF5JGWUyGRMnIiIiypJ0xZUCbYVhjHKobsSIEejTpw+eP3+OZ8+eIT4+Xro9ffrUGLsgIiKid4gMMhR3Lg57R/siNTncKCNO//77L4YMGSJdeoWIiIjoTUwVpmjbvW3GJVdGF53J4UZJnFq0aIFTp06hdOnSxqiOiIoYjUYDjUqTfSAVGnKFXGtaBVFBeu9GnFq1aoVRo0bh4sWL8PPzg0Kh0Hq8bdu2xtgNERUyQggkPU1CWnIagIyhdyr8BAQgA4q5FINcIS/o5hC9f4lTv379AABTp07VeUwmk0GtVhtjN0RUyCQ9TUJ6SjqcnZ1haWlZNGZ2EoRGIDY2FklPk2DnbMeRJyoQqnQV1i9b//+XXPEF8B6dVff68gNE9O7TqDVIS06Ds7Mz7B3sC7o5lEPFixfH/fv3oVFrIDflqBO9fQICSc+T/v//GYpCDl/oFsBUqVQYP348vL29YWlpidKlS2Pq1Kk6ydmlS5fQtm1bKJVK2Nraom7durhz5470+E8//YTGjRvDzi7jr6lnz57p7MvLywsymUzrNnbs2PzuItE7QaPO+ExaWloWcEsoNxQKBWSQQWgK/1/49O4TRWjlcKMtgHnw4EF89913uHTpEmQyGSpWrIhRo0ahYcOGOapn5syZCA8Px/Lly1GpUiWcOnUKvXv3hlKpxNChQwEAN27cQIMGDdC3b19MmTIFSqUSly5dgoWFhVRPSkoKgoKCEBQUhHHjxmW5v6lTp0qHGgHAxsYmhz0nen/JIOPhuaKKrxsVItIcp4JthkGMkjitXLkSvXv3RseOHTFkyBAIIXD06FF8+OGHWLZsGXr06GFwXVFRUWjXrh1atWoFIGNUaPXq1Th16pQU8/XXXyM4OBizZs2Syl4/o2/YsGEAgMjIyDfuz9bWFi4uLga3j4iIiIyrKE0ON8qhuunTp2PWrFlYu3YthgwZgqFDh2Lt2rWYMWMGpk2blqO6GjRogH379uHq1asAgHPnzuHw4cMIDg4GkDGfaseOHShfvjxatGgBZ2dn1KlTB1u2bMlV22fOnAlHR0f4+/tj+vTpSEtLyzI2NTUViYmJWjciIn3KlymPH77/IcvHmzdtjhFfjjDKvm7dugVzU3Ociz5nlPqI3raidMkVoyRON2/eRJs2bXTK27Zti5iYmBzVNWbMGHTv3h0VKlSAQqFAtWrVMGzYMHTv3h0AEBcXh6SkJMyYMQNBQUHYs2cPOnTogI4dO+LgwYM52tfQoUOxZs0aHDhwAF988QXmzZuHQYMGZRkfFhYGpVIp3dzd3XO0PyIqHD7t8ynMTc2lm6uzK1oHt8b5v88XdNOI3ktCFJ05TkZJnNzd3bFv3z6d8n379uU4uVi7di1WrlyJVatW4cyZM1i+fDm+++47LF++HMB/Z/C1a9cOw4cPh7+/P8aOHYvWrVsjPDw8R/saPnw4GjVqhCpVquDTTz9FeHg4lixZgidPnuiNHzduHBISEqTb3bt3c7Q/Iio8AlsE4va927h97zYi9kTA1NQUHdp1KOhmEb03ZJChmEMx2Cht/yt7XxKnESNGYMiQIRg4cCBWrFiBlStXYsCAARg6dChGjhyZo7pGjRqFsWPHolu3bvDz80NISAiGDx+OsLAwABmn0JqamsLX11dru4oVK2qdVZcbdevWBQBcv35d7+Pm5uaws7PTuhFR0WRubg4XFxe4uLigqn9VjBw1Enfv3sWjR48AAF+N/QqVKlZCMdti8Cnng8kTJyM9PV2rjm3btqFenXqws7aDWwk3dOnUJcv9LV+2HE4OTvhz7596H1/1+yrUq1MPjsUc4VHSA598/Ani4uKkx+Pj4xEaEoqSLiWhtFHCt4Ivli9brlVHTEwMAj8MRDHbYqhZvSaORR3L7dNDlO9MFaboGNIRzdsFSmVFIXEyyuTwgQMHwsXFBXPmzMG6desAZCQya9euRbt27XJUV0pKCkxMtPM5uVwujTSZmZmhVq1auHLlilbM1atX4enpmYdeAGfPngUAuLq65qkeovfZm+YJmpiYwNTU1KBYmUymdRWCrGLNzMxy0UptSUlJWL16NcqULQNHR0cAGSeO/LLkF7i6ueLC+QsYNGAQbGxtMHJUxh+DO3fsRNdOXTF23Fj8uuxXpKelY9fOXXrrnztnLmbPnI3tO7ejTt06emPS0tIwafIklPcpj0dxjzBqxCh82udTbN2+FQAwedJkXLp0CVu3b4VjcUfcuH4DL1680Kpj4oSJmDFzBsqWK4tJEybhk48/wcUrF7Wec6LCRrwyrem9SZwAoEOHDujQIe/D3G3atMH06dPh4eGBSpUq4ezZs5g7dy769OkjxYwaNQpdu3ZFQEAAmjRpgoiICGzbtk3rDLrY2FjExsZKo0fnz5+Hra0tPDw84ODggKioKBw7dgxNmjSBUqnEyZMnMXz4cLRt2xYeHh557gfR+2rOrDlZPlambBl06fbfqMwP//tBZxQnk4eHB3p+0lO6v3DBQrxIeaETN2581suNvMnOHTvhoHQAACQnJ8PV1RWb/9gs/eE27uv/6vXy8sKVK1ewYf0GKXGaGTYTXbp2wcTJE6W4KlWr6Oxn/FfjsXLFSuzdtxeV/Spn2Z5evXtJ/y9dujTmzpuLD+p9gKSkJNjY2ODunbvw9/dHjZo1pDa9bviXwxHcKuNEmomTJsK/ij+uX7+OChUqGPisEL1972XiVLp0aZw8eVL6Sy3Ts2fPUL16ddy8edPguubPn48JEyZg0KBBiIuLg5ubG/r374+JE//7curQoQPCw8MRFhaGIUOGwMfHBxs3bkSDBg2kmPDwcEyZMkW6HxAQAABYunQpevXqBXNzc6xduxZTpkxBamoqPD090a9fP4wePTq3TwMRFSGNGjfC/B/nAwDin8ZjcfhitG3dFoejDsPT0xObNm7C/O/n48aNG0hKSoJKpdI6PH/u3Dn0+bRPVtUDAL7/3/dITk7G0eNHs70IevTZaEybOg1/n/sbT58+lUbZ7965i4q+FfFZ/8/QrUs3nD17Fs2aNUPbdm1Rr349rTr8/Pyk/7u4Ziyz8ijuERMnKpRU6Sps/n0z0tIFgIw/KmSywn9WnVESp1u3bum9Hl1qair+/fffHNVla2uLefPmYd68eW+M69Onj9Yo1OsmT56MyZMnZ/l49erVcewYj/8TGduI0VmfYv/6Yfghw4dkGfv69dMGfZH1Ga+5YW1tjbJly0r3q9eoDicHJ/z6y68IbhWMj3t8jImTJqJ5YHPYKe2wfu16zPvfPCnekBXTP2jwAXbt3IWN6zdi1JhRWcYlJyejVctWaNa8GZYuX4riTsVx985dtA5uLR2iDGoZhGs3r2HXzl3Yv28/ggKDMGDgAMycPVOq59VDm5nPHy+JRYWVgMCzp8+gUv13yZ93fsRp69at0v93794NpVIp3Ver1di3b5/e4WQienflZM5RfsXmhkwmg4mJCV68eIGjR4/Cw9MDY7/67xJMr5984ufnhwP7DyC0V2iWddasVRODPh+E1sGtYSI3wYiR+pPKK5ev4PHjx/jm22+kM5HPnD6jE+fk5IRPQj/BJ6Gf4IMGH2DcmHFaiRNRUfReHapr3749gIwvnNBQ7S8PhUIBLy8vzJmT9XwHIqKCkpqaitjYWAAZZ6wtWrgISUlJaNW6FRISE3D3zl2sW7sONWrWwK6du/DHlj+0tv96wtcICgxC6dKl0blrZ6hVakREREhzoDLVrVcXW7dvRZtWbWBqaoqhw4bqtMXdwx1mZmZYuGAh+vXvh3/++QffTv9WK2bKpCmoVqMafH19kZaahp07dvIQHL0j/suW3vnEKXMI2NvbGydPnkTx4sWN0igiovy2Z/ceeJbKOBPX1tYWPj4+WL12NRo1bgQAGDJ0CIYNGYbU1FS0DG6JcV+PwzdTv5G2b9S4EVavXY1vp3+L2bNmw87ODg0aNtC7r/of1MeWrVvQrk07yOVyfDH4C63HnZyc8Muvv2DC+An4ccGPqFatGmbMnIGPOnwkxZiZmWHC1xNw+9ZtWFpa4oMGH2DFqhXGflqI3rqiNuIkE0IU/plYhVRiYiKUSiXO3z4PB3sHo9WbkpyCcq7lAADXHlyDlbWV0eomMhZVmgqJsYnw8PLQusA2FQ0vX77EnVt3YOdiB1MzLldA+SPpuQxPn5jAsbgG1jba6UZ6ejqWzV+GHTuCcfJkLQDAycuXYWGhglKphFwu11elUTyNfwo/Tz8kJCTkeE1GoyyACQAHDx5EmzZtULZsWZQrVw5t27bFoUOHjFU9ERERFTE7/rBAvSolUKNCCTx+pJ1ypKYC8fFKxMR4AQAsLTWwsir8YzlGSZxWrlyJZs2awcrKCkOGDMEXX3wBS0tLfPjhh1i1apUxdkFERERFTOag0fNEE/zz939nfapUQPP6bvj++2F4/NgJALBqy90icajOKInT9OnTMWvWLKxduxZDhgzB0KFDsXbtWsyYMQPTpk0zxi6IiIioiOnU/QUCmrwEAHw/20aaz/TksQnu3FJoxdoV013WqDAySuJ08+ZNtGnTRqe8bdu2iImJMcYuiIiIqAhy98xIiI4fNcfli6YQAkhO0h1asrMrGmuOGSVxcnd3x759+3TK9+3bJ61JQkRERO+foaOfS/+PPm0G/7Il0LB6Ca2Yeg2TYFtEEiejnEoxYsQIDBkyBNHR0ahfvz5kMhkOHz6MZcuW4fvvvzfGLoiIiKgIKllKg6rV0nDurBkOR5rh8aP/zpYr7pSAr8cvR9M2TSCTmRdgKw1nlMRp4MCBcHFxwZw5c7Bu3ToAQMWKFbF27Vq0a9fOGLsgIiKiIsry/8+Wi3+qfaBLbvICCfHxKAJzwiVGW7yjQ4cO6NChg7GqIyIioneEpWVG4vQsXjtxMjdPLYjm5IlRVz1LS0tDXFyczkUlPTw8jLkbIiIiKkIyR5xeTZw+CHgBz1JHCqpJuWaUxOnatWvo06cPjh49qlUuhIBMJoNaXTROMSQiIiLjs/j/EafbtzLSjp69kjF9zmMsm3+tIJuVK0Y5q65Xr14wMTHB9u3bcfr0aZw5cwZnzpzB2bNnceaM7hW+iYgKyqd9PoW5qTnMTc1hbWENdzd3tGzREsuWLtMZLc8UHBQMSzNLHD92XO/jUUej0LZ1W5QoXgJ21nao7l8d/5v7P4P+aLx79y769+sPL3cv2FjaoFzpcvhy+Jd48uRJnvpJVJj4Vk7Xum9mVvhXCM+KUUacoqOjcfr0aV6pm4iKhMAWgfh5yc9Qq9WIexiHPbv3YMTwEdi0cRM2bdkEU9P/vhrv3LmD48eOY+DnA7Fs6TLUqVtHq64/tvyBHt164JNen2DPn3ugLKbE/n378dXYr3Di+AmsWrMKsiyWQ7558yYaNWiEcuXK4beVv8HL2wsX/7mIcWPHYXfEbhw6cggODsa7DiZRQRkwJBkXzimwZUPGtVfNi/DlLY0y4uTr64vHjx8boyoionxnbm4OFxcXlCxZEtWqV8OYcWOwYdMG7I7Yjd+W/6YV+9uy3xDcKhif9f8M69etR3JysvRYcnIyBvYfiNZtWmNR+CJU9a8KLy8v9OnbB7/8+gs2bdyEDes3ZNmOoYOHwszMDDsidiCgUQA8PDwQ1DIIu3bvwv1/72PihIlSbPky5TEzbCY++/QzOBZzRFnvsvjl51+M/+QQ5QOZDKjzQZp039w8Y8TJwtICZuZmBdWsXMl14pSYmCjdZs6cidGjRyMyMhJPnjzReiwxMdGY7SWiQkoIgeTk5AK5CZH3Yf8mTZugStUq2LJ5i1afflv+G7r36I4KFSqgXPlyWonQn3v/xJMnTzD8y+E69bVu0xrlypfD2jVr9e7v6dOn2LtnL/oP6A9LS0utx1xcXNCtRzdsWLdBq2/z/jcP1WtUx/FTx9F/QH8M/nwwLl++nMeeE70d/tX/O1zn65cOhUKBHp/1QJvubWCqMOq5avkq1y0tVqyY1vCzEAIffvihVgwnhxO9P1JSUuCgLJjDSk8TnsLa2jrP9fj4+OD8+fPS/X1/7kNKSgoCWwQCALr36I5lvy5DaK9QAMC1qxkTWytU1D9NwcfHB9eu6Z/8ev3adQgh4FPRR+/jFSpUQHx8PB49egRnZ2cAQFDLIAwYOAAAMHL0SPzw/Q/46+BfnCZBRUKVauk4ey0W6WkylHQvunlBrhOnAwcOGLMdREQFLvOPvUzLli5Dpy6dpDlPXbt1xbgx43DlyhX4+PhobZdVfWZmuTsMkVnnq+2p7FdZ+r9MJkMJlxJ4FPcoV/UTFQTnEkXjsipvkuvEqVGjRsZsBxEVcVZWVnia8LTA9m0Mly9fhpeXF4CMQ2lb/9iK9PR0/BT+kxSjVquxfOlyfDvjW5QtVzZju0uXUa9+PZ36rly5gqpVq+rdV5myZSCTyXD54mW9V1i4cuUK7O3tUbx4calModC+mrxMJsvyTECiwk6VrsKuTbugUqkQEBQAuVye/UaFQJ4OKqakpGDUqFHYsmUL0tPT0axZM/zwww9aH3Qiej/IZDKjHC4rKAf2H8CF8xcwZOgQAMDqVatRslRJbNioPbl7//79mD1zNqZ+MxXNA5vDwcEB8/43Tydx2rZtG65fu47v5nynd3+Ojo74sNmHWBy+GEOGDdGa5xQbG4s1q9agZ0jPLM/IIyrqBARi/43NvFNk5OmsukmTJmHZsmVo1aoVunXrhr1792LgwIHGahsRUb5ITU1FbGws/v33X5w9cxYzw2aiU8dOCG4VjI9DPgaQcZiuY8eOqFS5ktatV+9eePbsGXbu3Alra2v8uOhHbNu6DQMHDMT5v8/j1q1bWPrrUvTr0w99+vZBy+CWWbZj3g/zkJqaitYtW+PQX4dw9+5d7I7YjeCgYLiVdMPUaVPf1lNCRAbK04jTpk2bsGTJEnTr1g0A8PHHH+ODDz6AWq0uMkNuRPT+2bN7DzxLecLU1BT29vbwq+KHufPmIuSTEJiYmODM6TP4+9zfWBS+SGdbW1tbNGveDMt+XYa2bdui40cdsefPPZgRNgNNGzeVziSe/u10jBw98o3tKFeuHI4eP4pvpn6Dj3t8jCdPnsDFxQVt2rXB+AnjuYYTUSEkE3k4j9fMzAwxMTEoWbKkVGZpaYmrV6/C3d3dKA0szBITE6FUKnH+9nk42BvvCy4lOQXlXMsBAK49uAYra+PM3yAyJlWaComxifDw8oCFRRFezc7IXr58iY86fIR79+7hz/1/wsnJqaCbpNfLly9x59Yd2LnYwdSs6JwKTu+O9PR0LJu/DADQ8ZOOMLcwh1qthlqthlKpzNcBmKfxT+Hn6YeEhATY2dnlaNs8HapTq9U6Z4yYmppCpVLlpVoioiLLwsICGzdvxMcff4zDhw4XdHOIyMjy9GeGEAK9evWCubm5VPby5UsMGDBAa5Lopk2b8rIbIqIixcLCAqPGjCroZhBRPsjTiFNoaCicnZ2hVCql28cffww3NzetspxQqVQYP348vL29YWlpidKlS2Pq1Kk6p9xeunQJbdu2hVKphK2tLerWrYs7d+5Ij//0009o3Lgx7OzsIJPJ8OzZM519xcfHIyQkRGpnSEiI3jgiIiIyPlNTU8hNi9ac6DyNOC1dutRY7ZDMnDkT4eHhWL58OSpVqoRTp06hd+/eUCqVGDp0KADgxo0baNCgAfr27YspU6ZAqVTi0qVLWvMsUlJSEBQUhKCgIIwbN07vvnr06IF79+4hIiICAPDZZ58hJCQE27ZtM3q/iIiI6D8KhQKffP4JEhISitQJZYVuRmBUVBTatWuHVq1aAQC8vLywevVqnDp1Sor5+uuvERwcjFmzZkllpUuX1qpn2LBhAIDIyEi9+7l06RIiIiJw7Ngx1KmTcbXzn3/+GfXq1dNZFZiI9BMQRWr9FXoFXzeiXCl0iVODBg0QHh6Oq1evonz58jh37hwOHz6MefPmAQA0Gg127NiB0aNHo0WLFjh79iy8vb0xbtw4tG/f3uD9REVFQalUSkkTANStWxdKpRJHjx7VmzilpqYiNTVVup952rFKo0K6Ol0nPrderStdnW7UuomMRSPTQAiBlJQUmFuYZ78BFSppaWnQQAM11BBqZlFUMNRqNdI16dDINNDINFBr1FBr1EhXp0OD/FsVX6XJ/UlshS5xGjNmDBISElChQgXI5XKo1WpMnz4d3bt3BwDExcUhKSkJM2bMwDfffIOZM2ciIiICHTt2xIEDBwy+FExsbKx04cxXOTs7IzY2Vu82YWFhmDJlik65RmiQqkrVs0XuvFpXqioVclXRGcKk94vMUoZHjzKulWZhYcFVrosIjdDg8ePHgCmQpkmDTPB1o7dPrVLj0K5DUKlUqN6kOswUZlBr1NCoNEhVp0Iu8u+3TyNyn5QVusRp7dq1WLlyJVatWoVKlSohOjoaw4YNg5ubG0JDQ6VJ4u3atcPw4cMBAP7+/jh69CjCw8NzdA09fV/yr1/k81Xjxo3Dl19+Kd1PTEyEu7s7PIt55ngdiDdJNkuW/u9l71WkL2NB7zZRTCDuYRyePi6Ya9RR7pmYmKCsZ1kozBTZBxPlg7S0NDy48wAA4GGTsR6cWq2GSqWCfTH7fJ33lChPzPW2hS5xGjVqFMaOHSutRu7n54fbt28jLCwMoaGhKF68OExNTeHr66u1XcWKFXH4sOFrpri4uODhw4c65Y8ePUKJEiX0bmNubq619EImhVwBhdx4Xz6v1mXsuomMrVTJUlC7qJGezkPKRYmZmRlMTPJ0YjVRngj5f4eIM3/rTGACmZBBIVfka+KUl9/VQpc4paSk6HyY5XK5NNJkZmaGWrVq4cqVK1oxV69ehaenp8H7qVevHhISEnDixAnUrl0bAHD8+HEkJCSgfv36eewF0ftFLpcXqbNiiIhyq9AlTm3atMH06dPh4eGBSpUq4ezZs5g7dy769OkjxYwaNQpdu3ZFQEAAmjRpgoiICGzbtk3rDLrY2FjExsbi+vXrAIDz58/D1tYWHh4ecHBwQMWKFREUFIR+/fph8eLFADKWI2jdujXPqCMiIiK9Ct047fz589GpUycMGjQIFStWxMiRI9G/f39MmzZNiunQoQPCw8Mxa9Ys+Pn54ZdffsHGjRvRoEEDKSY8PBzVqlVDv379AAABAQGoVq0atm7dKsX8/vvv8PPzQ2BgIAIDA1GlShWsWLHi7XWWiIiIipQ8XeT3fZd5kd/cXCTwTZKTk2FjYwMASEpK4uRwIiJ656SlpSEsLAwAMGjQIO3J4fb5PDk8D7/fhe5QXVGSmXNmrudkLMnJ/51Vl5iYCLVabdT6iYiIClpaWhpevnwJAEhISMCLFy+g0WSsD5ff8yYzf7dzM3bEEac8uHfvHtzd3Qu6GURERJQLd+/eRalSpXK0DROnPNBoNLh//z5sbW0L9cJ/metN3b1716iHFIsC9p19Z9/fH+w7+25o34UQeP78Odzc3HK8LAcP1eWBiYlJjjPVgmRnZ/fefaAyse/s+/uGfWff3zc57btSqczVfgrdWXVEREREhRUTJyIiIiIDMXF6D5ibm2PSpEl6LxfzrmPf2ff3DfvOvr9v3nbfOTmciIiIyEAccSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgOZFnQDijKNRoP79+/D1tYWMpmsoJtDREREBhBC4Pnz53Bzc4OJSc7GkJg45cH9+/fh7u5e0M0gIiKiXLh79y5KlSqVo22YOOWBra0tgIwn3s7OroBbQ0RERIZITEyEu7u79DueE0yc8iDz8JydnR0TJyIiopzQqIHbR4Gkh4BNCcCzPmAif6tNyM00GyZORERE9HZd3ApEjAES7/9XZucGBM0EfNsWXLsMwLPqiIiI6O25uBVY94l20gQAiQ8yyi9uLZh2GYiJExEREb0dGnXGSBOEngf/vyxibEZcIcVDdflMCAGVSgW1uvC+CUiXXC6Hqakpl5kgIjKm20d1R5q0CCDx34w474ZvrVk5wcQpH6WlpeHBgwdISUkp6KZQLlhZWcHV1RVmZmYF3RQiondD0kPjxhUAJk75RKPRICYmBnK5HG5ubjAzM+PoRREhhEBaWhoePXqEmJgYlCtXLscLpBERkR42JYwbVwCYOOWTtLQ0aDQauLu7w8rKqqCbQzlkaWkJhUKB27dvIy0tDRYWFgXdJCKios+zfsbZc4kPoH+ekyzjcc/6b7tlBuOf0fmMIxVFF187IiIjM5FnLDkAAHj9KMz/3w+a8dbXc8oJ/jIQERHR2+PbFujyG2Dnql1u55ZRznWciIzr1q1bkMlkiI6OlsqOHDkCPz8/KBQKtG/fPssyIiIqBHzbAsMuAKHbgY+WZPw77HyhT5oAJk6FnlojEHXjCf6I/hdRN55ArdF3TNg4hBBo1qwZWrRoofPYwoULoVQqcefOnXzbf+PGjSGTySCTyWBubo6SJUuiTZs22LRpk1acu7s7Hjx4gMqVK0tlX375Jfz9/RETE4Nly5ZlWUZERIWEiTxjyQG/Thn/FuLDc69i4lSIRVx4gAYz96P7z8cwdE00uv98DA1m7kfEhQf5sj+ZTIalS5fi+PHjWLx4sVQeExODMWPG4Pvvv4eHh0e+7DtTv3798ODBA1y/fh0bN26Er68vunXrhs8++0yKkcvlcHFxganpf+c23LhxA02bNkWpUqVQrFixLMuIiIjygolTIRVx4QEGrjyDBwkvtcpjE15i4Moz+ZY8ubu74/vvv8fIkSMRExMDIQT69u2Lxo0b49ChQ/D29oalpSV8fHzw/fffS9udP38eJiYmePz4MQAgPj4eJiYm6Ny5sxQTFhaGevXqvXH/VlZWcHFxgbu7O+rWrYuZM2di8eLF+Pnnn/Hnn38C0D5Ul/n/J0+eoE+fPpDJZFi2bJneMiIiorxi4vQWCSGQkqbK9vb8ZTombf3nTQvSY/LWi3j+Mt2g+oTI2eG90NBQfPjhh+jduzcWLFiACxcu4JdffkGpUqWwbt06XLx4ERMnTsRXX32FdevWAQAqV64MR0dHHDx4EADw119/wdHREX/99ZdUb2RkJBo1apTj5y00NBT29vY6h+yA/w7b2dnZYd68eXjw4AE6d+6sU9a1a9cc75eIiOh1XMfpLXqRrobvxN15rkcAiE18Cb/JewyKvzi1BazMcvZS//TTT6hcuTIOHTqEDRs2oESJEpgyZYr0uLe3N44ePYp169ahS5cukMlkCAgIQGRkJD766CNERkYiNDQUy5cvx8WLF1G+fHkcPXoUw4cPz1E7gIxlAcqXL49bt27pPJZ52E4mk0GpVMLFxQUAYG1trVNGRESUVxxxIr2cnZ3x2WefoWLFiujQoQMAIDw8HDVr1oSTkxNsbGzw888/a00Wb9y4MSIjIwEABw8eRJMmTRAQEICDBw/i5MmTePHiBT744INctUcIwZXXiYiowHHE6S2yVMhxcaruGWuvOxHzFL2Wnsw2blnvWqjt7WDQfnPD1NRUmoC9bt06DB8+HHPmzEG9evVga2uL2bNn4/jx41J848aNMXToUFy/fh0XLlxAw4YNcePGDRw8eBDPnj1DjRo1YGtrm+N2qNVqXLt2DbVq1cpVP4iIiIyFidNbJJPJDDpk1rCcE1yVFohNeJnVgvRwUVqgYTknyE3ezijMoUOHUL9+fQwaNEgqu3HjhlZM5jynb775BlWrVoWdnR0aNWqEsLAwxMfH52p+EwAsX74c8fHx+Oijj/LUByIiorziobpCSG4iw6Q2vgCyXJAek9r4vrWkCQDKli2LU6dOYffu3bh69SomTJiAkye1R8Uy5zmtXLkSjRs3BgBUqVIFaWlp2Ldvn1T2JikpKYiNjcW9e/dw/PhxjBkzBgMGDMDAgQPRpEmTfOgZERGR4Zg4FVJBlV2x6OPqcFFqX1zWRWmBRR9XR1Bl1yy2zB8DBgxAx44d0bVrV9SpUwdPnjzRGn3K1KRJE6jVailJkslkaNiwIQCgQYMG2e7n559/hqurK8qUKYMOHTrg4sWLWLt2LRYuXGjU/hAREeWGTOT0XHWSJCYmQqlUIiEhAXZ2dlqPvXz5EjExMfD29oaFhUUWNWRPrRE4EfMUcc9fwtnWArW9Hd7qSNP7zFivIRERFS5v+v3ODuc4FXJyExnqlXEs6GYQERER3sKhuoULF0p/sdeoUQOHDh16Y/zBgwdRo0YNWFhYoHTp0ggPD9eJybwUh7m5OXx9fbF58+Yc77dXr17SddEyb3Xr1s1bZ4mIiOidlq+J09q1azFs2DB8/fXXOHv2LBo2bIiWLVtmeaHYmJgYBAcHo2HDhjh79iy++uorDBkyBBs3bpRioqKi0LVrV4SEhODcuXMICQlBly5dtE6LN3S/QUFBePDggXTbuXNn/jwRRERE9E7I1zlOderUQfXq1bFo0SKprGLFimjfvj3CwsJ04seMGYOtW7fi0qVLUtmAAQNw7tw5REVFAQC6du2KxMRE7Nq1S4oJCgqCvb09Vq9ebfB+e/XqhWfPnmHLli257t/bmONEBYevIRHRuykvc5zybcQpLS0Np0+fRmBgoFZ5YGAgjh49qnebqKgonfgWLVrg1KlTSE9Pf2NMZp052W9kZCScnZ1Rvnx59OvXD3FxcW/sU2pqKhITE7VuRERE9P7It8Tp8ePHUKvVKFGihFZ5iRIlEBsbq3eb2NhYvfEqlQqPHz9+Y0xmnYbut2XLlvj999+xf/9+zJkzBydPnkTTpk2RmpqaZZ/CwsKgVCqlm7u7ezbPAhEREb1L8v2sutevL5bdNcf0xb9ebkid2cV07dpV+n/lypVRs2ZNeHp6YseOHejYsaPeto0bNw5ffvmldD8xMZHJExER0Xsk3xKn4sWLQy6X64wuxcXF6YwGZXJxcdEbb2pqCkdHxzfGZNaZm/0CgKurKzw9PXHt2rUsY8zNzWFubp7l40RERPRuy7dDdWZmZqhRowb27t2rVb53717Ur19f7zb16tXTid+zZw9q1qwJhULxxpjMOnOzXwB48uQJ7t69C1fXt7siNxERERUhIh+tWbNGKBQKsWTJEnHx4kUxbNgwYW1tLW7duiWEEGLs2LEiJCREir9586awsrISw4cPFxcvXhRLliwRCoVCbNiwQYo5cuSIkMvlYsaMGeLSpUtixowZwtTUVBw7dszg/T5//lyMGDFCHD16VMTExIgDBw6IevXqiZIlS4rExESD+5eQkCAAiISEBJ3HXrx4IS5evChevHiR4+etMJs0aZKoWrVqgdfxJqGhoaJdu3bSfY1GI/r16yfs7e0FAHH27Fm9Za97V19DIqL33Zt+v7OTr4mTEEL8+OOPwtPTU5iZmYnq1auLgwcPSo+FhoaKRo0aacVHRkaKatWqCTMzM+Hl5SUWLVqkU+f69euFj4+PUCgUokKFCmLjxo052m9KSooIDAwUTk5OQqFQCA8PDxEaGiru3LmTo769lcRJrRLi5l9C/L0+41+1Km/1ZSM0NFQAEACEqamp8Pb2FiNGjBBJSUlCiIyk8/Hjx1rxryYphshN4nTgwAGpXTKZTNjZ2Ql/f38xatQocf/+fa3YZ8+eifj4eOn+zp07hUKhEEeOHBEPHjwQ6enpestex8SJiOjdlJfEKd8nhw8aNEjvxWABYNmyZTpljRo1wpkzZ95YZ6dOndCpU6dc79fS0hK7d+9+4/aFwsWtQMQYIPH+f2V2bkDQTMC3bb7tNigoCEuXLkV6ejoOHTqETz/9FMnJyVi0aBFsbGxgY2OTb/vOzpUrV2BnZ4fExEScOXMGs2bNwpIlSxAZGQk/Pz8AgFKp1Nrmxo0bcHV11TpUq6+MiIgoO/l+yRXKpYtbgXWfaCdNAJD4IKP84tZ827W5uTlcXFzg7u6OHj16oGfPntJCoZMnT4a/v7/0/+XLl+OPP/6QLlsTGRkJALh37x66desGBwcHWFtbo2bNmlqruwPAihUr4OXlBaVSiW7duuH58+fZts3Z2RkuLi4oX748unXrhiNHjsDJyQkDBw6UYnr16oX27dtL/x88eDDu3LkDmUwGLy8vvWVERESG4EV+3yYhgPSU7OM0amDXaGQcmdKpBIAsYySqdGPARJ59fQor4A1LQGTH0tJSWoD0VSNHjsSlS5eQmJiIpUuXAgAcHByQlJSERo0aoWTJkti6dStcXFxw5swZaDQaadsbN25gy5Yt2L59O+Lj49GlSxfMmDED06dPz3HbBgwYgOHDhyMuLg7Ozs5aj3///fcoU6YMfvrpJ5w8eRJyuRxmZmY6ZURERIZg4vQ2pacA37oZoSKRMRI1w8A1pL66D5hZ52pPJ06cwKpVq/Dhhx/qPGZjYwNLS0ukpqbCxcVFKl+2bBkePXqEkydPwsHBAQBQtmxZrW01Gg2WLVsGW1tbAEBISAj27duX48QJACpUqAAAuHXrlk7ipFQqYWtrC7lcrtVGfWVERETZYeJEOrZv3w4bGxuoVCqkp6ejXbt2mD9/vsHbR0dHo1q1alLSpI+Xl5eUNAEZ62hld8mbrAg9i6QSERHlByZOb5PCKmP0Jzu3jwK/v3nyOwCg5wbA04DJzQqr7GNe0aRJEyxatAgKhQJubm7SGlqGsrS0zL5Jr9Upk8m0DuXlROZFoTlXiYiI8hsTp7dJJjPskFmZphlnzyU+gP55TrKMx8s0NWyOUw5ZW1vrHFrLipmZGdRqtVZZlSpV8Msvv+Dp06dvHHUyhhcvXuCnn35CQEAAnJyc8nVfREREPKuuMDKRZyw5AAB4/fDT/98PmpEvSVNOeXl54e+//8aVK1fw+PFjpKeno3v37nBxcUH79u1x5MgR3Lx5Exs3bkRUVFSe9xcXF4fY2Fhcu3YNa9aswQcffIDHjx9j0aJFRugNERHRmzFxKqx82wJdfgPsXrsEjJ1bRnk+ruOUE/369YOPjw9q1qwJJycnHDlyBGZmZtizZw+cnZ0RHBwMPz8/zJgxwyhnr/n4+MDNzQ01atTAjBkz0KxZM1y4cAG+vr5G6A0REdGbyUTmzFrKscTERCiVSiQkJMDOzk7rsZcvXyImJgbe3t6wsLDI/U406ow5T0kPAZsSGXOaCsFI0/vAaK8hEREVKm/6/c4O5zgVdiZywLthQbeCiIiIwEN1RERERAZj4kRERERkICZORERERAZi4kRERERkICZO+YwnLRZdfO2IiOh1TJzySeYlRVJSUgq4JZRbma9dTi85Q0RE7y4uR5BP5HI5ihUrJl241srKihehLSKEEEhJSUFcXByKFStmlIU7iYjo3cDEKR+5uLgAgJQ8UdFSrFgx6TUkIiICmDjlK5lMBldXVzg7OyM9Pb2gm0M5oFAoONJEREQ6mDi9BXK5nD/CRERE7wBODiciIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyEBMnIiIiIgMxcSIiIiIyUL4nTgsXLoS3tzcsLCxQo0YNHDp06I3xBw8eRI0aNWBhYYHSpUsjPDxcJ2bjxo3w9fWFubk5fH19sXnz5hzvVwiByZMnw83NDZaWlmjcuDH++eefvHWWiIiI3mn5mjitXbsWw4YNw9dff42zZ8+iYcOGaNmyJe7cuaM3PiYmBsHBwWjYsCHOnj2Lr776CkOGDMHGjRulmKioKHTt2hUhISE4d+4cQkJC0KVLFxw/fjxH+501axbmzp2LBQsW4OTJk3BxcUHz5s3x/Pnz/HtCiIiIqEiTCSFEflVep04dVK9eHYsWLZLKKlasiPbt2yMsLEwnfsyYMdi6dSsuXboklQ0YMADnzp1DVFQUAKBr165ITEzErl27pJigoCDY29tj9erVBu1XCAE3NzcMGzYMY8aMAQCkpqaiRIkSmDlzJvr3729Q/xITE6FUKpGQkAA7O7scPDNERERUUPLy+51vI05paWk4ffo0AgMDtcoDAwNx9OhRvdtERUXpxLdo0QKnTp1Cenr6G2My6zRkvzExMYiNjdWKMTc3R6NGjbJsGxEREZFpflX8+PFjqNVqlChRQqu8RIkSiI2N1btNbGys3niVSoXHjx/D1dU1y5jMOg3Zb+a/+mJu376dZZ9SU1ORmpoq3U9MTMwyloiIiN49+T45XCaTad0XQuiUZRf/erkhdRor5lVhYWFQKpXSzd3dPctYIiIievfkW+JUvHhxyOVyndGluLg4nZGeTC4uLnrjTU1N4ejo+MaYzDoN2a+LiwsA5KhtADBu3DgkJCRIt7t372YZS0RERO+efEuczMzMUKNGDezdu1erfO/evahfv77eberVq6cTv2fPHtSsWRMKheKNMZl1GrJfb29vuLi4aMWkpaXh4MGDWbYNyJgHZWdnp3UjIiKi94jIR2vWrBEKhUIsWbJEXLx4UQwbNkxYW1uLW7duCSGEGDt2rAgJCZHib968KaysrMTw4cPFxYsXxZIlS4RCoRAbNmyQYo4cOSLkcrmYMWOGuHTpkpgxY4YwNTUVx44dM3i/QggxY8YMoVQqxaZNm8T58+dF9+7dhaurq0hMTDS4fwkJCQKASEhIyMvTRERERG9RXn6/8zVxEkKIH3/8UXh6egozMzNRvXp1cfDgQemx0NBQ0ahRI634yMhIUa1aNWFmZia8vLzEokWLdOpcv3698PHxEQqFQlSoUEFs3LgxR/sVQgiNRiMmTZokXFxchLm5uQgICBDnz5/PUd+YOBERERU9efn9ztd1nN51XMeJiIio6CmU6zgRERERvWuYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZiIkTERERkYGYOBEREREZKF8Tp/j4eISEhECpVEKpVCIkJATPnj174zZCCEyePBlubm6wtLRE48aN8c8//2jFpKamYvDgwShevDisra3Rtm1b3Lt3L8f7lslkOrfw8HBjdJ2IiIjeQfmaOPXo0QPR0dGIiIhAREQEoqOjERIS8sZtZs2ahblz52LBggU4efIkXFxc0Lx5czx//lyKGTZsGDZv3ow1a9bg8OHDSEpKQuvWraFWq3O876VLl+LBgwfSLTQ01HhPABEREb1bRD65ePGiACCOHTsmlUVFRQkA4vLly3q30Wg0wsXFRcyYMUMqe/nypVAqlSI8PFwIIcSzZ8+EQqEQa9askWL+/fdfYWJiIiIiInK0bwBi8+bNue5jQkKCACASEhJyXQcRERG9XXn5/c63EaeoqCgolUrUqVNHKqtbty6USiWOHj2qd5uYmBjExsYiMDBQKjM3N0ejRo2kbU6fPo309HStGDc3N1SuXFmKycm+v/jiCxQvXhy1atVCeHg4NBpNln1KTU1FYmKi1o2IiIjeH6b5VXFsbCycnZ11yp2dnREbG5vlNgBQokQJrfISJUrg9u3bUoyZmRns7e11YjK3N3Tf06ZNw4cffghLS0vs27cPI0aMwOPHjzF+/Hi97QsLC8OUKVOy6jIRERG943I84jR58mS9k6pfvZ06dQpAxuTr1wkh9Ja/6vXHDdnm9RhD9j1+/HjUq1cP/v7+GDFiBKZOnYrZs2dnuY9x48YhISFBut29e/eNbSIiIqJ3S45HnL744gt069btjTFeXl74+++/8fDhQ53HHj16pDOilMnFxQVAxoiRq6urVB4XFydt4+LigrS0NMTHx2uNOsXFxaF+/fpSTE73DWQczktMTMTDhw/1xpmbm8Pc3DzL7YmIiOjdluMRp+LFi6NChQpvvFlYWKBevXpISEjAiRMnpG2PHz+OhIQEKcF5nbe3N1xcXLB3716pLC0tDQcPHpS2qVGjBhQKhVbMgwcPcOHCBSkmN/sGgLNnz8LCwgLFihXL6dNCRERE74F8m+NUsWJFBAUFoV+/fli8eDEA4LPPPkPr1q3h4+MjxVWoUAFhYWHo0KEDZDIZhg0bhm+//RblypVDuXLl8O2338LKygo9evQAACiVSvTt2xcjRoyAo6MjHBwcMHLkSPj5+aFZs2YG73vbtm2IjY1FvXr1YGlpiQMHDuDrr7/GZ599xlElIiIi0s/IZ/hpefLkiejZs6ewtbUVtra2omfPniI+Pl4rBoBYunSpdF+j0YhJkyYJFxcXYW5uLgICAsT58+e1tnnx4oX44osvhIODg7C0tBStW7cWd+7cydG+d+3aJfz9/YWNjY2wsrISlStXFvPmzRPp6ekG94/LERARERU9efn9lgkhRAHnbkVWYmIilEolEhISYGdnV9DNISIiIgPk5feb16ojIiIiMhATJyIiIiIDMXEiIiIiMhATJyIiIiIDMXEiIiIiMhATJyIiIiIDMXEiIiIiMhATJyIiIiIDMXEiIiIiMhATJyIiIiID5dtFfomIiIiyotYInIh5irjnL+Fsa4Ha3g6Qm8gKulnZYuJEREREb1XEhQeYsu0iHiS8lMpclRaY1MYXQZVdC7Bl2eOhOiIiInprIi48wMCVZ7SSJgCITXiJgSvPIOLCgwJqmWGYOBEREdFbodYITNl2EULPY5llU7ZdhFqjL6JwYOJEREREb8WJmKc6I02vEgAeJLzEiZinb69ROcTEiYiIiN6KuOdZJ025iSsITJyIiIjorXC2tTBqXEFg4kRERERvRW1vB7gqLZDVogMyZJxdV9vb4W02K0eYOBEREdFbITeRYVIbXwDQSZ4y709q41uo13Ni4kRERERvTVBlVyz6uDpclNqH41yUFlj0cfVCv44TF8AkIiKityqosiua+7pw5XAiIiIiQ8hNZKhXxrGgm5FjTJzyQIiMBboSExMLuCVERERkqMzf7czf8Zxg4pQHz58/BwC4u7sXcEuIiIgop54/fw6lUpmjbWQiN+kWAQA0Gg3u378PW1tbyGSF97hsYmIi3N3dcffuXdjZ2RV0c94q9p19Z9/fH+w7+25o34UQeP78Odzc3GBikrPz5DjilAcmJiYoVapUQTfDYHZ2du/dByoT+86+v2/Yd/b9fZPTvud0pCkTlyMgIiIiMhATJyIiIiIDMXF6D5ibm2PSpEkwNzcv6Ka8dew7+/6+Yd/Z9/fN2+47J4cTERERGYgjTkREREQGYuJEREREZCAmTkREREQGYuJEREREZCAmTkXQ5MmTIZPJtG4uLi7S40IITJ48GW5ubrC0tETjxo3xzz//aNWRmpqKwYMHo3jx4rC2tkbbtm1x7969t92VHPPy8tLpu0wmw+effw4A6NWrl85jdevW1aqjKPX9r7/+Qps2beDm5gaZTIYtW7ZoPW6s1zo+Ph4hISFQKpVQKpUICQnBs2fP8rl3b/amvqenp2PMmDHw8/ODtbU13Nzc8Mknn+D+/ftadTRu3Fjn/dCtWzetmKLWd8B47/Oi2Hd9n3+ZTIbZs2dLMUXxdQ8LC0OtWrVga2sLZ2dntG/fHleuXNGKeVc/79n1vbB93pk4FVGVKlXCgwcPpNv58+elx2bNmoW5c+diwYIFOHnyJFxcXNC8eXPp2noAMGzYMGzevBlr1qzB4cOHkZSUhNatW0OtVhdEdwx28uRJrX7v3bsXANC5c2cpJigoSCtm586dWnUUpb4nJyejatWqWLBggd7HjfVa9+jRA9HR0YiIiEBERASio6MREhKS7/17kzf1PSUlBWfOnMGECRNw5swZbNq0CVevXkXbtm11Yvv166f1fli8eLHW40Wt75mM8T4vin1/tc8PHjzAr7/+CplMho8++kgrrqi97gcPHsTnn3+OY8eOYe/evVCpVAgMDERycrIU865+3rPre6H7vAsqciZNmiSqVq2q9zGNRiNcXFzEjBkzpLKXL18KpVIpwsPDhRBCPHv2TCgUCrFmzRop5t9//xUmJiYiIiIiX9tubEOHDhVlypQRGo1GCCFEaGioaNeuXZbxRbnvAMTmzZul+8Z6rS9evCgAiGPHjkkxUVFRAoC4fPlyPvfKMK/3XZ8TJ04IAOL27dtSWaNGjcTQoUOz3Kao9t0Y7/Oi2vfXtWvXTjRt2lSr7F143ePi4gQAcfDgQSHE+/V5f73v+hTk550jTkXUtWvX4ObmBm9vb3Tr1g03b94EAMTExCA2NhaBgYFSrLm5ORo1aoSjR48CAE6fPo309HStGDc3N1SuXFmKKQrS0tKwcuVK9OnTR+siy5GRkXB2dkb58uXRr18/xMXFSY+9K30HjPdaR0VFQalUok6dOlJM3bp1oVQqi9RzkpCQAJlMhmLFimmV//777yhevDgqVaqEkSNHav11XpT7ntf3eVHue6aHDx9ix44d6Nu3r85jRf11T0hIAAA4ODgAeL8+76/3PauYgvq88yK/RVCdOnXw22+/oXz58nj48CG++eYb1K9fH//88w9iY2MBACVKlNDapkSJErh9+zYAIDY2FmZmZrC3t9eJydy+KNiyZQuePXuGXr16SWUtW7ZE586d4enpiZiYGEyYMAFNmzbF6dOnYW5u/s70HYDRXuvY2Fg4Ozvr1O/s7FxknpOXL19i7Nix6NGjh9ZFPnv27Alvb2+4uLjgwoULGDduHM6dOycd4i2qfTfG+7yo9v1Vy5cvh62tLTp27KhVXtRfdyEEvvzySzRo0ACVK1cG8P583vX1/XUF/Xln4lQEtWzZUvq/n58f6tWrhzJlymD58uXSBNFXR2CAjDfj62WvMySmMFmyZAlatmwJNzc3qaxr167S/ytXroyaNWvC09MTO3bs0PlyfVVR6/urjPFa64svKs9Jeno6unXrBo1Gg4ULF2o91q9fP+n/lStXRrly5VCzZk2cOXMG1atXB1A0+26s93lR7Purfv31V/Ts2RMWFhZa5UX9df/iiy/w999/4/DhwzqPveuf9zf1HSgcn3ceqnsHWFtbw8/PD9euXZPOrns9e46Li5P+UnFxcUFaWhri4+OzjCnsbt++jT///BOffvrpG+NcXV3h6emJa9euAXg3+p7JWK+1i4sLHj58qFP/o0ePCv1zkp6eji5duiAmJgZ79+7V+utTn+rVq0OhUGi9H4pq31+Vm/d5Ue/7oUOHcOXKlWy/A4Ci9boPHjwYW7duxYEDB1CqVCmp/H34vGfV90yF5fPOxOkdkJqaikuXLsHV1VUapswcmgQy5gIdPHgQ9evXBwDUqFEDCoVCK+bBgwe4cOGCFFPYLV26FM7OzmjVqtUb4548eYK7d+/C1dUVwLvR90zGeq3r1auHhIQEnDhxQoo5fvw4EhISCvVzkvkleu3aNfz5559wdHTMdpt//vkH6enp0vuhqPb9dbl5nxf1vi9ZsgQ1atRA1apVs40tCq+7EAJffPEFNm3ahP3798Pb21vr8Xf5855d34FC9nk3eBo5FRojRowQkZGR4ubNm+LYsWOidevWwtbWVty6dUsIIcSMGTOEUqkUmzZtEufPnxfdu3cXrq6uIjExUapjwIABolSpUuLPP/8UZ86cEU2bNhVVq1YVKpWqoLplMLVaLTw8PMSYMWO0yp8/fy5GjBghjh49KmJiYsSBAwdEvXr1RMmSJYts358/fy7Onj0rzp49KwCIuXPnirNnz0pnkhjrtQ4KChJVqlQRUVFRIioqSvj5+YnWrVu/9f6+6k19T09PF23bthWlSpUS0dHR4sGDB9ItNTVVCCHE9evXxZQpU8TJkydFTEyM2LFjh6hQoYKoVq1ake67Md/nRa3vmRISEoSVlZVYtGiRzvZF9XUfOHCgUCqVIjIyUuv9nJKSIsW8q5/37Ppe2D7vTJyKoK5duwpXV1ehUCiEm5ub6Nixo/jnn3+kxzUajZg0aZJwcXER5ubmIiAgQJw/f16rjhcvXogvvvhCODg4CEtLS9G6dWtx586dt92VXNm9e7cAIK5cuaJVnpKSIgIDA4WTk5NQKBTCw8NDhIaG6vSrKPX9wIEDAoDOLTQ0VAhhvNf6yZMnomfPnsLW1lbY2tqKnj17ivj4+LfUS/3e1PeYmBi9jwEQBw4cEEIIcefOHREQECAcHByEmZmZKFOmjBgyZIh48uSJ1n6KWt+N+T4van3PtHjxYmFpaSmePXums31Rfd2zej8vXbpUinlXP+/Z9b2wfd5l/99oIiIiIsoG5zgRERERGYiJExEREZGBmDgRERERGYiJExEREZGBmDgRERERGYiJExEREZGBmDgRERERGYiJExG9NZMnT4a/v39BN6NIS0tLQ9myZXHkyJFsY1NTU+Hh4YHTp0+/hZYRvR+YOBGRUchksjfeevXqhZEjR2Lfvn0F0r6NGzeiTp06UCqVsLW1RaVKlTBixAjp8aKS1P3000/w9PTEBx98kG2subk5Ro4ciTFjxryFlhG9H5g4EZFRPHjwQLrNmzcPdnZ2WmXff/89bGxsDLo4p7H9+eef6NatGzp16oQTJ07g9OnTmD59OtLS0t56W/Jq/vz5+PTTTw2O79mzJw4dOoRLly7lY6uI3h9MnIjIKFxcXKSbUqmETCbTKXt9VKdXr15o3749vv32W5QoUQLFihXDlClToFKpMGrUKDg4OKBUqVL49ddftfb177//omvXrrC3t4ejoyPatWuHW7duZdm27du3o0GDBhg1ahR8fHxQvnx5tG/fHvPnzwcALFu2DFOmTMG5c+ekEbJly5YBAObOnQs/Pz9YW1vD3d0dgwYNQlJSklT3smXLUKxYMWzfvh0+Pj6wsrJCp06dkJycjOXLl8PLywv29vYYPHgw1Gq1tJ2XlxemTZuGHj16wMbGBm5ublJ7snLmzBlcv34drVq1ksrS0tLwxRdfwNXVFRYWFvDy8kJYWJj0uKOjI+rXr4/Vq1e/sW4iMgwTJyIqUPv378f9+/fx119/Ye7cuZg8eTJat24Ne3t7HD9+HAMGDMCAAQNw9+5dAEBKSgqaNGkCGxsb/PXXXzh8+DBsbGwQFBSU5QiSi4sL/vnnH1y4cEHv4127dsWIESNQqVIlaYSsa9euAAATExP88MMPuHDhApYvX479+/dj9OjRWtunpKTghx9+wJo1axAREYHIyEh07NgRO3fuxM6dO7FixQr89NNP2LBhg9Z2s2fPRpUqVXDmzBmMGzcOw4cPx969e7N8rv766y+UL18ednZ2UtkPP/yArVu3Yt26dbhy5QpWrlwJLy8vre1q166NQ4cOZVkvEeVAni9rTET0mqVLlwqlUqlTPmnSJFG1alXpfmhoqPD09BRqtVoq8/HxEQ0bNpTuq1QqYW1tLVavXi2EEGLJkiXCx8dHaDQaKSY1NVVYWlqK3bt3621PUlKSCA4OFgCEp6en6Nq1q1iyZIl4+fJllm3Lyrp164Sjo6NWXwGI69evS2X9+/cXVlZW4vnz51JZixYtRP/+/aX7np6eIigoSKvurl27ipYtW2a576FDh4qmTZtqlQ0ePFg0bdpU6/l43ffffy+8vLyy7RsRZY8jTkRUoCpVqgQTk/++ikqUKAE/Pz/pvlwuh6OjI+Li4gAAp0+fxvXr12FrawsbGxvY2NjAwcEBL1++xI0bN/Tuw9raGjt27MD169cxfvx42NjYYMSIEahduzZSUlLe2L4DBw6gefPmKFmyJGxtbfHJJ5/gyZMnSE5OlmKsrKxQpkwZrT54eXnBxsZGqyyzD5nq1aunc/9Nc5FevHgBCwsLrbJevXohOjoaPj4+GDJkCPbs2aOznaWlZbb9JCLDMHEiogKlUCi07stkMr1lGo0GAKDRaFCjRg1ER0dr3a5evYoePXq8cV9lypTBp59+il9++QVnzpzBxYsXsXbt2izjb9++jeDgYFSuXBkbN27E6dOn8eOPPwIA0tPTc92HN5HJZFk+Vrx4ccTHx2uVVa9eHTExMZg2bRpevHiBLl26oFOnTloxT58+hZOTU7b7JqLsmRZ0A4iIcqJ69epYu3YtnJ2dteb65JSXlxesrKykkSMzMzOtydsAcOrUKahUKsyZM0caFVu3bl3uG/+aY8eO6dyvUKFClvHVqlXDokWLIITQSrDs7OzQtWtXdO3aFZ06dUJQUBCePn0KBwcHAMCFCxdQrVo1o7Wb6H3GESciKlJ69uyJ4sWLo127djh06BBiYmJw8OBBDB06FPfu3dO7zeTJkzF69GhERkYiJiYGZ8+eRZ8+fZCeno7mzZsDyEikYmJiEB0djcePHyM1NRVlypSBSqXC/PnzcfPmTaxYsQLh4eFG68uRI0cwa9YsXL16FT/++CPWr1+PoUOHZhnfpEkTJCcn459//pHK/ve//2HNmjW4fPkyrl69ivXr18PFxQXFihWTYg4dOoTAwECjtZvofcbEiYiKFCsrK/z111/w8PBAx44dUbFiRfTp0wcvXrzIcgSqUaNGuHnzJj755BNUqFABLVu2RGxsLPbs2QMfHx8AwEcffYSgoCA0adIETk5OWL16Nfz9/TF37lzMnDkTlStXxu+//651qn9ejRgxAqdPn0a1atUwbdo0zJkzBy1atMgy3tHRER07dsTvv/8uldnY2GDmzJmoWbMmatWqhVu3bmHnzp3SCFlUVBQSEhJ0Dt8RUe7IhBCioBtBRPS+8fLywrBhwzBs2LAcbXf+/Hk0a9ZMmiCfnc6dO6NatWr46quvctlSInoVR5yIiIoQPz8/zJo1640LfmZKTU1F1apVMXz48PxvGNF7gpPDiYiKmNDQUIPizM3NMX78+HxuDdH7hYfqiIiIiAzEQ3VEREREBmLiRERERGQgJk5EREREBmLiRERERGQgJk5EREREBmLiRERERGQgJk5EREREBmLiRERERGQgJk5EREREBvo/rFhr5hM5UxAAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121025\n", + "Full nudge sequence is 0 dd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 74\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121029\n", + "Full nudge sequence is 0 uduuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[6] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 218\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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XxJLse+DAAeuxwvweA8pLL73k0LZGjRp2//YsP7PNmzfbtZsxY4YCKMePH7c7/sgjjyihoaEF9r93795K586d7d57CpEr1Lt3b0Wr1SpXrlyxHktNTVX8/f2VFStWuHycOzlEly9fVvbu3ats3rxZee655xQfHx/liSeeKLBPv//+u6JWq5XJkycX2LZLly4O/w51Op3y6KOPKklJSYqiKMrp06cVlUqlDBkyxO41BgcHKx07drQ7X2Gu65bn9/f3tz6XoijKqFGjHK4l3kJGiLzc//73P/bu3ctPP/3E448/zrFjx3jkkUdu6Zx582ss00MZGRm3dF5nsrKyGDBgAL/++isbNmygbdu2N32u0NBQp389X79+HXA+6pCYmMi9997LxYsX+eGHH6hZs6bd/fXr1+err77i7NmzNGrUiLCwMObPn8+CBQsAqFq1qlt9mz9/Pnv37uXAgQOcO3eO06dP079/fwDrEHebNm2oVKkSSUlJJCUlMWDAAFQqldO/9jp16sTevXvZvXs3n3zyCdHR0TzxxBPWkSsLy2MHDBhgPW9ISAidOnXiiy++cFpm4FalpaWRkJDgcsTgu+++Iz4+nscee8zhPsvvnqufo+3PUKfT2X2tXLmy0H0t7O+MVqulVatWdOzYkccee4yffvqJ06dPu1w6XpChQ4cC2OXo3czvsbvyPtbHx8fl8czMzHzPtX79emJjY3n99ddJTk62/n6Beao5KSmpwDykoUOHYjAY2Ldvn/XYpk2b0Ov1tzTKDRAREUGrVq3o3r078+bN45VXXmHRokUcPHgw38e1adOGOnXquJ03eccdd7B371727dvHkSNHSEpKYtWqVYSEhABYp6cffPBB63tkeX2//fYbf//9t8M53bmunzx5kp9//plevXqhKIr13A8++KD1eb1N0WXyiVKpfv361oS7u+66C6PRyEcffcT69eut/zD8/Pyc5v9cu3bttvY1r6ysLPr378+2bdv45ptv6Nat2y2dr3HjxqxduxaDwWCXJ3D48GEAhxodiYmJ3HPPPZw5c4Yff/zRaS4JwP3338/Zs2c5efIkBoOBOnXqWIe6O3fu7Fbfatasaf055bV27VrS09PZs2ePNefA1ldffUViYqLdfSEhIdbztW3blrZt29K0aVMmTpzIoUOHUKvVJCcn88UXXwDQunVrp8+9Zs0aJk6c6NZrcNemTZswGo0ua/8sW7YMHx8fhg0b5nCf5Wd0+PBhevbsaXff4cOH7X6Ge/futbs/Jiam0H1t3Lix9fcj73PZ9seVatWqERkZyT///FPo5was06G2CcOF+T329fV1Wq+qqKcWnTly5AgGg8G6QMDW0qVLWbp0KV999ZU18HfG2ev/4osvuPvuu53+W7gVlkUT//zzD82bN8+3raIobidx+/n5ufy3bZsH6CrP7OOPP+b111+3O+bOdd0SaK1fv95pbbGVK1fy2muvFXsSeUkiI0TCzuuvv06FChV48cUXrYXBoqOj+eeff+wunAkJCezcudNT3bSODP3000988cUX9OjR45bPOWDAAFJTU61BgMXKlSuJjIy0G32yBEOnT59my5YtBV4gVSoVtWvXpn79+hiNRt59912aNWvmdkCUn2XLlhEcHMyPP/7Itm3b7L7eeOMNsrKyCsznqF27Ns8++yyHDx9m3bp1gDnYycjI4NVXX3U477Zt2wgLCyvyvyLPnTvHtGnTCAkJ4fHHH3e4Pz4+nu+++47+/fs7XelXtWpV2rRpw6pVq+ySjXfv3s3x48ftPlRatWpl9+XsfAUZMGAAf//9t93KLYPBwKpVq2jbtm2BeTEnT57kwoUL1KpVq9DPDeaRAMAuqCjM73F0dLRDYv9PP/3kdrLurRg5cqTT3yvA+odOp06d8j3HJ598Yl2VBebVWN99953d6rKiYulbQT+r3bt3c+LECaeBXmFt3ryZCxcuMGnSJKfvVcOGDfnf//7nUDAyr7zXdaPRyMqVK7njjjucnveZZ57h8uXLxZr3WRLJCJGwU6FCBWbMmMGzzz7LmjVrGDp0KMOGDWPJkiUMHTqUsWPHkpCQwOuvv065cuWK/Pl37NhhXWpqNBo5e/as9a+XLl26WFdVPfjgg3z//ffMnDmT0NBQu+HpcuXK0aBBA+vto0ePcvToUcD8gZqenm49Z4MGDaxt77//fu69914mTJhASkoKtWrVYu3atcTGxrJq1SrrX0oZGRn06NGDgwcP8s4772AwGOyev1KlStxxxx3W208++SRdu3YlNDSU06dP895773HhwgV27Nhxy+/XkSNH2LNnDxMmTODuu+92uL9jx44sWLCAZcuWOa3+a2vatGksXryY2bNn89BDD7Fs2TIqVKjAtGnTnFbeHT58OG+99RZ//PEHTZs2zffczqoCW0YIDAYDV65c4ZdffmH58uVoNBq++uoruxV0FpbSAs6myyzmz5/Pvffey6BBg5g4cSJXrlzh+eefp1GjRowaNSrfflrs27ePuLg4wLyE2/KXNJhHy2rUqAHA6NGjef/99xk0aBDz5s0jPDycDz74gOPHj7N161br+f7880+efvppHnzwQWrWrIlarebw4cO8/fbbhIaGMm3atHz7s2bNGr788kt69epFjRo1SEpK4vPPP+fTTz9l5MiRdu+/u7/HAMOGDWPWrFm8+OKLdOnShaNHj7Jo0SLrdE1xio6Odlk1vmrVqnYjhG+88QZHjx6lW7duVKtWjStXrrBs2TK2bNnCyy+/TFhYGACxsbGkp6c7HVU6e/asdVTw1KlTANafaXR0tHVE5aWXXuLff/+lc+fOVK1alaSkJGJjY1m6dCmDBg2yK6HRtGlThg4dSv369fHz82PPnj288cYbRERE8Oyzz97qW8SyZcvQarX83//9n9Pg+vHHH2fy5Mls2rSJfv36uTxP3ut6+fLluXTpEvPnz3c6EtuoUSMWLVrEsmXL7BaJlHkezF8SHpRfYmtGRoZSvXp1pXbt2tYibitXrlTq16+v+Pn5KQ0aNFDWrVvnMqn6jTfecDgnLpI383KWZGj52rZtm935XH3lTYC1FE9z9pW3Tzdu3FAmT56sREREKD4+PkqTJk0cEmMtr9PVV95E8H79+ilVqlRRdDqdEhERoYwcOVKJi4sr8L1QFNeFGS2mTJmiAMqhQ4dcnuP5559XAGX//v2KouRf4M9SaNCSkD1lyhSX5/37778VQHnyySddtrEUCdy4caP1WN7ETx8fHyU8PFzp0qWL8p///McuQTavOnXqKNHR0S4ToC22bNmitGvXTvHz81MqVqyoDB8+3GkxT1csSerOvpYvX27XNj4+Xhk+fLhSsWJFxc/PT2nXrp1DInt8fLwydOhQ5Y477lACAgIUHx8fpWbNmsr48eOVc+fOFdifXbt2Kd26dVMiIiIUnU6nBAQEKK1bt1Y++OADu4KDFu78HiuKomRlZSnPPvusEhUVpfj7+ytdunRRDh065DKpOu/1wlVhwhEjRiiBgYEFvi5ncJJUvWHDBqVTp05KpUqVFK1WqwQHByt33nmnw2saOnSoywR4VwnHef/NbtiwQbnnnnuUypUrK1qtVgkKClLatGmjvPfee3bFPhVFUQYPHqzUqlVLCQwMVHQ6nVKjRg1l/PjxbifJOyvMaHH16lXFx8dH6d+/v8vHJyYmKv7+/kqfPn3sXmNB1/X+/fsrPj4++f5bGzx4sKLVagsskFqWqBSlmIqJCCG83ttvv83UqVP566+/7EbthChq2dnZhIeH8+qrr/Lkk096ujuiFJKASAhR5P766y8OHjzI9OnTiYiIKHBljhBCeJoEREKIInfXXXexf/9+unTpwsKFC13migghREkhAZEQQgghvJ4suxdCCCGE15OASAghhBBeTwIiIYQQQng9KczoJpPJxKVLlwgODnZaZE4IIYQQJY+iKNy4cYPIyMh8t1SRgKgA77//Pu+//z7Z2dnW6qZCCCGEKF3Onz9PtWrVXN4vq8zclJycTPny5Tl//nyxbFlxO2RnZ1t3WR8zZox1p2p3mUwmFEWhfPnyXrXhnxDCfWlpadZtJi5dukRgYKCHe1T6uXPtNhgMLF26FDBvBPvll18C0LNnT7RaLYGBgWg0GjJUGbSuZt6see+Fvfgr/kDu9V0drKZxaGMALnGJQEr/zy8lJYWoqCiSkpLy3ZZGRojcZJkmK1euXKkNiIxGI4MGDSItLY0KFSoUOiAyGo0YDAbKlSsnAZEQwinba0O5cuUkICoC7ly7jUYjffr0IT09nfDwcLp3705GRgYVK1ZErVYTHByMRqNBj563TW8DEF4hHB066+ONRiO+Qb68p3qPwMBAwtRh1vvLgoLSXWSEyE0pKSmEhISQnJxcagMiMP/SJyYmotVqCx3UWAKiChUqSEAkhHAqLS2NoKAgAFJTUyUgKiLuXLuNRiPJycloteaxjpSUFOt9loAov/MbjUaCgoJQFKVMXefd/fyWVWZCCCGE8HoSEHkRk8nEiRMniIuLw2Qyebo7Qggh3ODOtdtkMnHmzBnOnz+PwWDg3LlzXLp0yaG9AQNbfbey1XcrBgwO5zFgYItuC5vY5PT+skxyiApgWWVmNBo93ZVbZjAYWLduHQATJ05Epys7c8NCCFHSXbsG+/bl3m7eHCpXLvhx7ly7jUYjGzZsAGDIkCFs2bIFMCdY2y41z1ZlM7zicABOxp9Eq9iHAVlk8WjIowCkkorWi8IE73mlN2nSpElMmjTJOgcphBBC3Iw774S//869HRkJFy6AlLYrGWTKTAghhLgNLKXs6tc3///SJSgDkw9lhgREQgghRDEzmUCvN3+fM7NlPS5KBpkyE0IIIYpZVlbu935+ud/nLXyj10Nmpvl7rRb8/Yu/b8JMRogK8P7779OgQQNat27t6a4IIYQopWwDItsgx3aE6Nw5qFIFypUzfwUGwnvv3b4+ejsJiAowadIkjh49yt69ez3dFSGEEKWUbUDk65v7ve0I0cGDkJBgf98XXxR/34TZTU2ZnT9/nri4ONLT06lUqRINGzbE1/YnLEokjUbDfffdR3p6er47/gohhChaloDIxwdsC0DbjhBZgqO2beGtt6BjRzh+3L1rt1qtpmvXrmRkZODj40OHDh3IyMhwaK9TdMxJnmP9Pi8ffJiXOo+AgAB81K63d3r+edi40Y0XXkj//a/5dXuC2wHR2bNnWbx4MWvXruX8+fPY7vjh4+PDnXfeybhx43jggQfkw7aE0mg0tGrVisTExDJTkl0IIUoDS0Dk52e/zN42ILJ8r9NBo0bm7//9F1JTC752azQamjZtat26o0GDBnZbd1jo0DEqfZTLfurQMSZzDBX8K6DB+XPp9TB/vuvXeivS0ornvO5wKyB66qmnWL58Od27d+eVV16hTZs2VK1aFX9/f65fv86RI0f45ZdfmDVrFrNnz2b58uWScyOEEELksAREvr5gO2ZgO2VmCYhUKnMOUZUqcPmyeZSoZcvb19eCpKbmfv/DD+bk76LSpEnRnauw3HoZPj4+nDp1ikqVKjncFx4ezt13383dd9/NSy+9xHfffcfZs2fLTEBUlipVm0wm4uLiSE1NJSoqSkaJhBDiNnEVEDmbMrPcX7euOSA6dsxEaGj+126TycSFCxdITU2lSpUqXLlyhfT0dMLCwuxmbYwY+d3ndwDaZrd1GAUyYmSXbhdBBNGVrk5HiW7cMP/fxwfuuaeQb0QJ5lZA9MYbb7h9wp49e950Z0qislSp2mAwsGrVKkC27hBCiNvJNiCynTJzNkJkGxBt3w6zZ6tQFDVQjvr1A3n9dT01ativ1zcajXyRk4E9ZMgQvvvuO8Bx644sVRYPhj4ImLfuCFAC7M6TSSb9Q/oD5q07Agl0eC2WEaKgIDdffCnhdrJPs2bNWLRoEYmJicXZHyGEEKLMKcwIkSVgatPG/P8zZ1TExcUQFxfD99/78vnnnv1j1hIQBQd7tBtFzu2AqG3btrzwwgtERkbyyCOP8OOPPxZnv4QQQogyw1JsMe8IkbOkakvANGIExMbCqlUGHnxwPXXqHAcgOdmzm59Zpsy8doRoyZIlxMfH89///pd///2X7t27Ex0dzSuvvMK5c+eKs49CCCFEqWY7QgS5QVF+U2YaDfToAYMGmWjU6C8iIy8B4GTx2G3l9VNmAH5+fgwbNoyffvqJkydPMmzYMJYtW0bNmjXp0aMHn332WXH102OkUrUQQohblTcgsgQ9+U2Z5eXraz5JSopnR4i8fsosr5iYGF599VXi4uL49NNP2bdvH4888khR9q1EkErVQgghbpWrEaL8pszysgREN27IlFlxuKXqAdu2bWP58uV8+eWXaLVaxo4dW1T9EkIIIcoMVyNE+U2Z5ZUbEBVDBwuhrI4QFTogOnfuHCtWrGDFihXExcVx55138sEHHzBo0CD8ZVveEk2j0dCtWzfZukMIIW4z20rVULgpM8u128fHj88/dz5CpFar6dSpE5mZmWi1Wtq0aUNmZiaqPCfTKlpeSHnB+n1eOnS8lPYS/v7+6NTOV7OV1RwitwOiNWvWsHz5crZt20blypUZPnw4Y8aMoVatWsXZP1GENBoN7du3l607hBDiNruZpGoLy7U7Lc08NOQsINJoNLRs2dK6dUeTJk2cbt3hgw8T0ya67KcPPjyR8QQV/Fxv3eH1U2YjR46kV69efP311/Ts2VNGGIQQQgg3uZNUXdCUWXCwOXry9LJ7r58yu3DhAuHh4cXZlxKprG3dcenSJVJSUqhSpYqMEgkhxG3iTlK1qykzy7U7MzMdqMCNG+a29vWMTMTHx5OWlkZYWBiJiYmkpaVRvnx5h607DusOA9BY39jp1h1/aP8gmGBa09rpKFFZnTJze5jHNhj65JNP6NixI5GRkZw9exaAd955h2+++aboe+hhZWmVmcFg4OOPP2b9+vVlIsATQghPuHgR+vSBjh1zv+6/37wJqyu3klRtuXZv3folAEajiowM+zZGo5F169bx7bffkp2dzTfffMPWrVsx2UZcmLfu6BnWk55hPclSZTn0M5NMul+ZRPspe3lsnIlx4+DFF8073FtYpszK2ghRoee9PvzwQ6ZOnUrPnj1JSkqyfrCWL1+ed955p6j7J4QQQpQon3wC334LO3fmfsXGwpo1rh9jW6kabm7KTKfLRqUyR1DFuvR+3vOw6ElWLNWxdCm8+ip8+WXu3V4/QmSxcOFCli5dysyZM+2mXFq1asXhw4eLtHNCCCFESfPnn+b/jxplDhR69TLfth1FycudpOqCCjOq1RAUZG5UrNWqU82Rzn29DHTubD70++82d0tAZHbmzBmaN2/ucNzX15e0tLQi6ZQQQghRUln+9n/gARgwAOrUMd/OMztlpyiSqgHKlbsNI0Qmcwd69DIyZoz50J49uXfLlFmOmJgYDh065HD8+++/p0GDBkXRpxJFtu4QQghhkZ0Nf/9t/r5xY/P/nQU3eRVFpWrIXWlWrNt35AREajVYPvoOHACDwfx9WR0hKnRhxunTpzNp0iQyMzNRFIU9e/awdu1a5s6dy0cffVQcffSoSZMmMWnSJFJSUggJCfF0d4QQQtwCRYEzZ+ynt6pUgXLl8n/coUMQF2dOqDYYICQEoqLM991MQOQsqbqgKTPInTIr1hEiozkdRq2GunXNI0E3bkBgoLlvltdS1kaICh0QjRo1CoPBwLPPPkt6ejpDhgyhatWqvPvuuwwePLg4+iiEEEIUiWefhTfftD8WFGQOksLCnD/m778hb6ZIo0a5gYuz0Z683KlUXZgRoi1bNCQn5x43GFQcPNgMAF/fctbv1eoKqNVq/Pz8UKvVGDQaeLAKRF52/SQ2I0RqNQwcCCtXmkfHLKpVg+rVXZ+iNLqpvczGjh3L2LFjuXbtGiaTySvrE5VGGo2GO++8k8zMTCmsKYTwSvv2mf8fGAg+PpCUZJ4COn3adUB0/rz5//7+0KwZ6HTwf/+Xe7+z0Z68bmXKzPba/eef5idZudKHlSvzPks/AMwVcGy/t1dt/c88tOlDl1t31NTX4jTgk7NwavlymDPHvq/h4bmvpay4pc1dw1z99ogSSaPR0KVLF9m6QwjhtSzL31evhn794I47zMFQfqM7lvvq1jUvsc+ruKfMbK/dAQHZGAxqsrIcp8wURcFg0KNSmU9uMOTOC2q1WjIy1Ozc6Uv6XzFMS53mtJ8++BCtv8McEKm11v5Urer6tZUVbgdEp06dYs6cOXz88ccAVK9enVRLZhXmH9ivv/5K3bp1i76XHlSWKlULIYS3sxQ0tOxF7k4wU9BU1u1Mqm7WzMiqVZlO7zMajda9zAC7vcyCg4NJTdVSv34E169rSE+HgADnz+FOP8oit1/uwoULiYiIsN5OTExkxowZvP3227z99tu0bt2at99+u1BPbjAYeOGFF4iJicHf35+aNWvyyiuvOFTWPHbsGH379iUkJITg4GDatWvHuXPnrPd37doVlUpl95U3nykxMZFhw4YREhJCSEgIw4YNIykpqcA+lqVK1YqicPXqVRISElDyG9sVQogyyhIQ5ZfLk1dxBET5VarOO0LkzrVbURQSEhJITEzEZDKRmJhIcnKyXfty5RSCgsxPsvPqOUw4dtiEiRtKek4n83lBZZDbI0Rbt25l4cKFdsceeOABatasCUB0dDSPPfZYoZ58/vz5LF68mJUrV9KwYUP27dvHqFGjCAkJ4amnngLMI1OdOnVizJgxzJ49m5CQEI4dO4af5bc5x9ixY3nllVest/0t4X+OIUOGcOHCBWJjYwEYN24cw4YNY+PGjYXqc2mm1+tZsmQJABMnTrT+FSGEEN7CMmVm+YhwJyG6OAMiZ3uZ5X0ed67dBoOBVatWAebPuy+++AKAgQMHWturVBARaeDkPz4MT53JSdUSAhT7YaIMMtivPgzcjVGTDdh/1pZlbn8inj17lpiYGOvtxx57zG4ZenR0NBcuXCjUk+/atYt+/frRK6fMZ3R0NGvXrmWfJesNmDlzJj179uT111+3HrMEYbYCAgLsRrBsHTt2jNjYWHbv3k3btm0BWLp0Ke3bt+f48eNlbppPCCGEc56aMsu7dcfNTpndqsiq5oCIc9WhkYtGNqvMvInbL1etVnPlyhXr7bfffpvQ0FDr7X///RedTleoJ+/UqRM//vgj//zzDwB//PEHv/76Kz179gTMu/du2rSJOnXq0KNHD8LDw2nbti1ff/21w7lWr15NWFgYDRs2ZNq0adywlNLEHHiFhIRYgyGAdu3aERISwk5nGXJAVlYWKSkpdl9CCCFKt9s1ZbZvH0yYAGPHmr/+/dd8/GamzIpSZNWcROvzUa4b2dQh8iZujxA1bNiQrVu30qZNG6f3b968mUaNXIWbzj333HMkJydTr149NBoNRqOROXPm8MgjjwBw5coVUlNTmTdvHq+99hrz588nNjaWgQMHsm3bNrp06QLAo48+SkxMDBERERw5coQZM2bwxx9/8MMPPwAQHx/vtDRAeHg48fHxTvs2d+5cZs+eXajXI4QQomTLO2XmzpL5mwmI/u//IOcjyE6lSq4f42rKrChVicwpN32iNtcT1Bi0Kut2IFZeOkLkdkA0atQopkyZQtOmTa1TXBYbN25k3rx5hd7tft26daxatYo1a9bQsGFDDh06xJQpU4iMjGTEiBHW5Op+/frx9NNPA9CsWTN27tzJ4sWLrQHR2LFjreds1KgRtWvXplWrVhw4cIAWLVoAoHISciuK4vQ4wIwZM5g6dar1dkpKClFR+UTUQgghSjSDIXf7ieKeMrMswn70UbDsatWwYW51a2ebu96uKTMAVg+lzWrzt6+8ksyoUbmzKpaAyNuqs7gdEI0dO5affvqJPn36UK9ePerWrYtKpeLvv//m+PHjPPDAA3aBiTumT5/O888/b10R1rhxY86ePcvcuXMZMWIEYWFhaLVahz3S6tevz6+//uryvC1atECn03HixAlatGhBREQE/1rGK21cvXqVypUrOz2Hr68vvmWt6pQQQngxy3QZFO2UWX75QA8/DH36OD4mv0rVxTll1rZjBlS5BJcjrcf27PFh1CibRl46QlSol7t27VrWrFlDnTp1OH78OH///Te1a9dm9erVfPbZZ4V+8vT0dIeKyRqNxjoy5OPjQ+vWrTl+/Lhdm3/++YcaNWq4PO9ff/2FXq+nSpUqALRv357k5GT22GzX+/vvv5OcnEyHDh0K3W8hhBClT3EFRPnlAxUmiLodU2aRVY1wsSqYVMyedxUAozFPBCY5RO4ZPHhwke1Z1qdPH+bMmUP16tVp2LAhBw8e5K233mL06NHWNtOnT+fhhx+mc+fO3HXXXcTGxrJx40a2b98OmJflr169mp49exIWFsbRo0d55plnaN68OR07dgTMI0r33XcfY8eOtS5dHDduHL179/aqFWYajYZ27drJ1h1CCK9ku9LLcgksrimzogyi3Ll2q9VqWrRoQVZWFlqtlsaNG5Odne2QFqJVtIxPGw+ALudctv3WoSPMUJlrgE7tXXNmbgVEaWlpBAYGun1Sd9svXLiQWbNmMXHiRK5cuUJkZCSPP/44L774orXNgAEDWLx4MXPnzmXy5MnUrVuXL774gk6dOgHmUaQff/yRd999l9TUVKKioujVqxcvvfSS3fYUq1evZvLkyXTv3h2Avn37smjRIrdfU1mg0Wi45557ZOsOIYRXyrvkHjwfELkzZebOtduy35mlUnXbtm2dro72wYcXb5g/Y9fkBDy2GzH44ENlQyWuAX6awq0cL+3cCohq1arFk08+yciRI4mMjHTaRlEUtm7dyltvvUXnzp2ZMWNGgecNDg7mnXfeKTAZe/To0XajRraioqLYsWNHgc9VsWJFa9GqwpCtO4QQomzIu+QePBcQeWrKzJarFXa3ux8lhVsB0fbt23nhhReYPXs2zZo1o1WrVkRGRuLn50diYiJHjx5l165d6HQ6ZsyYwbhx44q737fNpEmTmDRpEikpKXaFKEsjRVFISkoiJSWFChUqeLo7QghxW+Vdcg/FFxBZ/oYuiikzd67diqKQkpLCjRs3CAkJIS0tjbS0NAICAuymzUyYuKi5aH4eTS27vlruzzTqAW3O1h3eExW5FRDVrVuXzz//nAsXLvD555/z888/s3PnTjIyMggLC6N58+YsXbqUnj17Sm5KCabX663ThLJ1hxDC29zslJmrXejzO8etrEzL+zzuXLsNBgPLly8HzFt3rFu3DrDfugMgU5VJ23BzkeI31eY6fLZJ1RlkcFp1DaiPXp0F2G+DVZYV6hOxWrVqPP3009aaQEIIIURpUZKmzJyNEN3uqSpLOpJDUUpZdi+EEEKUXZ5Iqna1fuVmgqiiptaYIyGHFFkvLcwoAVEB3n//fRo0aEDr1q093RUhhBC34HbmEBXllFlxcfnavbQOkZe93MKbNGkSR48eZe/evZ7uihBCiFtQXFNmN7NzfYmYMst5HofCjDJlJoQQQpRdxT1ldquVqm/3lJlKrTj0wXxAAiIhhBCizCpJU2b5BVG3a8rMkiPkKiDythyiQq+7jo6OZvTo0YwcOZLq1asXR59EMVGr1bRs2ZKsrCyHcu5CCFHW3c5VZu7WIXKnMKM7126VSkWTJk3Izs5Gq9VSv359p1t3aBQNI9JGAKBVqXP6mttGixZ/QwAZyNYdBXrmmWdYsWIFr7zyCnfddRdjxoxhwIABZXZn+LJUqVqr1XL//feTmJgoNYiEEF6nJG3dUZgpM3eu3Vqtlrvuusu6dUfHjh2dbt3hiy9zU+YCsF2jdeiDL74EmcqRAfipfZx3vowq9JTZk08+yf79+9m/fz8NGjRg8uTJVKlShSeeeIIDBw4URx89SpKqhRCibChJAVFJmDJz9dpvdy5TSXHTL7dp06a8++67XLx4kZdeeomPPvqI1q1b07RpUz7++GMUh0pPwtMURSEtLY2MjAz5+QghvI4lh+h2FmZ0lYdTmL3M3Ll2K4pCeno6mZmZmEwmMjIyyMzMdGivoJCgTiBBneA0qVpBwWAyH7fUKfIWNz1votfr+eqrr1i+fDk//PAD7dq1Y8yYMVy6dImZM2eydetW1qxZU5R9FbdIr9fz9ttvA7J1hxDC+5SWEaK8j3Hn2m0wGFi6dClg3rrD8vmbd+uODFUGjSs3BmC15gJgn0OUTjrJigaoQJY6Awhw/gLKoEJ/Ih44cIDly5ezdu1aNBoNw4YN4+2336ZevXrWNt27d6dz585F2tGSQm/UozfqPd2Nm2Lbb71Rj8ZYuIQ5o9GIwWhAb9RjIp+rhxDCa+W9znj6erl3j4qnp6hJS1dx/hyACh9fI3qjZX5KA6jRG2yO5aE3qAENqEzoneSTmlABWozG3PtNJi2gwqjo0TtJQVXlPG+2wYDeaI6KDEbzMZNi3xd3rt22bQwmQ+5xkx7FpKA36TGpTOhVue1MKnM7o9F8v9FkRG1UWwszmhSDx39+RcHd11DogKh169bce++9fPjhh/Tv3x+dTufQpkGDBgwePLiwpy6R8iZVn006S5AxyMO9ujkGfe4/krMpZ/HNKlwivNFkxGQwkaRKQuNlqw+EEO5JT0u3fh+XGEdAtmdHGBYtDWfPnvJ2x4IiLnMm0dzPDEMEUI6rqQmcSUxyeo6EtIpAGGn6FM4kXnG4/1p6EBBJenYWZxLPA2Aw3gFouHTjAj6Jjh/ImYaqQCD/3rjKmcQbANzIMvclKcu+L+5cu23bXEy9aP3+UuolNFoNgUogao2aDFUGROb0O/NfoAbZBgPnU85jNBlRmVRgCjc/9sYFghJL/0xC6o1Ut9oV+pWePn2aGjVq5NsmMDDQuutuaTdp0iQmTZpESkoKISEhqFVqfLWlc0WdWskdh/XV+Bb6dRiNRowY8dX4ovG2AhVCCLcYtbnDIb7awl9nitqNJPMf7cMfS6FH7wwqhhqp38gImPulzbmWqVVal31Vq7TWts7a6KxTUrmfD4pinoby8/HBV+s4b6bJKROtVeusj1Epmpznse+LO9dujZJ7TfbR+Nh9r9Fo8NH4oNaoMapyfz4+WssqMzU+Gh9MKhNosNYh8vPR4ast/SvN0lXpBTfiJgKigoKhsk6r1qLTOI6KlQo2o8E6tQ6dunCvQ62oUStqdBqdBERCCKdsr486jc7j18sbyeZrVYtWRrrebQkGcvuk1ZgDF5WicdnX3EBF7bSNj9aybbzKer8lH8hHq0WncVw2prE8LzbPmxNE6TR5+uLGtVulzn0O2xF8rVqLRq2x/t+gyh1J8s0JiBRFhVatNadCqLEGRL46z//8ioJW7V6oU+iAqEKFCk4LQ6lUKvz8/KhVqxYjR45k1KhRhT21EEIIUaSSk8wf7iEVnOcHqSwJ0fksqHK3ppBim1Sdk6hcmMdYRpVu2273llVmeXOccnKILKvQvEWhA6IXX3yROXPmcP/999OmTRsURWHv3r3ExsYyadIkzpw5w4QJEzAYDIwdO7Y4+iyEEEK4JSknICpf3vmHu7PAJK/cgMj5OdROgiprTaECHmMJgmwfr1LdnkDEuuxekc1d4SYCol9//ZXXXnuN8ePH2x1fsmQJW7Zs4YsvvqBJkya89957ZSIgKkuVqtUqNbXq10KfrbcbXhVCiLIqOcl8rQsp7zziyV0y7/qaaA1UirRStWMNoNwgKs/53bh2q9QqomtHo9frUavVVIuphl6vd7p1R5+UPgDocjpnO0KkVbRgMo8Q6TTeFREVOiDavHkz8+fPdzjerVs3nnnmGQB69uzJ888/f+u9KwHyJlWXZhqths7dO5OcnCw5QEKIMk9RICU5Z8rMZUDkYsd32/O4XYfIZrSngMKMzuoQ4aIwozvXbo1GQ5vObbhx4wYajYZm7ZqRmuq4usoHH2ZfmQ3AKbUl3ym33zolN4naX+0LXlRipdDhX8WKFdm4caPD8Y0bN1KxYkUA0tLSCA4OvvXeCSGEEDcp9YbKWnSwoBGi/Ir3WwIGl6M9OUGVXQ5RAY/Jb1Tp9m3d4RgM2k6G3K6pu5Ki0CNEs2bNYsKECWzbto02bdqgUqnYs2cP3333HYsXLwbghx9+oEuXLkXeWXFrFEVBr9dj0BtQe9vksBDC61gSqn19Fbvq1LZUTgKTvApbqdo2uHJ5qS3E5q7uXLsVRcGgN2AwGFCpVJhMJowGI2qN2m7aTEEhU2Xew0SVs3mryeg4smW+XwKifI0dO5YGDRqwaNEivvzySxRFoV69euzYsYMOHToAWKfOyqIMQwbpeseaBmqVGj9t7gY5ztpYqFDhr/O/qbYZ+gwUXCQHFtBWr9ezavEqAPoN6Uf5oPLW+zINmZjyySoM0AXYtVXlM9+et21hzptfW3+tv/UfdpYhC6PiOq+rMG39tH6oc66K2cZsuyqvt9LWV+NrXf5amLZ6ox69yXVlVR+Nj3UZaWHaGkwGso3ZLtvq1LlLbAvT1mgykmXMctlWq9Za66IUpq1JMZFpyCySthqVxqY+jEKGIaNI2hbm331puEbcbFuw/7eMuUizud9Ofj1v1zUiPgHQpVEuzOjwHlraqtWAJossU5rL99loMhfjVasVp/+WsxU96PwxqPSYFBNKTlIymmwyDGmk6x3fN5PWB1Q+1mmybGM2BlU66EzoVWmk63N/7/R6PZ8u/hQ1agYOH4iiVhyqLxv0Br5a9RUA3ft1Z/s32wFo36M9JrUJtUGNRtGQocrgnph7AFh5+hdQG6xJ1QaTgST9ddClAZBsSsBHn/s7UJqvEe4oVECk1+sZN24cs2bNYu3atYV5aJnRZmkb8HM8fnfM3Xwy4BPr7SYfNnF5IW1frT3rH1pvvd32o7Zcz7jutG3Tyk357tHvrLe7ruzKhZQLTtvWCa3DthHbrLd7runJPwn/OG274psVbHs0t+2jGx/lyNUjTttW8KvA7uG7rbeHfz2c3Rd3O23rr/Xn5OST1ttjN47lpzM/OW0LcHFqbkXVyd9PZtOJTS7bnnjyhPXi+NzW5/j86Ocu2/45/k9CA0IBmL1jNiv/WOmy7e4xu4kKiQJg/q/zWbx/scu2Pw3/ibphdQFY+PtC3tr9lsu2m4ZsollEMwCWHVjGa7+85rLt54M+p0OU+Q+K1YdXM/OnmS7bruy/kntqmi9oX/79JVM3T3XZdnHvxfSpY06g/P7k94z/drzLtm/1eIuHGz4MwPa47Yz4eoTLtnPunsPIZiMB+P3i7wz6fJDLti/c+QITWk8A4PCVw/Ra08tl26ntpvJMB/MfVCcSTnD3/+522XZ8y/HM6jILgIspF2m3rJ3LtiOajuA/3f4DwPWM6zRZ3MRl20ENBvHOfe8A5j+Aai+s7bJtr9q9+G+f/1pv59e2tF0jqpWrxu+P/W69/cBnD/DHv384bVvRvyKHJxzOPTAUiIamHzd1aHvbrxEz4SpQe6F9W8s1Qq0CekzlPZ8PeG+hwykBeIgjQENU6nyuETPhFHAi4SdqhpivEdz5H9qsnu38pI2BXXswmeoA5mvET61fg9YwMwFm5unLCEYQQwwAnx37jFd+e8Xl+1D+Snnr91svbeWNw284bTeCO6HeZ5hOPwDAjos7+L9d/wc5l58OK+zbl+ZrhDsKNW+i0+n46quvCvOQUu/999+nQYMGtG7d2tNdEUIIUcRcLaW3Zd2F3s3cnsIsSs4vd+l2yW+60JuoFKVwP45Ro0bRuHFjpk51/VdpWWRZZbbn1B4qlK/gcH9pGA6/1Skzo9GI0WjEN9A332X7MmVmJlNmZjJlVvi2pXnKLD0tndpRtUEFf5z6g4BAx73Mbtc1Yu1qH2ZOLU+Xbpl8tDrRadsXny3HsqU6JjydyNQZzve8eu35yqxcGsyUZ2/w1IwEh3/L+/foGNw3jOrRBn7bd4OsDA21IqqAJptDp88TGOT4vk2dEMLGzyvy8n9SGTspjWxjNiMeDubnbX7MfzeRgQ/n/j7nnTJT+6gLPWUWGBiIRmM/Zfbp7p8ZfFd7tGoNu47sJ9uQTaLeRO82zQHYc/YUFXxz3//Seo24nnidxjUak5ycTLly5Vy3d3mPC7Vq1eLVV19l586dtGzZksDAQLv7J0+eXNhTlir+Wn/7uXIX3GkDsPs3H65ecTIH59LNtzUajZz4qxkAv2ypjNZuY96CN6w1mUyYTCYCAgIKkZR9e16btPW0wIKb3FTbwmwMWpi2LjJsb7ltSfg5e7ZtdpYKDA8CsCO2Ej6+Be1lVnz9PbjTD/QBhJZTEaBz/iGrUgNGXzRKIAE6F8GWkluo0Efj45CX4q/VgT4Qld6AWpWWO+Ji9CHINwB/nWNApCMQFI21xpGPxgeVIRD0fvhpsgnQ5V5j9ehR20zoONu+w4ABH8z9st2qQqvWotFq8Nf6m5fsqyCnGf46PzBpMeaMi2jVWnw1GtCb/40G+Qa4/CzTqrVub4mhUWsIULv377MwbdUqtdufte4odED00UcfUb58efbv38/+/fvt7lOpVGU+ICpqC98MYvuPt/NDzTyP+7nr9BshhLhF5gvM5HEe7kaOCqGuR5Wsy+7zW2VmrQ/kXqVq2ykotcbFCJyT5f6m27x1h6WkkaKorP1QbBbMeFu5ukIHRGfOnCmOfnit+o0MZGW5Hh4sSiZFIf5CPACVIsIKvfReURQUBbRajdP97IQQwmg0sWeXORm7Tfu21l3dPSUgUOHRkflMZbpTqdpFBWnHc9j/3/a+vJzvZZb/Y4qabZ0hk8ncJ/s6RLenHyVFoQMii+zsbM6cOcMdd9yBVnvTpynxinvrjhdeTSmW8zpjMBjY9t0O9Ho97bq2w8fX/eWIgDWHKCQkRCpdCyGcSk9Lp3aVuwBY/eUJpzlEJUlxVKp2JyDKr7p13oKIKpWK6FrRTrfisG1TLboaBoO5VlGVqCoYDAZrvSPr86LmnlRzDpFWY1OfyKRCpQFVzsauqExoXEWAZVShI5n09HSefPJJVq40L2P+559/qFmzJpMnTyYyMrLMbNlhUZa27tBqtdzd627ZukMIIXI4qxidV8GFGe0rVdtu2FrgY2xiH8XFSJQ7126NVkOHbh2sW3e07NTS6dYdvoovr8e/DkCqzRMZTaDWgE4x53xp1Cr8SkyO4u1R6PBvxowZ/PHHH2zfvh0/v9w365577mHdunVF2jkhhBCiOLlXqbqgrTvsz2FX7dnFtJPluMmDU2a2z6PkGd3yxr+ZCz1C9PXXX7Nu3TratWtnN3TXoEEDTp06VaSdE0IIIYqT2kkuT165I0QFJFXntLNkWORX48jZHmq3fS8zm4RvS58t23h427YdcBMB0dWrVwkPD3c4npaW5hWJtgaTwaH+Q2mh1+tZ/cFqAPoM7YOvX0HLYe0ZTUaMJiN6ox6TF+2ALIRwn+31UW/Ul/jrpaIyRwIGo8llX41G8/XOpBidtrFdXaY36snWm4dX1GpcntNST8n2eU05JzJh/znjzrXboDfw9cqvAbir311s+8Zckbx9j/ZotBoMJgMmlYkMVQZda3cFYMtfO6yPzzYY0ZkMpJjM02xZ6gySjckEFKqcRcmUXw04W4UOiFq3bs2mTZt48sknAaxB0NKlS2nfvn1hT1fi5U2qNikmsgy3Z1VYUTMYcn8psoxZ4N7viJXRZMRkMJFlzEKjeOF4qhCiQLbXxyxDFhpDyb5WKDkXQr3R9bVdbwmIMDhtY1ByE7OzDFlk6s0frSq14vKclkBMb8g9pzEnIDIqervHuXPttm1jWzAx25iNRqVBZ9ShRk22Kvc+o5L7fZZBj9aYRZY+Z+hKbX4/NJTsn5878ivmaavQAdHcuXO57777OHr0KAaDgXfffZe//vqLXbt2sWPHjoJPUMrkTaquUb5GvpUuS7Ls7Nxf/hrlatjlgLnDaDRiMBioUL6CJGULIZxK80mzfh9dIdqheG9JUzHAHAAE6YKJqeC8rwFa8/UuLDCUmAqOOxVkWdbbKGpiKsSgzlk8rNWoiKkQ4/Sc5f3NzxviW4GYCuYT6FTm54kIrkxMhdwpK3eu3Xp97ohS1aCq1u8jgyLRarUEBwej0WhIV+WWIKhevpr1+4iAqpQP1mNKz1l9rDGaf36FKqRaMqVo3FvNXeiAqEOHDvz222+8+eab3HHHHWzZsoUWLVqwa9cuGjduXOiOljY6TW458tJGsZkvvpnXoUaNSlGh0+gkIBJCOGV7XSkN10ud5VNQ0aBzdV1TLG2dt/HNeYmK5fqYkz2iVqtcvn5LeSYVjuf00WrR2Rxy69ptMwhiW0Fap9ahVWvRqXVo1Bp0qtzH+mpzv9egQ6cGtSUsUJvQaXzRUbJ/fu5w93fwpgoINW7c2LrsXgghhCitimbZvX27gtrb3ucsqfp2rTID0GgUjEaVNanaaHkf1N6XJ3pTAZHJZOLkyZNcuXIFU57fos6dOxdJx4QQQoji5umAyPZ5b/cqM0s/jMbc2knWrTskICrY7t27GTJkCGfPnkVRHKtpFldFZ08p7krVQgghPMdTAVFJqEME5npDer3NsntLfzTe95lX6Ld9/PjxtGrViiNHjnD9+nUSExOtX9evXy/UuQwGAy+88AIxMTH4+/tTs2ZNXnnlFYdRp2PHjtG3b19CQkIIDg6mXbt2nDt3znp/VlYWTz75JGFhYQQGBtK3b18uXLhgd47ExESGDRtGSEgIISEhDBs2jKSkpAL7OGnSJI4ePcrevXsL9dpKIrVaTa1atahRo4ZXlEgQQoiCeHqEyJ0pM3eu3SqViujoaKpVq4ZarSYqKooqVao4tFcrarpldqNbZjfUitq6TYglIFKZzMlLvmpdmVhhVhiFHiE6ceIE69evp1atWrf85PPnz2fx4sWsXLmShg0bsm/fPkaNGkVISAhPPfUUAKdOnaJTp06MGTOG2bNnExISwrFjx+yy7KdMmcLGjRv59NNPCQ0N5ZlnnqF3797s37/fmvw7ZMgQLly4QGxsLADjxo1j2LBhbNy48ZZfR2mh1WoZPHgwiYmJZXr/OSGEcFdxBES5hRldn9PZCJGrKTN3rt1arZZ+/fqRnJyMVqulR48epKQ4rq7yw49PEj+x3rbkc1srVBvNq8wqqUPxy7sRWhlX6E/Ftm3bcvLkySIJiHbt2kW/fv3o1asXANHR0axdu5Z9+/ZZ28ycOZOePXvy+uuvW4/VrFnT+n1ycjLLli3jk08+4Z57zBvWrVq1iqioKLZu3UqPHj04duwYsbGx7N69m7Zt2wK5dZOOHz9O3bp1b/m1CCGEKH08PULk6SkzVxvT3s4+lBSFDoiefPJJnnnmGeLj42ncuDE6nf1ytiZNmrh9rk6dOrF48WL++ecf6tSpwx9//MGvv/7KO++8A5iTtzdt2sSzzz5Ljx49OHjwIDExMcyYMYP+/fsDsH//fvR6Pd27d7eeNzIykkaNGrFz50569OjBrl27CAkJsQZDAO3atSMkJISdO3dKQCREPoxGo12NE1F66XRSMiMvTwdEnty6AxxHiCzJ1d74a1LogOiBBx4AYPTo0dZjKpUKRVEKnVT93HPPkZycTL169dBoNBiNRubMmcMjjzwCwJUrV0hNTWXevHm89tprzJ8/n9jYWAYOHMi2bdvo0qUL8fHx+Pj4UCFPsazKlSsTHx8PQHx8vNPtRsLDw61t8srKyiIrK7dSqLOhx9ImOzubN998E0VRGDdunFwYRb4URSE+Pt6tXDtRepQvX56IiAjJI8xRlAGRopi/3NkgNb8ps7zP4861W6/X8+GHHwLw0EMP8dlnn6EoCv369bObZktXpdM43Fwz8PCVw9b91iwf3WmmDCCEOPVp0ogoE4UZ3VXogOjMmTNF9uTr1q1j1apVrFmzhoYNG3Lo0CGmTJlCZGQkI0aMsCZX9+vXj6effhqAZs2asXPnThYvXkyXLl1cntsSoFk4+8eft42tuXPnMnv27Ft5eSWS/KUv3GUJhsLDwwkICJAP0FJOURTS09O5cuUKAFWqVPFwj0oGZ4FJXgUFRLb/NGwDosKOEOU3ZebOtdt2+w7b7/PKUGc49MM6ZZazuaui9r5VZoUOiGrUqFFkTz59+nSef/55Bg8eDJgLPp49e5a5c+cyYsQIwsLC0Gq1NGjQwO5x9evX59dffwUgIiKC7OxsEhMT7UaJrly5QocOHaxt/v33X4fnv3r1KpUrV3batxkzZjB16lTr7ZSUFKKiom7tBQtRShiNRmswFBoa6unuiCLi7+8PmK+P4eHhMkpM0Y4QgfsBUWGSqotT3ikza3+8sA6R22lTEydOJDU11Xr7k08+sbudlJREz549C/Xk6enpqPP8xmg0GuvIkI+PD61bt+b48eN2bf755x9rYNayZUt0Oh0//PCD9f7Lly9z5MgRa0DUvn17kpOT2bNnj7XN77//TnJysrVNXr6+vpQrV87uSwhvYflrNCCg9O90LexZfqYyWmxW1AGRyXTrhRlvZ0KzJfiSOkSFGCFasmQJL7/8MkFBQYC5Pk/Hjh2tt7Oysti8eXOhnrxPnz7MmTOH6tWr07BhQw4ePMhbb71ll580ffp0Hn74YTp37sxdd91FbGwsGzduZPv27QCEhIQwZswYnnnmGUJDQ6lYsSLTpk2jcePG1lVn9evX57777mPs2LEsWbIEMC+77927tyRUC5EPmSYre+Rnas/Z1FVexRkQuTtlVlw0OfukyQhRIQKivFWp896+GQsXLmTWrFlMnDiRK1euEBkZyeOPP86LL75obTNgwAAWL17M3LlzmTx5MnXr1uWLL76gU6dO1jZvv/02Wq2Whx56iIyMDLp168aKFSvshoNXr17N5MmTravR+vbty6JFi275NQghhCi9imOEqKjrEBWn3Ckzld3/JSC6zYKDg3nnnXesy+xdGT16tN2oUV5+fn4sXLiQhQsXumxTsWJFVq1aVeg+ytYdQoi8oqOjmTJlClOmTHF6f9euXWnWrFmB1zZ3xMXFERMTw8GDB2nWrNktn0/Y8/SUmac3d3VVMsAbAyIvLL1UOGVp6w6VSkX16tWJjIyUYXNRZo0cORKVSmX9Cg0N5b777uPPP//0dNdECeROQFTQVNbNBESF2cvM3Wt31apVqVy5Mmq1moiICCpVquT4vIqK9lntaZ/VHpWisj6X9W9+k/lAkDoAtZeFCIUaIXrxxRetCXnZ2dnMmTOHkJAQwJwgLUo2nU7H8OHDZesOUebdd999LF++HDCXD3jhhRfo3bu33R6IQkDxjhDlt4ivMLvdu3Pt1ul0PPjgg9atO3r37u20fp4//nxx/QubflhyiMxPqjWZt+6op66Dv5dt3eF2+Ne5c2eOHz/OwYMHOXjwIB06dOD06dPW28ePH6dz587F2VchhHCLr68vERERRERE0KxZM5577jnOnz/P1atXAXNR2Dp16hAQEEDNmjWZNWuWw6qrDRs20KpVK/z8/AgLC2PgwIEun2/58uWEhITYrXa1tWrVKlq1akVwcDAREREMGTLEWg8IzJtPP/roo1SqVAl/f39q165tDegsTp8+zV133UVAQABNmzZl165dN/v2CBvePmWWd9m9O/lPZZXbwwSWVV1CCO+WnZ3t8j61Wm33F2x+bVUqld3WP67a+vj43EQvc6WmprJ69Wpq1aplrakUHBzMihUriIyM5PDhw4wdO5bg4GCeffZZADZt2sTAgQOZOXMmn3zyCdnZ2WzatMnp+d98803mzp3L5s2badeundM22dnZvPrqq9StW5crV67w9NNPM3LkSL777jsAZs2axdGjR/n+++8JCwvj5MmTZGRk2J1j5syZvPnmm9SuXZuZM2fyyCOPcPLkSRntvUWeCogKM2VWnPJOmXmiDyWF/EsqQFlKqs7Ozubdd9/FZDIxevRoKcombsrcuXNd3le7dm2GDBlivf3mm2+6rHdTo0YNRo4cab397rvvOp16f+mllwrdx2+//dZaEiQtLY0qVarw7bffWuuevfDCC9a20dHRPPPMM6xbt84aEM2ZM4fBgwfbVatv2rSpw/PMmDGDlStXsn37dho3buyyP7aLQmrWrMl7771HmzZtSE1NJSgoiHPnztG8eXNatWpl7VNe06ZNs26EPXv2bBo2bMjJkyepV6+eu2+LcKIoAiLbKa6iqEOUd8rMnWu3Xq/no48+wmQy8cADD/Dll1+iKAq9evVy2LqjTaU2AOy5usehH+km85ZV+zR7SKORV23d4YUxYOGUpaRqMOd6ZWZmerobQhSru+66i0OHDnHo0CF+//13unfvzv3338/Zs2cBWL9+PZ06dSIiIoKgoCBmzZpll1906NAhunXrlu9zLFiwgCVLlvDrr7/mGwwBHDx4kH79+lGjRg2Cg4Pp2rUrgPU5J0yYwKeffkqzZs149tln2blzp8M5bDfOtmy7YTvtJm5OUQdEha1U7e6UmTvX7oyMDOsenJmZmXb7cdq6rrnOdc11wLYOkf1u9waN931OyAiREKJQZsyY4fK+vJXnp02b5rJt3tUyTz311K11zEZgYCC1atWy3m7ZsiUhISEsXbqU3r17W0d/evToQUhICJ9++ikLFiywtrdscZGfO++8k02bNvHZZ5/x/PPPu2yXlpZG9+7d6d69O6tWraJSpUqcO3eOHj16WKcJLcHapk2b2Lp1K926dWPSpEm8+eab1vPYTi9a3jtTfp/iwi1FFRCpVLnBkDt5OM6e15NTZtZl90apQySEEG4pTE5PcbUtLJVKhVqtJiMjg99++40aNWowc+ZM6/2WkSOLJk2a8OOPPzJq1CiX52zTpg1PPvkkPXr0QKPRMH36dKft/v77b65du8a8efOs+yHu27fPoV2lSpUYOXIkI0eO5M4772T69Ol2AZEoHkUREFnuMxqLJqn6dlZFyZtD5M11iCQgEkKUOVlZWcTHxwPmFVyLFi0iNTWVPn36kJyczLlz5/j0009p3bo1mzZt4quvvrJ7/EsvvUS3bt244447GDx4MAaDge+//96aY2TRvn17vv/+e+677z60Wi1PP/20Q1+qV6+Oj48PCxcuZPz48Rw5coRXX33Vrs2LL75Iy5YtadiwIVlZWXz77bfUr1+/iN8V4YynAqL8KlV7ZoTIfspMAiI3JSUlsWfPHq5cueIwZDt8+PAi6VhJUZaSqoXwFrGxsdY8m+DgYOrVq8fnn39uzd15+umneeKJJ8jKyqJXr17MmjWLl19+2fr4rl278vnnn/Pqq68yb948ypUr57KsSMeOHdm0aRM9e/ZEo9EwefJku/srVarEihUr+L//+z/ee+89WrRowZtvvknfvn2tbXx8fJgxYwZxcXH4+/tz55138umnnxbtmyKcKsqAyNL2ZusQlYS9zKwjVrK5a8E2btzIo48+SlpaGsHBwXZ5ACqVqswFRJMmTWLSpEmkpKRYi1AKIUquFStWsGLFinzbvP7667z++ut2x/JuwzFw4ECXtYfi4uLsbnfu3JnU1FTr7bxlSh555BEeeeQRu2O2+0G+8MILdivfbEVHRzvsHVm+fPki2U9SFG9AdLNJ1Z6dMpMcIrc988wzjB49mv/85z/WqtWidFCpVFSpUgWj0ShbdwghBJ4LiPJbdu9s6w53rt3h4eEYjUbUajVhYWFOZzZUioqm2U2t37tKqg5RB8vWHQW5ePEikydPlmCoFNLpdIwZM0a27hBCiByeDohsR4hcTZm5c+3W6XQ88sgj1q07+vfv73Lrju8TvrfezrvbvWXrjjtVnWTrjoL06NHD6QoJIYQQorTx9JSZO4UZi1PuXmb2ffDGur2FHibo1asX06dP5+jRozRu3NiuNgZglyhYFkhStRBClF1FFRDZBjhFPWVWnCyBT95l97J1hxvGjh0LwCuvvOJwn0qlKnOBQ1lKqtbr9bz//vuYTCaGDRsmW3cIIbxeYQKi/EZubKfAClOY0Z0pM3eu3Xq9nhUrVmAymRgwYABff/01JpPJWhLCIp10ulbqCsD2q9tRqSrkvEbzi8s0mbfa2az5jnTuIgDvSY8pdEAklVFLL0VRSE5O9nQ3hBCixCgNU2buXrtv3LiRcx6T3apH+yeGC9oL1u8ddrs3maOydHUqCt61ktELB8WEEEIIM08nVXt6ysySQ2Td7d6y7N4L6xDd1Nu+Y8cO+vTpQ61atahduzZ9+/bll19+Keq+CSGEEMXKU4UZ89Yhsp06u51J1ZY+Wp7fmytVFzogWrVqFffccw8BAQFMnjyZJ554An9/f7p168aaNWuKo49CCCFEsSgpI0S2AZEntu4w5tQfsqYBS0BUsDlz5vD666+zbt06Jk+ezFNPPcW6deuYN2+ew/48ZcH7779PgwYNaN26tae7IoQo4+Li4lCpVBw6dMjTXfEang6IHEZmCnhcUXMIzGSEyH2nT5+mT58+Dsf79u3LmTNniqRTJcmkSZM4evQoe/fu9XRXhBBu6Nq1q8M2HABff/31LVdotwQs4eHh1gRWi2bNmtnthyZKh5KSVO25KTP7HCKTIjlEbouKiuLHH390OP7jjz8SFRVVJJ0SxUOlUhEWFkaFChU83RUhSrUbN27w5ptverobogg4W+2V1+2YMstvhMjda3fFihUpX748arWa8uXLU65cOcdGCtTR16GOvg4ojrvdW0aIyqtCUEml6vw988wzTJ48mQkTJvDJJ5+watUqxo8fz1NPPcW0adOKo4+iiOh0OsaPH8+QIUMcCmoK4W1efvllmjVrxpIlS4iKiiIgIIBBgwaRlJRU4GOffPJJ3nrrLa5cueKyjUql4uuvv7Y7Vr58ebuNZ/fs2UPz5s3x8/OjVatWHDx40OE8GzZsoHbt2vj7+3PXXXexcuVKVCqVXT937txJ586d8ff3JyoqismTJ5OWllbg6xDFM0LkTh2ivEnV+QVE7ly7dTodw4YNo3///vj5+fHggw861CACCCCA7de2s/3adgIIcHj9aqN5645B6oFeVYMIbiIgmjBhAp9++imHDx9mypQpPPXUUxw5coR169bx+OOPF0cfhRAlSFo+/2WS6XbbDDLcalucTp48yWeffcbGjRuJjY3l0KFDTJo0qcDHPfLII9SqVctpgVp3paWl0bt3b+rWrcv+/ft5+eWXHf6ojIuL48EHH6R///4cOnSIxx9/nJkzZ9q1OXz4MD169GDgwIH8+eefrFu3jl9//ZUnnnjipvvmTZwVSMzrdidVe3a3e/vj3uSmdvgcMGAAAwYMKOq+lEiydYcQ9oIIcnlfT3qyiU3W2+GEk06607Zd6MJ2tltvRxPNNa45tCvO4nCZmZmsXLmSatWqAbBw4UJ69erFggULiIiIcPk4lUrFvHnz6NOnD08//TR33HFHoZ979erVGI1GPv74YwICAmjYsCEXLlxgwoQJ1jaLFy+mbt26vPHGGwDUrVuXI0eOMGfOHGubN954gyFDhljzpmrXrs17771Hly5d+PDDD/Hz8yt037yJp7fu8HRStSWHKG8/vHEjg0K/7TVr1iQhIcHheFJSEjVr1iySTpUkZSmpWq/Xs3jxYtasWYNer/d0d4TwuOrVq1uDIYD27dtjMpk4fvx4gY/t0aMHnTp1YtasWTf13MeOHaNp06YEBOROS7Rv396uzfHjxx1WuLZp08bu9v79+1mxYgVBQUHWrx49emAymcrkQpei5k5A5GpLDWfnUZTC1SFyJ4fInWu3Xq/nk08+4euvvyYzM5P169cTGxuLwWCwa5dOOl3DutI1rCvppDssu89WzOf/VL3G5R8zZVWhR4ji4uKcjpZkZWVx8eLFIumUKB6KonDtmuNf4EIURioutgQANNh/AlzBdY6NOs/fY3HE3VK/LMqVK+d0m4OkpCTnSaY2LKvQ3F2NNm/ePNq3b8/06dOdnkvJMw9j+2GW9z5nFEVx6Evex5lMJh5//HEmT57s8Pjq1asX+BzeztPL7t2ZMnP32n39+vWcc5pc58Kp4B/dP9bv8/bD8vF+XXPN67bucDsg2rBhg/X7zZs32210ajQa+fHHH4mOji7SzgkhSp5AAj3eNj/16tXj+++/dzi+d+9e6tata3fs3LlzXLp0icjISAB27dqFWq2mTp06bj1XmzZtGDhwIM8//7zDfZUqVeLy5cvW2ydOnCA9Pfcv7gYNGvDJJ5+QkZGBv78/ALt373Z4Ld99953dsX379tndbtGiBX/99Re1atVyq8/CnqeX3Xt+ysz8/7w5RN5Yh8jtgKh///6A+a+eESNG2N2n0+mIjo5mwYIFRdo5IYQorIkTJ7Jo0SImTZrEuHHj8Pf354cffmDZsmV88skndm39/PwYMWIEb775JikpKUyePJmHHnoo3/yhvObMmUPDhg0dVvPcfffdLFq0iHbt2mEymXjuuefsVggNGTKEmTNnMmbMGF544QXi4uIclvI//vjjvPXWWzz33HOMGTOGQ4cOWVepWUaOnnvuOdq1a8ekSZMYO3YsgYGBHDt2jB9++IGFCxcW5q3zSiVlhMhzhRmVnOdX2f3fGwMit992k8mEyWSievXqXLlyxXrbZDKRlZXF8ePH6d27d3H21SOkUrUQpUt0dDS//PILp06donv37rRu3ZoVK1awYsUKBg0aZNe2Vq1aDBw4kJ49e9K9e3caNWrEBx98UKjnq1OnDqNHjyYz036F3YIFC4iKiqJz584MGTKEadOm2eULBQUFsXHjRo4ePUrz5s2ZOXMm8+fPtztHTEwM69ev58svv6RJkyZ8+OGH1lVmvr6+ADRp0oQdO3Zw4sQJ7rzzTpo3b86sWbOoUqVKoV6HtyooIHJ3S43SvsrMITDzwsKMhc4h8rYkvUmTJjFp0iRSUlLspgmFECVXy5YtiY2NdavthAkT7FZ25Sc6Otpp7s+SJUtYsmSJ3bHIyEg2b95sdyxvXke7du0ctunIe/6+ffvSt29f6+05c+ZQrVo1u9VjrVu3ZsuWLW69BmGvoIDI3ZGbopwy8+iye9nLrHBkt3shhLg9PvjgA/bu3cvp06f55JNPeOONNxzSFsTNK46AyJ3CjK5GZlQqD+92r3jvlFmhR4hWrVrFqFGjGDhwIJMnT0ZRFHbu3Em3bt1YsWIFQ4YMKY5+iiKgUqkICQnBlN9kuRCiRDlx4gSvvfYa169fp3r16jzzzDPMmDHD090qM0rKCJHl/86CIXev3cHBwZhMJtRqNUFBQc7bK1DNUM36fe5eZvZbd4Sogr1u645CB0SW3e6ffvpp67GnnnqKt956i1dffVUCohJMp9Px5JNPkpiY6JAAKoS3efnll0vFZqxvv/02b7/9tqe7UWYVZ0CUXx0iVyNEzp7DnWu3Tqdj9OjRJCcno9VqGTx4MCkpKQ7tAghgz9U91tt56yGpTebE/8nqJwi4uUmkUkt2uy+AJFULIUTZVVQB0c1WqnYnICpOlqAtbx0ib9y6Q3a7L0BZqlQthBDCXlGPENlWqi6qKbPiJHuZ5Sr0vIllt/tDhw7RoUMHVCoVv/76KytWrODdd98tjj6KIqLX61m+fDlGo5FBgwah8cbNaoQQwoZtIKMojgFJceUQFWaEyJ1rt16vZ926dRiNRu6//35iY2MxGo3cdddddtNsGWQwMHQgAF8mfIlGYy6I+uuvfkyaFMafh81t/6v5kOmMxh9/1y+ijCl0QDRhwgQiIiJYsGABn332GQD169dn3bp19OvXr8g7KIqOoijWyrnubBsghBBlnW0A4omAKO+ye2ePcffafeXKlZxzmVxu9aGoFP7w+cP6fWio+YnPn9dy/nxuSHCx8kFMeNcCHNntXgghhNeyDUBMJseApLhXmeUtzHi7p8weeCADPz+FxEQwmRTwhZeqPQkPrge8a9bnppcaZWdnWytW25LNBIUQQpQWeQOivNwtmFhUdYhud+6Ory8MHJiJ0WjEaDSiClLxUuia29uJEqLQAdGJEycYPXo0O3futDtu2ZXZaCxb5b7ff/993n///TL3uoQQQrgfEBVUMLGoKlV7YzJzSVHot37kyJGo1Wq+/fZb9u/fz4EDBzhw4AAHDx7kwIEDhTqXwWDghRdeICYmBn9/f2rWrMkrr7xiN+o0cuRIVCqV3Ve7du3sztO1a1eHNoMHD7Zrk5iYyLBhwwgJCSEkJIRhw4Y5lNF3RlaZCVG62F4zdDodlStX5t577+Xjjz92Wdiue/fuaDQah93mLXbu3EnPnj2pUKECfn5+NG7cmAULFrj1h9L58+cZM2YMkZGR+Pj4UKNGDZ566ikSEhJu6XWKouFuQFRQoFJUe5nd7ikzkavQI0SHDh1i//791KtX75affP78+SxevJiVK1fSsGFD9u3bx6hRowgJCeGpp56ytrvvvvtYvny59baPj4/DucaOHcsrr7xive3vb58ZP2TIEC5cuGDd32jcuHEMGzaMjRs33vLrEEKULJZrhtFo5N9//yU2NpannnqK9evXs2HDBrtVN+fOnWPXrl088cQTLFu2zOEPrq+++oqHHnqIUaNGsW3bNsqXL8/WrVt59tln2b17N5999pl15/m8Tp8+Tfv27alTpw5r164lJiaGv/76i+nTp/P999+ze/duKlasWKzvhchfcQZERVWYUdwehQ6IGjRo4DJ7vbB27dpFv3796NWrF2DeOHHt2rXs27fPrp2vry8RERH5nisgIMBlm2PHjhEbG8vu3btp27YtAEuXLqV9+/YcP36cunXrFsGrKR0CAgJk6w5R5tleM6pWrUqLFi1o166ddYuhxx57zNp2+fLl9O7dmwkTJtCmTRveeecdAgPNS5HT0tIYO3Ysffv25b///a/1MY899hiVK1emb9++fPbZZzz88MNO+zFp0iR8fHzYsmWL9Y+06tWr07x5c+644w5mzpzJhx9+CJivf+PGjePkyZN8/vnnVKhQgRdeeIFx48YVy3skzDw1QuSqDpGrx7hz7fb397e28fPzc7kiraIx/yA81BRqDvK9bLTKrVg0JSXF+jV//nyeffZZtm/fTkJCgt19zsqE56dTp078+OOP/PPPPwD88ccf/Prrr/Ts2dOu3fbt2wkPD6dOnTqMHTvWurTQ1urVqwkLC6Nhw4ZMmzaNGzduWO/btWsXISEh1mAIzLtMh4SEOORCWWRlZd3SayuJfHx8mDp1KmPGjEGn03m6O6KUURSFtLQ0j3wVRZmIu+++m6ZNm/Lll1/avably5czdOhQ6tWrR506dazlRAC2bNlCQkIC06ZNczhfnz59rCM/zly/fp3NmzczceJEhxHriIgIHn30UdatW2f32hYsWECrVq04ePAgEydOZMKECfz999+3+tJFPooqICqqStXOBhvduXbrdDrGjRvHI488QkBAAEOHDqVfv34OW30EKAEcuXKEI1eOEKAEOJwnkED+vv438aZ4Agl0/QLKILdGiMqXL283JKwoCt26dbNrczNJ1c899xzJycnUq1cPjUaD0Whkzpw5PPLII9Y2999/P4MGDaJGjRqcOXOGWbNmcffdd7N//358fX0BePTRR4mJiSEiIoIjR44wY8YM/vjjD3744QcA4uPjCQ8Pd3j+8PBw4uPjnfZt7ty5zJ492+3XIkRZl56eTlBQkEeeOzU11Tpqcyvq1avHn3/+ab29detW0tPT6dGjBwBDhw5l2bJljBo1CsD6x1r9+vVdns/SJq8TJ06gKIrLx9avX5/ExESuXr1qvT717NmTiRMnAubr49tvv8327duLJEVBOFfUI0Q3W6lapsw8z62AaNu2bcXy5OvWrWPVqlWsWbOGhg0bcujQIaZMmUJkZCQjRowAsBuKbtSoEa1ataJGjRps2rSJgQPN1TbHjh1r16Z27dq0atWKAwcO0KJFCwCnc/yWIM6ZGTNmMHXqVOvtlJSUMrk1iRDeJO+/+WXLlvHwww9b/4p+5JFHmD59usNUuqsRKkVRnOY0utsXsL82NWnSxPq9SqUiIiLC6Yi4KDqSVC0s3AqIunTpUixPPn36dJ5//nnrirDGjRtz9uxZ5s6daw2I8qpSpQo1atTgxIkTLs/bokULdDodJ06coEWLFkRERPDvv/86tLt69SqVK1d2eg5fX1/rCFRZodfrWbVqFQaDgQEDBsjWHaJQAgICSE1N9dhzF4Vjx44RExMDmKe0vv76a/R6vTWPB8BoNPLxxx8zf/58ateubX1chw4dHM73999/06xZM6fPVatWLVQqFUePHqV///5OH1uhQgXCwsKsx/JOh6hUKsn5K2a2AUhBy+7zU5x1iNy5duv1er788ksMBgP33nsvW7duxWg0cueddzps3TG04lAAVl1f5bA1RwYZPBzyMFq1llhiZesOZ9LT05k+fbr1AnLPPffw3nvv2f1jLqz09HTUeX76Go0m3wtAQkIC58+fp0qVKi7b/PXXX+j1emub9u3bk5yczJ49e2jTpg0Av//+O8nJyU4vcmWVoiicO3fO+r0QhaFSqYpk2spTfvrpJw4fPszTTz8NmPMOq1Wrxtdff23X7scff2Tu3LnMmTOHHj16ULFiRRYsWOBwrdiwYQMnTpzgnXfecfp8oaGh3HvvvXzwwQc8/fTTdnlE8fHxrF69muHDh7scpRa3j0plP9Vl63YlVRe0dYc71+6LFy/mnMvkMh1EUSns8t1l/Z48pzNhYqdup/V7b+L2bOVLL73EihUr6NWrF4MHD+aHH35gwoQJt/Tkffr0Yc6cOWzatIm4uDi++uor3nrrLeu2IKmpqUybNo1du3YRFxfH9u3b6dOnD2FhYdY2p06d4pVXXmHfvn3ExcXx3XffMWjQIJo3b07Hjh0B81z9fffdx9ixY9m9eze7d+9m7Nix9O7d26tWmAnhLbKysoiPj+fixYscOHCA//znP/Tr14/evXszfPhwwDxd9uCDD9KoUSO7r9GjR5OUlMSmTZsIDAxkyZIlfPPNN4wbN44///yTuLg4li1bxsiRI3nsscccFoHYWrRoEVlZWfTo0YOff/6Z8+fPExsby7333kvVqlWZM2fO7XpLRD7y2/Fepsy8h9sjRF9++SXLli2zTm8NHTqUjh07YjQab3rqZeHChcyaNYuJEydy5coVIiMjefzxx3nxxRcB82jR4cOH+d///kdSUhJVqlThrrvuYt26dQQHBwPm7Psff/yRd999l9TUVKKioujVqxcvvfSSXb9Wr17N5MmT6d69OwB9+/Zl0aJFBfZRKlULUfrExsZSpUoVtFotFSpUoGnTprz33nuMGDECtVrN/v37+eOPP1i6dKnDY4ODg+nevTvLli2jX79+PPjgg2zbto05c+Zw5513Wleczps3j+eeey7fftSuXZt9+/bx8ssv8/DDD5OQkEBERAT9+/fnpZdekhpEJYRabZ7mup11iCSpuuRxOyA6f/48d955p/V2mzZt0Gq1XLp06aaTjYODg3nnnXdcDjn7+/uzefPmfM8RFRXFjh07CnyuihUrsmrVqkL3cdKkSUyaNImUlBRCQkIK/XghxO21YsUKVqxYkW+bli1b5jv1sGHDBrvbd955p7Woa2ZmJv369WPlypWMHj2aSpUq5ftcNWrUsCss60pcXJzDsUOHDhX4OHHr8u48b6ug+kB5z3Gry+4lIPIct996o9HosJpCq9ViMBiKvFNCCFFS+fn58c033zB8+HB+/vlnT3dHFAGZMhNQiBEiRVEYOXKk3cqrzMxMxo8fb5doaVv0TAghyiI/Pz+ef/55T3dDFBFPBEQyZVbyuB0QOVsGP3To0CLtjCh+Op1OVpgJIYSNogiIiqpStavHuHPttl1er9VqXbb3N+W/lN5awdrLRqvcDojcmQMvi8pSUrWPjw/PPfcciYmJDuXchRDCWxXlCNFPP8GZMwU/xjaAgvynzNy5dut0OiZNmkRycjJarZaRI0c63XIqQAng1L+nXPYrkEDOJpylQoUKXlerTgbnCjBp0iSOHj3K3r17Pd0VIW47GU0se+Rn6qgoAiJL5sjmzWDZzSW/sl15E7llyszzZJhACOHAUjE5PT3dYWNSUbqlp6cDjlWxvZklCLnrLsj7tmRl2bdxJafeJxkZ5v9HRMD99xf8nFlZMHUq5NRdlIDIgyQg8iIGg4F169ah1+vp3bu31w2HCvdpNBrKly9v3UcrICBAKiqXcoqikJ6ezpUrVyhfvrz8+7dRvz78+itcvuy6TUH7695xB7hR2s4qKMgc/JhM8PbbucfLlXNs686122AwsGHDBgwGA127dmXHjh0YDAY6dOhg1z6TTMZWMO//uTRxKX742Z0nk0xGlhuJTq3jS750uL8sk4DIi5hMJk6ePAnIsLkoWEREBIBsLlrGlC9f3vqzFWZbt8Lhw67vV6mgceOifc6KFeGzz2DfvtxjajXY7Gdu5c61W1EUay0rk8nE+fPnnbY3qUz86Pej9fu8W3cYMbLVZ6v1e28iAZEQwimVSkWVKlUIDw9Hr9d7ujuiCOh0OhkZcsLXF1q1uv3P+8AD5i9RMkhAVICytMpMiJuh0WjkQ1QIUeZJ+lYBZJWZEEIIUfZJQCSEEEIIrycBkRBCCCG8nuQQucmSqe+s8mdpkZ2dTWZmJgDJyclkWApmuMlkMqEoiuSUCCFcSktLs36fkpIi+ZdFwJ1rt8FgsLZJSkqy+16r1aLX69FoNGSoMiBnZ47E64lkKuZ2luu72qSGnFpMKaSUiZVmls/tglZXqxRZf50vS1J1dnY2p065LncuhBBCiJLr/PnzVKtWzeX9EhC5yWQycenSJYKDg72+QF1KSgpRUVGcP3+ecs6qiIliJe+/Z8n771ny/ntWaXz/FUXhxo0bREZGos6nFLhMmblJrVbnG1l6o3LlypWafxBlkbz/niXvv2fJ++9Zpe39DwkJKbCNJFULIYQQwutJQCSEEEIIrycBkSg0X19fXnrpJXx9fT3dFa8k779nyfvvWfL+e1ZZfv8lqVoIIYQQXk9GiIQQQgjh9SQgEkIIIYTXk4BICCGEEF5PAiIhhBBCeD0JiIQQQgjh9SQgEkIIIYTXk4BICCGEEF5PAiIhhBBCeD0JiIQQQgjh9SQgEkIIIYTXk4BICCGEEF5PAiIhhBBCeD0JiIQQQgjh9SQgEkIIIYTXk4BICCGEEF5PAiIhhBBCeD0JiIQQQgjh9SQgEkIIIYTXk4BICCGEEF5PAiIhhBBCeD0JiIQQQgjh9SQgEkIIIYTXk4BICCGEEF5PAiIhhBBCeD0JiIQQQgjh9SQgEkIIIYTX03q6A6WFyWTi0qVLBAcHo1KpPN0dIYQQQrhBURRu3LhBZGQkarXrcSAJiNx06dIloqKiPN0NIYQQQtyE8+fPU61aNZf3S0DkpuDgYMD8hpYrV87DvRFCCCGEO1JSUoiKirJ+jrsiAZGbLNNk5cqVk4BICCHEbWM0GPj7981kJF7Ev0JV6rXtgUYrH9+FVVC6S6lNqv7ggw+IiYnBz8+Pli1b8ssvv+TbfseOHbRs2RI/Pz9q1qzJ4sWLb1NPhRBCiJtzcPNKrr1Wh4Y/DKHVvuk0/GEI116rw8HNK+3aGQ0G/vptE/u+/S+Hf9nA4V82sO/b//LXb5swGgxuP5/teQr72NKuVIaY69atY8qUKXzwwQd07NiRJUuWcP/993P06FGqV6/u0P7MmTP07NmTsWPHsmrVKn777TcmTpxIpUqVeOCBBzzwCoQQQoj8Hdy8kqY7J5tv2AxuVFISqLRzMgeB5j1GcHDzSiJ3zaYhCU7P8+8PoVxq/xLNe4zId7TJ2XlsH1vWqRRFUTzdicJq27YtLVq04MMPP7Qeq1+/Pv3792fu3LkO7Z977jk2bNjAsWPHrMfGjx/PH3/8wa5du9x6zpSUFEJCQkhOTpYpMyGEEMXKaDBw7bU6VFISUDuZ6TEpcEUVysU2s2j++xQAp+0sbQF+r/IoNeNjqWwb8GAOeABr8GV7Hstj/+jwXqkNitz9/C51U2bZ2dns37+f7t272x3v3r07O3fudPqYXbt2ObTv0aMH+/btQ6/XF1tfhRBCiMJSFIW9P39LZZwHQ2AOWiJIoP7vz6HCdTCEzX3tLq+mkmI/ilRJSaDpzsnE7Po/u7Z5H1tl1+wyP31W6qbMrl27htFopHLlynbHK1euTHx8vNPHxMfHO21vMBi4du0aVapUcXhMVlYWWVlZ1tspKSlF0HshhBDCLDlDz5lraZy5lsqZq2mcvpaWczuNQYafaOdT8DkCVFkFNyI3sMkbN6lVoChQnlTHO23aRJDAX79vpmHHXm49X2lU6gIii7zZ4oqi5JtB7qy9s+MWc+fOZfbs2bfYSyGEEN4sU2/kbEI6Z66lmgOeq7lBT0Jatl1bFSY6qv/iKc0Wuun237Y+ultrOCPxYvF2xMNKXUAUFhaGRqNxGA26cuWKwyiQRUREhNP2Wq2W0NBQp4+ZMWMGU6dOtd621DEQQgghbBlNChcTMzh9LdUa7Jy5lsbpq2lcSs4gv0zdyuV8aVhRYYD6Z+5M+oby6Wet92WjQ6fonQYsJgWSVOWoyO2bvfCvUPW2PZcnlLqAyMfHh5YtW/LDDz8wYMAA6/EffviBfv36OX1M+/bt2bhxo92xLVu20KpVK3Q6ndPH+Pr64uvrW3QdF0IIUWopisLV1Cy7ER7LFNe5hHSyjSaXjw3201KzUhA1wwKJsfmqaTxDwKGP4fDnoE83N/YJhmaPQOvH+OvAbprunIyiOE90PtNmNvo9r7lMvC4sk+I8F8mSwF2vbY9bf5ISrNQFRABTp05l2LBhtGrVivbt2/Pf//6Xc+fOMX78eMA8unPx4kX+97//AeYVZYsWLWLq1KmMHTuWXbt2sWzZMtauXevJlyGEEKKEScnUE2czwmM74pOa5Tqp2EerJiY0J9iplBPw5AQ+FQN9ctMzDNlw9BuI/QjO7849QXgDaP0YNHkYfIMAaN6jLgeByF2z7VaGXVGFcrn9S7TsMYKDGg2Vdk52GcyAOaCx3OVqtClZFUQIqQ7nsQRfl9u/REQZLwZZKl/dww8/TEJCAq+88gqXL1+mUaNGfPfdd9SoUQOAy5cvc+7cOWv7mJgYvvvuO55++mnef/99IiMjee+996QGkRBCeKEsg5FzCem5ScxXc0d8rqW6TlJWq6BahYDcEZ5KuaM9kSH+qPMbpkm+APuWw4GVkHY154RaqN/XHAjV6OA0WmneYwTGbo/yV57aQZbgpHmPEU6DJltXVKGcibiPtpdXuxxtimv/H3ByHkvwVVqX3BdGqaxD5AlSh0gIIUoPo0nhUlKGfU5Pzoqui4kZ1kDAmUrBvnYjPJbgJ6piAL5ajfudUBQ4vR32fgTHvwMlZ1otuAq0HAUtR0BwxC29Tgvbgou+IeZzZiXH2xVftBRetA144rEPeMriNiHufn5LQOQmCYiEEKJkURSFhLRs6yiPJeA5cy2NuIR0sg355PX4aq1TW9agJyyI6LAAgv2c55a6LSMJ/lgLe5dBwonc49F3QpuxULcnaG7xOW5SWQx4CuLu53fZfheEEEKUeqlZBuIsIzxXc4Oe09fSuJGZT16PRk2N0ABrXo95xCeImLBAwoJ8Ctzss9Dij8DepfDnZ45J0q3GQHi9on2+m6DRast0LaFbIQGREEIIj8s2mDh3PT23UKFNUvOVG67zelQqqFre336KK2dFV2R5fzRFsfwqP4ZsOLYB9iy1T5KuVB/aWJKkg4u3D6JISEAkhBDitjCZFC6nZFpHeWwrM5+/np5vXk9YkI/N9FaQNa+nesUA/HSFyOspKskXYP8K2L8S0q6Yj6m1UL8PtB7rMklalFwSEAkhhCgyiqJwPSevx3YVV1yC+fusfPJ6An00OXk9QXYjPtFhgYT4eybnxo6iwJkd5tGg49+DYjQfD64CLUdCixFQznErKFE6SEAkhBCi0NKyDNYgx5LQbM7xSSUln7wenUZF9YoBxIQF2S1brxkWSKVg36LP6ykKmclwaK15tVjeJOnWj0G9Xh5LkhZFRwIiIYQQTumNJs5b83rS7Pbiik/JzPexlrwe61dOUnPV8v5oNerb9Apu0b9/mUeD/vwM9GnmYz5B0PQRaD0Gwut7tn+iSElAJIQQXsxkUohPycwT8JiTms8nZmDMJ7GnYqBPnmXr5sAnOjTQM3k9RcGSJL33Izi3K/d4pXrm0aCmgyVJuoySgEgIIbxAYlq2TRJz7iquuIQ0MvWu83r8dZo8y9Zzv8oH+NzGV1DMki/C/uWOSdL1eptrB9XoKEnSZZwEREIIUUakZxuIu5a7dN12FVdSut7l47RqS15P3r24gqhcroTm9RQFRYEzP5trB/39XW6SdFAEtBolSdJeRgIiIYQoRfRGExcSM8wBT57NRy8n55/XUyXEz36KK2dFV7UK/uhKS15PUchMhj8+NU+LXfsn93iNTubaQfV6S5K0F5KASAghShhFUfg3JYvTOVNbZ2wCn3PX0zHkk9cT4q+zrt6yrcwcHRZAgI+XX/L//cscBP2xLk+S9GBzfpAkSXs1L//XIYQQnpOcrs8NemySmuMS0kjPNrp8nJ9OTXSo7W7ruXV7KgSWobyeomDIhr83wp6P4NzO3OOWJOkmD4Of7E8pJCASQohilak3muv1XE2zy+k5cy2N62nZLh+nUauIquCfG/DYJDVHlPNDXdxbUpR2KZdg33I4sBJS/zUfU2mgfm9zJenoTpIkLexIQCSEELfIYDRxMSnDrk6P5etScgZKPltSRJTzIzosp1ChTVJzVIUAfLRelNdTFBQF4n4x1w76e5N9knTLkdByBJSL9GgXRcklAZEQQrhBURSu3siyG+U5nVOz59z1dPRG11FPOT+tdcPRmDxfgb5yGb5lmSk2SdLHc4/X6GQuoFi/jyRJiwLJv0QhhLCRkqm3jvLY1e25mkZaPnk9Plo1MaF5l62b/18x0KfsLl33pH+PmpfM502SbvKwOT+ocgPP9k+UKhIQCSG8TqbeyLnr6TbL1nMTm6+lus7rUasgyrZej81XZIi/5PXcDkY9HNtoHg06+1vu8bC65gKKkiQtbpIEREKIMsloUrhkzetJtRvxuZiUf15PeLCvTZ2e3FVcURX98dWW0i0pSruUS7B/hfnLNkm6Xi9zIBR9pyRJi1siAZEQotRSFIVrqdn2lZlzRn3OJqSTbXS9JUWwr9Y+4MlZxVUjNIBgP8k3KREsSdJ7P4Jj39okSVfOSZIeKUnSoshIQCSEKPFuZOqJu5ZuV7PHUrDwRpbB5eN8NOqcFVyBuau4cjYfDQuSvJ4SKzMF/lxnDoSu/p17vEZHc5J0vT6glXpLomhJQCSEKBGyDEbO2+X15E5xXb2R5fJxKhVUq+Bvv2zdktdT3h+N5PWUHleOmZfM/7kOslPNx3SB0NSSJN3Qs/0TZZoEREKI28ZkUriUnJFn2br560JiOvnsSEFYkK9dnR7LKq6oigH46SSvp9SyJkkvg7O/5h4Pq2MuoNj0YfAL8Vz/hNeQgEgIUaQUReF6Wrb9svWcwCcuIY0sg+u8nkAfDTUrBeXZfDSQ6LBAykleT9mSctkmSTrefMySJN36MYjpLEnS4raSgEgIcVPSsgz2+TzWvbhSScl0ndej06ioEWpfp8cy6lMpyFfyesoyRYG4X821g2yTpAPDc5OkQ6p6sofCi0lAJIRwKdtg4nxiep5ChebE5n9T8s/riQzxt1nFZQmAgogs74dWI1tSeJWsGzmVpJfB1WO5x6t3gDaPSZK0KBEkIBLCy5lMCvEpmXa7rVuCnvOJGRjzSewJDfSxG+GpmbOaq0ao5PUIzEnSez8yB0O2SdJNHjJPi0U08mz/hLAhAZEQXiIxLdt+K4qcpOa4hDQy9a7zegJ8NDYjPJaE5iBiQgMJCZC8HpGHUQ9/f2seDYr7Jfd4WB1zENR0sCRJixJJAiIhypD0bANx19LtCxXmfCWl610+TqtWUT00wCanJ8ia1BweLHk9wg034nOTpG9cNh9TaaBez5wk6S6SJC1KNAmIhChl9EYTFxIzzAHPVfuk5svJmfk+NjLEz7pk3bZuT7UK/pLXIwpPUcz7ie1Zah4VMuUk0weGQ8sR0HKUJEmLUkMCIiFKIEVR+DclK7cys03gc+56OoZ88noqBOhyAx6bpObo0ED8fSSvRxQBl0nS7c2jQfX7SpK0KHUkIBLCg5LSs50sWzd/n6E3unycn07tWJm5UiAxoYFUCJQPIlFMrvxtkyR9w3xMF2CTJN3Ys/0T4hZIQCREMcvUG4lLMAc6p/PU7bmelu3ycRq1iuoVA/IsWzcHPpWD/VDLlhTidjDq4e9N5kDINkk6tHZukrR/eY91T4iiIgGREEXAYDRxMSnDboTH8nUxKSPfx0aU88uzbN38FVUxAJ3k9QhPuREP+1fC/uU2SdJqqJuTJF2zqyRJizJFAiIh3KQoCldvZNmN8pzOqdlz7no6eqPrvJ5yflpqVgpy2IsrOjSQQF/5ZyhKCEWBsztzKklvtEmSrgQtRkCrURBSzbN9FKKYyJVYiDySM/TE5dlt/cy1VM5cTSMt23Vej69WbTe9lbsXVxAVAnSydF2UXFk3zDvM710GV47mHo9qZx4NatAXtL6e658Qt4EERMIrZeqNnE1Iz63VYzPNlZBPXo9aBVE2eT2WyswxlQKpUk7yekQpc/W4OTfo0Fr7JOnGg8yBUJUmnu2fELeRBESizDKaFC4mZuQuXbeZ5rqUnIHieoaL8GBfu93WLYUKq1cMwEcreT2iFDMa4Pgmc+0guyTpWjlJ0o9IkrTwShIQiVJNURSupmbZjfBYprnOJaSTbXS9JUWwr9Y+4MlJao4OCyRI8npEWWNNkl4BNy6Zj1mTpMdATFdQS7AvvJdc9UWpcCNTnyeROfcrNcvg8nE+WjXRoQH2lZlzgqDQQB/J6xFlm6LAuV3m0aBjG3KTpAPCcitJl4/ybB+FKCFKXUCUmJjI5MmT2bBhAwB9+/Zl4cKFlC9f3ml7vV7PCy+8wHfffcfp06cJCQnhnnvuYd68eURGRt7GnouCZBmMnEtIz01kvpo74nMtNcvl41QqqFbB37FQYVggkeX90Uhej/A2Wak2SdJ/5R6Pagutx0qStBBOlLqAaMiQIVy4cIHY2FgAxo0bx7Bhw9i4caPT9unp6Rw4cIBZs2bRtGlTEhMTmTJlCn379mXfvn23s+sCc17PpaQMx+rM11K5mJhBPjtSEBbk67BsvWZOvR4/nWxJIYQ5SXoZ/LEWslLMx7T+0GSQORCSJGkhXFIpSn6ppSXLsWPHaNCgAbt376Zt27YA7N69m/bt2/P3339Tt25dt86zd+9e2rRpw9mzZ6levbpbj0lJSSEkJITk5GTKlSt306/BGyiKQkJatnWUxxLwnLmWRlxCOtkG13k9Qb5aJ8vWzXk95fx0t/FVCFFKGA1w/Dtz7aAzP+cer3iHOUm62RBJkhZezd3P71I1QrRr1y5CQkKswRBAu3btCAkJYefOnW4HRMnJyahUKpfTbGWV0aSw58x1rtzIJDzYjzYxFW9pOik1y0Cc3f5bqdYRnxuZrvN6dBoVNUJtl63njvpUCvKVvB4h3HHjXziwEvYtt0+SrnM/tHlMkqSFKKRSFRDFx8cTHh7ucDw8PJz4+Hi3zpGZmcnzzz/PkCFD8o0Us7KyyMrKzVtJSUkpfIdLkNgjl5m98SiXkzOtx6qE+PFSnwbc16iKy8dlG0ycu56eW5zQJqn5yo3883oiQ/ztdls3B0BBRJb3QytbUghReIoC53abR4OObgCT3nw8IAxaDDdXki7v3qi3EMJeiQiIXn75ZWbPnp1vm7179wI4HT1QFMWtUQW9Xs/gwYMxmUx88MEH+badO3dugX0qLWKPXGbCqgPknRuNT85kwqoDvD+kBU2rl7eO8thuTXH+enq+eT2hgT52IzyWQoU1QiWvR4gik5UKhz8z5wf9eyT3eLU20GYsNOgnSdJC3KISkUN07do1rl27lm+b6Oho1qxZw9SpU0lKSrK7r3z58rz99tuMGjXK5eP1ej0PPfQQp0+f5qeffiI0NDTf53M2QhQVFVXqcoiMJoVO83+yGxkqrAAfjcNu6zFhQcSEBhISIHk9QhSbq/+YK0k7TZJ+DKo09Wz/hCgFSlUOUVhYGGFhYQW2a9++PcnJyezZs4c2bdoA8Pvvv5OcnEyHDh1cPs4SDJ04cYJt27YVGAwB+Pr64utb+v/i2nPmulvBkFoF0XY5PUHWpObwYMnrEeK2MRrgn+/NtYPO7Mg9XrGmTZJ0Bc/1T4gyqkQERO6qX78+9913H2PHjmXJkiWAedl979697RKq69Wrx9y5cxkwYAAGg4EHH3yQAwcO8O2332I0Gq35RhUrVsTHx8cjr+V2uXLDvZGhBYOaMqCF7GIthMekXsmpJL0cUi6aj6nUUOc+cyBU8y5JkhaiGJWqgAhg9erVTJ48me7duwPmwoyLFi2ya3P8+HGSk5MBuHDhgrWIY7Nmzezabdu2ja5duxZ7nz0pPNjPrXYRIf7F3BMhhANrkvRHcPQbmyTp0Jwk6dGSJC3EbVLqAqKKFSuyatWqfNvYpkVFR0dTAtKkPKZNTEWqhPgRn5zpkFQNoAIiQsxL8IUQt0l2Gvz5mTkQskuSbm0uoNiwvyRJC3GblbqASBSORq3ipT4NmLDqACqwC4osWUEv9Wkg21sIcTtcO2EOgg6tsU+SbvygeVossplHuyeEN5OAyAvc16gKHw5t4VCHKMKNOkRCiFtkSZLe+xGc3p57vGJNaDUGmj8qSdJClAASEHmJ+xpV4d4GEUVaqVoIkY/UKzmVpFdAyoWcgypzknSbx6Dm3ZIkLUQJIgGRF9GoVbS/o+CSA0KIm6QocP5385J5Z0nSLUdBhRqe7aMQwikJiIQQ4lZlp8Hhz2HPR/Dv4dzjVVvlVJLuDzr3VnwKITxDAiIhhLhZ107aJEmbS32g9bNJkm7u2f4JIdwmAZEQQhSG0QD/xOYkSW/LPV4hBlqPgWaPQoCUsRCitJGASAgh3JF6NSdJenmeJOke5tpBd0iStBClmQREQgjhiqLA+T2wdyn89XVukrR/xdxK0pIkLUSZIAGREELkZUmS3vsRxOdJkm79GDQcIEnSQpQxEhAJIYTFtZOwbxkcXG2fJN3oQXPtIEmSFqLMkoBICOHdTEZzkvSepXmSpKPNo0GSJC2EV5CASAjhnVKvwsH/mZOkk8/nHFRB7e7m2kF3dJMkaSG8iAREQgjvoShwYW9OJemvwZhtPu5fEVoMy0mSjvZkD4UQHiIBkRCi7MtOt0mS/jP3eNWWOUnSAyVJWggvJwGREKLsSjgFe5fBoVWQaZsk/YA5EKrawrP9E0KUGBIQCSHKFpMR/tlsrh106qfc4xWiodUYaD5UkqSFEA4kIBJClA1p13IrSedNkm79GNS6R5KkhRAuSUAkhCi9FAUu7MupJP2VTZJ0BWiekyRdMcazfRRClAoSEAkhSp/sdDiy3rxazDZJOrKFecl8wwGg8/dc/4QQpY4EREKI0iPhFOz7GA6ugswk8zGNrzlJus1j5lVjQghxEyQgEkKUbCYjnNhiHg069WPu8fI1oPUY89SYJEkLIW6RBERCiJIp7RocsFSSPpdzUAW177VJktZ4tItCiLJDAiIhRMmhKHBxv3k06K8v8yRJD81Jkq7p2T4KIcokCYiEEJ6XnQ5HvjCvFrv8R+7xyObQeiw0GihJ0kKIYiUBkRDCc/JLkm79GFSTJGkhxO0hAZEQ4vYyGeHED+bRoJNbc4+Xr55TSXoYBIZ6rn9CCK8kAZEQ4vZIS4CD/zOPCCXZJEnXusdcO0iSpIUQHiQBkRCi+FiSpPd+BEe+BGOW+bhfeXOSdOsxkiQthCgRJCASQhQ9fYY5SXrPUrh8KPd4lWbm0aBGD0iStBCiRJGASAhRdK6fhr3LnCRJDzSvFqvaAlQqj3ZRCCGckYBICHFrTEZzcvQeS5K0Yj4eUh1aj4bmwyVJWghR4klAJIS4OWkJcPCTnCTps7nHa91jHg2qfa8kSQshSg0JiIQQhXNhv3nJvLMk6VajIfQOj3ZPCCFuhgREQoiC6TPMAdDepXDpYO7xKk1zKkk/AD4BnuufEELcIgmIhBCuXT8D+3KSpDMSzcc0PtBwoHm1WNWWkiQthCgTJCASQtizJEnv/chcUdo2SbrVKGgxHALDPNpFIYQoahIQCSHM0q+bk6T3LrNPkr6jm3k0qHZ3SZIWQpRZEhAJ4e0u7oc9H5kLKVqTpEPMe4pJkrQQwktIQCSEN7ImSX8Elw7kHo9oklNJ+kFJkhZCeBW1pztQWImJiQwbNoyQkBBCQkIYNmwYSUlJbj/+8ccfR6VS8c477xRbH4UosRLjYMsseKs+fDPRHAxpfKDJwzBmKzz+szlHSIIhIYSXKXUjREOGDOHChQvExsYCMG7cOIYNG8bGjRsLfOzXX3/N77//TmRkZHF3U4iSw2TKSZJemidJOso8JdZ8GARV8mgXhRDC00pVQHTs2DFiY2PZvXs3bdu2BWDp0qW0b9+e48ePU7duXZePvXjxIk888QSbN2+mV69et6vLQnhO+nXzcvl9y8wjQxZ33G2uHVSnhyRJCyFEjlIVEO3atYuQkBBrMATQrl07QkJC2Llzp8uAyGQyMWzYMKZPn07Dhg1vV3eF8IyLB8y5QUe+AEOm+ZhfCDQbCq3HSJK0EEI4UaoCovj4eMLDwx2Oh4eHEx8f7/Jx8+fPR6vVMnnyZLefKysri6ysLOvtlJSUwnVWiNtJnwl/5SRJX9yfezyisXk0qPGD4BPouf4JIUQJVyICopdffpnZs2fn22bv3r0AqJxUxVUUxelxgP379/Puu+9y4MABl22cmTt3boF9EsLjEuPMm6se+AQyrpuPaXygQX/zarFqraWStBBCuEGlKIri6U5cu3aNa9eu5dsmOjqaNWvWMHXqVIdVZeXLl+ftt99m1KhRDo975513mDp1Kmp17oI6o9GIWq0mKiqKuLg4p8/nbIQoKiqK5ORkypUr5/6LE6KomUxw6kfYsxRObMGaJF2uWk4l6RGSJC2EEDlSUlIICQkp8PO7RIwQhYWFERZW8FYA7du3Jzk5mT179tCmTRsAfv/9d5KTk+nQoYPTxwwbNox77rnH7liPHj0YNmyY0wDKwtfXF19f30K8CiGKmask6Zp35VSS7gGaEvFPWgghSp1SdfWsX78+9913H2PHjmXJkiWAedl979697RKq69Wrx9y5cxkwYAChoaGEhobanUen0xEREZHvqjQhSoxLB3MqSa/PTZL2DYHmj0KrMRBWy7P9E0KIMqBUBUQAq1evZvLkyXTv3h2Avn37smjRIrs2x48fJzk52RPdE6Jo6DPhr6/MtYNsk6QrN4Y2j0HjQZIkLUQxMBqN6PV6T3dDFIJOp0OjufUSIiUih6g0cHcOUohbknjWnCR98BNITzAfU+ugYX/zarGoNpIkLUQxUBSF+Pj4Qu18IEqO8uXLExER4XTxVKnKIRLCq5lMcOon82jQP5txTJIeDkGO5SaEEEXHEgyFh4cTEBBQqFXJwnMURSE9PZ0rV64AUKVKlZs+lwREQnhK+nU4tBr2LoPEM7nHa3bNqSR9nyRJC3EbGI1GazCUN+dUlHz+/v4AXLlyhfDw8JuePpOrrRC326VD5tGgw3mSpJsNMVeSDqvt0e4J4W0sOUMBAbKpcWll+dnp9XoJiIQo0fSZcPRrc+2gi/tyj1duBK0fgyYPSZK0EB4m02SlV1H87NQFNxFC3LTEs/DDS/B2A/jqcXMwpNZBowdh9GYY/6s5T0iCISFEGRQXF4dKpeLQoUPWY7/99huNGzdGp9PRv39/l8duNxkhEqKomUxw+idz7aB/YslNkq5qU0lakqSFKGuMJoU9Z65z5UYm4cF+tImpiEZdPKNOiqJw7733otFo2Lx5s919H3zwATNmzODw4cNUr169WJ6/a9eu7NixAwAfHx/CwsJo0aIFo0aNYuDAgdZ2UVFRXL582a748tSpU2nWrBnff/89QUFBLo/dbhIQCVFUMhLh4GpzJenrp3OP1+xqnharc78kSQtRRsUeuczsjUe5nJxpPVYlxI+X+jTgvkY3v/LJFZVKxfLly2ncuDFLlizh8ccfB+DMmTM899xzLFy4sNiCIYuxY8fyyiuvoNfruXjxIl999RWDBw9m5MiR/Pe//wVAo9EQERFh97hTp04xfvx4qlWrlu+x202mzIS4VZcOwTdPwIL6sGWmORjyLQdtx8OkvTD8G6jfR4IhIcqo2COXmbDqgF0wBBCfnMmEVQeIPXK5WJ43KiqKd999l2nTpnHmzBkURWHMmDF07dqVX375hZiYGPz9/albty7vvvuu9XGHDx9GrVZb9xBNTExErVYzaNAga5u5c+fSvn37fJ8/ICCAiIgIoqKiaNeuHfPnz2fJkiUsXbqUrVu3AvZTZpbvExISGD16NCqVihUrVjg95gkSEAlxMwxZ8Mc6+Oge+G8XcyFFQ4Y5Sbr3OzD1GNw/HyrV8XRPhRCFpCgK6dkGt75uZOp5acNfOKtwbDn28oaj3MjUu3W+wtZKHjFiBN26dWPUqFEsWrSII0eO8NFHH1GtWjU+++wzjh49yosvvsj//d//8dlnnwHQqFEjQkNDrVNeP//8M6Ghofz888/W827fvp0uXboU+r0bMWIEFSpU4Msvv3S4zzJ9Vq5cOd555x0uX77MoEGDHI49/PDDhX7eoiB/sgpRGEnnzJWkD/zPvpJ0g77m2kHV20klaSFKuQy9kQYvbi64oRsUID4lk8Yvb3Gr/dFXehDgU7iP5v/+9780atSIX375hfXr11O5cmVmz55tvT8mJoadO3fy2Wef8dBDD6FSqejcuTPbt2/ngQceYPv27YwYMYKVK1dy9OhR6tSpw86dO3n66acL1Q8AtVpNnTp1iIuLc7jPMn2mUqkICQmxTqUFBgY6HPMECYiEKIjJBKe3wd6cJGnFZD5eriq0zKkkHVzZs30UQnit8PBwxo0bx9dff82AAQMAWLx4MR999BFnz54lIyOD7OxsmjVrZn1M165drXk+O3bs4NVXX+XMmTPs2LGD5ORkMjIy6Nix4031R1GUUlnCQAIiIVzJSIRDa8yVpK+fyj0e08WcJF23p+QFCVEG+es0HH2lh1tt95y5zsjlewtst2JUa9rEVHTruW+GVqtFqzVfjz777DOefvppFixYQPv27QkODuaNN97g999/t7bv2rUrTz31FCdPnuTIkSPceeednDp1ih07dpCUlETLli0JDg4udD+MRiMnTpygdevWN/U6PEmu5kLkdfkPcwHFw+vNeUFgTpJu+og5EJK8ICHKNJVK5fa01Z21K1ElxI/45EyneUQqICLEjztrVyq2Jfh5/fLLL3To0IGJEydaj506dcquzf+3d+dRUVxpG8CfZl8aGgGhQQ2NGEEUECUq7mhUXOJCTCAalc+YhExUNLgcnZwjHmNQZ2KijoPjMoLLiCZkHLfgFlHjHggRleCGu4SobIqy3u+PDoUtq0vTQD+/c/oc+9atqlu3BF9vvXVveR7RF198AR8fH1hbW6NPnz6IiopCdnb2C+UPAUBsbCyys7Px9ttvv9Q16AIDIiJAnSR94X/qQOjW6Ypyh/ZAl0mA17uAqW7mxiCihsvQQIZ5b3nik03JkAEaQVF5+DPvLc96C4YAoE2bNtiwYQP27t0LV1dXbNy4EWfOnIGrq2tF2/7MI9q0aZOUK+Tt7Y2ioiIcPHgQ4eHhtZ6noKAAmZmZKCkpwe3bt/H999/j66+/xieffIKAgACtXZ+28C0z0m85N4ED84GlnsD3H6qDIQMjoMPbwP/9AHxyDPCbyGCIiKoV2MEJ0e93glJhplGuVJgh+v1OWpmHqCZhYWEICgpCcHAwunbtivv372uMFpULCAhAaWkp+vbtC0AdJPXq1QsA0LNnz1rPs2bNGjg5OcHNzQ2jRo3ChQsXsHXrVvzzn/98pddTX2Tied/x01N5eXlQKBTIzc2FtbW1rptDL0NKkl4HXPyhIknayrliJmkmSRPpjSdPniAjIwOurq4wMzOrfYdq1OdM1aSppntY13+/+ciM9MfjnD+TpNc+kyTdW/3KPJOkieglGBrI4O9mp+tm0Avib39q+u6eBc6sAc5+W5EkbWIFdCxPknbXbfuIiEjnGBBR01SeJH1mLXCz4lVTOHiqgyDvYOYFERGRhAERNS05N4Gk9eqZpB/9oS4zMALaDVcHQi7dOZM0ERFVwoCIGr+yMiAjETi99pkkaSf1TNKdJwBWupsOnoiIGj4GRNR4Pc4Bft2ifix2/3JFuaoX0KU8SdpYZ80jIqLGgwERNT6ZqX/OJP0tUFygLitPkvb7AHDw0G37iIio0WFARI1DSdFTSdInK8qbt1PPJO0dDJg+/7o7REREAAMiauhybwE/rweSY59Jkn5LPXcQk6SJiOgV4NId1PAIAVw5BMSNBb7xAo7+XR0MWTkBfecA084B78QAqh4MhoiIqhEZGYmOHTvq/Bg1CQ0NxciRI6XvQgh89NFHsLW1hUwmQ0pKSpVl2sARImo4pCTpdcD9SxXlql7qV+Y9hjJJmogarrJS4Ppx4OHvgNxRPYJtYKi104WGhiI2NhYAYGRkhFatWiEoKAjz58+HpaUlZsyYgSlTpmjUz8nJwfbt27XWJgBITEyUFneVyWSwsrJC69atMWDAAEyfPh1OThVruy1btgxPryCWkJCAmJgYJCYmonXr1rC3t6+yTBsYEJHuZZ77cybpbU8lScsBn/eANz4AHNrptn1ERLW5sANImA3k3akos3YGAhcDnsO1dtrAwECsX78excXFOHr0KCZNmoRHjx4hOjoacrkccrnuJqBNT0+HtbU18vLykJycjCVLlmDdunVITEyEl5cXAEChUGjsc+XKFTg5OaF79+41lmkDH5mRbpQUAanfAesGAat6AEkx6mCouQcw5O9AxG/A0L8zGCKihu/CDmDbeM1gCADy7qrLL+zQ2qlNTU2hVCrRqlUrjBkzBmPHjpVGgJ5+3BUZGYnY2Fj873//g0wmg0wmQ2JiIgDg1q1bCAkJga2tLSwtLeHn54dTp05pnGfjxo1QqVRQKBQICQlBfn5+rW1zcHCAUqlE27ZtERISgmPHjqF58+b45JNPpDpPPzILDQ3FlClTcOPGDchkMqhUqirLtIUjRFS/cm+pg5+kWOBRlrrMwAjwGKaeO8iFeUFEpGNCVIxW16asFPhhFgBRxUYBQKYeOWrdt26Pz4wtXup3oLm5OYqLiyuVz5gxA2lpacjLy8P69esBALa2tnj48CH69OmDFi1aYMeOHVAqlUhOTkZZWZm075UrV7B9+3bs2rUL2dnZePfdd7Fo0SIsXLjwudsWFhaG6dOnIysrCw4ODhrbly1bBjc3N6xevRpnzpyBoaEhTExMKpVpCwMi0j4hgIzD6rmD0n8ARKm6XK4E/P4P6DQBsHaq+RhERPWluAD40vkVHUyoR44Wtapb9bl3ABPLFzrT6dOn8Z///Af9+/evtE0ul8Pc3ByFhYVQKitm7o+JicEff/yBM2fOwNbWFgDQpk0bjX3LysoQExMDKyv11Cbjxo3DwYMHnzsgAgAPD/U8cdeuXasUECkUClhZWcHQ0FCjjVWVaQMDItKeJ7lASvlM0k8lSbv0VM8d5DGMSdJERC9h165dkMvlKCkpQXFxMUaMGIEVK1bUef+UlBT4+vpKwVBVVCqVFAwBgJOTE7Kysl6oveUJ1LIG+CSAARG9er+fV48Gnd0GFD9Sl5nIAZ8Q9dtizAsioobM2EI9UlMX148Dm0fXXm/sd+q3zupy7ucQEBCA6OhoGBsbw9nZGcbGz/efTHNz89qb9MwxZTKZxiO155GWlgYAWs0FelEMiOjVKCkC0naoR4NunKgob+6hDoK8gwEza921j4iormSyuj+2cuunfpss7y6qziOSqbe79dPKK/iWlpaVHnFVx8TEBKWlpRpl3t7eWLt2LR48eFDjKNGr8PjxY6xevRq9e/dG8+bNtXquF8G3zOjl5N4GfvwC+Lo9EP+BOhiSGQKeI4AJu4C/nFQnSzMYIqKmyMBQ/Wo9AODZx0B/fg9cpNX5iOpKpVLh7NmzSE9Px71791BcXIz33nsPSqUSI0eOxLFjx3D16lXEx8fjxIkTtR+wFllZWcjMzMSlS5cQFxeHHj164N69e4iOjn4FV/PqcYSInp8QQMYR9dxBv+3RTJLuHAp0nqD+HxERkT7wHA68u6GaeYgWaXUeoufx4YcfIjExEX5+fnj48CEOHTqEvn37Yt++fYiIiMCQIUNQUlICT09PrFy58qXP5+7uDplMBrlcjtatW2PgwIH47LPPtJ4c/aJk4ukpIqlaeXl5UCgUyM3NhbW1no52PMkFfo1TPxa7d7Gi3KWnegLFdm8xSZqIGp0nT54gIyMDrq6uMDMze/ED1fNM1VShpntY13+/OUJEtfv9vDoI+nWrZpK0d7A6P8jRU7ftIyJqCAwMAddeum4FvSAGRFS1kiLgt53A6bXAjeMV5fbu6pwgJkkTEVETwoBIn9RlODfvDvDzeiA5Vl0PUCdJewxVB0KqXpxJmoiImhwGRPqipoUH270FXDuqnjvot91PJUk7/pkkHcokaSIiatIa3Wv32dnZGDduHBQKBRQKBcaNG4ecnJxa90tLS8Pw4cOlqcG7deuGGzduaL/BDUGNCw+OA5Z6ArFvqecREqXq9cRG/xuYdg4ImMtgiIiImrxGN0I0ZswY3Lp1CwkJCQCAjz76COPGjcPOnTur3efKlSvo2bMnPvjgA8yfPx8KhQJpaWkv9zZBY1FWqh4ZqnbhQQD5dwAjC6DjnzNJO7avzxYSETUIfOm68XoV965RBURpaWlISEjAyZMn0bVrVwDAmjVr4O/vj/T0dLi7u1e531//+lcMGTIES5Yskcpat25dL23WuevHK48MVeWd9YB7oPbbQ0TUwJQvTVFQUFCnpSyo4SkoKABQeZmR59GoAqITJ05AoVBIwRAAdOvWDQqFAsePH68yICorK8Pu3bsxa9YsDBo0CL/88gtcXV0xZ84cjBw5stpzFRYWorCwUPqel5f3Sq+l3pQnRtem6KF220FE1EAZGhrCxsZGWrDUwsKiQS4+SpUJIVBQUICsrCzY2NjA0PDF531qVAFRZmYmHBwcKpU7ODggMzOzyn2ysrLw8OFDLFq0CF988QUWL16MhIQEBAUF4dChQ+jTp0+V+0VFRWH+/PmvtP06IXd8tfWIiJqg8tmTX3QVd9ItGxubl54Bu0EERJGRkbUGH2fOnAGAKqN2IUS10Xz5irwjRozA9OnTAQAdO3bE8ePHsWrVqmoDojlz5uCzzz6Tvufl5aFVq1a1X0xD49K9bgsP1mUVZiKiJkomk8HJyQkODg4oLi7WdXPoORgbG7/UyFC5BhEQTZ48GSEhITXWKV+U7vffKz8C+uOPP+DoWPUIh729PYyMjODpqTmbcrt27fDTTz9Vez5TU1OYmprWofUNXPnCg9vGQ73Q4NNBUcNaeJCISNcMDQ1fyT+u1Pg0iIDI3t4e9vb2tdbz9/dHbm4uTp8+jS5dugAATp06hdzcXHTvXvUIh4mJCd544w2kp6drlF+8eBEuLi4v3/jGoJEsPEhERKQrDSIgqqt27dohMDAQH374If71r38BUL92P2zYMI2Eag8PD0RFRWHUqFEAgJkzZyI4OBi9e/dGQEAAEhISsHPnTiQmJuriMnTDc7h6tmkuPEhERFRJowqIAGDz5s2YOnUqBg4cCAAYPnw4/vGPf2jUSU9PR25urvR91KhRWLVqFaKiojB16lS4u7sjPj4ePXv2rNe26xwXHiQiIqqSTHAmqjrJzc2FjY0Nbt68CWtrLmpKRETUGJS/FJWTkwOFQlFtvUY3QqQr+fn5ANA43zQjIiLSc/n5+TUGRBwhqqOysjLcuXMHVlZWej9hV3m0zdEy3WD/6xb7X7fY/7rVGPtfCIH8/Hw4OzvDwKD6JVw5QlRHBgYGaNmypa6b0aBYW1s3mh+Ipoj9r1vsf91i/+tWY+v/mkaGyjW61e6JiIiIXjUGRERERKT3GBDRczM1NcW8efOaxkzejRD7X7fY/7rF/tetptz/TKomIiIivccRIiIiItJ7DIiIiIhI7zEgIiIiIr3HgIiIiIj0HgMiQnR0NLy9vaWJtvz9/fHDDz9I24UQiIyMhLOzM8zNzdG3b1+cP39e4xiFhYWYMmUK7O3tYWlpieHDh+PWrVv1fSlNQlRUFGQyGaZNmyaV8R5oV2RkJGQymcZHqVRK29n/2nf79m28//77sLOzg4WFBTp27IikpCRpO++B9qhUqkp//2UyGT799FMAetT3gvTejh07xO7du0V6erpIT08Xc+fOFcbGxuLcuXNCCCEWLVokrKysRHx8vEhNTRXBwcHCyclJ5OXlSccICwsTLVq0EPv37xfJyckiICBA+Pj4iJKSEl1dVqN0+vRpoVKphLe3twgPD5fKeQ+0a968eaJ9+/bi7t270icrK0vazv7XrgcPHggXFxcRGhoqTp06JTIyMsSBAwfE5cuXpTq8B9qTlZWl8Xd///79AoA4dOiQEEJ/+p4BEVWpWbNmYu3ataKsrEwolUqxaNEiaduTJ0+EQqEQq1atEkIIkZOTI4yNjUVcXJxU5/bt28LAwEAkJCTUe9sbq/z8fPH666+L/fv3iz59+kgBEe+B9s2bN0/4+PhUuY39r32zZ88WPXv2rHY770H9Cg8PF25ubqKsrEyv+p6PzEhDaWkp4uLi8OjRI/j7+yMjIwOZmZkYOHCgVMfU1BR9+vTB8ePHAQBJSUkoLi7WqOPs7IwOHTpIdah2n376KYYOHYo333xTo5z3oH5cunQJzs7OcHV1RUhICK5evQqA/V8fduzYAT8/P7zzzjtwcHCAr68v1qxZI23nPag/RUVF2LRpEyZOnAiZTKZXfc+AiAAAqampkMvlMDU1RVhYGP773//C09MTmZmZAABHR0eN+o6OjtK2zMxMmJiYoFmzZtXWoZrFxcUhOTkZUVFRlbbxHmhf165dsWHDBuzduxdr1qxBZmYmunfvjvv377P/68HVq1cRHR2N119/HXv37kVYWBimTp2KDRs2AODPQH3avn07cnJyEBoaCkC/+p6r3RMAwN3dHSkpKcjJyUF8fDwmTJiAw4cPS9tlMplGfSFEpbJn1aUOATdv3kR4eDj27dsHMzOzauvxHmjP4MGDpT97eXnB398fbm5uiI2NRbdu3QCw/7WprKwMfn5++PLLLwEAvr6+OH/+PKKjozF+/HipHu+B9q1btw6DBw+Gs7OzRrk+9D1HiAgAYGJigjZt2sDPzw9RUVHw8fHBsmXLpDdtno3ys7KypP8xKJVKFBUVITs7u9o6VL2kpCRkZWWhc+fOMDIygpGREQ4fPozly5fDyMhI6kPeg/pjaWkJLy8vXLp0iT8D9cDJyQmenp4aZe3atcONGzcAgPegnly/fh0HDhzApEmTpDJ96nsGRFQlIQQKCwvh6uoKpVKJ/fv3S9uKiopw+PBhdO/eHQDQuXNnGBsba9S5e/cuzp07J9Wh6vXv3x+pqalISUmRPn5+fhg7dixSUlLQunVr3oN6VlhYiLS0NDg5OfFnoB706NED6enpGmUXL16Ei4sLAPAe1JP169fDwcEBQ4cOlcr0qu91lMxNDcicOXPEkSNHREZGhjh79qyYO3euMDAwEPv27RNCqF+5VCgU4vvvvxepqanivffeq/KVy5YtW4oDBw6I5ORk0a9fv0b3ymVD8vRbZkLwHmhbRESESExMFFevXhUnT54Uw4YNE1ZWVuLatWtCCPa/tp0+fVoYGRmJhQsXikuXLonNmzcLCwsLsWnTJqkO74F2lZaWitdee03Mnj270jZ96XsGRCQmTpwoXFxchImJiWjevLno37+/FAwJoX7ldd68eUKpVApTU1PRu3dvkZqaqnGMx48fi8mTJwtbW1thbm4uhg0bJm7cuFHfl9JkPBsQ8R5oV/m8KsbGxsLZ2VkEBQWJ8+fPS9vZ/9q3c+dO0aFDB2Fqaio8PDzE6tWrNbbzHmjX3r17BQCRnp5eaZu+9L1MCCF0PUpFREREpEvMISIiIiK9x4CIiIiI9B4DIiIiItJ7DIiIiIhI7zEgIiIiIr3HgIiIiIj0HgMiIiIi0nsMiIhIKyIjI9GxY0ddN6NRKyoqQps2bXDs2LFa6xYWFuK1115DUlJSPbSMqOlhQEREz00mk9X4CQ0NxYwZM3Dw4EGdtC8+Ph5du3aFQqGAlZUV2rdvj4iICGl7YwnWVq9eDRcXF/To0aPWuqamppgxYwZmz55dDy0janoYEBHRc7t79670+eabb2Btba1RtmzZMsjlctjZ2dV72w4cOICQkBCMHj0ap0+fRlJSEhYuXIiioqJ6b8vLWrFihcbK47UZO3Ysjh49irS0NC22iqhpYkBERM9NqVRKH4VCAZlMVqns2VGY0NBQjBw5El9++SUcHR1hY2OD+fPno6SkBDNnzoStrS1atmyJf//73xrnun37NoKDg9GsWTPY2dlhxIgRuHbtWrVt27VrF3r27ImZM2fC3d0dbdu2xciRI7FixQoAQExMDObPn49ff/1VGtGKiYkBACxduhReXl6wtLREq1at8Je//AUPHz6Ujh0TEwMbGxvs2rUL7u7usLCwwOjRo/Ho0SPExsZCpVKhWbNmmDJlCkpLS6X9VCoVFixYgDFjxkAul8PZ2VlqT3WSk5Nx+fJljZXHi4qKMHnyZDg5OcHMzAwqlQpRUVHSdjs7O3Tv3h1btmyp8dhEVBkDIiKqNz/++CPu3LmDI0eOYOnSpYiMjMSwYcPQrFkznDp1CmFhYQgLC8PNmzcBAAUFBQgICIBcLseRI0fw008/QS6XIzAwsNoRH6VSifPnz+PcuXNVbg8ODkZERATat28vjWgFBwcDAAwMDLB8+XKcO3cOsbGx+PHHHzFr1iyN/QsKCrB8+XLExcUhISEBiYmJCAoKwp49e7Bnzx5s3LgRq1evxnfffaex39/+9jd4e3sjOTkZc+bMwfTp07F///5q++rIkSNo27YtrK2tpbLly5djx44d2LZtG9LT07Fp0yaoVCqN/bp06YKjR49We1wiqoauV5closZt/fr1QqFQVCqfN2+e8PHxkb5PmDBBuLi4iNLSUqnM3d1d9OrVS/peUlIiLC0txZYtW4QQQqxbt064u7uLsrIyqU5hYaEwNzcXe/furbI9Dx8+FEOGDBEAhIuLiwgODhbr1q0TT548qbZt1dm2bZuws7PTuFYA4vLly1LZxx9/LCwsLER+fr5UNmjQIPHxxx9L311cXERgYKDGsYODg8XgwYOrPXd4eLjo16+fRtmUKVNEv379NPrjWcuWLRMqlarWayMiTRwhIqJ60759exgYVPzacXR0hJeXl/Td0NAQdnZ2yMrKAgAkJSXh8uXLsLKyglwuh1wuh62tLZ48eYIrV65UeQ5LS0vs3r0bly9fxueffw65XI6IiAh06dIFBQUFNbbv0KFDGDBgAFq0aAErKyuMHz8e9+/fx6NHj6Q6FhYWcHNz07gGlUoFuVyuUVZ+DeX8/f0rfa8p1+fx48cwMzPTKAsNDUVKSgrc3d0xdepU7Nu3r9J+5ubmtV4nEVXGgIiI6o2xsbHGd5lMVmVZWVkZAKCsrAydO3dGSkqKxufixYsYM2ZMjedyc3PDpEmTsHbtWiQnJ+PChQvYunVrtfWvX7+OIUOGoEOHDoiPj0dSUhJWrlwJACguLn7ha6iJTCardpu9vT2ys7M1yjp16oSMjAwsWLAAjx8/xrvvvovRo0dr1Hnw4AGaN29e67mJSJORrhtARFSdTp06YevWrXBwcNDIpXleKpUKFhYW0kiPiYmJRtIzAPz8888oKSnBV199JY1ibdu27cUb/4yTJ09W+u7h4VFtfV9fX0RHR0MIoRE4WVtbIzg4GMHBwRg9ejQCAwPx4MED2NraAgDOnTsHX1/fV9ZuIn3BESIiarDGjh0Le3t7jBgxAkePHkVGRgYOHz6M8PBw3Lp1q8p9IiMjMWvWLCQmJiIjIwO//PILJk6ciOLiYgwYMACAOkDKyMhASkoK7t27h8LCQri5uaGkpAQrVqzA1atXsXHjRqxateqVXcuxY8ewZMkSXLx4EStXrsS3336L8PDwausHBATg0aNHOH/+vFT29ddfIy4uDr/99hsuXryIb7/9FkqlEjY2NlKdo0ePYuDAga+s3UT6ggERETVYFhYWOHLkCF577TUEBQWhXbt2mDhxIh4/flztiFGfPn1w9epVjB8/Hh4eHhg8eDAyMzOxb98+uLu7AwDefvttBAYGIiAgAM2bN8eWLVvQsWNHLF26FIsXL0aHDh2wefNmjVfaX1ZERASSkpLg6+uLBQsW4KuvvsKgQYOqrW9nZ4egoCBs3rxZKpPL5Vi8eDH8/Pzwxhtv4Nq1a9izZ480onXixAnk5uZWeoxGRLWTCSGErhtBRNSUqVQqTJs2DdOmTXuu/VJTU/Hmm29KieW1eeedd+Dr64u5c+e+YEuJ9BdHiIiIGigvLy8sWbKkxokoyxUWFsLHxwfTp0/XfsOImiAmVRMRNWATJkyoUz1TU1N8/vnnWm4NUdPFR2ZERESk9/jIjIiIiPQeAyIiIiLSewyIiIiISO8xICIiIiK9x4CIiIiI9B4DIiIiItJ7DIiIiIhI7zEgIiIiIr3HgIiIiIj03v8DsOOI4poCj3UAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121036\n", + "Full nudge sequence is 0 ddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[3] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 72\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121051\n", + "Full nudge sequence is 0 ddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[3] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 804\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121053\n", + "Full nudge sequence is 0 dduuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[7] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 723\n", + "Undefined 11\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121068\n", + "Full nudge sequence is 0 dddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[4] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 75\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121070\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 56\n", + "Undefined 5\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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BgQG++eYb8eed9cdH9+7dUaJECQBA165dMWLECKxevVrlH4Cafq6vWrUKJiYm6NatGwCIQ61r1qzB3bt3UaFChY/WvzhhD5GO+/3333HhwgUcPnwYgwcPxs2bN9G9e/dPKvPDu2Wy7up5+/btJ5WrSmpqKjp16oSTJ09i165dn3R3RMmSJVX+9fzy5UsAqnsdgP8FIx8Ol2WV+e7dO5Vj8i9fvlRb5odCQkJw4cIFXL58GdHR0Xjw4AE6duwI4H/zl+rVq4dSpUrh9evXeP36NTp16gSJRKLyrz0vLy9cuHABZ8+exbp16+Dq6orvvvsOJ0+eVHltnTp1EsuVyWTw8vLCtm3b8Pr1a43qr43k5GS8ePFCbY/B3r17ERcXp7a9AdW9IB+2t4GBgdJj7dq1WtdV2/eMvr4+6tSpgy+++AIDBgzA4cOH8eDBA7W3jn9Mz549AUBpjl5u38ea+PBYQ0NDtenv3r3LsaytW7ciPDwc8+bNQ0JCgvj+AoC0tDS8fv36o/OQevbsCblcjosXL4ppe/bsQXp6+if1cgOAvb096tSpAx8fH8ydOxczZ87EkiVLxDu91KlXrx4qVqyo8bzJcuXK4cKFC7h48SKuXbuG169fY/369eJda1nD0126dBHbKOv6Tp06hVu3bmUrU5PP9Xv37uH48ePw8/ODIAhi2Vl3kGozR6m4YA+RjvPw8BAn3Hl7e0OhUGDlypXYunWr+IthbGyscv7P8+fPP2tdP5SamoqOHTviyJEj+Ouvv9C8efNPKq9q1arYuHEj5HK50l9SV69eBQCVa3SkpaVh3bp1qF27NmrUqKGyzKwy3g/W4uLi8Pz5c43X/Shbtqz4c/rQxo0bkZKSgvPnz6u8pXbHjh149eqV0msymUwsr379+qhfvz6qV6+OYcOGITIyEnp6ekhISMC2bdsAAHXr1lV57g0bNmDYsGEaXYOm9uzZA4VCoXbtn1WrVsHQ0DDbX+fA/35GV69eRZs2bZReu3r1qlJ7X7hwQel1Nzc3retatWpV8f3x4bner486ZcqUgaOjI+7cuaP1uYH/9aS9P2FYm/exkZGRyvWq8npoUZVr165BLper7OVbsWIFVqxYgR07doiBvyqqrn/btm1o1qxZni8bUq9ePQDAnTt3lHrj1NVL00ncxsbGan+3358HqG6e2erVqzFv3jylNE0+17MCra1bt6pcW2zt2rWYPXt2vk8iL0zYQ0RK5s2bBysrK0ydOlVcGMzV1RV37txR+uB88eIFTp8+XVDVFHuGDh8+jG3btqFVq1afXGanTp2QlJQkBgFZ1q5dC0dHR5W9T7t27cLz58+zzWXJ4uvrC2Nj42yTm7Pu2snpw15Tq1atgoWFBQ4dOoQjR44oPebPn4/U1NSPzueoUKECxo0bh6tXr2Lz5s0AMoOdt2/fYtasWdnKPXLkCGxsbPL8r8jo6GiMHTsWMpkMgwcPzvZ6XFwc9u7di44dO6pct6d06dKoV68e1q9frzTZ+OzZs7h9+7bSl0qdOnWUHpqsA/ShTp064datW0p3bsnlcqxfvx7169f/6LyYe/fu4cmTJ0p3Jmrj999/B6A8RKLN+9jV1RX//vuvUr7Dhw9rPFn3U/Tp00fl+wqA+IeOl5dXjmWsW7dOvCsLyBw+37t3b7a5fHkhq24f+1mdPXsWd+/eVTucq419+/bhyZMn+Pbbb1W2laenJ37//fdsw78f+vBzXaFQYO3atShXrpzKcseMGYPY2Nh8nfdZGLGHiJRYWVlh4sSJGDduHDZs2ICePXuiV69e+O2339CzZ08MHDgQL168wLx582BpaZnn5z927Jh4q6lCocCjR4/Ev16aNm0qzhPo0qUL/vnnH0yaNAklS5ZU6p62tLRE5cqVxec3btzAjRs3AGR+oaakpIhlVq5cWczbunVrtGzZEkOHDkViYiLKly+PjRs3Ijw8HOvXr1f5l1LWGLy6xe6sra0xefJkTJkyBdbW1uLCjNOnT8eAAQOU6pkb165dw/nz5zF06FCV83m++OIL/PTTT1i1apXK1X/fN3bsWISGhmLGjBn4+uuvsWrVKlhZWWHs2LEq50b17t0bCxYswJUrV1C9evUcy1Y1byWrh0AulyM+Ph4nTpzAmjVrIJVKsWPHDqU76LJkLS2gargsS0hICFq2bImuXbti2LBhiI+Px4QJE1ClSpVsyx+oc/HiRTx8+BBA5i3cWX9JA5m9ZS4uLgAy52z9+uuv6Nq1K+bOnQtbW1ssXboUt2/fxsGDB8Xy/v33X4waNQpdunRB2bJloaenh6tXr+Lnn39GyZIlc1xkD8gMTrdv3w4/Pz+4uLjg9evX2LJlCzZt2oQ+ffootb827+NevXphypQpmDp1Kpo2bYobN25gyZIlSosM5hdXV1e1q8aXLl1aqYdw/vz5uHHjBpo3b44yZcogPj4eq1atwv79+zF9+nTY2NgAyFzmIiUlReUfGo8ePRJ7Be/fvw8A4s/U1dVV7FGZNm0a/vvvPzRp0gSlS5fG69evER4ejhUrVqBr165i8AUA1atXR8+ePeHh4QFjY2OcP38e8+fPh729PcaNG/epTYRVq1ZBX18f33//vcrgevDgwRgxYgT27NmDDh06qC3nw8/1EiVKICYmBiEhISp7YqtUqYIlS5Zg1apV2eaNFWsFsfgRFbycFsd7+/at4OzsLFSoUEFcxG3t2rWCh4eHYGxsLFSuXFnYvHmzEBAQoLTIYVRUlABAmD9/frYyAQjTpk37aL2aNm0qAFD5OHLkiFJ56h4fLqKXtXiaqseHdXrz5o0wYsQIwd7eXjA0NBSqVasmbNy4UWVdo6OjBT09PaF3794fva5FixYJFStWFAwNDQVnZ2dh2rRpSouuqaNuYcYsgYGBAgAhMjJSbRkTJkwQAAiXLl0SBCHnBf6yFhrMWsgtMDBQbbm3bt0SAAjDhw9XmydrkcDdu3eLaVnvvayHoaGhYGtrKzRt2lT44YcfhPj4eLXlVaxYUXB1dRUyMjLU5hEEQdi/f7/QoEEDwdjYWLC2thZ69+6tcjFPdQICAtS+Z9asWaOUNy4uTujdu7dgbW0tGBsbCw0aNBAOHDiQLU/Pnj2FcuXKCaampoKhoaFQtmxZYciQIUJ0dPRH63PmzBmhefPmgr29vWBgYCCYmpoKdevWFZYuXaq04GAWTd/Hqampwrhx4wQnJyfBxMREaNq0qRAZGSm4uLgoLYqq7vNC3cKEAQEBgpmZ2UevSxWoWIBx165dgpeXl1CqVClBX19fsLCwEBo3bpztmnr27Kl2Ec0P33fvP96/1l27dgktWrQQ7OzsBH19fcHc3FyoV6+e8Msvvygt9ikIgtCtWzehfPnygpmZmWBgYCC4uLgIQ4YMEWJiYjS6VlULM2Z59uyZYGhoKHTs2FHt8a9evRJMTEyEdu3aKV3jxz7XO3bsKBgaGub4u9atWzdBX1//owukFicSQcinxUSISOf9/PPPGD16NK5fv/7JvWFEOUlLS4OtrS1mzZqF4cOHF3R1qAhiQEREee769euIiIhAUFAQ7O3tP3pnDhFRQWNARER5ztvbG5cuXULTpk2xePFitXNFiIgKCwZEREREpPN42z0RERHpPAZEREREpPMYEBEREZHO48KMGsrIyEBMTAwsLCw+aXNEIiIi+nwEQcCbN2/g6OiY45YqDIg0FBMTAycnp4KuBhEREeXC48ePUaZMGbWvMyDSkIWFBYDMBs2PLSuoeElLS8NPP/0EAOjfv7+4K3hxlZGRAUEQUKJECZ3aDJIKj+TkZHF7i5iYGJiZmRVwjaiwSExMhJOTk/g9rg4DIg1lDZNZWloyIKKPUigU6Nq1K5KTk2FlZVXsAyKFQgG5XA5LS0sGRFQg3n/fWVpaMiCibD423YUBEVE+kEqlqF69Ol69esUAgYioCOBdZkRERKTzGBAR5YOMjAzcvXsXDx8+REZGRkFXh4iIPoJDZgVIEICUlIKuBeWHtDQ51q3bDgAYOHAgjI0NCrhG+UuhAORywNAQ4AghFYTkZAAwfe//VBSZmgIFtbIN9zLTUGJiImQyGRISEvJsUnVyMmBunidFERERFXlJSUBez4fX9Pu7QIfM5HI5Jk+eDDc3N5iYmKBs2bKYOXNmtiGGmzdvon379pDJZLCwsECDBg0QHR0tvj548GCUK1cOJiYmKFWqFDp06IBbt24pleHq6gqJRKL0mDBhwme5TiIiIircCnTILCQkBKGhoVi7di08PT1x8eJF9O3bFzKZDCNHjgQA3L9/H15eXujfvz9mzJgBmUyGmzdvwtjYWCyndu3a+Oabb+Ds7IyXL19i+vTp8PHxQVRUlNIdPjNnzsTAgQPF5+YF3D1japoZDVPxk5aWhh9//BFA1pCZ8UeOKNqybru3srLiXXVUIJKTk2FnZwsA+O+/eN52X0SZmhbcuQs0IDpz5gw6dOgAPz8/AJm9OBs3bsTFixfFPJMmTUKbNm0wb948Ma1s2bJK5QwaNEj8v6urK2bPno3q1avj4cOHKFeunPiahYUF7O3t8+tytCaR5H3XIBUOBgaAoWE6gMyfcTGPh8Q5RGZmnENEBSlzUqaZGT9bSXsFOmTm5eWFQ4cO4c6dOwCAK1eu4OTJk2jTpg2AzDt19uzZg4oVK6JVq1awtbVF/fr1sXPnTrVlJicnY82aNXBzc8u21UZISAhKliyJGjVqYM6cOUhLS1NbTmpqKhITE5UeREREVDwVaEA0fvx4dO/eHZUqVYKBgQFq1qyJwMBAdO/eHQAQHx+PpKQkzJ07F76+vti/fz86deqEzp0749ixY0plLV26FObm5jA3N0d4eDgOHDigtDrwyJEjsWnTJhw5cgTfffcdFi5ciGHDhqmtW3BwMGQymfjgPmZERETFV67uMnv8+DEePnyIlJQUlCpVCp6enjAyMtL65Js2bUJQUBDmz58PT09PREZGIjAwEAsWLEBAQABiYmJQunRpdO/eHRs2bBCPa9++PczMzLBx40YxLSEhAfHx8YiNjcWPP/6Ip0+f4tSpU2rnbmzbtg1dunTB8+fPUbJkyWyvp6amIjU1VXyetRdKXt5lRsWXQqHAxYsXkZKSgmrVqunM1h2cQ0QFJTk5WZwXmpSUxDlEJNL0LjON5xA9evQIoaGh2LhxIx4/foz34yhDQ0M0btwYgwYNwldffQU9Pc06noKCgjBhwgR069YNAFC1alU8evQIwcHBCAgIgI2NDfT19VG5cmWl4zw8PHDy5EmltKyenAoVKqBBgwawsrLCjh07xN6mDzVo0AAAcO/ePZUBkZGRUa6CPCIgc+uOOnXqcOsOIqIiQqPIZeTIkahatSru3r2LmTNn4vr160hISEBaWhri4uKwd+9eeHl5YcqUKahWrRouXLig0clTUlKyBU9SqVS87d7Q0BB169bF7du3lfLcuXMHLi4uOZYtCIJSD8+HIiIiAAAODg4a1ZWIiIiKL416iAwNDXH//n2UKlUq22u2trZo1qwZmjVrhmnTpmHv3r149OgR6tat+9Fy27Vrhzlz5sDZ2Rmenp6IiIjAggUL0K9fPzFPUFAQ/P390aRJE3h7eyM8PBy7d+/G0aNHAQAPHjzA5s2b4ePjg1KlSuHp06cICQmBiYmJODn7zJkzOHv2LLy9vSGTyXDhwgWMGjUK7du3h7OzsyZNQKSVjIwMPHz4EElJSXBycmIvERFRIVegK1W/efMGU6ZMwY4dOxAfHw9HR0d0794dU6dOVZpzsXr1agQHB+PJkydwd3fHjBkz0KFDBwBATEwMBgwYgEuXLuHVq1ews7NDkyZNMHXqVLi7uwMALl++jGHDhuHWrVtITU2Fi4sLunXrhnHjxsFUw0UP8mOlaiq+0tLSEBwcDAAYNmwY1yEiymecQ0TqaPr9rXFAVKNGDQwYMADffPMNrKys8qyiRQUDItIGAyKiz4sBEamT51t31K9fH5MnTxZ7cQ4dOpQnFSUiIiIqaBoHRL/99hvi4uKwfPly/Pfff/Dx8YGrqytmzpyptK8YERERUVGj1cKMxsbG6NWrFw4fPox79+6hV69eWLVqFcqWLYtWrVrhzz//zK96EhEREeWbXK9U7ebmhlmzZuHhw4fYtGkTLl68qHbNHyIiIqLC7JM2dz1y5AjWrFmD7du3Q19fX2kneSIiIqKiQuuAKDo6GmFhYQgLC8PDhw/RuHFjLF26FF27doWJiUl+1JGoyJFKpWjevLnKxUeJiKjw0Tgg2rBhA9asWYMjR47Azs4OvXv3Rv/+/VG+fPn8rB9RkSSVStGwYUNu3UFEVERoHBD16dMHfn5+2LlzJ9q0acO/eomIiKjY0DggevLkCWxtbfOzLkTFRkZGBmJiYpCYmAgHBwf2EhERFXIad/O8HwytW7cOX3zxBRwdHfHo0SMAwMKFC/HXX3/lfQ2JiiC5XI7Vq1dj69atUCgUBV0dIiL6CK3HvZYtW4bRo0ejTZs2eP36tfhhX6JECSxcuDCv60dERESU77QOiBYvXowVK1Zg0qRJSsMAderUwdWrV/O0ckRERESfg9YBUVRUFGrWrJkt3cjICMnJyXlSKSIiIqLPSeuAyM3NDZGRkdnS//nnH1SuXDkv6kRERET0WWm9MGNQUBC+/fZbvHv3DoIg4Pz589i4cSOCg4OxcuXK/KgjERERUb7SOiDq27cv5HI5xo0bh5SUFPTo0QOlS5fGokWL0K1bt/yoIxEREVG+ytVeZgMHDsTAgQPx/PlzZGRkcH0iog9IpVI0btwY79694yKmRERFwCdt7mpjY5NX9SAqVqRSKZo2bcqtO4iIigiN/3S9f/8++vXrJz53dnaGtbW1+ChVqhRu376t1cnlcjkmT54MNzc3mJiYoGzZspg5cyYyMjKU8t28eRPt27eHTCaDhYUFGjRogOjoaPH1wYMHo1y5cjAxMUGpUqXQoUMH3Lp1S6mMV69eoVevXpDJZJDJZOjVqxdev36tVX2JiIioeNI4IFq8eDHs7e3F569evcLEiRPx888/4+eff0bdunXx888/a3XykJAQhIaGYsmSJbh58ybmzZuH+fPnY/HixWKe+/fvw8vLC5UqVcLRo0dx5coVTJkyBcbGxmKe2rVrY82aNbh58yb27dsHQRDg4+OjtEJwjx49EBkZifDwcISHhyMyMhK9evXSqr5EmhIEAc+ePcOLFy8gCEJBV4eIiD5CImj4aV2lShUsXrwY3t7eAAALCwtcuXIFZcuWBQAcO3YMAwYMwN27dzU+edu2bWFnZ4dVq1aJaV999RVMTU2xbt06AEC3bt1gYGAgPtfEv//+i+rVq+PevXsoV64cbt68icqVK+Ps2bOoX78+AODs2bNo2LAhbt26BXd394+WmZiYCJlMhoSEBFhaWmpcF9JNaWlpCA4OBgAMGzZMKYAvjhQKBeRyOaysrDhESAUiOTkZ5ubmAICkpCSYmZkVcI2osND0+1vjHqJHjx7Bzc1NfD5gwADIZDLxuaurK548eaJVJb28vHDo0CHcuXMHAHDlyhWcPHkSbdq0AZC5QeaePXtQsWJFtGrVCra2tqhfvz527typtszk5GSsWbMGbm5ucHJyAgCcOXMGMplMDIYAoEGDBpDJZDh9+rRWdSYiIqLiR+NJ1Xp6eoiPj4erqysAZBse+++//2BgYKDVycePH4+EhARUqlQJUqkUCoUCc+bMQffu3QEA8fHxSEpKwty5czF79myEhIQgPDwcnTt3xpEjR9C0aVOxrKVLl2LcuHFITk5GpUqVcODAARgaGgIA4uLiVN4JZ2tri7i4OJV1S01NRWpqqvg8MTERAJCuSEe6Il2r6yTd8/57JF2RDqmiePeaKBQKyBVypCvSkYGMjx9AlMc+/J3j5zRl0fS9oHFA5OnpiYMHD6JevXoqX9+3bx+qVKmiaXEAgM2bN2P9+vXYsGEDPD09ERkZicDAQDg6OiIgIECcXN2hQweMGjUKAFCjRg2cPn0aoaGhSgHRN998g5YtWyI2NhY//vgjvv76a5w6dUocqpBIJNnOLwiCynQACA4OxowZM7KlP3r9COYKc62uk3SPPF0u/v9R4iMYpRoVYG3ynyJDgQx5Bl5LXkOqV7yDPyqcUpJTxP8/fPUQpmmmBVgbKkyS3iRplE/jgKhv374IDAxE9erV4efnp/Ta7t27MXfuXK13uw8KCsKECRPEBR2rVq2KR48eITg4GAEBAbCxsYG+vn62LUE8PDxw8uRJpbSsu8cqVKiABg0awMrKCjt27ED37t1hb2+P//77L9v5nz17Bjs7O5V1mzhxIkaPHi0+T0xMhJOTE/QkejDSL95fbvTp9IT/jUYbSY2K/XtGoVBAAQWMpEacQ0QFQqH/v5tojPSL/+8caS5FkvLxTNAiIBo4cCAOHz6Mdu3aoVKlSnB3d4dEIsGtW7dw+/ZtfPXVVxg4cKB2lUxJybZonVQqFXuGDA0NUbdu3Wy389+5cwcuLi45li0Igjjk1bBhQyQkJOD8+fNiD9e5c+eQkJCARo0aqTzeyMgIRkbZf6H09fRhINVuaJB00HujRgZ6BjDQK97vGT1BD3qCHgykBgyIqEC8/7lsIDXg5zSJ9PU0C3W0Wphx48aN6NChAzZt2iQGKRUqVMDUqVNztW1Hu3btMGfOHDg7O8PT0xMRERFYsGCB0npHQUFB8Pf3R5MmTeDt7Y3w8HDs3r0bR48eBQA8ePAAmzdvho+PD0qVKoWnT58iJCQEJiYm4uRsDw8P+Pr6YuDAgfjtt98AAIMGDULbtm01usOMiIiIijeNb7vPD2/evMGUKVOwY8cOxMfHw9HREd27d8fUqVPFCdEAsHr1agQHB+PJkydwd3fHjBkz0KFDBwBATEwMBgwYgEuXLuHVq1ews7NDkyZNMHXqVKVg5+XLlxgxYgR27doFAGjfvj2WLFmCEiVKaFTXrNv2rj66Cmsr67xrBCqWFAoFzp84j9TUVFSrW03p/VwcKRQKKBQKyGQy9hBRgUhJTkEFhwoAgLuxd2FqxjlElOnlq5eo6lL1o7fdaxQQJScna7Wmg7b5iwIGRKQthUKBhIQESKXSYh8kMCCigsaAiNTRNCDSaB2i8uXL44cffkBMTIzaPIIg4MCBA2jdujV++eUX7WtMREREVEA0mkN09OhRTJ48GTNmzECNGjVQp04dODo6wtjYGK9evcKNGzdw5swZGBgYYOLEiRg0aFB+15uoUBMEAW8S3yD5TTIsZBYFXR0iIvoIjQIid3d3bNmyBU+ePMGWLVtw/PhxnD59Gm/fvoWNjQ1q1qyJFStWoE2bNtnuGiPSRXK5HFvWbAEAdO7dGfr6Wt2/QEREn5lWn9JlypTBqFGjxEUSiYiIiIoDducQERGRzmNARERERDqPARERERHpPAZEREREpPMYEBEREZHO0zogcnV1xcyZMxEdHZ0f9SEqFvQkeqhUrRLKVioLiZ6koKtDREQfoXVANGbMGPz1118oW7YsWrZsiU2bNom7yhNRJqm+FI28G6Fmg5rcyoKIqAjQOiAaPnw4Ll26hEuXLqFy5coYMWIEHBwc8N133+Hy5cv5UUciIiKifJXrOUTVq1fHokWL8PTpU0ybNg0rV65E3bp1Ub16daxevRoa7BlLVGwJgoC3KW+R+i6VvwtEREVArvcTSE9Px44dO7BmzRocOHAADRo0QP/+/RETE4NJkybh4MGD2LBhQ17WlajIkMvl2LhiIwBu3UFEVBRo/Sl9+fJlrFmzBhs3boRUKkWvXr3w888/o1KlSmIeHx8fNGnSJE8rSkRERJRftA6I6tati5YtW2LZsmXo2LEjDAwMsuWpXLkyunXrlicVJCIiIspvWgdEDx48gIuLS455zMzMsGbNmlxXioiIiOhz0npS9ceCISIiIqKiRuseIisrK0gk2Reak0gkMDY2Rvny5dGnTx/07ds3TypIRERElN+07iGaOnUq9PT04OfnhxkzZmD69Onw8/ODnp4evv32W1SsWBFDhw7FihUrPlqWXC7H5MmT4ebmBhMTE5QtWxYzZ85ERkaGUr6bN2+iffv2kMlksLCwQIMGDcSVsl++fInhw4fD3d0dpqamcHZ2xogRI5CQkKBUhqurKyQSidJjwoQJ2l4+ERERFUNa9xCdPHkSs2fPxpAhQ5TSf/vtN+zfvx/btm1DtWrV8Msvv2DgwIE5lhUSEoLQ0FCsXbsWnp6euHjxIvr27QuZTIaRI0cCAO7fvw8vLy/0798fM2bMgEwmw82bN2FsbAwAiImJQUxMDH788UdUrlwZjx49wpAhQxATE4OtW7cqnW/mzJlKdTI3N9f28ok0oifRQ3mP8khPS+fWHURERYBE0HLVOHNzc0RGRqJ8+fJK6ffu3UONGjWQlJSE+/fvo1q1akhOTs6xrLZt28LOzg6rVq0S07766iuYmppi3bp1AIBu3brBwMBAfK6JLVu2oGfPnkhOThbXf3F1dUVgYCACAwM1Lud9iYmJkMlkuProKqytrHNVBukWhUKBhIQESKXSYr99h0KhgEKhgEwmK/bXSoVTSnIKKjhUAADcjb0LUzPTAq4RFRYvX71EVZeqSEhIgKWlpdp8Wg+ZWVtbY/fu3dnSd+/eDWvrzEAhOTkZFhYWHy3Ly8sLhw4dwp07dwAAV65cwcmTJ9GmTRsAQEZGBvbs2YOKFSuiVatWsLW1Rf369bFz584cy8266A8XwwsJCUHJkiVRo0YNzJkzB2lpaWrLSE1NRWJiotKDiIiIiieth8ymTJmCoUOH4siRI6hXrx4kEgnOnz+PvXv3IjQ0FABw4MABNG3a9KNljR8/HgkJCahUqRKkUikUCgXmzJmD7t27AwDi4+ORlJSEuXPnYvbs2QgJCUF4eDg6d+6MI0eOqDzHixcvMGvWLAwePFgpfeTIkahVqxasrKxw/vx5TJw4EVFRUVi5cqXKugUHB2PGjBnaNg8RgMytO9LT0yFPl0NPL9c75BAR0Wei9ZAZAJw6dQpLlizB7du3IQgCKlWqhOHDh6NRo0ZalbNp0yYEBQVh/vz58PT0RGRkJAIDA7FgwQIEBAQgJiYGpUuXRvfu3ZW2AWnfvj3MzMywceNGpfISExPh4+MDKysr7Nq1S+WikVm2bduGLl264Pnz5yhZsmS211NTU5GamqpUtpOTE4fMSCPp6ekIWxwGIHPrDiNjo4KtUD7jkBkVNA6ZkTqaDplp1UOUnp6OQYMGYcqUKdmCkdwICgrChAkTxFWtq1atikePHiE4OBgBAQGwsbGBvr4+KleurHSch4cHTp48qZT25s0b+Pr6wtzcHDt27MgxGAKABg0aAMic+6QqIDIyMoKRUfH+EiMiIqJMWvXlGxgYYMeOHXl28pSUlGzDCVKpVLzt3tDQEHXr1sXt27eV8ty5c0dpgcisniFDQ0Ps2rVLvAMtJxEREQAABweHT70MIiIiKuK0nkPUqVMn7Ny5E6NHj/7kk7dr1w5z5syBs7MzPD09ERERgQULFqBfv35inqCgIPj7+6NJkybw9vZGeHg4du/ejaNHjwLI7Bny8fFBSkoK1q9frzQBulSpUpBKpThz5gzOnj0Lb29vyGQyXLhwAaNGjUL79u3h7Oz8yddBRERERZvWAVH58uUxa9YsnD59GrVr14aZmZnS6yNGjNC4rMWLF2PKlCkYNmwY4uPj4ejoiMGDB2Pq1Klink6dOiE0NBTBwcEYMWIE3N3dsW3bNnh5eQEALl26hHPnzol1e19UVBRcXV1hZGSEzZs3Y8aMGUhNTYWLiwsGDhyIcePGaXv5REREVAxpPanazc1NfWESCR48ePDJlSqMuA4RaYOTqok+L06qJnXyZVI1kNnrQkRERFSc5HqBlLS0NNy+fRtyuTwv60NULEgkEriWd0Vpl9IqN0MmIqLCReuAKCUlBf3794epqSk8PT3FTVZHjBiBuXPn5nkFiYoifX19NPNrhgbeDSDV5xASEVFhp3VANHHiRFy5cgVHjx5Vur29RYsW2Lx5c55WjoiIiOhz0HoO0c6dO7F582Y0aNBAaSigcuXKuH//fp5WjoiIiOhz0DogevbsGWxtbbOlJycnc64E0f/78C4z3nlFRFS4aT1kVrduXezZs0d8nhUErVixAg0bNsy7mhERERF9Jlr3EAUHB8PX1xc3btyAXC7HokWLcP36dZw5cwbHjh3LjzoSERER5Sute4gaNWqEU6dOISUlBeXKlcP+/fthZ2eHM2fOoHbt2vlRRyIiIqJ8pXUPEZC5K/3atWvzui5EREREBSJXAVFGRgbu3buH+Ph4cWf6LE2aNMmTihERERF9LloHRGfPnkWPHj3w6NEjfLgNmkQigUKhyLPKEREREX0OWgdEQ4YMQZ06dbBnzx44ODjwVnsiFSQSCcq4loFcLufvCBFREaB1QHT37l1s3boV5cuXz4/6EBUL+vr68Ongg4SEBK5BRERUBGh9l1n9+vVx7969/KgLERERUYHQuodo+PDhGDNmDOLi4lC1alUYGBgovV6tWrU8qxwRERHR56B1QPTVV18BAPr16yemSSQSCILASdVE/y89PR3rl62HAAEdenTgsBkRUSGndUAUFRWVH/UgKnbkcnlBV4GIiDSkdUDk4uKSH/UgIiIiKjAaT6oeNmwYkpKSxOfr1q1Tev769Wu0adNGq5PL5XJMnjwZbm5uMDExQdmyZTFz5sxsiz3evHkT7du3h0wmg4WFBRo0aIDo6GgAwMuXLzF8+HC4u7vD1NQUzs7OGDFiBBISEpTKePXqFXr16gWZTAaZTIZevXrh9evXWtWXiIiIiieNA6LffvsNKSkp4vNvv/0W8fHx4vPU1FTs27dPq5OHhIQgNDQUS5Yswc2bNzFv3jzMnz8fixcvFvPcv38fXl5eqFSpEo4ePYorV65gypQpMDY2BgDExMQgJiYGP/74I65evYqwsDCEh4ejf//+Sufq0aMHIiMjER4ejvDwcERGRqJXr15a1ZeIiIiKJ42HzD5clfrD57lx5swZdOjQAX5+fgAAV1dXbNy4ERcvXhTzTJo0CW3atMG8efPEtLJly4r/r1KlCrZt2yY+L1euHObMmYOePXtCLpdDX18fN2/eRHh4OM6ePYv69esDAFasWIGGDRvi9u3bcHd317jOb+VvkZKeki1dT6IHY31j8bmqPFkkkMDEwCRXed+mv4UA1W2fX3kBwNTANFd538nfIUPIyJO8Jvom4iKHqfJUKAT1E/i1yWusbww9SebfBmmKNMgz1M/90TRveno6MpABPWhWrpHUCFK9zInX6RnpSFekq81rKDWEvp6+1nnlGXKkKdLU5jWQGsBAz0DrvIoMBVLSU6BQKGCQbgBphvIEcn09fRhKDcW8qYpUteW+nzdDyMA7+bs8ySuVSGGkbwQg87PrrfxtnuTV5veenxGq8+bVZ8SHbVTYPyMA5d97rT4jFOlIz9DwM0KLvB/9vdczgIFUw8+I9/Jq83ufX58RmsjVXmZ5xcvLC6Ghobhz5w4qVqyIK1eu4OTJk1i4cCGAzD3T9uzZg3HjxqFVq1aIiIiAm5sbJk6ciI4dO6otNyEhAZaWltDXz7y8M2fOQCaTicEQADRo0AAymQynT59WGRClpqYiNfV/P5TExEQAQL0V9QDjbNnRzK0Z1nVaJz6vtqya2g/ShmUaYuvXW8Xn9VfWx8u3L1XmrW5XHXu/2Ss+/3Ltl3iS+ERl3oolK+JIwBHxeZsNbXDnxR2VectYlsG5AefE51/9+RWu/HdFZV5rE2tcHXpVfN5rRy+ceXJGZV4TfRPcG/G/daoG7h6Iw1GHVeYFgKejn4r/H/HPCOy5u0dt3rvD74ofjuMPjseWG1vU5v13yL8oaVoSADDj2AysvaJ+M+Kz/c/CSeYEAAg5GYLQS6Fq8x7ufRjuNpnvl8XnFmPB2QVq8w7EQJRGaQDA79d+x/xz89Xm/b3t76jvmPn+/PPmn5h5aqbavL/5/oYvnb8EAOy+uxsTj01Um3dhi4VoXbY1AODAwwMIPBioNm9w02B0du8MADj55CQGhw9Wm3fqF1Pxjec3AICLcRfR++/eavNObjwZQ+sOBQBcjb8Kvw1+avOObjAaYxqNAQDcfXEXzX5vpjbvkNpDMKXpFADA08SnaLCqgdq8AdUD8EPzHwAAL9++RLVQ9cuDdK3cFQt9FwLI/AOowuIKavP6VfDD8nbLxec55eVnRKb8/IyAAYD//+4vCp8Re3rsQQ37GgCAVZdXYfaJ2Wrzbum6BY2cGgEA/rj6ByYdnqQ279qOa9GibAsAwPZb2zF632i1eUPbhqJdxXYAgH/u/YMhfw9Rm3dBqwXw9/QHABx9eBQBOwPU5p3TbA761OgDADj39By6bumqNu/n+IzQhNYLM+al8ePHo3v37qhUqRIMDAxQs2ZNBAYGonv37gCA+Ph4JCUlYe7cufD19cX+/fvRqVMndO7cGceOHVNZ5osXLzBr1iwMHvy/D/O4uDjY2tpmy2tra4u4uDiV5QQHB4vzjWQyGZycnPLgikmXlCxVEjZ2NgB37iAiKvQkgoZjX3p6ehg0aBBMTTP/Qv/111/Rs2dPyGQyAEBKSgpWrFih1TpEmzZtQlBQEObPnw9PT09ERkYiMDAQCxYsQEBAAGJiYlC6dGl0794dGzZsEI9r3749zMzMsHHjRqXyEhMT4ePjAysrK+zatUtcNPKHH37A2rVrcfv2baX8FSpUQP/+/TFhwoRsdVPVQ+Tk5ITz98/DqoRV9vZhd7jKvLo6ZAYA+tBH0pskSKVSKKAo3kNmaZlDZjKZLNuaSxwy0z4vPyO0z5uSnILqztUBAHdj70JqJC30nxEcMsuU358RL1+9RFWXquLokdr8al/5QJMmTZQCikaNGuHBgwfZ8mgjKCgIEyZMQLdu3QAAVatWxaNHjxAcHIyAgADY2NhAX18flStXVjrOw8MDJ0+eVEp78+YNfH19YW5ujh07diitoG1vb4///vsv2/mfPXsGOzs7lXUzMjKCkZFRtnQTfROlX1B1NMmTm7zvf0AVhbzvfwHkZd6sL6y8zmsoNdR4zPljed//40Cbcg30/hds5GVefT198YMvL/NK9aQwNTCFQk8BUwPTHBehlOpJYaqn2ftdT6Kn8e+GNnklEkm+5AXy7/eenxEa5P3g16AofEbkNq+B9H/BRl7mzdfPCA1/7/PrM0ITGgdER48ezbOTZklJSYGenvKonVQqFW+7NzQ0RN26dbP17Ny5c0dpPaTExES0atUKRkZG2LVrl3gHWpaGDRsiISEB58+fR7169QAA586dQ0JCAho1apTn10VERERFS4FOqm7Xrh3mzJkDZ2dneHp6IiIiAgsWLFDaFiQoKAj+/v5o0qQJvL29ER4ejt27d4sB2ps3b+Dj44OUlBSsX78eiYmJ4gToUqVKQSqVwsPDA76+vhg4cCB+++03AMCgQYPQtm1bre4wI9JUeno6Nq3chIyMDLT1b8utO4iICrkCDYgWL16MKVOmYNiwYYiPj4ejoyMGDx6MqVOnink6deqE0NBQBAcHY8SIEXB3d8e2bdvg5eUFALh06RLOncu8E6J8+fJK5UdFRcHV1RUA8Mcff2DEiBHw8fEBkDkPacmSJZ/hKklXvXurfmybiIgKF40nVeu6xMREyGQyXH10FdZW1gVdHSrk0tPTEbY4DADQuXdnGBlrPkehKFIoFGonVRN9DinJKajgkLnswd3YuzA1y7u5JVS0aTqpukBvuyciIiIqDBgQERERkc7L1Ryi169f4/z584iPj8+2EWvv3upXrCUiIiIqjLQOiHbv3o1vvvkGycnJsLCwEBe2AjLX7GBAREREREWN1kNmY8aMQb9+/fDmzRu8fv0ar169Eh8vX6rea4dI10gggY2tDaxKWnHrDiKiIkDrHqKnT59ixIgR4hYeRJSdvoE+2ndvj4SEBN51RURUBGgdELVq1QoXL15E2bJl86M+RV5GRgYy5Or35aHCRU9fL9tq6UREpHu0Doj8/PwQFBSEGzduoGrVqkp7hgGZCx7qIkEQkPQyCWnJmZvdSThOUuhlbT5paGYIc2tzpflwRESkW7QOiAYOHAgAmDlzZrbXJBKJVrvdFydJL5OQnpIOW1tbmJiYcN5IUSAAb9++xbNnz5CEJFiUtMizouXpcmwJ24KMjAz4dvHlsBkRUSGndUD04W32BGQoMpCWnAZbW1tYWVsVdHVIC8YmmRsBx8fHI8MqI8+GzwQISHqTlPWEiIgKOU6eyAMZiswg0cTEpIBrQrmR9XPj3C8iIt2Vq4Do2LFjaNeuHcqXL48KFSqgffv2OHHiRF7XrUiRQMJhsqJKwjlfRES6TuuAaP369WjRogVMTU0xYsQIfPfddzAxMUHz5s2xYcOG/KgjERERUb7SOiCaM2cO5s2bh82bN2PEiBEYOXIkNm/ejLlz52LWrFn5UUcq4iqWq4hfFv2i9vWWzVpizOgxeXKuhw8fwkjfCFcir+RJeUREpBu0DogePHiAdu3aZUtv3749oqKi8qRS9PkM6DcARvpG4sPB1gFt27TF1X+vFnTViIiIPhutAyInJyccOnQoW/qhQ4fg5OSUJ5Wiz8unlQ8ePXmER08eIXx/OPT19dGpQ6eCrlaRJoEEJaxLwKKEBeeWEREVAbnay2zEiBEYOnQo1q1bh/Xr12PIkCEYOXIkxo4dmx91pHxmZGQEe3t72Nvbo3qN6hgbNBaPHz/Gs2fPAADfT/genh6eKGFRAu4V3DF96nSkp6crlbF79240rN8QlmaWcLRzxNddvlZ7vrVha1HKuhQOHjio8vUNf2xAw/oNUbJESTiXdkbvnr0RHx8vvv7q1SsE9ApAafvSkJnLULlSZawNW6tURlRUFHya+6CERQnUqVUHZ8+czW3z5Iq+gT469+oMn44+0NfXenULIiL6zLT+pB46dCjs7e3x008/4c8//wQAeHh4YPPmzejQoUOeV7AoS0tLU/uanp6e0hdlTnklEonSiuDq8hoaGuailsqSkpKwceNGlCtfDiVLlgQAWFhYYOWqlXBwdMC1q9cwbMgwmFuYY2xQZgC8d89e+Hfxx4SJE7A6bDXS09Lxz95/VJa/4KcFmB8yH3/v/Rv1G9RXmSctLQ3Tpk9DRfeKeBb/DEFjgjCg3wDs+nsXAGD6tOm4efMmdv29CyVtSuL+vft4+/atUhlTp0zF3JC5KF+hPKZNmYbePXvjxu0bDE6IiEilXH07dOrUCZ06ffqQilwux/Tp0/HHH38gLi4ODg4O6NOnDyZPnqy0QN7Nmzcxfvx4HDt2DBkZGfD09MSff/4JZ2dnAMDy5cuxYcMGXL58GW/evMGrV69QokQJpXO5urri0aNHSmnjx4/H3LlzP/k61Plp3k9qXytXvhy+7va/XpRffv4lW69LFmdnZ3zT+xvx+dIlS/E25W22fBMnT8xVPffu2QtrmTUAIDk5GQ4ODtjx1w7xZzBx0v/KdXV1xe3bt7F1y1YxIAoJDsHX/l9j6vSpYr5q1atlO8/k7ydj/br1OHDoAKpUraK2Pn369hH/X7ZsWSxYuABfNPwCSUlJMDc3x+Pox6hRowZq16kt1ulDo0aPQhu/NgCAqdOmoka1Grh37x4qVaqkYasQEZEu0TogKlu2LC5cuCD2HmR5/fo1atWqhQcPHmhcVkhICEJDQ7F27Vp4enri4sWL6Nu3L2QyGUaOHAkAuH//Pry8vNC/f3/MmDEDMpkMN2/ehLGxsVhOSkoKfH194evri4kT1QcFM2fOFLceAQBzc3ON61qcNf2yKRb/uhgA8OrlK/wW+hvat22Pk2dOwsXFBdu3bcfiRYtx//59JCUlQS6Xw9LSUjz+ypUr6DegX47nWPTzIiQnJ+P0udMf3Rg4MiISs2bOwr9X/sXLly/F1dEfRz+GR2UPDBo8CN2+7oaIiAi0aNEC7Tu0R8NGDZXKqFq1qvh/ewd7AMCz+GefLSCSp8ux448dUGQo0LJDS27dQURUyGkdED18+FDlfmWpqal4+vSpVmWdOXMGHTp0gJ+fH4DMv/Q3btyIixcvinkmTZqENm3aYN68eWLah1+ogYGBAICjR4/meD4LCwvY29trVcdPMWac+lvJP9wiYsSoEWrzfrjp6LDvhn1axT5gZmaG8uXLi89r1a6FUtalsHrlarTxa4OePXpi6rSpaOnTEpYyS2zZvAULf14o5tdkhe4vvL7AP3v/wbYt2xA0PkhtvuTkZPi19kOLli2wZu0a2JSywePox2jbpq04VOjb2hd3H9zFP3v/weFDh+Hr44shQ4cgZH6IWM77Q4xZ7fc5t50RIOD1y9dZT4iIqJDTOCDatWuX+P99+/ZBJpOJzxUKBQ4dOqRy6CInXl5eCA0NxZ07d1CxYkVcuXIFJ0+exMKFCwFkfoHt2bMH48aNQ6tWrRAREQE3NzdMnDgRHTt21OpcQGaP1KxZs+Dk5ISuXbsiKCgoT+bdqKNN2fmVNzckEgn09PTw9u1bnD59Gs4uzpjw/QTx9ejoaKX8VatWxZHDRxDQJ0BtmXXq1sGwb4ehbZu20JPqYcxY1cHi7Vu38fz5c8z+YbZ41+LlS5ez5StVqhR6B/RG74De+MLrC0wcP1EpICIiItKGxgFRVgAikUgQEKD8xWdgYABXV1f89JP6OTOqjB8/HgkJCahUqRKkUikUCgXmzJmD7t27A8jccDMpKQlz587F7NmzERISgvDwcHTu3BlHjhxB06ZNNT7XyJEjUatWLVhZWeH8+fOYOHEioqKisHLlSpX5U1NTkZqaKj5PTEzU6tqKktTUVMTFxQHIvINr2dJlSEpKgl9bPyQkJuBx9GP8uflP1K5TG//s/Qd/7fxL6fhJUybB18cXZcuWRVf/rlDIFQgPDxfnGGVp0LABdv29C+382kFfXx8jA0dmq4uTsxMMDQ2xdMlSDBw8ENevX8cPc35QyjNj2gzUrF0TlStXRlpqGvbu2cu5QURE9Ek0Doiyhhvc3Nxw4cIF2NjYfPLJN2/ejPXr12PDhg3w9PREZGQkAgMD4ejoiICAAPGcHTp0wKhRowAANWrUwOnTpxEaGqpVQJR1PABUq1YNVlZW6NKlC0JCQrLNhwKA4OBgzJgx4xOvsGjYv28/XMq4AMgcVnR3d8fGzRvR9MvM9h0xcgQCRwQiNTUVrdu0xsRJEzF75mzx+KZfNsXGzRvxw5wfMH/efFhaWsKrsZfKczX6ohF27tqJDu06QCqV4rvh3ym9XqpUKaxcvRJTJk/Br0t+Rc2aNTE3ZC6+6vSVmMfQ0BBTJk3Bo4ePYGJigi+8vsC6DevyulmIiEiHSARBKLAZDk5OTpgwYQK+/fZbMW327NlYv349bt26hbS0NJiZmWHatGmYPHmymGf8+PE4efIkTp06pVTe0aNH4e3trfIusw89ffoUZcqUwdmzZ1G/fvbbv1X1EDk5OeHqo6uwtrJWyitPkyMxLhHOrs5Kk72paHj37h2iH0bD0t4S+oZ5c1t+eno6whaHAQA69+4MI2OjPCm3sFIoFFAoFJDJZJxATgUiJTkFFRwqAADuxt6FqZlpAdeICouXr16iqktVJCQkKN0Q9KEC3e0+JSUl2+RiqVQq9gwZGhqibt26uH37tlKeO3fuwMXFJTdVF0VERAAAHBwcVL5uZGQES0tLpQcREREVT1r/Obx+/Xr07dsXnTt3xogRIyAIAk6fPo3mzZsjLCwMPXr00Lisdu3aYc6cOXB2doanpyciIiKwYMEC9Ov3v1u4g4KC4O/vjyZNmsDb2xvh4eHYvXu30h1lcXFxiIuLw7179wAAV69ehYWFBZydnWFtbY0zZ87g7Nmz8Pb2hkwmw4ULFzBq1Ci0b99eXMuIKC9JIIG5hXlmcM+tO4iICj2th8w8PDwwaNAgpTk5ALBgwQKsWLECN2/e1LisN2/eYMqUKdixYwfi4+Ph6OiI7t27Y+rUqUp3Uq1evRrBwcF48uQJ3N3dMWPGDKVVsadPn65yvs+aNWvQp08fXL58GcOGDcOtW7eQmpoKFxcXdOvWDePGjYOpqWbdqomJiZDJZBwyK4byY8gMyBxGSkhIgFQqLfbDSBwyo4LGITNSR9MhM60DIiMjI1y/fl1p3RoAuHfvHqpUqYJ3797lrsaFHAOi4osB0adjQEQFjQERqZNvc4i42z0REREVN1r/OZy1231kZCQaNWoEiUSCkydPIiwsDIsWLcqPOhIVOfJ0OXZv3g2FQgHvtt7sNSEiKuS42z1RPhAg4Hn886wnRERUyBXobvdEREREhUGuZ5CmpaUhPj4+24aZvI2diIiIihqtA6K7d++iX79+OH36tFK6IAiQSCRQKBR5VjkiIiKiz0Hru8z69OkDPT09/P3337h06RIuX76My5cvIyIiApcvZ9+VnAqvAf0GwEjfCEb6RjAzNoOToxNat2qNsDVh2Xr+srTxbQMTQxOcO3tO5etnTp9B+7btYWdjB0szS9SqUQs/L/hZo0D58ePHGDxwMFydXGFuYo4KZStg9KjRePHixSddJxER0cdo3UMUGRmJS5cucXfxYsKnlQ9WrFoBhUKB+P/isX/ffowZNQbbt23H9p3boa//v7dIdHQ0zp09h6HfDkXYmjDUb6C8B9xfO/9Cj2490LtPb+w/uB+yEjIcPnQY30/4HufPnceGTRsgkahetvnBgwdo6tUUFSpUwO/rf4ermytuXL+BiRMmYl/4Ppw4dQLW1tYqjyUiIvpUWvcQVa5cGc+fP8+PulABMDIygr29PUqXLo2atWpi/MTx2Lp9K/aF78Pva39Xyvt72O9o49cGgwYPwpY/tyA5OVl8LTk5GUMHD0Xbdm2xLHQZqteoDldXV/Tr3w8rV6/E9m3bsXXLVrX1GDl8JAwNDbEnfA+aNG0CZ2dn+Lb2xT/7/kHM0xhMnTJVzFuxXEWEBIdg0IBBKFmiJMq7lcfKFSvzvnE+kbGJMQyNDD+ekYiICpxGAVFiYqL4CAkJwbhx43D06FG8ePFC6bXExMT8rm+RIAgCkpOTC+Sh5cLjKnk380a16tWwc8dOpWv6fe3v6N6jOypVqoQKFSsoBTgHDxzEixcvMGr0qGzltW3XFhUqVsDmTZtVnu/ly5c4sP8ABg8ZDBMTE6XX7O3t0a1HN2z9c6vStS38eSFq1a6FcxfPYfCQwRj+7XDcunXrE6887xgYGKDHoB5o170d9A3ybvVrIiLKHxp9UpcoUUJpqEMQBDRv3lwpDydV/09KSgqsZQUzvPMy4SXMzMw+uRx3d3dcvXpVfH7o4CGkpKTAp5UPAKB7j+4IWx2GgD4BAIC7d+4CACp5qB5KdXd3x927d1W+du/uPQiCAHcPd5WvV6pUCa9evcKzZ89ga2sLAPBt7YshQ4cAAMaOG4tfFv2C48eOcyiXiIhyRaOA6MiRI/ldDypksgLcLGFrwtDl6y7inCL/bv6YOH4ibt++DXd3d6Xj1JX3/oa92tYFgFJ9qlStIv5fIpHAzt4Oz+Kf5ap8IiIijQKipk2b5nc9ihVTU1O8THhZYOfOC7du3YKrqyuAzCGtXX/tQnp6OpaHLhfzKBQKrF2zFj/M/QHlK2Ru9nvr5i00bNQwW3m3b99G9erVVZ6rXPlykEgkuHXjlsrVzm/fvg0rKyvY2NiIaQYGBkp5JBKJ2jvjCoI8XY5/tv8DuVyOJr5NuHUHEVEhp/HkhpSUFAQFBWHnzp1IT09HixYt8Msvvyh9SVEmiUSSJ8NWBeXI4SO4dvUaRowcAQDYuGEjSpcpja3blCdFHz58GPND5mPm7Jlo6dMS1tbWWPjzwmwB0e7du3Hv7j38+NOPKs9XsmRJNG/RHL+F/oYRgSOU5hHFxcVh04ZN+KbXN2rvUCuMBAiIexqX9YSIiAo5je8ymzZtGsLCwuDn54du3brhwIEDGDp0aH7WjT6D1NRUxMXF4enTp4i4HIGQ4BB06dwFbfzaoGevngAyh8s6d+4MzyqeSo8+ffvg9evX2Lt3L8zMzPDrsl+xe9duDB0yFFf/vYqHDx9izeo1GNhvIPr174fWbVqrrcfCXxYiNTUVbVu3xYnjJ/D48WPsC9+HNr5t4FjaETNnzfxcTUJERDpI4x6i7du3Y9WqVejWrRsAoGfPnvjiiy+gUCg4HFCE7d+3Hy5lXKCvrw8rKytUrVYVCxYuQK/evaCnp4fLly7j3yv/YlnosmzHWlhYoEXLFghbHYb27duj81edsf/gfswNnotmXzYT7zqc88McjB03Nsd6VKhQAafPncbsmbPRs0dPvHjxAvb29mjXoR0mT5nMNYiIiChfSQQN79M2NDREVFQUSpcuLaaZmJjgzp07cHJyyrcKFhaJiYmQyWS4+ugqrK2Uv5zlaXIkxiXC2dUZxsbGBVTDwufdu3f4qtNXePLkCQ4ePohSpUoVdJVUevfuHaIfRsPS3hL6hnlzi3x6ejrCFocBADr37gwjY6M8KbewUigUUCgUkMlk/AOJCkRKcgoqOFQAANyNvQtTs7yZT0lF38tXL1HVpSoSEhJgaWmpNp/GQ2YKhSLbXUL6+vqQy+W5ryUVa8bGxti2Yxt69uyJkydOFnR1iIiI1NL4z2FBENCnTx8YGf3vL913795hyJAhShOIt2/fnrc1pCLN2NgYQeODCroaREREOdK4hyggIAC2traQyWTio2fPnnB0dFRK04ZcLsfkyZPh5uYGExMTlC1bFjNnzsx2+/TNmzfRvn17yGQyWFhYoEGDBoiOjhZfX758Ob788ktYWlpCIpHg9evX2c716tUr9OrVS6xnr169VOYjyiv6+vqQ6nP4iIioKNC4h2jNmjV5fvKQkBCEhoZi7dq18PT0xMWLF9G3b1/IZDKMHDkSAHD//n14eXmhf//+mDFjBmQyGW7evKk0VyclJQW+vr7w9fXFxIkTVZ6rR48eePLkCcLDwwEAgwYNQq9evbB79+48vy4iAwMD9P62NxISEjinhoioCCjQTZbOnDmDDh06wM/PDwDg6uqKjRs34uLFi2KeSZMmoU2bNpg3b56YVrZsWaVyAgMDAQBHjx5VeZ6bN28iPDwcZ8+eRf36mTu0r1ixAg0bNsy20nJuCRC43kxRJfz/z4+IiHRWgQZEXl5eCA0NxZ07d1CxYkVcuXIFJ0+exMKFCwEAGRkZ2LNnD8aNG4dWrVohIiICbm5umDhxIjp27Kjxec6cOQOZTCYGQwDQoEEDyGQynD59WmVAlJqaitTUVPF51i3k8gw50hXpSnkzJBkQBAEpKSnF/m6i4iglJQWCIEAhUUBQ5F1gpFAokJ6RjgxJBjIkhWcV7fygyFBAkaFAuiIdGSje10qF0/ufy+mK9Gyf06S75Bma3fxVoAHR+PHjkZCQgEqVKkEqlUKhUGDOnDno3r07ACA+Ph5JSUmYO3cuZs+ejZCQEISHh6Nz5844cuSIxluKxMXFiZuCvs/W1hZxcXEqjwkODsaMGTOypWcIGUiVp2ZLl5hI8OxZ5l5axsbGRWpVZV0lCALevXuHZ8+eQWIiQXpGOvLqu1whV+DEPycgl8tRy7sWDA1yt49bUaHIUCBDnoFURSqkAocI6fN7/3M5VZ4KqZzvQ8qUIWj2wV6gAdHmzZuxfv16bNiwAZ6enoiMjERgYCAcHR0REBAgTq7u0KEDRo0aBQCoUaMGTp8+jdDQUK32WFMVoHy4gen7Jk6ciNGjR4vPExMT4eTkBJcSLirXMRBKCIj/Lx4vnxfMHmaUe1YlrGBrZ5unQWxaWhpio2MBAM7mxX99KoVCAblcDqsSVpwzRQUi2TBZ/L+rlWuR3j6J8laiNFGjfAUaEAUFBWHChAni6tdVq1bFo0ePEBwcjICAANjY2EBfXx+VK1dWOs7DwwMnT2q+ro29vT3++++/bOnPnj2DnZ2dymOMjIyUlhjIYiA1gIHUQMURQJnSZaCwVyA9nV21RYWBgUG+fIEL0v8NveX0niku9KAHiSCBgTR/2pPoY97/HdOF3znSnKbvhQINiFJSUqCnp3znv1QqFXuGDA0NUbduXdy+fVspz507d+Di4qLxeRo2bIiEhAScP38e9erVAwCcO3cOCQkJaNSo0SdehTKpVMovBCIioiKmQAOidu3aYc6cOXB2doanpyciIiKwYMEC9OvXT8wTFBQEf39/NGnSBN7e3ggPD8fu3buV7iiLi4tDXFwc7t27BwC4evUqLCws4OzsDGtra3h4eMDX1xcDBw7Eb7/9BiDztvu2bdvmyR1mREREVLRpvDBjfli8eDG6dOmCYcOGwcPDA2PHjsXgwYMxa9YsMU+nTp0QGhqKefPmoWrVqli5ciW2bdsGLy8vMU9oaChq1qyJgQMHAgCaNGmCmjVrYteuXWKeP/74A1WrVoWPjw98fHxQrVo1rFu37vNdLBERERVaGm/uquuyNnf92OZwREDmpOrg4GAAwLBhw3RnUrUVJ1VTwUhOToa5uTkAICkpiZOqSaTp93eBDpkVJVlxY9Z6REQ5SUtLw7t37wAACQkJePv2bQHXKH9lZGSuxcU5dFRQkpP/d5dZYmIiFApFAdaGCpOs7+2P9f+wh0hDT548gZOTU0FXg4iIiHLh8ePHKFOmjNrXGRBpKCMjAzExMbCwsOCii+/JWp/p8ePHHErUEtsu99h2uce2yz22Xe4VZNsJgoA3b97A0dEx253t7+OQmYb09PRyjCx1naWlJT8gcoltl3tsu9xj2+Ue2y73CqrtZDLZR/MU6F1mRERERIUBAyIiIiLSeQyI6JMYGRlh2rRpKrc5oZyx7XKPbZd7bLvcY9vlXlFoO06qJiIiIp3HHiIiIiLSeQyIiIiISOcxICIiIiKdx4CIiIiIdB4DIiIiItJ5DIiIiIhI5zEgIiIiIp3HgIiIiIh0HgMiIiIi0nkMiIiIiEjnMSAiIiIinceAiIiIiHQeAyIiIiLSeQyIiIiISOcxICIiIiKdx4CIiIiIdB4DIiIiItJ5DIiIiIhI5zEgIiIiIp3HgIiIiIh0HgMiIiIi0nkMiIiIiEjnMSAiIiIinceAiIiIiHQeAyIiIiLSeQyIiIiISOfpF3QFioqMjAzExMTAwsICEomkoKtDREREGhAEAW/evIGjoyP09NT3AzEg0lBMTAycnJwKuhpERESUC48fP0aZMmXUvs6ASEMWFhYAMhvU0tKygGtDREREmkhMTISTk5P4Pa4OAyINZQ2TWVpaMiCij1JkCDgf9RLxb97B1sIY9dysIdXjUCsRUUH52HSXIjupeunSpXBzc4OxsTFq166NEydO5Jj/119/hYeHB0xMTODu7o7ff//9M9WUdE34tVh4hRxG9xVnMXJTJLqvOAuvkMMIvxZb0FUjIiI1imRAtHnzZgQGBmLSpEmIiIhA48aN0bp1a0RHR6vMv2zZMkycOBHTp0/H9evXMWPGDHz77bfYvXv3Z645FXfh12IxdP1lxCa8U0qPS3iHoesvMygiIiqkJIIgCAVdCW3Vr18ftWrVwrJly8Q0Dw8PdOzYEcHBwdnyN2rUCF988QXmz58vpgUGBuLixYs4efKkRudMTEyETCZDQkICh8xIJUWGAK+Qw9mCoSwSAPYyY5wc34zDZ0REn4mm399Fbg5RWloaLl26hAkTJiil+/j44PTp0yqPSU1NhbGxsVKaiYkJzp8/j/T0dBgYGKg8JjU1VXyemJiYB7Wn4ux81Eu1wRAACABiE97hfNRLNCxX8vNVjIg0IggC5HI5FApFQVeFtCCVSqGvr//JS+IUuYDo+fPnUCgUsLOzU0q3s7NDXFycymNatWqFlStXomPHjqhVqxYuXbqE1atXIz09Hc+fP4eDg0O2Y4KDgzFjxox8uQYqnuLfqA+GcpOPiD6ftLQ0xMbGIiUlpaCrQrlgamoKBwcHGBoa5rqMIhcQZfkwEhQEQW10OGXKFMTFxaFBgwYQBAF2dnbo06cP5s2bB6lUqvKYiRMnYvTo0eLzrNv2iNSxtTD+eCYt8hHR55GRkYGoqChIpVI4OjrC0NCQC/AWEYIgIC0tDc+ePUNUVBQqVKiQ4+KLOSlyAZGNjQ2kUmm23qD4+PhsvUZZTExMsHr1avz222/477//4ODggOXLl8PCwgI2NjYqjzEyMoKRkVGe15+Kr3pu1nCQGSMu4R1UTczLmkNUz836c1eNiHKQlpaGjIwMODk5wdTUtKCrQ1oyMTGBgYEBHj16hLS0tGxTZDRV5O4yMzQ0RO3atXHgwAGl9AMHDqBRo0Y5HmtgYIAyZcpAKpVi06ZNaNu2ba4jSaIPSfUkmNauMoDM4Od9Wc+ntavMCdVEhRS/D4quvPjZFcmf/ujRo7Fy5UqsXr0aN2/exKhRoxAdHY0hQ4YAyBzu6t27t5j/zp07WL9+Pe7evYvz58+jW7duuHbtGn744YeCugQqpnyrOGBZz1qwlyn/hWIvM8aynrXgWyX7fDUiIip4RW7IDAD8/f3x4sULzJw5E7GxsahSpQr27t0LFxcXAEBsbKzSmkQKhQI//fQTbt++DQMDA3h7e+P06dNwdXUtoCug4sy3igNaVrbnStVEpPMePnwINzc3REREoEaNGgCAU6dOYciQIbh16xb8/Pywc+dOlWmfW5Fch6ggcB0iIqLi6d27d4iKihJ3P8itz7lljyAIaNmyJaRSKfbt26f02tKlSzFx4kRcvXoVzs7O+XL+L7/8EseOHQOQOZXFxsYGtWrVQt++fdG5c2cxn0KhwLNnz2BjYwN9/cw+mPr166NixYoIDg6Gubk5SpQooTJNGzn9DDX9/i6SQ2ZERESFyefeskcikWDNmjU4d+4cfvvtNzE9KioK48ePx6JFi/ItGMoycOBAxMbG4t69e9i2bRsqV66Mbt26YdCgQWIeqVQKe3t7MRgCgPv376NZs2YoU6aMGPioSvvcGBARERF9goLassfJyQmLFi3C2LFjERUVBUEQ0L9/f3z55Zc4ceIE3NzcxP07Fy1aJB539epV6Onp4fnz5wCAV69eQU9PD127dhXzBAcHo2HDhjme39TUFPb29nByckKDBg0QEhKC3377DStWrMDBgwcBZA6ZSSQSREZGiv9/8eIF+vXrB4lEgrCwMJVpBYEBERER0XsEQUBKmlyjx5t36Zi267rKpTay0qbvuoE379I1Kk/bWSwBAQFo3rw5+vbtiyVLluDatWtYuXIlypQpgz///BM3btzA1KlT8f333+PPP/8EAFSpUgUlS5YUh7yOHz+OkiVL4vjx42K5R48eRdOmTbVuu4CAAFhZWWH79u3ZXnNyckJsbCwsLS2xcOFCxMbGomvXrtnS/P39tT5vXiiSk6qJiIjyy9t0BSpP3ffxjBoQAMQlvkPV6fs1yn9jZiuYGmr31bx8+XJUqVIFJ06cwNatW2FnZ6e004KbmxtOnz6NP//8E19//TUkEgmaNGmCo0eP4quvvsLRo0cREBCAtWvX4saNG6hYsSJOnz6NUaNGaVUPIPP294oVK+Lhw4fZXssaPpNIJJDJZLC3twcAmJmZZUsrCOwhIiIiKsJsbW0xaNAgeHh4oFOnTgCA0NBQ1KlTB6VKlYK5uTlWrFihdPf1l19+iaNHjwIAjh07Bm9vbzRp0gTHjh3DhQsX8PbtW3zxxRe5qk9OO0cUZuwhIiIieo+JgRQ3ZrbSKO/5qJfos+bCR/OF9a2r0Sr1Jgaqt5P6GH19fXHi8p9//olRo0bhp59+QsOGDWFhYYH58+fj3LlzYv4vv/wSI0eOxL1793Dt2jU0btwY9+/fx7Fjx/D69WvUrl0bFhYWWtdDoVDg7t27qFu3bq6uoyAxICIiInqPRCLReNiqcYVSGm3Z07hCqc+2FtmJEyfQqFEjDBs2TEy7f/++Up6seUSzZ89G9erVYWlpiaZNmyI4OBivXr3K1fwhAFi7di1evXqFr7766pOuoSBwyIyIiCiXCuOWPeXLl8fFixexb98+3LlzB1OmTMGFC8q9WFnziNavX48vv/wSAFCtWjWkpaXh0KFDYlpOUlJSEBcXhydPnuDcuXMYP348hgwZgqFDh8Lb2zsfrix/MSAiIiL6BIVty54hQ4agc+fO8Pf3R/369fHixQul3qIs3t7eUCgUYvAjkUjQuHFjAICXl9dHz7NixQo4ODigXLly6NSpE27cuIHNmzdj6dKleXo9nwtXqtYQV6omIiqeiuJK1aQsL1aq5hwiIiKiPCDVk6BhuZIFXQ3KJQ6ZERERkc5jQEREREQ6jwERERER6TwGRERERKTzGBARERGRzmNARERERDqPARERERHpvCIbEC1dulRcgKl27do4ceJEjvn/+OMPVK9eHaampnBwcEDfvn3x4sWLz1RbIiIiKsyKZEC0efNmBAYGYtKkSYiIiEDjxo3RunVrREdHq8x/8uRJ9O7dG/3798f169exZcsWXLhwAQMGDPjMNSciIvo8pk+fjho1ahR4GTnp06cPOnbsKD4XBAGDBg2CtbU1JBIJIiMjVablhyIZEC1YsAD9+/fHgAED4OHhgYULF8LJyQnLli1Tmf/s2bNwdXXFiBEj4ObmBi8vLwwePBgXL178zDUnIqJiK0MBRJ0Arm7N/DdDka+n69OnDyQSCSQSCQwMDFC2bFmMHTsWycnJAICxY8fi0KFDSvnfDz7yy9GjR8V66enpQSaToWbNmhg3bhxiY2OV8i5atAhhYWHi8/DwcISFheHvv/9GbGwsqlSpojItPxS5gCgtLQ2XLl2Cj4+PUrqPjw9Onz6t8phGjRrhyZMn2Lt3LwRBwH///YetW7fCz89P7XlSU1ORmJio9CAiIlLpxi5gYRVgbVtgW//MfxdWyUzPR76+voiNjcWDBw8we/ZsLF26FGPHjgUAmJubo2TJgttK5Pbt24iJicGFCxcwfvx4HDx4EFWqVMHVq1fFPDKZDCVKlBCf379/Hw4ODmjUqBHs7e2hr6+vMi0/FLmA6Pnz51AoFLCzs1NKt7OzQ1xcnMpjGjVqhD/++AP+/v4wNDSEvb09SpQogcWLF6s9T3BwMGQymfhwcnLK0+sgIqJi4sYu4M/eQGKMcnpibGZ6PgZFRkZGsLe3h5OTE3r06IFvvvkGO3fuBKA83DV9+nSsXbsWf/31l9h7c/ToUQDAkydP0K1bN1hbW8PMzAx16tTBuXPnlM6zbt06uLq6QiaToVu3bnjz5s1H62Zrawt7e3tUrFgR3bp1w6lTp1CqVCkMHTpUzPN+r1WfPn0wfPhwREdHQyKRwNXVVWVafimym7tKJMo7CAuCkC0ty40bNzBixAhMnToVrVq1QmxsLIKCgjBkyBCsWrVK5TETJ07E6NGjxeeJiYkMioiIdIEgAOkpmuXNUAD/jAMgqCoIgAQIHw+U/RLQk368PANTQM13mSZMTEyQnp6eLX3s2LG4efMmEhMTsWbNGgCAtbU1kpKS0LRpU5QuXRq7du2Cvb09Ll++jIyMDPHY+/fvY+fOnfj777/x6tUrfP3115g7dy7mzJmjdd2GDBmCUaNGIT4+Hra2tkqvL1q0COXKlcPy5ctx4cIFSKVSGBoaZkvLL0UuILKxsYFUKs3WGxQfH5+t1yhLcHAwvvjiCwQFBQEAqlWrBjMzMzRu3BizZ8+Gg4NDtmOMjIxgZGSU9xdARESFW3oK8INjHhUmZPYczdXwD+rvYwBDs1yd6fz589iwYQOaN2+e7TVzc3OYmJggNTUV9vb2YnpYWBiePXuGCxcuwNraGgBQvnx5pWMzMjIQFhYGCwsLAECvXr1w6NAhrQMiAKhUqRIA4OHDh9kCIplMBgsLC0ilUqU6qkrLD0VuyMzQ0BC1a9fGgQMHlNIPHDiARo0aqTwmJSUFenrKl5oVZQqCqqieiIio8Pv7779hbm4OY2NjNGzYEE2aNMlxOsiHIiMjUbNmTTEYUsXV1VUMhgDAwcEB8fHxuapv1neuuhGdglTkeogAYPTo0ejVqxfq1KmDhg0bYvny5YiOjsaQIUMAZA53PX36FL///jsAoF27dhg4cCCWLVsmDpkFBgaiXr16cHTMq78CiIioWDAwzeyp0cSj08AfXT6e75utgIvqP9qznVsL3t7eWLZsGQwMDODo6AgDAwOtjjcxMfl4lT4oUyKRKA2paePmzZsAkK9zgXKrSAZE/v7+ePHiBWbOnCnegrd37164uLgAAGJjY5XWJOrTpw/evHmDJUuWYMyYMShRogSaNWuGkJCQgroEIiIqrCQSzYetyjUDLB0zJ1CrnEckyXy9XDPN5hBpyczMLNsQlzqGhoZQKJSXAqhWrRpWrlyJly9f5thLlBfevn2L5cuXo0mTJihVqlS+nis3imRABADDhg3DsGHDVL72/poGWYYPH47hw4fnc62IiEin6EkB35DMu8kggXJQ9P/DQr5z8yUY0parqyv27duH27dvo2TJkpDJZOjevTt++OEHdOzYEcHBwXBwcEBERAQcHR3RsGHDTzpffHw83r17hzdv3uDSpUuYN28enj9/ju3bt+fRFeWtIjeHiIiIqFCp3B74+nfA8oMbdCwdM9Mrty+Yen1g4MCBcHd3R506dVCqVCmcOnUKhoaG2L9/P2xtbdGmTRtUrVoVc+fOzZO7udzd3eHo6IjatWtj7ty5aNGiBa5du4bKlSvnwdXkPYnAWcUaSUxMhEwmQ0JCAiwtLQu6OkRElEfevXuHqKgocX/MXMtQZM4pSvoPMLfLnDNUCHqGdEFOP0NNv7+L7JAZERFRoaInBdwaF3QtKJc4ZEZEREQ6jwERERER6TwGRERERKTzGBARERGRzmNAREREBG7lVJTlxc+OAREREem0rK0pUlI03OGeCp2sn522W5e8j7fdExGRTpNKpShRooS4YampqWmh3HyUshMEASkpKYiPj0eJEiU+aUFJBkRERKTz7O3tASDXu7hTwSpRooT4M8wtBkRERKTzJBIJHBwcYGtri/T09IKuDmnBwMAgT7YaYUBERET0/6RSaZ58uVLRw0nVREREpPMYEBEREZHOY0BEREREOo8BEREREem8IhsQLV26FG5ubjA2Nkbt2rVx4sQJtXn79OkDiUSS7eHp6fkZa0xERESFVZEMiDZv3ozAwEBMmjQJERERaNy4MVq3bo3o6GiV+RctWoTY2Fjx8fjxY1hbW6Nr166fueZERERUGEmEIrh5S/369VGrVi0sW7ZMTPPw8EDHjh0RHBz80eN37tyJzp07IyoqCi4uLhqdMzExETKZDAkJCbC0tMx13YmIiOjz0fT7u8j1EKWlpeHSpUvw8fFRSvfx8cHp06c1KmPVqlVo0aKFxsEQERERFW9FbmHG58+fQ6FQwM7OTindzs4OcXFxHz0+NjYW//zzDzZs2JBjvtTUVKSmporPExMTc1dhIiIiKvSKXA9Rlg833hMEQaPN+MLCwlCiRAl07Ngxx3zBwcGQyWTiw8nJ6VOqS0RERIVYkQuIbGxsIJVKs/UGxcfHZ+s1+pAgCFi9ejV69eoFQ0PDHPNOnDgRCQkJ4uPx48efXHciIiIqnIpcQGRoaIjatWvjwIEDSukHDhxAo0aNcjz22LFjuHfvHvr37//R8xgZGcHS0lLpQURERMVTkZtDBACjR49Gr169UKdOHTRs2BDLly9HdHQ0hgwZAiCzd+fp06f4/ffflY5btWoV6tevjypVqhREtYmIiKiQKpIBkb+/P168eIGZM2ciNjYWVapUwd69e8W7xmJjY7OtSZSQkIBt27Zh0aJFBVFlIiIiKsSK5DpEBYHrEBERERU9xXYdIiIiIqK8xoCIiIiIdB4DIiIiItJ5DIiIiIhI5zEgIiIiIp3HgIiIiIh0HgMiIiIi0nkMiIiIiEjnMSAiIiIinceAiIiIiHQeAyIiIiLSeQyIiIiISOcxICIiIiKdx4CIiIiIdB4DIiIiItJ5DIiIiIhI5zEgIiIiIp3HgIiIiIh0XpENiJYuXQo3NzcYGxujdu3aOHHiRI75U1NTMWnSJLi4uMDIyAjlypXD6tWrP1NtiYiIqDDTL+gK5MbmzZsRGBiIpUuX4osvvsBvv/2G1q1b48aNG3B2dlZ5zNdff43//vsPq1atQvny5REfHw+5XP6Za05ERESFkUQQBKGgK6Gt+vXro1atWli2bJmY5uHhgY4dOyI4ODhb/vDwcHTr1g0PHjyAtbV1rs6ZmJgImUyGhIQEWFpa5rruRERE9Plo+v1d5IbM0tLScOnSJfj4+Cil+/j44PTp0yqP2bVrF+rUqYN58+ahdOnSqFixIsaOHYu3b9+qPU9qaioSExOVHkRERFQ8Fbkhs+fPn0OhUMDOzk4p3c7ODnFxcSqPefDgAU6ePAljY2Ps2LEDz58/x7Bhw/Dy5Uu184iCg4MxY8aMPK8/ERERFT5Frocoi0QiUXouCEK2tCwZGRmQSCT4448/UK9ePbRp0wYLFixAWFiY2l6iiRMnIiEhQXw8fvw4z6+BiIiICoci10NkY2MDqVSarTcoPj4+W69RFgcHB5QuXRoymUxM8/DwgCAIePLkCSpUqJDtGCMjIxgZGeVt5YmIiKhQKnI9RIaGhqhduzYOHDiglH7gwAE0atRI5TFffPEFYmJikJSUJKbduXMHenp6KFOmTL7Wl4iIiAq/IhcQAcDo0aOxcuVKrF69Gjdv3sSoUaMQHR2NIUOGAMgc7urdu7eYv0ePHihZsiT69u2LGzdu4Pjx4wgKCkK/fv1gYmJSUJdBREREhUSRGzIDAH9/f7x48QIzZ85EbGwsqlSpgr1798LFxQUAEBsbi+joaDG/ubk5Dhw4gOHDh6NOnTooWbIkvv76a8yePbugLoGIiIgKkSK5DlFB4DpERERERU+xXYeIiIiIKK8xICIiIiKdx4CIiIiIdB4DIiIiItJ5DIiIiIhI5zEgIiIiIp3HgIiIiIh0HgMiIiIi0nkMiIiIiEjnMSAiIiIinceAiIiIiHQeAyIiIiLSeQyIiIiISOcxICIiIiKdx4CIiIiIdB4DIiIiItJ5DIiIiIhI5zEgIiIiIp1XZAOipUuXws3NDcbGxqhduzZOnDihNu/Ro0chkUiyPW7duvUZa0xERESFVZEMiDZv3ozAwEBMmjQJERERaNy4MVq3bo3o6Ogcj7t9+zZiY2PFR4UKFT5TjYmIiKgwK5IB0YIFC9C/f38MGDAAHh4eWLhwIZycnLBs2bIcj7O1tYW9vb34kEqln6nGREREVJgVuYAoLS0Nly5dgo+Pj1K6j48PTp8+neOxNWvWhIODA5o3b44jR47kmDc1NRWJiYlKDyIiIiqeilxA9Pz5cygUCtjZ2Sml29nZIS4uTuUxDg4OWL58ObZt24bt27fD3d0dzZs3x/Hjx9WeJzg4GDKZTHw4OTnl6XUQERFR4aFf0BXILYlEovRcEIRsaVnc3d3h7u4uPm/YsCEeP36MH3/8EU2aNFF5zMSJEzF69GjxeWJiIoMiIiKiYqrI9RDZ2NhAKpVm6w2Kj4/P1muUkwYNGuDu3btqXzcyMoKlpaXSg4iIiIqnIhcQGRoaonbt2jhw4IBS+oEDB9CoUSONy4mIiICDg0NeV4+IiIiKoCI5ZDZ69Gj06tULderUQcOGDbF8+XJER0djyJAhADKHu54+fYrff/8dALBw4UK4urrC09MTaWlpWL9+PbZt24Zt27YV5GUQERFRIVEkAyJ/f3+8ePECM2fORGxsLKpUqYK9e/fCxcUFABAbG6u0JlFaWhrGjh2Lp0+fwsTEBJ6entizZw/atGlTUJdAREREhYhEEAShoCtRFCQmJkImkyEhIYHziYiIiIoITb+/i9wcIiIiIqK8xoCIiIiIdB4DIiIiItJ5DIiIiIhI5zEgIiIiIp3HgIiIiIh0HgMiIiIi0nkMiIiIiEjnMSAiIiIinceAiIiIiHQeAyIiIiLSeQyIiIiISOcxICIiIiKdx4CIiIiIdB4DIiIiItJ5DIiIiIhI5zEgIiIiIp1XZAOipUuXws3NDcbGxqhduzZOnDih0XGnTp2Cvr4+atSokb8VJCIioiKjSAZEmzdvRmBgICZNmoSIiAg0btwYrVu3RnR0dI7HJSQkoHfv3mjevPlnqikREREVBRJBEISCroS26tevj1q1amHZsmVimoeHBzp27Ijg4GC1x3Xr1g0VKlSAVCrFzp07ERkZqfE5ExMTIZPJkJCQAEtLy0+pPhEREX0mmn5/F7keorS0NFy6dAk+Pj5K6T4+Pjh9+rTa49asWYP79+9j2rRp+V1FIiIiKmL0C7oC2nr+/DkUCgXs7OyU0u3s7BAXF6fymLt372LChAk4ceIE9PU1u+TU1FSkpqaKzxMTE3NfaSIiIirUilwPURaJRKL0XBCEbGkAoFAo0KNHD8yYMQMVK1bUuPzg4GDIZDLx4eTk9Ml1JiIiosKpyAVENjY2kEql2XqD4uPjs/UaAcCbN29w8eJFfPfdd9DX14e+vj5mzpyJK1euQF9fH4cPH1Z5nokTJyIhIUF8PH78OF+uh4iIiApekRsyMzQ0RO3atXHgwAF06tRJTD9w4AA6dOiQLb+lpSWuXr2qlLZ06VIcPnwYW7duhZubm8rzGBkZwcjIKG8rT0RERIVSkQuIAGD06NHo1asX6tSpg4YNG2L58uWIjo7GkCFDAGT27jx9+hS///479PT0UKVKFaXjbW1tYWxsnC2diIiIdFORDIj8/f3x4sULzJw5E7GxsahSpQr27t0LFxcXAEBsbOxH1yQiylcZCuDRaSDpP8DcDnBpBOhJC7pWRESkRpFch6ggcB0i0tiNXUD4eCAx5n9plo6AbwhQuX3B1YuISAcV23WIiAq1G7uAP3srB0MAkBibmX5jV8HUi4iIcsSAiCivZCgye4agqtP1/9PCJ2TmIyKiQoUBEVFeeXQ6e8+QEgFIfJqZj4iIChUGRER5Jem/vM1HRESfDQMiorxinn1h0E/KR0REnw0DIqK84tIo824yZN9CJpMEsCydmY+IiAoVBkREeUVPmnlrPYDsQdH/P/edy/WIiIgKIQZERHmpcnvg698BSwfldEvHzHSuQ0REVCgVyZWqiQq1yu2BSn5cqZqIqAhhQESUH/SkgFvjgq4FERFpiAGRhrJ2OElMTCzgmhAREZGmsr63P7ZTGQMiDb158wYA4OTkVMA1ISIiIm29efMGMplM7evc3FVDGRkZiImJgYWFBSQSdbdV657ExEQ4OTnh8ePH3PRWS2y73GPb5R7bLvfYdrlXkG0nCALevHkDR0dH6Ompv5eMPUQa0tPTQ5kyZQq6GoWWpaUlPyByiW2Xe2y73GPb5R7bLvcKqu1y6hnKwtvuiYiISOcxICIiIiKdx4CIPomRkRGmTZsGIyOjgq5KkcO2yz22Xe6x7XKPbZd7RaHtOKmaiIiIdB57iIiIiEjnMSAiIiIinceAiIiIiHQeAyIiIiLSeQyIKJvjx4+jXbt2cHR0hEQiwc6dO8XX0tPTMX78eFStWhVmZmZwdHRE7969ERMTo1RGamoqhg8fDhsbG5iZmaF9+/Z48uTJZ76Szy+ntvvQ4MGDIZFIsHDhQqV0tp36trt58ybat28PmUwGCwsLNGjQANHR0eLrbDvVbZeUlITvvvsOZcqUgYmJCTw8PLBs2TKlPLradsHBwahbty4sLCxga2uLjh074vbt20p5BEHA9OnT4ejoCBMTE3z55Ze4fv26Uh5dbL+PtV1R+75gQETZJCcno3r16liyZEm211JSUnD58mVMmTIFly9fxvbt23Hnzh20b99eKV9gYCB27NiBTZs24eTJk0hKSkLbtm2hUCg+12UUiJza7n07d+7EuXPn4OjomO01tp3qtrt//z68vLxQqVIlHD16FFeuXMGUKVNgbGws5mHbqW67UaNGITw8HOvXr8fNmzcxatQoDB8+HH/99ZeYR1fb7tixY/j2229x9uxZHDhwAHK5HD4+PkhOThbzzJs3DwsWLMCSJUtw4cIF2Nvbo2XLluIel4Butt/H2q7IfV8IRDkAIOzYsSPHPOfPnxcACI8ePRIEQRBev34tGBgYCJs2bRLzPH36VNDT0xPCw8Pzs7qFirq2e/LkiVC6dGnh2rVrgouLi/Dzzz+Lr7HtMqlqO39/f6Fnz55qj2HbZVLVdp6ensLMmTOV0mrVqiVMnjxZEAS23fvi4+MFAMKxY8cEQRCEjIwMwd7eXpg7d66Y5927d4JMJhNCQ0MFQWD7Zfmw7VQpzN8X7CGiT5aQkACJRIISJUoAAC5duoT09HT4+PiIeRwdHVGlShWcPn26gGpZOGRkZKBXr14ICgqCp6dnttfZdqplZGRgz549qFixIlq1agVbW1vUr19faWiIbaeel5cXdu3ahadPn0IQBBw5cgR37txBq1atALDt3peQkAAAsLa2BgBERUUhLi5OqW2MjIzQtGlTsW3Yfpk+bDt1eQrr9wUDIvok7969w4QJE9CjRw9xw764uDgYGhrCyspKKa+dnR3i4uIKopqFRkhICPT19TFixAiVr7PtVIuPj0dSUhLmzp0LX19f7N+/H506dULnzp1x7NgxAGy7nPzyyy+oXLkyypQpA0NDQ/j6+mLp0qXw8vICwLbLIggCRo8eDS8vL1SpUgUAxOu3s7NTyvt+27D9VLfdhwr79wV3u6dcS09PR7du3ZCRkYGlS5d+NL8gCJBIJJ+hZoXTpUuXsGjRIly+fFnrdtD1tsvIyAAAdOjQAaNGjQIA1KhRA6dPn0ZoaCiaNm2q9lhdbzsgMyA6e/Ysdu3aBRcXFxw/fhzDhg2Dg4MDWrRoofY4XWu77777Dv/++y9OnjyZ7bUP20GTttGl9sup7YCi8X3BHiLKlfT0dHz99deIiorCgQMHxGgfAOzt7ZGWloZXr14pHRMfH5/tryxdcuLECcTHx8PZ2Rn6+vrQ19fHo0ePMGbMGLi6ugJg26ljY2MDfX19VK5cWSndw8NDvMuMbafa27dv8f3332PBggVo164dqlWrhu+++w7+/v748ccfAbDtAGD48OHYtWsXjhw5gjJlyojp9vb2AJCtt+L9ttH19lPXdlmKyvcFAyLSWtab++7duzh48CBKliyp9Hrt2rVhYGCAAwcOiGmxsbG4du0aGjVq9LmrW2j06tUL//77LyIjI8WHo6MjgoKCsG/fPgBsO3UMDQ1Rt27dbLdD37lzBy4uLgDYduqkp6cjPT0denrKH/dSqVTsedPlthMEAd999x22b9+Ow4cPw83NTel1Nzc32NvbK7VNWloajh07JraNrrbfx9oOKGLfF591CjcVCW/evBEiIiKEiIgIAYCwYMECISIiQnj06JGQnp4utG/fXihTpowQGRkpxMbGio/U1FSxjCFDhghlypQRDh48KFy+fFlo1qyZUL16dUEulxfgleW/nNpOlQ/vMhMEtp26ttu+fbtgYGAgLF++XLh7966wePFiQSqVCidOnBDLYNupbrumTZsKnp6ewpEjR4QHDx4Ia9asEYyNjYWlS5eKZehq2w0dOlSQyWTC0aNHlT7PUlJSxDxz584VZDKZsH37duHq1atC9+7dBQcHByExMVHMo4vt97G2K2rfFwyIKJsjR44IALI9AgIChKioKJWvARCOHDkilvH27Vvhu+++E6ytrQUTExOhbdu2QnR0dMFd1GeSU9upoiogYtupb7tVq1YJ5cuXF4yNjYXq1asLO3fuVCqDbae67WJjY4U+ffoIjo6OgrGxseDu7i789NNPQkZGhliGrradus+zNWvWiHkyMjKEadOmCfb29oKRkZHQpEkT4erVq0rl6GL7faztitr3heT/L4qIiIhIZ3EOEREREek8BkRERESk8xgQERERkc5jQEREREQ6jwERERER6TwGRERERKTzGBARERGRzmNARET5Yvr06ahRo0ZBV6NIS0tLQ/ny5XHq1KmP5k1NTYWzszMuXbr0GWpGVPwwICIirUkkkhwfffr0wdixY3Ho0KECqd+2bdtQv359yGQyWFhYwNPTE2PGjBFfLyrB2vLly+Hi4oIvvvjio3mNjIwwduxYjB8//jPUjKj4YUBERFqLjY0VHwsXLoSlpaVS2qJFi2Bubp5tI8fP4eDBg+jWrRu6dOmC8+fP49KlS5gzZw7S0tI+e10+1eLFizFgwACN83/zzTc4ceIEbt68mY+1IiqeGBARkdbs7e3Fh0wmg0QiyZb2YS9Mnz590LFjR/zwww+ws7NDiRIlMGPGDMjlcgQFBcHa2hplypTB6tWrlc719OlT+Pv7w8rKCiVLlkSHDh3w8OFDtXX7+++/4eXlhaCgILi7u6NixYro2LEjFi9eDAAICwvDjBkzcOXKFbFHKywsDACwYMECVK1aFWZmZnBycsKwYcOQlJQklh0WFoYSJUrg77//hru7O0xNTdGlSxckJydj7dq1cHV1hZWVFYYPHw6FQiEe5+rqilmzZqFHjx4wNzeHo6OjWB91Ll++jHv37sHPz09MS0tLw3fffQcHBwcYGxvD1dUVwcHB4uslS5ZEo0aNsHHjxhzLJqLsGBAR0Wdz+PBhxMTE4Pjx41iwYAGmT5+Otm3bwsrKCufOncOQIUMwZMgQPH78GACQkpICb29vmJub4/jx4zh58iTMzc3h6+urtsfH3t4e169fx7Vr11S+7u/vjzFjxsDT01Ps0fL39wcA6Onp4ZdffsG1a9ewdu1aHD58GOPGjVM6PiUlBb/88gs2bdqE8PBwHD16FJ07d8bevXuxd+9erFu3DsuXL8fWrVuVjps/fz6qVauGy5cvY+LEiRg1ahQOHDigtq2OHz+OihUrwtLSUkz75ZdfsGvXLvz555+4ffs21q9fD1dXV6Xj6tWrhxMnTqgtl4jU+OzbyRJRsbJmzRpBJpNlS582bZpQvXp18XlAQIDg4uIiKBQKMc3d3V1o3Lix+FwulwtmZmbCxo0bBUHI3N3e3d1daVf21NRUwcTERNi3b5/K+iQlJQlt2rQRAAguLi6Cv7+/sGrVKuHdu3dq66bOn3/+KZQsWVLpWgEI9+7dE9MGDx4smJqaCm/evBHTWrVqJQwePFh87uLiIvj6+iqV7e/vL7Ru3VrtuUeOHCk0a9ZMKW348OFCs2bNlNrjQ4sWLRJcXV0/em1EpIw9RET02Xh6ekJP738fO3Z2dqhatar4XCqVomTJkoiPjwcAXLp0Cffu3YOFhQXMzc1hbm4Oa2trvHv3Dvfv31d5DjMzM+zZswf37t3D5MmTYW5ujjFjxqBevXpISUnJsX5HjhxBy5YtUbp0aVhYWKB379548eIFkpOTxTympqYoV66c0jW4urrC3NxcKS3rGrI0bNgw2/Oc5vq8ffsWxsbGSml9+vRBZGQk3N3dMWLECOzfvz/bcSYmJh+9TiLKjgEREX02BgYGSs8lEonKtIyMDABARkYGateujcjISKXHnTt30KNHjxzPVa5cOQwYMAArV67E5cuXcePGDWzevFlt/kePHqFNmzaoUqUKtm3bhkuXLuHXX38FAKSnp+f6GnIikUjUvmZjY4NXr14ppdWqVQtRUVGYNWsW3r59i6+//hpdunRRyvPy5UuUKlXqo+cmImX6BV0BIiJ1atWqhc2bN8PW1lZpLo22XF1dYWpqKvb0GBoaKk16BoCLFy9CLpfjp59+Enux/vzzz9xX/gNnz57N9rxSpUpq89esWRPLli2DIAhKgZOlpSX8/f3h7++PLl26wNfXFy9fvoS1tTUA4Nq1a6hZs2ae1ZtIV7CHiIgKrW+++QY2Njbo0KEDTpw4gaioKBw7dgwjR47EkydPVB4zffp0jBs3DkePHkVUVBQiIiLQr18/pKeno2XLlgAyA6SoqChERkbi+fPnSE1NRbly5SCXy7F48WI8ePAA69atQ2hoaJ5dy6lTpzBv3jzcuXMHv/76K7Zs2YKRI0eqze/t7Y3k5GRcv35dTPv555+xadMm3Lp1C3fu3MGWLVtgb2+PEiVKiHlOnDgBHx+fPKs3ka5gQEREhZapqSmOHz8OZ2dndO7cGR4eHujXrx/evn2rtseoadOmePDgAXr37o1KlSqhdevWiIuLw/79++Hu7g4A+Oqrr+Dr6wtvb2+UKlUKGzduRI0aNbBgwQKEhISgSpUq+OOPP5Ruaf9UY8aMwaVLl1CzZk3MmjULP/30E1q1aqU2f8mSJdG5c2f88ccfYpq5uTlCQkJQp04d1K1bFw8fPsTevXvFHq0zZ84gISEh2zAaEX2cRBAEoaArQURUnLm6uiIwMBCBgYFaHXf16lW0aNFCnFj+MV27dkXNmjXx/fff57KmRLqLPURERIVU1apVMW/evBwXosySmpqK6tWrY9SoUflfMaJiiJOqiYgKsYCAAI3yGRkZYfLkyflcG6Lii0NmREREpPM4ZEZEREQ6jwERERER6TwGRERERKTzGBARERGRzmNARERERDqPARERERHpPAZEREREpPMYEBEREZHOY0BEREREOu//AHGZ/h76K2gkAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121084\n", + "Full nudge sequence is 0 dd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 163\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121086\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 156\n", + "Undefined 20\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121097\n", + "Full nudge sequence is 0 dd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 346\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121099\n", + "Full nudge sequence is 0 dd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 273\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121102\n", + "Full nudge sequence is 0 uuuuuddddduuuuuuuuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuuuuuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[21] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "seq val is 14\n", + "seq val is 15\n", + "seq val is 16\n", + "seq val is 17\n", + "seq val is 18\n", + "seq val is 19\n", + "seq val is 20\n", + "seq val is 21\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 1582\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121130\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 309\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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s7xsfHx/s378/x+0FBQWhatWqGDJkSI51306wPv74Y7Rv3x7z5s3DyJEjxdbS5ORk7Nu3D8uXL89xm9np378/WrRogefPn+Pw4cP49ttvER8fr9Hy1adPH411mjZtiqZNm6J+/fpYsGABFi9enON+rl69qvG3aGxsjE8//VR8vTN/fPTs2RMlSpQAAHTr1g0jR47EmjVrtP4A1PdzffXq1TA3N0ePHj0AQLzUunbtWty+fRvly5fPMf4PCVuIirkNGzbg3LlzOHz4MIYOHYrr16+jZ8+e77TNt++Wybyr59WrV++0XW3S0tLQuXNnnDhxArt27Xrvd0fUqFED9erVw6effoojR45AEASNu7Ts7e2Rmpqq9Zr88+fPtf6S12b+/Pk4d+4cLl68iKioKNy7dw+dOnUCALGJu06dOihZsiRevnyJly9fonPnzpBIJFp/7fn7++PcuXM4ffo0Nm7cCE9PT3zxxRc4ceKERr3MdTt37ixuVy6Xw9/fH9u2bcPLly/1PFP6S05ORlxcnM4Wg7179yImJgaDBw/OsizzvaetFeTt821sbKzxWL9+vcGx2tvb69wXkLWlSiaToVatWmjYsCEGDx6Mw4cPi3co5kbv3r0BQKOPnqExGeLtdU1MTHSWp6amZrutrVu3IiwsDAsWLEB8fLz4/gKA9PR0vHz5Msd+SL1794ZCocD58+fFsj179iAjI+OdWrkBwNnZGbVq1UJAQADmzZuH2bNnY+nSpeKdXrrUqVMHFSpU0LvfZNmyZXHu3DmcP38eV65cwcuXL7Fp0ybxrrXMy9Ndu3YVz1Hm8f3zzz+4ceNGlm3q87l+584d/P333wgMDIQgCOK2M+8gNaSP0oeCLUTFnI+Pj9jhrmnTplAqlVi1ahW2bt0q/mGYmZlp7f/z7Nmz9xrr29LS0tCpUyccOXIEf/zxB5o3b16g8VhbW6NixYq4deuWWJbZdygiIkIjWYuJicGzZ8/0HvejTJky4uv0ti1btiAlJQVnz57Vekvtjh078OLFC41lcrlc3F7dunVRt25dVK1aFcOHD0d4eDiMjIwQHx+Pbdu2AQBq166tdd+bN2/G8OHD9ToGfe3ZswdKpVLn2D+rV6+GiYlJll/nAMTzGRERgbZt22osi4iI0Djf586d01ju5eVlcKyVK1dGRERElvLMspxe39KlS8PV1VXjPWOIzJa0NzsMV65cGVu2bIFCodBoEdAWk6mpqdbxqvL60qI2V65cgUKh0NrKt3LlSqxcuRI7duwQE39ttB3/tm3b0KxZszwfNqROnToAgFu3bmm0xumKS99O3GZmZjr/tt/sB6irn9maNWuwYMECjTJ9PtczE62tW7dqHVts/fr1mDNnTr53Ii9M2EJEGhYsWABbW1vMmDFDHBjM09MTt27d0vjgjIuLw8mTJwsqTLFl6PDhw9i2bRtatWpVYLFkevbsGSIiIlCuXDmxrHXr1jAzM8vSuTnzrp3sPuz1tXr1alhbW+PQoUM4cuSIxuPbb79FWlpajv05ypcvj4kTJyIiIgKhoaEA1MnOq1ev8PXXX2fZ7pEjR+Dg4JDnvyKjoqIwfvx4yOVyDB06NMvymJgY7N27F506ddI6bk+pUqVQp04dbNq0SaOz8enTp3Hz5k2NL5VatWppPPQZB+htnTt3xo0bNzTu3FIoFNi0aRPq1q2bY7+YO3fu4NGjRxrvGUNs2LABgOYlks6dOyMpKUlMZjOtX78erq6uGom5p6cn/v33X416hw8f1ruz7rvo37+/1vcVAPGHjr+/f7bb2Lhxo3hXFqC+fL53716Nu8vySmZsOb1Wp0+fxu3bt3VezjXEvn378OjRI3z++edaz5Wfnx82bNiQ5fLv297+XFcqlVi/fj3Kli2rdbvjxo1DdHR0vvb7LIzYQkQabG1tMWXKFEycOBGbN29G79690adPH/z888/o3bs3hgwZgri4OCxYsAA2NjZ5vv9jx46Jt5oqlUo8ePBA/PXSpEkTsZ9A165d8ddff2Hq1Kmwt7fXaJ62sbGBr6+v+PzatWu4du0aAPUXakpKirhNX19fjbp//fUXkpOTkZiYKK6bWbdt27awsLBAfHw8WrZsiV69eqF8+fIwNzfHrVu3sHjxYqSlpWHmzJni9uzs7DBt2jRMnz4ddnZ24sCMX331FQYPHqyx79y4cuUKzp49i2HDhmntz9OwYUN8//33WL16tdbRf980fvx4hISEYNasWfjkk0+wevVq2NraYvz48VpH3u3bty8WLlyIy5cvo2rVqtluW1u/lcwWAoVCgdjYWBw/fhxr166FVCrFjh07NO6gy5Q5tIC2y2WZ5s+fj5YtW6Jbt24YPnw4YmNjMXnyZFSqVCnL8Ae6nD9/Hvfv3wegvoU785c0oG4t8/DwAKDus/XTTz+hW7dumDdvHhwdHbFs2TLcvHkTBw8eFLf377//YsyYMejatSvKlCkDIyMjRERE4IcffoC9vX22g+wB6uR0+/btCAwMhIeHB16+fInff/8dv/76K/r3769x/tu0aYOWLVti2LBhSEhIQLly5bBlyxaEhYVh06ZNGr/4+/Tpg+nTp2PGjBlo0qQJrl27hqVLl2oMMphfPD09dY4aX6pUKY0Wwm+//RbXrl1D8+bNUbp0acTGxmL16tXYv38/vvrqKzg4OABQD3ORkpKi9YfGgwcPxFbBu3fvAoD4mnp6eootKjNnzsR///2Hxo0bo1SpUnj58iXCwsKwcuVKdOvWTUy+AKBq1aro3bs3fHx8YGZmhrNnz+Lbb7+Fs7MzJk6c+K6nCKtXr4ZMJsOXX36pNbkeOnQoRo4ciT179qBjx446t/P253qJEiXw5MkTzJ8/X2tLbKVKlbB06VKsXr06S7+xD1oBjH1EhUB2g+O9evVKcHd3F8qXLy8O4rZ+/XrBx8dHMDMzE3x9fYXQ0FChX79+GoMcRkZGCgCEb7/9Nss2oecgh02aNBEAaH0cOXJEY3u6Hm8Popc5eJq2x9sxeXh46KwbGRkpCIIgpKamCoMHDxZ8fHwEKysrQSaTCaVLlxZ69+6tc6DFxYsXCxUqVBBMTEwEd3d3YebMmRqDrumia2DGTKNHjxYACOHh4Tq3MXnyZAGAcOHCBfEYdQ3wlznQYOZAbqNHj9a53Rs3bggAhBEjRuiskzlI4O7du8WyzPde5sPExERwdHQUmjRpInzzzTdCbGyszu1VqFBB8PT0FAfQ1GX//v1CvXr1BDMzM8HOzk7o27ev1sE8denXr5/O98HatWs16sbExAh9+/YV7OzsBDMzM6FevXrCgQMHstTp3bu3ULZsWcHCwkIwMTERypQpIwQFBQlRUVE5xnPq1CmhefPmgrOzs2BsbCxYWFgItWvXFpYtW6Yx4GCmxMREYeTIkYKzs7NgYmIiVKlSRdiyZUuWemlpacLEiRMFNzc3wdzcXGjSpIkQHh4ueHh4aAyKquvzQtfAhP369RMsLS1zPC5toGUAxl27dgn+/v5CyZIlBZlMJlhbWwuNGjXKcky9e/fWOYjm2++7Nx9vHuuuXbuEFi1aCE5OToJMJhOsrKyEOnXqCD/++KPGYJ+CIAg9evQQypUrJ1haWgrGxsaCh4eHEBQUJDx58kSvY9U2MGOmp0+fCiYmJkKnTp10rv/ixQvB3NxcaN++vcYx5vS53qlTJ8HExCTbv7UePXoIMpksxwFSPyQSQcinwUSIqNj74YcfMHbsWFy9evWdW8OIspOeng5HR0d8/fXXGDFiREGHQ0UQEyIiynNXr17FpUuXMGHCBDg7O+d4Zw4RUUFjQkREea5p06a4cOECmjRpgiVLlujsK0JEVFgwISIiIqJij7fdExERUbHHhIiIiIiKPSZEREREVOxxYEY9qVQqPHnyBNbW1u80OSIRERG9P4IgIDExEa6urtlOqcKESE9PnjyBm5tbQYdBREREufDw4UOULl1a53ImRHqytrYGoD6h+TFlRX5IT0/H999/DwAYNGiQODN1dlQqFQRBQIkSJYrVpH5ERKRbcnKyOH3IkydPYGlpWcAR6S8hIQFubm7i97guTIj0lHmZzMbGpsgkREqlEt26dUNycjJsbW31SoiUSiUUCgVsbGyYEBEREQBofB/Y2NgUqYQoU07dXZgQfcCkUimqVq2KFy9eMLkhIiLKBu8yIyIiomKPCdEHTKVS4fbt27h//z5UKlVBh0NERFRo8ZJZATt/Hnj2LH+2nZGhRGjoeQBA+/blYGyc82UzlUoCpVICKyuAV9mIKK84OwNVqwIctYQKKyZEBWzaNGDfvvzaujGA3gCAX37Jr30QEenn77+BRo0KOgoi7ZgQFbBy5YCnT/Nn24KgQkxMDACgZMmS2Q5I9XodAYIAyGRSAPwpR0Tv7u5dID4euHmTCREVXkyICtjSpfm37fR0BYKDVwIAhg8fDjMzsxzXybzt3tbWlnemEVGe+PRTYPNmICGhoCMh0o2dqomIKF9lDt2WmFiwcRBlhwkRERHlq8yEiC1EVJgxISIionzFhIiKglz1IXr48CHu37+PlJQUlCxZEn5+fjA1Nc3r2OgdSaVStG7dGikpKXp1qCYiyg9MiKgo0DshevDgAUJCQrBlyxY8fPgQgiCIy0xMTNCoUSN89tln+Pjjj/nlW0hIpVLUqlWLU3cQUYFiQkRFgV6Zy6hRo1C5cmXcvn0bs2fPxtWrVxEfH4/09HTExMRg79698Pf3x/Tp01GlShWcO3cuv+MmIqIiggkRFQV6tRCZmJjg7t27KFmyZJZljo6OaNasGZo1a4aZM2di7969ePDgAWrXrp3nwZJhVCoV7t+/j6SkJLi5ubGViIgKhLW1+l8mRFSY6ZUQffvtt3pvsG3btrkOhvKWQqHApk2bAKjHITI2Ni7giIioOGILERUFenf2qVatGpYuXYoXL17k2c4VCgWmTZsGLy8vmJubo0yZMpg9e3aWiUivX7+ODh06QC6Xw9raGvXq1UNUVJS4fOjQoShbtizMzc1RsmRJdOzYETdu3NDYxosXL9CnTx/I5XLI5XL06dMHL1++zLNjISIi7ZgQUVGgd0JUt25dTJs2Da6urujZsycOHTr0zjufP38+QkJCsHTpUly/fh0LFizAt99+iyVLloh17t69C39/f1SsWBFHjx7F5cuXMX36dI1Rl2vWrIm1a9fi+vXr2LdvHwRBQEBAAJRKpVinV69eCA8PR1hYGMLCwhAeHo4+ffq88zEQEVH23kyI3rgfh6hQkQiC/m/P1NRU/P7771i7di2OHTsGNzc3DBw4EP3794e7u7vBO2/Xrh2cnJywevVqsezjjz+GhYUFNm7cCADo0aMHjI2Nxef6+Pfff1G1alXcuXMHZcuWxfXr1+Hr64vTp0+jbt26AIDTp0+jfv36uHHjBry9vXPcZkJCAuRyOeLj42GT+dddyKWnpyM4OBgAp+4gooKTlPS6H1FyMmBhUbDxkOGSk5NhZWUFAEhKSoKlpWUBR6Q/fb+/DRqHyMzMDH369EGfPn0QGRmJNWvWYPXq1Zg9ezaaN2+OQYMG4ZNPPtF7e/7+/ggJCcGtW7dQoUIFXL58GSdOnMCiRYsAqDsF79mzBxMnTkSrVq1w6dIleHl5YcqUKejUqZPWbSYnJ2Pt2rXw8vKCm5sbAODUqVOQy+ViMgQA9erVg1wux8mTJ7UmRGlpaUhLSxOfJ/y/rTdDmYEMZYbex1iQ3owzQ5kBqTLnBEepVEKhVCBDmQEVVDnWJyLKiYkZIJHIIAgSNGmigoMD8P0PSpQvX9CRkb7e/j4pKt+DAPSONdeTu3p5eeHrr7/G7NmzsW3bNgwdOhQHDx40KCGaNGkS4uPjUbFiRUilUiiVSsydOxc9e/YEAMTGxiIpKQnz5s3DnDlzMH/+fISFhaFLly44cuQImjRpIm5r2bJlmDhxIpKTk1GxYkUcOHAAJiYmAICYmBg4Ojpm2b+jo6M4G/zbgoODMWvWrCzlD14+gJXSSu9jLEiKDIX4/wcJD2CalvPgmUqVEiqFCi8lLyE1YgsREeUNjzKeuH/XBOfPq3tqVKj2HJ+Pe17AUZG+UpJTxP/ff3EfFulFp5kvKTFJr3rvNNv9kSNHsHbtWmzfvh0ymQxDhgwxaP3Q0FBs2rQJmzdvhp+fH8LDwzF69Gi4urqiX79+Yufqjh07YsyYMQDUnbtPnjyJkJAQjYTo008/RcuWLREdHY3vvvsOn3zyCf755x/xMpFEIsmyf0EQtJYDwJQpUzB27FjxeUJCAtzc3GAkMYKprGiMym0kvO4iZio11StupVIJJZQwlZrykhkR5Znf9vyHS+dNEbrBCof3W0CVYVxkPksJUMpe98k1len3fVJYpEhScq6EXCREUVFRWLduHdatW4f79++jUaNGWLZsGbp16wZzc3ODtjVhwgRMnjwZPXr0AABUrlwZDx48QHBwMPr16wcHBwfIZDL4+vpqrOfj44MTJ05olGXePVa+fHnUq1cPtra22LFjB3r27AlnZ2f8999/Wfb/9OlTODk5aY3N1NRU63QkMiMZjKVF4/Z1Ixihtn9tvEp9BROZCYyNco7bSDCCkWAEY6kxEyIiyjOlXIFSHRS4cFqFw/sBldKoyHyWEjReK2OpcZF67WRG+qU6eidEmzdvxtq1a3HkyBE4OTmhb9++GDRoEMqVK5frILXNsSWVSsWWIRMTE9SuXRs3b97UqHPr1i14eHhku21BEMQ+QPXr10d8fDzOnj2LOnXqAADOnDmD+Ph4NGjQINfxF3ZSqRSVa1ZGfHw8kxsiKhRkMvV9PAqF9tZ5ooKid0LUv39/BAYGYufOnWjbtm2ezFfWvn17zJ07F+7u7vDz88OlS5ewcOFCDBw4UKwzYcIEdO/eHY0bN0bTpk0RFhaG3bt34+jRowCAe/fuITQ0FAEBAShZsiQeP36M+fPnw9zcXBwk0sfHB61bt8aQIUPw888/AwA+++wztGvXTq87zIiIKG9I//+to1RkX4/ofdM7IXr06JHWjsnvYsmSJZg+fTqGDx+O2NhYuLq6YujQoZgxY4ZYp3PnzggJCUFwcDBGjhwJb29vbNu2Df7+/gDUd74dP34cixYtwosXL+Dk5ITGjRvj5MmTGvH+8ssvGDlyJAICAgAAHTp0wNKlS/P0eAoblUqFpzFPkZScBPuS9mwlIqICZ/z/b52MDLYQUeFi0DhEmTZu3IiQkBBERkbi1KlT8PDwwKJFi+Dl5YWOHTvmR5wFLnMcg4gHEbCztSvocPSSkZGBdUvWAQC69O0CUzM9O1UrlZDL5UygiCjPLVpghW/n2ODT/slY8GN8QYdDekpJTkF5F/U4Cbejb8PCsujcZfb8xXNU9qic4zhEBl/3Wr58OcaOHYu2bdvi5cuX4mjQJUqUEMcPIiIi0kb2/xYi9iGiwsbghGjJkiVYuXIlpk6dqtGCUKtWLURERORpcERE9GGRGasvSmQUnXH9qJgwOCGKjIxE9erVs5SbmpoiOTk5T4IiIqIPk+z/v6PZqZoKG4MTIi8vL4SHh2cp/+uvv7KMF0RERPQmsYWIl8yokDF4YMYJEybg888/R2pqKgRBwNmzZ7FlyxYEBwdj1apV+REjERF9IGS87Z4KKYMTogEDBkChUGDixIlISUlBr169UKpUKSxevFgccZqIiEgbDsxIhVWu5jIbMmQIhgwZgmfPnkGlUuX5+ESUN4yMjFCtbjWkpaZBYsQPHyIqeOJdZuxUTYXMO03u6uDgkFdxUD6QSqWoUa8Gp+4gokJDTIiU/JFGhYvenarv3r2rMaWGu7s77OzsxEfJkiWzzDlGRET0psxO1WwhosJG7xaiJUuWwNnZWXz+4sULzJgxQ7xcFhoaih9++AEhISF5HyXliiAIeBH3AkmJSShhX6KgwyEi4sCMVGjpnRAdPHgQS5Ys0Sj7+OOPUaZMGQCAp6cnBg8enLfR0TtRKBTYsWkHAPXUHTLZO10hJSJ6Z1KpuoWId5lRYaP3JbMHDx7Ay8tLfD548GDI5XLxuaenJx49epS30RER0QfF2Fj9L8chosJG74TIyMgIsbGx4vMffvgB9vb24vP//vsPxpnvdCIiIi2kMrYQFUVX/zUF0AlAJ+zfa4mHDz68G3X0Toj8/Pxw8OBBncv37duHSpUq5UlQRET0YXrdh6hg4yD9RYQbo0ub0gB2ANiBzwe5ILCpwwf3GurdqWTAgAEYPXo0qlatisDAQI1lu3fvxrx58zjbPRERZev1XWa8ZFaYZWQA61da4tkzI5z82xQqlQTAAwCPIJE0QNwzKZ7HGcHRSVXQoeYZvROiIUOG4PDhw2jfvj0qVqwIb29vSCQS3LhxAzdv3sTHH3+MIUOG5GesRERUxGVO7qpQFmwclL2/dpth5mT5W6VdAFyErV0GnsfJ8Oyp9oRIoQCSEtUJr4WlABOT18seRUlx97Y69SjppIRvpcLTzGTQbUdbtmxBx44d8euvv4pjDpUvXx4zZszgtB1ERJQjY7YQFQm3rqv7BPtWzkD9hmmo4JOMSaMuAgDsHZR4HidD3LOsvW4SEyT4qI4jYp6oM98StiocPBULF1cVEuIlaFavJJKTXq+388BT1K5bOAalMvg+7B49ejD5KSKMjIxQqUYlpKVx6g4iKhyk7ENUJDyIVCc0nbq+wudjkpCSnIJJo9TL7OzVzXtxT7N2rL51QyYmQwDw8oX6ktvHPV7h+lVjJCcZwcxMgImpgIR4I9y6bly0EqLk5GRYWlrqvVFD61P+kEqlqNOoDqfuIKJCgwMz5i+VCjhz0gSJ/79kJTUCatdLh41cMGg79yPVL5SHV9bM1d5BnRA9e5q1hSgpUV3mUykDteqmY+NqS9y8rt7WrRvqfxs0SoN9SRV+32yBF8/1vrcr3+kVSbly5fDNN9/gyZMnOusIgoADBw6gTZs2+PHHH/MsQCIi+nC8nu2+gAP5QIVuskDXtg4Y0N0eA7rbo283e4waWsLg7dy/p/4R7VlGd0Kk9ZLZ/xMxGxsVKvqqW35u/v/y2+2b6oSofEUFbO3UfY8KU0KkVwvR0aNHMW3aNMyaNQvVqlVDrVq14OrqCjMzM7x48QLXrl3DqVOnYGxsjClTpuCzzz7L77hJD4IgIDEhEcmJybCWWxd0OEREvO0+n+3ZaQYA8PRSwMJKwLUIY5w/Y5LDWsDzOAk+62OHmGgpBAF4Hvf/hMgra+93W3vdCVFmZ2orawHePuoXOfyCMVb+ZIkTR00BAOW9FXgaq1735YvC01KoV0Lk7e2N33//HY8ePcLvv/+Ov//+GydPnsSrV6/g4OCA6tWrY+XKlWjbti2MjApPtlfcKRQK/L72dwCcuoOICgfedq+/2P+MkJYqgZER4FpaCYmOUxYTbYRNayyRmirBqRPqpGP1lufw8FSivIsznsdJEffMCPYOum+R/22zhbhuJh+/DFhZZ73UZm+v+5JZYoK6zNpaBW+fDEgkAp49leKrKa/vWPP2yYBCoW41KnItRJlKly6NMWPGYMyYMfkVDxERfcDe7EMkCND5JV/cvHoFHN5vhlcp6vOy5w9zHPjLTFzeuVsKlq5+qXXdJd9ZY93K1/12S7kp4O2jgEQCuHso8eC+DDevy9CgUTru3ZEiLk6dhKSlSnD5oglSX0mw43dzAMCI8YloHpAGQJ0QaZPZqXrfHnO425qhQkUFdh96BnML4XULkY0AO3sB8xbF49Tx1y1UZcsrUL1WBp48VrdAFdmEiIiI6F1kTu4KqDsA834PteWLrPB9sE2WchMTAenpEhw+YKYzgbx7R/1V3qJ1KspVUCCw4yuxXvmKCjy4L8PyRVb4eQlwMMws6wb+z8hIwMChyTkOtli1ehqsrFVISjSCUinB9avGuBohQ626GUhMzGwhUr/OvQekoPeAlCzbKIx9iAo0EoVCgWnTpsHLywvm5uYoU6YMZs+eDZVK88W4fv06OnToALlcDmtra9SrVw9RUVEAgOfPn2PEiBHw9vaGhYUF3N3dMXLkSMTHx2tsw9PTExKJROMxefLk93asRET0enJXQD0aMqmdOKa+XFWpajo+ap6Klm1S8cv2ONx4HA2pVED8SyP8F6P9K/tRlDqrDBqZhOlzElCj9usT61tJ/f/DB8zEZMjZRQlPLwU8vRRo2SYV/QYno9/gZCxb+0KvkaddSikQficGF2/FoHK1dADA01h1DK/7EGW/nRK2hS8hKtAWovnz5yMkJATr16+Hn58fzp8/jwEDBkAul2PUKPWAB3fv3oW/vz8GDRqEWbNmQS6X4/r16zAzU7+wT548wZMnT/Ddd9/B19cXDx48QFBQEJ48eYKtW7dq7G/27Nkao2lbWVm9v4MlIiK82ZVRqZAAMOx28PclPR24c0sG4f/hmZsL8Cqrux/Pu8jIAC5fUmeKP61+iXIVNHuce5ZR4O5tY9y6IYOzS7rGMpUKePxQnYyUdsvaAXrI58mQyYCkJHXgTZql4aMWae8cs7k5YG6ugmspJSLC1f2dgDf7EGX/uma2EL18YVRoLp0WaEJ06tQpdOzYUZwbzdPTE1u2bMH58+fFOlOnTkXbtm2xYMECsaxMmTLi/ytVqoRt27aJz8uWLYu5c+eid+/eUCgUGh2Jra2t4ezsnJ+HRERE2cic7R4o3HeafdrFHif/1uxkLJUKMDICLC0F/LzxOfybpGdZ79Ur4NxpE7HTuIWlgNr10rVeGty3xww/L7HEq1cSpL4ygryECmXKZT0pFSqqE6Kdv1vgWawURkaA/0dpcCipwtNYI6SnS2BkJMDZNWtCZGevwrgvE3N5FnLm6KxObJ7+91YLkU32LUSZCZFCIcG08XLxfdF3UEqWhPB9KdCEyN/fHyEhIbh16xYqVKiAy5cv48SJE+IksSqVCnv27MHEiRPRqlUrXLp0CV5eXpgyZQo6deqkc7vx8fGwsbHJclfV/Pnz8fXXX8PNzQ3dunXDhAkTYGKi/XbEtLQ0pKW9zqITEhLe+XiJiIq7Nz+WFbloIXr21AjpWfMQvdnaqWBunn2dlGQJTp9Qfzc4OqlbheJfGiE1VQKlEnj5UoIt6y20JkRTx5VA6CYLjbLpc+MRNCIZjx9KsWWDBTIyAEEANq6xREL860tGDZukQduN2hUqKvDXbvUYQ5nb9qmUgfWhz3H1ivqEOrsqNS5Hvi+OjuokTGwh+n9ClFMLkbk5YGunxIvnUo0O4c0D0opOQuTp6YmBAweif//+cHd3f6edT5o0CfHx8ahYsSKkUimUSiXmzp2Lnj17AgBiY2ORlJSEefPmYc6cOZg/fz7CwsLQpUsXHDlyBE2aNMmyzbi4OHz99dcYOnSoRvmoUaNQo0YN2Nra4uzZs5gyZQoiIyOxatUqrbEFBwdj1qxZ73R8Bc1IYoSKVSoiPT2dU3cQUaFgZKTuvKtSSbS2EN26IUPoJgtxmZm5gCHDk+FQUoVFC6zw7ZysHY8NUcJWhWPnY+FQUncLxrUrMqhUEjg5K3Hx1n8A1JfQ4p4Z4d9LJhjY0w7Hj5pCqYSYwGRe8gm/oM5KypbPgCBIcO+ODNt+tUDQiGSM/byEOBZPpirV0zFqQhKkUgH1GmrP9D7tn4I7t2VIjFfvJPyiCa5fMUYdPyexjpt7wcyWm9lCFCu2EKlPSE59iABg1S8vcPSQ5vlw8yi4ZkODE6Jx48Zh3bp1mD17Npo2bYpBgwahc+fOMDU1zXnlt4SGhmLTpk3YvHkz/Pz8EB4ejtGjR8PV1RX9+vUTO1d37NhRvNW/WrVqOHnyJEJCQrIkRAkJCQgMDISvry9mzpypsezNoQKqVKkCW1tbdO3aFfPnz4e9vX2W2KZMmYKxY8dqbNvNzc3gYyxIUpkUDZo24NQdRFSoGBsDaWnaxyKaPlGeJWm4etkYw0YnYeVSq/+vL+Sqz0lGhrrPysEwU/To8yrL8lcpEtyPlOLIAXUf1UpVX3dONjEBXFxVsHdIhbmFCnHPpHC3dQUAWNuo8Mv2ONSonYEH99WftetCn6OErQrVyjnjWoQx6lV2xMMHMshkAvoNTobESH0HWd9BKXDzyD6ZKeWmxIoNL8Tne/4ww7jPSyAtVX0SZMYCOn+S9XjeB0cndexPDWwhAoB6DdN1JoEFweCEaMSIERgxYgQuX76MNWvWYOTIkRg+fDh69eqFgQMHokaNGnpva8KECZg8ebI4WWzlypXx4MEDBAcHo1+/fnBwcIBMJoOvr6/Gej4+Pjhx4oRGWWJiIlq3bg0rKyvs2LEDxjm0HdarVw8AcOfOHa0Jkampaa6SPCIiyp5UJgBpWVuIlErg4jn1Z3f/IcmwsFRhxVIrHDlohiMH1UmKu6cCJy7F5up2/e/mWuOH+db4Y6s5nF1UiP3PSBwPJynRCFvWW+Dly9fXrCpXzXobnIkJ8HGPV9i05vVlnsQEI+zabg43DyVSXxnByEhAaXclTEyAgLap+Gu3OR4+UH/d9uyXgtkL3q0LRmDHVAR2jHmnbeSVko7qhoubN2QY0MMWsTHq82ltUzg7y2cn132IqlatisWLF+O7777DsmXLMGnSJCxfvhyVKlXCqFGjMGDAAEhySOFTUlKyjGwtlUrFliETExPUrl0bN2/e1Khz69YteHh4iM8TEhLQqlUrmJqaYteuXeIdaNm5dOkSAMDFxUWv4y2KBEHAq5RXSEtNg7lFDhfNiYjeE13Td9y8LkNKshGsrFWYvSAeUingWkqJDastoVKpW5bGT03M9dhFTVqk4of51vj7iBn+PqL9e0IiEeBQUgV5CRU6ddPe6jJ/UTwmz0iAIEiwd5cZJo0qgYvnTMTWIdfS6mQIAH5a8wLXrySJ8VfUMdhhUeXhpYSxsYBXKUbYv1f9PWNiIqCkY8FcwnsXuU6IMjIysGPHDqxduxYHDhxAvXr1MGjQIDx58gRTp07FwYMHsXnz5my30b59e8ydOxfu7u7w8/PDpUuXsHDhQgwcOFCsM2HCBHTv3h2NGzdG06ZNERYWht27d+Po0aMA1C1DAQEBSElJwaZNm5CQkCB2gC5ZsiSkUilOnTqF06dPo2nTppDL5Th37hzGjBmDDh06vHM/qMJMoVBgy8otADh1BxEVHq8neFX/aF60wAob11gi9ZX6edUaGWLSM2BoCgYMzTqwX27UrJ2Bnn2TEXFZ3QplYSGgXAUFJP//Xe5aSonPPk+GhWXOrRu2dgIAAf5N1DffXLlsjNCN6g7PHm/M/2VqClSr+WElQW+ys1dhe9gz3Lj2+qqMb6UMyEsUgxaiixcvYu3atdiyZQukUin69OmDH374ARUrVhTrBAQEoHHjxjlua8mSJZg+fTqGDx+O2NhYuLq6YujQoZgxY4ZYp3PnzggJCUFwcDBGjhwJb29vbNu2Df7+/gCACxcu4MyZMwCAcuXKaWw/MjISnp6eMDU1RWhoKGbNmoW0tDR4eHhgyJAhmDhxoqGHT0RE7+jtFqJVyyzx4vnrZp/mrVLzZb9GRsB3S+NzrmgADy8l7B2UiHsmxZYN6sto2maI/5DVqJ2hMRhkUWVwQlS7dm20bNkSy5cvR6dOnbT21fH19RX7BWXH2toaixYtEm+z12XgwIEarUZv+uijjyAI2WeiNWrUwOnTp3OMh4iI8p80MyHKkCAxQSImQ38ceIoSdiqULVd0LrdIJMCCH+Ox/TdzCIJ6AMehXyQVdFiUCwYnRPfu3dPov6ONpaUl1q5dm+ugiIjow2WcOeO9Aoh6oE6GbO2UqFW3aLYytG6Xitbt8qdVi94fgxOinJIhIiKi7GT2D1IqJXj4/4TIPYdbz4nym8EJka2trda7xyQSCczMzFCuXDn0798fAwYMyJMAiYjow5LZQpSRAUT9/84sN08mRFSwDE6IZsyYgblz56JNmzaoU6cOBEHAuXPnEBYWhs8//xyRkZEYNmwYFAqFxkSqREREwOs+RBO+KIHkZPUPbA/P4tURmQofgxOiEydOYM6cOQgKCtIo//nnn7F//35s27YNVapUwY8//siEqIAZSYxQzqccMtIzOHUHERUanl4KXL9ijAf3X38FVa1RNPsP0YdDIuR0i9ZbrKysEB4enuUW9zt37qBatWpISkrC3bt3UaVKFSQnJ+dpsAUpISEBcrkcEQ8iYGdrV9Dh6E2pVIpTd+gzfYdSqYRSqYRcLud0H0SUL169Ai6cNYFKqf6hJi+hQpXqGbmajoPej5TkFJR3KQ8AuB19GxaWFjmsUXg8f/EclT0qixO/62JwC5GdnR12796tMTcYAOzevRt2dupEITk5GdbW1oZumoiIigFzc2idKZ6oIBmcEE2fPh3Dhg3DkSNHUKdOHUgkEpw9exZ79+5FSEgIAODAgQNaZ6Kn90sQBGRkZECRocgyRQoRERG9ZnBCNGTIEPj6+mLp0qXYvn07BEFAxYoVcezYMTRo0AAAMG7cuDwPlAynUCiwcdlGAJy6g4iIKDsGfUNmZGTgs88+w/Tp07Fly5b8iomIiIjovTLoOoqxsTF27NiRX7EQERERFQiDO5Z07twZO3fuzIdQiIiIiAqGwZ1KypUrh6+//honT55EzZo1YWlpqbF85MiReRYcERER0ftgcEK0atUqlChRAhcuXMCFCxc0lkkkEiZEREREVOQYnBBFRkbmRxxEREREBSbXg9Okp6fj5s2bUCg4/0xhJZFI4FnOE6U8SmmdkJeIiIjUDE6IUlJSMGjQIFhYWMDPzw9RUVEA1H2H5s2bl+cBUu7JZDI0C2yGek3rQSrjNBxERES6GJwQTZkyBZcvX8bRo0dhZmYmlrdo0QKhoaF5GhwRERHR+2BwH6KdO3ciNDQU9erV07gM4+vri7t37+ZpcERERETvg8EJ0dOnT+Ho6JilPDk5mf1UCpmMjAysW7IOgHrqDs5eT0REpJ3Bl8xq166NPXv2iM8zk6CVK1eifv36eRcZERER0XticAtRcHAwWrdujWvXrkGhUGDx4sW4evUqTp06hWPHjuVHjERERET5yuAWogYNGuCff/5BSkoKypYti/3798PJyQmnTp1CzZo18yNGIiIionyVq3GIKleujPXr1+PKlSu4du0aNm3ahMqVKxu8HYVCgWnTpsHLywvm5uYoU6YMZs+eDZVKpVHv+vXr6NChA+RyOaytrVGvXj3xdv/nz59jxIgR8Pb2hoWFBdzd3TFy5EjEx8drbOPFixfo06cP5HI55HI5+vTpg5cvX+bm8ImIiOgDY/AlMwBQqVS4c+cOYmNjsyQvjRs31ns78+fPR0hICNavXw8/Pz+cP38eAwYMgFwux6hRowAAd+/ehb+/PwYNGoRZs2ZBLpfj+vXr4i3/T548wZMnT/Ddd9/B19cXDx48QFBQEJ48eYKtW7eK++rVqxcePXqEsLAwAMBnn32GPn36YPfu3bk5BURERPQBMTghOn36NHr16oUHDx5AEASNZRKJBEqlUu9tnTp1Ch07dkRgYCAAwNPTE1u2bMH58+fFOlOnTkXbtm2xYMECsaxMmTLi/ytVqoRt27aJz8uWLYu5c+eid+/eUCgUkMlkuH79OsLCwnD69GnUrVsXwOtO4Ddv3oS3t7feMb9SvEJKRkqWciOJEcxkr8dl0lYnkwQSmBub56ruq4xXECDoXTcd6eI+lNLXr41EIoG57HXdVEUqVIIKSqUSSqUSxhnGkKpe35VmYWyhVwxv183cbl7UNZeZi5340xRpUAq632uG1DWTmcFIom4sTVemQ6HSPfq6IXVNpaaQGkkNrpuhzECGKkNnXROpCWRGMoPrKlQKpCvTddY1NjKGsdTY4LpKlRJpyjSddWVGMphITQyuqxJUSFWk5kldqUQKU5kpAEAQBLxSvMqTuob83RfWz4i8qAvwMyI3dYvSZ0RKRor6mtL/T39R+4zQh8EJUVBQEGrVqoU9e/bAxcXlnW619/f3R0hICG7duoUKFSrg8uXLOHHiBBYtWgRA3RK1Z88eTJw4Ea1atcKlS5fg5eWFKVOmoFOnTjq3Gx8fDxsbG8hk6sM7deoU5HK5mAwBQL169SCXy3Hy5EmtCVFaWhrS0l6/KAkJCQCAOivrAGZZqqOZVzNs7LxRfF5leRWdH6T1S9fH1k9et17VXVUXz18911q3qlNV7P10r/j8o/Uf4VHCI611K9hXwJF+R8TnHX7rgNu4DQD4Zss3GnVLWZXC4V6Hxeef7v4UV55e0bpdO3M7RAyLEJ/32dEHpx6d0lrXXGaOOyPviM+H7B6Cw5GHtdYFgMdjH4v/H/nXSOy5vUdn3dsjbosfjpMOTsLv137XWfffoH9hb2EPAJh1bBbWX16vs+7pQafhJncDAMw/MR8hF0J01j3c9zC8HdTvlyVnlmDh6YU66+7ptQfVnKsBAFZfXI05x+forPt7t9/RwK0BAOCXiF8w9fBUnXXXd1qPFmVaAAC239iOsfvG6qwb0i4E7Su0BwD8decvBP0ZpLPuwlYL0d2vOwDg6P2j6Lezn866c5vNRf9q/QEAZx6fQbffu+msO63RNAyrPQwAEBEbgcDNgTrrjq03FuMajAMA3I67jWYbmumsG1QzCNObTAcAPE54jHqr6+ms269qP3zTXP038PzVc1QJqaKzbjffbljUehEA9Q+g8kvK66wbWD4QK9qvEJ9nV7cwfka03dwWt+Juaa1b2qY0zgw+Iz7/+LePcfm/y1rr8jPitQ/5MwJVAISr/1vUPiP0YXBCdPv2bWzduhXlypUzdNUsJk2ahPj4eFSsWBFSqRRKpRJz585Fz549AQCxsbFISkrCvHnzMGfOHMyfPx9hYWHo0qULjhw5giZNmmTZZlxcHL7++msMHTpULIuJidE6dpKjoyNiYmK0xhYcHIxZs2a98zEWJI4LRUREpB+J8PZ1rxw0a9YMEydOROvWrd9557/++ismTJiAb7/9Fn5+fggPD8fo0aOxcOFC9OvXD0+ePEGpUqXQs2dPbN68WVyvQ4cOsLS0xJYtWzS2l5CQgICAANja2mLXrl0wNlY3133zzTdYv349bt68qVG/fPnyGDRoECZPnpwlNm0tRG5ubjh79yxsS9hmqV9Ym8MVSgXi4+MhlUo1BmbM6ZKZXC7XqM/mcMPrFqXmcICXzHJTl5fMXuNnhOF1i9JnREpyCqp6VgVUwO3o2zAxNykynxHPXzxHZY/K4tUjnfV1LtFhxIgRGDduHGJiYlC5cmUx6chUpYrupui3TZgwAZMnT0aPHj0AqO9ee/DgAYKDg9GvXz84ODhAJpPB19dXYz0fHx+cOHFCoywxMRGtW7eGlZUVduzYoRGXs7Mz/vvvvyz7f/r0KZycnLTGZmpqClNT0yzl5jJzjT9QXfSpk5u6b35A6VNXaaREhnFGloTobZkf1EojJZRGSlgYW+isb0gMb34B5GXdzC+svK5rIjXR+5pzftU1lr7+IMnLujIjmfjBl5d1pUZSWBjp9x42pK6RxEjvvw1D6kokknypC+Tf331+fkYUdF1+Rhhet0A+I4wh9h/Kse5bCsNnhD4MTog+/vhjAMDAgQPFMolEAkEQDO5UnZKSAiMjzTv/pVKpeOeaiYkJateunaVl59atW/Dw8BCfJyQkoFWrVjA1NcWuXbs0Jp0FgPr16yM+Ph5nz55FnTp1AABnzpxBfHw8GjRooHe8RU1GRgY2Ld8EAQI69urIqTuIiIh0MDghioyMzLOdt2/fHnPnzoW7uzv8/Pxw6dIlLFy4UCPZmjBhArp3747GjRujadOmCAsLw+7du3H06FEA6pahgIAApKSkYNOmTUhISBA7QJcsWRJSqRQ+Pj5o3bo1hgwZgp9//hmA+rb7du3aGXSHWVGkUOhugiUiIiI1gxOiN1tm3tWSJUswffp0DB8+HLGxsXB1dcXQoUMxY8YMsU7nzp0REhKC4OBgjBw5Et7e3ti2bRv8/f0BABcuXMCZM+o7Id7u6B0ZGQlPT08AwC+//IKRI0ciICAAgLof0tKlS/PsWIiIiKjo0rtT9fDhw7FgwQJYWVkBADZu3IjOnTuLz1++fIlevXph79692W2myEpISIBcLkfEgwjY2doVdDh6eXu2e1OznK+T6+pUTURExVdKcgrKu6iHlbgdfRsWlnnXdye/6dupWu+pO37++WekpLy+0+Hzzz9HbGys+DwtLQ379u3LZbhEREREBUfvhOjthiQD79YnIiIiKrRyNbkrERER0YckV5O7UtEggQTOpZzVd5px0GoiIiKdDEqIZsyYAQsLdUeq9PR0zJ07F3K5HAA0+hdR4SAzlqFt17biSNVERESknd4JUePGjTUGSGzQoAHu3buXpQ4RERFRUaN3QpQ5ECIRERHRh4Z9iD5gGRkZ+HXVr1CpVGjXvR0vmxEREenAhOgDl/pK90zAREREpMbb7omIiKjYY0JERERExR4TIiIiIir2ctWH6OXLlzh79ixiY2OhUqk0lvXt2zdPAiMiIiJ6XwxOiHbv3o1PP/0UycnJsLa2hkTyeghkiUTChIiIiIiKHIMvmY0bNw4DBw5EYmIiXr58iRcvXoiP58+f50eMlEsSSODg6ABbe1tO3UFERJQNg1uIHj9+jJEjR4pTeFDhJTOWoUPPDpy6g4iIKAcGJ0StWrXC+fPnUaZMmfyIh4gKMUEQoMxQFnQYZAAjmRGMjHj/DFFODE6IAgMDMWHCBFy7dg2VK1eGsbGxxvIOHTrkWXBEVHgoM5R4GfMSENSXY6nwEyAAAEwsTWBlZ6XR55OINBmcEA0ZMgQAMHv27CzLJBIJlEr+eiwsFBkK/L7ud6hUKrTu2pqXzSjXBEFA0vMkmBqbwsnZCRIjfrEWCQLw6tUrPH36FElIgrW9dUFHRFRoGZwQvX2bPRVeAgQkJSZlPiHKNZVSBUWaAo6ujjC3MC/ocMgAZuZmAKAeJsVWxctnRDrwL4OIciSoBEggyXKJnIoGc3N1EqtS8ActkS65SoiOHTuG9u3bo1y5cihfvjw6dOiA48eP53VsRFTY8EpZ0SRhvy+inBicEG3atAktWrSAhYUFRo4ciS+++ALm5uZo3rw5Nm/enB8xEhEREeUrgxOiuXPnYsGCBQgNDcXIkSMxatQohIaGYt68efj666/zI0YiokKrQtkK+HHxjzqXt2zWEuPGjsuTfd2/fx+mMlNcDr+cJ9sjotcMToju3buH9u3bZynv0KEDIiMjDdqWQqHAtGnT4OXlBXNzc5QpUwazZ8/O0nH7+vXr6NChA+RyOaytrVGvXj1ERUWJy1esWIGPPvoINjY2kEgkePnyZZZ9eXp6QiKRaDwmT55sULxEVLQMHjgYpjJT8eHi6IJ2bdsh4t+Igg6NiAoZgxMiNzc3HDp0KEv5oUOH4ObmZtC25s+fj5CQECxduhTXr1/HggUL8O2332LJkiVinbt378Lf3x8VK1bE0aNHcfnyZUyfPh1mZmZinZSUFLRu3RpffvlltvubPXs2oqOjxce0adMMireokUCCEnYlYF3Cmn0/qNgKaBWAB48e4MGjBwjbHwaZTIbOHTsXdFhEVMjkai6zkSNHYtiwYdi4cSM2bdqEoKAgjBo1CuPHjzdoW6dOnULHjh0RGBgIT09PdO3aFQEBATh//rxYZ+rUqWjbti0WLFiA6tWro0yZMggMDISjo6NYZ/To0Zg8eTLq1auX7f6sra3h7OwsPqysrAw7+CJGZixDlz5dENApADKZwSMsEH0QTE1Nxb/5qtWqYvyE8Xj48CGePn0KAPhy8pfw8/FDCesS8C7vja9mfIWMjAyNbezevRv169aHjaUNXJ1c8UnXT3Tub/269ShpVxIHDxzUunzzL5tRv2592Jewh3spd/Tt3RexsbHi8hcvXqBfn34o5VwKcis5fCv6Yv269RrbiIyMREDzAJSwLoFaNWrh9KnTuT09RPR/BidEw4YNw6+//oqIiAiMHj0ao0aNwpUrVxAaGoqhQ4catC1/f38cOnQIt27dAgBcvnwZJ06cQNu2bQGoxzzas2cPKlSogFatWsHR0RF169bFzp07DQ0bgLpFyt7eHtWqVcPcuXORnp6us25aWhoSEhI0HkSkKT09XedDoVDoXfftBERXvXeVlJSELVu2oGy5srC3tweg/qG0avUqhEeE4/uF32PN6jVYvGixuM7ePXvRvWt3tGnTBmfOn0HY/jDUrFlT6/YXfr8QkydOxp97/0SLli201klPT8fMr2bi3MVz+H3b77gfeR+DBw4Wl3818ytcv34du/7chctXLmPJ0iVirJlmTJ+B0WNH4+yFsyhfvjz69u6b5XwTkWFy1WzQuXNndO787k3OkyZNQnx8PCpWrAipVAqlUom5c+eiZ8+eANQDiSUlJWHevHmYM2cO5s+fj7CwMHTp0gVHjhxBkyZN9N7XqFGjUKNGDdja2uLs2bOYMmUKIiMjsWrVKq31g4ODMWvWrHc+RqIP2fcLvte5rGy5svikx+uWlB9/+DFL4pPJ3d0dn/b9VHy+bOkyvEp5laXelGlTDI5x7569sJPbAQCSk5Ph4uKCHX/sEAconDL19TY9PT1x8+ZNbP19K8ZPULd4zw+ej0+6f4IZX80Q61WpWiXLfqZ9OQ2bNm7CgUMHUKlyJZ3x9B/QX/x/mTJlsHDRQjSs3xBJSUmwsrLCw6iHqFatGmrWqinG9LYxY8egbaD6h+OMmTNQrUo13LlzBxUrVtTzrBDR2wxOiMqUKYNz585l+cXy8uVL1KhRA/fu3dN7W6Ghodi0aRM2b94MPz8/hIeHY/To0XB1dUW/fv3EztUdO3bEmDFjAADVqlXDyZMnERISYlBClLk+AFSpUgW2trbo2rWr2Gr0tilTpmDs2LHi84SEBIP7SBU0RYYCO37ZAaVKiZYdW3LqDiqWmnzUBEt+UvdLfPH8BX4O+Rkd2nXAiVMn4OHhge3btmPJ4iW4e/cukpKSoFAoYGNjI65/+fJlDBw8MNt9LP5hMZKTk3HyzMkcJ74OvxSOr2d/jX8v/4vnz5+Ln3MPox7Cx9cHnw39DD0+6YFLly6hRYsW6NCxA+o3qK+xjcqVK4v/d3ZxBgA8jX3KhIjoHRicEN2/f1/rfGVpaWl4/PixQduaMGECJk+ejB49egBQ/5E/ePAAwcHB6NevHxwcHCCTyeDr66uxno+PD06cOGFo6Boy+xvduXNHa0JkamoKU1PTd9pHQRMg4OXzl5lPiPLcuIm6byd/e4qIkWNG6qz79qSjw78Y/m6BvcHS0hLlypUTn9eoWQMl7Upizao1aBvYFr179caMmTPQMqAlbOQ2+D30dyz6YZFYP3OU5+w09G+Iv/b+hW2/b8OESRN01ktOTkZgm0C0aNkCa9evhUNJBzyMeoh2bduJlwRbt2mN2/du46+9f+HwocNoHdAaQcOCMP/b+eJ23hwxPPPccVolonejd0K0a9cu8f/79u2DXC4XnyuVShw6dEhr0252UlJSsnxoSqVS8Q/bxMQEtWvXxs2bNzXq3Lp1Cx4eHgbt622XLl0CALi4uLzTdoiKMxMTkwKvayiJRAIjIyO8evUKJ0+ehLuHOyZ/+XoIjjeH9ADUP9SOHD6Cfv376dxmrdq1MPzz4WjXth2MpEYYN157onjzxk08e/YMc76ZI7Y4X7xwMUu9kiVLom+/vujbry8a+jfElElTNBIiIsp7eidEnTp1AqD+MOnXT/ODwdjYGJ6envj+e939CbRp37495s6dC3d3d/j5+eHSpUtYuHAhBg583Tw9YcIEdO/eHY0bN0bTpk0RFhaG3bt34+jRo2KdmJgYxMTE4M6dOwCAiIgIWFtbw93dHXZ2djh16hROnz6Npk2bQi6X49y5cxgzZgw6dOgAd3d3g2ImoqIlLS0NMTExANR3cC1fthxJSUkIbBeI+IR4PIx6iN9Cf0PNWjXx196/8MfOPzTWnzp9KloHtEaZMmXQrXs3KBVKhIWFiX2MMtWrXw+7/tyF9oHtIZPJMGr0qCyxuLm7wcTEBMuWLsOQoUNw9epVfDP3G406s2bOQvWa1eHr64v0tHTs3bOXl8KI3gO9E6LMVhsvLy+cO3cODg4O77zzJUuWYPr06Rg+fDhiY2Ph6uqKoUOHYsaM150XO3fujJCQEAQHB2PkyJHw9vbGtm3b4O/vL9YJCQnR6ADduHFjAMDatWvRv39/mJqaIjQ0FLNmzUJaWho8PDwwZMgQTJw48Z2PgYgKt/379sOjtLpF2draGt7e3tgSugVNPlL3QRw5aiRGjxyNtLQ0tGnbBlOmTsGc2XPE9Zt81ARbQrfgm7nf4NsF38LGxgb+jfy17qtBwwbYuWsnOrbvCKlUii9GfKGxvGTJkli1ZhWmT5uOn5b+hOrVq2Pe/Hn4uPPHYh0TExNMnzodD+4/gLm5ORr6N8TGzRvz+rQQ0VskgiCwd4keEhISIJfLEfEgAna2dgUdjl4yMjKwbsk6AECXvl1gapZznyilUgmlUgm5XM5O2CRSpCuQEJMAd093jUFRqWhITU1F1P0o2DjbQGbCMcnIcCnJKSjvUh4AcDv6NiwsLQo4Iv09f/EclT0qIz4+XuOGibdxtnsiIiIq9jjb/QdMAgmsrK3UmTyn7iAiItLJ4LbTzNnu3xzXZ9SoUVi4cCG+/vpr9OrVK08DpNyTGcvwycBPEB8fz8tfRERE2SjQ2e6JiIiICoMCne2eiIiIqDAw+JJZ5mz34eHhaNCgASQSCU6cOIF169Zh8eLFOW+A3htFhgK7Q3dDqVSiabumvGxGRESkg8EJ0bBhw+Ds7Izvv/8ev/32GwD1VBqhoaHo2LFjngdIuSdAwLPYZ5lPiIiISIcCne2eiIiIqDDI9Qhd6enpiI2NzTKhIKfCICIioqLG4ITo9u3bGDhwIE6ePKlRLggCJBIJlEplngVHRERE9D4YfJdZ//79YWRkhD///BMXLlzAxYsXcfHiRVy6dAkXL2adtZmIqKAMHjgYpjJTmMpMYWlmCTdXN7Rp1Qbr1q7L0rqdqW3rtjA3MceZ02e0Lj918hQ6tOsAJwcn2FjaoEa1Gvhh4Q96/Rh8+PAhhg4ZCk83T1iZW6F8mfIYO2Ys4uLi3uk4iejdGdxCFB4ejgsXLnD2ZSIqEgJaBWDl6pVQKpWI/S8W+/ftx7gx47B923Zs37kdMtnrj8GoqCicOX0Gwz4fhnVr16Fuvboa2/pj5x/o1aMX+vbvi/0H90NeQo7Dhw7jy8lf4uyZs9j862ZIJNqHhb937x6a+DdB+fLlsWHTBnh6eeLa1WuYMnkK9oXtw/F/jsPOrmjMk0j0ITK4hcjX1xfPnj3Lj1goH5iZm8HE1KSgwyAqMKampnB2dkapUqVQvUZ1TJoyCVu3b8W+sH3YsH6DRt0N6zagbWBbfDb0M/z+2+9ITk4WlyUnJ2PY0GFo174dlocsR9VqVeHp6YmBgwZi1ZpV2L5tO7b+vlVnHKNGjIKJiQn2hO1B4yaN4e7ujtZtWuOvfX/hyeMnmDF9hli3QtkKmB88H58N/gz2JexRzqscVq1clfcnh4hEeiVECQkJ4mP+/PmYOHEijh49iri4OI1lCQkJ+R0vGcDY2Bi9PuuF9j3bQ2bMGa4p7wiCgOTk5AJ5CMK7jyHRtFlTVKlaBTt37NQ4pg3rN6Bnr56oWLEiylcor5HgHDxwEHFxcRgzdkyW7bVr3w7lK5RH6K+hWvf3/PlzHNh/AEODhsLc3FxjmbOzM3r06oGtv23VOLZFPyxCjZo1cOb8GQwNGooRn4/AjRs33vHIiUgXvb4lS5QoodEMLAgCmjdvrlGHnaqJio+UlBTYyQvm8s7z+OewtLR85+14e3sjIiJCfH7o4CGkpKQgoFUAAKBnr55Yt2Yd+vXvBwC4fes2AKCij/buAt7e3rh9+7bWZXdu34EgCPD28da6vGLFinjx4gWePn0KR0dHAEDrNq0RNCwIADB+4nj8uPhH/H3sb3ZXIMoneiVER44cye84iIjeq8wfcZnWrV2Hrp90FfsUde/RHVMmTcHNmzfh7e2tsZ6u7ZmY5O7ydOY234ynUuVK4v8lEgmcnJ3wNPZprrZPRDnTKyFq0qRJfsdB+UCRocBf2/+CQqFA49aNOXUH5RkLCws8j39eYPvOCzdu3ICnpycA9SWtXX/sQkZGBlaErBDrKJVKrF+7Ht/M+wblypdTr3f9Buo3qJ9lezdv3kTVqlW17qtsubKQSCS4ce2G1hH9b968CVtbWzg4OIhlxsbGGnUkEonOO+OI6N3p3bEkJSUFEyZMwM6dO5GRkYEWLVrgxx9/1PgDpsJFgICYxzGZT4jyjEQiyZPLVgXlyOEjuBJxBSNHjQQAbNm8BaVKl8LWbZqdog8fPoxv53+L2XNmo2VAS9jZ2WHRD4uyJES7d+/Gndt38N3332ndn729PZq3aI6fQ37GyNEjNfoRxcTE4NfNv+LTPp/qvEONiPKf3neZzZw5E+vWrUNgYCB69OiBAwcOYNiwYfkZGxHRO0tLS0NMTAweP36MSxcvYX7wfHTt0hVtA9uid5/eANSXy7p06QK/Sn4aj/4D+uPly5fYu3cvLC0t8dPyn7B7124MCxqGiH8jcP/+faxdsxZDBg7BwEED0aZtG51xLPpxEdLS0tCuTTsc//s4Hj58iH1h+9C2dVu4lnLF7K9nv69TQkRa6N1CtH37dqxevRo9evQAAPTu3RsNGzaEUqnkpRgiKrT279sPj9IekMlksLW1ReUqlbFw0UL06dsHRkZGuHjhIv69/C+WhyzPsq61tTVatGyBdWvWoUOHDujycRfsP7gf84LnodlHzcQ7a+d+MxfjJ47PNo7y5cvj5JmTmDN7Dnr36o24uDg4Ozujfcf2mDZ9GscgIipgEkHPe1hNTEwQGRmJUqVKiWXm5ua4desW3Nzc8i3AwiIhIQFyuRwRDyJgZ1s0PrgyMjKwbsk6AECXvl1gamaa4zpKpRJKpRJyuZyJLokU6QokxCTA3dMdZmZmBR1OoZGamoqPO3+MR48e4eDhgyhZsmRBh6RVamoqou5HwcbZBjITDsFBhktJTkF5l/IAgNvRt2FhmTd9+d6H5y+eo7JHZcTHx8PGxkZnPb0vmSmVyix3UMhkMigUitxHSURUhJmZmWHbjm3o3bs3Thw/UdDhENE70PungiAI6N+/P0xNX7cypKamIigoSKNz5fbt2/M2QiKiQszMzAwTJk0o6DCI6B3p3ULUr18/ODo6Qi6Xi4/evXvD1dVVo8wQCoUC06ZNg5eXF8zNzVGmTBnMnj07y62l169fR4cOHSCXy2FtbY169eohKipKXL5ixQp89NFHsLGxgUQiwcuXL7Ps68WLF+jTp48YZ58+fbTW+9DIZDJIZbz0RURElB29W4jWrl2b5zufP38+QkJCsH79evj5+eH8+fMYMGAA5HI5Ro0aBQC4e/cu/P39MWjQIMyaNQtyuRzXr1/X6MeQkpKC1q1bo3Xr1pgyZYrWffXq1QuPHj1CWFgYAOCzzz5Dnz59sHv37jw/rsLC2NgYfT/vi/j4ePYHIiIiykaB9q47deoUOnbsiMDAQACAp6cntmzZgvPnz4t1pk6dirZt22LBggViWZkyZTS2M3r0aADA0aNHte7n+vXrCAsLw+nTp1G3rnr26pUrV6J+/fpZRqElomxwPKuiSVCPS0ZEuhVoQuTv74+QkBDcunULFSpUwOXLl3HixAksWrQIAKBSqbBnzx5MnDgRrVq1wqVLl+Dl5YUpU6agU6dOeu/n1KlTkMvlYjIEAPXq1YNcLsfJkye1JkRpaWlIS0sTn2feXqtQKZChzMjdARcApVKJDFUGVBIVVJKcR7lVqpRQqpTIUGZABY6KS2oqQQUVVEhPT9frbkUqXFJSUiAIApQSJQQlEyMy3JvfexnKjCL1PahQ6XfzV4EmRJMmTUJ8fDwqVqwIqVQKpVKJuXPnomfPngCA2NhYJCUlYd68eZgzZw7mz5+PsLAwdOnSBUeOHNF7SpGYmBhxwsQ3OTo6IiYmRus6wcHBmDVrVpZylaBCmiJNyxqFj1KhxPG/jkOhUKBG0xowMc55niWlSgmVQoU0ZRqkAi+zkZogCIAMePbsGaQyKYwkenc/pAIkCAJSU1Px9OlTSMwlyFBlgL9zKDfe/N5LU6RBqig63w8qQb83fYEmRKGhodi0aRM2b94MPz8/hIeHY/To0XB1dUW/fv3EztUdO3bEmDFjAADVqlXDyZMnERISYtAca9qGxH97csc3TZkyBWPHjhWfJyQkwM3NDR4lPLIdx6AwSU9PR3RUNADA3Uq/8WOUSiUUCgVsS9iy3xFpyLDKQNSDKEQ/ii7oUMhAtiVs4ejkyKlBKNeSTZLF/3vaehapqXsSpAl61SvQhGjChAmYPHmyOPp15cqV8eDBAwQHB6Nfv35wcHCATCaDr6+vxno+Pj44cUL/MT+cnZ3x33//ZSl/+vQpnJyctK5jamqqMcRAJmOpMYylxlrWKHwE6eumcX3jNoIRJIIExlJjJkSkwdjcGBUqVEB6enpBh0IGMDbm3zK9uze/P4rS9yAAvWMt0IQoJSUFRkaaTe9SqVRsGTIxMUHt2rVx8+ZNjTq3bt2Ch4eH3vupX78+4uPjcfbsWdSpUwcAcObMGcTHx6NBgwbveBRExYeRkRFHqiaiD1KBJkTt27fH3Llz4e7uDj8/P1y6dAkLFy7EwIEDxToTJkxA9+7d0bhxYzRt2hRhYWHYvXu3xh1lMTExiImJwZ07dwAAERERsLa2hru7O+zs7ODj44PWrVtjyJAh+PnnnwGob7tv164d7zAjIiIi/QdmzA9LlixB165dMXz4cPj4+GD8+PEYOnQovv76a7FO586dERISggULFqBy5cpYtWoVtm3bBn9/f7FOSEgIqlevjiFDhgAAGjdujOrVq2PXrl1inV9++QWVK1dGQEAAAgICUKVKFWzcuPH9HSwREREVWnpP7lrcZU7umtPkcIVJeno6goODAQDDhw83rFO1LTtVExGRWnJyMqysrAAASUlJRatTtZ7f35z2WE+ZeWPmeERFQXp6OlJTUwEA8fHxePXqVY7rqFQqCIIAqVTKhIiIiACoE6JMCQkJUCqVBRiNYTK/t3Nq/2ELkZ4ePXoENze3gg6DiIiIcuHhw4coXbq0zuVMiPSkUqnw5MkTWFtbcyyPHGSO2fTw4cMic3mxsOC5yx2et9zjucs9nrvce5/nThAEJCYmwtXVNcud7W/iJTM9GRkZZZtZUlY2Njb8kMglnrvc4XnLPZ673OO5y733de7kcnmOdTj+PhERERV7TIiIiIio2GNCRHnO1NQUM2fO1Dr1CWWP5y53eN5yj+cu93jucq8wnjt2qiYiIqJijy1EREREVOwxISIiIqJijwkRERERFXtMiIiIiKjYY0JERERExR4TIiIiIir2mBARERFRsceEiIiIiIo9JkRERERU7DEhIiIiomKPCREREREVe0yIiIiIqNhjQkRERETFHhMiIiIiKvaYEBEREVGxx4SIiIiIij0mRERERFTsMSEiIiKiYo8JERERERV7TIiIiIio2GNCRERERMUeEyIiIiIq9pgQERERUbHHhIiIiIiKPSZEREREVOwxISIiIqJiT1bQARQVKpUKT548gbW1NSQSSUGHQ0RERHoQBAGJiYlwdXWFkZHudiAmRHp68uQJ3NzcCjoMIiIiyoWHDx+idOnSOpczIdKTtbU1APUJtbGxKeBoiIiISB8JCQlwc3MTv8d1YUKkp8zLZDY2NkUmIVKqBJyNfI7YxFQ4WpuhjpcdpEa83EdERMVPTt1dimyn6mXLlsHLywtmZmaoWbMmjh8/nm39n376CT4+PjA3N4e3tzc2bNjwniItGGFXouE//zB6rjyNUb+Go+fK0/CffxhhV6ILOjQiIqJCp0gmRKGhoRg9ejSmTp2KS5cuoVGjRmjTpg2ioqK01l++fDmmTJmCr776ClevXsWsWbPw+eefY/fu3e858vcj7Eo0hm26iOj4VI3ymPhUDNt0kUkRERHRWySCIAgFHYSh6tatixo1amD58uVimY+PDzp16oTg4OAs9Rs0aICGDRvi22+/FctGjx6N8+fP48SJE3rtMyEhAXK5HPHx8YX6kplSJcB//uEsyVAmCQBnuRlOTGrGy2dERPTB0/f7u8j1IUpPT8eFCxcwefJkjfKAgACcPHlS6zppaWkwMzPTKDM3N8fZs2eRkZEBY2PjfIv3fTsb+VxnMgQAAoDo+FScjXyO+mXt319gRESFnCAIUCgUUCqVBR0KGUAqlUImk73zkDhFLiF69uwZlEolnJycNMqdnJwQExOjdZ1WrVph1apV6NSpE2rUqIELFy5gzZo1yMjIwLNnz+Di4pJlnbS0NKSlpYnPExIS8vZA8klsou5kKDf1iIiKg/T0dERHRyMlJaWgQ6FcsLCwgIuLC0xMTHK9jSKXEGV6OxMUBEFndjh9+nTExMSgXr16EAQBTk5O6N+/PxYsWACpVKp1neDgYMyaNSvP485vjtZmOVcyoB4R0YdOpVIhMjISUqkUrq6uMDEx4QC8RYQgCEhPT8fTp08RGRmJ8uXLZzv4YnaKXELk4OAAqVSapTUoNjY2S6tRJnNzc6xZswY///wz/vvvP7i4uGDFihWwtraGg4OD1nWmTJmCsWPHis8zxzEo7Op42cFFboaY+FRo6xyW2Yeojpfd+w6NiKhQSk9Ph0qlgpubGywsLAo6HDKQubk5jI2N8eDBA6Snp2fpIqOvIneXmYmJCWrWrIkDBw5olB84cAANGjTIdl1jY2OULl0aUqkUv/76K9q1a6czkzQ1NRXHHCpKYw9JjSSY2d4XgDr5eVPm85ntfdmhmojoLbltWaCClxevXZF89ceOHYtVq1ZhzZo1uH79OsaMGYOoqCgEBQUBULfu9O3bV6x/69YtbNq0Cbdv38bZs2fRo0cPXLlyBd98801BHUK+al3JBct714CzXDNLdpabYXnvGmhdKWufKSIiouKsyF0yA4Du3bsjLi4Os2fPRnR0NCpVqoS9e/fCw8MDABAdHa0xJpFSqcT333+PmzdvwtjYGE2bNsXJkyfh6elZQEeQ/1pXckFLX2eOVE1ERAXm/v378PLywqVLl1CtWjUAwD///IOgoCDcuHEDgYGB2Llzp9ay961IjkNUEIrKOERERGSY1NRUREZGirMf5Nb7nC5JEAS0bNkSUqkU+/bt01i2bNkyTJkyBREREXB3d8+X/X/00Uc4duwYAHVXFgcHB9SoUQMDBgxAly5dxHpKpRJPnz6Fg4MDZDJ1G0zdunVRoUIFBAcHw8rKCiVKlNBaZojsXkN9v7+L5CUzIiKiwuR9T5ckkUiwdu1anDlzBj///LNYHhkZiUmTJmHx4sX5lgxlGjJkCKKjo3Hnzh1s27YNvr6+6NGjBz777DOxjlQqhbOzs5gMAcDdu3fRrFkzlC5dWkx8tJW9b0yIiIiI3kFBTZfk5uaGxYsXY/z48YiMjIQgCBg0aBA++ugjHD9+HF5eXuL8nYsXLxbXi4iIgJGREZ49ewYAePHiBYyMjNCtWzexTnBwMOrXr5/t/i0sLODs7Aw3NzfUq1cP8+fPx88//4yVK1fi4MGDANSXzCQSCcLDw8X/x8XFYeDAgZBIJFi3bp3WsoLAhIiIiOgNgiAgJV2h1yMxNQMzd13VOsxJZtlXu64hMTVDr+0Z2oulX79+aN68OQYMGIClS5fiypUrWLVqFUqXLo3ffvsN165dw4wZM/Dll1/it99+AwBUqlQJ9vb24iWvv//+G/b29vj777/F7R49ehRNmjQx+Nz169cPtra22L59e5Zlbm5uiI6Oho2NDRYtWoTo6Gh069YtS1n37t0N3m9eKJKdqomIiPLLqwwlfGfsy7miHgQAMQmpqPzVfr3qX5vdChYmhn01r1ixApUqVcLx48exdetWODk5aQws7OXlhZMnT+K3337DJ598AolEgsaNG+Po0aP4+OOPcfToUfTr1w/r16/HtWvXUKFCBZw8eRJjxowxKA5Afft7hQoVcP/+/SzLMi+fSSQSyOVyODs7AwAsLS2zlBUEthAREREVYY6Ojvjss8/g4+ODzp07AwBCQkJQq1YtlCxZElZWVli5cqXG3dcfffQRjh49CgA4duwYmjZtisaNG+PYsWM4d+4cXr16hYYNG+YqnuxmjijM2EJERET0BnNjKa7NbqVX3bORz9F/7bkc660bUFuvGQLMjbVPJ5UTmUwmdlz+7bffMGbMGHz//feoX78+rK2t8e233+LMmTNi/Y8++gijRo3CnTt3cOXKFTRq1Ah3797FsWPH8PLlS9SsWRPW1tYGx6FUKnH79m3Url07V8dRkJgQERERvUEikeh92apR+ZJ6TZfUqHzJ9zYO3PHjx9GgQQMMHz5cLLt7965Gncx+RHPmzEHVqlVhY2ODJk2aIDg4GC9evMhV/yEAWL9+PV68eIGPP/74nY6hIPCSGRERUS4VxumSypUrh/Pnz2Pfvn24desWpk+fjnPnNFuxMvsRbdq0CR999BEAoEqVKkhPT8ehQ4fEsuykpKQgJiYGjx49wpkzZzBp0iQEBQVh2LBhaNq0aT4cWf5iQkRERPQOCtt0SUFBQejSpQu6d++OunXrIi4uTqO1KFPTpk2hVCrF5EcikaBRo0YAAH9//xz3s3LlSri4uKBs2bLo3Lkzrl27htDQUCxbtixPj+d94UjVeuJI1UREH6aiOFI1acqLkarZh4iIiCgPSI0kqF/WvqDDoFziJTMiIiIq9pgQERERUbHHhIiIiIiKPSZEREREVOwxISIiIqJijwkRERERFXtMiIiIiKjYK7IJ0bJly8QBmGrWrInjx49nW/+XX35B1apVYWFhARcXFwwYMABxcXHvKVoiIiIqzIpkQhQaGorRo0dj6tSpuHTpEho1aoQ2bdogKipKa/0TJ06gb9++GDRoEK5evYrff/8d586dw+DBg99z5ERERO/HV199hWrVqhX4NrLTv39/dOrUSXwuCAI+++wz2NnZQSKRIDw8XGtZfiiSCdHChQsxaNAgDB48GD4+Pli0aBHc3NywfPlyrfVPnz4NT09PjBw5El5eXvD398fQoUNx/vz59xw5ERF9sFRKIPI4ELFV/a9Kma+769+/PyQSCSQSCYyNjVGmTBmMHz8eycnJAIDx48fj0KFDGvXfTD7yy9GjR8W4jIyMIJfLUb16dUycOBHR0dEadRcvXox169aJz8PCwrBu3Tr8+eefiI6ORqVKlbSW5YcilxClp6fjwoULCAgI0CgPCAjAyZMnta7ToEEDPHr0CHv37oUgCPjvv/+wdetWBAYG6txPWloaEhISNB5ERERaXdsFLKoErG8HbBuk/ndRJXV5PmrdujWio6Nx7949zJkzB8uWLcP48eMBAFZWVrC3L7ipRG7evIknT57g3LlzmDRpEg4ePIhKlSohIiJCrCOXy1GiRAnx+d27d+Hi4oIGDRrA2dkZMplMa1l+KHIJ0bNnz6BUKuHk5KRR7uTkhJiYGK3rNGjQAL/88gu6d+8OExMTODs7o0SJEliyZInO/QQHB0Mul4sPNze3PD0OIiL6QFzbBfzWF0h4olmeEK0uz8ekyNTUFM7OznBzc0OvXr3w6aefYufOnQA0L3d99dVXWL9+Pf744w+x9ebo0aMAgEePHqFHjx6ws7ODpaUlatWqhTNnzmjsZ+PGjfD09IRcLkePHj2QmJiYY2yOjo5wdnZGhQoV0KNHD/zzzz8oWbIkhg0bJtZ5s9Wqf//+GDFiBKKioiCRSODp6am1LL8U2cldJRLNGYQFQchSlunatWsYOXIkZsyYgVatWiE6OhoTJkxAUFAQVq9erXWdKVOmYOzYseLzhIQEJkVERMWBIAAZKfrVVSmBvyYCELRtCIAECJsElPkIMJLmvD1jC0DHd5k+zM3NkZGRkaV8/PjxuH79OhISErB27VoAgJ2dHZKSktCkSROUKlUKu3btgrOzMy5evAiVSiWue/fuXezcuRN//vknXrx4gU8++QTz5s3D3LlzDY4tKCgIY8aMQWxsLBwdHTWWL168GGXLlsWKFStw7tw5SKVSmJiYZCnLL0UuIXJwcIBUKs3SGhQbG5ul1ShTcHAwGjZsiAkTJgAAqlSpAktLSzRq1Ahz5syBi4tLlnVMTU1hamqa9wdARESFW0YK8I1rHm1MULcczdPzB/WXTwATy1zt6ezZs9i8eTOaN2+eZZmVlRXMzc2RlpYGZ2dnsXzdunV4+vQpzp07Bzs7OwBAuXLlNNZVqVRYt24drK2tAQB9+vTBoUOHDE6IAKBixYoAgPv372dJiORyOaytrSGVSjVi1FaWH4rcJTMTExPUrFkTBw4c0Cg/cOAAGjRooHWdlJQUGBlpHmpmlikI2rJ6IiKiwu/PP/+ElZUVzMzMUL9+fTRu3Djb7iBvCw8PR/Xq1cVkSBtPT08xGQIAFxcXxMbG5irezO9cXVd0ClKRayECgLFjx6JPnz6oVasW6tevjxUrViAqKgpBQUEA1Je7Hj9+jA0bNgAA2rdvjyFDhmD58uXiJbPRo0ejTp06cHXNq18BRET0QTC2ULfU6OPBSeCXrjnX+3Qr4KH9R3uWfRugadOmWL58OYyNjeHq6gpjY2OD1jc3N885pLe2KZFINC6pGeL69esAkK99gXKrSCZE3bt3R1xcHGbPni3egrd37154eHgAAKKjozXGJOrfvz8SExOxdOlSjBs3DiVKlECzZs0wf/78gjoEIiIqrCQS/S9blW0G2LiqO1Br7UckUS8v20y/PkQGsrS0zHKJSxcTExMolZpDAVSpUgWrVq3C8+fPs20lyguvXr3CihUr0LhxY5QsWTJf95UbRTIhAoDhw4dj+PDhWpe9OaZBphEjRmDEiBH5HBURERUrRlKg9Xz13WSQQDMp+v9lodbz8iUZMpSnpyf27duHmzdvwt7eHnK5HD179sQ333yDTp06ITg4GC4uLrh06RJcXV1Rv379d9pfbGwsUlNTkZiYiAsXLmDBggV49uwZtm/fnkdHlLeKXB8iIiKiQsW3A/DJBsDmrRt0bFzV5b4dCiautwwZMgTe3t6oVasWSpYsiX/++QcmJibYv38/HB0d0bZtW1SuXBnz5s3Lk7u5vL294erqipo1a2LevHlo0aIFrly5Al9f3zw4mrwnEdirWC8JCQmQy+WIj4+HjY1NQYdDRER5JDU1FZGRkeL8mLmmUqr7FCX9B1g5qfsMFYKWoeIgu9dQ3+/vInvJjIiIqFAxkgJejQo6CsolXjIjIiKiYo8JERERERV7TIiIiIio2GNCRERERMUeEyIiIiJwKqeiLC9eOyZERERUrGVOTZGSoucM91ToZL52hk5d8ibedk9ERMWaVCpFiRIlxAlLLSwsCuXko5SVIAhISUlBbGwsSpQo8U4DSjIhIiKiYs/Z2RkAcj2LOxWsEiVKiK9hbjEhIiKiYk8ikcDFxQWOjo7IyMgo6HDIAMbGxnky1QgTIiIiov+TSqV58uVKRQ87VRMREVGxx4SIiIiIij0mRERERFTsMSEiIiKiYo8JERERERV7RTYhWrZsGby8vGBmZoaaNWvi+PHjOuv2798fEokky8PPz+89RkxERESFVZFMiEJDQzF69GhMnToVly5dQqNGjdCmTRtERUVprb948WJER0eLj4cPH8LOzg7dunV7z5ETERFRYSQRiuBsdnXr1kWNGjWwfPlysczHxwedOnVCcHBwjuvv3LkTXbp0QWRkJDw8PPTaZ0JCAuRyOeLj42FjY5Pr2ImIiOj90ff7u8i1EKWnp+PChQsICAjQKA8ICMDJkyf12sbq1avRokWLbJOhtLQ0JCQkaDyIiIjow1TkEqJnz55BqVTCyclJo9zJyQkxMTE5rh8dHY2//voLgwcPzrZecHAw5HK5+HBzc3unuImIiKjwKnIJUaa3ZyIWBEGv2YnXrVuHEiVKoFOnTtnWmzJlCuLj48XHw4cP3yVcIiIiKsSK3FxmDg4OkEqlWVqDYmNjs7QavU0QBKxZswZ9+vSBiYlJtnVNTU1hamr6zvESERFR4VfkWohMTExQs2ZNHDhwQKP8wIEDaNCgQbbrHjt2DHfu3MGgQYPyM0QiIiIqYopcCxEAjB07Fn369EGtWrVQv359rFixAlFRUQgKCgKgvtz1+PFjbNiwQWO91atXo27duqhUqVJBhE1ERESFVJFMiLp37464uDjMnj0b0dHRqFSpEvbu3SveNRYdHZ1lTKL4+Hhs27YNixcvLoiQiYiIqBArkuMQFQSOQ0RERFT0fLDjEBERERHlNSZEREREVOwxISIiIqJijwkRERERFXtMiIiIiKjYY0JERERExR4TIiIiIir2mBARERFRsceEiIiIiIo9JkRERERU7DEhIiIiomKPCREREREVe0yIiIiIqNhjQkRERETFHhMiIiIiKvaYEBEREVGxx4SIiIiIij0mRERERFTsFdmEaNmyZfDy8oKZmRlq1qyJ48ePZ1s/LS0NU6dOhYeHB0xNTVG2bFmsWbPmPUVLREREhZmsoAPIjdDQUIwePRrLli1Dw4YN8fPPP6NNmza4du0a3N3dta7zySef4L///sPq1atRrlw5xMbGQqFQvOfIiYiIqDCSCIIgFHQQhqpbty5q1KiB5cuXi2U+Pj7o1KkTgoODs9QPCwtDjx49cO/ePdjZ2eVqnwkJCZDL5YiPj4eNjU2uYyciIqL3R9/v7yJ3ySw9PR0XLlxAQECARnlAQABOnjypdZ1du3ahVq1aWLBgAUqVKoUKFSpg/PjxePXqlc79pKWlISEhQeNBREREH6Yid8ns2bNnUCqVcHJy0ih3cnJCTEyM1nXu3buHEydOwMzMDDt27MCzZ88wfPhwPH/+XGc/ouDgYMyaNSvP4yciIqLCp8i1EGWSSCQazwVByFKWSaVSQSKR4JdffkGdOnXQtm1bLFy4EOvWrdPZSjRlyhTEx8eLj4cPH+b5MRAREVHhUORaiBwcHCCVSrO0BsXGxmZpNcrk4uKCUqVKQS6Xi2U+Pj4QBAGPHj1C+fLls6xjamoKU1PTvA2eiIiICqUi10JkYmKCmjVr4sCBAxrlBw4cQIMGDbSu07BhQzx58gRJSUli2a1bt2BkZITSpUvna7xERERU+BW5hAgAxo4di1WrVmHNmjW4fv06xowZg6ioKAQFBQFQX+7q27evWL9Xr16wt7fHgAEDcO3aNfz999+YMGECBg4cCHNz84I6DCIiIiokitwlMwDo3r074uLiMHv2bERHR6NSpUrYu3cvPDw8AADR0dGIiooS61tZWeHAgQMYMWIEatWqBXt7e3zyySeYM2dOQR0CERERFSJFchyigsBxiIiIiIqeD3YcIiIiIqK8xoSIiIiIij0mRERERFTsMSEiIiKiYo8JERERERV7TIiIiIio2GNCRERERMUeEyIiIiIq9pgQERERUbHHhIiIiIiKPSZEREREVOwxISIiIqJijwkRERERFXtMiIiIiKjYY0JERERExR4TIiIiIir2mBARERFRsVdkE6Jly5bBy8sLZmZmqFmzJo4fP66z7tGjRyGRSLI8bty48R4jJiIiosKqSCZEoaGhGD16NKZOnYpLly6hUaNGaNOmDaKiorJd7+bNm4iOjhYf5cuXf08RExERUWFWJBOihQsXYtCgQRg8eDB8fHywaNEiuLm5Yfny5dmu5+joCGdnZ/EhlUrfU8RERERUmBW5hCg9PR0XLlxAQECARnlAQABOnjyZ7brVq1eHi4sLmjdvjiNHjuRnmERERFSEyAo6AEM9e/YMSqUSTk5OGuVOTk6IiYnRuo6LiwtWrFiBmjVrIi0tDRs3bkTz5s1x9OhRNG7cWOs6aWlpSEtLE58nJCTk3UEQERFRoVLkEqJMEolE47kgCFnKMnl7e8Pb21t8Xr9+fTx8+BDfffedzoQoODgYs2bNyruAiYiIqNAqcpfMHBwcIJVKs7QGxcbGZmk1yk69evVw+/ZtncunTJmC+Ph48fHw4cNcx0xERESFW5FLiExMTFCzZk0cOHBAo/zAgQNo0KCB3tu5dOkSXFxcdC43NTWFjY2NxoOIiIg+TEXyktnYsWPRp08f1KpVC/Xr18eKFSsQFRWFoKAgAOrWncePH2PDhg0AgEWLFsHT0xN+fn5IT0/Hpk2bsG3bNmzbtq0gD4OIiIgKiSKZEHXv3h1xcXGYPXs2oqOjUalSJezduxceHh4AgOjoaI0xidLT0zF+/Hg8fvwY5ubm8PPzw549e9C2bduCOgQiIiIqRCSCIAgFHURRkJCQALlcjvj4eF4+IyIiKiL0/f4ucn2IiIiIiPIaEyIiIiIq9pgQERERUbHHhIiIiIiKPSZEREREVOwxISIiIqJijwkRERERFXtMiIiIiKjYY0JERERExR4TIiIiIir2mBARERFRsceEiIiIiIo9JkRERERU7DEhIiIiomKPCREREREVe0yIiIiIqNhjQkRERETFHhMiIiIiKvaKbEK0bNkyeHl5wczMDDVr1sTx48f1Wu+ff/6BTCZDtWrV8jdAIiIiKjKKZEIUGhqK0aNHY+rUqbh06RIaNWqENm3aICoqKtv14uPj0bdvXzRv3vw9RUpERERFgUQQBKGggzBU3bp1UaNGDSxfvlws8/HxQadOnRAcHKxzvR49eqB8+fKQSqXYuXMnwsPD9d5nQkIC5HI54uPjYWNj8y7hExER0Xui7/d3kWshSk9Px4ULFxAQEKBRHhAQgJMnT+pcb+3atbh79y5mzpyp137S0tKQkJCg8SAiIqIPU5FLiJ49ewalUgknJyeNcicnJ8TExGhd5/bt25g8eTJ++eUXyGQyvfYTHBwMuVwuPtzc3N45diIiIiqcilxClEkikWg8FwQhSxkAKJVK9OrVC7NmzUKFChX03v6UKVMQHx8vPh4+fPjOMRMREVHhpF9zSSHi4OAAqVSapTUoNjY2S6sRACQmJuL8+fO4dOkSvvjiCwCASqWCIAiQyWTYv38/mjVrlmU9U1NTmJqa5s9BEBERUaFS5FqITExMULNmTRw4cECj/MCBA2jQoEGW+jY2NoiIiEB4eLj4CAoKgre3N8LDw1G3bt33FToREREVUkWuhQgAxo4diz59+qBWrVqoX78+VqxYgaioKAQFBQFQX+56/PgxNmzYACMjI1SqVEljfUdHR5iZmWUp/+ColMCDk0DSf4CVE+DRADCSFnRUREREhU6RTIi6d++OuLg4zJ49G9HR0ahUqRL27t0LDw8PAEB0dHSOYxJ98K7tAsImAQlPXpfZuAKt5wO+HQouLiIiokKoSI5DVBCK1DhE13YBv/UF8PZL+/9O559sYFJERETFwgc7DhHlQKVUtwxlSYbwuixssroeERERAWBC9OF5cFLzMlkWApDwWF2PiIiIADAh+vAk/Ze39YiIiIoBJkQfGqusYzG9Uz0iIqJigAnRh8ajgfpuMmQdtVtNAtiUUtcjIiIiAEyIPjxGUvWt9QCyJkX/f956HscjIiIiegMTog+Rbwf1rfU2LprlNq685Z6IiEiLIjkwI+nBtwNQMZAjVRMREemBCdGHzEgKeDUq6CiIiIgKPSZEesoc0DshIaGAIyEiIiJ9ZX5v5zQxBxMiPSUmJgIA3NzcCjgSIiIiMlRiYiLkcrnO5ZzLTE8qlQpPnjyBtbU1JBJdt7QToM7G3dzc8PDhw8I/71shw3OXOzxvucdzl3s8d7n3Ps+dIAhITEyEq6srjIx030vGFiI9GRkZoXTp0gUdRpFiY2PDD4lc4rnLHZ633OO5yz2eu9x7X+cuu5ahTLztnoiIiIo9JkRERERU7DEhojxnamqKmTNnwtTUtKBDKXJ47nKH5y33eO5yj+cu9wrjuWOnaiIiIir22EJERERExR4TIiIiIir2mBARERFRsceEiIiIiIo9JkSkl+DgYNSuXRvW1tZwdHREp06dcPPmTY06giDgq6++gqurK8zNzfHRRx/h6tWrGnXS0tIwYsQIODg4wNLSEh06dMCjR4/e56G8V8uXL0eVKlXEwcfq16+Pv/76S1zOc6a/4OBgSCQSjB49Wizj+dPuq6++gkQi0Xg4OzuLy3nesvf48WP07t0b9vb2sLCwQLVq1XDhwgVxOc9fVp6enlnecxKJBJ9//jmAInLOBCI9tGrVSli7dq1w5coVITw8XAgMDBTc3d2FpKQksc68efMEa2trYdu2bUJERITQvXt3wcXFRUhISBDrBAUFCaVKlRIOHDggXLx4UWjatKlQtWpVQaFQFMRh5btdu3YJe/bsEW7evCncvHlT+PLLLwVjY2PhypUrgiDwnOnr7Nmzgqenp1ClShVh1KhRYjnPn3YzZ84U/Pz8hOjoaPERGxsrLud50+358+eCh4eH0L9/f+HMmTNCZGSkcPDgQeHOnTtiHZ6/rGJjYzXebwcOHBAACEeOHBEEoWicMyZElCuxsbECAOHYsWOCIAiCSqUSnJ2dhXnz5ol1UlNTBblcLoSEhAiCIAgvX74UjI2NhV9//VWs8/jxY8HIyEgICwt7vwdQgGxtbYVVq1bxnOkpMTFRKF++vHDgwAGhSZMmYkLE86fbzJkzhapVq2pdxvOWvUmTJgn+/v46l/P86WfUqFFC2bJlBZVKVWTOGS+ZUa7Ex8cDAOzs7AAAkZGRiImJQUBAgFjH1NQUTZo0wcmTJwEAFy5cQEZGhkYdV1dXVKpUSazzIVMqlfj111+RnJyM+vXr85zp6fPPP0dgYCBatGihUc7zl73bt2/D1dUVXl5e6NGjB+7duweA5y0nu3btQq1atdCtWzc4OjqievXqWLlypbic5y9n6enp2LRpEwYOHAiJRFJkzhkTIjKYIAgYO3Ys/P39UalSJQBATEwMAMDJyUmjrpOTk7gsJiYGJiYmsLW11VnnQxQREQErKyuYmpoiKCgIO3bsgK+vL8+ZHn799VdcvHgRwcHBWZbx/OlWt25dbNiwAfv27cPKlSsRExODBg0aIC4ujuctB/fu3cPy5ctRvnx57Nu3D0FBQRg5ciQ2bNgAgO87fezcuRMvX75E//79ARSdc8bZ7slgX3zxBf7991+cOHEiyzKJRKLxXBCELGVv06dOUebt7Y3w8HC8fPkS27ZtQ79+/XDs2DFxOc+Zdg8fPsSoUaOwf/9+mJmZ6azH85dVmzZtxP9XrlwZ9evXR9myZbF+/XrUq1cPAM+bLiqVCrVq1cI333wDAKhevTquXr2K5cuXo2/fvmI9nj/dVq9ejTZt2sDV1VWjvLCfM7YQkUFGjBiBXbt24ciRIyhdurRYnnkHy9uZfGxsrPirwNnZGenp6Xjx4oXOOh8iExMTlCtXDrVq1UJwcDCqVq2KxYsX85zl4MKFC4iNjUXNmjUhk8kgk8lw7Ngx/Pjjj5DJZOLx8/zlzNLSEpUrV8bt27f5vsuBi4sLfH19Ncp8fHwQFRUFgJ91OXnw4AEOHjyIwYMHi2VF5ZwxISK9CIKAL774Atu3b8fhw4fh5eWlsdzLywvOzs44cOCAWJaeno5jx46hQYMGAICaNWvC2NhYo050dDSuXLki1ikOBEFAWloaz1kOmjdvjoiICISHh4uPWrVq4dNPP0V4eDjKlCnD86entLQ0XL9+HS4uLnzf5aBhw4ZZhhS5desWPDw8APCzLidr166Fo6MjAgMDxbIic87eS9dtKvKGDRsmyOVy4ejRoxq3VqakpIh15s2bJ8jlcmH79u1CRESE0LNnT623VZYuXVo4ePCgcPHiRaFZs2Yf9K2oU6ZMEf7++28hMjJS+Pfff4Uvv/xSMDIyEvbv3y8IAs+Zod68y0wQeP50GTdunHD06FHh3r17wunTp4V27doJ1tbWwv379wVB4HnLztmzZwWZTCbMnTtXuH37tvDLL78IFhYWwqZNm8Q6PH/aKZVKwd3dXZg0aVKWZUXhnDEhIr0A0PpYu3atWEelUgkzZ84UnJ2dBVNTU6Fx48ZCRESExnZevXolfPHFF4KdnZ1gbm4utGvXToiKinrPR/P+DBw4UPDw8BBMTEyEkiVLCs2bNxeTIUHgOTPU2wkRz592mWO8GBsbC66urkKXLl2Eq1evist53rK3e/duoVKlSoKpqalQsWJFYcWKFRrLef6027dvnwBAuHnzZpZlReGcSQRBEN5PWxQRERFR4cQ+RERERFTsMSEiIiKiYo8JERERERV7TIiIiIio2GNCRERERMUeEyIiIiIq9pgQERERUbHHhIiI8sVXX32FatWqFXQYRVp6ejrKlSuHf/75J8e6aWlpcHd3x4ULF95DZEQfHiZERGQwiUSS7aN///4YP348Dh06VCDxbdu2DXXr1oVcLoe1tTX8/Pwwbtw4cXlRSdZWrFgBDw8PNGzYMMe6pqamGD9+PCZNmvQeIiP68DAhIiKDRUdHi49FixbBxsZGo2zx4sWwsrKCvb39e4/t4MGD6NGjB7p27YqzZ8/iwoULmDt3LtLT0997LO9qyZIlGrOG5+TTTz/F8ePHcf369XyMiujDxISIiAzm7OwsPuRyOSQSSZayt1th+vfvj06dOuGbb76Bk5MTSpQogVmzZkGhUGDChAmws7ND6dKlsWbNGo19PX78GN27d4etrS3s7e3RsWNH3L9/X2dsf/75J/z9/TFhwgR4e3ujQoUK6NSpE5YsWQIAWLduHWbNmoXLly+LLVrr1q0DACxcuBCVK1eGpaUl3NzcMHz4cCQlJYnbXrduHUqUKIE///wT3t7esLCwQNeuXZGcnIz169fD09MTtra2GDFiBJRKpbiep6cnvv76a/Tq1QtWVlZwdXUV49Hl4sWLuHPnjsas4enp6fjiiy/g4uICMzMzeHp6Ijg4WFxub2+PBg0aYMuWLdlum4iyYkJERO/N4cOH8eTJE/z9999YuHAhvvrqK7Rr1w62trY4c+YMgoKCEBQUhIcPHwIAUlJS0LRpU1hZWeHvv//GiRMnYGVlhdatW+ts8XF2dsbVq1dx5coVrcu7d++OcePGwc/PT2zR6t69OwDAyMgIP/74I65cuYL169fj8OHDmDhxosb6KSkp+PHHH/Hrr78iLCwMR48eRZcuXbB3717s3bsXGzduxIoVK7B161aN9b799ltUqVIFFy9exJQpUzBmzBgcOHBA57n6+++/UaFCBdjY2IhlP/74I3bt2oXffvsNN2/exKZNm+Dp6amxXp06dXD8+HGd2yUiHd7bNLJE9EFau3atIJfLs5TPnDlTqFq1qvi8X79+goeHh6BUKsUyb29voVGjRuJzhUIhWFpaClu2bBEEQRBWr14teHt7CyqVSqyTlpYmmJubC/v27dMaT1JSktC2bVsBgODh4SF0795dWL16tZCamqozNl1+++03wd7eXuNYAQh37twRy4YOHSpYWFgIiYmJYlmrVq2EoUOHis89PDyE1q1ba2y7e/fuQps2bXTue9SoUUKzZs00ykaMGCE0a9ZM43y8bfHixYKnp2eOx0ZEmthCRETvjZ+fH4yMXn/sODk5oXLlyuJzqVT6v3buJSTVLYoD+F+41ck+I9IiCEJwkIFR2gMahdDDmgT2ggILadwDoUE4CBwpWIOQGjSL6EXDGjTpRdQgS+hBiGlBg4gyGpiFoWdwSfCWdU+3c0/0/X/gYC/XZq89W+y9FXK5HFdXVwAAt9sNn88HmUwGQRAgCAKys7Px8PCA09PTV9fIyMjA0tISfD4frFYrBEGAxWJBZWUl7u/v36xvdXUVtbW1yM/Ph0wmg8lkws3NDUKhUDxHKpVCpVIl7EGpVEIQhITY8x6eVVVVvRi/9dYnHA7jx48fCbHu7m54PB4UFhait7cXKysrL+alp6e/u08ieokNERH9b1JSUhLGEonk1Vg0GgUARKNRlJWVwePxJHy8Xi86OjreXEulUqGnpweTk5PY29vD8fEx5ubmkuafn5+jsbERGo0Gi4uLcLvdcLlcAIBIJPLhPbxFIpEk/U6hUOD29jYhptPpEAgEYLPZEA6H0dbWhpaWloScYDCInJycd9cmokR//ekCiIiS0el0mJubQ25ubsJbml+lVCohlUrjJz2pqakJj54BYHd3F09PT3A6nfFTrPn5+Y8X/w87Ozsvxmq1Omm+VqvF+Pg4YrFYQuOUmZmJ9vZ2tLe3o6WlBQaDAcFgENnZ2QCAw8NDaLXaT6ubSCx4QkREX1ZnZycUCgWampqwubmJQCCA9fV19PX14eLi4tU5w8PDGBwcxNraGgKBAPb392E2mxGJRFBbWwvg7wYpEAjA4/Hg+voaj4+PUKlUeHp6wtjYGPx+P6ampjAxMfFpe9na2oLD4YDX64XL5cLCwgL6+vqS5uv1eoRCIRwdHcVjo6OjmJ2dxcnJCbxeLxYWFpCXl4esrKx4zubmJurq6j6tbiKxYENERF+WVCrFxsYGCgoKYDQaUVRUBLPZjHA4nPTEqLq6Gn6/HyaTCWq1Gg0NDbi8vMTKygoKCwsBAM3NzTAYDNDr9cjJycHMzAxKS0sxMjICu90OjUaD6enphJ+0/1cWiwVutxtarRY2mw1OpxP19fVJ8+VyOYxGI6anp+MxQRBgt9tRXl6OiooKnJ2dYXl5OX6itb29jbu7uxfXaET0PkksFov96SKIiL4zpVKJ/v5+9Pf3/9K8g4MD1NTUxB+Wv6e1tRVarRZDQ0MfrJRIvHhCRET0RRUXF8PhcLz5R5TPHh8fUVJSgoGBgd9fGNE3xEfVRERfWFdX17/KS0tLg9Vq/c3VEH1fvDIjIiIi0eOVGREREYkeGyIiIiISPTZEREREJHpsiIiIiEj02BARERGR6LEhIiIiItFjQ0RERESix4aIiIiIRI8NEREREYneT8veHI84sYiaAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121132\n", + "Full nudge sequence is 0 dddduuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[7] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 278\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121137\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 4431\n", + "BLANK 1727\n", + "Undefined 140\n", + "4.5x10-4 Al 40um 35\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121143\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 291\n", + "Undefined 9\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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TUyE0NDTL7bQZQxQTEyOcPn1a2L17tzBhwgTByMhI+Oabbz4Y08mTJwUDAwNh+PDhH6zbqFGjTO9DQ0ND4csvvxRevnwpCIIg3LlzR5BIJEKPHj3UztHS0lKoX7++2v50+VzPOL6pqal4LEEQhH79+mX6LNEXbCHSc2vWrMHp06dx4MABDB48GFevXkX37t0/ap/v3y2TcVfP69evP2q/mqSkpKBTp044duwYtm/f/knujti0aRPCw8Mxd+5cxMfH4+XLl3j58iUAIDU1FS9fvsw0fsLa2ho1atRAkyZN8O2332Lp0qXYvn07/vrrL62OGRwcjNOnT+PcuXOIjo7GnTt30LFjRwAQm7hr1aqF4sWLi/F06tQJEolE4197vr6+OH36NE6cOIG1a9fC3d0d33zzDY4dO6ZWL2PbTp06ifuVy+Xw9fXF5s2bxfPOTUlJSXj27FmWLQa7du1CbGwsvvrqq0yvZfzuaWoFef78uVrLiaGhodpj9erVOsdqa2ub5bGAzC1VMpkMNWrUQP369fHVV1/hwIEDuHPnTpa3jn9Iz549AUBtjJ6uMeni/W2NjIyyLH/z5k22+8rJ++h9PXv2hEKhwJkzZ8SynTt3Ii0t7aNauQHA0dERNWrUgJ+fH+bMmYMZM2Zg0aJF4p1eWalVqxbKli2r9bjJUqVK4fTp0zhz5gwuXbqEly9fYt26deJdaxnd0126dBF/Rhnn9++//+LatWuZ9qnN5/qtW7dw5MgRtGnTBoIgiPvOuINUlzFKRQVvu9dz5cuXFwfcNWnSBEqlEsuXL8emTZvEN4aJiYnG8T9Pnz79pLG+LyUlBR07dsTBgwfx119/oVmzZp/kuJcuXYJCoRAHNr9r2bJlWLZsGbZu3SomLJrUqlULAHDjxg2tjunp6Slep/dt2LABycnJOHXqlMZbardu3YoXL16ovSaXy8X91a5dG7Vr10blypUxdOhQREZGwsDAAPHx8di8eTMAoGbNmhqPvX79egwdOlSrc9DWzp07oVQqs5z7Z8WKFTAyMkKvXr0yvZYxj8rFixfRunVrtdcuXryoNs/K6dOn1V738PDQOdaKFSvi4sWLmcozyj40r0vJkiXh7Oys9e/B+4T/d4e+O2C4YsWK2LBhAxQKhdp4F00xGRsba5yvKre7FjXJjfeRpvPfvHkzmjZtmuvThrz7nq1atWq2dQVB0HoQt4mJSZbv7XfHAWY1zmzlypWYO3euWpk2n+sZidamTZs0zi22evVqzJo1K88HkRckbCEiNXPnzoW1tTWmTp0qTgzm7u6OGzduqH1wPnv2DBEREfkVptgydODAAWzevBktW7b8ZMfu27cvDh48mOkBQEzQfH19s91HRv3SpUt/dDwrVqyApaUl9u/fnymmH374ASkpKR8cz1GmTBmMHz8eFy9eRFhYGID0ZOf169eYOXOmxvO1s7PL9b8io6OjMXbsWMjlcgwePDjT67Gxsdi1axc6duyocd6eEiVKoFatWli3bp3aYOMTJ07g+vXral8qNWrUUHtoMw/Q+zp16oRr166p3bmlUCiwbt061K5d+4PjYm7duoUHDx7k+PcgYxzau0lFp06dkJiYKCazGVavXg1nZ2e1VlR3d3f8999/avUOHDig9WDdj5Eb76O1a9eKd2UB6Xdj7dq1S+3ustyi7Xv2xIkTuHnzpsZET1e7d+/GgwcP8PXXX2v8Wfn4+GDNmjWZJox83/uf60qlEqtXr0apUqU07nfMmDGIiYnJ03GfBRFbiEiNtbU1AgMDMX78eKxfvx49e/ZEr1698Ntvv6Fnz54YOHAgnj17hrlz58LKyirXj3/48GHxVlOlUol79+6Jf700atRIvKuqS5cu+OeffzBp0iTY2tqqNU9bWVnB29tbfH7lyhVcuXIFQPoXanJysrhPb29vtbr//PMPkpKS8OrVK3HbjLqtW7eGmZkZ3N3ds5ztukSJEmotG7/99huOHj0KPz8/uLi4ICkpCUePHsXChQtRr149dOjQ4WN+XLh06RJOnTqFIUOGoGnTppler1+/Pn766SesWLFC4+y/7xo7dixCQkIwffp0fPHFF1ixYgWsra0xduxYjTPv9u7dG/PmzcOFCxdQuXLlbPetaTqDjBYChUKBuLg4HD16FKtWrYJUKsXWrVvV7qDLkDG1gKbusgzBwcFo0aIFPv/8cwwdOhRxcXGYOHEiKlSogH79+mUbZ4YzZ87g7t27ANJv4c74SxpIby1zc3MDAPTv3x+//vorPv/8c8yZMwf29vZYvHgxrl+/rjbp5n///YdRo0ahS5cu8PT0hIGBAS5evIiff/4Ztra22U6yB6Qnp1u2bEGbNm3g5uaGly9f4s8//8TGjRvRt29ftZ9/q1at0KJFCwwZMgQJCQkoXbo0NmzYgPDwcKxbt07tL/5evXphypQpmDp1Kho1aoQrV65g0aJFapMM5hVd3kc//PADrly5gmbNmqFkyZKIi4vDihUrsGfPHnz33Xews7MDkD5BYnJyssZWpXv37omtgrdv3wYA8Zq6u7uLLSrTpk3D48eP0bBhQ5QoUQIvX75EeHg4li1bhs8//1xMvgCgcuXK6NmzJ8qXLw8TExOcOnUKP/zwAxwdHTF+/PiP/RFhxYoVkMlk+PbbbzUm14MHD8bw4cOxc+fObD9L3v9cL1asGB49eoTg4GCNLbEVKlTAokWLsGLFCrRt2/ajz6PQyMfxS5SPshvY+vr1a8HV1VUoU6aMOInb6tWrhfLlywsmJiaCt7e3EBYWluWg6h9++CHTPqHFJIeCoHmQYcbj4MGDavvL6vH+ANiMydM0Pd6PKasBxwCEqKiobGOHhsGg//77r9C2bVvB2dlZMDIyEszMzITKlSsLM2fOFJKSkj7488hqYsYMI0eOFAAIkZGRWe5j4sSJAgDh7Nmz4jlmNcFfxkSDGQOyR44cmeV+r127JgAQhg0blmWdjEkCd+zYIZa9P/DTyMhIsLe3Fxo1aiR8//33agNk31e2bFnB3d09ywHQGfbs2SPUqVNHMDExEWxsbITevXtrnMwzKxmD1DU9Vq1apVY3NjZW6N27t2BjYyOYmJgIderUyTSQPTY2VujZs6dQqlQpwczMTDAyMhI8PT2FgIAAITo6+oPxHD9+XGjWrJng6OgoGBoaCmZmZkLNmjWFxYsXaxyY/+rVK2H48OGCo6OjYGRkJFSqVCnTAG9BEISUlBRh/PjxgouLi2Bqaio0atRIiIyMzHJQ9fufF1lNTNinTx/B3Nz8g+eliab30fbt2wVfX1+hePHigkwmEywtLYUGDRpkOqeePXtmOQA+qwHHANTOdfv27ULz5s0FBwcHQSaTCRYWFkKtWrWEX375RW2yT0EQhG7dugmlS5cWzM3NBUNDQ8HNzU0ICAjQepC8pokZMzx58kQwMjISOnbsmOX2L168EExNTYV27dqpneOHPtc7duwoGBkZZfte69atmyCTyT44QWpRIhGEPJpMhIj03s8//4zRo0fj8uXLai1xRLktNTUV9vb2mDlzJoYNG5bf4VAhxISIiHLd5cuXcf78eYwbNw6Ojo4fvDOHiCi/MSEiolzXpEkTnD17Fo0aNcLChQuzHCtCRFRQMCEiIiIivcfb7omIiEjv5WtCpFAoMHnyZHh4eMDU1BSenp6YMWOGOP9NhqtXr6J9+/aQy+WwtLREnTp11BbPGzx4MEqVKgVTU1MUL14cHTp0yDR7p7u7u7iaecZj4sSJn+Q8iYiIqGDL13mIgoODERISgtWrV8PHxwdnzpxBv379IJfLMWLECADp80X4+vpiwIABmD59OuRyOa5evao2L0r16tXx5ZdfwtXVFc+fP8d3330HPz8/REVFqc25MWPGDAwcOFB8rs2CikRERFT05esYorZt28LBwUFtraXPPvsMZmZmWLt2LQCgW7duMDQ0FJ9r47///kPlypVx69YtlCpVCkB6C9HIkSMxcuTIHMWqUqnw6NEjWFpaapxkjoiIiAoeQRDw6tUrODs7Z7+kSj7NfyQIgiAEBQUJbm5u4krJkZGRgr29vbB+/XpBEARBqVQKFhYWwowZMwQ/Pz+hePHiQq1atdRW+X5fYmKiMHLkSMHDw0NISUkRy93c3ARHR0fBxsZGqFy5sjBr1iy119/35s0bIT4+XnxcuXIl28kA+eCDDz744IOPgvu4f/9+tjlJvnaZTZgwAfHx8ShXrhykUimUSiVmz54trsobFxeHxMREzJkzB7NmzUJwcDDCw8PRuXNnHDx4EI0aNRL3tXjxYowfPx5JSUkoV64c9u7dK67EDAAjRoxAtWrVYG1tjVOnTiEwMBBRUVFYvny5xtiCgoIwffr0TOX379/PkyUr8ktqaip++uknAMCAAQPUfmbaUqlUEAQBxYoV06uFAImIioKkpCRxaZBHjx7B3Nw8nyPKXQkJCXBxcYGlpWW29fK1y2zjxo0YN24cfvjhB/j4+CAyMhIjR47EvHnz0KdPHzx69AglSpRA9+7dsX79enG79u3bw9zcHBs2bBDL4uPjERcXh5iYGPz44494+PAh/v33X41rMAHpKyJ36dIFT58+1bioY0pKitpiphk/0Pj4+CKVECmVSly4cAFJSUnw9vbOUUKkVCqhUChgbW3NhIiIqJBJSkoSx9QmJiYWyYRILpd/8Ps7X1uIxo0bh4kTJ6Jbt24AgIoVK+LevXsICgpCnz59YGdnB5lMlmnK//Lly+PYsWNqZXK5HHK5HGXKlEGdOnVgbW2NrVu3iq1N78tYifjWrVsaEyJjY2MYGxvnxmkWaFKpFJUrV8aLFy+YzBARkd7K19vuk5OTMw1wkkql4m33RkZGqFmzJq5fv65W58aNG+Jq01kRBEGthed9GUsJODk55SR0IiIiKkLytYWoXbt2mD17NlxdXeHj44Pz589j3rx56N+/v1hn3Lhx6Nq1Kxo2bIgmTZogPDwcO3bswKFDhwAAd+7cQVhYGPz8/FC8eHE8fPgQwcHBMDU1RevWrQEAx48fx4kTJ9CkSRPI5XKcPn0ao0aNQvv27eHq6pofp15gqFQq3Lx5E4mJifD09GQrERER6aV8TYgWLlyIKVOmYOjQoYiLi4OzszMGDx6MqVOninU6deqEkJAQBAUFYfjw4fDy8sLmzZvh6+sLADAxMcHRo0cxf/58vHjxAg4ODmjYsCEiIiJgb28PIL37KywsDNOnT0dKSgrc3NwwcOBAjB8/Pl/O+11nzgBPn+bf8dPSlAgLOwMAaNeuNAwNdU+IVCoJlEoJLCwA5lNElJVy5QAua0cFFdcy05K2g7J05e8P7N6da7sjIiqwTE2B2FigCN2XUiRwUHW6fG0hIqB0aeDJk/w7viCoEBsbCwAoXrx49pNWZbkPAYIAyGRSAJy0kogyi4wEXr9O/7xjQkQFEROifLZoUf4ePzVVgaCgZQCAoUOHZjlNQXZ42z0RfYiNDfDiBaBQ5HckRJpxtXsiIspzGX8rMSGigooJERER5TnZ//sjlMr8jYMoK0yIiIgoz2UkRGwhooIqR2OI7t+/j7t37yI5ORnFixeHj4+PXszqXBRJpVL4+/trnCSTiCi3ZHSZsYWICiqtE6J79+4hJCQEGzZswP379/Hu3fpGRkZo0KABBg0ahM8++4xfrIWIVCpFjRo1uHQHEeUpthBRQadV5jJixAhUrFgRN2/exIwZM3D58mXEx8cjNTUVsbGx2LVrF3x9fTFlyhRUqlQJp0+fzuu4iYioEGELERV0WrUQGRkZ4fbt2yhevHim1+zt7dG0aVM0bdoU06ZNw65du3Dv3j3UrFkz14Ol3KdSqXD37l0kJibCxcWFrURElCfYQkQFnVYJ0Q8//KD1DjPWD6PCQaFQYN26dQDS5yEyNDTM54iIqCjibfdU0Gk92KdKlSpYtGgRXrx4kZfxEBFREcTb7qmg0zohql27NiZPngxnZ2d0794d+/fvz8u4iIioCGGXGRV0WidEv/32G2JjY7F06VI8fvwYfn5+cHd3x4wZMxAdHZ2XMRIRUSHHQdVU0Ol0f7yJiQl69eqFAwcO4NatW+jVqxdWrFgBT09PtGzZEn/88UdexUlERIUYW4iooMvxhEEeHh6YOXMm7t69i40bN+LMmTPo3r17bsZGRERFBAdVU0H3UavdHzx4EKtWrcKWLVsgk8kwcODA3IqLiIiKEA6qpoJO54QoOjoaoaGhCA0Nxd27d9GgQQMsXrwYn3/+OUxNTfMiRspDUqkUzZo149IdRJSn2EJEBZ3WCdH69euxatUqHDx4EA4ODujduzcGDBiA0qVL52V8lMekUinq1q3LpTuIKE+xhYgKOq0Tor59+6JNmzbYtm0bWrduzdYEIiLSGgdVU0GndUL04MED2Nvb52UslA9UKhUePXqEhIQEODk5sZWIiPIEb7ungk7rZp53k6G1a9eifv36cHZ2xr179wAA8+fPx19//ZX7EVKeUigUWLlyJTZt2gQlP6mIKI+whYgKOp37vZYsWYLRo0ejdevWePnypfglWqxYMcyfP1+nfSkUCkyePBkeHh4wNTWFp6cnZsyYAZVKpVbv6tWraN++PeRyOSwtLVGnTh21ySAHDx6MUqVKwdTUFMWLF0eHDh1w7do1tX28ePECvXr1glwuh1wuR69evfDy5UtdT5+IiHKAg6qpoNM5IVq4cCGWLVuGSZMmqXWv1KhRAxcvXtRpX8HBwQgJCcGiRYtw9epVzJ07Fz/88AMWLlwo1rl9+zZ8fX1Rrlw5HDp0CBcuXMCUKVNgYmIi1qlevTpWrVqFq1evYvfu3RAEAX5+fmotHj169EBkZCTCw8MRHh6OyMhI9OrVS9fTJyKiHOCgairodL7tPioqClWrVs1UbmxsjKSkJJ32dfz4cXTo0AFt2rQBALi7u2PDhg04c+aMWGfSpElo3bo15s6dK5Z5enqq7WfQoEHi/93d3TFr1ixUrlwZd+/eRalSpXD16lWEh4fjxIkTqF27NgBg2bJlqFu3Lq5fvw4vLy+d4iYiIt2wy4wKOp0TIg8PD0RGRsLNzU2t/J9//oG3t7dO+/L19UVISAhu3LiBsmXL4sKFCzh27JjY9aZSqbBz506MHz8eLVu2xPnz5+Hh4YHAwEB07NhR4z6TkpKwatUqeHh4wMXFBUB64iWXy8VkCADq1KkDuVyOiIgIjQlRSkoKUlJSxOcJCQkAgDRlGtKUaTqdZ0H27rmkKdMgVeo+qFqpVEKhVCBNmQYVVB/egIj0jsRACsAAqWlKpCn5OVGQvP89UJS+4wBofT46J0Tjxo3D119/jTdv3kAQBJw6dQobNmxAUFAQli9frtO+JkyYgPj4eJQrVw5SqRRKpRKzZ88WlwCJi4tDYmIi5syZg1mzZiE4OBjh4eHo3LkzDh48iEaNGon7Wrx4McaPH4+kpCSUK1cOe/fuhZGREQAgNjZW4x1y9vb2iI2N1RhbUFAQpk+fnqn83st7sFBa6HSeBZki7e2fa/cS7sE4xVjnfShVSqgUKryUvITUgHepEVFmyUp7AMXwJPEFol48z+9w6B3JScni/+++uAuzVLN8jCb3Jb5K1KqezglRv379oFAoMH78eCQnJ6NHjx4oUaIEFixYgG7duum0r7CwMKxbtw7r16+Hj48PIiMjMXLkSDg7O6NPnz7i4OoOHTpg1KhRAIAqVaogIiICISEhagnRl19+iRYtWiAmJgY//vgjvvjiC/z777/iWCOJRJLp+IIgaCwHgMDAQIwePVp8npCQABcXFxhIDGAs0z1pKKgMhLfDyIylxjk6N6VSCSWUMJYa87Z9ItLISJb+2SARZEXqM7QoUMreDuwyluXse6AgS5Ykf7gScriW2cCBAzFw4EA8ffoUKpUqx/MTjRs3DhMnThQTqYoVK+LevXsICgpCnz59YGdnB5lMlqkrrnz58jh27JhaWcbdY2XKlEGdOnVgbW2NrVu3onv37nB0dMTjx48zHf/JkydwcHDQGJuxsTGMjTP/UsgMZDCUGubofAsiAxigSu0qSHmTAiOZEQwNdD83A8EABoIBDKWGTIiISCMjw/Q/PgWltEh9hhYF714PQ6lhkbs+MgPtUp2Pmm7azs7uoyZr1LR+llQqFVuGjIyMULNmTVy/fl2tzo0bNzKNYXqfIAjiGKC6desiPj4ep06dEl8/efIk4uPjUa9evRzHXxRIpVJUq1MN3lW9mcwQUZ4x4MSMVMBp3UJ0+/ZtzJ49GytXrgQAuLq6IjHxbb+cVCrFsWPHdLpjq127dpg9ezZcXV3h4+OD8+fPY968eejfv79YZ9y4cejatSsaNmyIJk2aIDw8HDt27MChQ4cAAHfu3EFYWBj8/PxQvHhxPHz4EMHBwTA1NUXr1q0BpLco+fv7Y+DAgfjtt98ApN+Z1rZtW95hRkT0Cby97V7zMAWi/KZ1QrRw4UI4OjqKz1+8eIGpU6eKLURhYWH4+eefERISovXBFy5ciClTpmDo0KGIi4uDs7MzBg8ejKlTp4p1OnXqhJCQEAQFBWH48OHw8vLC5s2b4evrCwAwMTHB0aNHMX/+fLx48QIODg5o2LAhIiIi1Fqvfv/9dwwfPhx+fn4AgPbt22PRokVax1pUCYKAF89eIPFVIorZFsvvcIioiJLKBAC87Z4KLq0Ton379qlNmAgAn332mTgnkLu7O7766iudDm5paYn58+d/cIbr/v37q7UavcvZ2Rm7du364LFsbGywbt06neLTBwqFAlvXbQUAdO7dGTJZjoaVERFlS/r/0REqdplRAaX1GKJ79+7Bw8NDfP7VV19BLpeLz93d3fHgwYPcjY6IiIoEmdhCxC4zKpi0TogMDAwQFxcnPv/5559ha2srPn/8+DEMDYvWyHQiIsodHFRNBZ3WCZGPjw/27duX5eu7d+9GhQoVciUoIiIqWriWGRV0WidE/fr1w+zZs7Fz585Mr+3YsQNz5sxBv379cjU4IiIqGqRSdplRwab1CNqBAwfiwIEDaNeuHcqVKwcvLy9IJBJcu3YN169fx2effYaBAwfmZaxERFRIZUxzxkHVVFDpNDHjhg0bsH79epQtWxbXr1/HtWvXUKZMGfz+++/4448/8ipGIiIq5N6uds8WIiqYdL7Hulu3bjqvWUYFl4GBASpUq4CUlBRIDPhBRUR5w+D/XWZc6J4KKq0SoqSkJJibm2u9U13rU/6RSqWo1aAW4uPjuXQHEeUZcVA1J2akAkqrLrPSpUvj+++/x6NHj7KsIwgC9u7di1atWuGXX37JtQCJiKjwy/h7i11mVFBp1UJ06NAhTJ48GdOnT0eVKlVQo0YNODs7w8TEBC9evMCVK1dw/PhxGBoaIjAwEIMGDcrruCmXCIKAVwmvkPQqCZZyy/wOh4iKqIy7zDiomgoqrRIiLy8v/Pnnn3jw4AH+/PNPHDlyBBEREXj9+jXs7OxQtWpVLFu2DK1bt860ej0VbAqFAn+u+hMAl+4gorzzdlB1/sZBlBWdvv1KliyJUaNGYdSoUXkVDxERFUFScVA1u8yoYGJzDhER5TkpB1VTAceEiIiI8pyUa5lRAceEiIiI8pyUq91TAceEiIiI8pz0/982bCGigooJERER5bm3q92zhYgKJp0TInd3d8yYMQPR0dF5EQ99YgYSA5SrVA6e5Ty5dAcR5ZmMLjMOqtYv+8KNUaeiPaqWcRAf1b0cMGmMHK+TJVAq01sN419KcOWSDK+T8+97SOeEaMyYMfjrr7/g6emJFi1aYOPGjUhJScmL2OgTkMqkqNekHqrWqcqlO4goz3BQtX7auNYM9+/JEPdYKj5iY6QIXWaO0o5OcLV2hqu1M7xdndCinj0u/WeYb7HqnBANGzYMZ8+exdmzZ+Ht7Y3hw4fDyckJ33zzDc6dO5cXMRIRUSHH1e4/HZUKOBlhhL3/GGPvP8bYF26M58/yZ4RM1O30Cx/080vsjYjD3og4LFv3HHbFM2fGNrZKvErIv9+PHE9LXLlyZSxYsAA//vgjFi9ejAkTJmDJkiWoUKECRowYgX79+kEi4S9+QScIAl4nv0bKmxSYmpnmdzhEVEQZGPy/y4wtRHnuz/WmGD3UWq2sctVU7Dr8VK0sJQU4c9IIiQkA4AcgDW9eS2CWS2uzq1TA3TvpaUaDxinwKJV+8b0rKNCi1RskvnqbI5iYCjDN56+gHKeMaWlp+OOPP9C+fXuMGTMGNWrUwPLly/HFF19g0qRJ+PLLLz+4D4VCgcmTJ8PDwwOmpqbw9PTEjBkzoFKp1OpdvXoV7du3h1wuh6WlJerUqSOOYXr+/DmGDRsGLy8vmJmZwdXVFcOHD0d8fLzaPtzd3SGRSNQeEydOzOnpFxkKhQIblm3A3xv/hlLBTyoiyhtvB1Xnbxz64PgxYwBACRcFKlZJBQBcvGCI1FT1erOnWOGLtnbo38MZwG4ABzBzsl2m/b15A1y6IMPFSEPxcf2qDO99VWcS81CKN28kkMkEuLipX3hDQ8DaRhAf+Z0MATloITp37hxWrVqFDRs2QCqVolevXvj5559Rrlw5sY6fnx8aNmz4wX0FBwcjJCQEq1evho+PD86cOYN+/fpBLpdjxIgRAIDbt2/D19cXAwYMwPTp0yGXy3H16lWYmJgAAB49eoRHjx7hxx9/hLe3N+7du4eAgAA8evQImzZtUjvejBkzMHDgQPG5hYWFrqdPREQ5IC7dwS6zPHflUvo4nBnBCWjZ5g3KOjsiOckA0fekKF3mbWJy8rgRAMDNIxX3om4B8MaBveYQhCS828HTs7OtmGS9q1LVVNSs8zbLatwsBU393o4pvnM7feCYq7sShWGZTJ1DrFmzJlq0aIElS5agY8eOMDTMPADK29sb3bp1++C+jh8/jg4dOqBNmzYA0ltxNmzYgDNnzoh1Jk2ahNatW2Pu3Llimaenp/j/ChUqYPPmzeLzUqVKYfbs2ejZsycUCoXaYqWWlpZwdHTU7YSJiOijSdlC9EmkpQE3r6X/sL0rpEEiATxKKXH5PwPcuSUTEyKlErh1Pf37e8XvMWheryqAl3j6xBS3b8pQumz67YBRt6U4fswYEokAR+e3TUIvnkvw33kj/HfeSCxbt9Ic/154DKf/18sYP+RRqnDcWqhzQnTnzh24ubllW8fc3ByrVq364L58fX0REhKCGzduoGzZsrhw4QKOHTuG+fPnAwBUKhV27tyJ8ePHo2XLljh//jw8PDwQGBiIjh07Zrnf+Ph4WFlZZVq5PTg4GDNnzoSLiws+//xzjBs3DkZGRhr3kZKSonb3XEJCwgfPh4iINONq9+levwbCd5giKSm9CUYiARo1TUFJ19zJFG/dkCE1VQJLK5XYTeVZWoHL/xn+P0FJ/167F5XenWViqkJJ1zQAqQAiADRDxFEjMSH6e1t6X1bDJilYv+25eJwncQYIW2eGV/8fB7TvHxNcu2KIyWPlaNIi/Rh7dqb35BTZhOhDyZAuJkyYgPj4eJQrVw5SqRRKpRKzZ89G9+7dAQBxcXFITEzEnDlzMGvWLAQHByM8PBydO3fGwYMH0ahRo0z7fPbsGWbOnInBgwerlY8YMQLVqlWDtbU1Tp06hcDAQERFRWH58uUaYwsKCsL06dNz7VyJiPRZxqBqlZ6vdr/qNwvMnmqlVlaxSirCjzzNYovs3YuS4sS/b/+wv3Au/f/lfdLEbi8Pz/SE5M6tt1/5N66ltw6V8VLg7YwrhwA0w5RxcsycnB5jypv0nbTt9EbtuMXtVfhmdKL4vEHjFHRtZ4fwv00R/rf6gKBSZYpoQmRtba3x7jGJRAITExOULl0affv2Rb9+/T64r7CwMKxbtw7r16+Hj48PIiMjMXLkSDg7O6NPnz7i4OoOHTpg1KhRAIAqVaogIiICISEhmRKihIQEtGnTBt7e3pg2bZraaxnbA0ClSpVgbW2NLl26IDg4GLa2tpliCwwMxOjRo9X27eLi8sFzIiKizNhClO782fRExKdSGkq6KLBnlwkuRhoh7rEB7B2yHqUsCMD+3cZ4+eLtvVDxLw0QNN0Sr5Mz3x/lUzFN/H9GC827CdG1K+n/L1vu3QuyBYaGM5CWJlGbHsHWTolW7V5ne171G6Zi4rQERJ5VH0ZjY6tCh8+y37ag0Dkhmjp1KmbPno1WrVqhVq1aEAQBp0+fRnh4OL7++mtERUVhyJAhUCgUagOYNRk3bhwmTpwojjeqWLEi7t27h6CgIPTp0wd2dnaQyWTw9vZW2658+fI4duyYWtmrV6/g7+8PCwsLbN26VePYpnfVqVMHAHDr1i2NCZGxsTGMjTMPIiMiIt2JEzPq+aDqjPE9k6YnoFGzFPg3tMPFSCNEHDFGx8+zThxW/WaOKePlGl8r75MG55Jvu9zMzQUMGJIkPvcsnZ70nD5uhPpV7AEAz56mJ1HlvN9NiK7gxMUopKaq33df3F4FUzMh2/OSSIBhYxKzrVPQ6ZwQHTt2DLNmzUJAQIBa+W+//YY9e/Zg8+bNqFSpEn755ZcPJkTJyckwMFDPbKVSqdgyZGRkhJo1a+L69etqdW7cuKHWdZeQkICWLVvC2NgY27dvF+9Ay8758+cBAE5OTh+sW5QZSAxQunxppKWmcekOIsoz4tIdejyoOjX17UDjMuXSW3DqN0zFxUgj7NphIiYuQPpYoHOnDcUuxs1h6d1Q1WqmwtLybUtSxSppGPPtK2QxHBZAetJjJVchId5AnBcoQ5366itNWMlVMDPXz4ukc0K0e/duBAcHZypv1qwZxowZAwBo3bq1VnP8tGvXDrNnz4arqyt8fHxw/vx5zJs3D/379xfrjBs3Dl27dkXDhg3RpEkThIeHY8eOHTh06BCA9JYhPz8/JCcnY926dUhISBAHQBcvXhxSqRTHjx/HiRMn0KRJE8jlcpw+fRqjRo1C+/bt4erqquuPoEiRyqRo6NcQ8fHxXLqDiPIMu8zSJylUKCSwsFSJd2LVb5iCkF8ssHObKXZuy34ynqrVU/HX3qcw0HEGQQtLAUfOxmVKhuyKK+FRSonkpCw21DM6J0Q2NjbYsWOH2pgcANixYwdsbGwAAElJSbC0tPzgvhYuXIgpU6Zg6NChiIuLg7OzMwYPHoypU6eKdTp16oSQkBAEBQVh+PDh8PLywubNm+Hr6wsAOHv2LE6ePAkAKF26tNr+o6Ki4O7uDmNjY4SFhWH69OlISUmBm5sbBg4ciPHjx+t6+kRElAMZf28JggQqFXT+Ui8Kbvy/u6yMl0Ic8Fy/UQqaNH+D69fUv47lcgENm6bA3Dy9ZU1mKKBL9+Qc/9yK26tQ3D71wxX1mM4J0ZQpUzBkyBAcPHgQtWrVgkQiwalTp7Br1y6EhIQAAPbu3avxDrD3WVpaYv78+eJt9lnp37+/WqvRuxo3bgxByL5vs1q1ajhx4sQH49FHgiAgLS0NijRFpu5LIqLckjExI5DebVbUPm5UKvXuwOQkCX4OtsSZk2/7sp7EpZ/0uwOZjY2BdVve3s5O+UfnhGjgwIHw9vbGokWLsGXLFgiCgHLlyuHw4cOoV68eAIhdZ1TwKRQKrF28FgDQuXfnTHM3ERHlhnd75JXK9KUbCoO0NCApUX18pZm5oDZm5/wZQ3Rtb4ukRO2yvBq12VJTEOn07ZeWloZBgwZhypQp2LBhQ17FRERERUzGoGog406z7Fv2c2rvP8b443czcZ0tU1MBowNfwbO07gOFYx4ZwK9+cTx/pj6+spi1CruPPhEnU1yzwlxjMuTqrsDYb1/BUv52ELSlpYBadZkQFUQ6JUSGhobYunUrpkyZklfxEBFREfRuC1FeDawWBGDiqGKIfaSewCiUEoSEvtB5f6FLzTMlQwDw8oUBliywwOyf4pGaCuz+/4zMazc9Q/Vab5MdSyuhyHUNFmU694906tQJ27ZtU5u0kIiIKDvv9sbn1a33167IEPtIChNTFb4LSkifuPA7K+zZaYKXLyQoZp19q9STOAOsW2WGlJT0LrJ1q9Ln41m69jn8WqfP1Hz8mBG6d7DDxrVmiL4rRVKSBPEvDVDcXolGzVLAm3ULL50TotKlS2PmzJmIiIhA9erVYW6uPoHT8OHDcy04IiIqGgwMAIlEgCBIoFRm32UWuswM58+8HaRj76DEmG9f4UNTzB3alz6Zbr0GqejVPxmCAGz70xRXLxvis1Z2kBd723VVr0Eqxk56pbb91PFybN+ifuu7i5sC/m3fiIlOg8apqFojFefPGOHA3rcBtf/sNZOhQk7nhGj58uUoVqwYzp49i7Nnz6q9JpFImBAREZFGUml6d1l2LUT/nTfEpDHFMpXbFlchYNjbCXOePTXA5LFy3Ln9Ngt5cC/9K61J8/TJBiUS4Mu+SZg8rhiuXVEfxX0ywhiu7go0aJJe98ljKf7elp7g9BqQBCOj9O6uTp+rJzoSCbBq43Mc3m8sjlMyNhHQwl99gkMqfHROiKKiovIiDiIiKuJksv8nRO8s3xEbY6B2F9ev8y0AAHV9U9Dc/w3u3JLh91BzhCywEOfkAdJbfk78m3l5JUNDAc393y5E2vurZHiWViLxnWMcPmCM31eZY9QQ60zbN2zyBnN+js/2PIrbq9Cle+FYn4u0l+N7rFNTUxEVFYVSpUrxVu1CTCKRwL20O9LS0jQu2ktElFsMpAIAiTioetufpvh6QOakBACmzk5ApappSEtLT2AeRMswcWQxtTqmZirMW/wSlpZvEyUXdwVc3d82QUmlQKNm6q03GYnW6ePq611YWAoY8616NxrpD50zmeTkZAwbNgyrV68GkL6umKenJ4YPHw5nZ2etluyggkMmk6Fpm6ZcuoOI8lzG384ZXWb7wtNbeExMVXh3Le1W7V6jUtX0tb4MDYFflr7Eyt/MoXzn7jRDQ6DvoCTUrqf7LezGxsCmnc9ydA5UdOmcEAUGBuLChQs4dOgQ/P39xfLmzZtj2rRpTIiIiEijjFvQ0wdVA5f+Sx/Xs2ztCzT1y3oMTu16qTlKfIh0oXNCtG3bNoSFhaFOnTpqXSze3t64fft2rgZHRERFh+ydFe9fJ0tw+2b6V5BPpbT8DIsIQA4SoidPnsDe3j5TeVJSEsegFEJpaWkIXRgKIH3pDnabEVFeeXfF+6uXZVCpJChur4SDoyr7DYk+AZ3n0KxZsyZ27twpPs9IgpYtW4a6devmXmRERFSkGPx/gddtf5ph1dL0Oex8KrJ1iAoGnVuIgoKC4O/vjytXrkChUGDBggW4fPkyjh8/jsOHD+dFjEREVASYmaUnREsWWIhlFaowIaKCQeeEqF69evj333/x448/olSpUtizZw+qVauG48ePo2LFinkRIxERFQFTZiVg80YzcY5qS0sV+g1KynYbok8lRxMIVaxYUbztnoiISBvN/VPQnDM6UwGVo4RIpVLh1q1biIuLg0qlPhiuYcOGuRIYERER0aeic0J04sQJ9OjRA/fu3YMgqC/OJ5FIoMyrZYyJiIiI8ojOCVFAQABq1KiBnTt3wsnJibfaF3ISiQQl3UtCoVDwWhIRkd7SOSG6efMmNm3ahNKlS+dFPPSJyWQy+HXw49IdRESk13Seh6h27dq4detWXsRCRERElC90ToiGDRuGMWPGIDQ0FGfPnsV///2n9tCFQqHA5MmT4eHhAVNTU3h6emLGjBmZBmpfvXoV7du3h1wuh6WlJerUqYPo6GgAwPPnzzFs2DB4eXnBzMwMrq6uGD58OOLj49X28eLFC/Tq1QtyuRxyuRy9evXCy5cvdT19IiIiKoJ07jL77LPPAAD9+/cXyyQSCQRB0HlQdXBwMEJCQrB69Wr4+PjgzJkz6NevH+RyOUaMGAEAuH37Nnx9fTFgwABMnz4dcrkcV69ehYmJCQDg0aNHePToEX788Ud4e3vj3r17CAgIwKNHj7Bp0ybxWD169MCDBw8QHh4OABg0aBB69eqFHTt26PojKFLS0tKwbsk6CBDQoUcHdpsREZFe0jkhioqKyrWDHz9+HB06dECbNm0AAO7u7tiwYQPOnDkj1pk0aRJat26NuXPnimWenp7i/ytUqIDNmzeLz0uVKoXZs2ejZ8+eUCgUkMlkuHr1KsLDw3HixAnUrl0bwNulRq5fvw4vLy+tY36teI3ktORM5QYSA5jITMTnmupkkEACU0PTHNV9nfYaAoRcratQKJCGNCSnJUMp1ZzQmhmaif9/o3gDlfC2FU+pVEKpVMIwzRBSlTTburrs932mMlNx4HeKIgVKIevkW5e6JjITGEjSG0tTlalQqBS5UtdYagypgVTnumnKNKSpsp6910hqBJmBTOe6CpUCqcqsVww3NDCEodRQ57pKlRIpyqznlpEZyGAkNdK5rkpQ4Y3iTa7UlUqkMJYZAwAEQcBrxetcqavL+74wf0Z8qC6g/l7WpS4/I/L/M0Jk8P/ftSyqF+bPCG3onBC5ubnpukmWfH19ERISghs3bqBs2bK4cOECjh07hvnz5wNIn+9o586dGD9+PFq2bInz58/Dw8MDgYGB6NixY5b7jY+Ph5WVFWT/X0nw+PHjkMvlYjIEAHXq1IFcLkdERITGhCglJQUpKW8vSkJCAgCg1rJagEmm6mjq0RRrO60Vn1daUinLD9K6Jeti0xdvW69qL6+N56+fa6xb2aEydn25S3zeeHVjPEh4oLFuWduyONjnoPi89frWuPHshsa6Ja1K4uRXJ8Xnq7AKszfM1ljX2sQaJ3qfEJ8P/GcgTsWc0ljXVGaKW8PfjjEbuGMgDkQd0FgXAB6Ofij+f/g/w7Hz5s4s694cdlP8cJywbwL+vPJnlnX/C/gPtma2AIDph6dj9YWsJxI9MeAEXOQuAIDgY8EIORuSZd0DvQ/Ayy7992XhyYWYd2JelnV39tiJKo5VAAArzq3ArKOzsqz75+d/op5LPQDA7xd/x6QDk7Ksu7rjajT3bA4A2HJtC0bvHp1l3ZC2IWhXth0A4J9b/yDg74As685rOQ9dfboCAA7dPYQ+2/pkWXd209noW6UvAODkw5P4/M/Ps6w7ucFkDKk5BABwMe4i2qxvk2Xd0XVGY0y9MQCAm89uoumaplnWDagegCmNpgAAHiY8RJ0VdbKs26dyH3zf7HsAwPPXz1EppFKWdT/3/hzz/ecDSP8DqMzCMlnWbVOmDZa2Wyo+z65uYf+M+OyPz3Dh8QWNdW1MbXBxyEXxea+tvXD8wXGNdfkZ8VZB+YxoVqJZ+pNyQOWVlbOsW5g/I7Sh9RiioUOHIjExUXy+du1atecvX75E69attT4wAEyYMAHdu3dHuXLlYGhoiKpVq2LkyJHo3r07ACAuLg6JiYmYM2cO/P39sWfPHnTq1AmdO3fOct20Z8+eYebMmRg8eLBYFhsbC3t7+0x17e3tERsbq3E/QUFB4ngjuVwOFxcXnc6NiIiICg+J8P7silmQSqWIiYkREwsrKytERkaK3VePHz+Gs7OzTmOINm7ciHHjxuGHH36Aj48PIiMjMXLkSMybNw99+vTBo0ePUKJECXTv3h3r168Xt2vfvj3Mzc2xYcMGtf0lJCTAz88P1tbW2L59OwwN05vrvv/+e6xevRrXr19Xq1+mTBkMGDAAEydOzBSbphYiFxcXnLp9CtbFrDPVL6zN4WlpaQhdGIo0pKFd93YwNjHWWF+bLjO5XA6plF1mGQpKczi7zNhlltd1AXaZ5aRuQfmMSH2dijJOZQAD4MLdCzAzN9NYt7B+Rjx/8RwV3SqKvUdZ1s/ylfe8nzdpmUdla9y4cZg4cSK6desGIH2NtHv37iEoKAh9+vSBnZ0dZDIZvL291bYrX748jh07plb26tUr+Pv7w8LCAlu3bhWTIQBwdHTE48ePMx3/yZMncHBw0BibsbExjI0zJwemMlO1N2hWtKmTk7rvfkDlZl1DGMLM0AzGhpoTone9+6EOAEoDJZQGSpgZmmUalP1+XV32m52ML6zcrmskNdK6zzmv6hpK336Q5GZdmYFM/JDMzbpSAynMDLT7HdalroHEQOv3hi51JRJJntQF8u59XxA+I/KqLj8jdK+b258Rqfh/YqNK/13T5vetsH1GaLW/XNtTDiQnJ8PAQD0EqVQq3nZvZGSEmjVrZmrZuXHjhtpYpoyWISMjI2zfvl28Ay1D3bp1ER8fj1On3o57OXnyJOLj41GvXr3cPi0iIiIqZHK0uGtuadeuHWbPng1XV1f4+Pjg/PnzmDdvntot/ePGjUPXrl3RsGFDNGnSBOHh4dixYwcOHToEIL1lyM/PD8nJyVi3bh0SEhLEAdDFixeHVCpF+fLl4e/vj4EDB+K3334DkH7bfdu2bXW6w6wokkACxxKOUCgUAFfuICIiPaVTQjR16lSYmaU3T6WmpmL27NmQy+UA0lt7dLVw4UJMmTIFQ4cORVxcHJydnTF48GBMnTpVrNOpUyeEhIQgKCgIw4cPh5eXFzZv3gxfX18AwNmzZ3HyZPqdEO8vJxIVFQV3d3cAwO+//47hw4fDz88PQPo4pEWLFukcc1EjM5ShdZfWXLqDiIj0mtaDqhs3bqzV4p8HDx78YJ3CKCEhAXK5HBfvXYSNtU1+h5OrlEqlmBDlJCl6f1A1EREVHslJyemDqgHcjLmZ5aDqwirXB1VndFERERERFTX5OoaI8l9aWho2Lt8IlUqFtl3bsoWHiIj0EhMiwpvXWc/jQEREpA/y9bZ7IiIiooKACRERERHpPSZEREREpPdyNIbo5cuXOHXqFOLi4sRZpTP07t07VwIjIiIi+lR0Toh27NiBL7/8EklJSbC0tFSbm0gikTAhIiIiokJH5y6zMWPGoH///nj16hVevnyJFy9eiI/nz5/nRYyUhySQwM7eDta21ly6g4iI9JbOLUQPHz7E8OHDxSU8qHCTGcrQvnt7Lt1BRER6TeeEqGXLljhz5gw8PT3zIh4iKsAEQYAyTZnfYZAODGQGMDDg/TNEH6JzQtSmTRuMGzcOV65cQcWKFWFoaKj2evv27XMtOCIqOJRpSryMfQkI6V2tVPAJSF+q0sjcCBY2FlqtR0mkr3ROiAYOHAgAmDFjRqbXJBIJlEr+9ViYKNIU+DP0T6hUKvh38We3GWkkCAISnyfC2NAYDo4OkBjwi7VQEIDXr1/jyZMnSEQiLG0t8zsiogJL54To/dvsqXATICDxVWLGEyKNVEoVFCkK2Dvbw9TMNL/DIR2YmJoAQPo0KdYqdp8RZYHvDCL6IEElQAJJpi5yKhxMTdOTWJWCf9ASZSVHCdHhw4fRrl07lC5dGmXKlEH79u1x9OjR3I6NiAoa9pQVThKO+yL6EJ0TonXr1qF58+YwMzPD8OHD8c0338DU1BTNmjXD+vXr8yJGIiIiojylc0I0e/ZszJ07F2FhYRg+fDhGjBiBsLAwzJkzBzNnzsyLGImICqyypcrilwW/ZPl6i6YtMGb0mFw51t27d2EsM8aFyAu5sj8iekvnhOjOnTto165dpvL27dsjKioqV4IiIsoNX/X/CsYyY/HhZO+Etq3b4uJ/F/M7NCIqYHROiFxcXLB///5M5fv374eLi0uuBEWfjgQSFLMpBstilhwfQkWSX0s/3HtwD/ce3EP4nnDIZDJ06tApv8MiogImR2uZDR8+HEOGDMHatWuxbt06BAQEYMSIERg7dqxO+1IoFJg8eTI8PDxgamoKT09PzJgxI9Ot/VevXkX79u0hl8thaWmJOnXqIDo6Wnx96dKlaNy4MaysrCCRSPDy5ctMx3J3d4dEIlF7TJw4UdfTL3JkhjJ07tUZfh39IJPpPAsDUYFnbGwMR0dHODo6onKVyhg7bizu37+PJ0+eAAC+nfgtfMr7oJhlMXiV8cJ3U79DWlqa2j527NiBurXrwsrcCs4OzviiyxdZHm916GoUtymOfXv3aXx9/e/rUbd2XdgWs4VrCVf07tkbcXFx4usvXrxAn159UMKxBOQWcniX88bq0NVq+4iKioJfMz8UsyyGGtVq4MTxEzn98RDR/+n8DThkyBA4Ojrip59+wh9//AEAKF++PMLCwtChQwed9hUcHIyQkBCsXr0aPj4+OHPmDPr16we5XI4RI0YAAG7fvg1fX18MGDAA06dPh1wux9WrV2FiYiLuJzk5Gf7+/vD390dgYGCWx5sxY4Y4sSQAWFhY6BQvEalLTU3N8jUDAwO1JDu7uhKJ+i39WdU1MjLKQZRvJSYmYsOGDShVuhRsbW0BAJaWlli+YjmcnJ1w6eIlDA0YCgtLC4wdl/4H3q6du9C1S1dMDJyIlaErkZaahn92/aNx//N+mocfgn/A37v+Ru06tTXWSU1NxbTvpqGsV1k8iXuCcWPG4av+X2H739sBAN9N+w5Xr17F9r+3w9bOFrdv3cbr16/V9jF1ylTMCZ6D0mVKY9qUaejdszeuXL/CP2qIPkKO3j2dOnVCp04f3+R8/PhxdOjQAW3atAGQ3oqzYcMGnDlzRqwzadIktG7dGnPnzhXL3l9HbeTIkQCAQ4cOZXs8S0tLODo6fnTcRJTup7k/ZflaqdKl8EW3ty0pv/z8S6aWlwyurq74sveX4vPFixbjdfLrTPUCJ2f9B09Wdu3cBRu5DQAgKSkJTk5O2PrXVnGCwsBJb/fp7u6O69evY9Ofm8SEKDgoGF90/QJTv5sq1qtUuVKm40z+djLWrV2Hvfv3okLFClnG07dfX/H/np6emDd/HurXrY/ExERYWFjgfvR9VKlSBdVrVBdjet+o0aPQuk1rAMDUaVNRpVIV3Lp1C+XKldPyp0JE79O5y8zT0xPPnj3LVP7y5UudF3z19fXF/v37cePGDQDAhQsXcOzYMbRunf5GV6lU2LlzJ8qWLYuWLVvC3t4etWvXxrZt23QNG0B6i5StrS2qVKmC2bNnZ/sXq75QpCmwZe0W7Nm2BwqFIr/DIcp1jRo3wqmzp3Dq7CkciziG5i2ao33b9rh37x4AYMvmLWjSsAlcS7jCRm6D6dOm4370fXH7CxcuoEnTJtkeY8HPC7B82XIcOHwg22QIACLPR+KzTp+hjGcZ2BazRYtmLQBAPOagwYPwR9gfqFm9JgInBOJ4xPFM+6hYsaL4f0en9D/ynsQ90eKnQURZ0bmF6O7duxrXK0tJScHDhw912teECRMQHx+PcuXKQSqVQqlUYvbs2ejevTuA9KnmExMTMWfOHMyaNQvBwcEIDw9H586dcfDgQTRq1EjrY40YMQLVqlWDtbU1Tp06hcDAQERFRWH58uUa66ekpCAlJUV8npCQoNO5FRYCBLx8/jLjCZFOxozP+nby95eIGD5qeJZ13190dOg3Qz8usHeYm5ujdOnS4vNq1auhuE1xrFy+Eq3btEbPHj0xddpUtPBrASu5Ff4M+xPzf54v1s+Y5Tk79X3r459d/2Dzn5sxbsK4LOslJSWhTas2aN6iOVatXgW74na4H30fbVu3Ff9A82/lj5t3buKfXf/gwP4D8PfzR8CQAAT/ECzu593uxYyfHZdVIvo4WidE27dvF/+/e/duyOVy8blSqcT+/fs1Nu1mJywsDOvWrcP69evh4+ODyMhIjBw5Es7OzujTp4/4Bu/QoQNGjRoFAKhSpQoiIiIQEhKiU0KUsT0AVKpUCdbW1ujSpYvYavS+oKAgTJ8+XafzIdI3uozpyau6upJIJDAwMMDr168REREBVzdXTPz27Q0W796wAaS3xhw8cBB9+vbJcp81atbA0K+Hom3rtjCQGmDMWM2J4vVr1/H06VPM+n6WeFfuubPnMtUrXrw4evfpjd59eqO+b30ETghUS4iIKPdpnRB17NgRQPqHSZ8+6h8MhoaGcHd3x08/ZT2eQJNx48Zh4sSJ6NatG4D0D5579+4hKCgIffr0gZ2dHWQyGby9vdW2K1++PI4dO6bTsd5Xp04dAMCtW7c0JkSBgYEYPXq0+DwhIYHTChAVQikpKYiNjQWQfgfXksVLkJiYiDZt2yA+IR73o+/jj7A/UL1Gdfyz6x/8te0vte0nTZkEfz9/eHp64vOun0OpUCI8PFwcY5ShTt062P73drRr0w4ymQwjRo7IFIuLqwuMjIyweNFiDBw8EJcvX8b3s79XqzN92nRUrV4V3t7eSE1Jxa6duzg2iOgT0Dohymit8fDwwOnTp2FnZ/fRB09OTs7UrC6VSsVjGRkZoWbNmrh+/bpanRs3bsDNze2jjn3+/HkAgJOTk8bXjY2NYWxs/FHHIKL8t2f3HriVTP+8sLS0hJeXFzaEbUCjxuktzMNHDMfI4SORkpKCVq1bIXBSIGbNmCVu36hxI2wI24DvZ3+PH+b+ACsrK/g28NV4rHr162Hb9m3o0K4DpFIpvhn2jdrrxYsXx/KVyzFl8hT8uuhXVK1aFXOC5+CzTp+JdYyMjDBl0hTcu3sPpqamqO9bH2vXr83tHwsRvUciCEK+jRzp27cv9u3bh99++w0+Pj44f/48Bg0ahP79+yM4OL15eOvWrejatSt+/fVXNGnSBOHh4Rg5ciQOHToEX9/0D6XY2FjExsbizJkzGDhwII4cOQJLS0u4urrCxsYGx48fx4kTJ9CkSRPI5XKcPn0ao0aNQo0aNfDXX39lF6IoISEBcrkcF+9dhI21TZ79TD61tLQ0hC4MBQB07t0Zxia6J4FKpRJKpRJyuRxSqTSXI6SCQJGqQEJsAlzdXdWmvKDC4c2bN4i+Gw0rRyvIjHhrPqlLTkpGGacyAICbMTdhZm6WzxHlrucvnqOiW0XEx8fDysoqy3r5utr9woUL0aVLFwwdOhTly5fH2LFjMXjwYLU10Tp16oSQkBDMnTsXFStWxPLly7F582YxGQKAkJAQVK1aVZxjqGHDhqhatao47snY2BhhYWFo3LgxvL29MXXqVAwcOBAbNmzIyekTERFREaNzC9G6devQr18/dO7cGfXr14cgCIiIiMDWrVsRGhqKHj165FWs+aqothAp0hT4M/RPqFQq+Hfxz1E3IVuIij62EBVubCGi7LCFKJ3O74yM1e7fvWtrxIgRmDdvHmbOnFlkE6KiSmYowxf9v0B8fDyTGSIi0ltc7Z6IiIj0Hle7JyIiIr2nc5dZxmr3kZGRqFevHiQSCY4dO4bQ0FAsWLAgL2KkPKRIU2BH2A4olUo0aduE3WZERKSX8nW1e8p/AgQ8jXua8YSIiEgv5etq90REREQFQY7vv0xNTUVcXFymBQVdXV0/OigiIiKiT0nnhOjmzZvo378/IiIi1MoFQYBEIoFSqcy14IiIiIg+BZ3vMuvbty8MDAzw999/4+zZszh37hzOnTuH8+fP49y5zKs2ExHll6/6fwVjmTGMZcYwNzGHi7MLWrVshdBVoZlatzO09m8NUyNTnDxxUuPrxyOOo33b9nCwc4CVuRWqVamGn+f9rNUfg/fv38fggYPh7uIOC1MLlPEsg9GjRuPZs2cfdZ5E9PF0biGKjIzE2bNnufoyERUKfi39sGzFMiiVSsQ9jsOe3XswZtQYbNm8BVu2bYFM9vZjMDo6GidPnMSQr4cgdFUoateprbavv7b9hR7deqB3397Ys28P5MXkOLD/AL6d+C1OnTyF9RvXQyKRaIzjzp07aOTbCGXKlMGadWvg7uGOK5evIHBiIHaH78bRf4/CxqbozIJPVNjo3ELk7e2Np0+f5kUslE9MTE1gZGyU32EQ5QljY2M4OjqiRIkSqFqtKiYETsCmLZuwO3w31qxeo1Z3TegatG7TGoMGD8Kff/yJpKQk8bWkpCQMGTwEbdu1xZKQJahcpTLc3d3Rf0B/LF+5HFs2b8GmPzdlGceIYSNgZGSEneE70bBRQ7i6usK/lT/+2f0PHj18hKlTpop1y5Yqi+CgYAz6ahBsi9mitEdpLF+2PPd/OEQk0iohSkhIEB/BwcEYP348Dh06hGfPnqm9lpCQkNfxUi4zNDREj0E90K57O8gMucYRaUcQBCQlJeXLQ8flFzVq0rQJKlWuhG1bt6md05rVa9C9R3eUK1cOZcqWUUtw9u3dh2fPnmHU6FGZ9te2XVuUKVsGYRvDNB7v+fPn2LtnLwYHDIapqanaa46OjujWoxs2/bFJ7dzm/zwf1apXw8kzJzE4YDCGfT0M165d+8gzJ6KsaPUNWKxYMbVmYEEQ0KxZM7U6HFRNpD+Sk5NhI8+f7p3n8c9hbm7+0fvx8vLCxYsXxef79+1HcnIy/Fr6AQC69+iO0JWh6NO3DwDg5o2bAIBy5TUPF/Dy8sLNmzc1vnbr5i0IggCv8l4aXy9XrhxevHiBJ0+ewN7eHgDg38ofAUMCAABjx4/FLwt+wZHDRzhcgSiPaJUQHTx4MK/jICL6pDL+iMsQuioUXb7oIo4p6tqtKwInBOL69evw8vJS2y6r/RkZ5azrOWOf78ZToWIF8f8SiQQOjg54EvckR/snog/TKiFq1KhRXsdB+USRpsA/W/6BQqFAQ/+GXLqDtGJmZobn8c/z7di54dq1a3B3dweQ3qW1/a/tSEtLw9KQpWIdpVKJ1atW4/s536N0mdLp2129hrr16mba3/Xr11G5cmWNxypVuhQkEgmuXbmmcUb/69evw9raGnZ2dmKZoaGhWh2JRJLlnXFE9PG0HjSSnJyMcePGYdu2bUhLS0Pz5s3xyy+/qL2BqfARICD2YWzGEyKtSCSSXOm2yi8HDxzEpYuXMHzEcADAhvUbUKJkCWzarD4o+sCBA/gh+AfMmDUDLfxawMbGBvN/np8pIdqxYwdu3byFH3/6UePxbG1t0ax5M/wW8huGjxyuNo4oNjYWG9dvxJe9vszyDjUiynta32U2bdo0hIaGok2bNujWrRv27t2LIUOG5GVsREQfLSUlBbGxsXj48CHOnzuP4KBgdOncBa3btEbPXj0BpHeXde7cGT4VfNQeffv1xcuXL7Fr1y6Ym5vj1yW/Ysf2HRgSMAQX/7uIu3fvYtXKVRjYfyD6D+iPVq1bZRnH/F/mIyUlBW1btcXRI0dx//597A7fjdb+reFcwhkzZs74VD8SItJA6xaiLVu2YMWKFejWrRsAoGfPnqhfvz6USiW7WYiowNqzew/cSrpBJpPB2toaFStVxLz589Crdy8YGBjg3Nlz+O/Cf1gSsiTTtpaWlmjeojlCV4aiffv26PxZZ+zZtwdzguagaeOm4p21s7+fjbHjx2YbR5kyZRBxMgKzZsxCzx498ezZMzg6OqJdh3aYPGUy5yAiymcSQct7WI2MjBAVFYUSJUqIZaamprhx4wZcXFzyLMCCIiEhAXK5HBfvXYSNddH54EpLS0PowlAAQOfenWFsYqzzPpRKJZRKJeRyOZPjIkqRqkBCbAJc3V1hYmKS3+EUGG/evMFnnT7DgwcPsO/APhQvXjy/Q9LozZs3iL4bDStHK8iMOL0GqUtOSkYZpzIAgJsxN2Fmnjvj9AqK5y+eo6JbRcTHx8PKyirLelp3mSmVykx3UMhkMigUipxHSURUiJmYmGDz1s3o2bMnjh09lt/hENFH0PpPBUEQ0LdvXxgbv21BePPmDQICAtQGV27ZsiV3IyQiKsBMTEwwbsK4/A6DiD6S1i1Effr0gb29PeRyufjo2bMnnJ2d1cp0oVAoMHnyZHh4eMDU1BSenp6YMWNGpltLr169ivbt20Mul8PS0hJ16tRBdHS0+PrSpUvRuHFjWFlZQSKR4OXLl5mO9eLFC/Tq1UuMs1evXhrr6SOZTAapjF1dRESkv7RuIVq1alWuHzw4OBghISFYvXo1fHx8cObMGfTr1w9yuRwjRowAANy+fRu+vr4YMGAApk+fDrlcjqtXr6qNY0hOToa/vz/8/f0RGBio8Vg9evTAgwcPEB4eDgAYNGgQevXqhR07duT6eRUmhoaG6P11b8THx3P8DxER6a18HV13/PhxdOjQAW3atAEAuLu7Y8OGDThz5oxYZ9KkSWjdujXmzp0rlnl6eqrtZ+TIkQCAQ4cOaTzO1atXER4ejhMnTqB27fTVq5ctW4a6detmmoWWiLLBuaoKJyF9zjEiylq+JkS+vr4ICQnBjRs3ULZsWVy4cAHHjh3D/PnzAQAqlQo7d+7E+PHj0bJlS5w/fx4eHh4IDAxEx44dtT7O8ePHIZfLxWQIAOrUqQO5XI6IiAiNCVFKSgpSUlLE5xm31ypUCqQp03J2wgWUUqlEmioNKokKKonuM+EqVUooVUqkKdOgAmfSLYpUggoqqJCampqjOxEpfyUnJ0MQBCglSghKJkak7t3vtDRlWpH7jlOotLv5K18TogkTJiA+Ph7lypWDVCqFUqnE7Nmz0b17dwBAXFwcEhMTMWfOHMyaNQvBwcEIDw9H586dcfDgQa2XFImNjRUXTHyXvb09YmNjNW4TFBSE6dOnZypXCSqkKFI0bFE4KRVKHP3nKBQKBao1qQYjQ93XYlKqlFApVEhRpkAqsNutKBIEAZABT58+hVQmhYFE6+GHlI8EQcCbN2/w5MkTSEwlSFOlgX+z0Pve/U5LUaRAqihan+MqQbtf+nxNiMLCwrBu3TqsX78ePj4+iIyMxMiRI+Hs7Iw+ffqIg6s7dOiAUaNGAQCqVKmCiIgIhISE6LTGmqYp8d9f3PFdgYGBGD16tPg8ISEBLi4ucCvmlu08BoVNamoqYqJjAACuFjmbY0apVEKhUMC6mDXHIRVhaRZpiL4XjZgHMfkdCunIupg17B3suTQIaZRklCT+393avVAvy6NJgjRBq3r5mhCNGzcOEydOFGe/rlixIu7du4egoCD06dMHdnZ2kMlk8Pb2VtuufPnyOHZM+zk/HB0d8fjx40zlT548gYODg8ZtjI2N1aYYyGAoNYSh1FDDFoWTIH3bfJ7TczOAASSCBIZSQyZERZihqSHKli2L1NTU/A6FdGBoyPclZe/dz/2i9h0HQOvzydeEKDk5GQYG6k3vUqlUbBkyMjJCzZo1cf36dbU6N27cgJubm9bHqVu3LuLj43Hq1CnUqlULAHDy5EnEx8ejXr16H3kWRPrDwMCAM1UTUZGUrwlRu3btMHv2bLi6usLHxwfnz5/HvHnz0L9/f7HOuHHj0LVrVzRs2BBNmjRBeHg4duzYoXZHWWxsLGJjY3Hr1i0AwMWLF2FpaQlXV1fY2NigfPny8Pf3x8CBA/Hbb78BSL/tvm3btrzDjIiIiLSfmDEvLFy4EF26dMHQoUNRvnx5jB07FoMHD8bMmTPFOp06dUJISAjmzp2LihUrYvny5di8eTN8fX3FOiEhIahatSoGDhwIAGjYsCGqVq2K7du3i3V+//13VKxYEX5+fvDz80OlSpWwdu3aT3eyREREVGBpvbirvstY3PVDi8MVNqmpqQgKCgIADB069OMGVVtzUDURUWGTlJQECwsLAEBiYmLRG1St5fc3lz3WUkbemDEfUVGRmpqKN2/eAADi4+Px+vVrnfehUqkgCAKkUikTIiKiQiYp6e1dZgkJCVAqlfkYTe7L+N7+UPsPW4i09ODBA7i4uOR3GERERJQD9+/fR8mSJbN8nQmRllQqFR49egRLS0ud5vLImL/o/v37RaqrrSjjNStceL0KH16zwqcwXzNBEPDq1Ss4OztnurP9Xewy05KBgUG2meWHWFlZFbpfIn3Ha1a48HoVPrxmhU9hvWZyufyDdTj/PhEREek9JkRERESk95gQ5TFjY2NMmzZN4zIgVDDxmhUuvF6FD69Z4aMP14yDqomIiEjvsYWIiIiI9B4TIiIiItJ7TIiIiIhI7zEhIiIiIr3HhIiIiIj0HhMiIiIi0ntMiIiIiEjvMSEiIiIivceEiIiIiPQeEyIiIiLSe0yIiIiISO8xISIiIiK9x4SIiIiI9B4TIiIiItJ7TIiIiIhI7zEhIiIiIr3HhIiIiIj0HhMiIiIi0ntMiIiIiEjvMSEiIiIivceEiIiIiPQeEyIiIiLSe0yIiIiISO8xISIiIiK9x4SIiIiI9B4TIiIiItJ7svwOoLBQqVR49OgRLC0tIZFI8jscIiIi0oIgCHj16hWcnZ1hYJB1OxATIi09evQILi4u+R0GERER5cD9+/dRsmTJLF9nQqQlS0tLAOk/UCsrq3yOhoiIiLSRkJAAFxcX8Xs8K0yItJTRTWZlZVWkEiKlSsCpqOeIe/UG9pYmqOVhA6kBuwSJiKho+dBwl0I7qHrx4sXw8PCAiYkJqlevjqNHj2Zb/9dff0X58uVhamoKLy8vrFmz5hNFWnCFX4qBb/ABdF92AiM2RqL7shPwDT6A8Esx+R0aERHRJ1UoE6KwsDCMHDkSkyZNwvnz59GgQQO0atUK0dHRGusvWbIEgYGB+O6773D58mVMnz4dX3/9NXbs2PGJIy84wi/FYMi6c4iJf6NWHhv/BkPWnWNSREREekUiCIKQ30Hoqnbt2qhWrRqWLFkilpUvXx4dO3ZEUFBQpvr16tVD/fr18cMPP4hlI0eOxJkzZ3Ds2DGtjpmQkAC5XI74+PhC32WmVAnwDT6QKRnKIAHgKDfBsQlN2X1GRESFmrbf34VuDFFqairOnj2LiRMnqpX7+fkhIiJC4zYpKSkwMTFRKzM1NcWpU6eQlpYGQ0PDPIu3IDoV9TzLZAgABAAx8W9wKuo56pay/XSBERHlI0EQoFAooFQq8zsU0oFUKoVMJvvoKXEKXUL09OlTKJVKODg4qJU7ODggNjZW4zYtW7bE8uXL0bFjR1SrVg1nz57FypUrkZaWhqdPn8LJySnTNikpKUhJSRGfJyQk5O6J5KO4V1knQzmpR0RU2KWmpiImJgbJycn5HQrlgJmZGZycnGBkZJTjfRS6hCjD+5mgIAhZZodTpkxBbGws6tSpA0EQ4ODggL59+2Lu3LmQSqUatwkKCsL06dNzPe6CwN7S5MOVdKhHRFSYqVQqREVFQSqVwtnZGUZGRpyAt5AQBAGpqal48uQJoqKiUKZMmWwnX8xOoUuI7OzsIJVKM7UGxcXFZWo1ymBqaoqVK1fit99+w+PHj+Hk5ISlS5fC0tISdnZ2GrcJDAzE6NGjxecZ8xgUBbU8bOAkN0Fs/BtoGkCWMYaolofNpw6NiOiTS01NhUqlgouLC8zMzPI7HNKRqakpDA0Nce/ePaSmpmYaIqOtQneXmZGREapXr469e/eqle/duxf16tXLdltDQ0OULFkSUqkUGzduRNu2bbPMJI2NjcU5h4ra3ENSAwmmtfMGkJ78vCvj+bR23hxQTUR6JactC5T/cuPaFcqrP3r0aCxfvhwrV67E1atXMWrUKERHRyMgIABAeutO7969xfo3btzAunXrcPPmTZw6dQrdunXDpUuX8P333+fXKeQ7/wpOWNKzGhzl6pm0o9wES3pWg3+FzOOqiIiIiqpC12UGAF27dsWzZ88wY8YMxMTEoEKFCti1axfc3NwAADExMWpzEimVSvz000+4fv06DA0N0aRJE0RERMDd3T2fzqBg8K/ghBbejpypmoiI8sTdu3fh4eGB8+fPo0qVKgCAf//9FwEBAbh27RratGmDbdu2aSz71ArlPET5oSjNQ0RERG+9efMGUVFR4uoHOfUpl0ISBAEtWrSAVCrF7t271V5bvHgxAgMDcfHiRbi6uubJ8Rs3bozDhw8DSB/KYmdnh2rVqqFfv37o3LmzWE+pVOLJkyews7ODTJbeBlO7dm2ULVsWQUFBsLCwQLFixTSW6SK7a6jt93eh7DIjIiIqSD71UkgSiQSrVq3CyZMn8dtvv4nlUVFRmDBhAhYsWJBnyVCGgQMHIiYmBrdu3cLmzZvh7e2Nbt26YdCgQWIdqVQKR0dHMRkCgNu3b6Np06YoWbKkmPhoKvvUmBARERF9hPxaCsnFxQULFizA2LFjERUVBUEQMGDAADRu3BhHjx6Fh4eHuH7nggULxO0uXrwIAwMDPH36FADw4sULGBgY4PPPPxfrBAUFoW7dutke38zMDI6OjnBxcUGdOnUQHByM3377DcuWLcO+ffsApHeZSSQSREZGiv9/9uwZ+vfvD4lEgtDQUI1l+YEJERER0TsEQUByqkKrx6s3aZi2/bLGKUwyyr7bfgWv3qRptT9dR7H06dMHzZo1Q79+/bBo0SJcunQJy5cvR8mSJfHHH3/gypUrmDp1Kr799lv88ccfAIAKFSrA1tZW7PI6cuQIbG1tceTIEXG/hw4dQqNGjXT+2fXp0wfW1tbYsmVLptdcXFwQExMDKysrzJ8/HzExMfj8888zlXXt2lXn4+aGQjmomoiIKK+8TlPCe+ruD1fUggAgNuENKn63R6v6V2a0hJmRbl/NS5cuRYUKFXD06FFs2rQJDg4OahMLe3h4ICIiAn/88Qe++OILSCQSNGzYEIcOHcJnn32GQ4cOoU+fPli9ejWuXLmCsmXLIiIiAqNGjdIpDiD99veyZcvi7t27mV7L6D6TSCSQy+VwdHQEAJibm2cqyw9sISIiIirE7O3tMWjQIJQvXx6dOnUCAISEhKBGjRooXrw4LCwssGzZMrW7rxs3boxDhw4BAA4fPowmTZqgYcOGOHz4ME6fPo3Xr1+jfv36OYonu5UjCjK2EBEREb3D1FCKKzNaalX3VNRz9F11+oP1QvvV1Gr2f1NDzctJfYhMJhMHLv/xxx8YNWoUfvrpJ9StWxeWlpb44YcfcPLkSbF+48aNMWLECNy6dQuXLl1CgwYNcPv2bRw+fBgvX75E9erVYWlpqXMcSqUSN2/eRM2aNXN0HvmJCREREdE7JBKJ1t1WDcoU12oppAZlin+yOd6OHj2KevXqYejQoWLZ7du31epkjCOaNWsWKleuDCsrKzRq1AhBQUF48eJFjsYPAcDq1avx4sULfPbZZx91DvmBXWZEREQ5VBCXQipdujTOnDmD3bt348aNG5gyZQpOn1ZvxcoYR7Ru3To0btwYAFCpUiWkpqZi//79Yll2kpOTERsbiwcPHuDkyZOYMGECAgICMGTIEDRp0iQPzixvMSEiIiL6CAVtKaSAgAB07twZXbt2Re3atfHs2TO11qIMTZo0gVKpFJMfiUSCBg0aAAB8fX0/eJxly5bByckJpUqVQqdOnXDlyhWEhYVh8eLFuXo+nwpnqtYSZ6omIiqaCuNM1aQuN2aq5hgiIiKiXCA1kKBuKdv8DoNyiF1mREREpPeYEBEREZHeY0JEREREeo8JEREREek9JkRERESk95gQERERkd5jQkRERER6r9AmRIsXLxYnYKpevTqOHj2abf3ff/8dlStXhpmZGZycnNCvXz88e/bsE0VLREREBVmhTIjCwsIwcuRITJo0CefPn0eDBg3QqlUrREdHa6x/7Ngx9O7dGwMGDMDly5fx559/4vTp0/jqq68+ceRERESfxnfffYcqVark+z6y07dvX3Ts2FF8LggCBg0aBBsbG0gkEkRGRmosywuFMiGaN28eBgwYgK+++grly5fH/Pnz4eLigiVLlmisf+LECbi7u2P48OHw8PCAr68vBg8ejDNnznziyImIqMhSKYGoo8DFTen/qpR5eri+fftCIpFAIpHA0NAQnp6eGDt2LJKSkgAAY8eOxf79+9Xqv5t85JVDhw6JcRkYGEAul6Nq1aoYP348YmJi1OouWLAAoaGh4vPw8HCEhobi77//RkxMDCpUqKCxLC8UuoQoNTUVZ8+ehZ+fn1q5n58fIiIiNG5Tr149PHjwALt27YIgCHj8+DE2bdqENm3aZHmclJQUJCQkqD2IiIg0urIdmF8BWN0W2Dwg/d/5FdLL85C/vz9iYmJw584dzJo1C4sXL8bYsWMBABYWFrC1zb+lRK5fv45Hjx7h9OnTmDBhAvbt24cKFSrg4sWLYh25XI5ixYqJz2/fvg0nJyfUq1cPjo6OkMlkGsvyQqFLiJ4+fQqlUgkHBwe1cgcHB8TGxmrcpl69evj999/RtWtXGBkZwdHREcWKFcPChQuzPE5QUBDkcrn4cHFxydXzICKiIuLKduCP3kDCI/XyhJj08jxMioyNjeHo6AgXFxf06NEDX375JbZt2wZAvbvru+++w+rVq/HXX3+JrTeHDh0CADx48ADdunWDjY0NzM3NUaNGDZw8eVLtOGvXroW7uzvkcjm6deuGV69efTA2e3t7ODo6omzZsujWrRv+/fdfFC9eHEOGDBHrvNtq1bdvXwwbNgzR0dGQSCRwd3fXWJZXCu3irhKJ+grCgiBkKstw5coVDB8+HFOnTkXLli0RExODcePGISAgACtWrNC4TWBgIEaPHi0+T0hIYFJERKQPBAFIS9aurkoJ/DMegKBpRwAkQPgEwLMxYCD98P4MzYAsvsu0YWpqirS0tEzlY8eOxdWrV5GQkIBVq1YBAGxsbJCYmIhGjRqhRIkS2L59OxwdHXHu3DmoVCpx29u3b2Pbtm34+++/8eLFC3zxxReYM2cOZs+erXNsAQEBGDVqFOLi4mBvb6/2+oIFC1CqVCksXboUp0+fhlQqhZGRUaayvFLoEiI7OztIpdJMrUFxcXGZWo0yBAUFoX79+hg3bhwAoFKlSjA3N0eDBg0wa9YsODk5ZdrG2NgYxsbGuX8CRERUsKUlA98759LOhPSWozla/kH97SPAyDxHRzp16hTWr1+PZs2aZXrNwsICpqamSElJgaOjo1geGhqKJ0+e4PTp07CxsQEAlC5dWm1blUqF0NBQWFpaAgB69eqF/fv365wQAUC5cuUAAHfv3s2UEMnlclhaWkIqlarFqKksLxS6LjMjIyNUr14de/fuVSvfu3cv6tWrp3Gb5ORkGBion2pGlikImrJ6IiKigu/vv/+GhYUFTExMULduXTRs2DDb4SDvi4yMRNWqVcVkSBN3d3cxGQIAJycnxMXF5SjejO/crHp08lOhayECgNGjR6NXr16oUaMG6tati6VLlyI6OhoBAQEA0ru7Hj58iDVr1gAA2rVrh4EDB2LJkiVil9nIkSNRq1YtODvn1l8BRERUJBiapbfUaONeBPB7lw/X+3IT4Kb5j/ZMx9ZBkyZNsGTJEhgaGsLZ2RmGhoY6bW9qavrhkN7bp0QiUetS08XVq1cBIE/HAuVUoUyIunbtimfPnmHGjBniLXi7du2Cm5sbACAmJkZtTqK+ffvi1atXWLRoEcaMGYNixYqhadOmCA4Ozq9TICKigkoi0b7bqlRTwMo5fQC1xnFEkvTXSzXVbgyRjszNzTN1cWXFyMgISqX6VACVKlXC8uXL8fz582xbiXLD69evsXTpUjRs2BDFixfP02PlRKFMiABg6NChGDp0qMbX3p3TIMOwYcMwbNiwPI6KiIj0ioEU8A9Ov5sMEqgnRf/vFvKfkyfJkK7c3d2xe/duXL9+Hba2tpDL5ejevTu+//57dOzYEUFBQXBycsL58+fh7OyMunXrftTx4uLi8ObNG7x69Qpnz57F3Llz8fTpU2zZsiWXzih3FboxRERERAWKd3vgizWA1Xs36Fg5p5d7t8+fuN4zcOBAeHl5oUaNGihevDj+/fdfGBkZYc+ePbC3t0fr1q1RsWJFzJkzJ1fu5vLy8oKzszOqV6+OOXPmoHnz5rh06RK8vb1z4Wxyn0TgqGKtJCQkQC6XIz4+HlZWVvkdDhER5ZI3b94gKipKXB8zx1TK9DFFiY8BC4f0MUMFoGVIH2R3DbX9/i60XWZEREQFioEU8GiQ31FQDrHLjIiIiPQeEyIiIiLSe0yIiIiISO8xISIiIiK9x4SIiIgIXMqpMMuNa8eEiIiI9FrG0hTJyVqucE8FTsa103XpknfxtnsiItJrUqkUxYoVExcsNTMzK5CLj1JmgiAgOTkZcXFxKFas2EdNKMmEiIiI9J6joyMA5HgVd8pfxYoVE69hTjEhIiIivSeRSODk5AR7e3ukpaXldzikA0NDw1xZaoQJERER0f9JpdJc+XKlwoeDqomIiEjvMSEiIiIivceEiIiIiPQeEyIiIiLSe0yIiIiISO8V2oRo8eLF8PDwgImJCapXr46jR49mWbdv376QSCSZHj4+Pp8wYiIiIiqoCmVCFBYWhpEjR2LSpEk4f/48GjRogFatWiE6Olpj/QULFiAmJkZ83L9/HzY2Nvj8888/ceRERERUEEmEQriaXe3atVGtWjUsWbJELCtfvjw6duyIoKCgD26/bds2dO7cGVFRUXBzc9PqmAkJCZDL5YiPj4eVlVWOYyciIqJPR9vv70LXQpSamoqzZ8/Cz89PrdzPzw8RERFa7WPFihVo3rx5tslQSkoKEhIS1B5ERERUNBW6hOjp06dQKpVwcHBQK3dwcEBsbOwHt4+JicE///yDr776Ktt6QUFBkMvl4sPFxeWj4iYiIqKCq9AlRBneX4lYEAStVicODQ1FsWLF0LFjx2zrBQYGIj4+Xnzcv3//Y8IlIiKiAqzQrWVmZ2cHqVSaqTUoLi4uU6vR+wRBwMqVK9GrVy8YGRllW9fY2BjGxsYfHS8REREVfIWuhcjIyAjVq1fH3r171cr37t2LevXqZbvt4cOHcevWLQwYMCAvQyQiIqJCptC1EAHA6NGj0atXL9SoUQN169bF0qVLER0djYCAAADp3V0PHz7EmjVr1LZbsWIFateujQoVKuRH2ERERFRAFcqEqGvXrnj27BlmzJiBmJgYVKhQAbt27RLvGouJick0J1F8fDw2b96MBQsW5EfIREREVIAVynmI8gPnISIiIip8iuw8RERERES5jQkRERER6T0mRERERKT3mBARERGR3mNCRERERHqPCRERERHpPSZEREREpPeYEBEREZHeY0JEREREeo8JEREREek9JkRERESk95gQERERkd5jQkRERER6jwkRERER6T0mRERERKT3mBARERGR3mNCRERERHqPCRERERHpvUKbEC1evBgeHh4wMTFB9erVcfTo0Wzrp6SkYNKkSXBzc4OxsTFKlSqFlStXfqJoiYiIqCCT5XcAOREWFoaRI0di8eLFqF+/Pn777Te0atUKV65cgaurq8ZtvvjiCzx+/BgrVqxA6dKlERcXB4VC8YkjJyIiooJIIgiCkN9B6Kp27dqoVq0alixZIpaVL18eHTt2RFBQUKb64eHh6NatG+7cuQMbG5scHTMhIQFyuRzx8fGwsrLKcexERET06Wj7/V3ousxSU1Nx9uxZ+Pn5qZX7+fkhIiJC4zbbt29HjRo1MHfuXJQoUQJly5bF2LFj8fr16yyPk5KSgoSEBLUHERERFU2Frsvs6dOnUCqVcHBwUCt3cHBAbGysxm3u3LmDY8eOwcTEBFu3bsXTp08xdOhQPH/+PMtxREFBQZg+fXqux09EREQFT6FrIcogkUjUnguCkKksg0qlgkQiwe+//45atWqhdevWmDdvHkJDQ7NsJQoMDER8fLz4uH//fq6fAxERERUMha6FyM7ODlKpNFNrUFxcXKZWowxOTk4oUaIE5HK5WFa+fHkIgoAHDx6gTJkymbYxNjaGsbFx7gZPREREBVKhayEyMjJC9erVsXfvXrXyvXv3ol69ehq3qV+/Ph49eoTExESx7MaNGzAwMEDJkiXzNF4iIiIq+ApdQgQAo0ePxvLly7Fy5UpcvXoVo0aNQnR0NAICAgCkd3f17t1brN+jRw/Y2tqiX79+uHLlCo4cOYJx48ahf//+MDU1za/TICIiogKi0HWZAUDXrl3x7NkzzJgxAzExMahQoQJ27doFNzc3AEBMTAyio6PF+hYWFti7dy+GDRuGGjVqwNbWFl988QVmzZqVX6dAREREBUihnIcoP3AeIiIiosKnyM5DRERERJTbmBARERGR3mNCRERERHqPCRERERHpPSZEREREpPeYEBEREZHeY0JEREREeo8JEREREek9JkRERESk95gQERERkd5jQkRERER6jwkRERER6T0mRERERKT3mBARERGR3mNCRERERHqPCRERERHpPSZEREREpPcKbUK0ePFieHh4wMTEBNWrV8fRo0ezrHvo0CFIJJJMj2vXrn3CiImIiKigKpQJUVhYGEaOHIlJkybh/PnzaNCgAVq1aoXo6Ohst7t+/TpiYmLER5kyZT5RxERERFSQFcqEaN68eRgwYAC++uorlC9fHvPnz4eLiwuWLFmS7Xb29vZwdHQUH1Kp9BNFTERERAVZoUuIUlNTcfbsWfj5+amV+/n5ISIiItttq1atCicnJzRr1gwHDx7MyzCJiIioEJHldwC6evr0KZRKJRwcHNTKHRwcEBsbq3EbJycnLF26FNWrV0dKSgrWrl2LZs2a4dChQ2jYsKHGbVJSUpCSkiI+T0hIyL2TICIiogKl0CVEGSQSidpzQRAylWXw8vKCl5eX+Lxu3bq4f/8+fvzxxywToqCgIEyfPj33AiYiIqICq9B1mdnZ2UEqlWZqDYqLi8vUapSdOnXq4ObNm1m+HhgYiPj4ePFx//79HMdMREREBVuhS4iMjIxQvXp17N27V6187969qFevntb7OX/+PJycnLJ83djYGFZWVmoPIiIiKpoKZZfZ6NGj0atXL9SoUQN169bF0qVLER0djYCAAADprTsPHz7EmjVrAADz58+Hu7s7fHx8kJqainXr1mHz5s3YvHlzfp4GERERFRCFMiHq2rUrnj17hhkzZiAmJgYVKlTArl274ObmBgCIiYlRm5MoNTUVY8eOxcOHD2FqagofHx/s3LkTrVu3zq9TICIiogJEIgiCkN9BFAYJCQmQy+WIj49n9xkREVEhoe33d6EbQ0RERESU25gQERERkd5jQkRERER6jwkRERER6T0mRERERKT3mBARERGR3mNCRERERHqPCRERERHpPSZEREREpPeYEBEREZHeY0JEREREeo8JEREREek9JkRERESk95gQERERkd5jQkRERER6jwkRERER6T0mRERERKT3mBARERGR3iu0CdHixYvh4eEBExMTVK9eHUePHtVqu3///RcymQxVqlTJ2wCJiIio0CiUCVFYWBhGjhyJSZMm4fz582jQoAFatWqF6OjobLeLj49H79690axZs08UKRERERUGEkEQhPwOQle1a9dGtWrVsGTJErGsfPny6NixI4KCgrLcrlu3bihTpgykUim2bduGyMhIrY+ZkJAAuVyO+Ph4WFlZfUz4RERE9Ilo+/1d6FqIUlNTcfbsWfj5+amV+/n5ISIiIsvtVq1ahdu3b2PatGlaHSclJQUJCQlqDyIiIiqaCl1C9PTpUyiVSjg4OKiVOzg4IDY2VuM2N2/exMSJE/H7779DJpNpdZygoCDI5XLx4eLi8tGxExERUcFU6BKiDBKJRO25IAiZygBAqVSiR48emD59OsqWLav1/gMDAxEfHy8+7t+//9ExExERUcGkXXNJAWJnZwepVJqpNSguLi5TqxEAvHr1CmfOnMH58+fxzTffAABUKhUEQYBMJsOePXvQtGnTTNsZGxvD2Ng4b06CiIiICpRC10JkZGSE6tWrY+/evWrle/fuRb169TLVt7KywsWLFxEZGSk+AgIC4OXlhcjISNSuXftThU5EREQFVKFrIQKA0aNHo1evXqhRowbq1q2LpUuXIjo6GgEBAQDSu7sePnyINWvWwMDAABUqVFDb3t7eHiYmJpnK9ZJKCdyLABIfAxYOgFs9wECa31ERERF9UoUyIeratSuePXuGGTNmICYmBhUqVMCuXbvg5uYGAIiJifngnEQE4Mp2IHwCkPDobZmVM+AfDHi3z7+4iIiIPrFCOQ9Rfihy8xBd2Q780RvA+5f//wPTv1jDpIiIiAq9IjsPEeUClTK9ZShTMoS3ZeET0+sRERHpASZE+uhehHo3WSYCkPAwvR4REZEeYEKkjxIf5249IiKiQo4JkT6yyDxf00fVIyIiKuSYEOkjt3rpd5Mh88ze6SSAVYn0ekRERHqACZE+MpCm31oPIHNS9P/n/nM4HxEREekNJkT6yrt9+q31Vk7q5VbOvOWeiIj0TqGcmJFyiXd7oFwbzlRNRER6jwmRvjOQAh4N8jsKIiKifMWESEsZE3onJCTkcyRERESkrYzv7Q8tzMGESEuvXr0CALi4uORzJERERKSrV69eQS6XZ/k61zLTkkqlwqNHj2BpaQmJJKvb1TNLSEiAi4sL7t+/XzTWQNMDvGaFC69X4cNrVvgU5msmCAJevXoFZ2dnGBhkfS8ZW4i0ZGBggJIlS+Z4eysrq0L3S6TveM0KF16vwofXrPAprNcsu5ahDLztnoiIiPQeEyIiIiLSe0yI8pixsTGmTZsGY2Pj/A6FtMRrVrjwehU+vGaFjz5cMw6qJiIiIr3HFiIiIiLSe0yIiIiISO8xISIiIiK9x4SIiIiI9B4TIh0FBQWhZs2asLS0hL29PTp27Ijr16+r1REEAd999x2cnZ1hamqKxo0b4/Lly2p1UlJSMGzYMNjZ2cHc3Bzt27fHgwcPPuWp6I0lS5agUqVK4oRidevWxT///CO+zutV8AUFBUEikWDkyJFiGa9bwfLdd99BIpGoPRwdHcXXeb0KpocPH6Jnz56wtbWFmZkZqlSpgrNnz4qv69V1E0gnLVu2FFatWiVcunRJiIyMFNq0aSO4uroKiYmJYp05c+YIlpaWwubNm4WLFy8KXbt2FZycnISEhASxTkBAgFCiRAlh7969wrlz54QmTZoIlStXFhQKRX6cVpG2fft2YefOncL169eF69evC99++61gaGgoXLp0SRAEXq+C7tSpU4K7u7tQqVIlYcSIEWI5r1vBMm3aNMHHx0eIiYkRH3FxceLrvF4Fz/PnzwU3Nzehb9++wsmTJ4WoqChh3759wq1bt8Q6+nTdmBB9pLi4OAGAcPjwYUEQBEGlUgmOjo7CnDlzxDpv3rwR5HK5EBISIgiCILx8+VIwNDQUNm7cKNZ5+PChYGBgIISHh3/aE9BT1tbWwvLly3m9CrhXr14JZcqUEfbu3Ss0atRITIh43QqeadOmCZUrV9b4Gq9XwTRhwgTB19c3y9f17bqxy+wjxcfHAwBsbGwAAFFRUYiNjYWfn59Yx9jYGI0aNUJERAQA4OzZs0hLS1Or4+zsjAoVKoh1KG8olUps3LgRSUlJqFu3Lq9XAff111+jTZs2aN68uVo5r1vBdPPmTTg7O8PDwwPdunXDnTt3APB6FVTbt29HjRo18Pnnn8Pe3h5Vq1bFsmXLxNf17boxIfoIgiBg9OjR8PX1RYUKFQAAsbGxAAAHBwe1ug4ODuJrsbGxMDIygrW1dZZ1KHddvHgRFhYWMDY2RkBAALZu3Qpvb29erwJs48aNOHfuHIKCgjK9xutW8NSuXRtr1qzB7t27sWzZMsTGxqJevXp49uwZr1cBdefOHSxZsgRlypTB7t27ERAQgOHDh2PNmjUA9O99xtXuP8I333yD//77D8eOHcv0mkQiUXsuCEKmsvdpU4dyxsvLC5GRkXj58iU2b96MPn364PDhw+LrvF4Fy/379zFixAjs2bMHJiYmWdbjdSs4WrVqJf6/YsWKqFu3LkqVKoXVq1ejTp06AHi9ChqVSoUaNWrg+++/BwBUrVoVly9fxpIlS9C7d2+xnr5cN7YQ5dCwYcOwfft2HDx4ECVLlhTLM+6qeD8zjouLE7NsR0dHpKam4sWLF1nWodxlZGSE0qVLo0aNGggKCkLlypWxYMECXq8C6uzZs4iLi0P16tUhk8kgk8lw+PBh/PLLL5DJZOLPndet4DI3N0fFihVx8+ZNvs8KKCcnJ3h7e6uVlS9fHtHR0QD07/uMCZGOBEHAN998gy1btuDAgQPw8PBQe93DwwOOjo7Yu3evWJaamorDhw+jXr16AIDq1avD0NBQrU5MTAwuXbok1qG8JQgCUlJSeL0KqGbNmuHixYuIjIwUHzVq1MCXX36JyMhIeHp68roVcCkpKbh69SqcnJz4Piug6tevn2namBs3bsDNzQ2AHn6f5ctQ7kJsyJAhglwuFw4dOqR2e2lycrJYZ86cOYJcLhe2bNkiXLx4UejevbvG2xRLliwp7Nu3Tzh37pzQtGnTQnmbYmEQGBgoHDlyRIiKihL+++8/4dtvvxUMDAyEPXv2CILA61VYvHuXmSDwuhU0Y8aMEQ4dOiTcuXNHOHHihNC2bVvB0tJSuHv3riAIvF4F0alTpwSZTCbMnj1buHnzpvD7778LZmZmwrp168Q6+nTdmBDpCIDGx6pVq8Q6KpVKmDZtmuDo6CgYGxsLDRs2FC5evKi2n9evXwvffPONYGNjI5iamgpt27YVoqOjP/HZ6If+/fsLbm5ugpGRkVC8eHGhWbNmYjIkCLxehcX7CRGvW8GSMT+NoaGh4OzsLHTu3Fm4fPmy+DqvV8G0Y8cOoUKFCoKxsbFQrlw5YenSpWqv69N1kwiCIORnCxURERFRfuMYIiIiItJ7TIiIiIhI7zEhIiIiIr3HhIiIiIj0HhMiIiIi0ntMiIiIiEjvMSEiIiIivceEiIjyxHfffYcqVarkdxiFWmpqKkqXLo1///33g3VTUlLg6uqKs2fPfoLIiIoeJkREpDOJRJLto2/fvhg7diz279+fL/Ft3rwZtWvXhlwuh6WlJXx8fDBmzBjx9cKSrC1duhRubm6oX7/+B+saGxtj7NixmDBhwieIjKjoYUJERDqLiYkRH/Pnz4eVlZVa2YIFC2BhYQFbW9tPHtu+ffvQrVs3dOnSBadOncLZs2cxe/ZspKamfvJYPtbChQvx1VdfaV3/yy+/xNGjR3H16tU8jIqoaGJCREQ6c3R0FB9yuRwSiSRT2futMH379kXHjh3x/fffw8HBAcWKFcP06dOhUCgwbtw42NjYoGTJkli5cqXasR4+fIiuXbvC2toatra26NChA+7evZtlbH///Td8fX0xbtw4eHl5oWzZsujYsSMWLlwIAAgNDcX06dNx4cIFsUUrNDQUADBv3jxUrFgR5ubmcHFxwdChQ5GYmCjuOzQ0FMWKFcPff/8NLy8vmJmZoUuXLkhKSsLq1avh7u4Oa2trDBs2DEqlUtzO3d0dM2fORI8ePWBhYQFnZ2cxnqycO3cOt27dQps2bcSy1NRUfPPNN3BycoKJiQnc3d0RFBQkvm5ra4t69ephw4YN2e6biDJjQkREn8yBAwfw6NEjHDlyBPPmzcN3332Htm3bwtraGidPnkRAQAACAgJw//59AEBycjKaNGkCCwsLHDlyBMeOHYOFhQX8/f2zbPFxdHTE5cuXcenSJY2vd+3aFWPGjIGPj4/YotW1a1cAgIGBAX755RdcunQJq1evxoEDBzB+/Hi17ZOTk/HLL79g48aNCA8Px6FDh9C5c2fs2rULu3btwtq1a7F06VJs2rRJbbsffvgBlSpVwrlz5xAYGIhRo0Zh7969Wf6sjhw5grJly8LKykos++WXX7B9+3b88ccfuH79OtatWwd3d3e17WrVqoWjR49muV8iykJ+ry5LRIXbqlWrBLlcnql82rRpQuXKlcXnffr0Edzc3ASlUimWeXl5CQ0aNBCfKxQKwdzcXNiwYYMgCIKwYsUKwcvLS1CpVGKdlJQUwdTUVNi9e7fGeBITE4XWrVsLAAQ3Nzeha9euwooVK4Q3b95kGVtW/vjjD8HW1lbtXAEIt27dEssGDx4smJmZCa9evRLLWrZsKQwePFh87ubmJvj7+6vtu2vXrkKrVq2yPPaIESOEpk2bqpUNGzZMaNq0qdrP430LFiwQ3N3dP3huRKSOLURE9Mn4+PjAwODtx46DgwMqVqwoPpdKpbC1tUVcXBwA4OzZs7h16xYsLS1hYWEBCwsL2NjY4M2bN7h9+7bGY5ibm2Pnzp24desWJk+eDAuL/7Vz9yDJrmEcwP/C6UssoiyCIAQHDYp67AOaQsiylsAsoaBCmssQGqIhcFKwhpAa2kLKpLXBpS+ihiyhD8Khp6ChoYwGk1DyHQ4Jz+m1ztvpPW/0/H/g8FxeN891bxfXfasKTqcTzc3NeHx8fLO+jY0NmEwmVFZWorCwEIODg7i7u0M8Hs/kKJVKaLVayR40Gg1UKpUk9rKHFy0tLa+e37rrk0gkkJ+fL4kNDw8jEolAp9NhdHQUoVDo1bqCgoJ390lEr7EhIqL/TU5OjuRZoVD8NPb8/AwAeH5+RkNDAyKRiOQTjUbR39//5ru0Wi1GRkawuLiIw8NDnJ2dIRAIZM2/urpCV1cXampqsLa2hnA4DJ/PBwBIJpMf3sNbFApF1u/UajXu7+8lMYPBAFEU4XK5kEgk0NfXB6vVKsmJxWIoKyt7991EJPXXny6AiCgbg8GAQCCA8vJyyV2aX6XRaKBUKjOTntzcXMmlZwA4ODhAKpWC1+vNTLFWV1c/Xvw/7O/vv3rW6/VZ8wVBwPz8PNLptKRxKioqgs1mg81mg9VqhdlsRiwWQ0lJCQDg5OQEgiB8Wt1EcsEJERF9WQMDA1Cr1eju7sbOzg5EUcTW1hbGxsZwfX390zXT09OYmJjA5uYmRFHE0dER7HY7kskkTCYTgL8bJFEUEYlEcHt7i6enJ2i1WqRSKczNzeHi4gJLS0tYWFj4tL3s7u7C4/EgGo3C5/MhGAxibGwsa77RaEQ8Hsfp6WkmNjs7i5WVFZyfnyMajSIYDKKiogLFxcWZnJ2dHbS3t39a3URywYaIiL4spVKJ7e1tVFVVwWKxoLq6Gna7HYlEIuvEqLW1FRcXFxgcHIRer0dnZydubm4QCoWg0+kAAD09PTCbzTAajSgrK8Py8jLq6+sxMzMDt9uNmpoa+P1+yU/a/yun04lwOAxBEOByueD1etHR0ZE1v7S0FBaLBX6/PxNTqVRwu91obGxEU1MTLi8vsb6+nplo7e3t4eHh4dUxGhG9T5FOp9N/uggiou9Mo9HA4XDA4XD80rrj42O0tbVlLpa/p7e3F4IgYHJy8oOVEskXJ0RERF9UbW0tPB7Pm39E+eLp6Ql1dXUYHx///YURfUO8VE1E9IUNDQ39q7y8vDxMTU395mqIvi8emREREZHs8ciMiIiIZI8NEREREckeGyIiIiKSPTZEREREJHtsiIiIiEj22BARERGR7LEhIiIiItljQ0RERESyx4aIiIiIZO8HUc5fKrQ4JsgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121148\n", + "Full nudge sequence is Series([], Name: NudgeSequence, dtype: object)\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[0] nudges this run\n", + "ERROR: First nudge df is empty, skipping Run 121148\n", + "plotting for run 121157\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 176\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121160\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 152\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121169\n", + "Full nudge sequence is 0 uuuuuuuuddddddddddduuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 u\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[23] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "seq val is 14\n", + "seq val is 15\n", + "seq val is 16\n", + "seq val is 17\n", + "seq val is 18\n", + "seq val is 19\n", + "seq val is 20\n", + "seq val is 21\n", + "seq val is 22\n", + "seq val is 23\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 805\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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vsDqdjvz58+Pr62sxrnDhwupYoNQ4Ojry+++/A8ZTIbNmzWL16tVUqFCBMWPGJIvv2LEjI0eORKPR4OLiQrFixTJs3EtSpg/SxB+yiS1ZsgRbW1vee++9ZNs8PDw4depUsvLIyEji4uLUXoIVK1YkG0+SViJmaV9guZfv0aNHFnskvL291dM2jRs3xt3dnTFjxtCrV690XyWUN29eWrZsycKFC4mOjsbR0THNNmk0GvLmzZuu/ZhYOh47O7tk5XZ2dgBpnprz8PAgJiaGqKgonJyckrU1cfK1detW4uPjzXpi7Ozs2L59O926daNx48aAscfn008/ZerUqWavLWufF2kxvV/a2NhQoECBFHvaihYtatXrsFixYvz4448oisK1a9eYNm0aQUFBVKhQwWJvuukLj1arJW/evAQEBDx3gvuqkIRIWK1MmTLqC7dhw4bo9Xq+++471q1bx1tvvQWAg4ODxfE/Dx48yNK2JhUbG0vbtm3Zu3cvv/zyC2+88UaW7LdYsWLJ3sBNTB+qib+dNmvWjGvXrnH58mUSEhIoWbIkP/30EwD16tWzap/WvsFaS6vVmtX35ptvUrVqVSZPnsw777yTLOHy9PTM0P2nZtOmTWg0GouPTWhoKFu2bKF169YWT+2VL1+eH3/8kbt375qNFzlz5gzw7BL1Vq1acfTo0Rdqp6muM2fOJPuGfubMmWSXw1tSo0YNAC5evPhcl02bnm+mD8VixYrh6OioHm/SNhUvXhwHBwcA9f/Y2FizuKx6XZvGDp05c8bsi8zdu3d58OCB2eO3fv16Xn/99WRTgRQvXpxDhw5x69YtHj16RLFixQgLC2PIkCFmzx9rnxdpSfx+mREcHBzU+qpXr07Dhg0pW7YsQ4cOpWXLlsl6u639wiOekUHV4rl99tlnuLu7M3HiRPXUkL+/PxcvXjR743z48GGyCQizkqlnaM+ePaxfvz7ZKYPMZGNjQ5s2bTh37pzZFTqKorBjxw6KFStG/vz5ze6j0WgoUaIEZcqUQa/XM2fOHCpVqmR1QpTZ7O3tmTdvHjExMVaNacksy5YtY/v27XTp0sVszJXJ//3f/xEfH0/v3r0t3r9NmzZoNJpkg9uXL1+Oo6OjOn+Nh4cH1apVM/tJr0KFClGjRg1Wrlxpdvrt8OHDXLhwgfbt26dZx969ewHjB3t6PX78mC1btlCpUiU1ubGxsaFVq1b8/PPPPHnyRI29fv06e/fuNWuT6QrRpAP7k87fk1maNm2Kg4NDskkvTVe/tW3bFnh2atp0dZklhQoVonz58jg5OfH555+TJ08es+eItc+L7Obh4cGMGTO4d+9euiYTFSmTHiLx3Nzd3dUrRn744QfeffddunXrxqJFi3j33Xfp27cvDx8+5LPPPjO7rDejBAcHc//+fcA4gPHatWusW7cOgPr166tXU7z11lts376dcePG4eHhYXZZv6urqzrgEuDs2bOcPXsWMH77jIqKUusMDAw0i92+fTuRkZHqh8nZs2fV2ObNm6s9Q1OnTmX79u00bdqUTz75BFdXV7777jtOnz6t9v6YDBo0SB0M+++///L1119z8+ZNgoODM+6Be+r69esWpzjw9PRMNilcUvXr16d58+YsW7aMMWPGmA1UfRGWuvSjo6PVdkZHR/Pvv/+yceNGtmzZQv369Vm4cKHFupYsWYKvr2+KCXDZsmXp3bs3kyZNQqfTUb16dXbu3Mm3337LtGnTrD41Yvqbm2Z3PnbsmPpt3dRzCsZTmW+++SZvv/02H3zwAaGhoYwZM4Zy5cqZnZKbNGkS9+7do169ehQqVIj//vuPHTt2sHjxYt5+++1k0zIk1bVrV4oUKUK1atXInz8/ly5dYtasWdy7dy9ZQjF58mSqV69Oy5YtGTNmjDoxY/78+fnoo4/UuOrVq1OqVClGjBhBQkIC7u7ubNiwIdmVa5klX758jB8/ngkTJpAvXz51YsZPPvmEPn36qK/LHTt2EBUVpSZIiX322Wd4e3tTpEgR7t27x08//cTGjRv5/vvvzU6ZZdTzwlqXLl2y+DosXLhwskHVSb333nt8+eWXfPHFFwwcODBT3mdfKVk/9ZHIbVKaaExRFCU6OlopUqSIUqJECSUhIUFRFEVZsWKFUqZMGcXBwUEJDAxU1qxZo3Tv3t1sksPUJgcklUkOE6tfv74CWPzZu3evWX0p/dSvX9+szkmTJqUYm7RNfn5+KcaGhISYxZ45c0Zp0aKF4uLiojg4OCg1a9ZUNm/enOyY2rRpo/j4+Ci2traKt7e30qNHD+Xq1atpPhaKYv1Eb6bHPqWfd955R41NaWJG0zFptVqlZ8+eahkWJma01ttvv614eHiYlSX9G+fJk0cpWrSo8tZbbylr1641mxgxMdOEhxMnTkx1n3FxccqkSZOUIkWKKHZ2dkrJkiWVr7/+Ol3tTu2xTGrnzp1KzZo1FQcHByVfvnzKe++9l2zi0E2bNimNGjVSChQooNjY2CjOzs5KjRo1lK+//tpsUseUBAUFKZUqVVLc3NwUnU6neHp6Ku3atVOOHDliMf7YsWPKG2+8oTg5OSmurq5K27ZtlcuXLyeLu3jxotK4cWPF1dVV8fT0VAYNGqRs3bo12estpck0/fz8lBYtWiQrT89zZs6cOUrJkiUVOzs7pUiRIsqkSZOUuLg4dfu7776b7DVtMnnyZKVYsWKKvb29kjdvXqVp06bK77//bjH2RZ4Xqb1fJmZ6vab0M27cODU2tQlKTX+DyZMnK4qSvolXhTmNoqRzdKAQQmSCihUrYm9vz5EjR7K7KSIXiouLw8vLi6lTp6Z6Cb8QKZFTZkKIbBMbG8vhw4fZvn07f/31F7Nnz87uJolcys7OzqoZm4VIifQQCSGyzdWrVylWrBgFCxakZ8+efPLJJ1bPtySEEBlJEiIhhBBCvPLkq5gQQgghXnmSEAkhhBDilScJkRBCCCFeeXKVmZUMBgO3b9/GxcVF1oMRQgghcglFUXjy5AkFCxZM9aINSYisdPv27RQXyRRCCCFEznbjxo1UZ/+WhMhKLi4ugPEBzajp0SMjI9VVum/fvk2ePHkypF4hhBC5WySRFOTp5wO3yUOeZOUmibenVo/JZS5TnORr4qVWD0BERASrJk7k/SVLALi/bRv5atZEp9M93VkkFEy0r8uX4enae3E2NswaMQKADt06UL1w9XTt+0WEh4fj6+urfo6nRBIiK5lOk7m6umZYQqQ+iZ7WKwmREEIIAEccWcYyAPKTH1tszcoTSECDBh06s+0p1ZM43gcftUyPnqMcpRa1Uq0HwMHBgdL/+x/K1q042Nvj4ueHq6vrs88yR0dYvBgOH4ZatcDHBxYsgB9+QF+8OG+3aUNkfDyeeT2Z+HAiMXExFPAuQF6XvOTXpr7vjJDWcBeZh8hK4eHhuLm5ERYWlqE9RKZFICMiIiQhEkIIkaPFxcVx7do1tFotLi4ueHh4mH25T41er+fx48eAsRMgPDwcMC4Ubm0dz8Paz2+5yiwN8+bNIzAwkOrVq6cdLIQQQohcSXqIrCQ9REIIIbJKAgn8yq8ANKEJNk9HuJjK9egB0KEz255SPYnj3+ANfuM39E//neY0VahCc5qnWA9AQkICf2zdSpmPPyaPkxORq1bhUazYs96dhATYtg1OnIAqVaBxY9i+HdauxVC8OBffeouIuDi8C3uzOW4zUbFReHp6ktclL811qe/7RVj7+S1jiIQQQogcJpZYWtISgAgi1GQhcblJ4u2p1WNyj3vJytKqByAmJoYzv/5K/bNnAYi8exeKFUu0s1ho0ybRju5B+/YAJNjaskanIz5eR7nq7/JBi0Fgo7d631lBTpkJIYQQIkts3tyKLm39wTYBYu2yuzlmJCESQgghRJb466+Kz2688RuEemZfY5KQhEgIIYQQmcaAhhn6Mfz6a2OcnCKfbfijDqzukn0NS0LGEAkhhBAi0yynB5MMU+CQhY3RjlnenpRkaw9RQkIC48ePJyAgAEdHR4oWLcqUKVMwGAxmcefOnaN169a4ubnh4uJCzZo1uX79erL6FEWhWbNmaDQaNm7caLbt8ePHdOvWDTc3N9zc3OjWrRv//fdfJh6dEEIIIW4nmSkbgJIXjP8bcs6JqmztIZo5cyYLFy5kxYoVlC1blmPHjtGzZ0/c3NwYMmQIAFeuXKFOnTr07t2byZMn4+bmxrlz53BwcEhW3+zZs1OcibJr167cvHmTHTt2ANCvXz+6devG5s2bM+8AhRBCCGHG3t5AbOnzcLFU7k+Ibty4wdWrV4mKMs4hULZsWezt7dNdz6FDh2jTpg0tWrQAwN/fn9WrV3Ps2DE1Zty4cTRv3pzPPvtMLStatGiyuk6fPs2XX37J0aNH8fHxMdt27tw5duzYweHDh3nttdcAWLx4MbVq1eLChQuUKlUq3W0XQgghMosddnzDN+rvScsTzyuUeHtK9SSOd8ZZLdOj5xCHqEOdVOsBsLOzw6diRSLc3bGzs4P8+ZMGwJw5cOAA1KkDzs7w5Zcon9vDHahX5wHduv9LtZo+dP/Ui7+A12Ma0dZQADttDrjiTLHS1atXlTFjxih+fn6KVqtVNBqN+mNvb680atRI+emnnxS9Xm9tlUpQUJDi5+enXLhwQVEURTl16pTi5eWl/PDDD4qiKIper1ecnZ2VKVOmKI0bN1Y8PT2VGjVqKBs2bDCrJzIyUilTpoyyceNG5elEk2YxS5YsUdzc3JLt383NTVm6dKlVbQ0LC1MAJSwszOrjS0tERIQCKIASERGRYfUKIYQQmSE2Nla5ePGicvnyZeXevXtKQkJCmveZMkVRQFH69dMr9+/fV+7fv6/065eggKKMGhVhVR0vwtrPb6v6qoYMGUL58uW5dOkSU6ZM4Z9//iEsLIy4uDju3r3Ltm3bqFOnDhMmTKBChQocPXrUqmRs9OjRdOnShdKlS2Nra0vlypUZOnQoXboYR52HhoYSERHBjBkzaNq0KTt37qRdu3a0b9+e4OBgtZ5hw4ZRu3Zt2iSeECqRu3fv4uXllazcy8uLu3fvWrxPbGws4eHhZj9CCCGESB9L62Fon2YfBkPqC65mJatOmdnZ2XHlyhU8PZPPF+Dl5cXrr7/O66+/zqRJk9i2bRvXrl2zau2vNWvWsHLlSn744QfKli3LqVOnGDp0KAULFqR79+7q4Oo2bdowbNgwACpVqsTBgwdZuHAh9evXZ9OmTezZs4eTJ0+mui9LY4sURUlxzFFQUBCTJ09O8xiEEEKIjKZHz372A1CXuujQmZUnPgWWeHtK9SSOr01tDnJQPWV2lrOUpzwNaJBiPWC8EOrInj0U++QT8uTJQ8zixeDhkWhneti3D86cgfLloW5d4+2tcUBLIsLDuXXrFvkL5OdK7CWgNCHKNfZxO819Z4lM7adKQ+HChZVvvvnGrGzq1KlKqVKlFEUxds3Z2NgoU6dONYsZNWqUUrt2bUVRFGXIkCGKRqNRdDqd+gMoWq1WqV+/vqIoz3fKLCYmRgkLC1N/bty4IafMhBBCZIkIJULh6b8IJcJiuaXtqdVj+ndPuZesLK16FEVRnjx5oswdMMB4/guUe8HB5qe7IiLUbQooyr17igLKZCYooCjVqh1VPvnkE+Xc9XMKQ74yhn08zap9vwhrT5lZPai6UqVK9OnTh3feeQd3d/cMScaioqLQas3P2ul0OrVnyM7OjurVq3PhwgWzmIsXL+Ln5wfAmDFj6NOnj9n28uXL89VXX9GqVSsAatWqRVhYGEeOHKFGjRoA/Pnnn4SFhVG7dm2LbbO3t3+ugeJCCCHE87p0Cfr3Bz0OwG4AWuCg9p0kLjdJvD0pS/EdyJusLK16APR6B+5cHswGOgAQN6w8tm5aNBooXhzmfWb5tJOChTMx2qfT6+TGq8xee+01xo8fz8iRI2nbti19+vThjTfeeKGdt2rViunTp1OkSBHKli3LyZMn+fLLL+nVq5caM3LkSDp16kS9evVo2LAhO3bsYPPmzezbtw8Ab29vvL29k9VdpEgRAgICAChTpgxNmzalb9++LFq0CDBedt+yZUu5wkwIIUSOEREBe/YA6ADjZ2ywWcSzchPz7Ukljz8AycrSrgeMKUNpLlLaePPEsy179kCfd7SkPlgm0WCi3JwQLVq0iDlz5rB27VqWLVtG48aN8fX1pVevXvTo0YMiRYqke+dz585lwoQJfPDBB4SGhlKwYEHef/99Jk6cqMa0a9eOhQsXEhQUxODBgylVqhTr16+nTp066drXqlWrGDx4MI0bNwagdevWfPPNN+lusxBCCJFZ/Pzghx8ghhh60ROApSzDAePce4nLTRJvT8pS/AIWMoD+yWJTqweMq90H//ADTXbvAiBswkRcSpXio4+03LsH8fHWH2dOTIieewzRv//+q4wfP14pUqSIotPplMaNGytr1qx53upyPLnsXgghRFbJTWOIihc3Fv2xO8riGKJJTHo6hujIszFEo4OMYcO/yDFjiJ47NQsICGDq1KlcvXqVH3/8kWPHjqmXywshhBDi1WLp8vrEzC7qzoE9RC+0dMfevXtZtmwZP//8MzY2NvTt2zej2iWEEEKIl8BLN6ja5Pr16yxfvpzly5dz9epV6taty/z583n77bdxdMw5q9YKIYQQuZUttnzGZ+rvScsTSADABhuz7SnVkzjeCSe1LIEEDnOYOtRJtR4wXvntHRhIlLMztra2kDcvkKjnx8YGPv302dIdTk4wZQrMyQcPwbegN7Vq1cJB50DVsMocB6rG1OBtwwxstanvOytYnRD98MMPLFu2jL1791KgQAHee+89evfuTfHixTOzfUIIIcQrxw47RjLS6vL01pOeOtS67Oxo3a8f15o0QavV4uLiYh5gawtjx5qXTZgACcAU8C5UiCpVjB0nTd2achyoEF+JEUqN7J+UkXQkRD169KBFixZs3LiR5s2bJ5s/SAghhBCvrpTGEFleukNJ9T7ZweqE6ObNmxbXA3vZzZs3j3nz5qHX67O7KUIIIV4RevSceDrRTxWqmC3dcYITZktxJN6eUj2J4ytSkdOcVpfuuMxlSlGK6lRPc+mOvw4exGvGDFydnYn77LPkS3ccPgoXLkCpUlClChw9CvvigQZEPXnCvXv3yOuRl8vRl4Ay3OM+R7md5r6zgtUJUeJk6Pvvv2fhwoWEhIRw6NAh/Pz8mD17NgEBASkusJpbDRw4kIEDBxIeHo6bm1t2N0cIIcQrIIYYamBcWSGCCPKQJ1m5SeLtqdVjco97ycrSqgeM8xAd/uknPvz1VwBCBw8GP79nY4ji4qBBrUQ7ugd16qAwBWjA2QsXWLduO516dWJ13pXAdLbv0rJdVyvNfWeFdJ/3WrBgAcOHD6d58+b8999/as9J3rx5mT17dka3TwghhBC5QNqnvxIF6J/2BtnFZVZz0i3dCdHcuXNZvHgx48aNQ6d71r1VrVo1zpw5k6GNE0IIIcRLqOFe4/8hRaHMWbp1tGfhwuxtUroTopCQECpXrpys3N7ensjIyAxplBBCCCFeDhbnISp069nv58uwYa0NAwdCVFTWtSupdCdEAQEBnDp1Kln59u3bCQwMzIg2CSGEECKX0FjId9KMKxoCS3tC59UwZzAABkM610PLYOmemHHkyJEMHDiQmJgYFEXhyJEjrF69mqCgIL777rvMaKMQQgghcrgUL7u31EME0HO58SfeBoZ8DRiTouyS7oSoZ8+eJCQkMGrUKKKioujatSuFChVizpw5dO7cOTPaKIQQQoiXleZZJpWd8xI911pmffv2pW/fvjx48ACDwfBKzk8khBBCZBZbbJnEJPX3pOWJ5xVKa+mOpPFOOKllevQc5CB1qWvV0h35ihcn1sEBGxsby0t3jB8P+/dD3brGpTvGjoV5bhAOhbwLUL16dRx0DnT7txtx+jh8fHxwdnBl2tMqsrOHSKMoOWmeyJzLNA9RWFgYrq6uGVJnZGQkzs7OAERERJAnT/bOwSCEEEKkJi4ujmvXrqlLd3h4eFCunI7z5yE4GOrVS36fjz+GoCAYPNjAhAmPAHB1dSU8PByAvHndsbU1XrV+7x5kdB+LtZ/fVvcQXblyhenTp7N06VIAihQpQkREhLpdp9Nx4MABSpUq9QLNzvni9fHE6zNm1FfiejKyXiGEECIzxOvjiTfEo0Wrfm4paAEN8QkJxOuT97HoDVpAh0ExqJ9ziT/zEgzxaDRaFEVDbHw88Rm8MIS1n61WJ0Rz587F29tbvf348WMmTpyoni5bs2YNX331FQuzeyKBDJZ06Y5r/13DWe+cIXVHRT67vvDq46s4xTllSL1CCCFyNwMGruiuAFBMXwzt04vCTeUGjOeWtGjNtqdUT+L4AH0AIboQDE//3dLewtfgSwl9iRTrATAYDFz/+yIFFyzB3tmB60P7E67zJl5fFLDnTvgtbv3xF7bXbhDv50tcyWLYnb9EzOG8QH3uPw7ln+tncXR1JORJCFHRUTi5OOFq44pW2wq9Hq4+vk60fcZmRBFPItIOIh0J0e7du5k7d65ZWYcOHShatCgA/v7+9OnTJx1NzB2SLt2h1Wixt7HPkLr1Ns/+6PY29hlWrxBCiNwtiiha5m0JwNn/zmKPfbJyk8TbU6vH5Nh/x5KVpVUPQHRUNBfX7aDxuk3G2x07YF/YD63WOIjILgH867dW429cPIZvw7Y48SlQn2uXr/PHtj+o27Eu3Up1M6vbRmsAPdhq7LG3ydiEKEpj3eRGVidE165dIyAgQL3dp08fs7W9/P39uXnzZjqamDvZaG2w1aU+8Mxaieux1dlmWL1CCCFyN7OB1Dpb9balgc+Jt6dWT+J4i7Gp1AMQrzM/9aR9+nmoeXpZvU5rnlIk34/xdJqtNvk+tFoF0KDT2GKrS/cUiamy0VqX6li9V61WS2hoqHr7q6++wiPRKrf37t3D1lY+0IUQQgjxTIrzECWifZqNZOdVZlYnRGXLlmX37t0pbv/1118pV65chjRKCCGEEK8OU0KUnde9W50Q9ezZk+nTp7N169Zk2zZv3syMGTPo2bNnhjZOCCGEEDnbcy3dkXRbDughsnoMUd++fdmzZw+tWrWidOnSlCpVCo1Gw/nz57lw4QIdOnSgb9++mdlWIYQQQuRQ6V66IxHjGKJccsoMYPXq1fzwww+ULFmSCxcucP78eUqUKMGqVav46aefMquNQgghhMj1Uj4f9vRCNQy5aemOzp07y5plQgghRCaywYb+cf3V35OWJ16KwyaVj3JL8Q44qGV69BzXHaeGvkaq9QDY2Njg4FuQOFtbtDpdsqU7FJ2OiIF9sTt0hLhaNTA4OhDRvxf6/8sDUZDfMx8lypbAQetAq8utSNAnkL9AfpwcnPjJNIbIYOX5t0xgVUIUGRmZrmUl0hsvhBBCiGfssGNC7ASry9NbT3rqUOuys6NRv3c50rwBWq1WXXrKRLGxITzoE7Oy8M+mEmXvCnPAp0hBKlRPAOBr56+Nq12EgRturDX1EOX0U2bFixfn008/5fbt2ynGKIrCrl27aNasGV9//XWGNVAIIYQQuV9qfT854bJ7q3qI9u3bx/jx45k8eTKVKlWiWrVqFCxYEAcHBx4/fszZs2c5dOgQtra2jB07ln79+mV2u7NM0qU7hBBCiMxmwMAtzS0ACimFzJbuuKW5ZbYUR+LtKdWTON5H8eGO5o66dEeoJhRvxRtfxTfNpTvu/XsNl+9X45THkej3uiQJUNCFXEN75y4GH2/0voXQXbuB9oIzUJG4mFgin0Rin8eeC1EXiIiJwDGPI3m1edFqCz7dx4s8ai/GqoSoVKlSrF27lps3b7J27Vp+//13Dh48SHR0NPnz56dy5cosXryY5s2bo9Vm7AyT2S3p0h1CCCFEZoshhprONQG49OQSTjglKzdJvD21ekxOPzmdrCytegBiYmI4umwNHy5YBMDZBnXBx0cdQ6SJi6NAxdpq/N0rpylQuQ6OfAZU5MLZi+xYv5vXO79O04CmZnUX0Bpnwb57W0fZ8gkptiEzpWtQdeHChRk2bBjDhg3LrPYIIYQQIhd6kcvube2Ndw69p8vIJqXLy9WdI4QQQohc56OJD3n9zRjKlo9POziTpPuyeyGEEEIIk4yYqbrlWxF0fCsbBxAhPURCCCGEyAAvcsosJ5CESAghhBCvvGxNiBISEhg/fjwBAQE4OjpStGhRpkyZgiHJdXfnzp2jdevWuLm54eLiQs2aNbl+/ToAjx49YtCgQZQqVQonJyeKFCnC4MGDCQsLM6vj8ePHdOvWDTc3N9zc3OjWrRv//fdfVh2qEEII8YrLxnU5rJDuMUT+/v706tWLHj16UKRIkRfa+cyZM1m4cCErVqygbNmyHDt2jJ49e+Lm5saQIUMAuHLlCnXq1KF3795MnjwZNzc3zp07h4ODAwC3b9/m9u3bfPHFFwQGBnLt2jX69+/P7du3Wbdunbqvrl27cvPmTXbs2AFAv3796NatG5s3b36hYxBCCCEymg4d3eO6q78nLU+8FEfi7SnVkzjeDju1TI+eE7oTVNdXT7UeAButDXbeBUiw0aHRaMHl6UzV6tIdWiJ7vovd4aPE1ayOwd6OyPe6oF/jALHg4ZGXoqWLYquz5c0rb5KgJODh6YGTg1Oa+84KGkVJ6ayfZXPnzmX58uWcPn2ahg0b0rt3b9q1a4e9vX26d96yZUsKFCjAkiVL1LIOHTrg5OTE999/DxjXTrO1tVVvW2Pt2rW8++67REZGYmNjw7lz5wgMDOTw4cO89tprABw+fJhatWpx/vx5SpUqlWadpnmIjlw5gnte92TbtRotDjYO6u2o+KgU69KgwdHWkajIKEr4lABbOH3lNE55ks//YIo1iY6PRkkhy86sWAAnW6fnio1JiMGgpDxQLj2xjjaOaJ6OyotNiEWvpDxZZnpiHWwc0GqMnaVx+jgSDCnPgZGeWHudPTqtLt2x8fp44g0pX2lhp7PDRmuT7tgEQwJx+rgUY221ttjqbNMdqzfoidXHphhro7XBTmeX7liDYiAmISZDYnUaHfY2xvcoRVGITojOkNj0vO6f5z3ieWLlPULeIzLzPULRK9y8eRMDBuwc7XB3d6fNmwW4cNaWZT8+pE6DODXW9B4xcWwelnxrQ9+B4fQZeAMAZ2dn49IdgIe7B452xudaZrxHPHr8iPJ+5QkLC8PV1TXl+BS3pGDQoEEMGjSI06dPs3TpUgYPHswHH3xA165d6dWrF1WqVLG6rjp16rBw4UIuXrxIyZIlOX36NAcOHGD27NmAcVbMrVu3MmrUKJo0acLJkycJCAhg7NixtG3bNsV6TQdtY2M8vEOHDuHm5qYmQwA1a9bEzc2NgwcPWkyIYmNjiY199kcJDw8HoMbiGuCQLJzXA17n+3bPkrYKCyqk+EZaq3At1nV81nvFUKi4tKLF2IoFKrLtnW3q7QYrGnAz/KbF2JIeJdnbfa96u/kPzbn48KLF2MKuhfmzz5/q7Q4/deD0vdMWY/M55uPMgDPq7W4bunHo5iGLsY42jlwefFm93XdzX/aE7LEYC3Br+C3198HbB7P10tYUYy8NuqS+OY7ePZq1Z9emGPtX/7/wcPIAYHLwZFacXpFi7OHeh/F18wVg5oGZLDy+MMXYPe/toVR+4/Nl7p9z+fLwlynGbu26lUrelQBYcmIJ0/ZPSzF27dtrqe1rnNBs1ZlVjNszLsXYFW1X0KhoIwB+Pv8zw38dnmLswpYLaVWyFQDbL2+n/5b+KcZ+2eRLOpXtBMC+q/vovrF7irHTX59Oj0o9APjz1p+8vfbtFGPH1x3PgOoDADgTeoYWP7RIMXZ4zeF8VPsjAC49vMTr//d6irH9q/ZnQn3jeky3wm9Rc0nyieZMulfszqdvfArAo+hHVFhYIcXYtwPfZnbT2QBEJ0RTYm6JFGNblGjBt62+VW+nFvsi7xGvffcaj6IfWYyV94hn5D3CKDPfI9qVaAfAkXtHGHlopHFDO+NPzzPA06dB4veIOzYHYVxzFgOLVyWv9+M6HzOwxkAg894jrPHcY4gqVqzInDlzuHXrFpMmTeK7776jevXqVKxYkaVLl2JNx9Po0aPp0qULpUuXxtbWlsqVKzN06FC6dDFOBx4aGkpERAQzZsygadOm7Ny5k3bt2tG+fXuCg4Mt1vnw4UOmTp3K+++/r5bdvXsXLy+vZLFeXl7cvXvXYj1BQUHqeCM3Nzd8fX2teViEEEKITKOgEElkhtUXTjiXNJd4oHmQ9r4NCv+FPsB+x284nvkn1VhNRAQYDGhD76N9aDmZN4kiKtUexayS7lNmJvHx8WzYsIFly5axa9cuatasSe/evbl9+zbffPMNDRs25Icffki1jh9//JGRI0fy+eefU7ZsWU6dOsXQoUP58ssv6d69O7dv36ZQoUJ06dLFrK7WrVuTJ08eVq9ebVZfeHg4jRs3xt3dnU2bNmFra+yu+/TTT1mxYgUXLlwwiy9RogS9e/dmzJgxydpmqYfI19dXTpmlM1a6w3NXd7icMpNTZs8TC/Ie8Tyxqb1HRBFFRWfjmYPTEadx17mj0+qIIooSTiUgUXNPR5w2W3Ij8es+TB9GoFOg2X4PRRyilnMt4w0b1K6Rc2HnsNGnfOIoPiae36bN5cMFC0jQwqnNq3CpXpW2jQtw/h9bli6/TcceJY1t0MPDS6fxLlaRIZov+NqmP7Vq/UHD14Op/1Z9mpRo8qxiHVyKMi4bkqtOmZ04cYJly5axevVqdDod3bp146uvvqJ06dJqTOPGjalXr16adY0cOZIxY8bQuXNnAMqXL8+1a9cICgqie/fu5M+fHxsbGwIDzf+YZcqU4cCBA2ZlT548oWnTpjg7O7NhwwY1GQLw9vbm3r17yfZ///59ChQoYLFt9vb2FsdFOdo4mr1AU2JNjCreGG/NfRK/QeWG2MQfABkZa/rAyuhYO52d+mLLrlhb3bNkIyNjbbQ26ptkRsbqtDqctNY939MTq9VorX4dpSdWo9FkSiyk73WfWbE54XUv7xEZFPv0ppNtkkHHuqc/PNue0hpktjpbtZ7E8UnLwPi6T+31mTgxtzGAk84BJ1sntPo8EG+Lg9aJPBa+n2kUHcTnQWdwxA47HG0cLe4fMu89whrpToiqV6/Om2++yYIFC2jbtq1Z4mESGBioJjmpiYqKSrYYrE6nUy+7t7Ozo3r16sl6di5evIifn596Ozw8nCZNmmBvb8+mTZvUK9BMatWqRVhYGEeOHKFGjRoA/Pnnn4SFhVG7dm2EEEIIkbmsndE6u6Q7Ifr333/NkhFL8uTJw7Jly9Ksq1WrVkyfPp0iRYpQtmxZTp48yZdffkmvXr3UmJEjR9KpUyfq1atHw4YN2bFjB5s3b2bfvn2AsWeocePGREVFsXLlSsLDw9UB0J6enuh0OsqUKUPTpk3p27cvixYZV+nt168fLVu2tOoKMyGEEEJYllaik1tmqk53QpRWMpQec+fOZcKECXzwwQeEhoZSsGBB3n//fSZOnKjGtGvXjoULFxIUFMTgwYMpVaoU69evp06dOgAcP36cP/80XglRvHhxs/pDQkLw9/cHYNWqVQwePJjGjRsDxnFI33zzTYYdixBCCPFKU3JH4pOSdCdE7u7u6kC0xDQaDQ4ODhQvXpwePXrQs2fPNOtycXFh9uzZ6mX2KenVq5dZr1FiDRo0sOqKtnz58rFy5co044QQQgiRGbL/SrLUpDshmjhxItOnT6dZs2bUqFEDRVE4evQoO3bsYODAgYSEhDBgwAASEhLo27dvZrRZCCGEELnES3vK7MCBA0ybNo3+/c0nb1q0aBE7d+5k/fr1VKhQga+//loSIiGEEOI56NDxdvzb6u9Jy/Xo0aBBizbNpTuSxtthp5YZMHBSd5Jq+mpWLd1h45kfvVZrPFP0dOkOjcbY82PQaonq1B67I8eJq1ENg70dUW+1QfnFFuIhXz43/Ir5YauzpU5IHfQGPfm88uFo75g7l+5wdnbm1KlTycbrXL58mUqVKhEREcGVK1eoUKECkZEZN3lUdjMt3XHm2hnyuefLkDrVeYiAS3cuWZyHSAghhMgp4uLiuHnzJlqtFmdnZ9zd3WneoAB/n7Zj5fqHNHwz+RxCE0a6snSRM4NHhNH3w+RLd7i5uaHTZV5CZO08ROmeqTpfvnwWF0TdvHkz+fIZE4XIyEhcXFzSW7UQQgghXjLPN/1z1kv3KbMJEyYwYMAA9u7dS40aNdBoNBw5coRt27axcKFxfZddu3ZRv379DG9sdpg3bx7z5s1Dr095FlMhhBAiIykoRGOcJd0RRzRPx+GYyk0zgWvQmG1PqZ7E8Q44EEMMytN/McTgiCNOOKVYDxjXF40Of4L27AXs7G2hfDljnepdFDQRkWiio1EcHVGcHNFERqF5ogWcMej1JMQnoNFpCEsIIzIhEq2NFltsccY51X1nhXQnRH379iUwMJBvvvmGn3/+GUVRKF26NMHBweokhx999FGGNzS7DBw4kIEDB6qnzIR4WRgMBgwJKS+DIF5tOludxSuKRdaIJpoSLk+HVDy5pM5EnbjcJPH21OoxOf3kNBVdki8onlo9ADExMfz2+QI+XLAAgLM71oOnZ6KdxeFTsKR68+4V49IdjswFPuSv42f4ZdU+Xu/8OvUC6kGihSLS2ndWSFdCFB8fT79+/ZgwYUKydcSEELmDoihEPIogLtK4Vll2fysTOY+CAhrI650XnW32D3YVIiukKyGytbVlw4YNTJgwIbPaI4TIZBGPIoiPisfLywtHR0ckHxJJKQaFu3fvEvEoAlcvV+kpEhkipz+N0n3KrF27dmzcuJHhw4dnRnuEEJnIoDcQFxmHl5cX7vncs7s5IgfLnz8/t2/fxqA3oLORXiKRsld26Y7ixYszdepUDh48SNWqVcmTJ4/Z9sGDB2dY44QQGcugN44ZcnS0fjVy8WqytbVFgwbFkEsuERLZLu1nSs5+LqU7Ifruu+/Imzcvx48f5/jx42bbNBqNJERC5HAaNHKaTKRNniMig7y0PUQhISGZ0Q4hhBBCiGyT7oTIJC4ujpCQEIoVK4aNzXNXI4QQL72rV69Sqngpjhw7QsVKyS93FiIpLVpaxLdQf09anngpDm0qcyxbirfFVi0zYOAv3V9U1ldOtR4ArVaLzs0Vg0ZjHDfkZDz1bur/MWg0RLdqit3xU8RVrYzB1pbo5m+i/KoDPbjndaGQXyFstDZUu1YNPXrcPdxxsHNIc99ZId2ZTFRUFIMGDWLFihUAXLx4kaJFizJ48GAKFizImDFjMryRQgjx5utvUqFSBWZ9Ocus/JdffqFjh47EJiRfMsBapoTF09OTcxfPmc20X71qdVq3bs2ESXJ1rcg6Djjwbcy3Vpent5701KHW5eBAsxH9Odi5pbp0hxlbOx6vWmJW9PjH5UQOc4MlEFCmODUb2gOw1nmtcemOh5m/dIe10p0QjR07ltOnT7Nv3z6aNm2qljdq1IhJkya99AlRgiGBeH18htSVuJ54fXyG1StEShL0CcY5ZhTjfES5SYrtfnrzRY7HdN8nT57w5awvmThpoln9CkqG1K8oL1ZPlnp63PH6eBR9LmmzyHTx+ngSDAlo0RJvMH5umWbB1hv0Fj/HDAbD0//1xBvi1XoS/24g8yaJTTAkWBWX7oRo48aNrFmzhpo1a5rNTREYGMiVK1fSW12Ol3TpDoNieKFvooklric2IRZdQvZnyOLlptfr1Q/lXPPBnIilxCRxsgEwbco0Nm/aTN/3+zIjaAaPHj6iabOmzF84n7x586ZUMQADPhjA17O/5v3+7+Pl5WW23VS/o50ja9auoXWb1upmb09vPp/1Od3e6wbA0aNHGfTBIM6fP0/ZsmUZNWaU2kZTPVs2b2HM6DHcunmLGq/VoFu3bvTt05c7oXfUdh46dIgJ4yZw/NhxPPJ70LpNa6ZOm5rs6t7MYGprnD4OfYIsXSSM4vRxxBni0KDBNsGWWH2smhDF6+Mtfj4mGIzPHz164hKME8LG6mPNftcpmff5Z1CsS7bSnRDdv3/f/I3iqcjIyJdy8q6kS3f45fVLdbXc9Ii0i1R/93f3z5I3OfFqi4mJ4cbjG9ja2GJnY2e2LZLIFO4FOnQ44GBVrBYtjjimGZuH9D3ftRotOo0uWbttdMa3MVO5TqvjypUrbFi/gU2bNhEeHk7fPn0ZPnQ4K1eutFi3rY0tAO+88w579+xl5qczmfvNXMB49axOa75fG51NsnaYYiIjI+nQtgMNX2/I9yu/JyQkhGFDh6n7sbOx4+rVq3Tt3JXBgwfTu09vTp48yaiRo9TjsLOx48yZM7Ru0ZopU6awZMkS7t+/z+BBg/lo2EcsXbo0XY/d8zDYGLDR2lDYtTAODg5p30FkqEgicdcZ5wp7rH+svl4Sl5sk3p5aPSY39TcprCucLDa1egAiIiJYNXGcunTHvb17cAsIwF5nfC142bhR0vNZvfG3b2JbsDB5WQD05+8jf7PD6Xfad29PeZ/y6dr3iwjXhVsVl+6EqHr16mzdupVBgwYBqEnQ4sWLqVWrVnqry3VsdbbY6mwzrK7MqFeIlOh1ejQaDVqNFq3GfBCjKykn+s1pzla2qre98SaKKIux9anPPvapt4tSlAc8SBanPMecJKa2J2a6bfpfo9EQExPDihUrKFzY+OY8d+5cWrRowZezvsTb2ztZvab76rQ6ZsyYQatWrRg+fDjFihWzuF9Lj5+pbPUPq9Hr9SxbugwnJyfKlyvP7Vu3GTBggBrz7aJvKVWqFF988QUAZUqX4ew/Z5k+fboaM+uLWXTt2pVhw4zJVKmSpfj666+pX78+CxcszPQkRavRotFo5L0pm9iS5PPh6e3E5Za2p1ZP4niLsanUY+l+Gq0OW50tmqevBRutTerxmpT3n9a+X4S1z990J0RBQUE0bdqUs2fPkpCQwJw5c/jnn384dOgQwcHB6W6oEEJktCJFiqjJEECtWrUwGAxcuHDBYkKUWJMmTahTpw4TJkzghx9+SPe+z507R8WKFXFyerZQZdIvixcuXKB69epmZTVq1DC7ffz4cS5fvsyqVavUMkVRMBgMhISEUKZMmXS3TYjs8NLOQ1S7dm3++OMPvvjiC4oVK8bOnTupUqUKhw4donz58mlXIITIkSKISHGbDvPz+6GEphib9PLZq1x9oXaZuLq6EhYWlqz8v//+S/M0tqkn29rT+jNmzKBWrVqMHDnSYl1JxzHFxz8bSGrN2CxFUZK1Jen9DAYD77//vsXJbosUKZLmPoTIKqanci4clmjmuSYQKl++vHrZvRDi5ZCe8/eZFZua0qVLs3379mTlR48epVSpUmZl169f5/bt2xQsWBAwDk7WarWULFnSqn3VqFGD9u3bW7xq1tPTkzt37qi3L126RFTUs9OHgYGBfP/990RHR6tLpBw+fDjZsWzbts2s7NixY2a3q1Spwj///EPx4sWtarMQOV/OzpieayYkg8HAxYsXOXDgAL///rvZjxBCZIYPPviAK1euMHDgQE6fPs3FixeZN28eS5YsSdaT4+DgQPfu3Tl9+jT79+9n8ODBdOzYMc3TZYlNnz6dPXv2cOHCBbPy119/nW+++YYTJ05w7Ngx+vfvj63tszEKXbt2RavV0rt3b86ePcu2bdvUsUIm77//PufPn2f06NFcvHiRn376ieXLlwPPerFGjx7NoUOHGDhwIKdOneLSpUts2rRJHb8pRG6RW06ZpTshOnz4MMWLF6dMmTLUq1ePBg0aqD8NGzbMjDYKIQT+/v7s37+fK1eu0LhxY6pXr87y5ctZvnw5b7/9tlls8eLFad++Pc2bN6dx48aUK1eO+fPnp2t/JUuWpFevXsTExJiVz5o1C19fX+rVq0fXrl0ZMWKE2XghZ2dnNm/ezNmzZ6lcuTLjxo1j5syZZnUEBASwbt06fv75ZypUqMCCBQsYN24cAPb2xonrKlSoQHBwMJcuXaJu3bpUrlyZCRMm4OPjk67jECKnyOkXoqf7lFn//v2pVq0aW7duxcfH56W81F4IkTNVrVqVHTt2WBU7YMAABgwYYFWsv7+/xbE/ixYtYtGiRWZlBQsW5NdffzUr+++//8xu16xZk1OnTpmVJa2/devWtG79bC6j6dOnU7iw+SXu1atXZ+fOnVYdg3i56NDRnObq70nLEy/FkXSMn6V6EsfbYaeWGTBwilNUpWqq9QDY2Nigc3XFwNOezKdfBNQxRBotNGkCJ05A1apgZweNGqHs0YEBPPLmxc/PDxuNDRVvVURv0OPp6YmDvQM6TfbPw5fuhOjSpUusW7dOzmsLIcQLmD9/PtWrV8fDw4M//viDzz//nA8//DC7myVyCAcczKa6SKs8vfWkpw61LgcHek+ZwpXevdFqtWZL3ADGBCjpF5Zdu6Av8B2Ur1SJli2NFwQccT1CeHg4RIC7rXvuXLrjtdde4/Lly5IQCSHEC7h06RLTpk3j0aNHFClShI8++oixY8dmd7OEyDQ5/YRSuhOiQYMG8dFHH3H37l3Kly9vNpgQjOe9XyZJl+4QQuRsn3zyCZ988kl2NyNNX331FV999VV2N0OIF5bWZfe55XL8dCdEHTp0AKBXr15qmWleDo1G89IlDkmX7hBCCCEyWySReGFcJiuUULOlO7zwQkFB8/TqrcTbU6oncXwIIQQQoM4WH000TjilWg8Yl+5YPmoUA58u3XE/OBj+979nATEx4JQPoqON44tCQsDPD2LmAn34PTgYjeYgHd7rQEHXgiiuCrY2tmg0mjT3nRXSnRCFhIRkRjuEEEIIkUhKy+OkVJ6eepKWpafOVM98RUc/rfBpfTEx6mX3BsVAQoJx5fl4O+NkpglYtxJ9Vkh3QuTn55cZ7RBCCCGEyDZWz0P0wQcfEBHxbGr/77//3uz2f//9R/PmzTO2dUIIIYTI0axfuiNnDyayOiFatGiR2fT0AwcOJDT02XpGsbGxyebmEEIIIcSr7aWbqTrppGLWLGAohBBCCJEbPNdaZhklISGB8ePHExAQgKOjI0WLFmXKlCkYDAazuHPnztG6dWvc3NxwcXGhZs2aXL9+Xd0eGxvLoEGDyJ8/P3ny5KF169bcvHnTrI7Hjx/TrVs33NzccHNzo1u3bslmlxVCvNr8/f2ZPXt2itsbNGjA0KFDM2RfV69eRaPRJJvRWojcJs3L7p/2EL108xBlpJkzZ7Jw4UJWrFhB2bJlOXbsGD179sTNzY0hQ4YAcOXKFerUqUPv3r2ZPHkybm5unDt3zmx6+6FDh7J582Z+/PFHPDw8+Oijj2jZsiXHjx9XZ7/s2rUrN2/eVKf979evH926dWPz5s1Zf+BCiHTr0aMHK1asUG/ny5eP6tWr89lnn710858JoUVLfeqrvyctT7wUhzaVvg1L8TbYqGUGDPzDP1SgQqr1AGi1WrROTs9GAj1dd0+l0UCdOnDmDFSoADY2UKsWHNaAAnldXSlYsCA6jY5Sd0qhV/R45PfA3tYerSZb+2eAdCZEEydOVBcxjIuLY/r06ercPInHF1nr0KFDtGnThhYtWgDGb2erV6/m2LFjasy4ceNo3rw5n332mVpWtGhR9fewsDCWLFnC999/T6NGjQBYuXIlvr6+7N69myZNmnDu3Dl27NjB4cOHee211wBYvHgxtWrV4sKFC5QqVSrdbRdCZL2mTZuybNkyAO7evcv48eNp2bKlWY+xEC8DRxzZxz6ry9NbT3rqMHFycqLPp59y+f33LS/dYW8P+/eblx08CD2B5VC1ejXatTN+fv/l+pdx6Y5wcHfPGUt3WJ2S1atXjwsXLnDy5ElOnjxJ7dq1+ffff9XbFy5coF69eunaeZ06dfjtt9+4ePEiAKdPn+bAgQPq1WoGg4GtW7dSsmRJmjRpgpeXF6+99hobN25U6zh+/Djx8fE0btxYLStYsCDlypXj4MGDgDHxcnNzU5MhMC6+6ObmpsYkFRsbS3h4uNmPECJ72dvb4+3tjbe3N5UqVWL06NHcuHGD+/fvAzB69GhKliyJk5MTRYsWZcKECcTHx5vVsWnTJqpVq4aDgwP58+enffv2Ke5v2bJluLm5sWvXLovbV65cSbVq1XBxccHb25uuXbuaXWzy+PFj3nnnHTw9PXF0dKREiRJqQmfy77//0rBhQ5ycnKhYsSKHDh163odHiBwptww5trqHaN++fRm+89GjRxMWFkbp0qXR6XTo9XqmT59Oly5dAAgNDSUiIoIZM2Ywbdo0Zs6cyY4dO2jfvj179+6lfv363L17Fzs7O9zd3c3qLlCgAHfv3gWM3yS9vLyS7d/Ly0uNSSooKIjJkydn8BELkXPFxcWluE2r1WJjY2NVrEajMVvSJ6VYOzu752jlMxEREaxatYrixYvj4eEBgIuLC8uXL6dgwYKcOXOGvn374uLiwqhRowDYunUr7du3Z9y4cXz//ffExcWxdavlRS6/+OILgoKC+PXXX6lZs6bFmLi4OKZOnUqpUqUIDQ1l2LBh9OjRg23btgEwYcIEzp49y/bt28mfPz+XL18m2jRx3VPjxo3jiy++oESJEowbN44uXbpw+fJls8dbiJzM+svuc7ZsfcWtWbOGlStX8sMPP1C2bFlOnTrF0KFDKViwIN27d1cHV7dp04Zhw4YBUKlSJQ4ePMjChQupX79+inWblhIx0VgYzZU0JrGxY8cyfPhw9XZ4eDi+vr7PdZxC5AZBQUEpbitRogRdu3ZVb3/xxRfJel5M/Pz86NGjh3p7zpw5Fk+pT5o0Kd1t3LJlC87OzgBERkbi4+PDli1b0GqNnd3jx49XY/39/fnoo49Ys2aNmhBNnz6dzp07m33ZqVixYrL9jB07lhUrVrBv3z7Kly+fYnsSL2FUtGhRvv76a2rUqEFERATOzs5cv36dypUrU61aNbVNSY0YMUIdNjB58mTKli3L5cuXKV26tLUPi3gJRRKJP/4AXOWq2dId/viry25o0JhtT6mexPH/8A9lKYvy9N9jHpOPfFzj2osv3ZG/MDx6BPnywdmzUKYMPJoF9GD/78FoNEdo07UN/k7+KE4K9g726DS6VI8hq2RrQjRy5EjGjBlD586dAShfvjzXrl0jKCiI7t27kz9/fmxsbAgMDDS7X5kyZThw4AAA3t7exMXF8fjxY7NeotDQUGrXrq3G3Lt3L9n+79+/T4ECBSy2zd7eHvukA8aEENmqYcOGLHj6Zvzo0SPmz59Ps2bNOHLkCH5+fqxbt47Zs2dz+fJlIiIiSEhIwNXVVb3/qVOn6Nu3b6r7mDVrFpGRkRw7dsxsvKIlJ0+e5JNPPuHUqVM8evRI/RJ3/fp1AgMDGTBgAB06dODEiRM0btyYtm3bqu9LJokHhPv4+ADG9y9JiMQDHqSrPD31JC17yEOr60v1YrGHD83/f/RIvcosPiGBmJgYACKdIoH0L0OSmbI1IYqKilK/2ZnodDr1TcXOzo7q1atz4cIFs5iLFy+qS4hUrVoVW1tbdu3aRceOHQG4c+cOf//9tzoQu1atWoSFhXHkyBFq1KgBwJ9//klYWFiyNychXlVjx45NcVvS1+mIESNSjE3a62q6YjQj5MmTh+LFi6u3q1atipubG4sXL6Zly5Zq70+TJk1wc3Pjxx9/ZNasWWq8o6NjmvuoW7cuW7du5aeffmLMmDEpxkVGRtK4cWMaN27MypUr8fT05Pr16zRp0kQ9TdisWTOuXbvG1q1b2b17N2+88QYDBw7kiy++UOtJfHrR9NglnXpEiNxoyDhnfiGEUlxIOzgHyNaEqFWrVkyfPp0iRYpQtmxZTp48yZdffmnWDT1y5Eg6depEvXr1aNiwITt27GDz5s3qmCY3Nzd69+7NRx99hIeHB/ny5WPEiBGUL19eveqsTJkyNG3alL59+7Jo0SLAeNl9y5Yt5QozIZ5Kz5iezIpNL41Gg1arJTo6mj/++AM/Pz/GjRunbr927ZpZfIUKFfjtt9/o2bNninXWqFGDQYMG0aRJE3Q6HSNHjrQYd/78eR48eMCMGTPU0+mJr5A18fT0pEePHvTo0YO6desycuRIs4RIiNwupTFEX3/nBPhz7empv5y+dEe2JkRz585lwoQJfPDBB4SGhlKwYEHef/99Jk6cqMa0a9eOhQsXEhQUxODBgylVqhTr16+nTp06asxXX32FjY0NHTt2JDo6mjfeeIPly5ebXca3atUqBg8erF6N1rp1a7755pusO1ghxAuLjY1VL4R4/Pgx33zzDREREbRq1YqwsDCuX7/Ojz/+SPXq1dm6dSsbNmwwu/+kSZN44403KFasGJ07dyYhIYHt27erY4xMatWqxfbt22natCk2NjbqGMbEihQpgp2dHXPnzqV///78/fffTJ061Sxm4sSJVK1albJlyxIbG8uWLVsoU6ZMBj8qQuQOWm3O7vl8roTov//+48iRI4SGhibr2n3vvfesrsfFxYXZs2enOjMsGAcuJu41SsrBwYG5c+cyd+7cFGPy5cvHypUrrW6bECLn2bFjhzrOxsXFhdKlS7N27VoaNGgAwLBhw/jwww+JjY2lRYsWTJgwgU8++US9f4MGDVi7di1Tp05lxowZuLq6pjhdyP/+9z+2bt1K8+bN0el0DB482Gy7p6cny5cv5+OPP+brr7+mSpUqfPHFF7Ru3VqNsbOzY+zYsVy9ehVHR0fq1q3Ljz/+mLEPihA5UALm8wq10myieOCVbGqNdTRKOhcl27x5M++88w6RkZG4uLgku5Lr0aNHGd7InCA8PBw3NzfCwsLMBmm+iMjISPWKmYiICPLkyd4R9uLlFxMTQ0hICAEBAWazvQuRlDxXslckkTjz9POBCLOrzEzlJom3p1aPyT3uUYDkFxSlVg88u8rsw6cXNoQGB+Pxv//RsKGO/fth7fcxvNXNOE7vb8pSnr8BiMUObCHo6ensTr06UcbXvKc0rX2/CGs/v9PdQ/TRRx/Rq1cvPv30U3XWaiGEEEJkHC1aqlFN/T1puQGDejutpTuSxttgo5YZMHCRi5SmtFVLd2Bvn/LSHVoNVKkC589jKFIWzoMN8dhp9cQ7OuPj6Yleo0Gn0eEX6ocePe7u7tjb5MKlOwBu3brF4MGDJRkSQgghMokjjhzlqNXl6a0nPXWYODk50W/mTC5/8IHlpTvs7OH4cQCU00AlyO9tC3f02AK99XoeP34MwEXXi8YVIMJy4dIdJk2aNLF4JYUQQgghRGI5fYX7xNLdQ9SiRQtGjhzJ2bNnKV++vNkcGoDZgEIhhBBCvNwsXXafG5fxSHdCZJrldcqUKcm2aTQa9Hr9i7cqB5k3bx7z5s176Y5LCCFEzhVFFIEYV2k4y1mccDIrN2BA8/Rf4u0p1ZM4/hjH1DFECgp3uEMhCnGOcynWA8bJlL8bPZpBT6esuX/gADxdRxCA2FgoUgJu30bxbAxsQ3PvLmh8iLe3Z9706Rg0Glp2bElJu5Iotgp58uTBRmuT6jFklXQnRK/aDKoDBw5k4MCB6ih1IYQQIrMpKFzjmvq7pfLEZdbUY2LAkKzsOtdTrQeMn/9avf7Z0h1JOwoUBW7cMP76dL4wjSHBeNtgICwiwliPYuCxq3Es0X/8l+YxZJXsH9YthBBCiFzL4imzp2mTJgckOtZ6roQoODiYVq1aUbx4cUqUKEHr1q3Zv39/RrdNCCGEELnYS50QrVy5kkaNGuHk5MTgwYP58MMPcXR05I033uCHH37IjDYKIYQQIhdRyEWXlz2V7oRo+vTpfPbZZ6xZs4bBgwczZMgQ1qxZw4wZM5Kt4yOEECJz+Pv7p7nskRDZ5ZU4Zfbvv//SqlWrZOWtW7cmJCQkQxolhBBJ9ejRA41Gg0ajwdbWlgIFCvDmm2+ydOnSHHmxh7+/PxqNhsOHD5uVDx06VF17TYiXwcsyhijdV5n5+vry22+/Ubx4cbPy3377DV9f3wxrmBBCJNW0aVOWLVuGXq/n3r177NixgyFDhrBu3To2bdqEjc1zrVedaRwcHBg9ejTBwcHZ3RSRy2jQqJfdaxKdfjKVJ76MXpPK6SlL8Vq0apmCwlWuUpSiqdYDT5fusLV9luIknV1ao4HSpSEkBMWnKFwFjY0N6DVobG3J7+6OHtBqtHg/8kZRFFxcXbCzsTNbFzW7pLuH6KOPPmLw4MEMGDCA77//npUrV9K/f3+GDBnCiBEjMqONQggBgL29Pd7e3hQqVIgqVarw8ccf88svv7B9+3aWL1+uxl2/fp02bdrg7OyMq6srHTt25N69ewCEhYWh0+k4blpiQFHIly8f1atXV++/evVqfHx8ALh69SoajYaff/6Zhg0b4uTkRMWKFTl06FCa7X3//fc5fPgw27ZtSzGmQYMGDB061Kysbdu29OjRQ70dGhpKq1atcHR0JCAggFWrViWr5/z589SpUwcHBwcCAwPZvXs3Go2GjRs3qjG3bt2iU6dOuLu74+HhQZs2bbh69WqaxyGynhNO/PP0X+L5eUzl5zjHWc4m255SPYnj85NfLTvPeWKIsWoeICcnJ/p9/jmXL17k38uXoUQJ8wB7ezh3DmJi4McfjWWFC4PBgG1kJP0HDqRr167kc8jHNedr/K38zaGwQ/xl+Cvb5yCC50iIBgwYwI8//siZM2cYOnQoQ4YM4e+//2bNmjW8//77mdFGIURWiIxM+ScmxvrY6GjrYjPI66+/TsWKFfn5558BY4LTtm1bHj16RHBwMLt27eLKlSt06tQJADc3NypVqsS+ffsA+Ouvv9T/w8PDAdi3bx/169c328+4ceMYMWIEp06domTJknTp0oWEhIRU2+bv70///v0ZO3bsC53W69GjB1evXmXPnj2sW7eO+fPnExoaqm43GAy0bdsWJycn/vzzT7799lvGPV1Z3CQqKoqGDRvi7OzM77//zoEDB3B2dqZp06bExcU9d9uEMLE0U3UO6Pix2nP1L7dr14527dpldFuEENnJ2Tnlbc2bw9atz257eUFUlOXY+vXhabIBgL8/PHiQPC4D5/YvXbq0mtjs3r2bv/76i5CQEPU0/vfff0/ZsmU5evQo1atXp0GDBuzbt4+PPvqIffv28cYbb/Dvv/9y4MABmjdvzr59+xg2bJjZPkaMGEGLFi0AmDx5MmXLluXy5cuULl061baNHz+eZcuWsWrVKrp165buY7t48SLbt2/n8OHDvPbaawAsWbKEMmXKqDE7d+7kypUr7Nu3D29vb8B4Acybb76pxvz4449otVq+++479fTEsmXLyJs3L/v27aNx48bpbpsQYDnpyY0JUbp7iIoWLcrDhw+Tlf/3338ULVo0QxqVk8ybN4/AwECz7nQhRM6iKIr6IX/u3Dl8fX3NxjQGBgaSN29ezp07BxhPU+3fvx+DwUBwcDANGjSgQYMGBAcHc/fuXS5evJish6hChQrq76bTaYl7aVLi6enJiBEjmDhx4nP1xJw7dw4bGxuqVaumlpUuXZq8efOqty9cuICvr6+aDAHUqFHDrJ7jx49z+fJlXFxccHZ2xtnZmXz58hETE8OVK1fS3S6RuaKIouzTf1FEJSsvQxkCCUy2PaV6Esc/4IFaVprSOOBAIIGp1gPGXsZvR46keMmSFC1eHC5dMg+IjYUyZcDBAaVLVwA0N66BVkt8njwsnDePH374gUcxj/CL8KOcphy13GpRQVshzX1nhXT3EF29etXiul6xsbHcunUrQxqVk8jSHeKV8XRafYuSDp5MLRHQJvmelQVjVM6dO0dAQABgnhwllri8Xr16PHnyhBMnTrB//36mTp2Kr68vn376KZUqVcLLy8usBwYwW8jaVI+1p8GGDx/O/PnzmT9/frJtWq0WJUlvWXx8vFm7E+/TkpSOOTGDwUDVqlUtjj/y9PRM9b4i6ykonOWs+rul8sRl1tRjYsCQrOwc56xauoP4+NSX7jh/3vjrtadLg8THG1sRH8+Dx8blOgyKgbv5jEt73ONemseQVaxOiDZt2qT+/uuvv5olB3q9nt9++w1/f/8MbZwQIgvlyZP9sc9hz549nDlzRj3FFRgYyPXr17lx44baS3T27FnCwsLUJMc0juibb75Bo9EQGBhIwYIFOXnyJFu2bEnWO/SinJ2dmTBhAp988kmyaUs8PT25c+eOeluv1/P333/TsGFDAMqUKUNCQgLHjh1Te30uXLjAf//9p96ndOnSXL9+nXv37lGgQAEAjh49arafKlWqsGbNGry8vHB1dc3Q4xOvNkuX3avbckCiYy2rT5m1bduWtm3botFo6N69u3q7bdu2dO7cmV27djFr1qzMbKsQ4hUXGxvL3bt3uXXrFidOnODTTz+lTZs2tGzZkvfeew+ARo0aUaFCBd555x1OnDjBkSNHeO+996hfv77ZaacGDRqwcuVK6tevj0ajwd3dncDAQNasWZMp8wT169cPNzc3Vq9ebVb++uuvs3XrVrZu3cr58+f54IMPzJKdUqVK0bRpU/r27cuff/7J8ePH6dOnD46OjmrMm2++SbFixejevTt//fUXf/zxhzqo2tRz9M4775A/f37atGnD/v37CQkJITg4mCFDhnDz5s0MP17xasuN8xBZnRAZDAYMBgNFihQhNDRUvW0wGIiNjeXChQu0bNkyM9sqhHjF7dixAx8fH/z9/WnatCl79+7l66+/5pdffkH39LSe6VJzd3d36tWrR6NGjShatChr1qwxq6thw4bo9Xqz5Kd+/fro9foM7yEC4ym3qVOnEpPkir1evXrRvXt3NWkLCAhQe4dMli1bhq+vL/Xr16d9+/b069cPLy8vdbtOp2Pjxo1ERERQvXp1+vTpw/jx4wHjXEhgvGT6999/p0iRIrRv354yZcrQq1cvoqOjpcdIZLjcmBBplKQnr4VFpjFEYWFhGfbmERkZifPTK3siIiLIk8mnFoSIiYkhJCSEgIAA9YNSvJz++OMP6tSpw+XLlylWrFi67y/PlewVSSTOPP18III85ElWbpJ4e2r1mNzjHgUokCw2tXrA+Dm1fNQoPlywAIDQ4GA8/vc/GjfWsWcPrFoaQ9dexp7L36lLfX6nFOc5TxnibG0Jetpr2alXJ8r4mo/RS2vfL8Laz29Z7V4IIV4CGzZsYNeuXVy9epXdu3fTr18//ve//z1XMiREeuSmS+tTk+6rzFauXEnPnj1p3749gwcPRlEUDh48yBtvvMHy5cvp2rVrZrRTCCFEKp48ecKoUaO4ceMG+fPnp1GjRjKuMxfToMEPP/X3pOXpWbojabwWrVqmoHCHOxSikFVLdxh0upSX7kADvr5w+zaKhzeEgsZGBwmg0Wpxc3bGoNGg1WhxD3dHURTy5MmDjc4mRyzdke5TZmXKlKFfv37JJi378ssvWbx4sTrPx8tGTpmJl4GcBhHWkueKsCQuLo5r166h1WpxcXHBw8ODJk10/PYbrFoFpj6RffugYUPjtERnn17hr9frefz00ntXV1d1Znh3d3d1DGBmyLRTZrLavRBCCCGSyu1Ld6Q7ITKtdp+UrHYvhBBCvHpSW7ojN0n3GCLTavenTp2idu3aaDQaDhw4wPLly5kzZ05mtDFbzZs3j3nz5lmcnVsIIYTIDNFEU496APzO7zjiaFZuwDhLuhat2faU6kkc/yu/0oQmGJ7+u8hFSlOaAxxIsR4wLt2xdNw4Bs6eDcD9w4fBw+NZQFwcVK1lnK26UDdgIZp/L4OuFPHOziwLCkKv0dCoVSOqGaqhR4+7uzv2WvtUjyGrpDshGjBgAN7e3syaNYuffvoJMI4rWrNmDW3atMnwBmY3WbpDCCFEVjNg4BjH1N8tlScus6YekwQSkpWd4ESq9cDTpTtiY58NvY6NNduuGAxw4oTx96frnGliogEDSnQ0d+7fB0Cv6LnmZVza4yY30zyGrCKr3QshhBDiuVk8ZZYLJ2Z8roQIjCPNTTNWJ1akSJEXbpQQQgghci8ljUv4c6J0J0SXLl2iV69eHDx40KzctNqyjLURQgghXm25sYco3VeZ9ejRA61Wy5YtWzh+/DgnTpzgxIkTnDx5khNPzx0KIURG69GjBxqNBo1Gg62tLQUKFODNN99k6dKlyXqqTRo3boxOp+Pw4cMWtx88eJDmzZvj7u6Og4MD5cuXZ9asWVZ9sbtx4wa9e/emYMGC2NnZ4efnx5AhQ3j48OELHacQuZWiJO8Vyk0JUbp7iE6dOsXx48cpXbp0ZrRHCCFS1LRpU5YtW4Zer+fevXvs2LGDIUOGsG7dOjZt2oSNzbO3tOvXr3Po0CE+/PBDlixZQs2aNc3q2rBhAx07dqRnz57s3buXvHnzsnv3bkaNGsXhw4f56aefUpw9999//6VWrVqULFmS1atXExAQwD///MPIkSPZvn07hw8fJl++fJn6WAiRU7wsY4jS3UMUGBjIgwcPMmTnCQkJjB8/noCAABwdHSlatChTpkwx+7aX+Fuh6SfpG9vdu3fp1q0b3t7e5MmThypVqrBu3TqzmMePH9OtWzfc3Nxwc3OjW7du/PfffxlyHEKIrGFvb4+3tzeFChWiSpUqfPzxx/zyyy9s376d5cuXm8UuW7aMli1bMmDAANasWUNkZKS6LTIykr59+9K6dWu+/fZbKlWqhL+/P3369GHFihWsW7dOvYrWkoEDB2JnZ8fOnTupX78+RYoUoVmzZuzevZtbt24x7ukilgD+/v58+umn9OrVCxcXF4oUKcK3336b4Y+NePnkf/rPUrnH03+WtlsTbyrLRz40aPDAI41anlGe/ljk4QEaDYqL8apsje5pmqHR4OTgoM56nicqD05RTrgb3MmvpH0MWUKxQlhYmPrz22+/KbVq1VL27t2rPHjwwGxbWFiYNdWppk2bpnh4eChbtmxRQkJClLVr1yrOzs7K7Nmz1Zju3bsrTZs2Ve7cuaP+PHz40KyeRo0aKdWrV1f+/PNP5cqVK8rUqVMVrVarnDhxQo1p2rSpUq5cOeXgwYPKwYMHlXLlyiktW7a0uq1hYWEKkO5jTE1ERITpeaVERERkWL1CpCQ6Olo5e/asEh0drZYZDAYlIiIiW34MBoPVbe/evbvSpk0bi9sqVqyoNGvWzOyY/Pz8lC1btiiKoihVq1ZVli5dqm7/+eefFUA5ePCgxfpKliyZ4r4ePnyoaDQa5dNPP7W4vW/fvoq7u7t6bH5+fkq+fPmUefPmKZcuXVKCgoIUrVarnDt3Lq1DzlaWnitCxMbGKhcvXlQuX76s3Lt3T0lISFAaN1YUUJT/+79ncdu2GcsqV35WlpCQoNy/f1+5f/++Ehsbq/6ekJCQqW229vPbqlNmefPmNes6VhSFN954I2lile5B1YcOHaJNmza0aNECMH6TWr16NceOmc+PYPpWmFo9CxYsoEaNGgCMHz+er776ihMnTlC5cmXOnTvHjh07OHz4MK+99hoAixcvplatWly4cIFSpUpZ3WYhXjZRUVHqmnpZLaPW8CtdujR//fWXenv37t1ERUXRpEkTAN59912WLFlCz549Abh48SJgnEMtpfpMMUldunQJRVFSvG+ZMmV4/Pgx9+/fx8vLC4DmzZvzwQcfADB69Gi++uor9u3bJ0MPxEvBlB5Ymp06Ny3dYVVCtHfv3kzZeZ06dVi4cCEXL16kZMmSnD59mgMHDjD76SyYJvv27cPLy4u8efNSv359pk+frr7RmOpZs2YNLVq0IG/evPz000/ExsbSoEEDwJgwubm5qckQQM2aNXFzc+PgwYMWE6LY2FhiE006ZVqETgiR85i+kJksWbKETp06qWOKunTpwsiRI5N9AVJSWF9AURTs7Oyeuy2AWXsqVKig/q7RaPD29iY0NPS56hciN8iNa5lZlRDVr18/U3Y+evRowsLCKF26NDqdDr1ez/Tp0+nSpYsa06xZM95++238/PwICQlhwoQJvP766xw/fhx7e3sA1qxZQ6dOnfDw8MDGxgYnJyc2bNhAsWLFAOMYo8QJlImXlxd379612LagoCAmT56cCUctRM7i5OREREREtu07I5w7d46AgAAAHj16xMaNG4mPj2fBggVqjF6vZ+nSpcycOZMSJUqo96tdu3ay+s6fP0+lSpUs7qt48eJoNBrOnj1L27ZtLd7X3d2d/PmfjYuwtbU1i9FoNCleGScEGJfcaEYzALaz3WzpjmY0Q48eDRq0aM22p1RP4vif+Zn2tEePHgMG/uEfKlCBX/k1zaU7lk+cyIBZs4AUlu6o+wacOYNSuB/wGZrz58CmPPFubqycMYMEoEGzBtSJr4Ne0eOR3wN7rT072JF7lu6Iiopi5MiR6htNo0aN+Prrr81e9Om1Zs0aVq5cyQ8//EDZsmU5deoUQ4cOpWDBgnTv3h2ATp06qfHlypWjWrVq+Pn5sXXrVtq3bw8YT5E9fvyY3bt3kz9/fjZu3Mjbb7/N/v37KV++PIDFq0WSfqtMbOzYsQwfPly9HR4eLovXipeSRqPJkNNW2WXPnj2cOXOGYcOGAbBq1SoKFy7Mxo0bzeJ+++03goKCmD59Ok2aNCFfvnzMmjUrWUK0adMmLl26lKyn2sTDw4M333yT+fPnM2zYMBwdn72J3717l1WrVvHee++l+N4ihDUMGAgmWP3dUnniMmvqMUkgIVnZfvZbtXSHISoqlaU7FDhwwPh72FljYWQEoEd58oTrt28DxqU7LvhcAOAyl9M8hqxidUI0adIkli9fzjvvvIODgwOrV69mwIABrF279rl3PnLkSMaMGUPnzp0BKF++PNeuXSMoKEhNiJLy8fHBz8+PS0/XSbly5QrffPMNf//9N2XLlgWgYsWK7N+/n3nz5rFw4UK8vb25d+9esrru379PgQIFLO7H3t5e7YESQuQMsbGx3L171+yy+6CgIFq2bMl7770HGE+XvfXWW5QrV87svn5+fowePZqtW7fSpk0bFi1aROfOnenXrx8ffvghrq6u/Pbbb4wcOZI+ffrQvHnzFNvxzTffULt2bZo0acK0adPMLrsvVKgQ06dPz9THQYic5JW77P7nn39myZIlfPvtt3z99dds3bqVjRs3vtDM1FFRUWi15k3Q6XSpdiU/fPiQGzdu4OPjo9YBpFpPrVq1CAsL48iRI+r2P//8k7CwMIvd5UKInGnHjh34+Pjg7+9P06ZN2bt3L19//TW//PILOp2O48ePc/r0aTp06JDsvi4uLjRu3JglS5YA8NZbb7F3716uX79O3bp1CQgIoE+fPowePZrFixen2o4SJUpw7NgxihUrRqdOnShWrBj9+vWjYcOGHDp0SOYgEuKp3JQQWd1DdOPGDerWraverlGjBjY2Nty+ffu5TyW1atWK6dOnU6RIEcqWLcvJkyf58ssv6dWrF2C8AuWTTz6hQ4cO+Pj4cPXqVT7++GPy58+vLi5bunRpihcvzvvvv88XX3yBh4cHGzduZNeuXWzZsgUwXvXRtGlT+vbty6JFiwDo168fLVu2lCvMhMglli9fnmyuoaSqVq2a4kBpMJ4OS6xu3brs2LEDgJiYGNq0acOKFSvo1asXnp6eqe7Lz8+PZcuWpdnuq1evJis7depUmvcTIjd7qXuI9Hp9sqsubGxsSEhIeO6dz507l7feeosPPviAMmXKMGLECN5//32mTp0KGHt5zpw5Q5s2bShZsiTdu3enZMmSHDp0CBcXF8A4WHHbtm14enrSqlUrKlSowP/93/+xYsUKsy7vVatWUb58eRo3bkzjxo2pUKEC33///XO3XQjxcnFwcOCXX37hvffe4/fff8/u5giR6yT+LvJSL+6qKAo9evQwG1cTExND//79zQZk/vzzz1bv3MXFhdmzZ6c4eNHR0ZFff/01zXpKlCjB+vXrU43Jly8fK1eutLptQohXj4ODA2PGjMnuZgiRq7wsY4isTogsDXJ+9913M7QxQgghhDBywvK0FE44oaCgsbIXxlK8qQyMl+antC9LkqY4ISHG/+fMt6GHoyNER6PYOUDc0yu8n97B1sZGva9tnC0KCrY2tsaYHNChZHVCZM25ciGEEEK8uDzkIZJIq8vTW0966jBxdnam3+zZXB42DK1Wqw5diYkxbj/1l459e6No0ADYALQHTa2a8IeCHTBar+fx48cARBChTnjs7u6OTqdLd3syWroXdxVC5H6pDTwWAuQ5Iqw3b96z3xs2NP7/0s5ULYR4OZhmTI6KijKbUFCIpOLi4gByxDd3kbM1bw7u7vC084dhw+Dy5ext0/OQhCgN8+bNY968eS8035IQOYVOpyNv3rzqOlpOTk4yo7JIxmAwcP/+fZycnNT14ETWiiGGDhjn01rPehxwMCtPvBRH4u0p1ZM4fhWreId31KU7TnGKqlRlAxtSrAeMF1It++QT3p85E41Gw/0jR9SlO/78E0qWNMYlvk7K7fyfYF+PhHz5WBMURDxQp1EdGsU2Qm/Q4+npiYPWgZ/5OdV9ZwV5pqdh4MCBDBw4kPDwcNzc3LK7OUK8MG9vbwBZXFSkSqvVUqRIEUmYs4kePdvYpv5uqTxxmTX1mMQRl6xsBztSrQcgISEBfXi4cayNosDTiZEBSpSA3Zuj2d1qtlpmM2ww73zVHYjD8PAhl69dA6CmUpPThU9bfQxZRRIiIV4xGo0GHx8fvLy8iI+Pz+7miBzKzs4u2QoAQqTmjYYG3uDjZwVjesNXF7KvQekkCZEQryidTifjQ4QQ4ilJ/4UQQgjxypOESAghhBCvPEmIhBBCCPHKkzFEVjJNUmaaWTMjREY+myk0PDxcLu0XQggBmM8kHU64ehWWpRmmE29PrR6TJzyxGJtaPQARERFEx8Vh+hR8EhmJbXj4s7GIkUn29eTZfuIUhZinU1pHPImAJB+lae37RZg+t9OabFSjyHSkVrl58ya+vr7Z3QwhhBBCPIcbN25QuHDhFLdLQmQlg8HAhQsXCAwM5MaNG7i6umZ3k3K08PBwfH195bGygjxW1pPHynryWFlHHifr5dbHSlEUnjx5QsGCBVOdSkJOmVlJq9VSqFAhAFxdXXPVkyE7yWNlPXmsrCePlfXksbKOPE7Wy42PlTUTK8ugaiGEEEK88iQhEkIIIcQrTxKidLC3t2fSpEnY29tnd1NyPHmsrCePlfXksbKePFbWkcfJei/7YyWDqoUQQgjxypMeIiGEEEK88iQhEkIIIcQrTxIiIYQQQrzyJCESQgghxCtPEiIhhBBCvPIkIRJCCCHEK08SIiGEEEK88iQhEkIIIcQrTxIiIYQQQrzyJCESQgghxCtPEiIhhBBCvPIkIRJCCCHEK08SIiGEEEK88iQhEkIIIcQrTxIiIYQQQrzyJCESQgghxCtPEiIhhBBCvPIkIRJCCCHEK08SIiGEEEK88iQhEkIIIcQrTxIiIYQQQrzyJCESQgghxCtPEiIhhBBCvPIkIRJCCCHEK08SIiGEEEK88iQhEkIIIcQrzya7G5BbGAwGbt++jYuLCxqNJrubI4QQQggrKIrCkydPKFiwIFptyv1AkhBZ6fbt2/j6+mZ3M4QQQgjxHG7cuEHhwoVT3C4JkZVcXFwA4wPq6uqaza0RQgghhDXCw8Px9fVVP8dTIgmRlUynyVxdXSUhEkIIIaxh0MO1gxBxD5wLgF9t0OqypSlpDXfJ8kHV8+fPJyAgAAcHB6pWrcr+/ftTjQ8ODqZq1ao4ODhQtGhRFi5cmCxm/fr1BAYGYm9vT2BgIBs2bDDbHhQURPXq1XFxccHLy4u2bdty4cKFDD0uIYQQQiRydhPMLgcrWsL63sb/Z5czludAWZoQrVmzhqFDhzJu3DhOnjxJ3bp1adasGdevX7cYHxISQvPmzalbty4nT57k448/ZvDgwaxfv16NOXToEJ06daJbt26cPn2abt260bFjR/788081Jjg4mIEDB3L48GF27dpFQkICjRs3JjIyMtOPWQghhHjlnN0EP70H4bfNy8PvGMtzYFKkURRFyaqdvfbaa1SpUoUFCxaoZWXKlKFt27YEBQUlix89ejSbNm3i3Llzaln//v05ffo0hw4dAqBTp06Eh4ezfft2NaZp06a4u7uzevVqi+24f/8+Xl5eBAcHU69ePavaHh4ejpubG2FhYXLKTAghhEiJQW/sCUqaDKk04FoQhp7JktNn1n5+Z9kYori4OI4fP86YMWPMyhs3bszBgwct3ufQoUM0btzYrKxJkyYsWbKE+Ph4bG1tOXToEMOGDUsWM3v27BTbEhYWBkC+fPlSjImNjSU2Nla9HR4enmKsiaIoJCQkoNfr04wVOYdOp8PGxkamUxBCiIxw7WAqyRCAAuG3jHEBdbOsWWnJsoTowYMH6PV6ChQoYFZeoEAB7t69a/E+d+/etRifkJDAgwcP8PHxSTEmpToVRWH48OHUqVOHcuXKpdjeoKAgJk+ebM2hAcaE786dO0RFRVl9H5FzODk54ePjg52dXXY3RQghcreIexkbl0Wy/CqzpN/CFUVJ9Zu5pfik5emp88MPP+Svv/7iwIEDqbZz7NixDB8+XL1tumzPEoPBQEhICDqdjoIFC2JnZye9DbmEoijExcVx//59QkJCKFGiRKoTdwkhhEiDc4G0Y9ITl0WyLCHKnz8/Op0uWc9NaGhosh4eE29vb4vxNjY2eHh4pBpjqc5BgwaxadMmfv/991QnZwKwt7fH3t4+zeMCY++QwWDA19cXJycnq+4jcg5HR0dsbW25du0acXFxODg4ZHeThBAi9/KrbRwjFH4HsDRM+ekYIr/aWd2yVGXZV2E7OzuqVq3Krl27zMp37dpF7dqWH5RatWoli9+5cyfVqlXD1tY21ZjEdSqKwocffsjPP//Mnj17CAgIyIhDSkZ6FnIv+dsJIUQG0eqg6cwUNj49e9J0RrbNR5SSLP0UGD58ON999x1Lly7l3LlzDBs2jOvXr9O/f3/AeJrqvffeU+P79+/PtWvXGD58OOfOnWPp0qUsWbKEESNGqDFDhgxh586dzJw5k/PnzzNz5kx2797N0KFD1ZiBAweycuVKfvjhB1xcXLh79y53794lOjo6y45dCCGEeGUEtoaO/5e83LWgsTywdda3KS1KFps3b57i5+en2NnZKVWqVFGCg4PVbd27d1fq169vFr9v3z6lcuXKip2dneLv768sWLAgWZ1r165VSpUqpdja2iqlS5dW1q9fb7YdY59dsp9ly5ZZ3e6wsDAFUMLCwpJti46OVs6ePatER0dbXZ+wTkhIiAIoJ0+eVMsOHDiglCtXTrGxsVHatGmTYll6yN9QCCEywSTXZz///q4o+oQsb0Jqn9+JZek8RLlZavMYxMTEEBISos7A/bz0BoUjIY8IfRKDl4sDNQLyodNmzuBsRVF488030el0/Prrr2bb5s+fz9ixYzlz5gxFihTJlP03aNCA4OBgwHg6NX/+/FSpUoWePXvSvn17NU6v13P//n3y58+PjY1xyNtrr71GyZIlCQoKwtnZmbx581osS4+M+hsKIYRI5BO3RL+HZUsTrJ2HSAZO5BA7/r5DnZl76LL4MEN+PEWXxYepM3MPO/6+kyn702g0LFu2jD///JNFixap5SEhIYwePZo5c+ZkWjJk0rdvX+7cucPly5fV5Vc6d+5Mv3791BidToe3t7eaDAFcuXKF119/ncKFC6uJj6UyIYQQwlqSEOUAO/6+w4CVJ7gTFmNWfjcshgErT2RaUuTr68ucOXMYMWIEISEhKIpC7969adCgAfv37ycgIABHR0dKlSrFnDlz1PudOXMGrVbLgwcPAHj8+DFarZa3335bjQkKCqJWrVqp7t/JyQlvb298fX2pWbMmM2fOZNGiRSxevJjdu3cDcPXqVTQaDadOnVJ/f/jwIb169UKj0bB8+XKLZUIIIUR6SEKUCRRFISouwaqfJzHxTNr0j8ULE01ln2w6y5OYeKvqS+8Z0O7du/PGG2/Qs2dPvvnmG/7++2++++47ChcuzE8//cTZs2eZOHEiH3/8MT/99BMA5cqVw8PDQz3l9fvvv+Ph4cHvv/+u1rtv3z7q16+f7seue/fuuLu78/PPPyfb5uvry507d3B1dWX27NncuXOHt99+O1lZp06d0r1fIYQQr7Ysn5jxVRAdrydw4q9pB1pBAe6Gx1D+k51WxZ+d0gQnu/T9Wb/99lvKlSvH/v37WbduHQUKFDCbpTsgIICDBw/y008/0bFjRzQaDfXq1WPfvn106NCBffv20b17d1asWMHZs2cpWbIkBw8eTLakijW0Wi0lS5bk6tWrybaZTp9pNBrc3Nzw9vYGIE+ePMnKhBBCiPSQHiKBl5cX/fr1o0yZMrRr1w6AhQsXUq1aNTw9PXF2dmbx4sVcv35dvU+DBg3Yt28fAMHBwTRs2JB69eoRHBzM0aNHiY6O5n//+99ztUdJY/ZyIYQQIqNJD1EmcLTVcXZKE6tij4Q8oseyo2nGLe9ZnRoBKS9Gm3jfz8PGxkYduPzTTz8xbNgwZs2aRa1atXBxceHzzz/nzz//VOMbNGjAkCFDuHz5Mn///Td169blypUrBAcH899//1G1alVcXFzS3Q69Xs+lS5eoXr36cx2HEEII8TwkIcoEGo3G6tNWdUt44uPmwN2wmJQmOMfbzYG6JTwz7RL8pPbv30/t2rX54IMP1LIrV66YxZjGEU2bNo2KFSvi6upK/fr1CQoK4vHjx881fghgxYoVPH78mA4dOrzQMQghhBDpIafMsplOq2FSq0BAndBcZbo9qVVgliVDAMWLF+fYsWP8+uuvXLx4kQkTJnD0qHkvlmkc0cqVK2nQoAEAFSpUIC4ujt9++00tS01UVBR3797l5s2b/Pnnn4wePZr+/fszYMAAGjZsmAlHJoQQQlgmCVEO0LScDwverYK3m/mEgN5uDix4twpNy/lkaXv69+9P+/bt6dSpE6+99hoPHz406y0yadiwIXq9Xk1+NBoNdevWBaBOnTpp7mfx4sX4+PhQrFgx2rVrx9mzZ1mzZg3z58/P0OMRQggh0iIzVVvpZZupWpiTmaqFECIT5KKZqmUMUQ6i02qoVcwju5shhBBCvHLklJkQQgghXnmSEAkhhBDilScJkRBCCCFeeZIQCSGEEOKVJwmREEIIIV55khAJIYQQ4pUnCZEQQgghXnmSEAkhhBDilScJkUjRJ598QqVKlbK9jtT06NGDtm3bqrcVRaFfv37ky5cPjUbDqVOnLJYJIYQQiUlClJMY9BCyH86sM/5v0Gfq7nr06IFGo0Gj0WBra0vRokUZMWIEkZGRAIwYMYLffvvNLD5x8pFZ9u3bp7ZLq9Xi5uZG5cqVGTVqFHfu3DGLnTNnDsuXL1dv79ixg+XLl7Nlyxbu3LlDuXLlLJYJIYQQicnSHTnF2U2wYzSE335W5loQms6EwNaZttumTZuybNky4uPj2b9/P3369CEyMpIFCxbg7OyMs7Nzpu07LRcuXMDV1ZXw8HBOnDjBZ599xpIlS9i3bx/ly5cHwM3Nzew+V65cwcfHh9q1a6daJoQQQiQmPUQ5wdlN8NN75skQQPgdY/nZTZm2a3t7e7y9vfH19aVr16688847bNy4ETA/3fXJJ5+wYsUKfvnlF7X3Zt++fQDcvHmTzp07ky9fPvLkyUO1atX4888/zfbz/fff4+/vj5ubG507d+bJkydpts3Lywtvb29KlixJ586d+eOPP/D09GTAgAFqTOJeqx49ejBo0CCuX7+ORqPB39/fYpkQQgiRlPQQZQZFgfgo62INetg+ClAsVQRojD1HRRuAVpd2fbZOoNFY39YkHB0diY+PT1Y+YsQIzp07R3h4OMuWLQMgX758REREUL9+fQoVKsSmTZvw9vbmxIkTGAwG9b5Xrlxh48aNbNmyhcePH9OxY0dmzJjB9OnT0922/v37M2zYMEJDQ/Hy8jLbPmfOHIoVK8a3337L0aNH0el02NnZJSsTQgghkpKEKDPER8GnBTOoMsXYczTD17rwj2+DXZ7n2tORI0f44YcfeOONN5Jtc3Z2xtHRkdjYWLy9vdXy5cuXc//+fY4ePUq+fPkAKF68uNl9DQYDy5cvx8XFBYBu3brx22+/pTshAihdujQAV69eTZYQubm54eLigk6nM2ujpTIhhBAiMUmIXnFbtmzB2dmZhIQE4uPjadOmDXPnzrX6/qdOnaJy5cpqMmSJv7+/mgwB+Pj4EBoa+lztVRRjT5rmBXrBhBBCiKQkIcoMtk7GnhprXDsIq95KO+6ddeBnxaBgWyfr9vtUw4YNWbBgAba2thQsWBBbW9t03d/R0THtJiWpU6PRmJ1SS49z584ByFggIYQQGSrLB1XPnz+fgIAAHBwcqFq1Kvv37081Pjg4mKpVq+Lg4EDRokVZuHBhspj169cTGBiIvb09gYGBbNiwwWz777//TqtWrShYsCAajUYdNJxpNBrjaStrfoq9bryajJR6PDTgWsgYZ0196ew5yZMnD8WLF8fPzy/NZMjOzg693nwqgAoVKnDq1CkePXqUrv0+j+joaL799lvq1auHp6dnpu9PCCFEIglxsH8WfFUePi8JqzpDTMSz7QY9XNkHe6bBb9Pg8h7z+/8bnOnTybyILE2I1qxZw9ChQxk3bhwnT56kbt26NGvWjOvXr1uMDwkJoXnz5tStW5eTJ0/y8ccfM3jwYNavX6/GHDp0iE6dOtGtWzdOnz5Nt27d6Nixo9lVTpGRkVSsWJFvvvkm048x3bQ646X1QPKk6OntpjOsG1Cdyfz9/fnrr7+4cOECDx48ID4+ni5duuDt7U3btm35448/+Pfff1m/fj2HDh164f2FhoZy9+5dLl26xI8//sj//vc/Hjx4wIIFCzLgaIQQQlht5wSY5gm/TYGw6xB5Dy5thxmF4NuGxquhPy8G37eB3z+H/Z/Dynbmdfxfa/i8eKZeOf0isjQh+vLLL+nduzd9+vShTJkyzJ49G19f3xQ/4BYuXEiRIkWYPXs2ZcqUoU+fPvTq1YsvvvhCjZk9ezZvvvkmY8eOpXTp0owdO5Y33niD2bNnqzHNmjVj2rRptG/fPrMP8fkEtoaO/weuPublrgWN5Zk4D1F69O3bl1KlSlGtWjU8PT35448/sLOzY+fOnXh5edG8eXPKly/PjBkzMuRqrlKlSlGwYEGqVq3KjBkzaNSoEX///TeBgYEZcDRCCCGssnMCHPw65e23T8BP3SD6cdp1RT8yxubApEijmEapZrK4uDicnJxYu3Yt7do9yxqHDBnCqVOnCA4OTnafevXqUblyZebMmaOWbdiwgY4dOxIVFYWtrS1FihRh2LBhDBs2TI356quvmD17NteuXUtWp0ajYcOGDemecTk8PBw3NzfCwsJwdXU12xYTE0NISIh6KvC5GfTGMUUR98C5gHHMUA7oGXoVZNjfUAghXiYJccaeoYzmWgiGnsmSz7jUPr8Ty7JB1Q8ePECv11OgQAGz8gIFCnD37l2L97l7967F+ISEBB48eICPj0+KMSnVaa3Y2FhiY2PV2+Hh4S9Un1W0Ogiom/n7EUIIIaxxdHHm1Bt+y9gBkIM+87J8UHXSy6UVRUn1EmpL8UnL01unNYKCgnBzc1N/fH2tnAdICCGEeFk8vpp5dUfcy7y6n0OWJUT58+dHp9Ml67kJDQ1N1sNj4u3tbTHexsYGDw+PVGNSqtNaY8eOJSwsTP25cePGC9UnhBBC5Dru/plXt/OLfU5ntCxLiOzs7KhatSq7du0yK9+1a1eKi27WqlUrWfzOnTupVq2aeol4SjEvupCnvb09rq6uZj9CCCHEK6V638yp17WQdXPrZaEsPWU2fPhwvvvuO5YuXcq5c+cYNmwY169fp3///oCxV+a9995T4/v378+1a9cYPnw4586dY+nSpSxZsoQRI0aoMUOGDGHnzp3MnDmT8+fPM3PmTHbv3s3QoUPVmIiICE6dOsWpU6cA4+X8p06dSvFyfyGEEEIANnZQe3DG15tDppNJLEtnqu7UqRMPHz5kypQp3Llzh3LlyrFt2zb8/PwAuHPnjlmSEhAQwLZt2xg2bBjz5s2jYMGCfP3113To0EGNqV27Nj/++CPjx49nwoQJFCtWjDVr1vDaa6+pMceOHaNhw4bq7eHDhwPQvXt3li9fnmHHl0UX7IlMIH87IYRIQeOpxv9TuvS+YBWoMww2D0770nvHfNBqTo6ZTiaxLLvsPrdL7bI9vV7PxYsX8fLyUsc2idzl4cOHhIaGUrJkyQyZQ0kIIV4q0Y9hpr/xd1df0McZE6EO34GDs7HcoIeQ/XDtACgYT4nd+wd2jQdHd3h7BfjXyfKeoRx32f3LTKfTkTdvXnXBUicnJ1l8NJdQFIWoqChCQ0PJmzevJENCCGHJwyvG/10KwvC/LcdodVCsgfHHxNHN+L9tHihaPzNb+MIkIcog3t7eAM+9irvIXnnz5lX/hkIIIZJ4eNn4v0ex9N3PtOB4QnTGticTSEKUQTQaDT4+Pnh5eREfH5/dzRHpYGtrKz1DQgiRGjUhKp6++9k8nfk/PiZj25MJJCHKYDqdTj5chRBCvFyeNyGydTT+nxANigI5eDhJls9ULYQQQohc5kUTIsVgHIidg0lCJIQQQoiUKcqzQdXpPmXm+Oz3+Jw9jkgSIiGEEEKk7MkdiI8CjQ7c/dJ3X50taJ6mGgk5exyRJERCCCGESJnpdJm7vzHBSQ+N5lkvUXxUhjYro0lCJIQQQoiUPe/4IRPTOKIcfqWZJERCCCGESJlp/FD+Es93/8RXmuVgkhAJIYQQImXPOymjSS6Zi0gSIiGEEEKk7MEl4//PfcrMlBBJD5EQQgghciN9PDy+avz9uROi3LF8hyREQgghhLDs8TVQ9MakxsXn+eqQU2ZCCCGEyNUSjx963mU3bOWyeyGEEELkZi96yT0kuspMeoiEEEIIkRtlREKkTswoY4iEEEIIkRtlSA/R0zFE0kMkhBBCiFzpeRd1TUyW7hBCCCFErhUbAU9uG39/3kkZQZbuEEIIIUQu9uhf4/9O+cHR/fnrUU+ZyRgiIYQQQuQ2D19whmoTG+khEkIIIURulRHjhyDR0h0yhkgIIYQQuc2LLupqoi7dIT1EQgghhMhtMuKSe5ClO4QQQgiRSylKxiVEsnSHEEIIIXKlqIcQEwZoIF/Ai9VlkzsmZrTJ6h3Onz+fzz//nDt37lC2bFlmz55N3bp1U4wPDg5m+PDh/PPPPxQsWJBRo0bRv39/s5j169czYcIErly5QrFixZg+fTrt2rV7of0KIYQQ2UVvUDgS8ojQJzF4uThQIyAfOq1GLb8bFs2jyDjyOdvj7fpse0r1JI73crYHDYSGx/AgIpb/ouPRoKFWMQ9qFvUw1mPqHXLzVXt44hIMLN5/mdVHbhCbYKBiITdmd66Cs4ONuq/DVx5y6N8HgIbXAvJhMCicPHiTocDD/8IIPn4TT2d7zt97wrVHkWiAyr7u+OR1TPEYskqWJkRr1qxh6NChzJ8/n//9738sWrSIZs2acfbsWYoUKZIsPiQkhObNm9O3b19W/n97dx8VVbX3Afw7CAwgMAIKA4pAViiC74VQ96r5hkXmNRWvrzyaSypfKC0fva0FXleSdrNSu5ZlauqV7Bo9VKSg+ZqgiU6KokbiS8qEKQygyOt+/hjnyAADAwPj4Hw/a53FzD6/s88+e7Hk5z777LN1K3766Se88sor6NSpE1588UUAQHp6OqKiorBs2TL87W9/Q1JSEiZMmIDDhw8jNDS0WeclIiJ6UHZl5WHpt2eRp7k/ouKtcMDo3t5I/iVPr7zm/rjngxAR7N1gPQ1Zuy8HHZzs8M7YEERU6E+oTkg5i08O5urF7zl3A8Hxu9GriyteGfwo/vfr0yi8U1GjPu3PnrIixMqBirI7eP2rX+qcd0vGFYPXYE4yIYQw18lCQ0PRr18/rFu3Tirr0aMHxowZg4SEhDrxixYtQnJyMrKzs6WymJgY/PLLL0hPTwcAREVFoaioCD/88IMUExERATc3N2zfvr1Z561PUVERFAoFNBoNXF1dm3bhRERERtiVlYeXt55Ac/4wywCsm9IPEcHeJtUDAD/23odHzn8KPDELCbIZdZKhpugmu4a98jegEU7oXfZZg7E1r6GlGPv322xziMrLy5GZmYkRI0bolY8YMQJHjhyp95j09PQ68SNHjsTx48dRUVHRYIyuzuacl4iIyNyqqgWWfnu22UkMAMQnn0XhnXLEJZ8xqZ7LF04BAO64+puUDAFAqZADABxQ0Uik1tJvz6Kq2mxjNRKzJUR//vknqqqq4OXlpVfu5eUFtVpd7zFqtbre+MrKSvz5558NxujqbM55AaCsrAxFRUV6GxERUWs5lnvL6Ntb9REA1EV30eefafijqMyktnhXad9hFvOD6X/77sIeACCXVUCG6gZjBYA8zV0cy71l8nmbyuxPmclk+hOmhBB1yhqLr11uTJ1NPW9CQgIUCoW0+fr6GowlIiIyVX6xZTyFZYNqBMi0AwYXhem3rnQJEQA4oNyoYx5EX5gtIerYsSPatWtXZ1QmPz+/zuiNjlKprDfe1tYWHh4eDcbo6mzOeQFg8eLF0Gg00nb16lXjLpSIiKgZPF0cWqSeRRGBJh3vI7sJuawC1TZ2mDIi3OT2NCchaqm+aAqzJUT29vbo378/0tLS9MrT0tIQHl5/h4eFhdWJT01NxYABA2BnZ9dgjK7O5pwXAORyOVxdXfU2IiKi1vJkgDu8FQ5o7oPnMmif1Jr59CPwVjQ/oQiQ5Wnr8+iGGX95rNn16FTDBmVC+1B7Y/OIdNfwZIC7yedtKrPeMnv99dfx2Wef4fPPP0d2djZee+01XLlyRVpXaPHixZg2bZoUHxMTg8uXL+P1119HdnY2Pv/8c2zYsAELFy6UYubPn4/U1FSsWLEC586dw4oVK7Bnzx7ExsYafV4iIqIHrZ2NDHHPBwFAs5OiuOeDYG9rg7jng5pdx/2E6FHY29pg9l9NXJgRQNm9USIHWeMjRHHPBz2Q9YjMmhBFRUXhgw8+wD//+U/06dMHBw8eREpKCvz8/AAAeXl5uHLlihQfEBCAlJQU7N+/H3369MGyZcuwevVqaQ0iAAgPD0diYiI2btyIXr16YdOmTfjyyy+lNYiMOS8REZEliAj2xrop/aCsNcLjrXDA7L8GGBz58VY46D2urqunqSNFbk52mNmjSvvl3hpEi58NajAp6tXFFR9P6YcOTnYGY3S3zRxheLJ37WswN7OuQ9SWcR0iIiIylwe6UvW2F4Hf9gKj1wD97t+1ae5K1Umqa/hHzkR0qlRj/1Pb0K5rqFlXqjb27zcTIiMxISIiIqvwQS+g8DLwPz8AfqZPqgYAfDQQuJENTEsGHhnUMnUayeIWZiQiIiILV1kGFN6bumLqW+5rsrP8F7wyISIiIiKtW7kABCB3Bdp3arl6bbUviEXFnZars4UxISIiIiIt3VvuPR4FGli8uMnsdAkRR4iIiIjI0tVMiFqSLiGqLG3ZelsQEyIiIiLSuvmr9mdLJ0S29+YQVTAhIiIiIkt38zftz3trELUYOyZERERE1Fa02i0zJ+1PPmVGREREFq20ELh9Q/u5pUeIeMuMiIiI2oRb926XOSsBuUvL1i09ZcaEiIiIiCyZNH+ohW+XAfdHiHjLjIiIiCyaNH+ohW+XAffnEHGEiIiIiCxaa02oBvjqDiIiImojWjMh4qs7iIiIyOIJcX8OUcfHWr5+aR0ijhARERGRpSpWA+UlgKwd0MGv5euX1iHiHCIiIiKyVLrbZW5+gK19y9fPdYiIiIjI4rXm/CGAb7snIiKiNsBcCRFvmREREZHFaq2XuurYclI1ERERWTqz3TLjY/dERERkiaoqgYJc7efWSoh0I0SiCqiqaJ1zmIgJERERkTUrvAxUV2oXT3TxaZ1z6B67Byz2STMmRERERNas5vwhm1ZKC2zlAGTaz0yIiIiIyOK09vwhAJDJarzxngkRERERWRpzJESAxb++gwkRERGRNbv5q/ZnqydElv36DtsH3QAiIiKqpboKuHwEKPkDcPYC/MIBm3b3y4vzgNs3gPadABfv+/sN1VNfPADkHgKundB+vlukja+vnpa4HiG0ny/9pN10T7Z1fgJQdDZ8DWYiE0LXwtZVUFCAefPmITk5GQAwevRorFmzBh06dDB4jBACS5cuxfr161FQUIDQ0FB89NFH6NmzpxRTVlaGhQsXYvv27SgtLcXQoUPx73//G126dJFi3n77bXz//fdQqVSwt7dHYWFhk9tfVFQEhUIBjUYDV1fXJh9PRERklLPJwK5FQNH1+2WuPkDwOCDrv/rlNfdHrACCRjdcj46jm/bx9/KSWuXuwPMf6tdjqobaUVN919ACjP37bbZbZpMmTYJKpcKuXbuwa9cuqFQqTJ06tcFjVq5ciVWrVmHt2rX4+eefoVQqMXz4cBQXF0sxsbGxSEpKQmJiIg4fPoySkhJERkaiqqpKiikvL8f48ePx8ssvt9r1ERERmexsMrBjWt3koeg6cGS14aSi6Lr2uLPJDdejU1pQNxkCgNJbwI6p9+sxVWPtqKn2NZiZWUaIsrOzERQUhIyMDISGhgIAMjIyEBYWhnPnziEwMLDOMUII+Pj4IDY2FosWLQKgHQ3y8vLCihUrMHv2bGg0GnTq1AlbtmxBVFQUAOD69evw9fVFSkoKRo4cqVfnpk2bEBsbyxEiIiKyPNVVwAfBxiUPhjh7AdOSgS9Ga2+3NZdrZyD2tGm3sJp1PTLtSJGp567BokaI0tPToVAopGQIAAYOHAiFQoEjR47Ue0xubi7UajVGjBghlcnlcgwaNEg6JjMzExUVFXoxPj4+CA4ONlivscrKylBUVKS3ERERtZrLR0xLhgBtEvTvUNOSIQAouqZtjymadT2iZc7dDGZJiNRqNTw9PeuUe3p6Qq1WGzwGALy8vPTKvby8pH1qtRr29vZwc3MzGNNcCQkJUCgU0ubr62tSfURERA0yNYnRkdm1TD2mtseU41uqL5rApIQoPj4eMpmswe348eMAAJlMVud4IUS95TXV3m/MMcbENGbx4sXQaDTSdvXqVZPqIyIiapCzV+MxxhixtGXqMbU9phzfUn3RBCY9dj9nzhxMnDixwRh/f3+cOnUKf/xRN9u7ceNGnREgHaVSCUA7CuTt7S2V5+fnS8colUqUl5ejoKBAb5QoPz8f4eHhTb6emuRyOeRyuUl1EBERGc0vXDt/pigPQHOm996bf/PELCB9rWm331w73380v7madT33rsHUczeDSSNEHTt2RPfu3RvcHBwcEBYWBo1Gg2PHjknHHj16FBqNxmDiEhAQAKVSibS0NKmsvLwcBw4ckI7p378/7Ozs9GLy8vKQlZVlckJERERkVjbttI+dA5De+9VUEe8Atvb36jHhTknEO6ZPam7u9bTEuZvBLHOIevTogYiICMyaNQsZGRnIyMjArFmzEBkZqfeEWffu3ZGUlARAe6ssNjYWy5cvR1JSErKyshAdHQ0nJydMmjQJAKBQKDBz5kwsWLAAe/fuxcmTJzFlyhSEhIRg2LBhUr1XrlyBSqXClStXUFVVBZVKBZVKhZKSeh45JCIielCCRgMTvgBcvfXLXTsD4fO0oyf1ce2sPU63ho9Uj4F4R3fA3rn+8glbWm4tIEPXU5/a12BmZluY8datW3UWZly7dq3ewowymQwbN25EdHQ0gPsLM37yySd6CzMGBwdLx9y9exdvvPEG/vOf/+gtzFhzEnR0dDQ2b95cp0379u3D4MGDjWo/H7snIiKzaY2VqrO/B7K/AXwHAv+Tot2/vAtQeQcYMBMIegHwf7r1VqrWXY+DG3Aj22wrVRv799tsCVFbx4SIiIjatLP/p134sGsYMGMXUF0N/NMdgAAWXABczD+R2Rwsah0iIiIiesCcPLQ/b/+p/VleAmmyswP/o8+EiIiIyBroEqI7N7U/y+4tOGxjB9g6PJg2WRAmRERERNZAlxCVFmjn9Ny9lxA5uAImrt33MGBCREREZA0cdev1CaC08P4IkZy3ywAmRERERNahnR3goNB+vnNTf4SImBARERFZjZrziDhCpIcJERERkbWomRDd1Wg/60aNrBwTIiIiImtR3wgREyIAJr7clYiIiNoQvYSoWPuZt8wAMCEiIiKyHk7u2p93bgKVd7WfOakaABMiIiIi6yGNEN0Cqiu0nzlCBIAJERERkfWovVo1wBGie5gQERERWYuaCVE7O+1njhABYEJERERkPWomRHZO2s8cIQLAhIiIiMh61JxD5FCp/SznY/cAEyIiIiLroUuIyjT3J1VzhAgAF2YkIiKyHg4dANm9P/0Vd7Q/OYcIABMiIiIi62FjAzi665dxhAgAEyIiIiLrorttBgA2doCtw4NriwVhQkRERGRNaiZEDq6ATPbg2mJBmBARERFZE6cat8w4f0jChIiIiMia1B4hIgBMiIiIiKxLzYSII0QSJkRERETWRG+EiIsy6jAhIiIisiYcIaoXEyIiIiJrwjlE9WJCREREZE0cOtz/XFoIVFc9qJZYFLMlRAUFBZg6dSoUCgUUCgWmTp2KwsLCBo8RQiA+Ph4+Pj5wdHTE4MGDcebMGb2YsrIyzJ07Fx07dkT79u0xevRo/P7779L+S5cuYebMmQgICICjoyO6deuGuLg4lJeXt8ZlEhERWa6zycCOKfe/n0oEPgjWlls5syVEkyZNgkqlwq5du7Br1y6oVCpMnTq1wWNWrlyJVatWYe3atfj555+hVCoxfPhwFBcXSzGxsbFISkpCYmIiDh8+jJKSEkRGRqKqSpvxnjt3DtXV1fjkk09w5swZvP/++/j444+xZMmSVr1eIiIii3I2GdgxDSj5Q7+8KE9bbuVJkUwIIVr7JNnZ2QgKCkJGRgZCQ0MBABkZGQgLC8O5c+cQGBhY5xghBHx8fBAbG4tFixYB0I4GeXl5YcWKFZg9ezY0Gg06deqELVu2ICoqCgBw/fp1+Pr6IiUlBSNHjqy3Pe+++y7WrVuHixcvGn0NRUVFUCgU0Gg0cHXlPVciImpDqqu0I0FF1w0EyABXHyD2NGDTzqxNa23G/v02ywhReno6FAqFlAwBwMCBA6FQKHDkyJF6j8nNzYVarcaIESOkMrlcjkGDBknHZGZmoqKiQi/Gx8cHwcHBBusFAI1GA3d3d4P7AW3yVVRUpLcRERG1SZePNJAMAYAAiq5p46yUWRIitVoNT0/POuWenp5Qq9UGjwEALy8vvXIvLy9pn1qthr29Pdzc3AzG1Pbbb79hzZo1iImJabDNCQkJ0nwnhUIBX1/fBuOJiIgsVu3bZKbGPYRMSoji4+Mhk8ka3I4fPw4AkNXz8jghRL3lNdXeb8wxhmKuX7+OiIgIjB8/Hi+99FKDdSxevBgajUbarl692mA8ERGRxXL2ajymKXEPIVtTDp4zZw4mTpzYYIy/vz9OnTqFP/6om3XeuHGjzgiQjlKpBKAdBfL29pbK8/PzpWOUSiXKy8tRUFCgN0qUn5+P8PBwvfquX7+OIUOGICwsDOvXr2/02uRyOeRyeaNxREREFs8vXDtHqCgPQH1Th+/NIfILr2efdTBphKhjx47o3r17g5uDgwPCwsKg0Whw7Ngx6dijR49Co9HUSVx0AgICoFQqkZaWJpWVl5fjwIED0jH9+/eHnZ2dXkxeXh6ysrL06r127RoGDx6Mfv36YePGjbCx4fJLRERkRWzaAREr7n2pfQfl3veIdx66CdVNYZbMoEePHoiIiMCsWbOQkZGBjIwMzJo1C5GRkXpPmHXv3h1JSUkAtLfKYmNjsXz5ciQlJSErKwvR0dFwcnLCpEmTAAAKhQIzZ87EggULsHfvXpw8eRJTpkxBSEgIhg0bBkA7MjR48GD4+vriX//6F27cuAG1Wm1wjhEREdFDKWg0MOELwNVbv9zVR1seNPrBtMtCmHTLrCm2bduGefPmSU+EjR49GmvXrtWLOX/+PDQajfT9zTffRGlpKV555RUUFBQgNDQUqampcHFxkWLef/992NraYsKECSgtLcXQoUOxadMmtGunzXJTU1ORk5ODnJwcdOnSRe98ZlhxgIiIyHIEjQa6P6d9mqzkD+2cIb9wqx4Z0jHLOkQPA65DRERE1PYY+/fbbCNEbZ0ub+R6RERERG2H7u92Y+M/TIiMpHtdCNcjIiIianuKi4uhUCgM7uctMyNVV1fj/PnzCAoKwtWrV3nbrBFFRUXw9fVlXxmBfWU89pXx2FfGYT8Zr632lRACxcXF8PHxafApc44QGcnGxgadO3cGALi6urapX4YHiX1lPPaV8dhXxmNfGYf9ZLy22FcNjQzpcEEeIiIisnpMiIiIiMjqMSFqArlcjri4OL7SwwjsK+Oxr4zHvjIe+8o47CfjPex9xUnVREREZPU4QkRERERWjwkRERERWT0mRERERGT1mBARERGR1bO6hOjgwYN4/vnn4ePjA5lMhm+++UZvvxAC8fHx8PHxgaOjIwYPHowzZ87oxZSVlWHu3Lno2LEj2rdvj9GjR+P333/XiykoKMDUqVOhUCigUCgwdepUFBYWtvLVtZyEhAQ88cQTcHFxgaenJ8aMGYPz58/rxbCvtNatW4devXpJi5WFhYXhhx9+kPaznwxLSEiATCZDbGysVMb+0oqPj4dMJtPblEqltJ/9pO/atWuYMmUKPDw84OTkhD59+iAzM1Paz/4C/P396/xOyWQyvPrqqwDYRxBWJiUlRfzjH/8QO3fuFABEUlKS3v533nlHuLi4iJ07d4rTp0+LqKgo4e3tLYqKiqSYmJgY0blzZ5GWliZOnDghhgwZInr37i0qKyulmIiICBEcHCyOHDkijhw5IoKDg0VkZKS5LtNkI0eOFBs3bhRZWVlCpVKJ5557TnTt2lWUlJRIMewrreTkZPH999+L8+fPi/Pnz4slS5YIOzs7kZWVJYRgPxly7Ngx4e/vL3r16iXmz58vlbO/tOLi4kTPnj1FXl6etOXn50v72U/33bp1S/j5+Yno6Ghx9OhRkZubK/bs2SNycnKkGPaXEPn5+Xq/T2lpaQKA2LdvnxCCfWR1CVFNtROi6upqoVQqxTvvvCOV3b17VygUCvHxxx8LIYQoLCwUdnZ2IjExUYq5du2asLGxEbt27RJCCHH27FkBQGRkZEgx6enpAoA4d+5cK19V68jPzxcAxIEDB4QQ7KvGuLm5ic8++4z9ZEBxcbF47LHHRFpamhg0aJCUELG/7ouLixO9e/eudx/7Sd+iRYvE008/bXA/+6t+8+fPF926dRPV1dXsIyGE1d0ya0hubi7UajVGjBghlcnlcgwaNAhHjhwBAGRmZqKiokIvxsfHB8HBwVJMeno6FAoFQkNDpZiBAwdCoVBIMW2NRqMBALi7uwNgXxlSVVWFxMRE3L59G2FhYewnA1599VU899xzGDZsmF45+0vfr7/+Ch8fHwQEBGDixIm4ePEiAPZTbcnJyRgwYADGjx8PT09P9O3bF59++qm0n/1VV3l5ObZu3YoZM2ZAJpOxj2CFc4gaolarAQBeXl565V5eXtI+tVoNe3t7uLm5NRjj6elZp35PT08ppi0RQuD111/H008/jeDgYADsq9pOnz4NZ2dnyOVyxMTEICkpCUFBQeyneiQmJuLEiRNISEios4/9dV9oaCi++OIL7N69G59++inUajXCw8Nx8+ZN9lMtFy9exLp16/DYY49h9+7diImJwbx58/DFF18A4O9Vfb755hsUFhYiOjoaAPsI4Nvu6yWTyfS+CyHqlNVWO6a+eGPqsURz5szBqVOncPjw4Tr72FdagYGBUKlUKCwsxM6dOzF9+nQcOHBA2s9+0rp69Srmz5+P1NRUODg4GIxjfwGjRo2SPoeEhCAsLAzdunXD5s2bMXDgQADsJ53q6moMGDAAy5cvBwD07dsXZ86cwbp16zBt2jQpjv1134YNGzBq1Cj4+PjolVtzH3GEqAbdExy1s9j8/Hwpa1YqlSgvL0dBQUGDMX/88Ued+m/cuFEn+7Z0c+fORXJyMvbt24cuXbpI5ewrffb29nj00UcxYMAAJCQkoHfv3vjwww/ZT7VkZmYiPz8f/fv3h62tLWxtbXHgwAGsXr0atra20rWwv+pq3749QkJC8Ouvv/L3qhZvb28EBQXplfXo0QNXrlwBwH+vart8+TL27NmDl156SSpjHzEh0hMQEAClUom0tDSprLy8HAcOHEB4eDgAoH///rCzs9OLycvLQ1ZWlhQTFhYGjUaDY8eOSTFHjx6FRqORYiydEAJz5szB119/jR9//BEBAQF6+9lXDRNCoKysjP1Uy9ChQ3H69GmoVCppGzBgACZPngyVSoVHHnmE/WVAWVkZsrOz4e3tzd+rWp566qk6y4JcuHABfn5+APjvVW0bN26Ep6cnnnvuOamMfQTre+y+uLhYnDx5Upw8eVIAEKtWrRInT54Uly9fFkJoHztUKBTi66+/FqdPnxZ///vf633ssEuXLmLPnj3ixIkT4plnnqn3scNevXqJ9PR0kZ6eLkJCQtrEY4c6L7/8slAoFGL//v16j2neuXNHimFfaS1evFgcPHhQ5ObmilOnToklS5YIGxsbkZqaKoRgPzWm5lNmQrC/dBYsWCD2798vLl68KDIyMkRkZKRwcXERly5dEkKwn2o6duyYsLW1FW+//bb49ddfxbZt24STk5PYunWrFMP+0qqqqhJdu3YVixYtqrPP2vvI6hKiffv2CQB1tunTpwshtI9nxsXFCaVSKeRyufjrX/8qTp8+rVdHaWmpmDNnjnB3dxeOjo4iMjJSXLlyRS/m5s2bYvLkycLFxUW4uLiIyZMni4KCAjNdpenq6yMAYuPGjVIM+0prxowZws/PT9jb24tOnTqJoUOHSsmQEOynxtROiNhfWro1YOzs7ISPj48YO3asOHPmjLSf/aTv22+/FcHBwUIul4vu3buL9evX6+1nf2nt3r1bABDnz5+vs8/a+0gmhBAPZGiKiIiIyEJwDhERERFZPSZEREREZPWYEBEREZHVY0JEREREVo8JEREREVk9JkRERERk9ZgQERERkdVjQkRErSI+Ph59+vR50M1o08rLy/Hoo4/ip59+ajS2rKwMXbt2RWZmphlaRvTwYUJERE0mk8ka3KKjo7Fw4ULs3bv3gbRv586dCA0NhUKhgIuLC3r27IkFCxZI+9tKsrZ+/Xr4+fnhqaeeajRWLpdj4cKFWLRokRlaRvTwYUJERE2Wl5cnbR988AFcXV31yj788EM4OzvDw8PD7G3bs2cPJk6ciHHjxuHYsWPIzMzE22+/jfLycrO3xVRr1qzReyN5YyZPnoxDhw4hOzu7FVtF9HBiQkRETaZUKqVNoVBAJpPVKas9ChMdHY0xY8Zg+fLl8PLyQocOHbB06VJUVlbijTfegLu7O7p06YLPP/9c71zXrl1DVFQU3Nzc4OHhgRdeeAGXLl0y2LbvvvsOTz/9NN544w0EBgbi8ccfx5gxY7BmzRoAwKZNm7B06VL88ssv0ojWpk2bAACrVq1CSEgI2rdvD19fX7zyyisoKSmR6t60aRM6dOiA7777DoGBgXBycsK4ceNw+/ZtbN68Gf7+/nBzc8PcuXNRVVUlHefv749ly5Zh0qRJcHZ2ho+Pj9QeQ06cOIGcnBy9N5KXl5djzpw58Pb2hoODA/z9/ZGQkCDt9/DwQHh4OLZv395g3URUFxMiIjKbH3/8EdevX8fBgwexatUqxMfHIzIyEm5ubjh69ChiYmIQExODq1evAgDu3LmDIUOGwNnZGQcPHsThw4fh7OyMiIgIgyM+SqUSZ86cQVZWVr37o6KisGDBAvTs2VMa0YqKigIA2NjYYPXq1cjKysLmzZvx448/4s0339Q7/s6dO1i9ejUSExOxa9cu7N+/H2PHjkVKSgpSUlKwZcsWrF+/Hv/973/1jnv33XfRq1cvnDhxAosXL8Zrr72GtLQ0g3118OBBPP7443B1dZXKVq9ejeTkZOzYsQPnz5/H1q1b4e/vr3fck08+iUOHDhmsl4gMeNBvlyWitm3jxo1CoVDUKY+LixO9e/eWvk+fPl34+fmJqqoqqSwwMFD85S9/kb5XVlaK9u3bi+3btwshhNiwYYMIDAwU1dXVUkxZWZlwdHQUu3fvrrc9JSUl4tlnnxUAhJ+fn4iKihIbNmwQd+/eNdg2Q3bs2CE8PDz0rhWAyMnJkcpmz54tnJycRHFxsVQ2cuRIMXv2bOm7n5+fiIiI0Ks7KipKjBo1yuC558+fL5555hm9srlz54pnnnlGrz9q+/DDD4W/v3+j10ZE+jhCRERm07NnT9jY3P9nx8vLCyEhIdL3du3awcPDA/n5+QCAzMxM5OTkwMXFBc7OznB2doa7uzvu3r2L3377rd5ztG/fHt9//z1ycnLw1ltvwdnZGQsWLMCTTz6JO3fuNNi+ffv2Yfjw4ejcuTNcXFwwbdo03Lx5E7dv35ZinJyc0K1bN71r8Pf3h7Ozs16Z7hp0wsLC6nxvaK5PaWkpHBwc9Mqio6OhUqkQGBiIefPmITU1tc5xjo6OjV4nEdXFhIiIzMbOzk7vu0wmq7esuroaAFBdXY3+/ftDpVLpbRcuXMCkSZMaPFe3bt3w0ksv4bPPPsOJEydw9uxZfPnllwbjL1++jGeffRbBwcHYuXMnMjMz8dFHHwEAKioqmn0NDZHJZAb3dezYEQUFBXpl/fr1Q25uLpYtW4bS0lJMmDAB48aN04u5desWOnXq1Oi5iUif7YNuABGRIf369cOXX34JT09Pvbk0TeXv7w8nJydppMfe3l5v0jMAHD9+HJWVlXjvvfekUawdO3Y0v/G1ZGRk1PnevXt3g/F9+/bFunXrIITQS5xcXV0RFRWFqKgojBs3DhEREbh16xbc3d0BAFlZWejbt2+LtZvIWnCEiIgs1uTJk9GxY0e88MILOHToEHJzc3HgwAHMnz8fv//+e73HxMfH480338T+/fuRm5uLkydPYsaMGaioqMDw4cMBaBOk3NxcqFQq/PnnnygrK0O3bt1QWVmJNWvW4OLFi9iyZQs+/vjjFruWn376CStXrsSFCxfw0Ucf4auvvsL8+fMNxg8ZMgS3b9/GmTNnpLL3338fiYmJOHfuHC5cuICvvvoKSqUSHTp0kGIOHTqEESNGtFi7iawFEyIislhOTk44ePAgunbtirFjx6JHjx6YMWMGSktLDY4YDRo0CBcvXsS0adPQvXt3jBo1Cmq1GqmpqQgMDAQAvPjii4iIiMCQIUPQqVMnbN++HX369MGqVauwYsUKBAcHY9u2bXqPtJtqwYIFyMzMRN++fbFs2TK89957GDlypMF4Dw8PjB07Ftu2bZPKnJ2dsWLFCgwYMABPPPEELl26hJSUFGlEKz09HRqNps5tNCJqnEwIIR50I4iIHmb+/v6IjY1FbGxsk447ffo0hg0bJk0sb8z48ePRt29fLFmypJktJbJeHCEiIrJQISEhWLlyZYMLUeqUlZWhd+/eeO2111q/YUQPIU6qJiKyYNOnTzcqTi6X46233mrl1hA9vHjLjIiIiKweb5kRERGR1WNCRERERFaPCRERERFZPSZEREREZPWYEBEREZHVY0JEREREVo8JEREREVk9JkRERERk9ZgQERERkdX7f0tZJPtnZZauAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121171\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 200\n", + "Undefined 1\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121174\n", + "Full nudge sequence is 0 dddu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[4] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 1206\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121182\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 0/90 deg 181\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121185\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 4391\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121187\n", + "Full nudge sequence is 0 dd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 153\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121203\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 522\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 121205\n", + "Full nudge sequence is 0 ddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[3] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "RADIATOR:NAME\n", + "JD70-103 50um 45/135 deg 172\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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L2T9DJQYvXryATCZDgQIF0l1/r169sHv3bpw7dw6tWrXKMD9z585F06ZNoVAo4OrqCi8vL4PpihUrJrVHSI+dnR1+//13ALoqlfnz52P9+vWoXLkyxo0blyZ9yk1aJpPByckJJUuWNFu7mjel/MCm/vFNbcWKFVAqlfjkk0/SzCtUqBAuXbqUZnpsbCySkpKkkpZVq1alacdkShXGm9sCjF8Hhkp1PDw8pB+xFi1awMXFBePGjUPfvn1N+lFNrUCBAmjbti2CgoIQHx8POzs7s1ybxhjaH2tr6zTTra2tASDDKr6hQ4eiYsWK+PDDD/Hy5UsAQFxcHADg9evXiI6Olp58NMTHxwf169dP0/5xy5YtaNWqFezt7TPcp/SkVLfXrl0bHTt2RLVq1TBixAhcvnw53eV69eqFxYsX49SpUyad05Q/buRyOQoUKABfX1+Dwaybm5tJ321A12WFSqXCixcv8NNPP0mle0FBQWnS1q9fH99//z1kMhns7e1RsmRJ6Ry+ixgoURrly5eXvnxNmjSBRqPBzz//jC1btuCjjz4CANja2hpsX/Ts2bNczeubEhMT0bFjRxw5cgS//vormjVrZpb1Tps2DVOnTsXUqVMNPk5esmRJ2NnZ4cqVK2nmXblyBaVKlYKtrW2620j5UTa1gWmJEiVMvkmaQi6X663vgw8+QI0aNTBt2jT07NkzTSCWmZt0du3cuRMymQwNGzZMMy8yMhK7d+9G+/btDVYRVqpUCRs2bEBERITeX9Up5yrlUfp27drh7Nmz2cpnyrquXLmS5q//K1eupHls35DatWsDAG7cuJHpQAn47zpK+WHNzLWZ8n9iYqJeutz6Xv/555+4d++ewW5ImjRpApVKJQVQxggh9L5D0dHROHToULr9XmWFlZUVqlevnmEVYUqeANO/26b+cZMZVapUgaurKwDdd7tly5b46aef0K9fP9SqVUsvrUqlyrXvtiVgY27K0Lx58+Di4oLJkydLHf/5+Pjgxo0bejfU58+fG+yALbeklCQdPnwYW7duTVP1kFUzZszA1KlTMXHiREyZMsVgGisrK7Rr1w7btm3Dq1evpOn379/HkSNH0Llz5wy3s3r1aiiVSoNVennBxsYGP/74IxISEvK0yD04OBh79+5F9+7dDfYz9b///Q/Jycno16+fweU7dOgAmUyWppph5cqVsLOzk6pjChUqhJo1a+q9Mqto0aKoXbs21qxZo1eNd+rUKVy/ft2k6+DIkSMAgFKlSmV6+1FRUdi9ezeqVq0qBT2ZuTZTnlj9448/9Na7c+fOTOclKzZs2IAjR47ovVKqoIKCgrB79+50lw8PD8fx48f1mg/s2rULMpkMbdu2NWteExIScOrUKZPOU0pnjW82a8grMpkMP/74IxQKBSZOnJjX2cn3WKJEGXJxcZGeYFm3bh169eqFgIAALFu2DL169cKAAQPw/PlzzJs3z2yP8qYWFhaGp0+fAtA1SLx37x62bNkCAGjUqJHUnuejjz7C3r17MWHCBBQqVEiv+N3Z2Rl+fn7S56tXr+Lq1asAdNVMcXFx0jr9/PyktPPnz8fkyZPh7++PNm3apCnST33jmzZtGmrVqoW2bdti3LhxUqd+rq6uep3CffPNN7h69SqaNWuGYsWKSY259+/fj6lTp0p/9ZnL/fv3DXbF4ObmhpIlS6a7bKNGjdC6dWsEBwdj3Lhx8PX1NUueDFUjxMfHS/mMj4/HnTt3sGPHDuzevRuNGjUyWEUA6KrdvLy8jAbGFSpUQL9+/TBlyhQoFArUqlUL+/fvx08//YSZM2carD4yJOX6SOnN+ty5c1Lbt5SSVkBXJfrBBx/g448/xpAhQxAZGYlx48ahYsWKelV7U6ZMwZMnT9CwYUMULVoUL1++REhICJYvX46PP/44w4C5R48eKF68OGrWrAlXV1fcvHkT8+fPx5MnT9KUnph6bdaqVQtly5bFl19+CbVaDRcXF2zfvj3Nk3Q5xVAgkdJVQY0aNfSC1+bNm6Nhw4aoXLmy1Jh73rx5kMlkeg9EbNmyBR988AGcnJzSrNvUe0u9evXQvn17lC9fHiqVCnfv3sXSpUtx+/Ztve4V1q1bh23btqFNmzbw9vbGy5cvsXnzZmzYsAGBgYF6DczN4cmTJwa/22/e7wwpXbo0Bg4ciCVLluDYsWNpHuygVHK32ybKz9LrwC0+Pl4UL15clC5dWqjVaiGEEKtWrRLly5cXtra2ws/PT2zcuFH07t1br/PG9Do9BCCmTJmSYb4aNWokABh8HTlyRG99xl6NGjXSW2dKJ2yGXqnzlN62DX19zp07J5o1aybs7e2Fs7Oz6Nixo7h165Zemp07d4r69esLNzc3YWVlJZycnESDBg3E+vXrMzwWQpje0WDKsTf26tmzp5TWWIeTQghx5coVIZfLRZ8+faRpyEaHmR9//LEoVKiQ3rQ3j7ODg4MoUaKE+Oijj8TmzZv1OgZMLaUjx8mTJ6e7zaSkJDFlyhRRvHhxYW1tLcqUKSN++OGHTOU7M9fB/v37RZ06dYStra0oWLCg+OSTT9J0Xrpz507RvHlzUbhwYWFlZSUcHR1F7dq1xQ8//KDXWaUxs2fPFlWrVhUqlUooFArh5uYmOnXqJM6cOWMwvSnXphBC3LhxQ7Ro0UI4OzsLNzc3MWzYMLFnz5403zdjnYQa63Axq9eMsfvSyJEjhZ+fn3BychJWVlbC09NT9OrVS1y/fl1K8/r1a2Fra2u0c1BT7y2jRo0SVapUESqVSlhZWQkPDw/RqVMncfz4cb31nTx5UjRr1kx4eHgIpVIp7O3tRa1atcSSJUuMXsOpZaaT2PSux/fff19KZ6zDSSF0Heo6OjqKJk2aSNOy02Hm20omRCZbKxIRZUOVKlVgY2ODM2fO5HVW6C23adMm9OzZE0+ePDG55JDoTWyjREQ5LjExEWFhYRg3bhz++OOPHOlriehNXbp0QXJyMoMkyhaWKBFRjrt79y5KliwJT09P9OnTB1OnTs3W8BFERLmFgRIRERGREfyTjoiIiMgIBkpERERERjBQIiIiIjKCHU5mg1arxaNHj+Dk5JTlQSWJiIgodwkh8OrVK3h6emb4YAkDpWx49OiR0YFIiYiIKH978OABihUrlm4aBkrZkNIl/oMHD3Jk6A5Ll5SUhPnz5wMA+vXrl2OjT2u1WgghUKBAgeyPXh8bC6SMUP/oEeDgkP0MUt7guSRCbGwsPP/9Hjx69AgO/B4AAGJiYuDl5WVwaJs3MVDKhpTqNmdnZwZKBmg0Gnz88ceIjY2Fi4tLjgVKGo0GarUazs7O2Q+U7OyA4GDde1dXQKnMfgYpb/BcEundE52dnRkovcGUZjMMlCjHKBQKVKlSBVFRUdkPYHKLUgkEBuZ1LsgceC6JyAz41BsRERGREQyUKMdotVrcvHkTd+/ehVarzevsmEatBvbs0b3U6rzODWUHzyURmQGr3ijHqNVqbNy4EQAwZMgQKP9tI3L9uhz37xuuF3ZyAmrX1iDPhgFLTATattW9f/0asOJXxGLxXL71NBoNkpOT8zob+VpiYiK8vb2l9xbTDCKblEql2faVdw7KVT//rMQXX9imm2bhwgT06cObHxEZJoRAREQEXr58mddZyfe0Wi2CgoIAAI8fP36nBqMuUKAAPDw8st3PIQMlyhF37gD798tx/nw1AMCaNbZ4+dIaM2fqnnwrX14DGxv9ZV6+lOHuXTl+/dWKgRIRGZUSJLm7u8Pe3p4d/qZDo9EgPj4eAODj4/NOlCgJIRAXF4fIyEgAQJEiRbK1PgZKFuzpU2DQIN3/hhQoACxdChQtmqvZwuXLQN26QHy8FYD2AIBdu/6bHxiYhIULE/Hmve3vv+WoXdsBx48rEBcH2NvnXp6JyDJoNBopSCpUqFBeZyff02g00ntbW9t3IlACADs7OwBAZGQk3N3ds7XfDJQs2LZtuld6bGyAzZvNu934eODUKeDVq7TztFrg8891acqX10KrvQEA8PX1hVwuR5UqWowenZQmSAKAsmW1KFZMi4cP5Th+XIEPPtCkTURE77SUNkn2/EuKMpByjSQnJ79dgZJarcbUqVOxdu1aREREoEiRIggMDMTEiRP16lavXbuGsWPHIiwsDFqtFhUqVMCmTZtQvHhxvfUJIdC6dWuEhIRg+/bt6NixozQvKioKw4cPx86dOwEA7du3x6JFi1CgQIHc2NVs++cf3f/+/kD//vrzXr4EBg4EtmwBwsKARo0yt26tFhg+HDh6VH+6EMCtW7pAKD0lSgBHjqgRFPRfY25b2/TbJslkQPPmaqxcaY2DB60YKBGRUaxuo4yY6xrJd4HS3LlzERQUhFWrVqFChQo4d+4c+vTpA5VKhREjRgAAbt++jfr166Nfv36YNm0aVCoVrl27ZvCHeMGCBUYPVo8ePfDw4UOEhIQAAAYOHIiAgADsSl1PlI89fqz7v04d4MMP084/dw4ICgI6dAAKF9afV706sHgxYKzk+scfdS9jihYFjA2P4+4OzJ0LuLhkvA9vatZMg5Urgb17rdCggX6gVKqUFuXKWUg3A0RE9FYwW6D04MED3L17F3FxcXBzc0OFChVg82ZrXROcPHkSHTp0QJs2bQDoGp+tX78e586dk9JMmDABrVu3xrx586RpJUqUSLOuy5cv47vvvsPZs2fTNOa6du0aQkJCcOrUKbz33nsAgOXLl6Nu3bq4fv06ypYtm+m857aUQMlYO7Xp03UlSs+eAdHR+vNu3NAFUoMHI001WFISMHWq7v2kSUDDhvrzPTyAChXSLvcmjUYBf39/xMXFmfykRaNGaigUAnfvytGjh53ePGtrgT//jIWHhzBpXVliba2LIFPek+XiuaR3kI+PD0aOHImRI0canN+4cWNUrVoVCxYsyPa27t69C19fX1y8eBFVq1bN9vryq2wFSvfu3UNQUBDWr1+PBw8eQIj/fsCsra3RoEEDDBw4EB9++KHJP5T169dHUFAQbty4gTJlyuDy5cs4duyYdFK1Wi327NmDMWPGoGXLlrh48SJ8fX0xfvx4vWq1uLg4dO/eHYsXL4aHh0ea7Zw8eRIqlUoKkgCgTp06UKlUOHHihMFAKTExEYmJidLnmJgYk/Ypp0RE6P43Fii5uQF//gncvKk/PSYGGDpUV4U2apTx9fv7A9OmZRwQGaNQKFCzZs1MDWFSoAAwfXoidu7UH5frr7/keP1ahj/+kMPDIwer5JRK3cEhy8dzSflMYGAgVq1aJX0uWLAgatWqhXnz5qFy5cp5mDNKT5YDpREjRiA4OBgtWrTA9OnTUbt2bRQtWhR2dnZ48eIF/vzzTxw9ehSTJk3CtGnTEBwcjFq1amW43rFjxyI6OhrlypWDQqGARqPBrFmz0L17dwC6FuyvX7/GnDlzMHPmTMydOxchISHo3Lkzjhw5gkb/Nsb5/PPPUa9ePXTo0MHgdiIiIuDu7p5muru7OyJSIpA3zJ49G9OmTTP1EOW4jEqUAF2V25vVbgBw+jQwezbw79OTaTg5ATNmZD1Iyo5hw5IxbJh+9wABAbb49Vclbt6Uo0ULtl0iIsvk7++P4H8Ha46IiMDEiRPRtm1b3L9/P49zRsZkuecpa2tr3L59G1u2bMEnn3yCcuXKwcnJCVZWVnB3d0fTpk0xZcoU/P3335g3bx7u3btn0no3btyINWvWYN26dbhw4QJWrVqFb7/9VorCU4bC6NChAz7//HNUrVoV48aNQ9u2baVOtXbu3InDhw9nWLRoqO2SEMJom6bx48cjOjpaej148MCkfcoJGg3w5InufVa6iHB3B77/Hli71vArKEhXIpUdWq0Wd+/exT///JPtIUxKl9Ytf/NmDneWptEAoaG6l4YBmUXjuaR8yMbGBh4eHvDw8EDVqlUxduxYPHjwAE//7edl7NixKFOmDOzt7VGiRAlMmjQpTe/jO3fuRM2aNWFrawtXV1d07tzZ6PZWrlyJxo0b4/Tp0wbnr1mzBjVr1oSTkxM8PDzQo0cPqf8hQPfQU8+ePeHm5gY7OzuULl1aCvRS3LlzB02aNIG9vT2qVKmCkydPZvXw5EtZLlH65ptvTE7bunVrk9OOHj0a48aNQ7du3QAAlSpVwr179zB79mz07t0brq6usLKygp+fn95y5cuXx7FjxwAAhw8fxu3bt9M8vfbhhx+iQYMGCA0NhYeHB56kRBqpPH36FIUNFcFAd4Fnpd1VTnj2THfvl8kMlxjlB2q1GmvWrAGgP4RJVpQqlUuBUkIC0KSJ7v3r14CDQ85uj3IOz+U7Jykpyeg8uVwOq1TD2KSXViaT6d2vDKW1NkO7t9evX2Pt2rUoVaqU1CeUk5MTVq5cCU9PT1y5cgUDBgyAk5MTxowZAwDYs2cPOnfujAkTJmD16tVISkrCnj17DK7/22+/xezZs7Fo0SJUqlTJYJqkpCTMmDEDZcuWRWRkJD7//HMEBgbit99+AwBMmjQJV69exd69e+Hq6opbt25JHVimmDBhAr799luULl0aEyZMQPfu3XHr1i29423JsrUXVatWRf/+/dGzZ0+4ZOURJwMMNfxVKBRSiYS1tTVq1aqF69ev66W5ceOGNJ7NuHHj0P+N5+UrVaqE77//Hu3atQMA1K1bF9HR0Thz5gxq164NADh9+jSio6NRr149s+xLTkqpdnNzezeGsMq1EiUislizZ882Oq906dLo0aOH9Pnbb781Ok6ct7c3AgMDpc8LFy5EXFycXpopU6ZkKY+7d++Go6MjACA2NhZFihTB7t27pd+9iRMnSml9fHwwatQobNy4UQqUZs2ahW7duuk1A6lSpUqa7YwfPx6rVq3CoUOHoE5nUOi+fftK70uUKIEffvgBtWvXxuvXr+Ho6Ij79++jWrVqqFmzppSnN3355ZfSA1jTpk1DhQoVcOvWLZQrV87Uw5KvZesn9r333sPEiRMxevRodOzYEf3790ezZs2ylaF27dph1qxZKF68OCpUqICLFy/iu+++0zuZo0ePRteuXdGwYUM0adIEISEh2LVrF0JDQwFAKtZ8U/HixeHr6wtAVwLl7++PAQMGYNmyZQB03QO0bdvWop54M7Cbb6WUQCkiQo6YGMDZOY8zRESUBU2aNMHSpUsBAC9evMCSJUvQqlUrnDlzBt7e3tiyZQsWLFiAW7du4fXr11Cr1XBOdcO7dOkSBgwYkO425s+fj9jYWJw7dw7e3t64ePGi0bQXL17E1KlTcenSJbx48UIqlLh//z78/PwwePBgfPjhh7hw4QJatGiBjh07pilMSN0QPeUJ88jISAZKALBs2TIsXLgQmzdvlhp2e3l5oW/fvggMDEzT+aMpFi1ahEmTJmHIkCGIjIyEp6cnPv30U0yePFlK06lTJwQFBWH27NkYPnw4ypYti61bt6J+/fqZ2tbatWsxfPhwtGjRAoCuw8nFKY8T53OmNOR+mxQoALi5afH0qRy3bslRvTr7UyIifePHjzc6782aii+//NJo2jfbqab04WcODg4OKFWqlPS5Ro0aUKlUWL58Odq2bSuVFrVs2RIqlQobNmzA/PnzpfQpQ3Okp0GDBtizZw82bdqE0aNHG00XGxuLFi1aoEWLFlizZg3c3Nxw//59tGzZUqpubNWqFe7du4c9e/bg4MGDaNasGYYOHYpvv/1WWk/qasqUY5fddqn5SbYrbWxtbREQEICAgACEh4fjl19+wYoVKzB9+nQ0a9YM/fr1Q5cuXUxen5OTExYsWJBhQ+y+ffvqlTJlJHXXBSkKFiwotaGxNO9aoAQAZcroAqWbNxkoEVFamWk3lFNpM0smk0EulyM+Ph7Hjx+Ht7c3JkyYIM1/80GoypUr49ChQ+jTp4/RddauXRvDhg1Dy5YtIZPJjNb0/P3333j27BnmzJkDLy8vANDrszCFm5sbAgMDERgYiAYNGmD06NF6gdLbzqwNPnx9fTFjxgzcvXsXGzZswLlz56TH+sm8MupD6W2UUv124wbbKRGRZUpMTERERAQiIiJw7do1DBs2DK9fv0a7du1QqlQp3L9/Hxs2bMDt27fxww8/YPv27XrLT5kyBevXr8eUKVNw7do1XLlyRa/z5RR169bF3r17MXPmTKxbt85gXooXLw5ra2ssWrQId+7cwc6dOzFjxgy9NJMnT8avv/6KW7du4a+//sLu3btRvnx58x0QC2D2ZsBHjhxBcHAwtm3bBisrqwzrUilr3sUSpZRA6cgRK3h5pS4hVKB5c02WhkwhIspNISEhUjseJycnlCtXDps3b0bjxo0B6PoA/Oyzz5CYmIg2bdpg0qRJmJoyVAJ0PWtv3rwZM2bMwJw5c+Ds7IyGbw6f8K/3338fO3fuRJs2bSCXy1GtWjW9+W5ubli5ciW++uor/PDDD6hevTq+/fZbtG/fXkpjbW2N8ePH4+7du7Czs0ODBg2wYcMG8x6UfE4mDNVJZdL9+/excuVKrFy5Enfv3kWDBg3Qr18/fPzxxybVp1qqmJgYqFQqREdH6zW2yw3vvw+cOAFs3gx89FGubtpkGo0GJ0+eRFxcHGrUqJHt4ut9+xT4+GPDI4a7u2tx6ZJAkSJZHyEagG78loULde9HjODQF5aM5/KtlJCQgPDwcPj6+mY40Dbp7sMpjbmrVatm8igJb4P0rpXM/H5nq0Rp3bp1CA4OxpEjR1C4cGF88skn6Nevn15DNcoZllCipFAoULdu3UwNYZKepk01GDQoCQ8e6De0vHxZgYcP5fjkE4EffjC8bLFiut7GM2RtDaTT+JEsCM8lEZlBtgKlwMBAtGnTBjt27EDr1q1NHs+NMmfDBuDfvjQl//yj+z8/B0rmplQC8+Ylppn+558CzZo54eBBGd7oh1SiUgH79gGphvYjIiLKULYCpYcPHxocL43M5/VroFcvwyMw2Nrm70BJq9Xi0aNHiImJQZEiRXKsyLd8eS2WLHmFadOc8OpV2uFnEhOB6GigUydg715d0JRCJgO8vAApxtdogAsXdO+rVwfeoWLqtw7PJRGZQbYCpdRB0urVqxEUFITw8HCcPHkS3t7eWLBgAXx9fY0OTEsZe/36vyApVVdSAID69YH83ARMrVbjl19+AZD9IUwy0rZtEgICtAaDsVevgLp1gb/+AqpWTbusv78ugAKgG/bi357aOeyFheO5JCIzMMtTb0uXLsXkyZMxcuRIzJo1C5p/f9kLFCiABQsWMFDKhoQE3f92dkCqHuspE5ycgJ07dY3e//5bf158PBASAty4AZQpkzf5IyKi/MssjYoWLVqE5cuXY8KECXp/0desWRNXrlwxxybeWSmBEh/uyJ4SJXS1MHFx+i9/f918C+13lIiIcphZAqXw8PA0/TMAgI2NDWJjY82xiXcWA6WcFRCg+3/NGiD7HWUQEdHbxixVb76+vrh06RK8vb31pu/duxd+xh5DIpMwUMpZHTsCjo5AeDjw2WdAQUclgOm6mdOVQC53vdOqFfDGeJNERJSHzBIojR49GkOHDkVCQgKEEDhz5gzWr1+P2bNn4+effzbHJt5ZDJRylr29ru3SypXAkiWALjKapJuZdlSAHLdiBfDoUe5vl4iIDDNLoNSnTx+o1WqMGTMGcXFx6NGjB4oWLYqFCxeiW7du5tjEO4uBUs6bNQtwd9c17EZyMhC0VDdj0GBd5025IDER+OknXUeiycm5tlkiojzh4+ODkSNHYuTIkXmdlQyZbay3AQMGYMCAAXj27Bm0Wi37VzITSw6UFAoFGjRogISEhHzdGamnJzB37r8fkgRQ+IXu/Vci16reNBpg+XJdO6kXL4DChXNnu281pRKYMuW/90R5KDAwEKtWrQIAWFlZoWDBgqhcuTK6d++OwMDAfHeP9PHxwb1793Dy5EnUqVNHmj5y5EhcunQJoaGheZe5XGb2QXFdXV3Nvcp3mqUHSo0aNTLbECa5wtoaSDUAZW5RKAAXF12Q9Pw5AyWzyKNzSWSMv78/goODodFo8OTJE4SEhGDEiBHYsmULdu7cCSsrs/8kZ4utrS3Gjh2LsLCwvM5KnspWCHv79m307dtX+ly8eHEULFhQerm5ueH69evZzuS7zJIDJcqclL8xnj3L23wQUc6wsbGBh4cHihYtiurVq+Orr77Cr7/+ir1792LlypVSuvv376NDhw5wdHSEs7MzunTpgidPngAAoqOjoVAocP78eQCAEAIFCxZErVq1pOXXr1+PIv8O23D37l3UqlULhw8fRrNmzWBvb48qVarg5MmTGeb3008/xalTp/Dbb78ZTdO4ceM01WcdO3ZEYGCg9DkyMhLt2rWDnZ0dfH19sXbt2jTr+fvvv1G/fn3Y2trCz88PBw8ehEwmw44dO6Q0//zzD7p27QoXFxcUKlQIHTp0wN27dzPcj+zKVqC0aNEieHh4SJ+joqIwfvx4fP/99/j+++9Rq1YtfP/999nO5LvMkgMlIQSePn2K58+fQ1jKs/dara4L77/+0r3PRYUK6f5noGQmeXguKY/Exhp/pdxMTUkbH59xWjNp2rQpqlSpgm3btgHQ3Tc7duyIFy9eICwsDAcOHMDt27fRtWtXAIBKpULVqlWlqq8//vhD+j8mJgYAEBoaikaNGultZ+nSpfjiiy9w6dIllClTBt27d4darU43bz4+Phg0aBDGjx8PbTa+Q4GBgbh79y4OHz6MLVu2YMmSJYiMjJTma7VadOzYEfb29jh9+jR++uknTJgwQW8dcXFxaNKkCRwdHfH777/j2LFjcHR0hL+/P5KSkrKcN1Nkq5zv4MGDWLRokd60Dz/8ECVKlACgO8j9+/fPzibypR9//BE//vij1AN5TrLkQCk5ORnLli0DoBvCJL8VKxsUHw9UrKh7n8vDXqSUKD1/nmubfLvl4bmkPOLoaHxe69bAnj3/fXZ31/U6a0ijRkDqNjg+Pmn/gjHjH3/lypWTAp6DBw/ijz/+QHh4OLy8vADohgirUKECzp49i1q1aqFx48YIDQ3FqFGjEBoaimbNmuHOnTs4duwYWrdujdDQUHz++ed62+jVqxfatGkDhUKBadOmoUKFCrh16xbKlSuXbt4mTpyI4OBgrF27FgEpHc9lwo0bN7B3716cOnUK7/07KvmKFStQvnx5Kc3+/ftx+/ZthIaGSoUvs2bNwgcffCCl2bBhA+RyOX7++WfIZLoxPYODg1GgQAGEhoaiRYsWmc6bqbJVonTv3j34+vpKn/v37w9VqhFHfXx88PDhw+xsIl8aOnQorl69irNnz+b4tiw5UKLMYYkS0btJCCH9+F+7dg1eXl5SkAQAfn5+KFCgAK5duwZAV9119OhRaLVahIWFoXHjxmjcuDHCwsIQERGBGzdupClRKlWqlPQ+pVoudamOMW5ubvjyyy8xefLkLJXcXLt2DVZWVqhZs6Y0rVy5cihQoID0+fr16/Dy8tKroaqdMk7jv86fP49bt27ByckJjo6OcHR0RMGCBZGQkIDbt29nOl+Zka0/8eVyOSIjI+Hj4wMAaarZnjx5kqMDob4LGCi9O1iiRJRNr18bn/fmAyXpBQlvPoGWw+1grl27JhU6pA6aUks9vWHDhnj16hUuXLiAo0ePYsaMGfDy8sLXX3+NqlWrwt3dXa/EBoBeiX7KekytTvviiy+wZMkSLNF1NqdHLpenaVqRnJysl+/U2zTE2D6nptVqUaNGDYPtm9zc3NJdNruyVaJUoUIFHDx40Oj8ffv2oWJK0TdlCQOldwcbcxNlk4OD8debN9H00trZZZzWTA4fPowrV67gww8/BKArPbp//z4ePHggpbl69Sqio6Ol4CelndLixYshk8ng5+eHBg0a4OLFi9i9e3ea0qTscnR0xKRJkzBr1iypHVQKNzc3PH78WPqs0Wjw559/Sp/Lly8PtVqNc+fOSdOuX7+Oly9fSp/LlSuH+/fvSw3WAaSpsalevTpu3rwJd3d3lCpVSu+VuiYrJ2QrUOrTpw9mzZqFPanrff+1a9cuzJkzB3369MnOJt55DJTeHax6I3q7JSYmIiIiAv/88w8uXLiAr7/+Gh06dEDbtm3xySefAACaN2+OypUro2fPnrhw4QLOnDmDTz75BI0aNdKrvmrcuDHWrFmDRo0aQSaTwcXFBX5+fti4cSMaN25s9rwPHDgQKpUK69ev15vetGlT7NmzB3v27MHff/+NIUOG6AVBZcuWhb+/PwYMGIDTp0/j/Pnz6N+/P+xSBaMffPABSpYsid69e+OPP/7A8ePHpcbcKSVNPXv2hKurKzp06ICjR48iPDwcYWFhGDFiRI438clWoDRgwAC0b98e7dq1g5+fHzp16oTOnTvDz88PHTt2RJs2bTBgwABz5fWdxEDp3cGqN6K3W0hICIoUKQIfHx/4+/vjyJEj+OGHH/Drr79Kfc2lPBLv4uKChg0bonnz5ihRogQ2btyot64mTZpAo9HoBUWNGjWCRqMxe4kSACiVSsyYMQMJbzw92LdvX/Tu3VsK5nx9fdGkSRO9NMHBwfDy8kKjRo3QuXNnDBw4UK9TaoVCgR07duD169eoVasW+vfvj4kTJwLQ9eUEAPb29vj9999RvHhxdO7cGeXLl0ffvn0RHx8PZ2dns+9vajJhhue2N2zYgA0bNuDGjRsAgNKlS6N79+5v/fAlMTExUKlUiI6OzrETFRgIrFql6zl6zJgc2USOSUpKwuzZswHonnqzzaFoT6PRQK1Ww8XFJfsdW8bG/vfkTC4/KXX0KNCwIVCqFHDzZq5t9u2Vh+eSck5CQgLCw8Ph6+ubY/eUt4lGo8HFixcBANWqVbOYzn+PHz+O+vXr49atWyhZsmSW1pHetZKZ32+zPK/drVu3tz4oyiuWXKKkUChQp06dfD+EiR6lEvjyy//e5yKWKJlZHp5LIsqc7du3w9HREaVLl8atW7cwYsQIvP/++1kOkswpy4FSbGwsHDLxF1pm05OOpQdKzZs3t7whTL75Jk82nRIoRUUBajVgCd1O5Wt5eC6JKHNevXqFMWPG4MGDB3B1dUXz5s0xf/78vM4WgGy0USpVqhS+/vprPHr0yGgaIQQOHDiAVq1a4Ycffsjqpt5plhwoUea4uPz3/sWLvMsHEVFu++STT3Dz5k0kJCTg4cOHWLlyJQqlPOGSx7L8N2toaCgmTpyIadOmoWrVqqhZsyY8PT1ha2uLqKgoXL16FSdPnoRSqcT48eMxcOBAc+b7nWHJgZIQAi9fvkRMTAxcUkcB+ZlWC9y/r3tfvHja/lRykJWVLliKitJVv6Vq6ygRAliwALh8OXfyZG0NDBsGVKqUO9szqzw8l0T09shyoFS2bFls3rwZDx8+xObNm/H777/jxIkTiI+Ph6urK6pVq4bly5ejdevWltM+JR+y5EApOTkZixcvBmBhQ5ik9DafBw2ACxXSBUrGugg4exb44otczRKePQP+HYbKsuTxuSSit0O2f7mKFSuGzz//PM24MmQelhwoUea5ugK3bhlv0J3yhHC9ekCHDjmbl9u3gZ9+4hN4RPRus4A/8d9tDJTeLen1zq3VAps26d6PHg107Jizebl+XRcohYfrqvwyGGGAiOitxDqxfI6B0rslvd65T50CHj4EnJwAf/+cz4u3t+7/2Fj2Fk5E7y6WKOVzDJTeLSklSitX6tojpfZvf67o0CF3rgdbW8DTE3j0SFeqlMPjThIR5UsMlPI5BkrvlpS+1a5f170M6dkz9/Lj6/tfoFS7du5tl4gov2DVWz7HQOnd0qcPsG4dsGSJ4deOHUDLlrmXn5SHxu7ezb1tEr2NAgMDIZPJIJPJoFQqUbhwYXzwwQf45ZdfoNVqDS7TokULKBQKnDp1yuD8EydOoHXr1nBxcYGtrS0qVaqE+fPnQ6PRZJifBw8eoF+/fvD09IS1tTW8vb0xYsQIPOfQAGmYpUTJx8cHffv2RWBgIIoXL26OVRJ0DWgTE3XvLTFQksvlqFGjBhITE6URoPM9KytgyJD/3ucyW1uge/dc36xRKYFSeHje5iNL8vhcEr3J398fwcHB0Gg0ePLkCUJCQjBixAhs2bIFO3fu1OtC5f79+zh58iQ+++wzrFixAnXq1NFb1/bt29GlSxf06dMHR44cQYECBXDw4EGMGTMGp06dwqZNm4zed+/cuYO6deuiTJkyWL9+PXx9ffHXX39h9OjR2Lt3L06dOoWCBQvm6LGwJGa5e4waNQorV67E9OnT0aRJE/Tr1w+dOnWCjY2NOVb/zkoJkgDLDJSsrKzQqlUrREVFWUYfSgBgYwP8+GNe5yLfsOhAyci5jIsD7t0zvIhcDpQuzb4pKWfY2NjAw8MDAFC0aFFUr14dderUQbNmzbBy5Ur0799fShscHIy2bdti8ODBqF27NhYsWCANAxYbG4sBAwagffv2+Omnn6Rl+vfvj8KFC6N9+/bYtGkTunbtajAfQ4cOhbW1Nfbv3w87OzsAQPHixVGtWjWULFkSEyZMwNKlSwHoCkIGDhyIW7duYfPmzXBxccHEiRPfqU6kzXI7GDZsGM6fP4/z58/Dz88Pw4cPR5EiRfDZZ5/hwoULmVqXWq3GxIkT4evrCzs7O5QoUQLTp09PUzR57do1tG/fHiqVCk5OTqhTpw7up/TCC+DTTz9FyZIlYWdnBzc3N3To0AF///233jqioqIQEBAAlUoFlUqFgIAAvHz5MsvHwdxSqt0AywyUyPJZdKBkQFwcULUq4Odn+FWunK76kyyLEAKxsbG5/hJCZDvvTZs2RZUqVbAtVa+uQggEBwejV69eKFeuHMqUKYNNKX2DANi/fz+eP3+OL1MGfU6lXbt2UkmRIS9evMC+ffswZMgQKUhK4eHhgZ49e2Ljxo16+zZ//nzUrFkTFy9exJAhQzB48OA0v6dvM7P+3VSlShUsXLgQ//zzD6ZMmYKff/4ZtWrVQpUqVfDLL7+YdFHNnTsXQUFBWLx4Ma5du4Z58+bhm2++waJFi6Q0t2/fRv369VGuXDmEhobi8uXLmDRpEmxTRRM1atRAcHAwrl27hn379kEIgRYtWujV3fbo0QOXLl1CSEgIQkJCcOnSJQQEBJjzkGRLSqAkk1nm4OcpN6/4+Hiz3FByhRDA06e6l6XkOQelBEr37un6cbIoBs7lN9/oOtBUKnVdMaR+qVS6xU6cyMM8U5bExcXB0dEx119xcXFmyX+5cuVwN1VDwIMHDyIuLg4t/22Q2KtXL6xYsUKaf+PfR2DLly9vdH0pad508+ZNCCGMLlu+fHlERUXh6dOn0rTWrVtjyJAhKFWqFMaOHQtXV1eEhoZmZhctmlnrQ5KTk7F9+3YEBwfjwIEDqFOnDvr164dHjx5hwoQJOHjwINatW5fuOk6ePIkOHTqgTZs2AHTFfuvXr8e5c+ekNBMmTEDr1q0xb948aVqJEiX01pO6WNDHxwczZ85ElSpVcPfuXZQsWRLXrl1DSEgITp06hffeew8AsHz5ctStWxfXr19H2bJls308sit1Q25LaeKTWnJyMr7//nsAFjSESVzcf4OscdgLFC0KKBRAUpLu6bdixfI6R6aJjwd+35+I5I7/Fg9t3oJ4YYu5c3UfV68G3qyVuH5dV6IUGZm7eSUSQui1J1qxYgW6du0q3TO7d++O0aNHp/ltMvYHqBAC1tbWWc4LAL38VK5cWXovk8ng4eGByHfoi2KWX64LFy4gODgY69evh0KhQEBAAL7//nuUK1dOStOiRQs0bNgww3XVr18fQUFBuHHjBsqUKYPLly/j2LFjWLBgAQBAq9Viz549GDNmDFq2bImLFy/C19cX48ePR0cjXRXHxsYiODgYvr6+8PLyAqALyFQqlRQkAUCdOnWgUqlw4sQJg4FSYmIiElM1HIqJiQEAJGuSkaxJznDfMutVLAAoYWsrkKxRm339OS31MUnWJEOhUeTIdjQaDdQaNZI1ydAim8UemmSkFN4la5KBHDivFkUGFC9uhfBwGQYN1kr9PAGAo6NAmzYCdesJg2165HJdMyFDhAC+Gi/HqZOG/wLQaoEXUTK8jEpbsOfkBKxeo0HNWsZL/Hr2UmD7NlsAu3UTPv5vXoMGWnT6UIPkNx4MKugKAErExACvYpNZ3Z1PJWuSIYSAVmihFbrvu62dLWJexeR6XmztbKU8ZET8+89Q+mvXrsHH1wdaocWLFy+wY8cOJCcnS+2EAN19bsWKFZgzdw5KltL1I/LX1b9Qr169NOv7+++/UaVqFWiFFgL/fU8EBEqULAGZTIa//voL7Tu0N5gXFxcXFCxUUMqrlZWVXr5lMhk0Go3J+55XtEILIYTB35/M/GabJVCqVasWPvjgAyxduhQdO3aE0kA9kZ+fH7p165bhusaOHYvo6GiUK1cOCoUCGo0Gs2bNQvd/HwWKjIzE69evMWfOHMycORNz585FSEgIOnfujCNHjqBRo0bSupYsWYIxY8YgNjYW5cqVw4EDB6QoOyIiAu4Ghmd3d3dHRESEwbzNnj0b06ZNSzP93st7cNQ4ZrhvmXUn0gaAN6ysNQiPsrxGIurk/4K7ezH3YJOYM437NVoNtGotXspeQiHPXjAmi41D6X/f3426C5Fkn/0MWjifMp4ID3fEnt1po6EfFxtfTi4X6NX/Jb6a+TRNiej2Dc6Y/61HlvITGQl06abFr0fuw9Ep7Y06dL8Dtm8rCoVCoIbmDAAgoUpFQCGHvYPAV/Oe4O7LtDdJIQClsjSSk2U4f/MBPItZ3h8n7wJNsgZqrRrJ6mTI1f9dk0qb3G+fkJkfW61WC61WiyR1kt700COhuHLlCj4b/hmS1En43+r/oWixoti0eZNeuiNHjuDbed9i8rTJaNKsCQoWLIhvv/0WGzZt0Eu3e9du3Lx5E/O+nYckdZJe+94kdRKcVE5o1rwZlixdgiHD9NspRUREYN26dejZq6e0bwICaq1aL99CCGi0mjT7kt8kq5Oh1qrxMOYhFPH6vw2vX702eT1mCZTu3LkD75TxDoxwcHBAcHBwhuvauHEj1qxZg3Xr1qFChQq4dOkSRo4cCU9PT/Tu3Vs66R06dJAG4q1atSpOnDiBoKAgvUCpZ8+e+OCDD/D48WN8++236NKlC44fPy61ZTL06OSbRaCpjR8/Hl+kGro9JiYGXl5ekMvksLEyfxCgVeuCOltbkSPrz2ly8d9NzEZhk2P7oNFooIEGNgobKBTZDJSs/itmsLGygbDA425uM+a9xN76SVCr9b8XD+5ZYe9Oe0S9MHzMtVoZ/veTC+xs5Gj3Uaw0PSFOjtmTdN18B34agzrvJxhc3rmAFgUKaPVKq9RqGQZ94oaH96wxqEcxlK+Y9kZ94DddcNt/wAsEBekeqb6/5yqEQ0rQKwdg+LwWctMg4pEVXkXZwcYnf/8IvKvUWjXUMrXUJ5ElSUpKwpMnT6DRaBD5JBL79+/HN3O/Qes2rdEroBdkMhlWBa9C586dUbFSRb1lvX28MfGriQjZG4J27dth8ZLFCOgZgKGDh2LwkMFwcnbCkcNH8NW4r9Cnbx+0at0KgP7vXMoxW7BwARo3bIx2bdph6vSp8PHxwbWr1zB+7Hh4FvXEtBnT9JeDgWMtM/wbmp+k7K+1wjpN0484menty8wSKGUUJGXG6NGjMW7cOKn0qVKlSrh37x5mz56N3r17w9XVFVZWVvDz89Nbrnz58jh27JjetJSn2UqXLo06derAxcUF27dvR/fu3eHh4YEnT56k2f7Tp09RuHBhg3mzsbEx2OWBldwKSoX5/5rRJOvWaWuLHFl/jkv1x75SroRSnjP7IBdyyIUcSoUy+4FSquOsVCghLPG4m5mvLzBkhOFgZu6CV4iPM3yz3LbJDuNGFsCyRSosW6RKM79S1SRMm/06k10cCSxeEYXOLV1x9pQtzp4yXD/mWUyNL798CQTpPpt6Lt3ctYh4BEQ9s4ZSwcb8+ZFMIYMMMov4oU5NJpNh/7798PHygZWVFVxcXFCpciV8t+A7BHwSALlcjgvnL+CPP/7A0mVL0+ybs7Mzmn/QHCuDV6J9h/b48KMPUbhwYcyZPQfNmjSTmoLM+noWvhzzpd52U7+XyWQoXaY0Tpw+gZnTZyKgRwCeP38ODw8PtOvQDhMnTUShlEEnAcPHWmYkeMpv/s2nUqGElUL/RmMlN/3GY5ZAycXFxeABk8lksLW1RalSpRAYGIg+Jjx3GxcXB/kbDR4UCoVUkmRtbY1atWrh+hvjO9y4cSPDgE0IIbUxqlu3LqKjo3HmzBnU/ndshtOnTyM6OtpgnW9eSEzQHVMbW96wKX+SywEHR8PXZ0DfOKiTgZ9+dERS0ps3fS0WBL3MUj+Qtd5LxuotL3DutOHGqnK5QJuOCXBwyPz3xtVVd595/owdKZF5/fzLz/j5l5/TTVO9RnUkqhONzt+2Y5ve5/oN6mN3A107vISEBHzY6UOsXr0avfv0hlsGgzN6e3tj+YrlGeb7xu20T8+dPX/WQMq3l1kCpcmTJ2PWrFlo1aoVateuDSEEzp49i5CQEAwdOhTh4eEYPHgw1Go1BgwYkO662rVrh1mzZqF48eKoUKECLl68iO+++w59+/aV0owePRpdu3ZFw4YN0aRJE4SEhGDXrl3S44p37tzBxo0b0aJFC7i5ueGff/7B3LlzYWdnh9atWwPQlUD5+/tjwIABWLZsGQDdk3Jt27bNF0+8AUBi4r+BEmt/yEL1+TQOfT41zyPUqTVunojGzY3/oAAAYtOfbYiruy5QevY0Zx48IMoptra22Lp9KxYtXIRjR4+hU+dOeZ2lt4ZZAqVjx45h5syZGDRokN70ZcuWYf/+/di6dSsqV66MH374IcNAadGiRZg0aRKGDBmCyMhIeHp64tNPP8XkyZOlNJ06dUJQUBBmz56N4cOHo2zZsti6dSvq168PQHfBHD16FAsWLEBUVBQKFy6Mhg0b4sSJE3oNuNeuXYvhw4ejRYsWAID27dtj8eJ0WqfmssR/azsstURJLpOjVPlSSE5Khkyez4to/yWsFIjr8bH0nixXVs6lq5suUHoayRIlsjy2trYYPXZ0XmfjrSMTZugJ0NHREZcuXUKpUqX0pt+6dQtVq1bF69evcfv2bVSuXBmxsVn4My+fiomJgUqlwpV7V1DQxfzj4mxca4cvBrug6QcJWL31hdnXnxs0Gg2io6OhUCiy3X4ovW1oNBqoVKoc2wa9G4J+cMCMiSp07hKHRT+/zOvskAHqJDViImJQ3Ke4XifDZJhWq8Wfl/8EAFSsUjFN05a3WUJCAu7fvQ9nD2dYWeuXC72IeoFK3pUQHR0NZ2fndNdjliNWsGBB7Nq1K830Xbt2SQPrxcbGwsnJyRybe2ewjRJR7pJKlFj1RkT/MkvV26RJkzB48GAcOXIEtWvXhkwmw5kzZ/Dbb78hKEj32MmBAwf0Ht2njEmBko1lBkpCCCQnJ0OdrLacv2KEgCwuXvfW3s4yu0QnnSycy5RA6dlTC7le31ECArDM2yLlJgG9DjezyiyB0oABA+Dn54fFixdj27ZtEEKgXLlyCAsLk54gGzVqlDk29U6RGnNbaOmyWq3G6iWrAQCdP+lsEUOYyOLiUaSIrsvJx49vpup7hyxNVs6lq7uuH63nDJTyLblCd27i4+Nha2ehN0fKFfHxuj+U5FbZ+z5n+5crOTkZAwcOxKRJk4yOVkxZY+klSkSWJqVE6fkzObRaGByahfKWXCGHtYO1NGirnZ0dwIJfo4T2v9+PxIREi3mwJluELkh6+vQprB2ss12jke1ASalUYvv27Zg0aVJ2V0VvSBlWjm2UiHJHoX/7UdJoZHgZJUfBQvl7LKt3lWNBR7zGa2lgVhkjJaO0Qotnz54BAKxtrSGXvf3Rf0p1m7WDNRwLZn94MbPUhXTq1Ak7duzQG96Dsi+BjbmJcpVSCRRw0eJllBxPIxko5VcymQxOhZygddFCq+Y5Sk98XDwGtdV13bPv6D7Y2dtlsMTbQW4lN1vbWLMESqVKlcKMGTNw4sQJ1KhRAw4ODnrzhw8fbo7NvHNS2ijZsuqNKNe4umnwMkqOZ0/lKFs+r3ND6ZHL5ZBbv/0lJNmhSFbg3r17uvdKRZrH5CljZjliP//8MwoUKIDz58/j/PnzevNkMhkDpSz6r3uAPM4I0TvEzV2LWzeARw8VeuPYWSkFlBz6j+idY5ZAKTw83ByroTewMTdR7iv0b4PukYNcMDLVYAO2dlqs3PgCDRon5VHOiCgvmLUMLikpCeHh4ShZsqRFPAqeX714Lsc/DxR4+u8jypbaRkkmk8GnlA+Sk5Pz/yjT/xIKOeI7tpHek+XK6rls2iIBIbtsoVbrX7MJ8XIcOWDLQInoHWOWaCYuLg7Dhg3DqlWrAAA3btxAiRIlMHz4cHh6emLcuHHm2Mw747edthg7ooD02VJLlKysrNC0TVNpCBOLYGuLqP/9lNe5IHPI4rns2jMeHT+KhyZVoLQ62B7Tv1LhwT0LuY6JyGzM8ifz+PHjcfnyZYSGhuqNvdO8eXNs3LjRHJt4p9jbCxQpqkGRohpUqZaEBk0yGCWdiMzKxgawdxDSq0RJNQDgPgMloneOWUqUduzYgY0bN6JOnTp6VSx+fn64ffu2OTbxTuncNR6du8bndTaI6F/FfXQ9dj+4xyYFRO8as5QoPX36FO7u7mmmx8bGWkzbFDK/5ORk/LLwF2xduRXqZHVeZ8ckstg4eDoXhadzUchi4/I6O5QN5jyXxbx0gVL0SzmiX/KeRvQuMUugVKtWLezZs0f6nBIcLV++HHXr1jXHJoiI8oyDo0Ah139Lle6z+o3oXWKWcuTZs2fD398fV69ehVqtxsKFC/HXX3/h5MmTCAsLM8cmiIjyVHFvDZ4/U+DBPStUrGwZJaRElH1mKVGqV68ejh8/jri4OJQsWRL79+9H4cKFcfLkSdSoUcMcmyAiylNe3roSJTboJnq3mK1lYqVKlaTuAYiI3jZe3rpSpAd3GSgRvUvMFihptVrcunULkZGR0Gr1Byls2LChuTaTL/z444/48ccfodFo8jorRJRLUkqUHtznk29E7xKzfONPnTqFHj164N69exBCv3NEmUz21gUUQ4cOxdChQxETEwOVSpXX2SGiXFA8JVBi1RvRO8UsgdKgQYNQs2ZN7NmzB0WKFGGXAARAFyQX8ykGtVptMdeEUMiR0KKp9J4sl7nPZUrV2/17CggBWMglTUTZJBNvFgFlgYODAy5fvoxSpUqZI08WI6VE6cq9KyjoUjCvs5MvaTQaaQiTnBrGRKPRQKPRQKVSWc5QKWRxEhOBku5FIIQMcrnQC5TKlFPj1wPP4OCYM8MNJScD98Kt8Obd2s1dgwIuljnEEeWOuNg4lC5SGgBw8/FN2DvY53GO8ocXUS9QybsSoqOj4ezsnG5as5Qovffee7h169Y7FygR0bvDxgao3zgJR4/YQKvVL0669pcSh/bboH3nBKPLa7XAs6dpS7acVVqkGvnJoJ6dC+F4mE2a6bZ2Wvx+7imKer1dzRuI8hOzBErDhg3DqFGjEBERgUqVKkGpVOrNr1y5sjk2Q0SUp9Ztf46nkfrBzuL5jvhlmSMO/GZrNFASAujavhBO/J422HEpqMGhU09R2ENrYEng/l2FFCS5FPwvIIp9LUdCvBwH99mgd3/2Ik+UU8wSKH344YcAgL59+0rTZDIZhBBvZWNuMk1ycjLWLF0DAYEOPTpYRLWYLDYOhUvqAvsnt/+AYDG1xcqJcymXI01A07ZTAn5Z5ojD+22hVgNWBu6qx8KspSBJJvuvqkwIGaJeKLBulT0+H/va4DZDduuKm+o2SMSWPc+l6QvmOeKbmc44/nv6gZIQQOQTeZpqO3o3xMcpABQBADyJUMDO3vLaXtrZCagK5N0FbJZAKTw83ByrobeQWm15PRjL4zgg8dsiN85ljdpJcCmoQdQLBc6eskbd+klp0ixd4AgA6Pvpa8z4JkaavnWDHYYPdMG6VfYY/uVrGPpbYu8uXaDUup1+adX7jRLxzUzgxO/W0Gp1QZwhfboVxIG9GdTt0VvuEQCgfrU8zkYW9eobi7kLovNs+2YJlLy9vc2xGiIii2NlBTRtkYitG+zx43eOuHwhUW9+7Gs5wg7bQi4XGDA0Vm9em47xmDxGhUcPrRB60AbNWuov+zRSjrOnrAEALdvqB31VqyfD3kGLqBcKXPvLChUqpf2j5PQJaylIsrJikdK7KuUPVitDxZ0WQJ7HT5hm66gNGTIE8+bNg6Oj7q+l1atXo1OnTtLnly9fokePHvjtt9+yn1MionyqResEbN1gjyMHbXHkoOHSm3ad4lHcR78Zgq0t8FGPOPy8xBEDP3GBvb1+MJOcLIMQMlStnoSixfSr/JRK4L26SThy0BYnfrcxGCj98I3uXtyzTyzmLcy7v8gp76R+6u3aAz71lhXZCpSWLVuGqVOnSoHR0KFD8f7770ufExMTsW/fvuznkogoH/Nvm4DhX77CPw8Nt8OzsxcYMfqVwXm9+8dizS8OSIiXI8FITWGXXobbIL3fKBFHDtril2UOuHDWWm+eWg2EHrKFQiEwdKTh9k9ElLFsBUpvdsFkhi6ZiIgsjpUVMHay4UAoIyVKaXD2WgSePTUSZNkJafiUNzVqloiZk4D7d61w/67h23nnrvHw9uUDNURZZZkVlkREb5GChQQKFsr8gw9+FdVYs/U5wm8bvpXb2Aq068SHE4iyg4ES5RgZZPAo6qFrSGghwz0IuQyJ9etK78lyvSvnsskHiWjyQWLGCYkoS7IdKE2ePBn29rrGYUlJSZg1a5Y0UGxcHDtBe5dZKa3Q+qPW0hAmFsHODs9/25LXuSBz4LkkIjPIVqDUsGFDXL9+Xfpcr1493LlzJ00aIiIiIkuUrUApNDTUTNkgIiIiyn8sry9zshjJyclY99M67Fq/C+pky+ihWxYbh8K+lVDYtxJksaw6tmQ8l0RkDmzMTTkqId74aOr5leL5i7zOApkJzyURZRdLlIiIiIiMyHeBklqtxsSJE+Hr6ws7OzuUKFEC06dPh1ar333/tWvX0L59e6hUKjg5OaFOnTq4f/8+AODFixcYNmwYypYtC3t7exQvXhzDhw9HdLR+F/5RUVEICAiASqWCSqVCQEAAXr58mVu7SkRERPlcvqt6mzt3LoKCgrBq1SpUqFAB586dQ58+faBSqTBixAgAwO3bt1G/fn3069cP06ZNg0qlwrVr12Brqxtj6dGjR3j06BG+/fZb+Pn54d69exg0aBAePXqELVv+e1y4R48eePjwIUJCQgAAAwcOREBAAHbt2pX7O05ERET5jtkCpZcvX+LMmTOIjIxMU/rzySefmLyekydPokOHDmjTpg0AwMfHB+vXr8e5c+ekNBMmTEDr1q0xb948aVqJEiWk9xUrVsTWrVulzyVLlsSsWbPQq1cvqNVqWFlZ4dq1awgJCcGpU6fw3nvvAQCWL1+OunXr4vr16yhbtqzJeY5XxyMuOW1jUblMDlur/wbINJQmhQwy2CntspQ2PjkeAoaHj8mptABgr7RPN21ycjKSkJRmuUR1IjTC+JAKqdebUVo7Kzu9tNAaTQo7KzvIZLJ01ytLjkOsErBL1fY8SZMEtdZ4Y3RbK1vIZXKT0toobKCQKzKdNlmTjGRtstG01gprWMmtMp1WrVUjSZP2HKVQypVQKpSZTqvRapCoMd4JopXcCtYK60yn1QotEtTG2729mTZWlx3EJcdBvHFIFDIFbKxsAOiGX4pXG+/BOjNpM/O9f9fvEcbSJqgToBXGv8yZSWvK9z4raTPzvc/Le0RcchygBJBqV3iPsDY63+AymUptxK5du9CzZ0/ExsbCyclJutAAQCaTZSpQql+/PoKCgnDjxg2UKVMGly9fxrFjx7BgwQIAgFarxZ49ezBmzBi0bNkSFy9ehK+vL8aPH4+OHTsaXW90dDScnZ1hZaXb5ZMnT0KlUklBEgDUqVMHKpUKJ06cMBgoJSYmIjHxv5MVExMDAKi9vDZgYMDwpr5NsbrTaulz5aWVjd5g6xariy1d/ivteu/n9/Ai3nBD1CqFq+C3nr9JnxuvaoyHMQ8Npi1TqAyO9D4ifW69rjVuPL9hMG0x52I43f+09PnDTR/i8pPLBtMWtCuIK4OvSJ8Dtgfg5MOTBtMqoUQ3dJM+DzswDGEPwgymBYDrA//rm2v0kdHYF258YOWLfS7CRq77ARt/eDy2XDPeweAfg/5AIftCAIBpYdOw6vIqwwknAOELAJt/P849NhdB54OMrvfwJ4dR1lV3vSw6vQjfnfrOaNo9PfagqkdVAMCKCysw8+hMo2k3f7wZ9bzqAQDWXlmLCYcnGE27quMqNC/RHACw7e9t+GLfF0bTBrUNQrsy7QAAe2/txaDdg4ym/a7ld+haoSsAIPRuKHrv6G007aymsxBYNRAAcPqf0/h488dG005sMBGDaw0GAFyJvII269oYTftFnS8wqt4oAMDN5zfR9H9NjaYdVGMQJjWaBAD45/UjFEs5ZL9USZO2d5Xe+LrZ1wCAF/EvUDmostH1fuz3MRb4LwCg+8Oo9KLSRtO2Kd0GP7X7SfqcXlreI3TsrOxwa/gt6fOAXQNwOPywwbQA8M8X/0jvh+8djj039xhNe3PYTSmwGntwLDZf3Ww0rcn3CACn+p2Cl8oLgAXcIyYAWPvfR94jJhmdb4hZ2iiNGjUKffv2xatXr/Dy5UtERUVJrxcvMvfUydixY9G9e3eUK1cOSqUS1apVw8iRI9G9e3cAQGRkJF6/fo05c+bA398f+/fvR6dOndC5c2eEhRn+8X3+/DlmzJiBTz/9VJoWEREBd3f3NGnd3d0RERFhcD2zZ8+W2jOpVCp4eXllat/eVTLILGYIkxRJfuXf6mEv3gVCxvNHRNknE0IYLws1kYODA65cuaJX/ZVVGzZswOjRo/HNN9+gQoUKuHTpEkaOHInvvvsOvXv3xqNHj1C0aFF0794d69atk5Zr3749HBwcsH79er31xcTEoEWLFnBxccHOnTuhVOqK/b7++musWrVKr2dxAChdujT69euHcePGpcmboRIlLy8vnLl9Bi4FXNKkZ7E6oNFoEB0dDSdbJ2kYE3NXvWm1Wmg0Gtg62KYb+r+NxeopWPWW+bSsesvZtACr3rKS1uxVb7FxqFKyCqABbv5zE/YO9rxHKKzxIuoFKnlXkmqb0mOWqreWLVvi3LlzZgmURo8ejXHjxqFbN11VTaVKlXDv3j3Mnj0bvXv3hqurK6ysrODn56e3XPny5XHs2DG9aa9evYK/vz8cHR2xfft2KUgCAA8PDzx58iTN9p8+fYrChQsbzJuNjQ1sbGzSTLezstP74hpjSpqspE1948pvaTVyDZKV+l/IlB8cU2Q2raljymVmvdYKa5PrtHMqrVLx3w3GnGmt5FbSDdGcaRVyBezlpl3DmUkrl8lN/m5kJq1MJsuRtEDOfe/flnuEIamDR3Omzal7T76+RygBJJuY1oC3+R5hKrMESm3atMHo0aNx9epVVKpUSS8gAXSlPaaKi4uDXK5fLKBQKKQG4tbW1qhVq1aakqAbN27A29tb+hwTE4OWLVvCxsYGO3fulJ6IS1G3bl1ER0fjzJkzqF27NgDg9OnTiI6ORr169UzOLxEREb29zBIoDRgwAAAwffr0NPNkMhk0GuPFl29q164dZs2aheLFi6NChQq4ePEivvvuO/Tt21dKM3r0aHTt2hUNGzZEkyZNEBISgl27dkljz7169QotWrRAXFwc1qxZg5iYGKnhtZubGxQKBcqXLw9/f38MGDAAy5YtA6DrHqBt27aZeuKNjFMnq7F55WZotVr4f+RvcmlPXpLFxcOtdmMAwNMzoRD2pv8VTPkLzyURmYNZAqU3uwPIjkWLFmHSpEkYMmQIIiMj4enpiU8//RSTJ0+W0nTq1AlBQUGYPXs2hg8fjrJly2Lr1q2oX78+AOD8+fM4fVr3ZEapUqX01h8eHg4fHx8AwNq1azF8+HC0aNECgK7ka/HixWbbl3edgMDrV69TPlgGIWB1/6H0niwYzyURmUG+63DSyckJCxYskLoDMKZv3756pUypNW7cGKa0US9YsCDWrFmTlWwSERHRO8BsQ5iEhYWhXbt2KFWqFEqXLo327dvj6NGj5lo9ERERUa4zS6C0Zs0aNG/eHPb29hg+fDg+++wz2NnZoVmzZnqP8BMRERFZErNUvc2aNQvz5s3D559/Lk0bMWIEvvvuO8yYMQM9evQwx2aIiIiIcpVZSpTu3LmDdu3apZnevn17hIeHm2MTRERERLnOLCVKXl5eOHToUJonzA4dOsRhPt5hMshQoGABaLQayxnCRCZDcrky0nuyYDyXRGQGZgmURo0aheHDh+PSpUuoV68eZDIZjh07hpUrV2LhwoXm2ARZICulFToHdEZ0dLRF9KEEAMLeDk/PHMk4IeV7PJdEZA5mCZQGDx4MDw8PzJ8/H5s2bQKgG1Jk48aN6NChgzk2QURERJTrzNaPUqdOndCpUydzrY6IiIgoz5mlMXeJEiXw/PnzNNNfvnxploFyyTKpk9XYtnob9u/YD7Xa+AjY+Ylu2IsmcKvdBLI44yPEU/7Hc0lE5mCWEqW7d+8aHM8tMTER//zzjzk2QRZIQODli5cpHyyDEFD+fUN6TxaM55KIzCBbgdLOnTul9/v27YNKpZI+azQaHDp0SBpXjYiIiMjSZCtQ6tixIwBAJpOhd+/eevOUSiV8fHwwf/787GyCiIiIKM9kK1DSarUAAF9fX5w9exaurq5myRQRERFRfmCWNkrsfZuIiIjeRmZ56g0AwsLC0K5dO5QqVQqlS5dG+/btcfToUXOtnoiIiCjXmSVQWrNmDZo3bw57e3sMHz4cn332Gezs7NCsWTOsW7fOHJsgCySDDI5OjrB3sLeoIUzUxYtBXbwYh72wdDyXRGQGMiGy/9xs+fLlMXDgQHz++ed607/77jssX74c165dy+4m8qWYmBioVCpcuXcFBV0K5nV28iWNRiMNYZJTw5hoNBpoNBqoVCqLGSqFiCg3xMXGoXSR0gCAm49v6v5wJbyIeoFK3pUQHR0NZ2fndNOapUTpzp07aNeuXZrp7du3fyvbL/3444/w8/NDrVq18jorRERElIPMEih5eXnh0KFDaaYfOnQIXl5e5thEvjJ06FBcvXoVZ8+ezeusEBERUQ4yy1Nvo0aNwvDhw3Hp0iXUq1cPMpkMx44dw8qVK7Fw4UJzbIIskDpZjV0bd0Gj0aBJ2yaWUS0WHw9X/w8BAM9CtgJ2dnmcIcoynksiMgOzBEqDBw+Gh4cH5s+fj02bNgHQtVvauHEjOnToYI5NkAUSEHgW+Szlg0WQaQWsL16W3ltItskAnksiMgezBEoA0KlTJ3Tq1MlcqyMiIiLKc2YLlAAgKSkJkZGRUo/dKYoXL27OzRARERHlCrMESjdv3kTfvn1x4sQJvelCCMhkMmg0GnNshoiIiChXmSVQCgwMhJWVFXbv3o0iRYpAxs7diIiI6C1glkDp0qVLOH/+PMqVK2eO1RERERHlC2YJlPz8/PDs2TNzrIreMrZ2tmnarOV3mkLsZf1twXNJRNmV5UApJiZGej937lyMGTMGX3/9NSpVqgSlUqmXNqPuwentpFQq0WNgD2kIE0sgHOzxJPxKXmeDzIDnkojMIcuBUoECBfTaIgkh0KxZM700bMxNRERElizLgdKRI0fMmQ8iIiKifCfLgVKjRo3MmQ96C6mT1di7bS/UajUa+je0jOq3+HgU+jAAAPB862oOe2HJeC6JyAyyNShuXFwchg4diqJFi8Ld3R09evRgo26SCAhE/BOBZ0+eWdQQJjbHTsLm2EnItBaSaTKI55KIzCFbgdKUKVOwcuVKtGnTBt26dcOBAwcwePBgc+WNiIiIKE9lq3uAbdu2YcWKFejWrRsAoFevXnj//feh0Wgso5qFiIiIKB3ZKlF68OABGjRoIH2uXbs2rKys8OjRo2xnjIiIiCivZStQ0mg0sLa21ptmZWUFtVqdrUwRERER5QfZqnoTQiAwMBA2NjbStISEBAwaNAgODg7StG3btmVnM0RERER5IlslSr1794a7uztUKpX06tWrFzw9PfWmZYZarcbEiRPh6+sLOzs7lChRAtOnT08zDMa1a9fQvn17qFQqODk5oU6dOrh//740/6effkLjxo3h7OwMmUyGly9fptlWVFQUAgICpHwGBAQYTEdZZ2VlBYWVZbVX09rbQWvPR8nfBjyXRJRd2SpRCg4ONlc+JHPnzkVQUBBWrVqFChUq4Ny5c+jTpw9UKhVGjBgBALh9+zbq16+Pfv36Ydq0aVCpVLh27RpsbW2l9cTFxcHf3x/+/v4YP368wW316NEDDx8+REhICABg4MCBCAgIwK5du8y+X+8ipVKJT4Z+YnFDmERE3MrrbJAZ8FwSkTmYZVBcczp58iQ6dOiANm3aAAB8fHywfv16nDt3TkozYcIEtG7dGvPmzZOmlShRQm89I0eOBACEhoYa3M61a9cQEhKCU6dO4b333gMALF++HHXr1sX169dRtmxZM+4VERERWaJ8FyjVr18fQUFBuHHjBsqUKYPLly/j2LFjWLBgAQBAq9Viz549GDNmDFq2bImLFy/C19cX48ePR8eOHU3ezsmTJ6FSqaQgCQDq1KkDlUqFEydOGAyUEhMTkZiYKH1OGRhYrVUjWZOctR1+y2k0GiRrk6GVaaGVaTNeICvb0Gqg0WqQrEmGFjmzDSIiS5T6tylZk8zfqn+ptaY/dJbvAqWxY8ciOjoa5cqVg0KhgEajwaxZs9C9e3cAQGRkJF6/fo05c+Zg5syZmDt3LkJCQtC5c2ccOXLE5KFVIiIi4O7unma6u7s7IiIiDC4ze/ZsTJs2Lc10rdAiUZ1oYIl3m0atwdG9R6FWq1G9SXVYK60zXigr29FqoFVrkahJhEJkr4pPlpCIIn2GAQAeBy+CsLXJYAnKr3guiaD325SoToRCbRnNIHKaVpj+R3W+C5Q2btyINWvWYN26dahQoQIuXbqEkSNHwtPTE71795YadXfo0AGff/45AKBq1ao4ceIEgoKCMjUGnUwmSzNNCGFwOgCMHz8eX3zxhfQ5JiYGXl5e8C7gDWdn58zs5jshKSkJj+8/BgAUdyyu14bMnDQaDdRqNVwKuGS/LVRsLJQHwwAAPs5eQKqnN8nC8FwSIdY6Vnrv4+Kj90T6uyxGEWNy2nwXKI0ePRrjxo2TevuuVKkS7t27h9mzZ6N3795wdXWFlZUV/Pz89JYrX748jh07ZvJ2PDw88OTJkzTTnz59isKFCxtcxsbGRq8rhBRKhRJKhdLkbb8rhOK/8bVy8hjJIYdMyKBUKLMfKKXKo1Kh1PtMFobnkkjvvsvfqv9k5jhkq3uAnBAXFwe5XD9bCoVCKkmytrZGrVq1cP36db00N27cgLe3t8nbqVu3LqKjo3HmzBlp2unTpxEdHY169eplYw+IiIjobZHvSpTatWuHWbNmoXjx4qhQoQIuXryI7777Dn379pXSjB49Gl27dkXDhg3RpEkThISEYNeuXXpPuEVERCAiIgK3bukeD75y5QqcnJxQvHhxFCxYEOXLl4e/vz8GDBiAZcuWAdB1D9C2bVs+8UZEREQA8mGJ0qJFi/DRRx9hyJAhKF++PL788kt8+umnmDFjhpSmU6dOCAoKwrx581CpUiX8/PPP2Lp1K+rXry+lCQoKQrVq1TBgwAAAQMOGDVGtWjXs3LlTSrN27VpUqlQJLVq0QIsWLVC5cmWsXr0693aWiIiI8jWZEEJknIwMiYmJgUqlQnR0NBtzG5CUlITZs2cDAIYMGZLzjbldzNOYG46OuvevX7MBsCXjuSRCbGwsHP/9Hrx+/ZqNuf+Vmd/vfFf1ZklSYsyU/pRIX1JSEhISEgAA0dHRiI+Pz5HtaLVaCCGgUCjMEyiliIkBNJrsrY/yDs8lEWJTfQ9iYmKg4fcAwH+/26aUFbFEKRsePnwILy+vvM4GERERZcGDBw9QrFixdNMwUMoGrVaLR48ewcnJyWjfS2+rlD6kHjx4wGrHbOKxNC8eT/PhsTQvHk/zye6xFELg1atX8PT0TPOk/ZtY9ZYNcrk8w0j0befs7MwvvJnwWJoXj6f58FiaF4+n+WTnWKpUKpPS5bun3oiIiIjyCwZKREREREYwUKIssbGxwZQpUwwO6UKZw2NpXjye5sNjaV48nuaTm8eSjbmJiIiIjGCJEhEREZERDJSIiIiIjGCgRERERGQEAyUiIiIiIxgoERERERnBQImIiIjICAZKREREREYwUCIiIiIygoESERERkREMlIiIiIiMYKBEREREZAQDJSIiIiIjGCgRERERGcFAiYiIiMgIBkpERERERjBQIiIiIjKCgRIRERGREQyUiIiIiIxgoERERERkBAMlIiIiIiMYKBEREREZwUCJiIiIyAgGSkRERERGMFAiIiIiMoKBEhEREZERDJSIiIiIjLDK6wxYMq1Wi0ePHsHJyQkymSyvs0NEREQmEELg1atX8PT0hFyefpkRA6VsePToEby8vPI6G0RERJQFDx48QLFixdJNw0ApG5ycnADoDrSzs3Me54aIiIhMERMTAy8vL+l3PD0MlLIhpbrN2dmZgZIBGq3AmfAXiHyVAHcnW9T2LQiFPH9XUVpinskwnksiyogpzWYYKFGOCPnzMabtuorH0QnStCIqW0xp5wf/ikXyMGfGWWKeyTCeSyIyFz71RmYX8udjDF5zQe9HCgAiohMweM0FhPz5OI9yZpwl5pkM47kkInNiiRKZlUYrMG3XVQgD8wQAGYCpO6/i/VKu+aYaRKMVmLLzL4vKMxlmyrmctusqPvDz4LkkIpMwUCKzOhP+Is1f8qkJABExCag0dX/uZSqbLDHPZJgA8Dg6AWfCX6BuyUJ5nR2yAEIIqNVqaDSavM4KZYJCoYCVlZVZuu5hoERmFfnKeJBElF/wOiVTJCUl4fHjx4iLi8vrrFAW2Nvbo0iRIrC2ts7WehgokVm5O9malG5ln1qo7Vswh3NjmjPhLxAYfDbDdPkpz2SYqefS1OuU3l1arRbh4eFQKBTw9PSEtbU1Oxa2EEIIJCUl4enTpwgPD0fp0qUz7FQyPQyUyKxq+xZEEZUtIqITDLYTkQHwUNmiQWm3fNNGpEFpN4vLMxlm6rlkwEsZSUpKglarhZeXF+zt7fM6O5RJdnZ2UCqVuHfvHpKSkmBrm/U/jvjUG5mVQi7DlHZ+AHQ/SqmlfJ7Szi9fBRyWmGcyjOeSzC07JRGUt8x17ngFkNn5VyyCpb2qw0OlH8F7qGyxtFf1fNmPjSXmmQzjuSQic2LVG+UI/4pF8IGfh0X1jGyJeSbDeC6J8re7d+/C19cXFy9eRNWqVQEAx48fx6BBg/D333+jTZs22LFjh8FpuY2BEuUYhVxmcY9gW2KeyTCeS8ovcnM4HSEEPvjgAygUCuzbt09v3pIlSzB+/HhcuXIFxYsXz5HtN27cGGFhYQAAa2truLq6onr16ujTpw86d+4spfPy8sLjx4/h6uoqTfviiy9QtWpV7N27F46Ojkan5TZWvREREeWQkD8fo/7cw+i+/BRGbLiE7stPof7cwznWQ7xMJkNwcDBOnz6NZcuWSdPDw8MxduxYLFy4MMeCpBQDBgzA48ePcevWLWzduhV+fn7o1q0bBg4cKKVRKBTw8PCAldV/5TW3b99G06ZNUaxYMRQoUMDotNzGQImIiCgH5NVwOl5eXli4cCG+/PJLhIeHQwiBfv36oXHjxjh69Ch8fX1hZ2eHsmXLYuHChdJyV65cgVwux7NnzwAAUVFRkMvl+Pjjj6U0s2fPRt26ddPdvr29PTw8PODl5YU6depg7ty5WLZsGZYvX46DBw8C0FW9yWQyXLp0SXr//Plz9O3bFzKZDCtXrjQ4LS8wUCIiIjKBEAJxSWqTXq8SktMdTgfQDY30KiE5w3UJYWgt6evduzeaNWuGPn36YPHixfjzzz/x888/o1ixYti0aROuXr2KyZMn46uvvsKmTZsAABUrVkShQoWkqrPff/8dhQoVwu+//y6tNzQ0FI0aNcpSflxcXLBt27Y081Kq4ZydnbFgwQI8fvwYH3/8cZppXbt2zfR2zYFtlIiIiEwQn6yB3+R9GSc0QWaGRro6vSXsrTP/c/3TTz+hYsWKOHr0KLZs2YLChQtj2rRp0nxfX1+cOHECmzZtQpcuXSCTydCwYUOEhobiww8/RGhoKHr37o1Vq1bh6tWrKFOmDE6cOIHPP/8803mRy+UoU6YM7t69m2ZeSjWcTCaDSqWCh4cHAMDBwSHNtLzAEiUiIqK3kLu7OwYOHIjy5cujU6dOAICgoCDUrFkTbm5ucHR0xPLly3H//n1pmcaNGyM0NBQAEBYWhiZNmqBhw4YICwvD2bNnER8fj/fffz9L+RFCWGTv5ixRIiIiMoGdUoGr01ualNacQyPZKRUmbdMQKysrqcH0pk2b8Pnnn2P+/PmoW7cunJyc8M033+D06dNS+saNG2PEiBG4desW/vzzTzRo0AC3b99GWFgYXr58iRo1asDJySnT+dBoNLh58yZq1aqV5X3JKwyUiIiITCCTyUyuAsuPQyMdPXoU9erVw5AhQ6Rpt2/f1kuT0k5p5syZqFKlCpydndGoUSPMnj0bUVFRWWqfBACrVq1CVFQUPvzww2ztQ15g1RsREZGZ5cfhdEqVKoVz585h3759uHHjBiZNmoSzZ/VLvVLaKa1ZswaNGzcGAFSuXBlJSUk4dOiQNC09cXFxiIiIwMOHD3H69GmMHTsWgwYNwuDBg9GkSZMc2LOcxUCJiIgoB+S34XQGDRqEzp07o2vXrnjvvffw/PlzvdKlFE2aNIFGo5GCIplMhgYNGgAA6tevn+F2li9fjiJFiqBkyZLo1KkTrl69io0bN2LJkiVm3Z/cIhNZee6QAAAxMTFQqVSIjo6Gs7NzXmeHiIjMJCEhAeHh4fD19c3WyPNA7vbMTf9J7xxm5vebbZSIiIhyEIfTsWw5XvW2ZMkSKZqrUaMGjh49mm76sLAw1KhRA7a2tihRogSCgoLSpEnpEt3GxgZ+fn7Yvn17prcbGBgImUym96pTp072dpaIiIjeKjkaKG3cuBEjR47EhAkTcPHiRTRo0ACtWrXS67MhtfDwcLRu3RoNGjTAxYsX8dVXX2H48OHYunWrlObkyZPo2rUrAgICcPnyZQQEBKBLly56jzeaul1/f388fvxYev322285cyCIiIjIIuVoG6X33nsP1atXx9KlS6Vp5cuXR8eOHTF79uw06ceOHYudO3fi2rVr0rRBgwbh8uXLOHnyJACga9euiImJwd69e6U0/v7+cHFxwfr1603ebmBgIF6+fIkdO3Zkef/YRomI6O1kzjZKlDfM1UYpx0qUkpKScP78ebRo0UJveosWLXDixAmDy5w8eTJN+pYtW+LcuXNITk5ON03KOjOz3dDQULi7u6NMmTIYMGAAIiMj092nxMRExMTE6L2IiIjo7ZVjgdKzZ8+g0WhQuHBhvemFCxdGRESEwWUiIiIMpler1dJoxsbSpKzT1O22atUKa9euxeHDhzF//nycPXsWTZs2RWJiotF9mj17NlQqlfTy8vLK4CgQERGRJcvxp97eHNclo7FeDKV/c7op68woTepRiCtWrIiaNWvC29sbe/bsQefOnQ3mbfz48fjiiy+kzzExMQyWiIiI3mI5Fii5urpCoVCkKT2KjIxMU9qTwsPDw2B6KysrFCpUKN00KevMynYBoEiRIvD29sbNmzeNprGxsYGNjY3R+URERPR2ybGqN2tra9SoUQMHDhzQm37gwAHUq1fP4DJ169ZNk37//v2oWbMmlEplumlS1pmV7QLA8+fP8eDBAxQpkrs9pRIREVE+JnLQhg0bhFKpFCtWrBBXr14VI0eOFA4ODuLu3btCCCHGjRsnAgICpPR37twR9vb24vPPPxdXr14VK1asEEqlUmzZskVKc/z4caFQKMScOXPEtWvXxJw5c4SVlZU4deqUydt99eqVGDVqlDhx4oQIDw8XR44cEXXr1hVFixYVMTExJu9fdHS0ACCio6Oze6iIiCgfiY+PF1evXhXx8fF5nRWzmzJliqhSpUqeryM9vXv3Fh06dJA+a7VaMWDAAOHi4iIAiIsXLxqcllp65zAzv985GigJIcSPP/4ovL29hbW1tahevboICwuT5vXu3Vs0atRIL31oaKioVq2asLa2Fj4+PmLp0qVp1rl582ZRtmxZoVQqRbly5cTWrVsztd24uDjRokUL4ebmJpRKpShevLjo3bu3uH//fqb2jYESEdHbyayBkkYtxJ3fhfhjs+5/jTr760xH7969BQABQFhZWQlfX18xatQo8fr1ayGErrDg2bNneulTByWmyEqgdOTIESlfMplMODs7i6pVq4rRo0eLR48e6aV9+fKliIqKkj7/9ttvQqlUiuPHj4vHjx+L5ORkg9NSM1eglOONuYcMGWJw0D0AWLlyZZppjRo1woULF9Jd50cffYSPPvooy9u1s7PDvn370l2eiIgo267uBELGAjGP/pvm7An4zwX82ufYZv39/REcHIzk5GQcPXoU/fv3R2xsLJYuXQpHR0c4Ojrm2LYzcv36dTg7OyMmJgYXLlzAvHnzsGLFCoSGhqJSpUoAAJVKpbfM7du3UaRIEb0mNIam5YQcH8KEiIjonXR1J7DpE/0gCQBiHuumX92ZY5u2sbGBh4cHvLy80KNHD/Ts2VPqYHnq1KmoWrWq9H7VqlX49ddfpeG8QkNDAQAPHz5Et27dULBgQTg4OKBmzZp6o2AAwOrVq+Hj4wOVSoVu3brh1atXGebN3d0dHh4eKFOmDLp164bjx4/Dzc0NgwcPltIEBgaiY8eO0vthw4bh/v37kMlk8PHxMTgtp3BQXCIiIlMIASTHmZZWqwH2joGupinNigDIdCVNJRoDckX661LaA+l0q2MKOzs7qePm1L788ktcu3YNMTExCA4OBgAULFgQr1+/RqNGjVC0aFHs3LkTHh4euHDhArRarbTs7du3sWPHDuzevRtRUVHo0qUL5syZg1mzZmU6b4MGDcLnn3+OyMhIuLu7681fuHAhSpYsiZ9++glnz56FQqGAtbV1mmk5hYESERGRKZLjgK89zbQyoStpmmNCX3xfPQKsHbK8pTNnzmDdunVo1qxZmnmOjo6ws7NDYmIiPDw8pOkrV67E06dPcfbsWRQsWBAAUKpUKb1ltVotVq5cCScnJwBAQEAADh06lOlACQDKlSsHALh7926aQEmlUsHJyQkKhUIvj4am5QQGSkRERG+Z3bt3w9HREWq1GsnJyejQoQMWLVpk8vKXLl1CtWrVpCDJEB8fHylIAnT9EWY0FJgxwkDn0vkFAyUiIiJTKO11pTumuHcCWJv+Q0cAgJ5bAO8MGiMr7U3bZipNmjTB0qVLoVQq4enpKfVFaCo7O7sM07y5TplMplc1lxnXrl0DgBxta5RVDJSIiIhMIZOZXgVWsqnu6baYxzDcTkmmm1+yacZtlLLAwcEhTVWZMdbW1tBoNHrTKleujJ9//hkvXrxIt1TJHOLj4/HTTz+hYcOGcHNzy9FtZQWfeiMiIjI3uULXBQAA4M3qpH8/+8/JkSAps3x8fPDHH3/g+vXrePbsGZKTk9G9e3d4eHigY8eOOH78OO7cuYOtW7fi5MmT2d5eZGQkIiIicPPmTWzYsAHvv/8+nj17hqVLl5phb8yPgRIREVFO8GsPdPkf4PzG0FjOnrrpOdiPUmYMGDAAZcuWRc2aNeHm5objx4/D2toa+/fvh7u7O1q3bo1KlSphzpw5Znm6rGzZsvD09ESNGjUwZ84cNG/eHH/++Sf8/PzMsDfmJxMpLago02JiYqBSqRAdHQ1nZ+e8zg4REZlJQkICwsPD4evrC1tb2+ytTKvRtVl6/QRwLKxrk5QPSpLedumdw8z8frONEhERUU6SKwDfBnmdC8oiVr0RERERGcFAiYiIiMgIBkpERERERjBQIiIiIjKCgRIREZERfDDccpnr3DFQIiIiekPK8BxxcXF5nBPKqpRzl9nhW97E7gGIiIjeoFAoUKBAAWmQV3t7+3w5YCulJYRAXFwcIiMjUaBAgWx3kslAiYiIyAAPDw8AkIIlsiwFChSQzmF2MFAiIiIyQCaToUiRInB3d0dycnJeZ4cyQalUmmW4FYCBEhERUboUCoXZfnTJ8rAxNxEREZERDJSIiIiIjGCgRERERGQEAyUiIiIiIxgoERERERnBQImIiIjICAZKREREREYwUCIiIiIygoESERERkREMlIiIiIiMYKBEREREZAQDJSIiIiIjGCgRERERGcFAiYiIiMgIBkpERERERjBQIiIiIjKCgRIRERGREQyUiIiIiIxgoERERERkBAMlIiIiIiMYKBEREREZwUCJiIiIyAgGSkRERERG5HigtGTJEvj6+sLW1hY1atTA0aNH000fFhaGGjVqwNbWFiVKlEBQUFCaNFu3boWfnx9sbGzg5+eH7du3Z3q7QghMnToVnp6esLOzQ+PGjfHXX39lb2eJiIjorZKjgdLGjRsxcuRITJgwARcvXkSDBg3QqlUr3L9/32D68PBwtG7dGg0aNMDFixfx1VdfYfjw4di6dauU5uTJk+jatSsCAgJw+fJlBAQEoEuXLjh9+nSmtjtv3jx89913WLx4Mc6ePQsPDw988MEHePXqVc4dECIiIrIoMiGEyKmVv/fee6hevTqWLl0qTStfvjw6duyI2bNnp0k/duxY7Ny5E9euXZOmDRo0CJcvX8bJkycBAF27dkVMTAz27t0rpfH394eLiwvWr19v0naFEPD09MTIkSMxduxYAEBiYiIKFy6MuXPn4tNPPzVp/2JiYqBSqRAdHQ1nZ+dMHBkiIiLKK5n5/c6xEqWkpCScP38eLVq00JveokULnDhxwuAyJ0+eTJO+ZcuWOHfuHJKTk9NNk7JOU7YbHh6OiIgIvTQ2NjZo1KiR0bwRERHRu8cqp1b87NkzaDQaFC5cWG964cKFERERYXCZiIgIg+nVajWePXuGIkWKGE2Tsk5Ttpvyv6E09+7dM7pPiYmJSExMlD7HxMQYTUtERESWL8cbc8tkMr3PQog00zJK/+Z0U9ZprjSpzZ49GyqVSnp5eXkZTUtERESWL8cCJVdXVygUijSlR5GRkWlKclJ4eHgYTG9lZYVChQqlmyZlnaZs18PDAwAylTcAGD9+PKKjo6XXgwcPjKYlIiIiy5djgZK1tTVq1KiBAwcO6E0/cOAA6tWrZ3CZunXrpkm/f/9+1KxZE0qlMt00Kes0Zbu+vr7w8PDQS5OUlISwsDCjeQN07ZicnZ31XkRERPQWEzlow4YNQqlUihUrVoirV6+KkSNHCgcHB3H37l0hhBDjxo0TAQEBUvo7d+4Ie3t78fnnn4urV6+KFStWCKVSKbZs2SKlOX78uFAoFGLOnDni2rVrYs6cOcLKykqcOnXK5O0KIcScOXOESqUS27ZtE1euXBHdu3cXRYoUETExMSbvX3R0tAAgoqOjs3OYiIiIKBdl5vc7RwMlIYT48ccfhbe3t7C2thbVq1cXYWFh0rzevXuLRo0a6aUPDQ0V1apVE9bW1sLHx0csXbo0zTo3b94sypYtK5RKpShXrpzYunVrprYrhBBarVZMmTJFeHh4CBsbG9GwYUNx5cqVTO0bAyUiIiLLk5nf7xztR+ltx36UiIiILE++6EeJiIiIyNIxUCIiIiIygoESERERkREMlIiIiIiMYKBEREREZAQDJSIiIiIjGCgRERERGcFAiYiIiMgIBkpERERERjBQIiIiIjKCgRIRERGREQyUiIiIiIxgoERERERkBAMlIiIiIiMYKBEREREZwUCJiIiIyAgGSkRERERGMFAiIiIiMoKBEhEREZERDJSIiIiIjGCgRERERGQEAyUiIiIiIxgoERERERnBQImIiIjICAZKREREREYwUCIiIiIygoESERERkREMlIiIiIiMYKBEREREZAQDJSIiIiIjGCgRERERGcFAiYiIiMgIBkpERERERjBQIiIiIjKCgRIRERGREQyUiIiIiIxgoERERERkBAMlIiIiIiMYKBEREREZwUCJiIiIyAgGSkRERERGMFAiIiIiMoKBEhEREZERDJSIiIiIjMjRQCkqKgoBAQFQqVRQqVQICAjAy5cv011GCIGpU6fC09MTdnZ2aNy4Mf766y+9NImJiRg2bBhcXV3h4OCA9u3b4+HDh5netkwmS/MKCgoyx64TERHRWyBHA6UePXrg0qVLCAkJQUhICC5duoSAgIB0l5k3bx6+++47LF68GGfPnoWHhwc++OADvHr1SkozcuRIbN++HRs2bMCxY8fw+vVrtG3bFhqNJtPbDg4OxuPHj6VX7969zXcAiIiIyLKJHHL16lUBQJw6dUqadvLkSQFA/P333waX0Wq1wsPDQ8yZM0ealpCQIFQqlQgKChJCCPHy5UuhVCrFhg0bpDT//POPkMvlIiQkJFPbBiC2b9+e5X2Mjo4WAER0dHSW10FERES5KzO/3zlWonTy5EmoVCq899570rQ6depApVLhxIkTBpcJDw9HREQEWrRoIU2zsbFBo0aNpGXOnz+P5ORkvTSenp6oWLGilCYz2/7ss8/g6uqKWrVqISgoCFqt1ug+JSYmIiYmRu9FREREby+rnFpxREQE3N3d00x3d3dHRESE0WUAoHDhwnrTCxcujHv37klprK2t4eLikiZNyvKmbnvGjBlo1qwZ7OzscOjQIYwaNQrPnj3DxIkTDeZv9uzZmDZtmrFdJiIiordMpkuUpk6darARdOrXuXPnAOgaS79JCGFwempvzjdlmTfTmLLtiRMnom7duqhatSpGjRqF6dOn45tvvjG6jfHjxyM6Olp6PXjwIN08ERERkWXLdInSZ599hm7duqWbxsfHB3/88QeePHmSZt7Tp0/TlBil8PDwAKArESpSpIg0PTIyUlrGw8MDSUlJiIqK0itVioyMRL169aQ0md02oKuei4mJwZMnTwyms7GxgY2NjdHliYiI6O2S6RIlV1dXlCtXLt2Xra0t6tati+joaJw5c0Za9vTp04iOjpYCmjf5+vrCw8MDBw4ckKYlJSUhLCxMWqZGjRpQKpV6aR4/fow///xTSpOVbQPAxYsXYWtriwIFCmT2sBAREdFbKMfaKJUvXx7+/v4YMGAAli1bBgAYOHAg2rZti7Jly0rpypUrh9mzZ6NTp06QyWQYOXIkvv76a5QuXRqlS5fG119/DXt7e/To0QMAoFKp0K9fP4waNQqFChVCwYIF8eWXX6JSpUpo3ry5ydvetWsXIiIiULduXdjZ2eHIkSOYMGECBg4cyFIjIiIi0snJx++eP38uevbsKZycnISTk5Po2bOniIqK0ksDQAQHB0uftVqtmDJlivDw8BA2NjaiYcOG4sqVK3rLxMfHi88++0wULFhQ2NnZibZt24r79+9natt79+4VVatWFY6OjsLe3l5UrFhRLFiwQCQnJ5u8f+wegIiIyPJk5vdbJoQQeRyrWayYmBioVCpER0fD2dk5r7NDREREJsjM7zfHeiMiIiIygoESERERkREMlIiIiIiMYKBEREREZAQDJSIiIiIjGCgRERERGcFAiYiIiMgIBkpERERERjBQIiIiIjKCgRIRERGRETk2KC4RtBrg3gng9RPAsTDgXQ+QK/I6V+mzxDyTYTyXRGQGDJQoZ1zdCYSMBWIe/TfN2RPwnwv4tc+7fKXHEvNMhvFcEpGZsOqNzO/qTmDTJ/o/UgAQ81g3/erOvMlXeiwxz2QYzyURmRFLlMi8tBrdX/IQBmYKADLd/BKN8081iFYD7B0Di8ozGWbSuRwHlGvDc0lEJmGgROZ170Tav+T1CN38OV65lqXss8Q8k2ECiPlHd536NsjrzBCRBWDVG5nX6yd5nQOijPE6JSITsUSJzMuxsGnpem7RPYWUH9w7Aaz9KON0+SnPZJip59LU65SI3nkMlMi8vOvpni6KeQzD7URkuvklm+afNiIlm1penskwU88lA14iMhGr3si85ArdI9gAANkbM//97D8nfwUclphnMoznkojMjIESmZ9fe6DL/wDnIvrTnT110/NjPzaWmGcyjOeSiMxIJoQwVD5NJoiJiYFKpUJ0dDScnZ3zOjv5jyX2jGyJeSbDeC6JyIjM/H6zjRLlHLnC8h7BtsQ8k2E8l0RkBgyUsiGlMC4mJiaPc0JERESmSvndNqVSjYFSNrx69QoA4OXFjgiJiIgszatXr6BSqdJNwzZK2aDVavHo0SM4OTlBJnvzCZu3W0xMDLy8vPDgwQO2z8omHkvz4vE0Hx5L8+LxNJ/sHkshBF69egVPT0/I5ek/18YSpWyQy+UoVqxYXmcjTzk7O/MLbyY8lubF42k+PJbmxeNpPtk5lhmVJKVg9wBERERERjBQIiIiIjKCgRJliY2NDaZMmQIbG5u8zorF47E0Lx5P8+GxNC8eT/PJzWPJxtxERERERrBEiYiIiMgIBkpERERERjBQIiIiIjKCgRIRERGREQyUSOLj4wOZTJbmNXToUAC6nkynTp0KT09P2NnZoXHjxvjrr7/01pGYmIhhw4bB1dUVDg4OaN++PR4+fJgXu5OnMjqWgYGBaebVqVNHbx08ljpqtRoTJ06Er68v7OzsUKJECUyfPh1arVZKw2vTdKYcT16fpnv16hVGjhwJb29v2NnZoV69ejh79qw0n9dm5mR0PPPk2hRE/4qMjBSPHz+WXgcOHBAAxJEjR4QQQsyZM0c4OTmJrVu3iitXroiuXbuKIkWKiJiYGGkdgwYNEkWLFhUHDhwQFy5cEE2aNBFVqlQRarU6j/Yqb2R0LHv37i38/f310jx//lxvHTyWOjNnzhSFChUSu3fvFuHh4WLz5s3C0dFRLFiwQErDa9N0phxPXp+m69Kli/Dz8xNhYWHi5s2bYsqUKcLZ2Vk8fPhQCMFrM7MyOp55cW0yUCKjRowYIUqWLCm0Wq3QarXCw8NDzJkzR5qfkJAgVCqVCAoKEkII8fLlS6FUKsWGDRukNP/884+Qy+UiJCQk1/Ofn6Q+lkLovuwdOnQwmp7H8j9t2rQRffv21ZvWuXNn0atXLyGE4LWZSRkdTyF4fZoqLi5OKBQKsXv3br3pVapUERMmTOC1mUkZHU8h8ubaZNUbGZSUlIQ1a9agb9++kMlkCA8PR0REBFq0aCGlsbGxQaNGjXDixAkAwPnz55GcnKyXxtPTExUrVpTSvIvePJYpQkND4e7ujjJlymDAgAGIjIyU5vFY/qd+/fo4dOgQbty4AQC4fPkyjh07htatWwMAr81Myuh4puD1mTG1Wg2NRgNbW1u96XZ2djh27BivzUzK6HimyO1rk4PikkE7duzAy5cvERgYCACIiIgAABQuXFgvXeHChXHv3j0pjbW1NVxcXNKkSVn+XfTmsQSAVq1a4eOPP4a3tzfCw8MxadIkNG3aFOfPn4eNjQ2PZSpjx45FdHQ0ypUrB4VCAY1Gg1mzZqF79+4AeG1mVkbHE+D1aSonJyfUrVsXM2bMQPny5VG4cGGsX78ep0+fRunSpXltZlJGxxPIm2uTgRIZtGLFCrRq1Qqenp5601OXiAC6hopvTnuTKWneZoaOZdeuXaX3FStWRM2aNeHt7Y09e/agc+fORtf1Lh7LjRs3Ys2aNVi3bh0qVKiAS5cuYeTIkfD09ETv3r2ldLw2TWPK8eT1abrVq1ejb9++KFq0KBQKBapXr44ePXrgwoULUhpem6bL6HjmxbXJqjdK4969ezh48CD69+8vTfPw8ACANBF5ZGSk9NeSh4cHkpKSEBUVZTTNu8bQsTSkSJEi8Pb2xs2bNwHwWKY2evRojBs3Dt26dUOlSpUQEBCAzz//HLNnzwbAazOzMjqehvD6NK5kyZIICwvD69ev8eDBA5w5cwbJycnw9fXltZkF6R1PQ3Lj2mSgRGkEBwfD3d0dbdq0kaalfOkPHDggTUtKSkJYWBjq1asHAKhRowaUSqVemsePH+PPP/+U0rxrDB1LQ54/f44HDx6gSJEiAHgsU4uLi4Ncrn+rUigU0uPsvDYzJ6PjaQivz4w5ODigSJEiiIqKwr59+9ChQwdem9lg6HgakivXZpaagNNbS6PRiOLFi4uxY8emmTdnzhyhUqnEtm3bxJUrV0T37t0NPuZarFgxcfDgQXHhwgXRtGnTd/YxV2PH8tWrV2LUqFHixIkTIjw8XBw5ckTUrVtXFC1alMfSgN69e4uiRYtKj7Nv27ZNuLq6ijFjxkhpeG2aLqPjyeszc0JCQsTevXvFnTt3xP79+0WVKlVE7dq1RVJSkhCC12ZmpXc88+raZKBEevbt2ycAiOvXr6eZp9VqxZQpU4SHh4ewsbERDRs2FFeuXNFLEx8fLz777DNRsGBBYWdnJ9q2bSvu37+fW9nPV4wdy7i4ONGiRQvh5uYmlEqlKF68uOjdu3ea48RjqRMTEyNGjBghihcvLmxtbUWJEiXEhAkTRGJiopSG16bpMjqevD4zZ+PGjaJEiRLC2tpaeHh4iKFDh4qXL19K83ltZk56xzOvrk2ZEEJkrSyKiIiI6O3GNkpERERERjBQIiIiIjKCgRIR/b+9Ow2JKuziAP6feksdr+to2qYDhmOYpS1GG6FULgWGWRMKKiEokWmYRSGkSIWGlooU0aKYuOWXMGk1m0laaMxIW8Qao5VoIXJJHb3vh5fuy6RXWyyp/j+4H55zz3PveebDcHju1SEiIhlslIiIiIhksFEiIiIiksFGiYiIiEgGGyUiIiIiGWyUiOi3SU9Ph6+v71iX8Ufr7e3FjBkz0NDQMGJuT08P3NzcYDAYfkNlRH8nNkpENCoUCsWwR2xsLLZv347Lly+PSX3V1dVYuHAh7OzsYGNjA29vb6SkpEjn/5Qm7ujRo3B3d8eSJUtGzLWwsMD27duxc+fO31AZ0d+JjRIRjYpXr15Jx6FDh2Bra2sWy8vLgyAIUKlUv722S5cuYePGjYiIiMCtW7dgMBiwd+9e9Pb2/vZaflZBQQHi4uK+OT8qKgp6vR4PHjz4hVUR/b3YKBHRqHB1dZUOOzs7KBSKQbGvd21iY2Oxdu1a7Nu3Dy4uLrC3t0dGRgZMJhNSU1Ph6OiIadOm4cSJE2b3evHiBbRaLRwcHKBSqRAWFob29nbZ2mpqarB06VKkpqZCo9HA09MTa9euRUFBAQCgqKgIGRkZuHv3rrQDVlRUBADIzc2Fj48PrK2tMX36dGzevBkdHR3StYuKimBvb4+amhpoNBoolUpERESgs7MTxcXFUKvVcHBwQGJiIvr7+6V5arUamZmZiIyMhCAImDJlilSPnMbGRrS1tWH16tVSrLe3F1u2bMHkyZNhaWkJtVqN/fv3S+dVKhUWL16MsrKyYa9NRENjo0REY6qurg4vX76ETqdDbm4u0tPTsWbNGjg4OODmzZtISEhAQkICnj17BgDo6upCQEAABEGATqfDtWvXIAgCgoODZXeIXF1d0dLSgubm5iHPa7VapKSkwNvbW9oB02q1AIBx48YhPz8fzc3NKC4uRl1dHXbs2GE2v6urC/n5+SgvL8e5c+dQX1+P8PBw1NbWora2FiUlJTh69ChOnz5tNu/AgQOYPXs2GhsbsWvXLmzbtg0XL16U/ax0Oh08PT1ha2srxfLz83HmzBlUVlbi0aNHOHXqFNRqtdk8f39/6PV62esS0TB+4kd+iYiGdPLkSdHOzm5QfM+ePeKcOXOkcUxMjOju7i729/dLMY1GIy5btkwam0wm0draWiwrKxNFURSPHz8uajQacWBgQMrp6ekRraysxPPnzw9ZT0dHhxgaGioCEN3d3UWtViseP35c/Pz5s2xtciorK0WVSmW2VgBiW1ubFIuPjxeVSqX46dMnKRYUFCTGx8dLY3d3dzE4ONjs2lqtVgwJCZG9d1JSkhgYGGgWS0xMFAMDA80+j6/l5eWJarV6xLUR0WDcUSKiMeXt7Y1x4/7/VeTi4gIfHx9pPH78eKhUKrx58wYAYDAY0NbWBhsbGwiCAEEQ4OjoiM+fP+Px48dD3sPa2hpnz55FW1sb0tLSIAgCUlJS4O/vj66urmHru3LlClauXImpU6fCxsYG0dHRePfuHTo7O6UcpVIJDw8PszWo1WoIgmAW+7KGLxYtWjRoPNy7RN3d3bC0tDSLxcbGoqmpCRqNBlu3bsWFCxcGzbOyshpxnUQ0NDZKRDSmJkyYYDZWKBRDxgYGBgAAAwMDmDdvHpqamsyO1tZWREZGDnsvDw8PxMXF4dixY2hsbMT9+/dRUVEhm//06VOEhoZi1qxZqK6uhsFgQGFhIQCgr6/vh9cwHIVCIXvOyckJHz58MIvNnTsXRqMRmZmZ6O7uxoYNGxAREWGW8/79ezg7O494byIa7D9jXQAR0feYO3cuKioqMGnSJLN3db6XWq2GUqmUdoYmTpxo9rI1ANy+fRsmkwk5OTnSrldlZeWPF/+VGzduDBp7eXnJ5vv5+eHw4cMQRdGsobK1tYVWq4VWq0VERASCg4Px/v17ODo6AgCam5vh5+c3anUT/Uu4o0REf5SoqCg4OTkhLCwMer0eRqMRV69eRVJSEp4/fz7knPT0dOzYsQP19fUwGo24c+cONm3ahL6+PqxcuRLA/xono9GIpqYmvH37Fj09PfDw8IDJZEJBQQGePHmCkpISHDlyZNTW0tDQgOzsbLS2tqKwsBBVVVVISkqSzQ8ICEBnZydaWlqk2MGDB1FeXo6HDx+itbUVVVVVcHV1hb29vZSj1+uxatWqUaub6F/CRomI/ihKpRI6nQ5ubm4IDw/HzJkzsWnTJnR3d8vuMC1fvhxPnjxBdHQ0vLy8EBISgtevX+PChQvQaDQAgHXr1iE4OBgBAQFwdnZGWVkZfH19kZubi6ysLMyaNQulpaVmf3r/s1JSUmAwGODn54fMzEzk5OQgKChINl+lUiE8PBylpaVSTBAEZGVlYf78+ViwYAHa29tRW1sr7YBdv34dHz9+HPQ4joi+jUIURXGsiyAi+teo1WokJycjOTn5u+bdu3cPK1askF5oH8n69evh5+eH3bt3/2ClRP827igREf1BfHx8kJ2dPew/2Pyip6cHc+bMwbZt2359YUR/Kb7MTUT0h4mJifmmPAsLC6Slpf3iaoj+bnz0RkRERCSDj96IiIiIZLBRIiIiIpLBRomIiIhIBhslIiIiIhlslIiIiIhksFEiIiIiksFGiYiIiEgGGyUiIiIiGWyUiIiIiGT8F9AefY2PnYctAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for runNum in backlash_runs_2023:\n", + " plot_run(df_2023_good,runNum)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131407\n", + "Full nudge sequence is 0 duuddddduuuuuuuuuuuuduudddddduuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[33] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "seq val is 14\n", + "seq val is 15\n", + "seq val is 16\n", + "seq val is 17\n", + "seq val is 18\n", + "seq val is 19\n", + "seq val is 20\n", + "seq val is 21\n", + "seq val is 22\n", + "seq val is 23\n", + "seq val is 24\n", + "seq val is 25\n", + "seq val is 26\n", + "seq val is 27\n", + "seq val is 28\n", + "seq val is 29\n", + "seq val is 30\n", + "seq val is 31\n", + "seq val is 32\n", + "seq val is 33\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 1281\n", + "Undefined 287\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131409\n", + "Full nudge sequence is 0 uddddddddddu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dddddddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddddddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[12] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 412\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131416\n", + "Full nudge sequence is 0 uuuuuuddduuddduuddddddudduudd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[29] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "seq val is 14\n", + "seq val is 15\n", + "seq val is 16\n", + "seq val is 17\n", + "seq val is 18\n", + "seq val is 19\n", + "seq val is 20\n", + "seq val is 21\n", + "seq val is 22\n", + "seq val is 23\n", + "seq val is 24\n", + "seq val is 25\n", + "seq val is 26\n", + "seq val is 27\n", + "seq val is 28\n", + "seq val is 29\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 5831\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131422\n", + "Full nudge sequence is 0 dddddddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dddddddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[8] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 1264\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131429\n", + "Full nudge sequence is 0 uuuuuddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[8] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 433\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131438\n", + "Full nudge sequence is 0 ddddduuuuuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[13] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 281\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131443\n", + "Full nudge sequence is 0 dddddduuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[9] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 345\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131447\n", + "Full nudge sequence is 0 ddudddddddddduuuuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[20] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "seq val is 14\n", + "seq val is 15\n", + "seq val is 16\n", + "seq val is 17\n", + "seq val is 18\n", + "seq val is 19\n", + "seq val is 20\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 1514\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131449\n", + "Full nudge sequence is Series([], Name: NudgeSequence, dtype: object)\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[0] nudges this run\n", + "ERROR: First nudge df is empty, skipping Run 131449\n", + "plotting for run 131456\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 413\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131488\n", + "Full nudge sequence is 0 dddddddddddddddddddddddddddduddddddddddddddddd...\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dddddddddddddddddddddddddddddddddddddddddddddd...\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dddddddddddddddddddddddddddddddddddddddddddddd...\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[61] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "seq val is 14\n", + "seq val is 15\n", + "seq val is 16\n", + "seq val is 17\n", + "seq val is 18\n", + "seq val is 19\n", + "seq val is 20\n", + "seq val is 21\n", + "seq val is 22\n", + "seq val is 23\n", + "seq val is 24\n", + "seq val is 25\n", + "seq val is 26\n", + "seq val is 27\n", + "seq val is 28\n", + "seq val is 29\n", + "seq val is 30\n", + "seq val is 31\n", + "seq val is 32\n", + "seq val is 33\n", + "seq val is 34\n", + "seq val is 35\n", + "seq val is 36\n", + "seq val is 37\n", + "seq val is 38\n", + "seq val is 39\n", + "seq val is 40\n", + "seq val is 41\n", + "seq val is 42\n", + "seq val is 43\n", + "seq val is 44\n", + "seq val is 45\n", + "seq val is 46\n", + "seq val is 47\n", + "seq val is 48\n", + "seq val is 49\n", + "seq val is 50\n", + "seq val is 51\n", + "seq val is 52\n", + "seq val is 53\n", + "seq val is 54\n", + "seq val is 55\n", + "seq val is 56\n", + "seq val is 57\n", + "seq val is 58\n", + "seq val is 59\n", + "seq val is 60\n", + "seq val is 61\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 805\n", + "JD80-212 80um 45/135 deg 720\n", + "Undefined 41\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131491\n", + "Full nudge sequence is 0 uuuuuddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[8] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 506\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131581\n", + "Full nudge sequence is Series([], Name: NudgeSequence, dtype: object)\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[0] nudges this run\n", + "ERROR: First nudge df is empty, skipping Run 131581\n", + "plotting for run 131600\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 61\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131602\n", + "Full nudge sequence is 0 dd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 79\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131620\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 101\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131622\n", + "Full nudge sequence is 0 uuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 u\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[4] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 239\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131634\n", + "Full nudge sequence is 0 uuuuuuud\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[8] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 213\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131658\n", + "Full nudge sequence is 0 uu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 366\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131662\n", + "Full nudge sequence is 0 uuuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[6] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 136\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131672\n", + "Full nudge sequence is 0 ddddddddduuuuuuuuduuuuuuuuuuuuddddddddddduuuuu...\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[59] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "seq val is 14\n", + "seq val is 15\n", + "seq val is 16\n", + "seq val is 17\n", + "seq val is 18\n", + "seq val is 19\n", + "seq val is 20\n", + "seq val is 21\n", + "seq val is 22\n", + "seq val is 23\n", + "seq val is 24\n", + "seq val is 25\n", + "seq val is 26\n", + "seq val is 27\n", + "seq val is 28\n", + "seq val is 29\n", + "seq val is 30\n", + "seq val is 31\n", + "seq val is 32\n", + "seq val is 33\n", + "seq val is 34\n", + "seq val is 35\n", + "seq val is 36\n", + "seq val is 37\n", + "seq val is 38\n", + "seq val is 39\n", + "seq val is 40\n", + "seq val is 41\n", + "seq val is 42\n", + "seq val is 43\n", + "seq val is 44\n", + "seq val is 45\n", + "seq val is 46\n", + "seq val is 47\n", + "seq val is 48\n", + "seq val is 49\n", + "seq val is 50\n", + "seq val is 51\n", + "seq val is 52\n", + "seq val is 53\n", + "seq val is 54\n", + "seq val is 55\n", + "seq val is 56\n", + "seq val is 57\n", + "seq val is 58\n", + "seq val is 59\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 849\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131703\n", + "Full nudge sequence is 0 dddddddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dddddddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddddddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[8] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 140\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131706\n", + "Full nudge sequence is 0 ddddddddduuuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[15] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "seq val is 14\n", + "seq val is 15\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 151\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131709\n", + "Full nudge sequence is 0 ddduuuudd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[9] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 274\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131714\n", + "Full nudge sequence is 0 dddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[4] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 209\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131719\n", + "Full nudge sequence is 0 ddddddddduudddduuudddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dddddddddddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddddddddddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[22] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "seq val is 14\n", + "seq val is 15\n", + "seq val is 16\n", + "seq val is 17\n", + "seq val is 18\n", + "seq val is 19\n", + "seq val is 20\n", + "seq val is 21\n", + "seq val is 22\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 206\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131720\n", + "Full nudge sequence is 0 uuuuuuuuuuuud\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuuuuuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuuuuuuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[13] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 2080\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131726\n", + "Full nudge sequence is 0 ddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[3] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 67\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131733\n", + "Full nudge sequence is Series([], Name: NudgeSequence, dtype: object)\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[0] nudges this run\n", + "ERROR: First nudge df is empty, skipping Run 131733\n", + "plotting for run 131734\n", + "Full nudge sequence is 0 ddddddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddddddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[7] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 119\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131744\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 107\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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2ZbvMwoULG9zXN5EbO9U3p/TdGTVq1EDbtm1RpUoVDBkyBOfOnctRuX/99ReioqIwZMiQTE3+mzZtwu7du3HkyJFM3Yz6sQdOTk5QKpUYNGgQKlSogPbt20tjEvSngT9//hxqtTrTuBRj9B/Acrkcbm5uWX5xFytWTBqL9CoODg74448/AOi6Wr755husXbsWlSpVwpgxYzLFd+jQAaNGjYJMJoOzszNKlixp9BewNei/aPVfwpcvX8akSZPw1VdfYeTIkVJcs2bNEBgYiOHDh+PQoUMAdK+9s2fPZiozMTERaWlpUivD6tWrM41neTlR03elrlmzBqtXrzYrsTHHypUr0a9fP/Tt2xdff/21WeuMGTMGCQkJOHv2rNQiU79+fbi5uaFnz57o2rUrGjRoIL33jLWYPH78GDKZDK6urtmqt7EWGltb20zL9eOpTHX9FS5cGCkpKUhKSoKjo2Omur6YnO3cuRPp6ekGLTm2trbYtWsXQkNDERwcDEDXYvTll1/iiy++QNGiRQ22Zc7rwhT956VCoYCHh0eWLXUlSpQw631YsmRJrFu3DkII3Lp1C9OnT0dYWBgqVapktDVe/4PIxsYGrq6u8Pf3z3YCTDpMmMhs5cqVk97Y77//PrRaLZYvX45Nmzbhf//7HwDA3t7e6Pij+Pj411pXUxQKBapWrZqjri89/S/23r17Z3rswoUL0Gg0mX5tAsCyZcuwbNkybN26FW3btsWFCxdw69YtFCxYMFPs+++/D5VKZdbgTnM/gM1lY2NjUF6TJk0QFBSEqVOn4pNPPsmUkBUpUsSq23+V7du3QyaToX79+gCAc+fOQQiB6tWrG8QplUpUrlwZERER0rKKFSti3bp1iI2NNRivcv78eQBAhQoVAACtWrXCyZMns6yDPllauXIlVqxYYbTVLjtWrlyJ3r17o1u3bliyZInZX3Znz55FYGBgpu4r/TG5cOECGjRogJIlS8LBwUHa3xedP38epUqVkgbJ6/+mpqYaxL2u97V+7NL58+dRs2ZNaXlsbCzi4+Ol5wrQtSR/8MEHmd5HpUqVQmRkJO7du4fHjx+jZMmSUKvVGDJkiPT60W/LnNeFKS9+XlqDvb29VF716tXx/vvvo3z58hg6dChatmyZaQ4zc38Qkfk46Juy7auvvkLBggUxadIkaayIn58frly5YvDB+ujRI6OTBuallJQUHD9+3GBMS3akpqZizZo1qFGjhtEP0u7du+PQoUOZbgDQtm1bHDp0SBovtG7dukxx+ib1JUuWYMeOHTmqq7XY2dlh4cKFSElJwfTp0/OsHitXrsSuXbvQuXNnFC9eHMB/LU0vn2mZmpqK06dPG4wJadOmDWQyGVavXm0Qu2rVKjg4OCAkJASArsWhWrVqBjc9IQT69OmDlStXYunSpZlaorJr1apV6N27N7p06YLly5db1DLg7e2Nixcv4vnz5wbL9ZMW6o+BQqFAq1atsGXLFjx79kyKu337Ng4dOoQPP/xQWqY/w/XFwdGALmF9HUJCQmBvb28wmSPw39l7bdu2BaB7X//+++/S2XHGFC1aFBUrVoSjoyO+/vprODk5GYw9NPd1kdcKFy6MmTNn4sGDBxZNtkrZxxYmyraCBQtKZ7z88ssv6NKlC0JDQ7F06VJ06dIFffr0waNHj/DVV19Z5fT4l0VERODhw4cAdAMsb926hU2bNgEAGjRoIJ0NUqdOHbRu3RrlypWDSqXCzZs3sXjxYly/ft3g1GlAN7v2pUuXAOh+vSYlJUllBgYGSoNH9bZt24bHjx8bbV0CdF80Wc0WXrRoUYPxU8ZaofSncQcFBVn91+Lt27eNTuFQpEgRg8HCxjRo0ADNmzfHypUrMWbMGKNnBmaHscQgOTlZqmdycjJu3LiBbdu2YceOHWjQoAGWLFkixdatWxfVq1fHlClTkJSUhPr160OtVmP+/PmIjo7GTz/9JMWWL18evXr1wuTJkyGXy1G9enXs3bsX33//PaZPn25W18vgwYOxYsUK9OzZExUrVjQ4nnZ2dgbjpW7duiW1VF2/fh0ApNeWn5+f9Pxu3LgRvXr1wnvvvYd+/frhzz//NNhmlSpVMnX9vmjo0KFo27YtmjRpgmHDhsHNzQ3Hjx9HWFgYAgMD0axZMyl26tSpqF69Olq2bIkxY8YgJSUFkyZNgpubG0aMGCHFVa9eHWXLlsXIkSOh0WhQsGBBbN26VRo0ndsKFSqECRMmYOLEiShUqBCCg4Nx8uRJTJkyBb1795bel7t370ZSUpKUQL3oq6++gqenJ4oXL44HDx5gw4YN2LZtG3766SeDLjlrvC4scfXqVaPvw2LFimUa9P2yrl27Ys6cOZg9ezYGDRqUK5+z9ILXPfETvXmymohNCCGSk5NF8eLFRenSpaXZrVevXi3KlSsn7O3tRWBgoFi/fr3o1q2bwSSQr5o8EYCYPHmyyXo1aNBAADB6O3TokBQ3YsQIUblyZaFSqYRCoRCenp6iXbt24ujRo5nKnDx5cpZlGqtTkyZNhJOTk0hISDBZ35f38VUTV+q96ti/zNyJ8PTHPqvbJ598IsVmNXGlEEKcP39e2NjYiB49eli8X8Z89NFHonDhwgbLXn6OnZycRIkSJcT//vc/sXHjRoPJIPWePn0qxo8fL8qVKyccHR2Fu7u7aNiwofj9998zxaalpYnJkyeL4sWLC1tbW1GmTBnx3XffmV1nX1/fLI/jy5Oe6p9LY7cXJ13t1q3bK5+f6Ohok/U6ePCgCA4OFp6ensLBwUGUKVNGjBgxQsTHx2eKjYqKEo0aNRKOjo7CxcVFtG3bNtOkl0IIceXKFREcHCxcXFxEkSJFxGeffSZ27tyZ6f2W1WSjvr6+okWLFpmWW/KamTdvnihTpoywtbUVxYsXF5MnTxZpaWnS4126dBENGjQwuu7UqVNFyZIlhZ2dnXB1dRUhISHijz/+MBqbk9eFue9Z/fs1q9v48eOl2FdN4Kp/DqZOnSqEsGxiWrKMTAgjp5kQEb1mlStXhp2dXaYWFSJzpKWlwd3dHV988cUrpyggyi52yRFRnklNTcXx48exa9cu/PXXXwbzBBFZwtbW1qyTIoiyiy1MRJRnbt68iZIlS8Lb2xs9evTAlClTcnR5GiKi3MKEiYiIiMgE/pQjIiIiMoEJExEREZEJTJiIiIiITOBZcmbKyMjA/fv34ezszOvxEBERvSGEEHj27Bm8vb1zdFIJEyYz3b9/32pXHyciIqLX686dOyZnT38VJkxmcnZ2BqA74Jx+nqwhLS0N33zzDQCgV69e0pXb3yUZGRkQQsDV1RVyuTyvq0N5KDExUboW4P379zNdPJgouxISEuDj4yN9j2cXEyYz6bvhXFxcmDCRVWi1Wnz00UdITExEwYIF38mESavVQqPRwMXFhQnTO+7F59/FxYUJE1ldTofTMGEiyiNyuRyVK1fGkydPmCwQEeVzPEuOiIiIyAQmTER5JCMjA1evXsXNmzeRkZGR19UhIqJXYJfcWygjAzh+HEhIsGw9V1egZk2Asya8HhqNBuvXrwcADBw4EEqlMo9rRERarRbp6el5XQ2ygFKpfC3DGpgwmbBw4UIsXLgQWq02r6tittWrgZ49s7fu+vVAhw7WrQ8RUX4nhEBsbCyePn2a11WhbHB1dYWnp2euzpPIhMmEQYMGYdCgQUhISIBKpcrr6phlzRrdX39/oGBB89Z5/Bi4eRNYtowJExG9e/TJkru7OxwdHTlB8RtCCIGkpCTExcUBALy8vHJtW0yY3jLx8UBEhO7/Awd0SZM5oqOBEiV069y9C+Rgbi8iojeKVquVkqXChQvndXXIQg4ODgCAuLg4uLu751r3HAd9v2W2bwe0WqBKFfOTJUAXW68eIATwyy+5Vz8iovxGP2bJ0dExj2tC2aV/7nJz/BkTprfMli26vx9+aPm6oaG6vz/+qEuciIjeJeyGe3O9jueOCdNbJCEB2LdP9392EqaPPgLs7ICLF4GzZ61aNSIiojdathKmO3fu4PDhw9izZw9Onz6N1NRUa9eLsuH334G0NKBsWaBcOcvXd3UFWrfW/f/jj1atGhkhl8sREhKC+vXr5+gK2kREucnPzw9z587N8vGGDRti6NChVtnWzZs3IZPJcDYf/mo3+1P61q1bGDt2LPz8/ODn54cGDRqgWbNmqFatGlQqFZo0aYKNGzdyAr489GJ3XHZbJ7t21f1duxbQaKxTLzJOLpejWrVqqFixIi+NQkTZ0r17d8hkMulWuHBhhISE4K+//srrqr11zEqYhgwZgooVK+Lq1auYNm0aLl68CLVajbS0NMTGxuL3339H3bp1MXHiRFSqVAknT57M7XrTS5KTdS1MQPa64/SaNgWKFAEePPive4+IiPKvkJAQxMTEICYmBgcOHIBCoUDLli3zulpvHbMSJltbW1y/fh2bNm1C165dERAQAGdnZygUCri7u+ODDz7A5MmT8ffff+Orr77CrVu3crve9JJ9+4DERMDHBwgKyn45SiXQubPuf3bL5a6MjAzcvHkT9+7dY8ssEWWbnZ0dPD094enpiffeew+jR4/GnTt38PDhQwDA6NGjUaZMGTg6OqJEiRKYOHFiprPJtm/fjmrVqsHe3h5ubm748BW/vFeuXAmVSoV9WfyqXrNmDapVqwZnZ2d4enri448/luZJAoAnT57gk08+QZEiReDg4IDSpUtj5cqVBmXcuHED77//PhwdHVG5cmVERkZm9/BYjVnzMH399ddmF9i8efNsV4ayzxrdcXqhocB33wHbtukGkru45Lh6ZIRGo8Gaf2cZ5aVRiPKntLS0LB+zsbGBQqEwK1Ymkxm8x7OKtbW1zUYt//P8+XP8/PPPKFWqlDSnlLOzM1atWgVvb2+cP38effr0gbOzMz7//HMAwM6dO/Hhhx9i/Pjx+Omnn5CWloadO3caLX/27NkICwvDnj17UKtWLaMxaWlp+OKLL1C2bFnExcVh2LBh6N69O37/txtk4sSJuHTpEnbt2gU3Nzdcu3YNycnJBmWMHz8es2fPRunSpTF+/Hh07twZ165dMzjer5vZW37vvffQu3dvfPLJJyho7vTR9Fqkp+vmXwJy1h2nFxSkGzR++TLQvj3g7W3+ugULAlOnAm/IpOhERK8UFhaW5WOlS5fGxx9/LN2fPXt2lvMA+fr6onv37tL9efPmISkpKVPc5MmTLa7jjh07UKBAAQBAYmIivLy8sGPHDulkkgkTJkixfn5+GDFiBNavXy8lTDNmzECnTp0wdepUKa5y5cqZtjN27FisXr0a4eHhqFixYpb16fnCtblKlCiB7777DjVq1MDz589RoEAB3L59G1WqVEG1atWkOr1s5MiRaNGiBQBg6tSpKF++PK5du4aAgABzD4vVmZ0w1axZExMmTMCoUaPQtm1b9O7dG40aNcrNur0T4uN1CY+tra47TH+z5KSp8HDgyRPd2KP/+7+c10kmA7p3B0aPBvbvt3x9Hx9gxIic14OIiEx7//33sXjxYgDA48ePsWjRIjRr1gx//vknfH19sWnTJsydOxfXrl3D8+fPodFo4PJC18HZs2fRp0+fV27jm2++QWJiIqKiolCiRIlXxp45cwZTpkzB2bNn8fjxY2nIwe3btxEYGIgBAwagffv2OH36NIKDg9G2bVvUqVPHoIxKlSpJ/+svdxIXF/dmJExLly7FvHnzsHHjRqxcuRLBwcHw8fFBz5490b17dxQvXjw36/nW6toV2LXLOmW1bQtY62SrIUN00wwkJJi/TmSkrmvw6FEmTET0dhg7dmyWj708HcjIkSOzjH15YsUhQ4bkrGIvcHJyQqlSpaT7QUFBUKlUWLZsGVq2bCm1HjVt2hQqlQrr1q3DN998I8XrLy3yKvXq1cPOnTuxYcMGjBkzJsu4xMREBAcHIzg4GGvWrEGRIkVw+/ZtNG3aVOqGbNasGW7duoWdO3di//79aNSoEQYNGoTZs2dL5bzYfak/dnk91tOizkB7e3uEhoYiNDQU0dHR+OGHH7BixQpMmzYNjRo1Qq9evdCBV261mEyW85m17eyAXr2sUx99eX37WrbOkSO6hCkyUrc/nDSXiN50lowpyq1YS8lkMtjY2CA5ORlHjx6Fr68vxo8fLz3+8olZlSpVwoEDB9CjR48sy6xRowY+++wzNG3aFHK5HKNGjTIa9/fffyM+Ph4zZ86Ej48PACAqKipTXJEiRdC9e3d0794d9erVw6hRowwSpvwo26On/P398cUXX2DatGnYvHkz+vXrh/379zNhspB+KgCtVtc1l56um3zSUo6OgBk/EnJVUBCgUACxscCtW4CRbmkiIrKy1NRUxMbGAtCdgbZgwQI8f/4crVq1glqtxu3bt7Fu3TpUr14dO3fuxNatWw3Wnzx5Mho1aoSSJUuiU6dO0Gg02LVrlzTGSa927drYtWsXQkJCoFAoMGzYsEx1KV68OGxtbTF//nz0798fFy5cwBdffGEQM2nSJAQFBaF8+fJITU3Fjh07UC47sy2/Zjkabn7o0CGsXLkSW7ZsgUKhMNkHSlmTy3U3e/u8rkn2OTjoLvp78qSulYkJExFR7tu9e7c0zsfZ2RkBAQHYuHEjGjZsCAAYNmwYPv30U6SmpqJFixaYOHEipkyZIq3fsGFDbNy4EV988QVmzpwJFxcX1K9f3+i2/u///g87d+5E8+bNIZfLMXjwYIPHixQpglWrVmHcuHH47rvvULVqVcyePRut9ZeRgK51bezYsbh58yYcHBxQr149rFu3zroHJRfIhLCsM+j27dtYtWoVVq1ahZs3b6JevXro1asXPvroI7P6Qd9UCQkJUKlUUKvVBoPlyNCQIbopCT77TPeXsqbVahEZGYmkpCQEBQXlahN9fqXVaqHRaFCwYEHOdv6OS0xMlM70ev78OZycnF7btlNSUhAdHQ1/f3/Yv8m/Wt9hr3oOrfX9bfa5WL/88guaNGmCEiVKYOnSpejYsSOuXLmCiIgIdO3aNVvJkkajwYQJE+Dv7w8HBweUKFEC06ZNMxjY9eDBA3Tv3h3e3t5wdHRESEgIrl69Kj3++PFjfPbZZyhbtiwcHR1RvHhxDB48GGq12mBbT548QWhoKFQqFVQqFUJDQ/H06VOL60yvVru27u+xY3lbjzeBXC5H7dq1UbVqVSYLRET5nNldct27d0eLFi2wbds2NG/e3CoXC501axaWLFmC1atXo3z58oiKikKPHj2gUqkwZMgQCCHQtm1bKJVK/Prrr3BxccGcOXPQuHFjXLp0CU5OTrh//z7u37+P2bNnIzAwELdu3UL//v1x//59bNq0SdrWxx9/jLt372L37t0AgL59+yI0NBS//fZbjveD/qNPmM6dA5KSdGOriIiI3nRmd8nFxcXB3d3dqhtv2bIlPDw8sGLFCmlZ+/bt4ejoiJ9++glXrlxB2bJlceHCBZQvXx6Argnf3d0ds2bNQu/evY2Wu3HjRnTp0gWJiYlQKBS4fPkyAgMDcfz4cdSsWRMAcPz4cdSuXRt///03ypYta7Ku7JIzjxBA0aJATAwQEQFk0Q1O0J0ie+/ePSQkJMDLy+udnOmbXXKkxy45yol81SX3YrL0008/4f/+7//g7e0tnZ44d+5c/PrrrxZtvG7dujhw4ACuXLkCADh37hyOHDkiXV4lNTUVAAx2Xi6Xw9bWFkeOHMmyXP1B0U+hHhkZCZVKJSVLAFCrVi2oVCocy6LvKDU1FQkJCQY3Mk0mA/Tzj+WDS//kaxqNBj/88AM2bdoErVab19UhIqJXsLhfbfHixRg+fDiaN2+Op0+fSh/0rq6umDt3rkVljR49Gp07d0ZAQACUSiWqVKmCoUOHovO/V38NCAiAr68vxo4diydPniAtLQ0zZ85EbGwsYmJijJb56NEjfPHFF+jXr5+0LDY21mjrmLu7u3Qq5svCwsKk8U4qlUqaT4JM03fLMWEiIqK3hcUJ0/z587Fs2TKMHz/eoAm9WrVqOH/+vEVlrV+/HmvWrMEvv/yC06dPY/Xq1Zg9ezZWr14NQDfT5+bNm3HlyhUUKlQIjo6OCA8PR7NmzYw23yckJKBFixYIDAzMdD2el2dZBQAhhNHlgG52V7VaLd3u3Llj0b69y15MmHI6IScREVF+YPE8TNHR0ahSpUqm5XZ2dkhMTLSorFGjRmHMmDHo1KkTAKBixYq4desWwsLC0K1bNwC6Kd7Pnj0LtVqNtLQ0FClSBDVr1pQu2qf37NkzhISEoECBAti6davBeBBPT088ePAg0/YfPnwIDw8Po3Wzs7ODnZ2dRftDOlWr6q6HFxcHREcDJi47RERElO9Z3MLk7++Ps2fPZlq+a9cuBAYGWlRWUlJSprPt5HK50evFqFQqFClSBFevXkVUVBTatGkjPZaQkIDg4GDY2tpi+/btmQZ81a5dG2q1Gn/++ae07MSJE1Cr1Zku+Ec5Z2+vS5oAdssREdHbweIWplGjRmHQoEFISUmBEAJ//vkn1q5di7CwMCxfvtyislq1aoUZM2agePHiKF++PM6cOYM5c+agZ8+eUszGjRtRpEgRFC9eHOfPn8eQIUPQtm1bBAcHA9C1LAUHByMpKQlr1qwxGKBdpEgRyOVylCtXDiEhIejTpw+WLl0KQDetQMuWLc06Q44sV7s2cOKELmH65JO8rg0REVHOWJww9ejRAxqNBp9//jmSkpLw8ccfo2jRopg3b57UtWau+fPnY+LEiRg4cCDi4uLg7e2Nfv36YdKkSVJMTEwMhg8fjgcPHsDLywtdu3bFxIkTpcdPnTqFEydOAIDB1ZoBXfeh37/X5/j5558xePBgKdFq3bo1FixYYOnuk5lq1wbmzuUElkRE9Haw+NIoL4qPj0dGRobV52fKjzgPk2Xu3AGKF9ddH0+tBl7jlCpvDK1Wi4iICKSkpKBmzZq8NArnYXqncR6m7Onevbt0opRCoUChQoVQqVIldO7cGd27dzc6yXRwcDAOHDiAo0ePolatWpkeP3bsGKZPn47IyEgkJyejdOnS6N69O4YOHWryfXrnzh1MmTIFu3btQnx8PLy8vNC2bVtMmjQJhQsXts5OG/E65mHK0cV33dzccrI6vcV8fHQTWN67p7sY77/XgLSIELoJMK9cAdLSLFtXpQJq1NDNC2UNsbFAt27Ao0c5K0cu111v7+OPdeP1GjRogCdPnjBZIKJsCwkJwcqVK6HVavHgwQPs3r0bQ4YMwaZNm7B9+3ZpTkJAdz3YyMhIfPrpp1ixYkWmhGnr1q3o0KEDevTogUOHDsHV1RX79+/H559/juPHj2PDhg1Znl1+48YN1K5dG2XKlMHatWvh7++PixcvYtSoUdi1axeOHz+OQoUK5eqxyE1mJ0zXr1/HjBkz8MMPPwAAihcvjufPn0uPy+VyHDlyhGOCSFKnDrBxIzB1KrBli/nrJSYCf/8NXLoE5ORyf2vWWG/81A8/AHv3Wqesnj2BSpWAChWsUx4Rvdvs7Ozg6ekJAChatCiqVq2KWrVqoVGjRli1apXBVTFWrlyJli1bYsCAAahRowbmzp0rteYlJiaiT58+aN26Nb7//ntpnd69e8PDwwOtW7fGhg0b0LFjR6P1GDRoEGxtbbF3717p+rLFixdHlSpVULJkSYwfPx6LFy8GAPj5+aFv3764du0aNm7ciIIFC2LChAno27dvrhwjazA7YZo/f770hAC6i9lOmjRJ6o5bv349vv32WyxZssT6taQ3Uv36uoQpPFx3yw4bG920BJa0zj9+rOsS3LrVegnTwYO6v0OGAE2bZr+cefOAPXt09TpxQuDp04dQq9XvRLc20ZtECIGkpKQ82bajo2OWrTjm+uCDD1C5cmVs2bJFSpiEEFi5ciUWLlyIgIAAlClTBhs2bECPHj0AAHv37sWjR48wcuTITOW1atVKajkyljA9fvwYe/bswYwZM6RkSc/T0xOffPIJ1q9fj0WLFkn79s033+CLL77AuHHjsGnTJgwYMAD169dHQEBAjvY9t5idMO3fvx/z5883WNa+fXuU+HeSHT8/vyyv7Ubvpl69dF1pT55Ytp5SCZQpA5QvD5QurZumwBLHj+sGnR88CGi1um6wnEhJAY4e1f3frx9Qrlz2y6paFahYEfjrL2DcuAyoVLqzNgcOHGjQbE5EeSspKUkaU/W6WWsMV0BAAP766y/p/v79+5GUlISm//7q69KlC1asWCElTPrLlJXL4kMuICBAinnZ1atXIYTIct1y5crhyZMnePjwofQDsXnz5hg4cCAA3ZU/vv32W4SHh7/5CdOtW7fg7+8v3e/duzdUKpV038/PD3fv3rVu7eiN5uAADB/++rdbrZpuDNOTJ8Dp00D16jkrLzJSlzR5egI5fR97eADLlwNt2gBz59ogNNQPJUrczFmhRERGvHw1ixUrVqBjx47Sj7POnTtj1KhR+OeffwyG02R1LpgQItsnp+jLfLE+lSpVkv6XyWTw9PREXFxctsp/HcyeuNLGxsZgR7799luDEe8PHjx4J6+2TvmPQgG8/77u/337cl6evjvugw+sM4i8dWugb19ACBm2bWuL5OQ366wconeBo6Mjnj9/nic3R0dHq+zD5cuXpYaOx48fY9u2bVi0aBEUCgUUCgWKFi0qXQQcAEqXLi2tZ8zff/+NMmXKGH2sVKlSkMlkuHTpUpbrFixY0OBksZdzBplMZnTi6vzC7Bam8uXLY//+/ahRo4bRx/fs2YMKHMVK+USTJsC2bcD+/cC4cTkrS58wNWqU42pJ5swBDh4UuHZNheXLe+HwYRejp/8aIwSQkiJDUhKQlKT7q9FYlsnJ5QJjxqShb9/07FSf6K0nk8le69QG1nbw4EGcP38ew4YNA6Cbi7BYsWLYtm2bQdyBAwcQFhaGGTNmoGnTpihUqBC++eabTFfB2L59O65evYq5c+ca3V7hwoXRpEkTLFq0CMOGDTMYxxQbG4uff/4ZXbt2zfHYrLxkdsLUo0cPDB06FJUrV0aLFi0MHvvtt98wc+bMLA8k0evWuLHu79GjQFISkN0fbM+eAfor6nzwgXXqBugGsa9apUH9+jZ49MgtDyb4lOGnn5RMmIjeAqmpqYiNjTWYViAsLAwtW7ZE165dAei64/73v/9latjw9fXF6NGjsXPnTrRp0wZLly5Fp06d0LdvX3z66adwcXHBgQMHMGrUKPTu3RvNmzfPsh4LFixAnTp10LRpU0yfPt1gWoGiRYtixowZuXoccpvZCVOfPn1w8OBBtGrVCgEBAShbtixkMhn+/vtv/PPPP2jfvj369OmTm3UlMlvp0rqJM2/fBg4fzv6ZbYcPAxoN4O8P/DtpvNVUry7Qt+/3ePTIDU2bBkOpNH9sgL29gKMj4Oio+2tJb/i1azJ06uSIe/fe3F96RPSf3bt3w8vLCwqFAgULFkTlypXx3XffoVu3brCxscGpU6dw7tw5LFu2LNO6zs7OCA4OxooVK9CmTRv873//w6FDhzBjxgzUq1dPutTYzJkzMXr06FfWo3Tp0oiKisKUKVPQsWNHPHr0CJ6enmjbti0mT578Rs/BBGRjpu9169Zh3bp10kj50qVLo3PnzhZfFuVNw5m+3zy9eunmTxo5Evj66+yVMXIk8M03urIsvFSiSWlpaQgLCwOgO0vudc0w/OgR4O/vDACIi3tm8VmI1sSZvkmPM33nTykpKWjTpg3u3LmDiIgIFClSJK+rZFS+nOm7U6dOb31yRG+HJk10CVNOBn7nxvglPblcjlq1aiElJcXs8UvWUKgQ4OAgkJwsw/37MpQoke2rIxHRW87e3h6//vor5s6diz/++APt27fP6yrlGbMSpsTERIuyfUvjiXKDfszRuXNAXBxg6dyQjx4BZ8/q/tefdWdNcrkcjRs3fu2XRpHJAG9vgevXZbh/3wYlSmhf27aJ6M1jb2+PMWPG5HU18pxZP2tLlSqFL7/8Evfv388yRgiBffv2oVmzZvjuu++sVkGi7HJ3B957T/f/gQOWrx8erjsjLTBQNwfT26RoUd2puxzHRERkHrNamMLDwzFhwgRMnToV7733HqpVqwZvb2/Y29vjyZMnuHTpEiIjI6FUKjF27Nh8fS0Yerc0bqxrJdq/H+jc2bJ1c7M7DtD9yHj69CkSEhJQsGDB3NlIFooW1XXD3b//+roCiYjeZGYlTGXLlsXGjRtx9+5dbNy4EX/88QeOHTuG5ORkuLm5oUqVKli2bBmaN2/+WsdiEJnSpAkwe7ZuHJMQlk08+eKElbkhPT0dCxYsAPD6L42ib2G6e5ctTER6Fp4DRfnI63juLPqELlasGIYNGyZNhPUuWLhwIRYuXAitluM83kR16wK2trqL8V69qrtGnTnu3QP+/luXYDVokLt1zAve3voWJiZMRPoZp5OSkjJdOJbeDPoLJefmFUd4tU8TBg0ahEGDBkmnJdKbxdFRlzQdPKhraapb17z1Tp3S/a1aFXjNvWWvhb6FiV1yRLoTMFxdXaXLfzk6Or7RM1K/S4QQSEpKQlxcHFxdXXP1BBomTPTWa9xYlzAtW6a7WSK3uuPymn4ME7vkiHQ8/z2zIz9f/JWy5urqKj2HuYUJE731+vYFLlwAHj+2bD2VChg8OHfqlNf0CdPDhzZITQXs7PK4QkR5TCaTwcvLC+7u7khP5yWD3iRKpfK1TM3ChIneeoULAz//nNe1yF8KFRKwsxNITZUhJkYGPz8OdiUCdN1znHWejOEABqJ3kH7ySoDjmIiIzGHxJ6Wfnx+mTZuG27dv50Z9iN4ZNjY2CAoKQoUKFfJkgGmxYpxagIjIXBYnTCNGjMCvv/6KEiVKoEmTJli3bh1SU1Nzo25EbzWFQoFmzZqhQYMGr3UOJj22MBERmc/iT8rPPvsMp06dwqlTpxAYGIjBgwfDy8sLn376KU6fPp0bdSSiXMDLoxARmS/bPy0rV66MefPm4d69e5g8eTKWL1+O6tWro3Llyvjhhx84YyqRCUIIJCYmIjk5OU/eL/oz5ZgwERGZlu1+gPT0dGzduhUrV67Evn37UKtWLfTq1Qv379/H+PHjsX//fvzyyy/WrCvRWyU9PR3ffvstgNd/aRTgxRYmdskREZli8Sf06dOnsXLlSqxduxZyuRyhoaH49ttvERAQIMUEBwejfv36Vq0oEVkXL49CRGQ+ixOm6tWro0mTJli8eDHatm1r9LotgYGB6NSpk1UqSES5Q98lFxcnQ1qa7pp7RERknMUJ040bN+Dr6/vKGCcnJ6xcuTLblSKi3OfmJmBrK5CWppu80teX4w6JiLJiccJkKlkiojeDfvLKmzdluH/fBr6+2ryuUr4gBNCnD7B3r2XryWS69SZMyJ16EVHesjhhKliwoNFJ9mQyGezt7VGqVCl0794dPXr0sEoFiSj3FC2agZs3bXim3Atu3gRWrMjeulOmAF26AH5+VqwQEeULFidMkyZNwowZM9CsWTPUqFEDQgicPHkSu3fvxqBBgxAdHY0BAwZAo9GgT58+uVFnIrISTi2QWXi47m9QELB0qfnrjRypW/ebb4D583OjZkSUlyxOmI4cOYLp06ejf//+BsuXLl2KvXv3YvPmzahUqRK+++47JkxEr2BjY4NKlSohLS0tTy6NAnBqAWP0CVNwsC5pMtfEibp1ly/X/e/unhu1I6K8YvGn5J49e9C4ceNMyxs1aoQ9e/YAAJo3b44bN26YLEuj0WDChAnw9/eHg4MDSpQogWnTpiEjI0OKefDgAbp37w5vb284OjoiJCQEV69eNSjn+++/R8OGDeHi4gKZTIanT59m2taTJ08QGhoKlUoFlUqF0NBQo3FEr4tCoUDr1q3RqFGjPLk0CsCpBYzRJ0wNG1q23vvvAzVqACkpwHffWbtWRJTXLP6ULlSoEH777TcMGzbMYPlvv/2GQoUKAQASExPh7OxssqxZs2ZhyZIlWL16NcqXL4+oqCj06NEDKpUKQ4YMgRBCmrrg119/hYuLC+bMmYPGjRvj0qVLcHJyAgAkJSUhJCQEISEhGDt2rNFtffzxx7h79y52794NAOjbty9CQ0Px22+/WXoIiN4a/3XJsYUJ0I1fun0bUCiAOnUsW1cmA8aMAT78EFiwAPj8c8DFJVeqSf8SAvjnH12SaonChQEfn9ypE2WWlARMngw8fGg6duRIoEKF3K9TdlicME2cOBEDBgzAoUOHUKNGDchkMvz555/4/fffsWTJEgDAvn370KBBA5NlRUZGok2bNmjRogUAwM/PD2vXrkVUVBQA4OrVqzh+/DguXLiA8uXLAwAWLVoEd3d3rF27Fr179wYADB06FAAQrv9p+JLLly9j9+7dOH78OGrWrAkAWLZsGWrXro1//vkHZcuWtfQwEOWYEAJpaWlIT0+HXC7Pkzrkp+vJCQG0bAkcOGDZejY2wLBhwIwZOa+D/iOkenWgQAHL12/TBihXDrh8GViyRJc0Ue4QAggNBX7+OXvrly+ve721agXUqgXk0VtQsmIFMHWqLrnICTs7oFEj4KOPgCZNAHt769QvJyZN0o3tM8fHH79FCVOfPn0QGBiIBQsWYMuWLRBCICAgABEREajz70+yESNGmFVW3bp1sWTJEly5cgVlypTBuXPncOTIEcydOxcAkJqaCgCwf+EZl8vlsLW1xZEjR6SEyZTIyEioVCopWQKAWrVqQaVS4dixY0YTptTUVGn7AJCQkAAASNemI12bbtZ2iV4lLS0Ns7+aDQDo068P7GWv/5PN3VMGwAkPHsiQlJIOI/PQ5iqtVguNVoN0bTriH2Tg99+zV4FvvhEYPFSDfxu5s+3gITkAG9Stp0W6NsNkvDEjRsnQu6cC334rMGCQJl98YVmTEMDdu8D1azJYegnEEiUFspqZ5sXPVXM+Z2d/bYOff5ZDLhcWjxeLiwMuXpTh4kVg1izAyUnAwcGyMkqUEFi2Qoty5Sxbz5j162Xo00cOIazzw+Wnn3Q3Z2eB5i2ExXOsFSwI9OyVgYIFc16Xv/4C5s5VAJBhxEgt3NxeHe9fMgPpVp7hxFrf2RYlTOnp6ejbty8mTpyItWvX5njjo0ePhlqtRkBAAORyObRaLWbMmIHOnTsDAAICAuDr64uxY8di6dKlcHJywpw5cxAbG4uYmBiztxMbGwt3I+8od3d3xMbGGl0nLCwMU6dOzbT81tNbKKDNxk9Popdo0jXS/7cSbsEu1e611yFDCSiUKmjSbRB19R68ir7eHwPaDC0yNBl4KnuKf/52BOCLwkU02LT3ttll9O9SFP9ctMOiHx7jk17qHNXnYLg/ABuUDYpB9JPs/dSv2RTwKuqPmHtKfLvkMTp1y1mdrEEI4NFDOe7fVeLubQUexyssSnaEAB4+UODSX3a4eN4OTx5lb8ydXC4w9ouH6NL7KV4+zyEp8b/jffPJTTimOWZZzrEIR0wYXxQAMHFmHDp3t+wYP31ig8MHnRC+1wl/HHBCglqOxESLikB8vAz16gosWH0fNf8v2bKVX3AswhF9uxeFEDJ07vEUob2fZrssAIh/KMf+3wtgz28F8CBGifXrspeErd2Qhh+33oWDY/YntM3IAPr084FWq0TTls/Qd7Tp720BIPpJtjdp1PNnz61SjkWveqVSia1bt2LixIlW2fj69euxZs0a/PLLLyhfvjzOnj2LoUOHwtvbG926dYNSqcTmzZvRq1cvFCpUCHK5HI0bN0azZs0s3paxs5CEEFmenTR27FgMHz5cup+QkAAfHx/YyGxgp3j9X2z09rER/40bspPb5dnrytNLg7u3bfE4zgl+vtn/4M8OrVYLLbSwk9vhyUPdT3wvby38/czvH+nYJRHTxtphy1pX9Oxn4WCWF9y5Lce920rI5QK162Rk+/mwUwB9P3uGqWMKYdbkIli5KGfNXhkZgFYrQ4YW0GbA4lYdAHiWYIOUZOuNU1MoBIr7a6BUmF+ZtDQZoq8rMX2cO65ccsQXsx/B7oVDrFX816xgp8j6/XD3thzD+3ohI0OGjz55jm69UiCTWfZceRQB/tcxDf/rmAaN5glu3lAgQ2t+YpGWDkwaWQinT9qj10fF8NX8R2jX0cKMC8D5s7b4tLsH0tNlaNEuEdO/VkMuz2krUwbqN0jAlLAEnImyRfg+Bzx/bv5zLwSwbYMT/jrtgFEDimLJjw+z3V25YY0Tzpx0gKNTBqbMVOfZZ1ySLIf9nP+y+GdCu3btsG3bNoNkIrtGjRqFMWPGSNedq1ixIm7duoWwsDB069YNABAUFISzZ89CrVYjLS0NRYoUQc2aNVGtWjWzt+Pp6YkHDx5kWv7w4UN4eHgYXcfOzg52dpmfXIWNAkr5a+63oLfTCz0+ShsllDZ587rSJ0yPYu2htNGYXsGKbIQNbIQNlHIl4uNs/62PsOg99lGnNIRNErhwzg5XLjmgfMXs7UPUMV3CVrlqOlxVOTtrMbR7KpZ+p0XsfTlu3sgfA+plMgEPrwz4FNfA3TMDcgur5eKagYqV01GxcjrKBqZb3NUoBLBsoRO+mOCCDWsK4No/tlj+82N4eOreCC8+50q50uhrICUFGNjdDU8ey1GpShrC5iTAVpGz941Sjmx1q23Y8RhD+xfEjq0OGNbfDTev26Fh41TTK/4r8bkMQ/q5IvG5Deo2TMX879Wws7XiZ4AcqFVboFZty5OFNh+moVPrwtj3uyOmjyuML75OyNQiaMrjRzKETdb16Y0Y9wzFi9sgGyfmW4XCxjpnIVtcSqlSpfDFF1/g2LFjCAoKks5U0xs8eLDZZSUlJcHGxvAAyuVyg2kF9FQqFQDdQPCoqCh88cUXZm+ndu3aUKvV+PPPP1GjRg0AwIkTJ6BWq6VxV0TvKk8vXYIRG5O3PwTiYnWfBR6elg1gKFQ4A02ap+D3Xx2wfo0jps1KyNb2jx/V/UCqXdf8L72sODgK7Dsah+vXcv5BLYNuQLKNja5LS5aN7xwnJwHvYto8vcCyTAb0/TQRAYEaDOheEKdP2qJRrSLw+feSPBnaDAAnAQDtmhaDjZGMLuGpDW5GK1CwkBbLfnpi8bgja3JwABavfAJfPw0WfuuMeV/rbpaq+F4alq95DCO/z/NMjdppmPf9E/TvVggrvy8AHz8t+n1qWQvazKkuePJYjoDAdPTqb3nrW35k8bt5+fLlcHV1xalTp3Dq1CmDx2QymUUJU6tWrTBjxgwUL14c5cuXx5kzZzBnzhz07NlTitm4cSOKFCmC4sWL4/z58xgyZAjatm2L4OBgKSY2NhaxsbG4du0aAOD8+fNwdnZG8eLFUahQIZQrVw4hISHo06cPlv47dW/fvn3RsmVLniFH7zwPKWHKm7mg9GJjde3++hYHS3TqkoTff3XAlvUOmPBFQrYSg8gjupVq102zfGUjChUWKFSYJ4i8rP4Hqdhx6CF6di6EK38r8eTxi/09up6DC39lvb5CIbBo5RMUK5731z60sQHGTX2GEqU0WL6oAFJTLWuGKVlag6/nP4WzS/678HWrdim4d1eNL8arMG2cCicjbWFuY55WC/z+qy6bDftW/dpPJsktFn9CRkdHW23j8+fPx8SJEzFw4EDExcXB29sb/fr1w6RJk6SYmJgYDB8+HA8ePICXlxe6du2aaQzVkiVLDAZo169fHwCwcuVKdO/eHQDw888/Y/DgwVKi1bp1ayxYsMBq+0L0pvLy/jdhup+3CdODmH8TJi/LvwgbNEqFh6cWD2Ll2LfLHi3aWDaW6d4dOW7fVEAuF6heyzoJE2XNv6QWv0c8RNQJW6Sn6ZKM1JRU9O7SCwCwfM0K2Nkbb3IpE6DJF8nSizqFJqNT6Osd//c69Ps0EXdvybHy+wLY9ZvlzXkduyShRu235/0kEyI7Qwh1p0RHR0ejZMmSeTZL8euUkJAAlUqF87fOo1DBHJ67TATdTPeHfj+E9PR01GpYC7Z2edNfsm9XAXzayxuVqyZjw447r3XbWq0WWq0WKpUKrT7wwLkztli5/hGCm1neLRY2xRkL5jijUdMU/LjxsUXrblrrgCH9CqJKtTTsOBhv8bYp55ISk1DaqzQA4GrMVTg6ZX2WHL0+Wi2wb5c97t+1bOS3vYNAu4+Sc3SWnbU8fvIYFX0rQq1WwyUHs8lanOkkJSXhs88+w+rVqwEAV65cQYkSJTB48GB4e3tjzJgx2a4M0btEoVDggxYfQK1W59nElQDg4aXrNroVbYufV6rMXs9GDnzQJFHq0supB/92yXlmo0sOADp8koQFc5xxaJ8dYmNs4Ollfjn/dcflfPwS0dtELgdCWmb/7NO3icUJ09ixY3Hu3DmEh4cjJCREWt64cWNMnjyZCRPRG6ZoMV3C8/SJHNPGGz9rNCv7dydixS/3clwHrRaIe/DvoO9sdMkBQMnSWlSvlYqTx+2weZ0jBg0zf+6VyMP6Ad9vT/cBEVmXxQnTtm3bsH79etSqVctgDqPAwEBcv37dqpUjotxX2E2LsVPjcPqk+WMUEp/Z4EiEE678bZ1Te+If2iAjQwYbGwG3ItlrYQKAjl2ScfK4HeZ/UwA7tpl33rsQwC2OXyIiEyxOmB4+fGh01uzExMQsJ4EkoszS09Oxav4qAMCHXT/M02657n2eonufp2bHP35kg9oVSyEuVoGUZBnsHXI2TiHugW7fi7hn5OiaXq3aJWP6RBc8fWKDv85YNiasVt20fHm2EhHlDxYnTNWrV8fOnTvx2WefAfhvBm39xWyJ6O1XsFAGHJ0ykJRog3t3FShZOmenz+fkDLkXFXAW2HvkIf6+ZNlHm40NULU6W5eIKGsWJ0xhYWEICQnBpUuXoNFoMG/ePFy8eBGRkZGIiIjIjToSUT4jkwHFiqfjymU73L2jzHnClIM5mF5W1EeLoj7567RzInrzWTxnbJ06dXD06FEkJSWhZMmS2Lt3Lzw8PBAZGYmgoKDcqCMR5UPFfHRJ0t3bOZ+VTp8wuVs4yzcR0euSrQmUKlasKE0rQETvJh/ffxOmWzlPmOKkKQWYMBFR/pSthCkjIwPXrl1DXFxcpuu+6WfZJqK3m9TCdMd6LUweFsydRET0OlmcMB0/fhwff/wxbt26hZcnCZfJZNBq+QuR6F1QrLj1u+QsvfAuEdHrYnHC1L9/f1SrVg07d+6El5cXpxIgyiaZTIZifsWg0WjeyPeRlDBZoYVJP62ANQZ9ExHlBosTpqtXr2LTpk0oVapUbtSH6J2hUCgQ3CY4zy+Nkl36hClBLYf6qQ1UrtlLdjQaID4uZ7N8ExHlNovPkqtZsyauXbuWG3UhojeIo6NAYTfdZVVy0i33+JECGRkyyOUChd3YwkRE+ZPFLUyfffYZRowYgdjYWFSsWBFKpeEHZaVKlaxWOSLK34oVT8ejeAXu3lGifKXsXbj24QPdx1BOZ/kmIspNFidM7du3BwD07NlTWiaTySCE4KBvIgukp6djzeI1EBBo83GbN7Nbzicd50475KiF6WGcbl0O+Cai/MzihCk6Ojo36pFvLVy4EAsXLmQiSLlCo9HkdRVyRJqLKQcJU9y/LUwcv0RE+ZnFCZOvr29u1CPfGjRoEAYNGoSEhASoVKq8rg5RvqKfi+lOTlqYHvzbwsQ5mIgoHzN70PfAgQPx/Plz6f5PP/1kcP/p06do3ry5dWtHRPmaNeZiehj3bwuTB1uYiCj/MjthWrp0KZKSkqT7gwYNQlxcnHQ/NTUVe/bssW7tiChfK1Zc16V4764CGdlsIJISJrYwEVE+ZnbC9PKs3i/fJ6J3j6d3OuRygbRUGzyMy96gdalLjoO+iSgfs3geJiIiPaUS8PTWtTLdyeZFeKVB30yYiCgfY8JElEdkkMGzqCfcPNyAN+/KKJKcXCJFo9FNXAmwS46I8jeLzpKbNGkSHB0dAQBpaWmYMWOGdObYi+ObiMg0hVKB5v9r/sZeGkWvmE86TiB7A78fPVRACM7yTUT5n9kJU/369fHPP/9I9+vUqYMbN25kiiGid4u+heleNhImfXecu4cWNmzvJqJ8zOyEKTw8PBerQURvKp/i2Z+LSUqYOH6JiPI5iyeuJCLrSE9Px7rl65CRkYGWHVu+sd1yOZmLSZpSgAkTEeVzTJiI8lBKckpeVyHH9AlTbIwCaWmAra356z6UzpDj+CUiyt84aoCIcsStiBb29hkQQoaYe5a1MsX9OwcTu+SIKL9jwkREOSKT/dfKZOlcTJyDiYjeFEyYiCjHsjsXE8cwEdGbIltjmJ4+fYo///wTcXFxyHjpAlJdu3a1SsWI6M1RzCd7A78fsoWJiN4QFidMv/32Gz755BMkJibC2dkZMtl/UxTLZDImTETvoOycKZeeDjyKf3FagTd4unMieutZ3CU3YsQI9OzZE8+ePcPTp0/x5MkT6fb48WOLytJoNJgwYQL8/f3h4OCAEiVKYNq0aQatVg8ePED37t3h7e0NR0dHhISE4OrVqwblpKam4rPPPoObmxucnJzQunVr3L171yDmyZMnCA0NhUqlgkqlQmhoKJ4+fWrp7hNZjQwyuLm7oWDhgm98ruCTjS65+H+74xQKgUKFeZYcEeVvFrcw3bt3D4MHD5YukZITs2bNwpIlS7B69WqUL18eUVFR6NGjB1QqFYYMGQIhBNq2bQulUolff/0VLi4umDNnDho3boxLly7ByckJADB06FD89ttvWLduHQoXLowRI0agZcuWOHXqlDS3zccff4y7d+9i9+7dAIC+ffsiNDQUv/32W473gyg7FEoFWndu/cZfGgX4r4Xp2j+2GDHI06x1EtS6fXZzT+cs30SU71mcMDVt2hRRUVEoUaJEjjceGRmJNm3aoEWLFgAAPz8/rF27FlFRUQCAq1ev4vjx47hw4QLKly8PAFi0aBHc3d2xdu1a9O7dG2q1GitWrMBPP/2Exo0bAwDWrFkDHx8f7N+/H02bNsXly5exe/duHD9+HDVr1gQALFu2DLVr18Y///yDsmXL5nhfiN5lPn7psLPPQHKyDXZsdbFoXV//tFyqFRGR9VicMLVo0QKjRo3CpUuXULFiRSiVhk3wrVu3NrusunXrYsmSJbhy5QrKlCmDc+fO4ciRI5g7dy4AXVcbANjb20vryOVy2Nra4siRI+jduzdOnTqF9PR0BAcHSzHe3t6oUKECjh07hqZNmyIyMhIqlUpKlgCgVq1aUKlUOHbsmEUJU7ImGUnpmS80bCOzgb3iv3oai9GTQQYHpUO2YpPTkyEgXmssADgqHbMVm6JJQYbIurvFklgHhYM0Zi5VkwqtyHqgsCWx9gp72Mh0TRxp2jRoMjRWibWT20FuI39lrFarRVJ6EhxljlIrU3pGOtK16VmWayu3hcJGYXGsJkODNG3WyYlSroTSRmlxrDZDC5ltKhb/fAUXz9tlipVDCblMN5tlhtBCg/8m65TJBOo1VCMp3RHyDDkUNgrYyvWxGUjRZD2xpyWxcpkcdgpd3YQQSNYkWyXWkvc9PyOMx+rf90npScC/XydJ6UlAetaxWXkbPyOMxaZr05GeYeZnhAWxJt/3Nkoo5WZ+RrwQq83QIlWbmmXsi+9lS2It+YywBosTpj59+gAApk2blukxmUwGrdb8s11Gjx4NtVqNgIAAyOVyaLVazJgxA507dwYABAQEwNfXF2PHjsXSpUvh5OSEOXPmIDY2FjExMQCA2NhY2NraomDBggZle3h4IDY2Vopxd3fPtH13d3cp5mWpqalSwgYACQkJAIAay2oA9pnjP/D/AD+1+0m6X2lxpSw/aGsXq41NHTZJ92sur4nHycbHf1X2qIzfP/ldut9wdUPcTbhrNLZM4TI41O2QdL/5L81x5dEVo7HFXIrhRO8T0v32G9rj3INzRmMLORTC+QHnpfuhW0MReTfSaKyDwgHXBl+T7vf5rQ8ORh80GgsA94bfk/4fvGswdl7dmWXs1c+uSh+eo/ePxsZLG7OM/av/XyjsWBgAMDViKlafW51l7PFex+Gj8gEAzDoyC0tOLcky9mDXgyjrpkuw55+YjznH52QZu/PjnXjP8z0AwIrTKzD98PQsY1c0XYG6vnUBABsub8C0o5nfX3pLQ5aiYfGGAIDfrv6GsRFjs4yd23gumpVoBgDYd3Mfhu4fmmVsWIMwfFj2QwDAkbtH0G93vyxjJ/3fJHxS/hMAQFRsFLruyPpkj1E1R6F75d4AgL/i/sJH2z7670EBzD4E4N+X7fBawzGizggAwNVHV/HBjx9kWW7/oP6Y2GAiAOBewj3UWlEry9hulbvhy0ZfAgAeJz9GpSWVsoz9KPAjzA2ZC0D3A6n0/NJZxrYo3QLft/peuv+qWH5G6LzyM2L8v/v0Q2XpcX5G6Gz8aCPq+NQBAPx8/meMPzg+y9jVbVejcQldj8uWv7dg+J7hWcYuabkErcq0AgDsurYL/Xf0zzJ2TtM56Fi+IwAg/GY4um3rlmXsjA9moPt73QEAJ+6dwEcbP8oydkK9CRhQfQAA4HzcebT4pUWWsdn9jLAGi0cOZGRkZHmzJFkCgPXr12PNmjX45ZdfcPr0aaxevRqzZ8/G6tW6F65SqcTmzZtx5coVFCpUCI6OjggPD0ezZs1MjvkQQmQ6g89UzIvCwsKkAeIqlQo+Pj4W7RuRRbL+MU5ERPmATAiRZx/VPj4+GDNmDAYNGiQtmz59OtasWYO///7bIFatViMtLQ1FihRBzZo1Ua1aNSxcuBAHDx5Eo0aN8PjxY4NWpsqVK6Nt27aYOnUqfvjhBwwfPjzTWXGurq749ttv0aNHj0x1M9bC5OPjgz+v/4mCrgUzxbO53Xgsu+Sybm5PT0/HmiVrAAAfdflIOpHiTeySy25zu1arhVarhUqlglzOLjm9d/EzIikxCZVL6lqWzl0/B0cnxyxjs/K2fUZkFcsuOcs+Ix4/eYyKvhWhVqvh4mLZGEuD8rKzUkREBGbPno3Lly9DJpOhXLlyGDVqFOrVq2dROUlJSbB56fQYuVyeaTJMAFCpVAB0A8GjoqLwxRdfAACCgoKgVCqxb98+dOjQAQAQExODCxcu4KuvvgIA1K5dG2q1Gn/++Sdq1KgBADhx4gTUajXq1KljtG52dnaws8s8HsNB4WDwBs6KOTHZiX3xA+xNiH3xC8KasfovNGvH2sptze7zzmlsOtJhC90y/Qch8O8HjY15p+dbEquwUUgfjNaMldvI4Whj3mv45VitjRZaGy0clY6ZWo1tZDZmvzcsiZXJZLkSC+Te+/6d+IxQwmDckrF9ftc+I7KilP+XjFgzNj9+RryKJe97a7A4YVqzZg169OiBDz/8EIMHD4YQAseOHUOjRo2watUqfPzxx2aX1apVK8yYMQPFixdH+fLlcebMGcyZMwc9e/aUYjZu3IgiRYqgePHiOH/+PIYMGYK2bdtKg7xVKhV69eqFESNGoHDhwihUqBBGjhyJihUrSmfNlStXDiEhIejTpw+WLl0KQDetQMuWLXmGHBEREZlkccI0Y8YMfPXVVxg2bJi0bMiQIZgzZw6++OILixKm+fPnY+LEiRg4cCDi4uLg7e2Nfv36YdKkSVJMTEwMhg8fjgcPHsDLywtdu3bFxImGg7i+/fZbKBQKdOjQAcnJyVLy9uIv1p9//hmDBw+WEq3WrVtjwYIFlu4+ERERvYMsHsNkZ2eHixcvolSpUgbLr127hgoVKiAlJev+xDdZQkICVCoVzt86j0IFC+V1degtkJ6ejlXzVwEAPuz6Iezsze8WeFu8PIaJ3l1JiUko7aU7y/BqzFVpDBNRTllrDJPFZ8n5+PjgwIEDmZYfOHCAZ5IRWUAGGVwLucLZ1fmNvzQKEdHbzuIuuREjRmDw4ME4e/Ys6tSpA5lMhiNHjmDVqlWYN29ebtSR6K2kUCrwYeiHb8WlUYiI3nYWJ0wDBgyAp6cnvvnmG2zYsAGAblD1+vXr0aZNG6tXkIiIiCivZWtagXbt2qFdu3bWrgsRERFRvmTxGKYSJUrg0aNHmZY/ffrUKhfkJXpXaNI12PLTFuzdthcaTdYT1hERUd6zuIXp5s2bRi+Bkpqainv37hlZg4iMERB4+vip/g4REeVjZidM27dvl/7fs2ePNPM2oDs1+MCBA/Dz87Nq5YiIiIjyA7MTprZt2wLQXSqgWzfDKxQrlUr4+fnhm2++sWrliIiIiPIDsxMm/fXd/P39cfLkSbi5ueVapYiIiIjyE4vHMEVHR+dGPYiIiIjyLYvPkgOAiIgItGrVCqVKlULp0qXRunVrHD582Np1IyIiIsoXLE6Y1qxZg8aNG8PR0RGDBw/Gp59+CgcHBzRq1Ai//PJLbtSR6K0kgwwFnAvorpnFS6MQEeVrFl98t1y5cujbty+GDRtmsHzOnDlYtmwZLl++bNUK5he8+C7lBq1WK10a5V28PAovvkt6vPgu5ZY8u/jujRs30KpVq0zLW7duzfFNRERE9FayOGHy8fHBgQMHMi0/cOAAfHx8rFIpIiIiovzE4rPkRowYgcGDB+Ps2bOoU6cOZDIZjhw5glWrVmHevHm5UUeit5ImXYPf1v8GrVaL91u+zy4pIqJ8zOKEacCAAfD09MQ333yDDRs2ANCNa1q/fj3atGlj9QrmtYULF2LhwoVGLwdDlBMCAvFx8fo7RESUj1mcMAFAu3bt0K5dO2vXJV8aNGgQBg0aJA36JiIiondPthImAEhLS0NcXJw0A7he8eLFc1wpIiIiovzE4oTp6tWr6NmzJ44dO2awXAgBmUzGrisiIiJ661icMHXv3h0KhQI7duyAl5cXZDLOuEdERERvN4sTprNnz+LUqVMICAjIjfoQERER5TsWJ0yBgYGIj4/PjboQvXPsHewzjQMkIqL8x6yEKSEhQfp/1qxZ+Pzzz/Hll1+iYsWKUCqVBrE5mXac6F2iVCrxcd+PpUujEBFR/mVWwuTq6mowVkkIgUaNGhnEcNA3ERERva3MSpgOHTqU2/UgIiIiyrfMSpgaNGiQ2/Ugeudo0jXYtWUXNBoN6ofUZ7ccEVE+ZvbFd5OSkjBo0CAULVoU7u7u+Pjjjzn4mygHBARi78Ui/kE8L41CRJTPmZ0wTZ48GatWrUKLFi3QqVMn7Nu3DwMGDMjNuhERERHlC2ZPK7BlyxasWLECnTp1AgB06dIF//d//wetVsuuBCIiInqrmd3CdOfOHdSrV0+6X6NGDSgUCty/fz9XKkZERESUX5idMGm1Wtja2hosUygU0Gg0Vq8UERERUX5idpecEALdu3eHnZ2dtCwlJQX9+/eHk5OTtGzLli3WrSERERFRHjO7halbt25wd3eHSqWSbl26dIG3t7fBMktoNBpMmDAB/v7+cHBwQIkSJTBt2jSDS0U8f/4cn376KYoVKwYHBweUK1cOixcvNijn+vXraNeuHYoUKQIXFxd06NABDx48MIh58uQJQkNDpXqGhobi6dOnFtWXyNoUCgXkCo4BJCLK78xuYVq5cqXVNz5r1iwsWbIEq1evRvny5REVFYUePXpApVJhyJAhAIBhw4bh0KFDWLNmDfz8/LB3714MHDgQ3t7eaNOmDRITExEcHIzKlSvj4MGDAICJEyeiVatWOH78OGxsdDnhxx9/jLt372L37t0AgL59+yI0NBS//fab1feLyBxKpRJdB3XlpVGIiN4AFl9815oiIyPRpk0btGjRAgDg5+eHtWvXIioqyiCmW7duaNiwIQBdorN06VJERUWhTZs2OHr0KG7evIkzZ85I17FbuXIlChUqhIMHD6Jx48a4fPkydu/ejePHj6NmzZoAgGXLlqF27dr4559/ULZs2de740RERPRGydOEqW7duliyZAmuXLmCMmXK4Ny5czhy5Ajmzp1rELN9+3b07NkT3t7eCA8Px5UrVzBv3jwAQGpqKmQymcHYKnt7e9jY2ODIkSNo3LgxIiMjoVKppGQJAGrVqgWVSoVjx44ZTZhSU1ORmpoq3ddfgFiToUG6Nt3ah4LeUVqtFukZ6ciQZSBDlmF6hbeMNkMLbYYW6dp0ZODd23/6z4ufq+nadH7OktVoMqxzclqeJkyjR4+GWq1GQEAA5HI5tFotZsyYgc6dO0sx3333Hfr06YNixYpBoVDAxsYGy5cvR926dQHoEh8nJyeMHj0aX375JYQQGD16NDIyMhATEwMAiI2Nhbu7e6btu7u7IzY21mjdwsLCMHXq1EzLM0QGUjWpRtYgsoxWo8XhXYeh0WhQ9f2qsFXaml7pLaPN0CJDk4FUbSrkgt2S77IXP1dTNamQa/h6IOvIENb5MZanCdP69euxZs0a/PLLLyhfvjzOnj2LoUOHwtvbG926dQOgS5iOHz+O7du3w9fXF3/88QcGDhwILy8vNG7cGEWKFMHGjRsxYMAAfPfdd7CxsUHnzp1RtWpVg3EhMpks0/aFEEaXA8DYsWMxfPhw6X5CQgJ8fHzg6+ordf0R5URaWhpibuuS+uIFisPe3j6Pa/T6abVaaDQaFHQtyHFc77hE20Tpf7+CfgZnXxPlRII8wSrl5GnCNGrUKIwZM0aaPbxixYq4desWwsLC0K1bNyQnJ2PcuHHYunWrNM6pUqVKOHv2LGbPno3GjRsDAIKDg3H9+nXEx8dDoVDA1dUVnp6e8Pf3BwB4enpmOmsOAB4+fAgPDw+jdbOzszPo5tNTypVQypVW2X96twn5fxeQe1dfVzawgUzIoJQrmTC94158/b+r7wfKHdZ6LZk9rUBuSEpKks5i05PL5dK0Aunp6UhPT39lzIvc3Nzg6uqKgwcPIi4uDq1btwYA1K5dG2q1Gn/++acUe+LECajVatSpU8fau0VERERvmTxtYWrVqhVmzJiB4sWLo3z58jhz5gzmzJmDnj17AgBcXFzQoEEDjBo1Cg4ODvD19UVERAR+/PFHzJkzRypn5cqVKFeuHIoUKYLIyEgMGTIEw4YNkwZzlytXDiEhIejTpw+WLl0KQHe2XcuWLXmGHBEREZmUpwnT/PnzMXHiRAwcOBBxcXHw9vZGv379MGnSJClm3bp1GDt2LD755BM8fvwYvr6+mDFjBvr37y/F/PPPPxg7diweP34MPz8/jB8/HsOGDTPY1s8//4zBgwcjODgYANC6dWssWLDg9ewoERERvdFkQghhOowSEhKgUqmgVqs56JusIi0tDWFhYQCAgQMHvtuDvgty0Pe7LjExEQUKFACgu8IDB32TtVjr+ztPW5jeJPq8Uj8fE1FOpaWlISUlBQCgVquRnJycxzV6/TIyMiCEgFwuZ8L0jktM/O8suYSEBGi12jysDb1N9N/bOW0fYguTme7evQsfH5+8rgYRERFlw507d1CsWLFsr8+EyUwZGRm4f/8+nJ2ds5y76W2nn4vqzp077Ja0Eh5T6+MxtT4eU+vjMbW+rI6pEALPnj2Dt7d3prPuLcEuOTPZ2NjkKDN9m7i4uPANbmU8ptbHY2p9PKbWx2NqfcaOqUqlynG5eToPExEREdGbgAkTERERkQlMmMhsdnZ2mDx5stFLxlD28JhaH4+p9fGYWh+PqfXl9jHloG8iIiIiE9jCRERERGQCEyYiIiIiE5gwEREREZnAhImIiIjIBCZMRERERCYwYSIiIiIygQkTERERkQlMmIiIiIhMYMJEREREZAITJiIiIiITmDARERERmcCEiYiIiMgEJkxEREREJjBhIiIiIjKBCRMRERGRCUyYiIiIiExgwkRERERkAhMmIiIiIhOYMBERERGZwISJiIiIyAQmTEREREQmMGEiIiIiMoEJExEREZEJTJiIiIiITGDCRERERGQCEyYiIiIiExR5XYE3RUZGBu7fvw9nZ2fIZLK8rg4RERGZQQiBZ8+ewdvbGzY22W8nYsJkpvv378PHxyevq0FERETZcOfOHRQrVizb6zNhMpOzszMA3QF3cXHJ49oQERGRORISEuDj4yN9j2cXEyYz6bvhXFxcmDCRdWRogVvHgOcPgAIegG8dwEae17UiInor5XQ4jVUHfS9atAj+/v6wt7dHUFAQDh8+/Mr4iIgIBAUFwd7eHiVKlMCSJUsyxWzevBmBgYGws7NDYGAgtm7davD4H3/8gVatWsHb2xsymQzbtm3LVIYQAlOmTIG3tzccHBzQsGFDXLx4MUf7SpQjl7YDcysAq1sCm3vp/s6toFtORET5jtUSpvXr12Po0KEYP348zpw5g3r16qFZs2a4ffu20fjo6Gg0b94c9erVw5kzZzBu3DgMHjwYmzdvlmIiIyPRsWNHhIaG4ty5cwgNDUWHDh1w4sQJKSYxMRGVK1fGggULsqzbV199hTlz5mDBggU4efIkPD090aRJEzx79sxau09kvkvbgQ1dgYT7hssTYnTLmTQREeU7MiGEsEZBNWvWRNWqVbF48WJpWbly5dC2bVuEhYVlih89ejS2b9+Oy5cvS8v69++Pc+fOITIyEgDQsWNHJCQkYNeuXVJMSEgIChYsiLVr12beGZkMW7duRdu2baVlQgh4e3tj6NChGD16NAAgNTUVHh4emDVrFvr162fW/iUkJEClUkGtVrNLjrIvQ6trSXo5WZLIABdvYOh5ds8REVmBtb6/rTKGKS0tDadOncKYMWMMlgcHB+PYsWNG14mMjERwcLDBsqZNm2LFihVIT0+HUqlEZGQkhg0blilm7ty5ZtctOjoasbGxBtuys7NDgwYNcOzYsSwTptTUVKSmpkr3ExISzN4mUZZuHXtFsgQAAki4p4vzr/faqkVEuh/YGo0GWq02r6tCFpDL5VAoFLk+5Y9VEqb4+HhotVp4eHgYLPfw8EBsbKzRdWJjY43GazQaxMfHw8vLK8uYrMrMajv69V4u59atW1muFxYWhqlTp5q9HSKzPH9g3Tgisoq0tDTExMQgKSkpr6tC2eDo6AgvLy/Y2trm2jasepbcy9mdEOKVGZ+x+JeXW1qmteo2duxYDB8+XLqvPy2RKEcKeJiOsSSOiHIsIyMD0dHRkMvl8Pb2hq2tLScofkMIIZCWloaHDx8iOjoapUuXztHklK9ilYTJzc0Ncrk8U8tPXFxcppYdPU9PT6PxCoUChQsXfmVMVmVmtR1A19Lk5eVldjl2dnaws7MzeztEZvGtoxujlBADwNjwwX/HMPnWed01I3pnpaWlISMjAz4+PnB0dMzr6pCFHBwcoFQqcevWLaSlpcHe3j5XtmOVNMzW1hZBQUHYt2+fwfJ9+/ahTh3jH/y1a9fOFL93715Uq1YNSqXylTFZlWmMv78/PD09DcpJS0tDRESEReUQWYWNHAiZ9e+dl3/B/ns/ZCYHfBPlgdxqmaDc9zqeO6t1yQ0fPhyhoaGoVq0aateuje+//x63b99G//79Aei6uO7du4cff/wRgO6MuAULFmD48OHo06cPIiMjsWLFCoOz34YMGYL69etj1qxZaNOmDX799Vfs378fR44ckWKeP3+Oa9euSfejo6Nx9uxZFCpUCMWLF4dMJsPQoUPx5ZdfonTp0ihdujS+/PJLODo64uOPP7bW7hOZL7A10OFHYPdowwHgLt66ZCmwdd7VjYiIjBNWtHDhQuHr6ytsbW1F1apVRUREhPRYt27dRIMGDQziw8PDRZUqVYStra3w8/MTixcvzlTmxo0bRdmyZYVSqRQBAQFi8+bNBo8fOnRIQNe3YXDr1q2bFJORkSEmT54sPD09hZ2dnahfv744f/68RfumVqsFAKFWqy1ajyhLWo0QN/4Q4q+Nur9aTV7XiOidlJycLC5duiSSk5PzuipvnejoaAFAnDlzRlp25MgRUaFCBaFQKESbNm2yXGaJVz2H1vr+tto8TG87zsNERPR2SklJQXR0tHSliuzSZgj8Gf0Ycc9S4O5sjxr+hSC3yZ3B40IINGnSBHK5HHv27DF4bNGiRRg7dizOnz+P4sWL58r2GzZsiIiICAC6YTlubm6oWrUqevTogQ8//FCK02q1ePjwIdzc3KBQ6Dq1atasiTJlyiAsLAwFChSAq6ur0WWWeNVzaK3vb3bYEhER5dDuCzGoO+sgOi87jiHrzqLzsuOoO+sgdl+IyZXtyWQyrFy5EidOnMDSpUul5dHR0Rg9ejTmzZuXa8mSXp8+fRATE4Nr165JlzHr1KkT+vbtK8XI5XJ4enpKyRIAXL9+HR988AGKFSsmJUbGluU3TJiIiIhyYPeFGAxYcxox6hSD5bHqFAxYczrXkiYfHx/MmzcPI0eORHR0NIQQ6NWrFxo2bIjDhw/D398fDg4OKFu2LObNmyetd/78edjY2CA+Ph4A8OTJE9jY2OCjjz6SYsLCwlC7du1Xbt/R0RGenp7w8fFBrVq1MGvWLCxduhTLli3D/v37AQA3b96ETCbD2bNnpf8fPXqEnj17QiaTYdWqVUaX5UdMmIiIiF4ghEBSmsas27OUdEzeftHoJCH6ZVO2X8KzlHSzyrN0lEy3bt3QqFEj9OjRAwsWLMCFCxewfPlyFCtWDBs2bMClS5cwadIkjBs3Dhs2bAAAVKhQAYULF5a61P744w8ULlwYf/zxh1RueHg4GjRoYPGx69atGwoWLIgtW7ZkeszHxwcxMTFwcXHB3LlzERMTg48++ijTso4dO1q83dfBqhNXEhERvemS07UInLTHdKAZBIDYhBRUnLLXrPhL05rC0dayr+bvv/8eFSpUwOHDh7Fp0yZ4eHgYXKnC398fx44dw4YNG9ChQwfIZDLUr18f4eHhaN++PcLDw9GtWzesXr0aly5dQpkyZXDs2LFMlyYzh42NDcqUKYObN29mekzfPSeTyaBSqaR5Ep2cnDIty4/YwkRERPQGc3d3R9++fVGuXDm0a9cOALBkyRJUq1YNRYoUQYECBbBs2TLcvn1bWqdhw4YIDw8HAEREROD9999H/fr1ERERgZMnTyI5ORn/93//l636iGxekSO/YwsTERHRCxyUclya1tSs2D+jH6P7ypMm41b1qI4a/oXM2nZ2KBQKaWD1hg0bMGzYMHzzzTeoXbs2nJ2d8fXXX+PEiRNSfMOGDTFkyBBcu3YNFy5cQL169XD9+nVERETg6dOnCAoKgrOzs8X10Gq1uHr1KqpXr56t/cjPmDARERG9QCaTmd0tVq90EXip7BGrTsnqYkfwVNmjXukiuTbFwMsOHz6MOnXqYODAgdKy69evG8ToxzFNnz4dlStXhouLCxo0aICwsDA8efIkW+OXAGD16tV48uQJ2rdvn6N9yI/YJUdERJRNchsZJrcKBJDlxY4wuVXga0uWAKBUqVKIiorCnj17cOXKFUycOBEnTxq2gunHMa1ZswYNGzYEAFSqVAlpaWk4cOCAtOxVkpKSEBsbi7t37+LEiRMYPXo0+vfvjwEDBuD999/PhT3LW0yYiIiIciCkghcWd6kKT5XhhImeKnss7lIVIRW8slgzd/Tv3x8ffvghOnbsiJo1a+LRo0cGrU1677//PrRarZQcyWQy1KtXDwBQt25dk9tZtmwZvLy8ULJkSbRr1w6XLl3C+vXrsWjRIqvuT37Bmb7NxJm+iYjeTm/iTN9k6HXM9M0xTERERFYgt5GhdsnCeV0NyiXskiMiIiIygQkTERERkQlMmIiIiIhMYMJEREREZAITJiIiIiITmDARERERmcCEiYiIiMgEJkxEREREJjBhIiIiegtNmTIF7733Xp6X8Srdu3dH27ZtpftCCPTt2xeFChWCTCbD2bNnjS7LC1ZNmBYtWiRNSx4UFITDhw+/Mj4iIgJBQUGwt7dHiRIlsGTJkkwxmzdvRmBgIOzs7BAYGIitW7davN3nz5/j008/RbFixeDg4IBy5cph8eLFOdtZIiKiF2VogejDwPlNur8Z2lzdXPfu3SGTySCTyaBUKlGiRAmMHDkSiYmJAICRI0fiwIEDBvEvJie5JTw8XKqXjY0NVCoVqlSpgs8//xwxMTEGsfPmzcOqVauk+7t378aqVauwY8cOxMTEoEKFCkaX5QWrJUzr16/H0KFDMX78eJw5cwb16tVDs2bNcPv2baPx0dHRaN68OerVq4czZ85g3LhxGDx4MDZv3izFREZGomPHjggNDcW5c+cQGhqKDh064MSJExZtd9iwYdi9ezfWrFmDy5cvY9iwYfjss8/w66+/Wmv3iYjoXXZpOzC3ArC6JbC5l+7v3Aq65bkoJCQEMTExuHHjBqZPn45FixZh5MiRAIACBQqgcOG8u1TLP//8g/v37+PkyZMYPXo09u/fjwoVKuD8+fNSjEqlgqurq3T/+vXr8PLyQp06deDp6QmFQmF0WZ4QVlKjRg3Rv39/g2UBAQFizJgxRuM///xzERAQYLCsX79+olatWtL9Dh06iJCQEIOYpk2bik6dOlm03fLly4tp06YZxFStWlVMmDDBjD3TUavVAoBQq9Vmr0NERPlfcnKyuHTpkkhOTs5eARd/FWKySojJLi/dVLrbxV+tWNv/dOvWTbRp08ZgWe/evYWnp6cQQojJkyeLypUrS/8DMLgdOnRICCHEnTt3RMeOHUXBggWFo6OjCAoKEsePHzco48cffxS+vr7CxcVFdOzYUSQkJGRZr0OHDgkA4smTJwbLk5KSRNmyZcX//d//Gd2Hbt26GdTP19fX6DJjXvUcWuv72yotTGlpaTh16hSCg4MNlgcHB+PYsWNG14mMjMwU37RpU0RFRSE9Pf2VMfoyzd1u3bp1sX37dty7dw9CCBw6dAhXrlxB06ZNs9yn1NRUJCQkGNyIiOgdIASQlmjeLSUB2PU5dN/nmQrS/dk9WhdnTnnCWDnmc3BwkL5DXzRy5Eh06NBBapGKiYlBnTp18Pz5czRo0AD379/H9u3bce7cOXz++efIyMiQ1r1+/Tq2bduGHTt2YMeOHYiIiMDMmTOzVbf+/fvj6NGjiIuLy/T4vHnzMG3aNBQrVgwxMTE4efKk0WV5xSrtWvHx8dBqtfDw8DBY7uHhgdjYWKPrxMbGGo3XaDSIj4+Hl5dXljH6Ms3d7nfffYc+ffqgWLFiUCgUsLGxwfLly1G3bt0s9yksLAxTp041vfNERPR2SU8CvvS2UmECSLgPzPQxL3zcfcDWKVtb+vPPP/HLL7+gUaNGmR4rUKAAHBwckJqaCk9PT2n5qlWr8PDhQ5w8eRKFChUCAJQqVcpg3YyMDKxatQrOzs4AgNDQUBw4cAAzZsywuI4BAQEAgJs3b8Ld3d3gMZVKBWdnZ8jlcoM6GluWF6zaESiTyQzuCyEyLTMV//Jyc8o0FfPdd9/h+PHj2L59O3x9ffHHH39g4MCB8PLyQuPGjY3WbezYsRg+fLh0PyEhAT4+Zr7giYiIXoMdO3agQIEC0Gg0SE9PR5s2bTB//nyz1z979iyqVKkiJUvG+Pn5SckSAHh5eRltITKHse/5N4VVEiY3NzfI5fJMrUlxcXGZWn/0PD09jcYrFAppkFpWMfoyzdlucnIyxo0bh61bt6JFixYAgEqVKuHs2bOYPXt2lgmTnZ0d7OzszNl9IiJ6mygddS095rh1DPj5f6bjPtkE+NYxb9sWeP/997F48WIolUp4e3tDqVRatL6Dg4PpKr1UpkwmM+iys8Tly5cB6JKwN41VxjDZ2toiKCgI+/btM1i+b98+1Klj/AVSu3btTPF79+5FtWrVpCcnqxh9meZsNz09Henp6bCxMdxVuVye7SeciIjeYjKZrlvMnFvJDwAXbwBZtZjIAJeiujhzyrOw5cXJyQmlSpWCr6+vyWTJ1tYWWq3hVAf6BoTHjx9btN3sSE5Oxvfff4/69eujSJEiub49a7PatALDhw/H8uXL8cMPP0in7t++fRv9+/cHoOvi6tq1qxTfv39/3Lp1C8OHD8fly5fxww8/YMWKFdLpkAAwZMgQ7N27F7NmzcLff/+NWbNmYf/+/Rg6dKjZ23VxcUGDBg0watQohIeHIzo6GqtWrcKPP/6Idu3aWWv3iYjoXWQjB0Jm/Xvn5WTn3/shM3VxeczPzw9//fUX/vnnH8THxyM9PR2dO3eGp6cn2rZti6NHj+LGjRvYvHkzIiMjc7y9uLg4xMbG4urVq1i3bh3+7//+D/Hx8W/sPIhWG8PUsWNHPHr0CNOmTZMmlvr999/h6+sLAIiJiTGYG8nf3x+///47hg0bhoULF8Lb2xvfffcd2rdvL8XUqVMH69atw4QJEzBx4kSULFkS69evR82aNc3eLgCsW7cOY8eOxSeffILHjx/D19cXM2bMkJIqIiKibAtsDXT4UXc2XMILXXku3rpkKbB13tXtBX369EF4eDiqVauG58+f49ChQ2jYsCH27t2LESNGoHnz5tBoNAgMDMTChQtzvL2yZctCJpOhQIECKFGiBIKDgzF8+PA8H7ydXTIhcngO4zsiISEBKpUKarUaLi4ueV0dIiKykpSUFERHR0tXjMi2DK1uTNPzB0ABD92YpXzQsvQueNVzaK3v7zyaLpOIiOgtYyMH/OvldS0ol/Diu0REREQmMGEiIiIiMoEJExEREZEJTJiIiIiITGDCREREhP8u20Fvntfx3DFhIiKid5p+huykpKQ8rglll/65s/TSMJbgtAJERPROk8vlcHV1lS4o6+jo+EZeHPZdJIRAUlIS4uLi4OrqCrk89+a9YsJERETvPP3s0/qkid4srq6uuT6DOBMmIiJ658lkMnh5ecHd3R3p6el5XR2ygFKpzNWWJT0mTERERP+Sy+Wv5cuX3jwc9E1ERERkAhMmIiIiIhOYMBERERGZwISJiIiIyAQmTEREREQmMGEiIiIiMoEJExEREZEJTJiIiIiITLBqwrRo0SL4+/vD3t4eQUFBOHz48CvjIyIiEBQUBHt7e5QoUQJLlizJFLN582YEBgbCzs4OgYGB2Lp1a7a2e/nyZbRu3RoqlQrOzs6oVasWbt++nf2dJSIioneG1RKm9evXY+jQoRg/fjzOnDmDevXqoVmzZlkmJdHR0WjevDnq1auHM2fOYNy4cRg8eDA2b94sxURGRqJjx44IDQ3FuXPnEBoaig4dOuDEiRMWbff69euoW7cuAgICEB4ejnPnzmHixImwt7e31u4TERHRW0wmhBDWKKhmzZqoWrUqFi9eLC0rV64c2rZti7CwsEzxo0ePxvbt23H58mVpWf/+/XHu3DlERkYCADp27IiEhATs2rVLigkJCUHBggWxdu1as7fbqVMnKJVK/PTTT9nev4SEBKhUKqjVari4uGS7HCIiInp9rPX9bZUWprS0NJw6dQrBwcEGy4ODg3Hs2DGj60RGRmaKb9q0KaKioqQLH2YVoy/TnO1mZGRg586dKFOmDJo2bQp3d3fUrFkT27Zte+U+paamIiEhweBGRERE7yarJEzx8fHQarXw8PAwWO7h4YHY2Fij68TGxhqN12g0iI+Pf2WMvkxzthsXF4fnz59j5syZCAkJwd69e9GuXTt8+OGHiIiIyHKfwsLCoFKppJuPj48ZR4KIiIjeRlYd9C2TyQzuCyEyLTMV//Jyc8p8VUxGRgYAoE2bNhg2bBjee+89jBkzBi1btjQ6yFxv7NixUKvV0u3OnTtZxhIREdHbTWGNQtzc3CCXyzO1JsXFxWVq/dHz9PQ0Gq9QKFC4cOFXxujLNGe7bm5uUCgUCAwMNIgpV64cjhw5kuU+2dnZwc7OLsvHiYiI6N1hlRYmW1tbBAUFYd++fQbL9+3bhzp16hhdp3bt2pni9+7di2rVqkGpVL4yRl+mOdu1tbVF9erV8c8//xjEXLlyBb6+vhbuKREREb2ThJWsW7dOKJVKsWLFCnHp0iUxdOhQ4eTkJG7evCmEEGLMmDEiNDRUir9x44ZwdHQUw4YNE5cuXRIrVqwQSqVSbNq0SYo5evSokMvlYubMmeLy5cti5syZQqFQiOPHj5u9XSGE2LJli1AqleL7778XV69eFfPnzxdyuVwcPnzY7P1Tq9UCgFCr1Tk5TERERPQaWev722oJkxBCLFy4UPj6+gpbW1tRtWpVERERIT3WrVs30aBBA4P48PBwUaVKFWFrayv8/PzE4sWLM5W5ceNGUbZsWaFUKkVAQIDYvHmzRdvVW7FihShVqpSwt7cXlStXFtu2bbNo35gwERERvXms9f1ttXmY3nach4mIiOjNk6/mYSIiIiJ6mzFhIiIiIjKBCRMRERGRCUyYiIiIiExgwkRERERkAhMmIiIiIhOYMBERERGZwISJiIiIyAQmTEREREQmMGEiIiIiMoEJExEREZEJTJiIiIiITGDCRERERGQCEyYiIiIiE5gwEREREZnAhImIiIjIBCZMRERERCYwYSIiIiIygQkTERERkQlMmIiIiIhMsGrCtGjRIvj7+8Pe3h5BQUE4fPjwK+MjIiIQFBQEe3t7lChRAkuWLMkUs3nzZgQGBsLOzg6BgYHYunVrjrbbr18/yGQyzJ071+L9IyIioneT1RKm9evXY+jQoRg/fjzOnDmDevXqoVmzZrh9+7bR+OjoaDRv3hz16tXDmTNnMG7cOAwePBibN2+WYiIjI9GxY0eEhobi3LlzCA0NRYcOHXDixIlsbXfbtm04ceIEvL29rbXbRERE9A6QCSGENQqqWbMmqlatisWLF0vLypUrh7Zt2yIsLCxT/OjRo7F9+3ZcvnxZWta/f3+cO3cOkZGRAICOHTsiISEBu3btkmJCQkJQsGBBrF271qLt3rt3DzVr1sSePXvQokULDB06FEOHDjV7/xISEqBSqaBWq+Hi4mL2ekRERJR3rPX9bZUWprS0NJw6dQrBwcEGy4ODg3Hs2DGj60RGRmaKb9q0KaKiopCenv7KGH2Z5m43IyMDoaGhGDVqFMqXL2/WPqWmpiIhIcHgRkRERO8mqyRM8fHx0Gq18PDwMFju4eGB2NhYo+vExsYajddoNIiPj39ljL5Mc7c7a9YsKBQKDB482Ox9CgsLg0qlkm4+Pj5mr0tERERvF6sO+pbJZAb3hRCZlpmKf3m5OWW+KubUqVOYN28eVq1a9cq6vGzs2LFQq9XS7c6dO2avS0RERG8XqyRMbm5ukMvlmVqT4uLiMrX+6Hl6ehqNVygUKFy48Ctj9GWas93Dhw8jLi4OxYsXh0KhgEKhwK1btzBixAj4+flluU92dnZwcXExuBEREdG7ySoJk62tLYKCgrBv3z6D5fv27UOdOnWMrlO7du1M8Xv37kW1atWgVCpfGaMv05zthoaG4q+//sLZs2elm7e3N0aNGoU9e/Zkf6eJiIjonaGwVkHDhw9HaGgoqlWrhtq1a+P777/H7du30b9/fwC6Lq579+7hxx9/BKA7I27BggUYPnw4+vTpg8jISKxYsUI6+w0AhgwZgvr162PWrFlo06YNfv31V+zfvx9Hjhwxe7uFCxeWWqz0lEolPD09UbZsWWvtPhEREb3FrJYwdezYEY8ePcK0adMQExODChUq4Pfff4evry8AICYmxmBuJH9/f/z+++8YNmwYFi5cCG9vb3z33Xdo3769FFOnTh2sW7cOEyZMwMSJE1GyZEmsX78eNWvWNHu7RERERDlltXmY3nach4mIiOjNk6/mYSIiIiJ6mzFhIiIiIjKBCRMRERGRCUyYiIiIiExgwkRERERkAhMmIiIiIhOYMBERERGZwISJiIiIyAQmTEREREQmMGEiIiIiMoEJExEREZEJTJiIiIiITGDCRERERGQCEyYiIiIiE5gwEREREZnAhImIiIjIBCZMRERERCYwYSIiIiIygQkTERERkQlWTZgWLVoEf39/2NvbIygoCIcPH35lfEREBIKCgmBvb48SJUpgyZIlmWI2b96MwMBA2NnZITAwEFu3brVou+np6Rg9ejQqVqwIJycneHt7o2vXrrh//37Od5iIiIjeCVZLmNavX4+hQ4di/PjxOHPmDOrVq4dmzZrh9u3bRuOjo6PRvHlz1KtXD2fOnMG4ceMwePBgbN68WYqJjIxEx44dERoainPnziE0NBQdOnTAiRMnzN5uUlISTp8+jYkTJ+L06dPYsmULrly5gtatW1tr14mIiOgtJxNCCGsUVLNmTVStWhWLFy+WlpUrVw5t27ZFWFhYpvjRo0dj+/btuHz5srSsf//+OHfuHCIjIwEAHTt2REJCAnbt2iXFhISEoGDBgli7dm22tgsAJ0+eRI0aNXDr1i0UL17crP1LSEiASqWCWq2Gi4uLWesQERFR3rLW97dVWpjS0tJw6tQpBAcHGywPDg7GsWPHjK4TGRmZKb5p06aIiopCenr6K2P0ZWZnuwCgVqshk8ng6upq1v4RERHRu01hjULi4+Oh1Wrh4eFhsNzDwwOxsbFG14mNjTUar9FoEB8fDy8vryxj9GVmZ7spKSkYM2YMPv7441dmmqmpqUhNTZXuJyQkZBlLREREbzerDvqWyWQG94UQmZaZin95uTllmrvd9PR0dOrUCRkZGVi0aNEr9gQICwuDSqWSbj4+Pq+MJyIioreXVRImNzc3yOXyTK06cXFxmVp/9Dw9PY3GKxQKFC5c+JUx+jIt2W56ejo6dOiA6Oho7Nu3z2Q/5tixY6FWq6XbnTt3XhlPREREby+rJEy2trYICgrCvn37DJbv27cPderUMbpO7dq1M8Xv3bsX1apVg1KpfGWMvkxzt6tPlq5evYr9+/dLCdmr2NnZwcXFxeBGRERE7yhhJevWrRNKpVKsWLFCXLp0SQwdOlQ4OTmJmzdvCiGEGDNmjAgNDZXib9y4IRwdHcWwYcPEpUuXxIoVK4RSqRSbNm2SYo4ePSrkcrmYOXOmuHz5spg5c6ZQKBTi+PHjZm83PT1dtG7dWhQrVkycPXtWxMTESLfU1FSz90+tVgsAQq1W5/RQERER0Wtire9vqyVMQgixcOFC4evrK2xtbUXVqlVFRESE9Fi3bt1EgwYNDOLDw8NFlSpVhK2trfDz8xOLFy/OVObGjRtF2bJlhVKpFAEBAWLz5s0WbTc6OloAMHo7dOiQ2fvGhImIiOjNY63vb6vNw/S24zxMREREb558NQ8TERER0duMCRMRERGRCUyYiIiIiExgwkRERERkAhMmIiIiIhOYMBERERGZwISJiIiIyAQmTEREREQmMGEiIiIiMoEJExEREZEJTJiIiIiITGDCRERERGQCEyYiIiIiE5gwEREREZnAhImIiIjIBCZMRERERCYwYSIiIiIygQkTERERkQlMmIiIiIhMUOR1BYjeVdoMgT+jHyPuWQrcne1Rw78Q5DayvK4WEREZYdUWpkWLFsHf3x/29vYICgrC4cOHXxkfERGBoKAg2Nvbo0SJEliyZEmmmM2bNyMwMBB2dnYIDAzE1q1bLd6uEAJTpkyBt7c3HBwc0LBhQ1y8eDFnO0uUA7svxKDurIPovOw4hqw7i87LjqPurIPYfSEmr6tGRERGWC1hWr9+PYYOHYrx48fjzJkzqFevHpo1a4bbt28bjY+Ojkbz5s1Rr149nDlzBuPGjcPgwYOxefNmKSYyMhIdO3ZEaGgozp07h9DQUHTo0AEnTpywaLtfffUV5syZgwULFuDkyZPw9PREkyZN8OzZM2vtPpHZdl+IwYA1pxGjTjFYHqtOwYA1p5k0ERHlQzIhhLBGQTVr1kTVqlWxePFiaVm5cuXQtm1bhIWFZYofPXo0tm/fjsuXL0vL+vfvj3PnziEyMhIA0LFjRyQkJGDXrl1STEhICAoWLIi1a9eatV0hBLy9vTF06FCMHj0aAJCamgoPDw/MmjUL/fr1M2v/EhISoFKpoFar4eLiYsGRIfqPNkOg7qyDmZIlPRkAT5U9joz+gN1zRERWYK3vb6u0MKWlpeHUqVMIDg42WB4cHIxjx44ZXScyMjJTfNOmTREVFYX09PRXxujLNGe70dHRiI2NNYixs7NDgwYNsqwboEuqEhISDG5EOfVn9OMskyUAEABi1Cn4M/rx66sUERGZZJWEKT4+HlqtFh4eHgbLPTw8EBsba3Sd2NhYo/EajQbx8fGvjNGXac529X8tqRsAhIWFQaVSSTcfH58sY4nMFfcs62QpO3FERPR6WHXQt0xm2IUghMi0zFT8y8vNKdNaMS8aO3Ys1Gq1dLtz506WsUTmcne2t2ocERG9HlaZVsDNzQ1yuTxTi01cXFymlh09T09Po/EKhQKFCxd+ZYy+THO26+npCUDX0uTl5WVW3QBdt52dnV2WjxNlRw3/QvBS2SNWnQJjgwf1Y5hq+Bd63VUjIqJXsEoLk62tLYKCgrBv3z6D5fv27UOdOnWMrlO7du1M8Xv37kW1atWgVCpfGaMv05zt+vv7w9PT0yAmLS0NERERWdaNKLfIbWSY3CoQgC45epH+/uRWgRzwTUSU3wgrWbdunVAqlWLFihXi0qVLYujQocLJyUncvHlTCCHEmDFjRGhoqBR/48YN4ejoKIYNGyYuXbokVqxYIZRKpdi0aZMUc/ToUSGXy8XMmTPF5cuXxcyZM4VCoRDHjx83e7tCCDFz5kyhUqnEli1bxPnz50Xnzp2Fl5eXSEhIMHv/1Gq1ACDUanVODhOREEKIXefvi1pf7he+o3dIt1pf7he7zt/P66oREb1VrPX9bbWESQghFi5cKHx9fYWtra2oWrWqiIiIkB7r1q2baNCggUF8eHi4qFKlirC1tRV+fn5i8eLFmcrcuHGjKFu2rFAqlSIgIEBs3rzZou0KIURGRoaYPHmy8PT0FHZ2dqJ+/fri/PnzFu0bEyayNo02Qxy7Fi+2nbkrjl2LFxptRl5XiYjorWOt72+rzcP0tuM8TERERG8ea31/81pyZtLnlZyPiYiI6M2h/97OafsQEyYz6S+jwvmYiIiI3jzPnj2DSqXK9vrskjNTRkYG7t+/D2dn51fO3/Q2S0hIgI+PD+7cucNuSSvhMbU+HlPr4zG1Ph5T68vqmAoh8OzZM3h7e8PGJvuTA7CFyUw2NjYoVqxYXlcjX3BxceEb3Mp4TK2Px9T6eEytj8fU+owd05y0LOlZdaZvIiIiorcREyYiIiIiE5gwkdns7OwwefJkXjLGinhMrY/H1Pp4TK2Px9T6cvuYctA3ERERkQlsYSIiIiIygQkTERERkQlMmIiIiIhMYMJEREREZAITpnfc4sWLUalSJWmir9q1a2PXrl1GY/v16weZTIa5c+caLE9NTcVnn30GNzc3ODk5oXXr1rh79+5rqH3+ZM4xvXz5Mlq3bg2VSgVnZ2fUqlULt2/flh7nMTVk6pg+f/4cn376KYoVKwYHBweUK1cOixcvNiiDxzRrYWFhkMlkGDp0qLRMCIEpU6bA29sbDg4OaNiwIS5evGiwHo/pq718XNPT0zF69GhUrFgRTk5O8Pb2RteuXXH//n2D9Xhcs2bstfqi3PyeYsL0jitWrBhmzpyJqKgoREVF4YMPPkCbNm0yfTBu27YNJ06cgLe3d6Yyhg4diq1bt2LdunU4cuQInj9/jpYtW0Kr1b6u3chXTB3T69evo27duggICEB4eDjOnTuHiRMnwt7eXiqDx9SQqWM6bNgw7N69G2vWrMHly5cxbNgwfPbZZ/j111+lMnhMjTt58iS+//57VKpUyWD5V199hTlz5mDBggU4efIkPD090aRJE+m6mgCP6asYO65JSUk4ffo0Jk6ciNOnT2PLli24cuUKWrdubbAuj6txWb1W9XL9e0oQvaRgwYJi+fLl0v27d++KokWLigsXLghfX1/x7bffSo89ffpUKJVKsW7dOmnZvXv3hI2Njdi9e/frrHa+9uIx7dixo+jSpUuWsTym5nnxmJYvX15MmzbN4PGqVauKCRMmCCF4TLPy7NkzUbp0abFv3z7RoEEDMWTIECGEEBkZGcLT01PMnDlTik1JSREqlUosWbJECMFj+ipZHVdj/vzzTwFA3Lp1SwjB45oVU8f0dXxPsYWJJFqtFuvWrUNiYiJq164NQHfR4dDQUIwaNQrly5fPtM6pU6eQnp6O4OBgaZm3tzcqVKiAY8eOvba651cvH9OMjAzs3LkTZcqUQdOmTeHu7o6aNWti27Zt0jo8pq9m7HVat25dbN++Hff+v727D4qq+v8A/l5YHsRVHhZjJXJ30nFVVETURrMYnwIfCofINZmUcWx0TEUHtWScEcdKsaRYRnMYTR1zVAxrHGMUTGQ3yx522wQrkVzJDIYpzZKHZXHP74+G++sCyxVT9Bvv18z9Y8895+657wHuZ8/eZa9dgxACpaWlqKysREJCAgBm6s0rr7yCmTNnYurUqbJ2p9OJ2tpaWV4BAQGIj4+X8mKm3nnLtSM3b96ESqVCSEgIAObqTWeZdtd1il++SygvL8f48ePR1NQEjUaDjz76CMOGDQMAZGdnQ61WY8WKFR2Ora2thb+/P0JDQ2XtERERqK2tve9zf1h5y7S2tha3bt3Cli1b8PrrryM7OxsnTpxAcnIySktLER8fz0y96Ozn1Gw24+WXX0ZUVBTUajV8fHywa9cuTJw4EQB/Tjty6NAh2O12fP311+32tWYSEREha4+IiEB1dbXUh5m211mubTU1NeG1117DvHnzpC+LZa7tKWXaXdcpFkwEo9EIh8OBP/74A4WFhViwYAHKysrQ2NiI3Nxc2O12qFSqLh1TCNHlMf8l3jJtfRWZlJSEVatWAQBGjRqFzz//HDt37kR8fLzXYzLTjjMdNmwYzGYzzp07h2PHjkGv18NisWDp0qXo379/p6/ye2qmV69eRXp6OoqLi2X3zrXVNps7yaunZgrcea7A3zeAz507Fx6PBzt27FA8dk/NVSlTm83WbdcpviVH8Pf3x6BBgzBmzBhs3rwZMTExyM3NhdVqRV1dHQYMGAC1Wg21Wo3q6mpkZGTAYDAAAHQ6HZqbm3Hjxg3ZMevq6tq9Ou1JvGUaHh4OtVotrYy0Gjp0qPQpOWbaMW+ZNjY2IjMzEzk5OXj22WcxcuRILFu2DCaTCW+//TYAZtqWzWZDXV0d4uLipN/tsrIymM1mqNVqKZO2r77/mRczbU8p19YbjN1uN+bMmQOn04mSkhJpdQlgrm0pZXrmzJluu06xYKJ2hBBwuVx46aWXcP78eTgcDmmLjIzEmjVrcPLkSQBAXFwc/Pz8UFJSIo2vqalBRUUFJkyY8KBO4aHTmqm/vz/Gjh2LixcvyvZXVlZCr9cDYKZ3qjVTt9sNt9sNHx/5nzNfX194PB4AzLStKVOmoLy8XPa7PWbMGKSmpsLhcODxxx+HTqeT5dXc3IyysjIpL2banlKuvr6+UrF06dIlnDp1ClqtVnYM5iqnlGlaWlr3Xafu6nZ1+s9Yt26dsFgswul0ivPnz4vMzEzh4+MjiouLO+zf9tMHQgixZMkSERUVJU6dOiXsdruYPHmyiImJES0tLd1wBg8fpUyPHj0q/Pz8RH5+vrh06ZLIy8sTvr6+wmq1SsdgpnJKmcbHx4vo6GhRWloqLl++LPbs2SMCAwPFjh07pGMw0861/eTRli1bRHBwsDh69KgoLy8XL774oujfv7/4888/pT7MVNk/c3W73eK5554TUVFRwuFwiJqaGmlzuVzSGObaOaVPHt6v6xQLph5u4cKFQq/XC39/f9GvXz8xZcoUr8WSEB3/IDY2Noply5aJsLAw0atXLzFr1izx888/3+eZP7zuJNPdu3eLQYMGicDAQBETEyM+/vhj2X5mKqeUaU1NjUhLSxORkZEiMDBQGI1GsW3bNuHxeKQ+zLRzbS9CHo9HbNiwQeh0OhEQECCefvppUV5eLhvDTJX9M1en0ykAdLiVlpZKY5hr5+6mYLoXmaqEEOLeLZ4RERER/ffwHiYiIiIiBSyYiIiIiBSwYCIiIiJSwIKJiIiISAELJiIiIiIFLJiIiIiIFLBgIiIiIlLAgomI7ousrCyMGjXqQU/jf1pzczMGDRqEs2fPKvZ1uVwYMGAAbDZbN8yMqOdhwUREXaZSqTrd0tLSsHr1anz66acPZH6FhYV44oknEBwcjD59+iA6OhoZGRnS/v+VYi4/Px96vR5PPvmkYt+AgACsXr0ar776ajfMjKjnYcFERF1WU1Mjbe+++y769u0ra8vNzYVGo2n3xaLd4dSpU5g7dy5SUlLw1VdfwWaz4Y033kBzc3O3z+XfysvLw6JFi+64f2pqKqxWK3744Yf7OCuinokFExF1mU6nk7bg4GCoVKp2bW1XcdLS0jB79my8+eabiIiIQEhICDZu3IiWlhasWbMGYWFhiIqKwvvvvy97rmvXrsFkMiE0NBRarRZJSUm4cuWK17kdP34cEydOxJo1a2A0GjF48GDMnj0beXl5AIC9e/di48aN+O6776QVsb179wIAcnJyMGLECPTu3RuPPfYYli5dilu3bknH3rt3L0JCQnD8+HEYjUYEBQUhJSUF9fX12LdvHwwGA0JDQ7F8+XLcvn1bGmcwGLBp0ybMmzcPGo0GkZGR0ny8sdvtqKqqwsyZM6W25uZmLFu2DP3790dgYCAMBgM2b94s7ddqtZgwYQIOHjzY6bGJqOtYMBFRtzl9+jR+/fVXWCwW5OTkICsrC7NmzUJoaCi+/PJLLFmyBEuWLMHVq1cBAA0NDZg0aRI0Gg0sFgs+++wzaDQaJCYmel0x0ul0uHDhAioqKjrcbzKZkJGRgejoaGlFzGQyAQB8fHxgNptRUVGBffv24fTp01i7dq1sfENDA8xmMw4dOoQTJ07gzJkzSE5ORlFREYqKirB//37k5+fjww8/lI176623MHLkSNjtdqxbtw6rVq1CSUmJ16wsFgsGDx6Mvn37Sm1msxnHjh1DQUEBLl68iA8++AAGg0E2bty4cbBarV6PS0R3qctfE0xE9A979uwRwcHB7do3bNggYmJipMcLFiwQer1e3L59W2ozGo3iqaeekh63tLSI3r17i4MHDwohhNi9e7cwGo3C4/FIfVwul+jVq5c4efJkh/O5deuWmDFjhgAg9Hq9MJlMYvfu3aKpqcnr3LwpKCgQWq1Wdq4ARFVVldS2ePFiERQUJP766y+pLSEhQSxevFh6rNfrRWJiouzYJpNJTJ8+3etzp6eni8mTJ8vali9fLiZPnizLo63c3FxhMBgUz42IuoYrTETUbaKjo+Hj8/9/diIiIjBixAjpsa+vL7RaLerq6gAANpsNVVVV6NOnDzQaDTQaDcLCwtDU1ISffvqpw+fo3bs3PvnkE1RVVWH9+vXQaDTIyMjAuHHj0NDQ0On8SktLMW3aNDz66KPo06cP5s+fj99//x319fVSn6CgIAwcOFB2DgaDARqNRtbWeg6txo8f3+5xZ/caNTY2IjAwUNaWlpYGh8MBo9GIFStWoLi4uN24Xr16KZ4nEXUdCyYi6jZ+fn6yxyqVqsM2j8cDAPB4PIiLi4PD4ZBtlZWVmDdvXqfPNXDgQCxatAi7du2C3W7H999/j8OHD3vtX11djRkzZmD48OEoLCyEzWbD9u3bAQBut/uuz6EzKpXK677w8HDcuHFD1jZ69Gg4nU5s2rQJjY2NmDNnDlJSUmR9rl+/jn79+ik+NxF1jfpBT4CIyJvRo0fj8OHDeOSRR2T38nSVwWBAUFCQtFLk7+8vuykbAL755hu0tLRg27Zt0ipYQUHB3U++jXPnzrV7PGTIEK/9Y2Nj8d5770EIISus+vbtC5PJBJPJhJSUFCQmJuL69esICwsDAFRUVCA2NvaezZuI/sYVJiJ6aKWmpiI8PBxJSUmwWq1wOp0oKytDeno6fvnllw7HZGVlYe3atThz5gycTie+/fZbLFy4EG63G9OmTQPwdwHldDrhcDjw22+/weVyYeDAgWhpaUFeXh4uX76M/fv3Y+fOnffsXM6ePYutW7eisrIS27dvx5EjR5Cenu61/6RJk1BfX48LFy5Ibe+88w4OHTqEH3/8EZWVlThy5Ah0Oh1CQkKkPlarFc8888w9mzcR/Y0FExE9tIKCgmCxWDBgwAAkJydj6NChWLhwIRobG72uOMXHx+Py5cuYP38+hgwZgunTp6O2thbFxcUwGo0AgOeffx6JiYmYNGkS+vXrh4MHD2LUqFHIyclBdnY2hg8fjgMHDsg+sv9vZWRkwGazITY2Fps2bcK2bduQkJDgtb9Wq0VycjIOHDggtWk0GmRnZ2PMmDEYO3Ysrly5gqKiImlF7IsvvsDNmzfbvU1HRP+eSgghHvQkiIj+ywwGA1auXImVK1d2aVx5eTmmTp0q3fiu5IUXXkBsbCwyMzPvcqZE5A1XmIiIHlIjRozA1q1bO/1Hna1cLhdiYmKwatWq+z8xoh6IN30TET3EFixYcEf9AgICsH79+vs8G6Kei2/JERERESngW3JEREREClgwERERESlgwURERESkgAUTERERkQIWTEREREQKWDARERERKWDBRERERKSABRMRERGRAhZMRERERAr+D1wiYkbPjn8oAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131749\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 159\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131751\n", + "Full nudge sequence is 0 uuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 u\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[4] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 213\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131771\n", + "Full nudge sequence is 0 dd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 705\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131774\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 183\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131777\n", + "Full nudge sequence is 0 uuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 u\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[4] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 158\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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nzqVjx45s2LAhw3k+OQrFXP0dFxeXqbKmxNxsUb16ddq0aUOlSpUYPHgwR48ezVS+//zzDwcOHGDw4MFpVt/bG/wkJSXxww8/UKFCBUufAXtNmjSJl19+GY1GQ968eW1+YRcsWNCuvD08PPj7778BU5PK5MmTWbp0KeXLl+f9999Plt58kVapVPj4+FC0aFGrYNiRzF+w5i/fkydPMnr0aD7//HPee+89S7qmTZsSFhbGu+++y5YtWwDTe+/IkSPJ8oyJiSExMdFS07Jw4cJk/ZieDNDMzUKLFi1i4cKFdgU09pg/fz59+vTh7bff5osvvrDrOe+//z7R0dEcOXLE0sxWp04d8ubNS48ePejSpQt169a1fPZSqjm7d+8eKpUKPz+/DJU7pVoqV1fXZNvN/aXSauIbMGAAZcuWpW3btkRGRgJYpjp48OABUVFRyfpkPS4kJISXXnopWf/HlStX0rRp03TV2KYko9eWt956ixkzZlhGQ6bF/ONGrVbj5+dHaGhoisGsv7+/3deNP//8E51Ox7179/jmm28stXtz5sxJlvall17iq6++QqVS4enpSdGiRS2v4fNIAiWRTOnSpS0fvvr162MwGPjuu+9YuXIlr7/+OgDu7u4p9i+6c+fOUy1rWlxcXKhcuXKa1fj2sDf4SUxM5Mcff6RKlSpUrFgx1bTr1q3j1q1bjBo1Kt3lKVKkSLqDq9So1Wqr/F555RWqVKnC2LFjefPNN5MFYum5SGfWmjVrUKlU1KlTB4CjR4+iKIrV9Axg6rtUoUIFtm3bZtlWrlw5li1bRnh4uNWv6mPHjgFQtmxZwDTlw/79+22WwRwkzZ8/n3nz5qVYS5cR8+fPp1evXnTt2pU5c+bYXbtz5MgRwsLCLEGSmfmcHD9+nLp161K0aFE8PDwsx/u4Y8eOUaxYMUutp/n/hIQEq3RP63N9/PhxLl++nOI0JPXr10en01kCKFsURbHqpB0VFcXmzZtZsGCBQ8uanmuLOeC2t/O4vT9u0qNChQrkzZsXMH22GzduzDfffEPPnj2TfY50Ot1T+2znBNKZW6Tp888/J1euXIwePdrSFyQkJIQzZ85YXVDv3r2b4gRs2Sk+Pp49e/akOeosLQkJCSxatIjq1atbvlhtWbNmDXfu3LG7H5O7u3uW9OvJLDc3N2bOnEl8fHy2VrnPnz+fDRs20LFjRwoXLgw8qll6suYgISGBQ4cOWc0R1bp1a1QqVbJmhgULFuDh4WFpjsmTJw9Vq1a1upkpikLv3r2ZP38+c+fOTVbzlFELFiygV69evPXWW3z33XfpagILCgri33//5cGDB1bbzXN0mc+Bi4sLLVu25Oeff+b+/fuWdFeuXGHLli289tprlm3mEav//POPVZ5r1qxJ13Fl1LJly9iyZYvVzdwENWfOHNatW5fq8y9evMjOnTutug+sXbsWlUpFixYtHFrW9FxbzJM1PtmtIbuoVCpmzpyJRqPho48+yu7iOD2pURJpypUrl2UEy5IlS3jrrbfo3Lkzc+fO5a233qJ3797cvXuXzz//3GFDeR+3bds2bt++DZg6JF6+fJmVK1cCULduXctIjFq1atGqVStKly6NTqfj0qVLzJ49m/Pnz1sNgQbTZH0nTpwATM1MsbGxljzDwsIICwuzSr969Wru3btn9wg2Dw+PFCd5fNz169fZuHEjb7zxRpZO5HnlypUUp2Lw9/e36gSckrp169KsWTPmz5/P+++/n+ZIP3ulFBDExcVZyhkXF8eFCxdYvXo169ato27dulZNBC+99BLVqlVjzJgxxMbGUqdOHaKiopg+fToXL1606jRbpkwZevbsyccff4xGo6FatWr8/vvvfPPNN3z66acpNh89adCgQcybN48ePXpQrlw5q/Pp5uZm1Zxy+fJlS83U+fPnASzvrZCQEEsAtmLFCnr27EnFihXp06cP+/bts9qnecJKW4YMGUKbNm145ZVXGDp0KHnz5mXPnj1MmDCBsLAwmjZtakk7duxYqlWrRosWLXj//fctE07mzZvXasLCatWqUbJkSd577z30ej25cuXil19+YceOHWmeI0dIKZAwT1VQpUoVq+C1YcOG1KlTh/Lly1s6c3/++eeoVCo++eQTS7qVK1fyyiuv4OPjkyxvR19blixZws8//0zz5s0JDg4mMjKSFStWsGzZMrp162bVwdwRbt68meJn29fXN9k17EnFixfn7bffZtasWezYsSPZwA7xmKc6a5NwaqlN4BYXF6cULlxYKV68uKLX6xVFUZSFCxcqpUuXVtzd3ZWwsDBl+fLlSteuXa0mb0xt0kNA+fjjj9MsV926dRUgxduWLVss6YYNG6ZUqFBB0el0iouLixIYGKi8+uqrys6dO5PlaZ6ELaVbSmV65ZVXFC8vLyU6OjrVsl65ckVRq9VKly5d0jyu8ePHpzjhW1psTTj5JPO5t3V78803LWltTTipKIpy7NgxRa1WK927d7dsw87J7lLSrl07JU+ePFbbnnyNvby8lCJFiiivv/66smLFCquJAc0iIyOVDz/8UCldurTi6empBAQEKPXq1VN+++23ZGkTExOVjz/+WClcuLDi6uqqlChRQvn666/tLnNwcLDN8/jkZKXmz1FKt8cnNOzatWuqr8/FixfTLNdff/2lNGrUSAkMDFQ8PDyUEiVKKMOGDVPu3LmTLO2BAweUBg0aKJ6enoqvr6/Spk2bZJNVKoqinDlzRmnUqJHi6+ur+Pv7KwMHDlTWr1+f7PNma5JQWxMuZvQ9Y+u6NGTIECUsLEzx8fFRXFxclKCgIOWtt95STp8+bUnz4MEDxd3dXZk/f36KeTv62rJ7926lQYMGSmBgoKLVahVPT0+lWrVqyqxZs1J8Dz8pPZPEpvbeefHFFy3pbE04qSimSU+9vb2V+vXrW7ZlZsLMZ5VKUeyYcEEIIRykQoUKuLm5JatBEcLRfvrpJ958801u3rxpV82hECmRPkpCiCyXkJDAtm3beP/99/nnn3+csk+WePa0b9+epKQkCZJEpkiNkhAiy126dImiRYsSFBRE9+7dGTNmTKaWjxBCiKdFAiUhhBBCCBvkJ50QQgghhA0SKAkhhBBC2CCBkhBCCCGEDTLhZCYYjUauX7+Oj49PhheVFEIIIcTTpSgK9+/fJygoKM2BJRIoZcL169cdtnK4EEIIIZ6uq1evWi15lBIJlDLBPCX+1atXs2TpDuFYiYmJTJ48GYCePXs69WrYer2eb7/9FoDu3btbFit1VkajEUVR8PT0ZOrUqYDzn2N4VG4/Pz80Gk12F4cYYgjCtI7dda7jhVcazxDZLSYmxrL24PXr15MtUiycU3R0NIUKFUpxaZsnSaCUCebmNl9fXwmUcgCDwUC7du2IiYkhV65cTv0lbjAYaN68OTExMfj5+eHh4ZHdRUqVwWBAr9fj6+ubY84xWJfbGQIlDzyYz3wA8pIXLdpsLpFIy+PvG19fXwmUchh7us1IoCSeGxqNhgoVKhAREeEUX4qp0Wg0lC5dmnv37jl9WR+Xk86xM9KipRvdsrsYQojHyKg3IYQQQggbJFDKgJkzZxIWFka1atWyuygiHYxGI2fPnuXSpUsYjcbsLk6qjEYjly5d4r///nP6sj4uJ51jZ6RHz/qH//Tos7s4Qgik6S1DBgwYwIABA4iOjkan02V3cbLFiRNw5UrqaXx84IUXwFlaYPR6PcuXLwegf//+aLXO2//DYDCwbt06AEqVKpXNpbFfTjrHziiBBFrQAoAHPMBFLtFPlcFgICkpKV3PSUhIIDg42PK3NDk7B61W67DXQj6FIt2OHIGqVcFgSDvtnDnQp0+WF0kIITJMURTCw8OJjIxM93ONRiNz5swB4MaNG7LYsxPx8/MjMDAw0/McSqAk0u2TT0xBUoECkC9fymnCw+H6dTh69OmWTQgh0sscJAUEBODp6ZmuL1aDwUBcXBwAISEhUqPkBBRFITY2llu3bgGQP3/+TOUngZJIl2PH4OefQaWC33+HsLCU082eDf37m4IlIYRwVgaDwRIk5cmTJ0PPN3N3d5dAyUmYp1S5desWAQEBmXpdpI5QpMunn5r+b9fOdpAE8HD+NQmUhBBOzdwnydPTM5tLIhzN/Jqmt9/ZkyRQEnY7cQJWrDD9/dFHqaeVQEkIkZPIep3PHke9ptL0JgBTn6IVKyAx0XaadetAUeC116BcudTzMwdK4eGm/kxSGy2EECIncligdPXqVS5dukRsbCz+/v6UKVMGNzc3R2Uvstjw4bBokX1pR41KO02+fKZ+TAYD3L4NgYGZK58jaDQamjRpQmxsrNOPTFGr1dSpUydHlPVxOekcOyNXXJnBDMvfQmS3kJAQhgwZwpAhQ1J8vF69elSsWNGyxmNmXLp0idDQUA4fPkzFihUznZ+jZCpQunz5MnPmzGHp0qVcvXoVRVEsj7m6ulK7dm3efvtt2rZtKxdNJ3fsmOn/hg1TD2pq1wZ73r8uLqZgKTwcbtxwnkCpatWqOWJ5DY1GQ/ny5XPkEiY55Rw7Iy1aBjAgu4shcohu3bqxcOFCy/3cuXNTrVo1Pv/8c8qXL5+NJXu2ZDhQGjx4MPPnz6dRo0aMGzeO6tWrU6BAATw8PLh37x7Hjx9n+/btjBo1irFjxzJ//nyZydpJKQqcP2/6e/p0cNT8hkFBj6YJqFTJMXkKIYR4pEmTJsyfb1pIOTw8nI8++ogWLVpwJa0ZgYXdMlzN4+rqyvnz51m5ciVdunShVKlS+Pj44OLiQkBAAC+//DIff/wxp06d4vPPP+fy5cuOLLdwoNu34cEDU1NZaKjj8jVPXeEsHbpz0rIgRqORa9eucfPmTacv6+Ny0jl2RgYMbH34z4AdM7qK556bmxuBgYEEBgZSsWJFRowYwdWrV7l9+zYAI0aMoESJEnh6elKkSBFGjRqVbBTYmjVrqFq1Ku7u7uTNm5fXXnvN5v7mz5+PTqfjjz/+SPHxRYsWUbVqVXx8fAgMDKRTp06W+YwAIiIiePPNN/H398fDw4PixYtbAj2zCxcuUL9+fTw9PalQoQK7d+/O6OlxiAzXKH3xxRd2p23WrFlGdyOeAnNtUsGC4MhuZc428k2v17PoYUcsZ19ew2AwsHr1agCKFSuWvYVJh5x0jp1RPPHUpz5gWsLEC69sLtHzLTGV0S1qtRoXl0dfoXq9nsTExBSbnFUqldVnwVa+rq6Z65f24MEDFi9eTLFixSxzQvn4+LBgwQKCgoI4duwYvXv3xsfHh//9738ArF+/ntdee40PP/yQH3/8kcTERNavX59i/l9++SUTJkxg06ZNvPDCCymmSUxM5JNPPqFkyZLcunWLoUOH0q1bN3777TcARo0axYkTJ9iwYQN58+bl3Llzlgk7zT788EO+/PJLihcvzocffkjHjh05d+6c1fl+mjK114oVK9KrVy/efPNNcuXK5ZAC6fV6xowZw+LFiwkPDyd//vx069aNjz76yNLP6ebNm4wYMYLff/+dyMhI6tSpw/Tp0ylevLglnz59+vDnn39y/fp1vL29qVWrFpMmTbJaNysiIoJBgwaxZs0aAFq1asX06dPx8/NzyLE42tatMH48pDUlRP368PHH9udrDpSKFs1w0VLkbIGSEEKkx4QJE2w+Vrx4cTp16mS5/+eff7Jp06YU0wYHB9OtWzfL/WnTphEbG5ss3cfpuXA/tG7dOry9vQGIiYkhf/78rFu3zvJ9+dFjc7mEhIQwbNgwli9fbgmUxo8fT4cOHRg7dqwlXYUKFZLtZ+TIkSxcuJCtW7dSLpVhzz169LD8XaRIEb7++muqV6/OgwcP8Pb25sqVK1SqVImqVatayvSk9957j+bNmwMwduxYypQpw7lz57Jt3ctMBUo1atTgo48+Yvjw4bRp04ZevXrRoEGDTBVo0qRJzJkzh4ULF1KmTBkOHDhA9+7d0el0DB48GEVRaNOmDVqtll9//RVfX1+mTJlCw4YNOXHiBF5epl9gVapU4c0336Rw4cLcu3ePMWPG0KhRIy5evGiJ+Dt16sS1a9fYuHEjAG+//TadO3dm7dq1mTqGrKAoMHgw/PNP2mm3bYPevR8FKmnJ6kDpxg3H5iuEEMKkfv36zJ49G4B79+4xa9YsmjZtyr59+wgODmblypVMnTqVc+fO8eDBA/R6Pb6+vpbnHzlyhN69e6e6j8mTJxMTE8OBAwcoUqRIqmkPHz7MmDFjOHLkCPfu3bM0wV+5coWwsDD69etH27ZtOXToEI0aNaJNmzbUqlXLKo/HO6Kblx+5detWzgyU5s6dy7Rp01ixYoWlY3ehQoXo0aMH3bp1o3DhwunOc/fu3bRu3doSTYaEhLB06VIOHDgAwNmzZ9mzZw/Hjx+nTJkyAMyaNYuAgACWLl1Kr169AFPQYxYSEsKnn35KhQoVuHTpEkWLFuXkyZNs3LiRPXv2UKNGDQC+/fZbatasyenTpylZsmRmTo3DHTxoCpLc3GD+fNOospT8739w6ZJpjbX0BkppvP/TTWqUhBA52ciRI20+9uRI7oYNG1KhQgWbTW+PGzx4sGMKCHh5eVk1z1epUgWdTse3335LixYtLLVFjRs3RqfTsWzZMiZPnmxJb17qIzW1a9dm/fr1/PTTT7z//vs208XExNCoUSMaNWrEokWL8Pf358qVKzRu3NjS3Ni0aVMuX77M+vXr+fPPP2nQoAEDBgzgyy+/tOTzeDOl+dxlZ5/HTDf4ubu707lzZzp37szFixf5/vvvmTdvHuPGjaNBgwb07NmT9u3b253fSy+9xJw5czhz5gwlSpTg6NGj7NixwzJHQ0JCgmW/ZhqNBldXV3bs2GEJlB4XExPD/PnzCQ0NpVChQoApINPpdJYgCeCFF15Ap9Oxa9euFAOlhIQEy/4BoqOj7T6uzJo3z/T/a69Bx4620/3yiylQOnIEmja1L+8LF0z/O1vTm6LApk3wWD/AFAUEQOPGps7oQgjhKOnpM+Ti4oKrq6td02Jkti9SalQqFWq1mri4OHbu3ElwcDAffvih5fEnB1aVL1+ezZs30717d5t5Vq9enYEDB9K4cWM0Gg3Dhw9PMd2pU6e4c+cOEydOtHzXmis5Hufv70+3bt3o1q0btWvXZvjw4VaBkrNxaM+o0NBQPvnkE8aNG8eqVass/YTSEyiNGDGCqKgoSpUqhUajwWAwMH78eDo+jA5KlSpFcHAwI0eOZO7cuXh5eTFlyhTCw8O58UQbz6xZs/jf//5HTEwMpUqV4o8//rC8QcPDwwkICEi2/4CAAMLDw1Ms24QJE6zacZ+W2FhYssT0d8+eqaetWBGWLjUFSvbKqqY386i3mzdBr7ddC2bLhg3wsGLRrrRNmqQvfyGEyOkSEhIs31kRERHMmDGDBw8e0LJlS6Kiorhy5QrLli2jWrVqrF+/nl9++cXq+R9//DENGjSgaNGidOjQAb1ez4YNGyx9mMxq1qzJhg0baNKkCS4uLgwdOjRZWQoXLoyrqyvTp0+nb9++HD9+nE8++cQqzejRo6lSpQplypQhISGBdevWUbp0aQefFcdy+CyQW7ZsoWvXrnTr1g2DwZBm2+eTli9fzqJFi1iyZAmHDh1i4cKFfPnll5ZJtbRaLatWreLMmTPkzp0bT09Ptm7dStOmTZNF8m+++SaHDx9m27ZtFC9enPbt2xMfH295PKV1YBRFsbk+zMiRI4mKirLcrl69mq5jy6hVqyA62jR0v3791NOaJ4O0N1CKiTHNdQSOD5QCAkCtBqMx7VqhlGzZYvq/SBFTjVFKtwIFTGmOH3dcuYUQIqfYuHEj+fPnJ3/+/NSoUYP9+/ezYsUK6tWrR+vWrRk6dCjvvPMOFStWZNeuXYx6YmmFevXqsWLFCtasWUPFihV5+eWX2bt3b4r7evHFF1m/fj2jRo3i66+/Tva4v78/CxYsYMWKFYSFhTFx4sRkNUWurq6MHDmS8uXLU6dOHTQaDcuWLXPcCckCKuXx6bQz6MqVKyxYsIAFCxZw6dIlateuTc+ePWnXrp1d7Z+PK1SoEO+//z4DBjyanfbTTz9l0aJFnDp1yiptVFQUiYmJ+Pv7U6NGDapWrcrMmTNTzDcxMZFcuXLx3Xff0bFjR77//nveffddIiMjrdL5+fnx1VdfpVoNaRYdHY1OpyMqKsqqc5yj1atn6qA9blzay4fcvGmaBVulgvv3wSuN0cXHjkH58pArF9y757AiWxQoYGp6O3AAqlRJ33Pr1oW//zb1yXpswIiV//0PvvgChgyBr75KPT+DwcDu3buJjY2lSpUqWVr9nVkGg4H9+/cTGxtLzZo10/05etoMBoOlk+i+fftyxDmGR+XOlSuXU8wknkgi05gGwGAGyzImT0F8fDwXL14kNDTUqkuHvQwGA4cPHwagUqVKTvE+Eiapvbbp+f7OVNPbkiVLmD9/Plu2bCFfvnx06dKFnj17Zmrel5TWiNJoNCl25NLpdICpg/eBAweSVfE9SVEUSx+jmjVrEhUVxb59+6hevToAe/fuJSoqKlkP/KftwgV4+LkjOtoUJKlUtoOFx+XLZwqUwsNNQZCNqS4ssqrZzSwoyBQoXb+evkBJrzcFVwAPX54UFSxo+v/atbTz1Gg01KxZM0csr6HRaKhcuXKOXMIkp5xjZ+SKK8NJuf+HECJ7ZCpQ6tatG82bN2f16tU0a9bMIeu5tWzZkvHjx1O4cGHKlCnD4cOHmTJlitXcDCtWrMDf35/ChQtz7NgxBg8eTJs2bWjUqBFgmtVz+fLlNGrUCH9/f/777z8mTZqEh4eHZfLL0qVL06RJE3r37s3cuXMB00i5Fi1aZPuItz//hD59rLc1aQIP+8alqWJF2LjR1PzmDIESpL9D98mTpr5ZPj6Q2suRnkBJCCGESK9MBUrXrl1LsUN0ZkyfPp1Ro0bRv39/bt26RVBQEH369GH06NGWNDdu3ODdd9/l5s2b5M+fny5duli1u7q7u7N9+3amTp1KREQE+fLlo06dOuzatcuqvIsXL2bQoEGWAKtVq1bMmDHDoceTEYGBpsVnzTw8TBNN2uvxQCkt5hFvjp4awCyjgdK+fab/q1aF1ComzH2U/vsv7TyNRiPXr18nOjqa/PnzO3WNh9Fo5ObNm0RHRzvtBKgpMRqNhIeH54hz7IwMGDjEIQAqUxkNcv6EyG6ZCpQeDzp+/PFH5syZw8WLF9m9ezfBwcFMnTqV0NBQWrdubXeePj4+TJ061TIdQEoGDRrEoEGDbD4eFBRkmS49Nblz57Yst+BMWrUy3TIqPR26nbVGydyXMLVmN3hUo3T9OhgMqQdVer2e77//HoA33hjAe++5c+dO6rWgAQFGZs6M52nHKgaDgRUrVgCmWeZzisfPsSxhkn7xxFMd05teljARwjk4ZHqA2bNnM3r0aIYMGcL48eMxGEyLOfr5+TF16tR0BUoi88yzzx87lnbwkNWBknmKgPTOzm2uUUorUAoMNB2fwWDqyG7vJJtr1rixfr09X+IaGjUy0LVrGuvGCCGEeCY5JFCaPn063377LW3atGHixImW7VWrVuW9995zxC5EOhQvbmqui42Fc+ds9/HR602TU4Jz1SjFxDwa7v/YfKAp0mhMwdi1a6abvYHShQum6LFVqyQ6dNCnmGb5chd+/VXLv/86fBYNIYQQOYRDAqWLFy9SqVKlZNvd3NyIiYlxxC5EOmg0piH/e/eamt9sBUpXr5qCJTe3R319HC0jgdLhw6YaoqAg+8pVoIApSLKnn5KZOVCqX99AixYpB0pRUfDrr1pOnJBASQghnlcO+QYIDQ3lSAodYjZs2EBYWJgjdiHSyZ5+SuZmt9BQ08SQWcEcKN26BUl2tl7Z2+xmlpGRb+ZAqWhR2+sHhYWZHjt+XE3mZxsTQgiREzmkRmn48OEMGDCA+Ph4FEVh3759LF26lAkTJvDdd985Yhcincz9lP7801S7lJJt20z/Z1WzG0DevKalS/R6Ux8ic1CTmqwOlAwGFVeupB0olSplRK1WuHdPzc2bKgIDJVoSQojnjUMCpe7du6PX6/nf//5HbGwsnTp1okCBAkybNo0OHTo4YhcincwtoQcOQKdOqafNykBJrTb1Ibp61dSh255Ayd4Rb2bmPO1teouK0pGUpMLNTaFAAdvBj4eHKZA6e1bDv/+qCQw02LcDIYQQqbp06RKhoaEcPnyYiuYmECflsEVxe/fuTe/evblz5w5Go9Hh8yuJ9KleHQYNgn//TT2dtzf075+1ZTEHSp06wcPJ1G1SFFMHc5XKNIeSPcz9mNKqUdJoNNSuXZudO70BCA01ptnkWLbso0CpQYOnFyip1WqqVatGXFycQyZyfVrM5zg+Pj5HldtZaNHyMR9b/hYiNfXq1aNixYrJptNZvXo1r776KplZocwcyPj7+3P+/Hl8fHwsj1WsWJE2bdowZsyYDOefkzgsUDLLmzevo7MUGaBWw7Rp2V0Kk4oVTc1p587Z/5zq1dMOqszsbXrTaDTUrVuXffvigNSb3czCwoz88gv8+68GeHpTBGg0GmrUqJEjlzCpW7euLGGSQa64MoYx2V0MISzu37/Pl19+ydixY7O7KNkmUz/5zp8/b7W0SOHChcmdO7fl5u/vz+nTpzNdSJGzTZ0Kv/8O69fbd/vtN9PNXo8HSvb8gHrUkTvtxGXKmIIpGfkmhMipxowZQ8WKFZk7dy6FChXC09OTdu3aJVsUPiUDBw5kypQp3Lp1y2YalUrF6tWrrbb5+fmxYMECy/19+/ZRqVIl3N3dqVq1qmUh4cetWbOG4sWL4+HhQf369Vm4cCEqlcqqnLt27aJOnTp4eHhQqFAhBg0alOWj6zNVozR9+nQCAwMt9yMiIhg9erSl2W358uV89dVXzJkzJ3OlFDmahwe88krW5W8eWZeQAPfuQZ48KadTFIXbt29z+rSp6c2eGqUyZUzNbadOqdHrTR3TnwZFUbh79y5RUVHkypXr6ezUARRF4c6dO0RFRUnzewYYMXKSkwCUpjRqxwxMFhkUg+0vYA0a3Hm0In2cOo4YYlJcdkaNGg880sw3K2diP3fuHD/99BNr164lOjqanj17MmDAABYvXpzq8zp27Mgff/zBuHHjMrzEV0xMDC1atODll19m0aJFXLx4kcGDB1uluXTpEq+//jqDBw+mV69eHD58ONk8jMeOHaNx48Z88sknzJs3j9u3b/POO+/wzjvvMH/+/AyVzR6Zuuz/+eefTJ8+3Wpb27ZtKfJw4bCQkBB69eqVmV0IkSY3N/D3h9u3TbVKtgKlpKQk5s6dy/Hj7wDedgVKwcEKXl4KMTEqzp9XU7Jk2s9xBL1ez9KlSwHTEiZubm5PZb+ZZT7HYFrCxOVpRZbPiDjiKEtZQJYwcQbeeNt8rBnNWM96y/1GFRoRr4lPMW1d6rKVrZb7IYRwhzvJ0ilk3cja+Ph4Fi5cSMGHVfDTp0+nefPmTJ482arC40kqlYqJEyfSsmVLhg4dStEMjP5ZvHgxBoOB77//Hk9PT8qUKcO1a9fo16+fJc2cOXMoWbIkX3zxBQAlS5bk+PHjjH9sodMvvviCTp06MWTIEACKFy/O119/Td26dZk9ezbu7u5khUz9XLl8+TKhoaGW+7169UL3WMeSkJAQrj2Dy7rPnDmTsLAwqlWrlt1FEQ/Z20/JYFATEWGqobEnUFKrredTEkKInKhw4cKWIAmgZs2aGI1Gu7rHNG7cmJdeeslq8fn0OHnyJBUqVMDT09Nq/487ffp0su/U6k8MfT548CALFizA29vbcmvcuDFGo5GLFy9mqGz2yNTPPbVaza1btwgJCQHgq6++snr85s2bz+SimAMGDGDAgAFER0dbBYYi+xQsaJrRO60pAiIj/VAUNR4eCvnz2/frrUwZA/v3m0a+tW3rgMIKIXKEBzyw+diTTWy/H/2dChUqpDiI4ckm1Etcckj5fH19iYqKSrY9MjISX1/fVJ+rUqms/k/LxIkTqVmzJsOHD08xrydH2CU9NsOwPaPvFEVJVpYnn2c0GunTpw+DBg1K9vzChQunuY+MylSgVKZMGf78889kUZ/Zpk2bKFu2bGZ2IYRd7J0i4N693ACEhBjsno3cXKMkHbqFeL6kp+nTw+iBF14p9lHKTL6pKVWqFBs2bEi2ff/+/ZR8Yu2qK1eucP36dYIedurcvXs3arWaEiVK2LWv6tWr89prr/H+++8ne8zf358bj618fvbsWWJjYy33w8LC+PHHH4mLi8PDw9RXa8+ePcmO5bcnRvEcOHDA6n7lypX5999/KVasmF1ldpRMXfm7d+/O+PHjWb9+fbLH1q5dy8SJE+nevXtmdiGEXextert71xQohYbaPydS2bKmQMk0RYAQQjiH/v37c/78eQYMGMDRo0c5c+YMM2fOZN68eclqftzd3enatStHjx5l+/btDBo0iPbt26faP+lJ48eP56+//krWXPfyyy8zY8YMDh06xIEDB+jbt69Va1KnTp1Qq9X07NmTEydO8Ntvv/Hll19a5dGnTx9OnTrFiBEjOHPmDD/99JNl1Jy5pmnEiBHs3r2bAQMGcOTIEc6ePcuaNWsYOHBgek5bumWqRql379789ddftGzZklKlSlGyZElUKhWnTp3i9OnTtG3blt69ezuqrELYZO/s3PfumXp6Fylif6AUFmZKe/mymmHD3LBVU61Ww+uvJ1G9evo6fCsK3LplnWlSkor7902/Om/dUuPp+ehxFxfFZod1IcTzIyQkhO3bt/Phhx/SqFEj4uPjKVGiBAsWLKBdu3ZWaYsVK8Zrr71Gs2bNuHfvHs2aNWPWrFnp2l+JEiXo0aMH33zzjdX2yZMn0717d+rUqUNQUBDTpk3j4MGDlse9vb1Zu3Ytffv2pVKlSoSFhTFp0iTaPtaXITQ0lJUrVzJs2DCmTZtGzZo1+fDDD+nXr59lMEv58uXZtm0bH374IbVr10ZRFIoWLcobb7yR3lOXLiolM1N3PrRs2TKWLVvGmTNnAFNP9I4dOz7zy5eY+yhFRUWl2R4sstbmzdCwIYSF2Z6NPDExkbCwK5w/X4wpU+6TngGZ5ct7celS2hWwYWEG9uyJTTPd4954w4MNG9L3m+W99xIYPToxXc/JSgaDAb1ej5eXF59//jlg+rWbVaNQHMVc7ly5cjnFBJkxxFhGWsmot6cjPj6eixcvEhoamqH3q8FgsMwJVKlSJad4Hz1pzJgxrF69OsXF653Z+PHjmTNnDlevXs3Q81N7bdPz/e2QsbsdOnR45oMi4dzs6aOk0WiIjTW1z5tGvNnf8rxgQRwbNrjYnNAyPl7F11+7cuaMmqQksHcMQ0IC/P77owurSpX67xZFMdUszZjhSt++SQQEONdCvRqNhhdeeEGWMMkgLVre4z3L30I8T2bNmkW1atXIkycPO3fu5IsvvuCdd97J7mJlPFCKiYnBy8v+XzvpTS9EepgDpehouH8fHluWyMJg0HDzpqkjYfHi6cu/cmUjlSvbrsFRFJg3T0tMjIoLF+yfb+n8eTUGgwqdTuHKlQdWzXqJiYncu3eP3Llz4+rqatlPgwaeHDigYcYMLePGOU+tEpgCpYYNG8oSJhnkiitf8EV2F0OIbHH27Fk+/fRT7t27R+HChRk2bBgjR47M7mJlvDN3sWLF+Oyzz7h+/brNNIqi8Mcff9C0aVO+/vrrjO5KiDT5+DxaG65CBShZMvmtdGkwGlV4eioEBjq2JkalghIlTMHRmTP2f6xOnTKlLVnSaLPv05P7GT48AYDvvnPl3r30l1UI8XwZM2ZMjmh2++qrr7h+/Trx8fGcOXOGUaNGOcWktRkuwdatW/noo48YO3YsFStWpGrVqgQFBeHu7k5ERAQnTpxg9+7daLVaRo4cydtvv+3IcguRTLVq8OefkNa8Y5Urx0EWzIBbooSRw4c1nD6tpmVL+55z+rQ5ULLuXK4oCtHR0Tx48CDZEiZNmhgoV87AsWMa5sxx5YMPnKdWSVEUoqKiiI6OzlFLrzgLI0aucAWAwhSWJUyEcAIZDpRKlizJihUruHbtGitWrODvv/9m165dxMXFkTdvXipVqsS3335Ls2bNpK+CeCp+/RUOHbK9MG5SUhKLFv1IUNAN9Pq3Hf5LxdzcZg5+7GFOW6qUdVOdXq/nhx9+AJIvYWKqVUqkSxcP5sxxpVUrPW5utgO/wEAlxabIrJCUlGRZD0qWMEm/OOIIxbTagXTmFsI5ZPoqVrBgQYYOHcrQoUMdUR4hMszTE156yfbjiYkK27dnbPSEPcyBUkab3tKjVSs9JUoYOHNGQ61aqX+Z+vkpHDv2AJlEXggh0k+qeoRwkMcDJXsm3dDr4ezZlGuU0qJWw2efJZA/vxE/P8XmTaVSiIxUpSt4E0II8YjTXT31ej0fffQRoaGheHh4UKRIEcaNG4fR+OiL5ObNm3Tr1o2goCA8PT1p0qQJZ8+etTx+7949Bg4cSMmSJfH09KRw4cIMGjQo2Zo4ERERdO7cGZ1Oh06no3PnzkRGRj6tQxXPmNBQIy4uCjExKv77L+2e2RcvqkhKUuHlpVCwYPr7TDVqZOD06RiuXHlg81apkulzc/u2fes5CSGEsOZ0gdKkSZOYM2cOM2bM4OTJk3z++ed88cUXTJ8+HTB1Fm3Tpg0XLlzg119/5fDhwwQHB9OwYUNiYmIAuH79OtevX+fLL7/k2LFjLFiwgI0bN9KzZ0+rfXXq1IkjR46wceNGNm7cyJEjR+jcufNTP2bxbNBqoUgR+/spnTplGj5fooTR7nXn0ss8z9LNm073URdCiBzB6Xpa7t69m9atW9O8eXPANEX70qVLLYvjnT17lj179nD8+HHKlCkDmCapCggIYOnSpfTq1YuyZcuyatUqS55FixZl/PjxvPXWW+j1elxcXDh58iQbN25kz5491KhRA4Bvv/2WmjVrcvr06WQLCgphj5IljZw5Yxr51qBB6sukmPsnpbfZLT3y5TPl/eQSKUIIIezjdD8zX3rpJTZv3mxZDuXo0aPs2LGDZs2aAZCQYJpD5vHpyDUaDa6uruzYscNmvuZpys2jcHbv3o1Op7MESQAvvPACOp2OXbt2pZhHQkIC0dHRVjchHmfup2Tue5SapxEo+fubapQkUBLi2dOtWzdUKhUqlQqtVku+fPl45ZVX+P777626qzyuUaNGaDQa9uzZk+Lju3btolmzZuTKlQt3d3fKlSvH5MmTMRjSXh/z6tWr9OzZk6CgIFxdXQkODmbw4MHcvXs3U8eZ3RwSKIWEhDBu3DiuXLmS6bxGjBhBx44dKVWqFFqtlkqVKjFkyBA6duwIQKlSpQgODmbkyJFERESQmJjIxIkTCQ8P58aNGynmeffuXT755BP69Olj2RYeHk5AQECytAEBAYSHh6eYz4QJEyz9mXQ6HYUKFcr08YqnR61WU6VKFcqWLWtZjdrRzJNO2tP0ZmsOJTCtll2uXDmKFy+eqek1zE1vT6uP0tM4x88yF1zo//Cfi/NV+Asn1KRJE27cuMGlS5fYsGED9evXZ/DgwbRo0QK9Xm+V9sqVK+zevZt33nmHefPmJcvrl19+oW7duhQsWJAtW7Zw6tQpBg8ezPjx4+nQoQOpLQ174cIFqlatypkzZ1i6dCnnzp1jzpw5bN68mZo1a3IvB8+O65BAadiwYfz6668UKVKEV155hWXLlllqftJr+fLlLFq0iCVLlnDo0CEWLlzIl19+ycKFCwHQarWsWrWKM2fOkDt3bjw9Pdm6dStNmzZNccmE6OhomjdvTlhYGB9//LHVYyldyBVFsXmBHzlyJFFRUZZbRhfqE9nDxcWFpk2bUrdu3Syb38feuZQMhkfTCKQ0NYCLiwt169alWrVqmVoKxBwoPa0apadxjp9lbrgx8+E/N9zSfoJ47rm5uREYGEiBAgWoXLkyH3zwAb/++isbNmxgwYIFVmnnz59PixYt6NevH8uXL7f06wXTMmO9e/emVatWfPPNN1SsWJGQkBB69erFwoULWblyJT/99JPNcgwYMABXV1d+//136tatS+HChWnatCl//vkn//33Hx9++KElbUhICJ999hk9evTAx8eHwoUL88033zj83DiKQwKlgQMHcvDgQQ4ePEhYWBiDBg0if/78vPPOOxw6dChdeQ0fPpz333+fDh06UK5cOTp37szQoUOZMGGCJU2VKlU4cuQIkZGR3Lhxg40bN3L37l1CQ0Ot8rp//z5NmjTB29ubX375Be1jK5UGBgZy8+bNZPu/ffs2+fLlS7Fsbm5u+Pr6Wt2EeFzx4uZRZupUlxe5fFlFfLwKNzeFkJCsW9hWOnMLkX6KohATE2P3LS4ujri4uHQ9x9YttVobe7388stUqFCBn3/+2eqY5s+fz1tvvUWpUqUoUaKEVeDz+++/c/fuXd57771k+bVs2ZISJUqwdOnSFPd37949Nm3aRP/+/fHw8LB6LDAwkDfffJPly5dbHdvkyZOpWrUqhw8fpn///vTr149Tp05l9tCzhEOvnhUqVGDatGn8999/fPzxx3z33XdUq1aNChUq8P3339v1BoiNjU3W1KDRaFJsb9XpdPj7+3P27FkOHDhA69atLY9FR0fTqFEjXF1dWbNmjVWfJoCaNWsSFRXFvn37LNv27t1LVFQUtWrVSu+hixzAfPGLi4tzyMUoJd7eULBg2v2UzDVOJUoYSanCSFEU4uLiiI+Pz1RZn3bT29M4x88yBYXbD/8pWbDMjrBPbGws3t7edt10Oh116tShTp066HQ6u59n6xYbG+uQYyhVqhSXLl2y3P/zzz+JjY2lcePGALz11ltWzW/mfsGlS5e2mZ85zZPOnj2Loig2n1u6dGkiIiK4ffu2ZVuzZs3o378/xYoVY8SIEeTNm5etW7em5xCfGocGSklJSfz000+0atWKYcOGUbVqVb777jvat2/Phx9+yJtvvplmHi1btmT8+PGsX7+eS5cu8csvvzBlyhReffVVS5oVK1awdetWyxQBr7zyCm3atKFRo0aAqSapUaNGxMTEMG/ePKKjowkPDyc8PNzSIa106dI0adKE3r17s2fPHvbs2UPv3r1p0aKFjHh7RiUlJfHVV1/x/fffJ2u7d6RH/ZRsN5mZpwawNSO3Xq9n3rx5/Pzzz5kqa0CAKf/oaBXx8RnOxm5P6xw/q2KJJeDhv1gc84Upnk9PdiOZN28eb7zxhqVJvGPHjuzdu5fTp08ne56t/FxdXTNcFrDu7lK+fHnL3yqVisDAQG7dupWh/LOaQzoRHDp0iPnz57N06VI0Gg2dO3fmq6++olSpUpY0jRo1ok6dOmnmNX36dEaNGkX//v25desWQUFB9OnTh9GjR1vS3Lhxg3fffZebN2+SP39+unTpwqhRoyyPHzx4kL179wJQrFgxq/wvXrxISEgIAIsXL2bQoEGWAKtVq1aWdaqEyKiSJY389RcsXKi1jGx70rZtpkApK0e8Aeh04OqqkJio4tYtFYULSy2FEGnx9PTkwYMHdqU1GAwcPXoUMLWqZKZPoXnfjnDy5ElLd5R79+6xevVqkpKSmD17tiWNwWDg+++/Z9KkSRQvXtzyvJRaVU6dOkXFihVT3FexYsVQqVScOHGCNm3apPjcXLlykTdvXsu2x7vCgClYsjVSL7s5JFCqVq0ar7zyCrNnz6ZNmzbJTgBAWFgYHTp0SDMvHx8fpk6dytSpU22mGTRoEIMGDbL5eL169eyq9s+dOzeLFi1KM50Q6VGunKnWcv9+Dfv3p37RNKfNKiqVqfnt2jUJlISwl0qlwsvLvgWJDQaDpV+Ol5dXpgMlR/jrr784duyYZQ3WxYsXU7BgQVavXm2VbvPmzUyYMIHx48fTuHFjcufOzeTJk5MFSmvWrOHs2bM2v5fz5MnDK6+8wqxZsxg6dKhVP6Xw8HAWL15Mly5dcuxIWIcEShcuXCA4ODjVNF5eXsyfP98RuxPCqb3+up579+K5ezf1i0K+fAqNGmVtoASmuZSuXZO5lIR4FiUkJFi6ldy8eZONGzcyYcIEWrRoQZcuXQBTs9vrr79O2bJlrZ4bHBzMiBEjWL9+Pa1bt2bu3Ll06NCBt99+m3feeQdfX182b97M8OHD6dWrl2U+w5TMmDGDWrVq0bhxYz799FNCQ0P5999/GT58OAUKFGD8+PFZeh6ykkMCpbSCJCGeJ+7uMGhQUnYXw+LRFAFqIOsDMyHE07Nx40by58+Pi4sLuXLlokKFCnz99dd07doVtVrNwYMHOXr0KN9++22y5/r4+NCoUSPmzZtH69atef3119myZQvjx4+ndu3alkmVJ06cyIgRI1ItR/HixTlw4ABjxozhjTfe4O7duwQGBtKmTRs+/vhjcufOnSXH/zQ4JFDKlStXilVqKpUKd3d3ihUrRrdu3ejevbsjdieESAdzh26pURLi2bJgwYJkcyU9qUqVKql2RVmzZo3V/dq1a7Nx40YA4uPjad26NQsXLqRHjx74+/unuq/g4GC7Wo4eH41nduTIkTSfl10cMupt9OjRqNVqmjdvztixYxkzZgzNmzdHrVYzYMAASpQoQb9+/VKMaIUQWStfPlnGRAiRfu7u7vz666906dKFv//+O7uLk20cUqO0Y8cOPv30U/r27Wu1fe7cufz++++sWrWK8uXL8/XXX9O7d29H7FKIdFOr1ZQvX57ExESn71SoUqkoVaoUCQkJmVrCBB6t9/Y05lLKSefYGbngQle6Wv4WIru5u7vz/vvvZ3cxspVDPombNm1i0qRJybY3aNCAYcOGAabJpZ73ky2yl4uLC61atSIiIsLpl9dwcXGhYcOG3Lt3L9OjaB7Nzp11gUtCAly7pkanc6FcuVZERUXx338uqNWP9unmBvnzy6i71LjhxgIWZHcxhBCPcci3Re7cuVm7dq1lKKLZ2rVrLR24YmJi8PHxccTuhBDpYN2Z2/ESEqB6dR+uXHk8oEu54+a4cQkMGZKYJeUQQois4JBAadSoUfTr148tW7ZQvXp1VCoV+/bt47fffmPOnDkA/PHHH9StW9cRuxMiQxRFITExkaSkJKeY6yQ1iqKQlJSEXq/P9FIgWb2MydmzakuQ5Olp2teTswIbDJCQoGLJEhcJlFKhoFhm5PbEExXSfPm0yJI7zx5HvaYOCZR69+5NWFgYM2bM4Oeff0ZRFEqVKsW2bdssE1eZm+CEyC5JSUl8/vnnAPTv39+pm9/0ej1z584FoE+fPri5ZXwleX9/06i3qCjTMiZPLHuYaefOmWqqqlRJYvt2vdU5Nq+xGBEBoaHenDql4fJlFcHB8qWUklhi8cYbgAc8wAv7Jj0UGWeeIDk2NjbZgq4iZzOvm5fSJNjpkelviqSkJN5++21GjRplc2VhIUT2yZULtFqFpCQVt2+rKFTIsUGKefHfokVtz9GUKxfUqGFg924X/vjDhV69nGeeKfF802g0+Pn5WdYZ8/T0TNdABPP6oWAaTu/stdXPA0VRiI2N5datW/j5+WX6Ncl0oKTVavnll1+s1lp71s2cOZOZM2dafUCEcFbmZUz++0/FzZuOD5TMNUqmQMl2P6hGjSRQEs4pMDAQIEOLshqNRu7cuQOY5gfK7ChV4Th+fn6W1zYzHNL28Oqrr7J69WreffddR2Tn9AYMGMCAAQOIjo5Gp9Nld3GESJMpUMqafkr2BkqvvKJn7Fg3tm3TZEkToBAZpVKpyJ8/PwEBASQlpS+Ij42NpXnz5oBpgXhHLWorMker1Tqsds8hgVKxYsX45JNP2LVrF1WqVEm2mGBqC9gKIbKeeS4lRy9joiiPmt6KFTMAtvsClCtnJDDQSHi4mp07NTRoIDWywrloNJp0f7kaDAYuX74MgJubm6Vfnnh2OCRQ+u677/Dz8+PgwYMcPHjQ6jGVSiWBkhDZ7NEUAY6tUbp3T0VkpCnP0NDUAx+VCho10vPDD6788YeLBEpCiBzBIYHSxYsXHZGNECKLZNV6b+bapIIFjdjT4tCokYEffoDff3dh4sQEh5ZFCCGygkPHRycmJnLx4kWKFi3q1EOvxfNJrVZTunTpHLG8hkqlomjRog4r66OmN8ce97lzpvxMzW5pn+N69fS4uCicO6dm+3YNgYFGm3kXKKDYFXw9SzRoeJ3XLX8LIbKfQ6KZ2NhYBg4cyMKFCwE4c+YMRYoUYdCgQQQFBcnSJcIpuLi40LZt2xyzhEnTpk25d++eQ8qaVQvjPurIbQp40jrHvr5Qs6aB7dtdaN489SgoXz4j//wTw/M0tY077qxgRXYXQwjxGIeMYxw5ciRHjx5l69atVh3ZGjZsyPLlyx2xCyFEJmRVHyVz01vx4vb3N+rfP4l8+Yz4+Sk2bwA3b6q5elWGWgshspdDflavXr2a5cuX88ILL1hVt4eFhXH+/HlH7EIIkQnmQOn6dTVz59oemabVQuvWevLksW+upSdrlOzRvLme5s31qaYpX96LS5fURETYna0QQmQJhwRKt2/fJiAgINn2mJgYp+8LIp4fiYmJTJgwATAtr+HMM+gmJSUxY8YMwLSEiaura6byy5fPiEqlEBOjYvjw1Icv//lnEkuWxKeZp8EAFy6Ya5RMgVJiYqLVEiYZPce5cilcugQREc/X9SOGGFnCRAgn45BAqVq1aqxfv56BAwcCWIKjb7/9lpo1azpiF0KITMiVC774IoGdO20HLkYj/PqrlvXrXTh3TkWxYqnXKl29qiIhQYWrq0LBgkYcuaaoufnteQuUhBDOxyGB0oQJE2jSpAknTpxAr9czbdo0/v33X3bv3s22bdscsQshRCa9/XYSb7+d+qzD7dqp2LTJhdmzXZk8OfXh++ZmtyJFjGg0oE+9NS1dcuWSQEkI4Rwc0lOyVq1a7Ny5k9jYWIoWLcrvv/9Ovnz52L17N1WqVHHELoQQT8E77yQCsHixlnv3Uk9rDpTMzW6OJIGSEMJZOGxISbly5Vi4cCHHjx/nxIkTLFq0iHLlyqU7H71ez0cffURoaCgeHh4UKVKEcePGYTQ+uhjfvHmTbt26ERQUhKenJ02aNOHs2bNW+XzzzTfUq1cPX19fVCoVkZGRyfYVERFB586d0el06HQ6OnfunGI6IZ4XdeoYKFvWQGysigULUu8X9WjpEgmUhBDPLocFSkajkTNnzrBjxw7+/vtvq1t6TJo0iTlz5jBjxgxOnjzJ559/zhdffMH06dMBUBSFNm3acOHCBX799VcOHz5McHAwDRs2JCYmxpJPbGwsTZo04YMPPrC5r06dOnHkyBE2btzIxo0bOXLkCJ07d87YCRDiGaBSwYABplqluXO1JCbaTvs0apTMy6MIIUR2cUgfpT179tCpUycuX76M8kSPTpVKhcFg/xwru3fvpnXr1pbVmENCQli6dCkHDhwA4OzZs+zZs4fjx49TpkwZAGbNmkVAQABLly6lV69eAAwZMgSArVu3prifkydPsnHjRvbs2UONGjWAR53PT58+TcmSJe0usxDPktdf1zNmjJEbN9QEBXmjtvFzKj7ePCu3A3txPyQ1SkIIZ+GQQKlv375UrVqV9evXkz9//kxNCfDSSy8xZ84czpw5Q4kSJTh69Cg7duxg6tSpACQkmDqYPj6xpUajwdXVlR07dlgCpbTs3r0bnU5nCZIAXnjhBXQ6Hbt27UoxUEpISLDsHyA6OhqAJEMSSYbUO8mK7GdQDBQpWoSkpCT0Rr1Tv2Z6o57ChQuTmJT41MuqdoEh78YxcoQXiYmpf5bz5TNSsnQ8SQYDeoPeYefYR2f6/14EWXrshoflTjIkYcTxNWPpZcRIU3VT099GI0k473tUmDz+/pTvgpwjPa+TQwKls2fPsnLlSooVK5bpvEaMGEFUVBSlSpVCo9FgMBgYP348HTt2BKBUqVIEBwczcuRI5s6di5eXF1OmTCE8PJwbN27YvZ/w8PAU534KCAggPDw8xedMmDCBsWPHJtt+OfIy3gZvu/ctsk/VRlWJjormWuw1NPHOO48SQFjtMKKiovgv9j+0SbYnicwKjd6AKi+7kJiQeut87rxJ3DEoGKINGPVGfFW+DjnHCVovoCS37+q5FHUpQ3nYw2A0lTtSFUlSggvRUakfr6eXgrdP1gZUU5kKwA3sv56J7BMbE2v5+1LEJTwTn7MFCnOoB/cf2J3WIYFSjRo1OHfunEMCpeXLl7No0SKWLFlCmTJlOHLkCEOGDCEoKIiuXbui1WpZtWoVPXv2JHfu3Gg0Gho2bEjTpk3Tva+Uar4URbFZIzZy5Ejeffddy/3o6GgKFSqEWqXGzcUt3fsXT5/BYMDVxRWNRuPUE04CqIwqXNWuuGpccXXJ3ISTGRGU355UpnIZDAYMGHDTmD4HmT3HefOYnhcd6ZKlny1zuSNuedKkViHu3089UFKrFeYtu0X9V9KekFM8Hwwuj7qWuLm4yXdBDhGrik070UMOCZQGDhzIsGHDCA8Pp1y5cmi11r9+y5cvb3dew4cP5/3336dDhw6AaTTd5cuXmTBhAl27dgWgSpUqHDlyhKioKBITE/H396dGjRpUrVrV7v0EBgZy8+bNZNtv375Nvnz5UnyOm5sbbm7JPwQuahe0mqf7i19kjBo1WrUWjVqDRu3cgZKiVkzvLbUWrdq5319qRY1aUVs+B5k9x7lzmX6sREdp0KC12U8qs8zl3nPAyxIkqdUp97kyGlUYjSqWzNfRqIn9/S7Fs+3xa79Wo5XvghzCRW1/+OOQQKlt27YA9OjRw7JNpVJZamfS05k7NjYW9RNXRY1GYzU9gJlOZ+rIcPbsWQ4cOMAnn3xi935q1qxJVFQU+/bto3r16gDs3buXqKgoatWqZXc+IudISkpi0exFKCi07tTaqWuU9El6Vi9ajaIotOzQMtNLmDwtSUlJLP1maabPsU5n+rwbjSpiHqjx8c3a5q6rl02XwtfaxzL9u8gU05w+6cLLNQLY+qcbkREq/HI5vhN7LLGU9zb9sPznwT94Is04QmQ3hwRKFy9edEQ2ALRs2ZLx48dTuHBhypQpw+HDh5kyZYpVELZixQr8/f0pXLgwx44dY/DgwbRp04ZGjRpZ0oSHhxMeHs65c+cAOHbsGD4+PhQuXJjcuXNTunRpmjRpQu/evZk7dy4Ab7/9Ni1atJARb88wvSOnj85iBn3OrLVwxDl291BwdzcSH68mMvLpBUqFgm2f85Kl9ZQKS+LUCS2b1rvzxltxDi9HfJyKuJNl4XIwG+K8cCXtZhy1Gmq+lEBuOxcyFkKkj0MCpeDgYEdkA8D06dMZNWoU/fv359atWwQFBdGnTx9Gjx5tSXPjxg3effddbt68Sf78+enSpQujRo2yymfOnDlWHa/r1KkDwPz58+nWrRsAixcvZtCgQZYAq1WrVpaFSIUQ2UuXy0D8DTVRkRoKFc7aAPfqFVPNV2qBEkCrtnGcOqHl15UedgdK9+6qeO8dP27dTL12LeaBivNnXcCwD4BBduVuUr9hPIt+TmMqdSFEhmQqUOrfvz+ff/453t6mEV8//vgjr776quV+ZGQknTp14rfffrM7Tx8fH6ZOnWqZDiAlgwYNYtCg1C8jY8aMYcyYMammyZ07N4sWLbK7bEKIp0fnZ+TmDYiKyPom0mtXzDVKqQdkrV6L4/NPfNmxzY27d9TkyZt6TZeiwPCBfmxa72F/YfxvQcnTVKcqmjTmBE5KUnFgryu7d7iRlARa6R4jhMNlKlCaO3cuY8aMsQRGAwYM4MUXX7TcT0hIYNOmTZkvpRDiuaPTmWp3otIYsp9ZRuOjQKlwGjVKoUUNlK+UyD+HXVn/qztdeqY+cmbZj55sXOeBVqvwxfRIdLlsB1auWigcFk3tEkVABYvvn02zj5KiQNngQCIj1Zw8rqV8JZnDRwhHy1Sg9OQs3E/eF0KIjNL5mYKKqMisrVG6c9uFhAQVGo1CUMG0+4W1bhvHP4ddWbPKI9VA6cI5DaNH+ALwv1H3adcp7aa6WAyQjvl6VSqoXC2Rv/5w59B+CZSEyAoO6aMkhBCOpvN7WKOUxYHS9Wum9qr8BQy42HFFbPlqPJ98pGPPTlc6t81tM7A5e9qF2Bg1NWsn0Geg/ZPbpZc5UDq4z5Vub9s/N4wQwj4SKInnhgoVgQUCTaOynH0JMRXkzZcXvV6fqSWBnjaVynHn2BIoRWRt09u1q6apF9LqyG1WoJCBmrUT2L3djb/+cE81ra/OyLQ5kdg7S4IKFTX1NS1/26NKdVMt0qH9OWMKCSFymkwHSqNHj8bT09SOnpiYyPjx4y3zG8XGyq8b4TxctC40e70ZUVFRTj2HEoCLiwt1m9YlMjISjYtzl/VxLi6OO8d+uUyBS2QW1yj99zBQSqt/0uNmfR/Bts1upDC9m5Uq1ZMoUMj+fD3wYGXcSrvTA1SskohKpXDpootdHcyFEOmTqUCpTp06nD592nK/Vq1aXLhwIVkaIYRIL9+Hk05GRz2dQCmtEW+PC8hntKvP0dPgq1MoXlLPmVNaDu7X0qhpQtpPEkLYLVOB0tatWx1UDCGEsPaoj1LWNr2Z+ygVKpwzJ/gEUz+lM6e0HNrvKoGSEA6WtVcgIZxIUlISS75Zwtqla9EnOfcM3fokPWuXruXv3/52+rI+zpHn2O8pjXoz91EqHJL9gVIssZTzKkc5r3LEYn/XBemnJETWkc7c4rkSH5dzVn1PTEjM7iJkiKPOsblGKSv7KOn1EH79YY1SOprestI9dfpn2K5czfReOXJQi8GA3Z3HhRBpkxolIYRT0uXK+qa3mze0GAwqXF0V8gXm3E7QxUvq8fYxEvNAzemT8vtXCEeST5QQwinpHnbmTohXEx+nwt3D8RPa/vewf1KBQnrUOfhno0YDlaomsX2LGyuXelK7nu1+SkEFDZQs7Ry1Z0LkBBIoZcDMmTOZOXMmBkP292kQ4lnl7WNEo1EwGFRERalx93D85+3aFedqdsuMylUT2b7FjbnTvZk73TvVtFv23aJEqZx/zEI8DQ4LlCIjI9m3bx+3bt3C+MTkIl26dHHUbpzCgAEDGDBgANHR0ZY5o4QQjqVSga/OQMQ9F6IiNeQLdHyg9N/VnD/izaxjl1gO7HMlOsr2RJUXzrkQ80DNuTMuEigJYSeHBEpr167lzTffJCYmBh8fH6uZhFUq1TMXKAkhng6dn5GIe1k38s084q1g4ZwfNBQKNvDT2ruppunSLjebN7ln+ZQLQjxLHBIoDRs2jB49evDZZ59ZZukWwtmoUJE3IK+pydTZVwVRQa48udAbct4SJo48x+bZubNqGRNLjZKTNL2pUFHBUMHyt6M9Wmg457ynhMhuDgmU/vvvPwYNGiRBknBqLloXWnVslWOWMHm55cs5cgkTR55j8+zcUVk0O7c5UErP8iVZyQMPfov9LcvyN3eQj5QaJSHs5pBAqXHjxhw4cIAiRYo4IjshhAAen507/YHSkYPurFyqI7UxF7dumi6BphqlZ7+WRednGjkYLYGSEHZzSKDUvHlzhg8fzokTJyhXrhxardbq8VatWjliN0KI54xfBpcxMRph+MBArlxKe6bqXLn15M5jBHJOzV1GSdObEOnnkECpd+/eAIwbNy7ZYyqVSobRC6egT9KzYsEKjEYjTV5v4tTNb3q9ng0rNmA0GmnctjGurjljaQp9kp6ff/zZYefY/MWe3tm5t2/x4solV3x8Dbz9ju2ZrhVFodoL91GpnOP8xhFHPa96AGyN2YoHHg7NX5fLHChJjZIQ9nJIoPTkdABCOCMFhQf3H5jvODcFYmNiLX/nFI4+x5amt4j0BUo/fu8HwOsdo3j7nQib6QwGw8Mfcs4RKCkoXFNfs/ztaDqdKU/poySE/eTTIoRwWr4PA6XoKPsvVRfPa9m+xQuVSqFT16isKlqOZK6hS22uJSGENYcFStu2baNly5YUK1aM4sWL06pVK7Zv3+6o7IUQzyG/DDS9LV7gB0DdBjEUDknKimLlWI/6KMlvZCHs5ZBPy6JFi2jYsCGenp4MGjSId955Bw8PDxo0aMCSJUscsQshxHNIl87O3A8eqPjlJ18A3uoRmVXFyrEeD5SUHNSkK0R2ckgfpfHjx/P5558zdOhQy7bBgwczZcoUPvnkEzp16uSI3QghnjPmQOn6NS2NXwpJM318nIoH9zWEFEnkxTqxWVy6nMfcRykpSUVcrApPL4mWhEiLQ2qULly4QMuWLZNtb9WqFRcvXkxXXnq9no8++ojQ0FA8PDwoUqQI48aNs+owfvPmTbp160ZQUBCenp40adKEs2fPWuWTkJDAwIEDyZs3L15eXrRq1Ypr165ZpYmIiKBz587odDp0Oh2dO3cmMjIyXeUVQmSd/EF6fHUGjEYVly64pnkLv2GamqRH3wjU0rqUjJe3gkZjCo6ipJ+SEHZxSI1SoUKF2Lx5M8WKFbPavnnzZgoVKpSuvCZNmsScOXNYuHAhZcqU4cCBA3Tv3h2dTsfgwYNRFIU2bdqg1Wr59ddf8fX1ZcqUKTRs2JATJ07g5eUFwJAhQ1i7di3Lli0jT548DBs2jBYtWnDw4EHLkOVOnTpx7do1Nm7cCMDbb79N586dWbt2rQPOinA2KlT45fbDYMwZS5j4+PlgNBidv6yPcfQ59vBU2Lj9EhfPa9NO/JCXl0KpMgmZ33k2UKGihKGE5W+H568yNb/du6shKlJN/iAZsSxEWlSKkvmW6tmzZzNkyBB69OhBrVq1UKlU7NixgwULFjBt2jT69Oljd14tWrQgX758zJs3z7Ktbdu2eHp68uOPP3LmzBlKlizJ8ePHKVOmDGAa4hsQEMCkSZPo1asXUVFR+Pv78+OPP/LGG28AcP36dQoVKsRvv/1G48aNOXnyJGFhYezZs4caNWoAsGfPHmrWrMmpU6coWbJkmmWNjo5Gp9Ox7/w+cvnlSva4WqXG3cXdcj82yXZTgAoVHlqPDKWNS4qzOZQ4q9ICeGo9M5Q2Xh+PUbF9gU5PWg8XD8taaAn6BAyK7Tm7PFw8MBqNREVFYcCAorJdXncXd9QqU5VEoiERvdH2WmDpSeumcUOj1tiVVmVQcT/6Pn5+fqhcVCQZbHdMdtW44qI2/e5JMibZnVZv1JNoSLSZVqvRolVr00xrMBhQoyZvrrwA3Iu4hx69zXmUXNQuuGpMQ/INRgMJBtuBzeNpjYqReH28w9Jq0GAwGPD19SVRsX0eNCoNbi5ugGnupTh9nM206fncZ8c1okFNf65cdGHJ6jtUeyFJrhEZTGv+3MfGxFK8YHFQw9HzR/H0Sr6UV1ZdIx5Pm2RIIslo5zUiHWnTvEaotWg1aV8jnkybns99Vlwj7kXco1xwOaKiovD19bWZHhxUo9SvXz8CAwOZPHkyP/30EwClS5dm+fLltG7dOl15vfTSS8yZM4czZ85QokQJjh49yo4dO5g6dSpgalIDcHd/dHHRaDS4urqyY8cOevXqxcGDB0lKSqJRo0aWNEFBQZQtW5Zdu3bRuHFjdu/ejU6nswRJAC+88AI6nY5du3alGCglJCRY9g+mQAmg+rfVwT1Zcl4OfZkfX/3Rcr/87PI2L7A1C9ZkZfuVlvs1vqvBvbiUJ8qrkK8Cv735aD2oegvrcS36WoppS+QpwZauWyz3my1pxpm7Z1JMW9C3IHt77bXcb/tTW47ePJpi2tweuTnW75jlfudfOrP72u4U03q4eHBu0DnL/d5re/PXxb9STAvw37v/Wf4etGEQ68+ut5n27MCzlovmiD9HsOLECptp/+n7D35ufgBM2juJpSeX2ky7ueNmCvoUBOCr/V/x/T/f20y77vV1FM9dHIC5h+cy49AMm2lXtFlB+YDyAPxw/Ae+2PuFzbTfN/6e4h6mfH86+RPjdiaf0NVsbpO51CtcD4C1Z9cycttIm2mnNpxK0yJNAfjj0h8M+XOIzbQT6k7gtZKvAbDj2g76bLT9o+eDGh/Q94W+ABy6eYgem3rYTDu8xnB6VegFwL93/qXd6nY2075T+R0GVh0IwPmI87RY2cJm2h7lezDihREAXH9wnQZLG9hM2ymsEx/V/AiAe3H3qPRtJZtp24W1Y2qTqQDE6eMoPr24zbTNizfnm5bfWO6nljZbrhEPu4x22g/sl2vE4/7p+w95PPOgKNDu6884yHc20zY+d4K82sJ06qKHl4EXocL3FVJM+1eXvyiZ1/SdMn3vdKbsmWIz3/Wd1lMxsCIA8w7N49Ptn9pMu6LdCmoVqgXA4mOL+fCvD22mXdhmIQ2LNATg51M/8+6md22mndNiDi1LmLrTbDi3gb7r+tpMO6XxFN4oY6qQ2HppK11Xd7WZdvzL4+lWsRsAe//bS7sVtj/3H9X+iH7V+gFw7NYxmi9pbjPtuy+8y7BawwA4e/csL//wss20fav0ZVTdUTYfT4lDAiWAV199lVdffTXT+YwYMYKoqChKlSqFRmP6tTd+/Hg6duwIQKlSpQgODmbkyJHMnTsXLy8vpkyZQnh4ODdu3AAgPDwcV1dXcuWyruXJly8f4eHhljQBAQHJ9h8QEGBJ86QJEyYwduzYTB+jEEII53X0kJaD+1yhuu00m9Z5QKQXq3/ygFqhQPr644qcwyFNb0WKFGH//v3kyZPHantkZCSVK1fmwoULdue1bNkyhg8fzhdffEGZMmU4cuQIQ4YMYcqUKXTtaopUDx48SM+ePTl69CgajYaGDRuifthz87fffmPJkiV0797dqvYH4JVXXqFo0aLMmTOHzz77jIULF3L69GmrNMWLF6dnz568//77ycqWUo1SoUKFpOktnWmzq1pdq2hZvWQ1BqOBui3qotHanpsnu5ve9Ho9W9dsBSM0bN0Qrbs2RzS9+Xn7sWbZGpIMSdRuXhs3N7cU00vTW8pp7ybd5TUPUw3ez3E/Wy1h4qhrxOC3/fhtjQcfjoui29uxco1IIe1Xk7z5cqIb5SrH0rxNyq+1Fg/+3ODJ7h1uoIkD9XB+WvcObh7J3/Nuag/UKjXBIQZcPROeu6a3pCS4elmNi9oVl4fXE4NiINHw6POpAoJDjZhb65+5prdLly6luJ5bQkIC//33XwrPsG348OG8//77dOjQAYBy5cpx+fJlJkyYYAmUqlSpwpEjR4iKiiIxMRF/f39q1KhB1apVAQgMDCQxMZGIiAirWqVbt25Rq1YtS5qbN28m2//t27fJly9fimVzc3NL8cLv4eJh9cG1xZ40GUn7+IUrJ6R9/IvBkWnNX2S2JCUlEXkvEgBXtStu2tTTm7lqXC0fwqeVVo+emKgY0x3l4cVIbV+H5vSkdVG7WC6ImUlrUJuWAlFQLOfY08XTrnOsUWvwVNv3fler1HZ/NuxJa75uqVQqPF3sy1elUmXpZ/mch6kJykPvgSe2n5vRa0RunQckeREXZcQzhbdJTrpG3Lmt5vJFn1TTuLkplC6rR6NJ+xphtvVPdzC48tZbcbzV3VaqOHr0iWP4QG9WLvUFwwzaN04938AgA7v/uYmnnWs3pud6otU8ClgyknbFEg+WLPTEaEx9EEGV6on0G/wA/4DkwWlK14jtW1353yA/rlxK+zrzStN4FixP3pycVdcIe2UqUFqzZo3l702bNqHT6Sz3DQYDmzdvJiQkJF15xsbGWmqHzDQaTYrryZn3d/bsWQ4cOMAnn3wCmAIprVbLH3/8Qfv27QG4ceMGx48f5/PPPwegZs2aREVFsW/fPqpXN9Wv7t27l6ioKEswJYQQzxrzbOc5fXqAyAgVtSsH2LW8zbvv32fYB/ftyjcqUsXhA6Ygol6D1EdPurrCZ5NvsXLpWOAdAvIVstRePenObTXh1zWc+ldL+Ur2zxivKHD1soakdEwyHxxqwCUd3+5b/3RjaD8/FCXt98SBva78MM+Tnv1iqFHTdk0TwIa17ixZaBqJ7u6u4Oaeco2iopiWKdryhxtxceDh2LWgMy1TgVKbNm0A0y8sc22PmVarJSQkhMmTJ6crz5YtWzJ+/HgKFy5MmTJlOHz4MFOmTKFHj0cdQ1esWIG/vz+FCxfm2LFjDB48mDZt2lg6b+t0Onr27MmwYcPIkycPuXPn5r333qNcuXI0bGjqzFa6dGmaNGlC7969mTt3LmCaHqBFixZ2jXgTQoicSOf3cB6ldCxjEhmhYuZX3kSlEZTkDzLwzrsP0No/m0OG7d3lRnSUGnd3hXyBKTenJenh+jUX5n/jyYB37+NuR0XVjm1uGAwqipVIomBh2810Zqa4aAowhZ1HzqY46g2gU5vcbPvLnaOH0xcoTfrEh+lfpl5r9qTgED1zFkbYtZ/r/6kZ2NsUJL3WPpbmbWw3W8U8UPH9HC+OHHJlxmQfbA9bsdatdwwjx0Tj7WM7UKpcIh+3bmo4dsSV6mkEYE9bpgIlcy1PaGgo+/fvJ2/evJku0PTp0xk1ahT9+/fn1q1bBAUF0adPH0aPHm1Jc+PGDd59911u3rxJ/vz56dKlC6NGWfdi/+qrr3BxcaF9+/bExcXRoEEDFixYYDVcefHixQwaNMgSYLVq1YoZM+x96YUQIufJyHpvyxZ5MmuqfV/Wnl4Kfd6JyVDZ0mPvLlOTVNuOsXw+LeXFjw0GqFk+gP+uurBmlQft37Tdt8xs65+m5rm6adQmpVf5ykls+8udfw6nL4pc94upesXL22hXLVFCvIrLl1xo/UpexkyMokvPWGxUcpGUBP275+LeXQ1lKyTyxYzINIPJ196I448Nbnw/15uoyNRroPz8jAwZ8YAatVIPfFQqU5PehrUeHNynfbYCJbP0zr6dGh8fH6ZOnWqZDiAlgwYNYtCgQanm4+7uzvTp05k+fbrNNLlz52bRokUZLaoQQuQ4vjpzoGR/09uFc6avitr1E6hRK+UA4toVDct+9GLKBB9ebRdHQL6sncxy38NAKbXmH40GOveIZeJYXxZ845VmoKQosHWzKVCq39CxgVKFh7U7Rw7Z1+cI4NZNNRfPu6BSKew/cdNSG5iayAgV7/b3Y9N6Dz5414+PR+hsBkpGI+j1Knx8jcxZEGFXjZtKBY2aJdComWPPjzlQOrDXFcj6QDs9HDY9wLZt2/jyyy85efIkKpWK0qVLM3z4cGrXru2oXQghhMgkc42SPX17zK5eMtXEv9o+ljdsBBtGI5w8ruXoYVcmjvVlyqzITJfVltgYFceOmmpm0qqt6NQ1likTfDh62JXDB7RUqmq7OersaReuX3PBzU3hhRcdW6tRvpIpv9MnXOzuh7NvtymoKlVGb1eQBOCXS2Hekgi+mZnIxDG+JCamHhB7ehmZOieS0KJpNzNmpSrVTa/LwX2uKAo2g7vs4JDVkBYtWkTDhg3x9PRk0KBBvPPOO3h4eNCgQQOWLFniiF0IkWkqVHj7eJv6EDjRhzBFKvD08sTdw935y/qYHHWOnZAKFQWNBSloLJglS5gA+D38wo1MR9Pblcum39TBIba/TNVqGPe5qQls+SJPS4forHBwvxa9XkVQQX2a/Yjy5DXS4lVTcLfgW69U05qb3WrUSsDD07ELBgcVMOIfYMBgUHHimH3nxp5as5SoVNDnnRiOXQxn/8nUb4fP3KRJC9v9kp6WchUT0WoVbt/ScPWy7albsoNDapTGjx/P559/ztChQy3bBg8ezJQpU/jkk0/o1KmTI3YjRKa4aF1o36M9UVFRNpfWcBYuLi40bdeUyMhIXNIzfCWb5aRz7Iw88GBvzN60E2bCoz5K9gViBgP8d9X0WhYKtj2nD0DVGkm83jGWlUs96dstF2FlbdfeaDTQpWcsdV5OfxPOvl0PAxo7A4huvWP4ebkna3/2oHa9BJt9fX5daarmqfeK49cKVKmgfKUkNm/S8M9hraUGJTV7H9YoVbfR3JkWbx/FZgdqZ+PhAWXLJ3H4oCsH97lSOCTt/mRPi0OuwBcuXKBly5bJtrdq1YoPPvjAEbsQQgjhAOY+SnGxahITTUPcUxN+XUNSkgqtViEwf9r9jj4YG83Gde5cu+LCtSupf8Uc2OvKrqO38PRK35f5owDCvkCpcrUkylVM5NgRVwb3ST458JPSmhYgoypUSmLzJveH/ZRsTxgKcD/6Uc1TWs2Lz4rK1RM5fNCVA3tdebX9MxYoFSpUiM2bN1OsWDGr7Zs3b6ZQoUKO2IUQQggH8NU9Ckqio9Tk9U89+LnysBmkQCED9lQS5gs08usfdzi0P/UIbPpkb65ccmH+N14MGPog7YwfSkyEg/vSF0CoVPDJF1F8/bkPiUlpTKhYLZESpVKvOcsocz8le0a+HdjritGoIjhEb1eA+iyoUj2RebNNTavOxCGB0rBhwxg0aBBHjhyhVq1aqFQqduzYwYIFC5g2bZojdiFEpumT9KxdvhaDwUD9FvWdumlIr9fz19q/0Bv0NGjRAOwfKJOt9Ho9v634LUecY2cURxxtPdsCsCp2ldUSJo6i0ZhqlaKj1ERGqsjrn3p6c6BUOI1mt8eVCtNTKiz19K6uCoP75GLWV9507hFjFcCl5tgRLfFxavxyGSle0v4yVauRxI+rUl5E+GmpUNnU3Hb2tAsxD1R4eds+5vTWmj0LqtYwHeuJY1piY1TprmnMKg7pzN2vXz+WLVvGsWPHGDJkCIMHD+b48eMsX76cPn1srzYuxNOkoHDn1h0i7kaQypJTzkGBiLsR3I+8jwOWY3xqFCUHnWMnpKBwVHOUo5qjqa6LllmWfkoRaX8FXH249EShVDpyZ8Sr7eMoXjKJyEg1c6d72/0880iw6jUTUDvkG+zpCchnJH8BA4qi4vg/qdeaWDpyP0eBUoGCRgKDTB3ej6Zzvqms5LBeoq+++iqvvvqqo7ITQgiRRcy1N/ZMOvmoRsmxgZJGA+99eJ8+XXLz7SwvXmkab9dIs21/mSb7yakBRIVKidz4z4Ojh7Q2jyEhAY4cfBQQPk+qVE9k/WoPVi3z4H60qZm0QCEDZcplTXOoPRw6nCYxMZFbt24lW5etcOHCjtyNEEKITEjPXErmodppjXjLiGat4ilbIZHjR11pXj+NNsAnONvszfYqXymJjes82L/Hldavp9xh+Z/DWhISVOT1N1CkWPbOb/S0VX0YKC39wYulP5imc3irRwyTpqY8+/rT4JBA6ezZs/To0YNdu3ZZbVcUBZVKZVmhWwghRPYzL4wbaccUAeY5lBxdowSmuZc+/SKagb39iI2xf96oCpWT0rVemjMxz9D92xoPfluTeh+06rUSnWrixaehbYc4dv7txr27j4L4rHjvpYdDAqVu3brh4uLCunXryJ8/v83Vk58VM2fOZObMmRIACiFyJHvXe0tIgJs3TGkKO7iPklm1FxLZc+xWluTtjKrXTKR02STOnEz969fTS6HDW6lPIfAsypPXyMKfsrfT/ZMcEigdOXKEgwcPUqpUKUdk5/QGDBjAgAEDiI6ORqfTZXdxhBAiXezto3TtigZFUeHpZSR3nudjiHpW8/RS+HPX7ewuhkgHhwRKYWFh3LlzxxFZCZGl3D3ck/Whc1aubq45asSbWU46x84otzF3lu/jUR+l1Gv/r1x61Oz2jDcUCGFThgOl6Ohoy9+TJk3if//7H5999hnlypVDq7Ue1ufr65vxEgrhIFqtlk5vd8oRy2u4aF1o2bGlaQkTbc5ZwiQnnWNn5Iknx2KOZfl+7G16u2LpyC3dDMTzK8NXYD8/P6u+SIqi0KBBA6s00plbCCGcj70L4161dOTOvqHZQmS3DAdKW7ZscWQ5hBBCPCXm9d6kRkmItGU4UKpbt64jyyFEltMn6dnw8wb0ej11mtRx6qYhvV7Ptg3b0Ov11GtaL0ctYfL76t9zxDl2RnHE0dmjMwA/xv2YJUuYgP19lMxzKGXViDchcoJMTQAfGxvLgAEDKFCgAAEBAXTq1Ek6dQunpaAQ/l84d27ecf7lNRS4c/MOkXcjc1SHbkXJQefYCSko7HbZzW6X3Vm7hEkuO2uUzMuXSNObeI5lKlD6+OOPWbBgAc2bN6dDhw788ccf9OvXz1FlE0IIkQV0D6cHiI5SY6sL6f1oFZEP14LL7gn/hMhOmRpO8/PPPzNv3jw6dOgAwFtvvcWLL76IwWCQKnchhHBS5qY3gKU/eOLhkbz26ma46RqeO48Bbx+pHhTPr0wFSlevXqV27dqW+9WrV8fFxYXr169TqFChTBdOCCGE47m6grePkQf31YwY7Jdq2mDpnySec5kKlAwGA66u1r1MXVxc0OulPVsIIZzZ6PHRrPvFPdU0Gg306h/zlEokhHPKVKCkKArdunXDzc3Nsi0+Pp6+ffvi5eVl2fbzzz9nZjdCCCEc7M1usbzZ7flbS0yI9MpUZ+6uXbsSEBCATqez3N566y2CgoKstqWHXq/no48+IjQ0FA8PD4oUKcK4ceOslkR48OAB77zzDgULFsTDw4PSpUsze/Zsq3zOnz/Pq6++ir+/P76+vrRv356bN29apYmIiKBz586Wcnbu3JnIyMgMnw/h/FxcXNC45Iz+cxoXDWpNpj6i2SInnWNn5KF44KFkzbQAQoj0y1SN0vz58x1VDotJkyYxZ84cFi5cSJkyZThw4ADdu3dHp9MxePBgAIYOHcqWLVtYtGgRISEh/P777/Tv35+goCBat25NTEwMjRo1okKFCvz1118AjBo1ipYtW7Jnzx7UatOXT6dOnbh27RobN24E4O2336Zz586sXbvW4cclsp9Wq6XLgC45YnkNF60Lbd5qkyOXMMkp59gZeeLJuQfnsrsYQojHON0VePfu3bRu3ZrmzZsDEBISwtKlSzlw4IBVmq5du1KvXj3AFODMnTuXAwcO0Lp1a3bu3MmlS5c4fPiwZZ25+fPnkzt3bv766y8aNmzIyZMn2bhxI3v27KFGjRoAfPvtt9SsWZPTp09TsmTJp3vgQgghhHA6ThcovfTSS8yZM4czZ85QokQJjh49yo4dO5g6dapVmjVr1tCjRw+CgoLYunUrZ86cYdq0aQAkJCSgUqms+k65u7ujVqvZsWMHDRs2ZPfu3eh0OkuQBPDCCy+g0+nYtWtXioFSQkICCQkJlvvmhYH1Rj1JhiRHnwqRBQwGA0nGJIwqI0aVc69wn2RMMr23jEmojM69dLvBaMBgNFg+BznlHD9ebiPOXVbhnB6/9icZkuS7IIfQG+0fdOZ0gdKIESOIioqiVKlSaDQaDAYD48ePp2PHjpY0X3/9Nb1796ZgwYK4uLigVqv57rvveOmllwBTwOPl5cWIESP47LPPUBSFESNGYDQauXHjBgDh4eEEBAQk239AQADh4eEplm3ChAmMHTs22XajYiRBn5DCM4QzMegNbN+wHb1eT+X6lXHVOu+6IAa9gf1/7SdJn0S1l6uhqJ17HhuD0YBRbyQ2IZZdm3bliHMMj8qdYEhAo2R/U2ECCQz0HQjA9OjpuOGWxjNEdnv82p+gT0Cjz/73kUibUbH/h5HTBUrLly9n0aJFLFmyhDJlynDkyBGGDBlCUFAQXbt2BUyB0p49e1izZg3BwcH8/fff9O/fn/z589OwYUP8/f1ZsWIF/fr14+uvv0atVtOxY0cqV65s1W9CpUr+K11RlBS3A4wcOZJ3333Xcj86OppChQoR7BdsaeITzisxMZEbV0yBcmHvwri7pz40OjslJSXx2/XfACjkXchqFKkzMhgM6PV6vLy8WHVlFeD85xgelTuXXy6n6FMVQwzbNNsAKJSrEF449+suIMb10fQJIblCnP6zKkyiNdF2p3W6QGn48OG8//77ltm+y5Urx+XLl5kwYQJdu3YlLi6ODz74gF9++cXSj6l8+fIcOXKEL7/8koYNGwLQqFEjzp8/z507d3BxccHPz4/AwEBCQ0MBCAwMTDYKDuD27dvky5cvxbK5ublZNeeZaTVatBqtQ45fZB1F86hWxulfs8d+7Dh9WQE1alSKyqqcOa3czhAoaXni/OHc50+Q497zwiQ9r5PTjT2OjY21jEoz02g0lukBkpKSSEpKSjXN4/LmzYufnx9//fUXt27dolWrVgDUrFmTqKgo9u3bZ0m7d+9eoqKiqFWrlqMPSwghhBA5kNPVKLVs2ZLx48dTuHBhypQpw+HDh5kyZQo9evQAwNfXl7p16zJ8+HA8PDwIDg5m27Zt/PDDD0yZMsWSz/z58yldujT+/v7s3r2bwYMHM3ToUEsn7dKlS9OkSRN69+7N3LlzAdPouRYtWsiINyGEEEIAThgoTZ8+nVGjRtG/f39u3bpFUFAQffr0YfTo0ZY0y5YtY+TIkbz55pvcu3eP4OBgxo8fT9++fS1pTp8+zciRI7l37x4hISF8+OGHDB061GpfixcvZtCgQTRq1AiAVq1aMWPGjKdzoEIIIYRwek4XKPn4+DB16lSr6QCeFBgYmOZklxMnTmTixImppsmdOzeLFi3KSDGFEEII8RxwukApJ1EUU+dg83xKwrklJiYSHx8PQFRUFHFxcdlcItv0er2lrNHR0SQmJmZziVJnNBpRFAWDwZBjzjE8KrdGo3GKztwxPBpBFU00BgzZWBphj5iYx16z6GgMBnnNcgLz97b5ezw1KsWeVCJF165do1ChQtldDCGEEEJkwNWrVylYsGCqaSRQygSj0cj169fx8fGxOfdSTmGeE+rq1avP9JxQz8NxPg/HCM/HcT4PxwjPx3HKMToXRVG4f/8+QUFByUbRP0ma3jJBrVanGYnmNL6+vk7/BneE5+E4n4djhOfjOJ+HY4Tn4zjlGJ2HTqezK53TzaMkhBBCCOEsJFASQgghhLBBAiUBmJZn+fjjj1NcouVZ8jwc5/NwjPB8HOfzcIzwfBynHGPOJZ25hRBCCCFskBolIYQQQggbJFASQgghhLBBAiUhhBBCCBskUBJCCCGEsEECJSGEEEIIGyRQEkIIIYSwQQIlIYQQQggbJFASQgghhLBBAiUhhBBCCBskUBJCCCGEsEECJSGEEEIIGyRQEkIIIYSwQQIlIYQQQggbJFASQgghhLBBAiUhhBBCCBskUBJCCCGEsEECJSGEEEIIGyRQEkIIIYSwQQIlIYQQQggbJFASQgghhLBBAiUhhBBCCBskUBJCCCGEsEECJSGEEEIIGyRQEkIIIYSwQQIlIYQQQggbJFASQgghhLDBJbsLkJMZjUauX7+Oj48PKpUqu4sjhBBCCDsoisL9+/cJCgpCrU69zkgCpUy4fv06hQoVyu5iCCGEECIDrl69SsGCBVNNI4FSJvj4+ACmE+3r65vNpRFCCCGEPaKjoylUqJDlezw1Eihlgrm5zdfXVwKlnMBogMu74MFN8M4HwbVArcnuUqUsJ5X1cTm13M5Czp8QT5U93WYkUBLPhxNrYOMIiL7+aJtvEDSZBGGtsq9cKclJZX1cTi23s5DzJ4RTklFv4tl3Yg381MX6Cwgg+oZp+4k12VOulOSksj4up5bbWcj5E8JpqRRFUbK7EDlVdHQ0Op2OqKgoaXpzVkYDTC2b/AvIQgW++aH/3uxv4jAaYGZ1uH/DRgInKuvjcmq5nYVd5y8IhhyT8yeEg6Tn+1sCpUyQQCkHuLgdFrbI7lIIkXld10Fo7ewuxXNHURT0ej0GgyG7iyLSQaPR4OLiYrMPUnq+v6WPkni2PbiZ3SUQwjHkvfzUJSYmcuPGDWJjY7O7KCIDPD09yZ8/P66urpnKRwIl8WzzzmdfujdXmkYYZafLu2Dx62mnc4ayPi6nlttZ2Hv+7H0vC4cwGo1cvHgRjUZDUFAQrq6uMrFwDqEoComJidy+fZuLFy9SvHjxNCeVTI0ESuLZFlzL1L8j+gaQUivzw/4fRV/O/v4fRV/OOWV9XE4tt7Ow9/xJkPlUJSYmYjQaKVSoEJ6entldHJFOHh4eaLVaLl++TGJiIu7u7hnOS0a9iWebWmMaXg3Ak78GH95vMtE5vsBzUlkfl1PL7Szk/Dm1zNREiOzlqNdO3gHi2RfWCtr/YBp59TjfINN2Z5qjJieV9XE5tdzOQs6fEE5LRr1lgox6y2Fy0qzHOamsj8up5XYWcv6cRnx8PBcvXiQ0NDRTzTYiZZcuXSI0NJTDhw9TsWJFAHbu3Enfvn05deoUzZs3Z/Xq1Slus1dqr6GMehMiJWpNzhlenZPK+ricWm5nIefvmWQwKuy7eI9b9+MJ8HGnemhuNOqs6RiuKAqvvPIKGo2GTZs2WT02a9YsRo4cybFjxyhcuHCW7L9evXps27YNAFdXV/LmzUvlypXp3r07r732miVdoUKFuHHjBnnz5rVse/fdd6lYsSIbNmzA29vb5ranTZrehBBCiCyy8fgNXpr0Fx2/3cPgZUfo+O0eXpr0FxuP25pgNHNUKhXz589n7969zJ0717L94sWLjBgxgmnTpmVZkGTWu3dvbty4wblz51i1ahVhYWF06NCBt99+25JGo9EQGBiIi8uj+prz58/z8ssvU7BgQfz8/Gxue9okUBJCCCGywMbjN+i36BA3ouKttodHxdNv0aEsC5YKFSrEtGnTeO+997h48SKKotCzZ0/q1avH9u3bCQ0NxcPDg5IlSzJt2jTL844dO4ZarebOnTsAREREoFaradeunSXNhAkTqFmzZqr79/T0JDAwkEKFCvHCCy8wadIk5s6dy7fffsuff/4JmJreVCoVR44csfx99+5devTogUqlYsGCBSluyw4SKAkhhBB2UBSF2ES9Xbf78Ul8vObfFCd8MG8bs+YE9+OT0swrI12Ju3btSoMGDejevTszZszg+PHjfPfddxQsWJCffvqJEydOMHr0aD744AN++uknAMqWLUuePHksTWd///03efLk4e+//7bku3XrVurWrZuh8uTKlYuff/452WPmZjhfX1+mTp3KjRs3aNeuXbJtb7zxRrr36wjSR0kIIYSwQ1ySgbDRm9JOaAcFCI+Op9yY39NMe2JcYzxd0/91/c0331C2bFm2b9/OypUryZcvH2PHjrU8Hhoayq5du/jpp59o3749KpWKOnXqsHXrVtq2bcvWrVvp2rUrCxcu5MSJE5QoUYJdu3YxdOjQdJdFrVZTokQJLl26lOwxczOcSqVCp9MRGBgIgJeXV7Jt2UFqlIQQQohnUEBAAG+//TalS5fm1VdfBWDOnDlUrVoVf39/vL29+fbbb7ly5YrlOfXq1WPr1q0AbNu2jfr161OnTh22bdvG/v37iYuL48UXX8xQeRRFyZGzm0uNkhBCCGEHD62GE+Ma25V238V7dJu/P810C7pXo3po7jT3m1EuLi6WDtM//fQTQ4cOZfLkydSsWRMfHx+++OIL9u7da0lfr149Bg8ezLlz5zh+/Di1a9fm/PnzbNu2jcjISKpUqYKPj0+6y2EwGDh79izVqlXL8LFkFwmUhBBCCDuoVCq7m8BqF/cnv86d8Kh4WwvTEKhzp3Zx/yybKuBJ27dvp1atWvTv39+y7fz581ZpzP2UPv30UypUqICvry9169ZlwoQJREREZKh/EsDChQuJiIigbdu2mTqG7CBNb0IIIYSDadQqPm4ZBthcmIaPW4Y9tSAJoFixYhw4cIBNmzZx5swZRo0axf791rVe5n5KixYtol69egCUL1+exMRENm/ebNmWmtjYWMLDw7l27Rp79+5lxIgR9O3bl379+lG/fv0sOLKsJYGSEEIIkQWalM3P7LcqE6iznhU6UOfO7Lcq06RsfhvPzBp9+/bltdde44033qBGjRrcvXvXqnbJrH79+hgMBktQpFKpqF3bNBHqSy+9lOZ+vv32W/Lnz0/RokV59dVXOXHiBMuXL2fWrFkOPZ6nRZYwyQRZwkQIIZ5NjlzC5GnOzC0ekSVMhBBCiBxAo1ZRs2ie7C6GyKAsb3qbNWuWJZqrUqUK27dvTzX9tm3bqFKlCu7u7hQpUoQ5c+YkS2OeEt3NzY2wsDB++eWXdO+3W7duqFQqq9sLL7yQuYMVQgghxDMlSwOl5cuXM2TIED788EMOHz5M7dq1adq0qdWcDY+7ePEizZo1o3bt2hw+fJgPPviAQYMGsWrVKkua3bt388Ybb9C5c2eOHj1K586dad++vdXwRnv326RJE27cuGG5/fbbb1lzIoQQQgiRI2VpH6UaNWpQuXJlZs+ebdlWunRp2rRpw4QJE5KlHzFiBGvWrOHkyZOWbX379uXo0aPs3r0bgDfeeIPo6Gg2bNhgSdOkSRNy5crF0qVL7d5vt27diIyMZPXq1Rk+PumjJIQQzyZH9lES2cNRfZSyrEYpMTGRgwcP0qhRI6vtjRo1YteuXSk+Z/fu3cnSN27cmAMHDpCUlJRqGnOe6dnv1q1bCQgIoESJEvTu3Ztbt26lekwJCQlER0db3YQQQgjx7MqyQOnOnTsYDAby5ctntT1fvnyEh4en+Jzw8PAU0+v1estqxrbSmPO0d79NmzZl8eLF/PXXX0yePJn9+/fz8ssvk5CQYPOYJkyYgE6ns9wKFSqUxlkQQgghRE6W5aPenlzXJa21XlJK/+R2e/JMK83jqxCXLVuWqlWrEhwczPr163nttddSLNvIkSN59913Lfejo6MlWBJCCCGeYVkWKOXNmxeNRpOs9ujWrVvJanvMAgMDU0zv4uJCnjx5Uk1jzjMj+wXInz8/wcHBnD171mYaNzc33NzcbD4uhBBCiGdLljW9ubq6UqVKFf744w+r7X/88Qe1atVK8Tk1a9ZMlv7333+natWqaLXaVNOY88zIfgHu3r3L1atXyZ//6c6UKoQQQggnpmShZcuWKVqtVpk3b55y4sQJZciQIYqXl5dy6dIlRVEU5f3331c6d+5sSX/hwgXF09NTGTp0qHLixAll3rx5ilarVVauXGlJs3PnTkWj0SgTJ05UTp48qUycOFFxcXFR9uzZY/d+79+/rwwbNkzZtWuXcvHiRWXLli1KzZo1lQIFCijR0dF2H19UVJQCKFFRUZk9VUIIIZxIXFyccuLECSUuLi67i+JwH3/8sVKhQoVszyM1Xbt2VVq3bm25bzQald69eyu5cuVSAOXw4cMpbntcaq9her6/szRQUhRFmTlzphIcHKy4uroqlStXVrZt22Z5rGvXrkrdunWt0m/dulWpVKmS4urqqoSEhCizZ89OlueKFSuUkiVLKlqtVilVqpSyatWqdO03NjZWadSokeLv769otVqlcOHCSteuXZUrV66k69gkUBJCiGeTQwMlg15RLvytKP+sMP1v0Gc+z1R07dpVARRAcXFxUUJDQ5Vhw4YpDx48UBTFVFlw584dq/SPByX2yEigtGXLFku5VCqV4uvrq1SsWFEZPny4cv36dau0kZGRSkREhOX+b7/9pmi1WmXnzp3KjRs3lKSkpBS3Pc5RgVKWd+bu379/iovuASxYsCDZtrp163Lo0KFU83z99dd5/fXXM7xfDw8PNm3alOrzhRBCiEw7sQY2joDo64+2+QZBk0kQ1irLdtukSRPmz59PUlIS27dvp1evXsTExDB79my8vb3x9vbOsn2n5fTp0/j6+hIdHc2hQ4f4/PPPmTdvHlu3bqVcuXIA6HQ6q+ecP3+e/PnzW3WhSWlbVsjyJUyEEEKI59KJNfBTF+sgCSD6hmn7iTVZtms3NzcCAwMpVKgQnTp14s0337RMsDxmzBgqVqxo+XvhwoX8+uuvluW8tm7dCsC1a9fo0KEDuXPnxsvLi6pVq1qtggHw448/EhISgk6no0OHDty/fz/NsgUEBBAYGEiJEiXo0KEDO3fuxN/fn379+lnSdOvWjTZt2lj+HjhwIFeuXEGlUhESEpLitqwii+IKIYQQ9lAUSIq1L63RABv+h6mlKVlGgMpU01SkHqg1qeel9YRUptWxh4eHh2Xi5se99957nDx5kujoaObPnw9A7ty5efDgAXXr1qVAgQKsWbOGwMBADh06hNFotDz3/PnzrF69mnXr1hEREUH79u2ZOHEi48ePT3fZ+vbty9ChQ7l16xYBAQFWj0+bNo2iRYvyzTffsH//fjQaDa6ursm2ZRUJlIQQQgh7JMXCZ0EOykwx1TRNtGMuvg+ug6tXhve0b98+lixZQoMGDZI95u3tjYeHBwkJCQQGBlq2L1iwgNu3b7N//35y584NQLFixayeazQaWbBgAT4+PgB07tyZzZs3pztQAihVqhQAly5dShYo6XQ6fHx80Gg0VmVMaVtWkEBJCCGEeMasW7cOb29v9Ho9SUlJtG7dmunTp9v9/CNHjlCpUiVLkJSSkJAQS5AEpvkI01oKzBYlhcmlnYUESkIIIYQ9tJ6m2h17XN4Fi1MfdATAmyshOI3OyFpP+/b5mPr16zN79my0Wi1BQUGWuQjt5eHhkWaaJ/NUqVRWTXPpcfLkSYAs7WuUURIoCSGEEPZQqexvAiv6sml0W/QNUu6npDI9XvTltPsoZYCXl1eypjJbXF1dMRgMVtvKly/Pd999x71791KtVXKEuLg4vvnmG+rUqYO/v3+W7isjZNSbEEII4WhqjWkKAACebE56eL/JxCwJktIrJCSEf/75h9OnT3Pnzh2SkpLo2LEjgYGBtGnThp07d3LhwgVWrVrF7t27M72/W7duER4eztmzZ1m2bBkvvvgid+7cYfbs2Q44GseTQEkIIYTICmGtoP0P4PvE0li+QabtWTiPUnr07t2bkiVLUrVqVfz9/dm5cyeurq78/vvvBAQE0KxZM8qVK8fEiRMdMrqsZMmSBAUFUaVKFSZOnEjDhg05fvw4YWFhDjgax1Mp5h5UIt2io6PR6XRERUXh6+ub3cURQgjhIPHx8Vy8eJHQ0FDc3d0zl5nRYOqz9OAmeOcz9UlygpqkZ11qr2F6vr+lj5IQQgiRldQaCK2d3aUQGSRNb0IIIYQQNkigJIQQQghhgwRKQgghhBA2SKAkhBBCCGGDBEpCCCGEDTIwPOdy1GsngZIQQgjxBPPyHLGxsdlcEpFR5tcuvcu3PEmmBxBCCCGeoNFo8PPzsyzy6unp6ZQLtorkFEUhNjaWW7du4efnl+lJMiVQEkIIIVIQGBgIYAmWRM7i5+dneQ0zQwIlIYQQIgUqlYr8+fMTEBBAUlJSdhdHpINWq3XIcisggZIQQgiRKo1G47AvXZHzSGduIYQQQggbJFASQgghhLBBAiUhhBBCCBskUBJCCCGEsEECJSGEEEIIGyRQEkIIIYSwQQIlIYQQQggbJFASQgghhLBBAiUhhBBCCBskUBJCCCGEsEECJSGEEEIIGyRQEkIIIYSwQQIlIYQQQggbJFASQgghhLBBAiUhhBBCCBskUBJCCCGEsEECJSGEEEIIGyRQEkIIIYSwQQIlIYQQQggbJFASQgghhLBBAiUhhBBCCBskUBJCCCGEsEECJSGEEEIIG7I8UJo1axahoaG4u7tTpUoVtm/fnmr6bdu2UaVKFdzd3SlSpAhz5sz5f3v3HhVVvfYB/DsgDPeRizIgBi5LvOA9NTwqeYXKo+bxiGmob3XS08LEg5c01wFznURbWWml+ebBVqclamjLvOUlBEvMAklQ01TyFsQxdcALAzrP+4dr9uvAbBhSZGb4ftbaqzW/eX57P88e/M3TnlutmMzMTHTu3BlarRadO3fGli1bGnxcEUFqaipCQ0Ph6emJJ598EseOHbu/YomIiMipNGqjtGHDBiQlJeH111/HkSNHMHDgQDz11FM4f/681fji4mI8/fTTGDhwII4cOYIFCxbg1VdfRWZmphKTm5uL+Ph4JCQk4Mcff0RCQgLGjx+P7777rkHHXbZsGZYvX473338f33//PfR6PYYPH46KiorGOyFERETkUDQiIo218379+qFXr15YtWqVMtapUyeMGTMGS5YsqRU/b948bN26FSdOnFDGpk+fjh9//BG5ubkAgPj4eJSXl2Pnzp1KTFxcHPz9/bF+/XqbjisiCA0NRVJSEubNmwcAMBqNCA4OxtKlSzFt2jSb6isvL4dOp4PBYICfn18DzgwRERE1lYY8fzfaFaWqqirk5eVhxIgRFuMjRozAwYMHrc7Jzc2tFR8bG4sffvgB1dXVdcaY92nLcYuLi1FaWmoRo9VqERMTo5obERERNT8tGmvHly9fxp07dxAcHGwxHhwcjNLSUqtzSktLrcbfvn0bly9fRkhIiGqMeZ+2HNf8X2sx586dU63JaDTCaDQqt8vLy1VjiYiIyPE1+pu5NRqNxW0RqTVWX3zNcVv2+aBi7rVkyRLodDpla9u2rWosEREROb5Ga5SCgoLg6upa6+pRWVlZrSs5Znq93mp8ixYtEBgYWGeMeZ+2HFev1wNAg3IDgPnz58NgMCjbhQsXVGOJiIjI8TVao+Tu7o7evXtjz549FuN79uxB//79rc6Jjo6uFb979248/vjjcHNzqzPGvE9bjtuuXTvo9XqLmKqqKmRnZ6vmBtx9H5Ofn5/FRkRERE5MGlFGRoa4ubnJ2rVr5fjx45KUlCTe3t7yyy+/iIjIa6+9JgkJCUr82bNnxcvLS2bNmiXHjx+XtWvXipubm3z++edKzLfffiuurq6SlpYmJ06ckLS0NGnRooUcOnTI5uOKiKSlpYlOp5PNmzdLYWGhPPfccxISEiLl5eU212cwGASAGAyG+zlNRERE9BA15Pm7URslEZEPPvhAwsPDxd3dXXr16iXZ2dnKfVOmTJGYmBiL+P3790vPnj3F3d1dIiIiZNWqVbX2uWnTJomMjBQ3Nzfp2LGjZGZmNui4IiImk0lSUlJEr9eLVquVQYMGSWFhYYNqY6NERETkeBry/N2o36Pk7Pg9SkRERI7HLr5HiYiIiMjRsVEiIiIiUsFGiYiIiEgFGyUiIiIiFWyUiIiIiFSwUSIiIiJSwUaJiIiISAUbJSIiIiIVbJSIiIiIVLBRIiIiIlLBRomIiIhIBRslIiIiIhVslIiIiIhUsFEiIiIiUsFGiYiIiEgFGyUiIiIiFWyUiIiIiFSwUSIiIiJSwUaJiIiISAUbJSIiIiIVbJSIiIiIVLBRIiIiIlLBRomIiIhIBRslIiIiIhVslIiIiIhUsFEiIiIiUsFGiYiIiEgFGyUiIiIiFWyUiIiIiFSwUSIiIiJSwUaJiIiISAUbJSIiIiIVbJSIiIiIVLBRIiIiIlLBRomIiIhIBRslIiIiIhVslIiIiIhUsFEiIiIiUsFGiYiIiEgFGyUiIiIiFWyUiIiIiFSwUSIiIiJSwUaJiIiISAUbJSIiIiIVjdooXb16FQkJCdDpdNDpdEhISMC1a9fqnCMiSE1NRWhoKDw9PfHkk0/i2LFjFjFGoxEzZsxAUFAQvL29MWrUKFy8eLHBx9ZoNLW21atXP4jSiYiIyAk0aqM0ceJEFBQUYNeuXdi1axcKCgqQkJBQ55xly5Zh+fLleP/99/H9999Dr9dj+PDhqKioUGKSkpKwZcsWZGRk4JtvvsH169cxcuRI3Llzp8HHTk9PR0lJibJNmTLlwZ0AIiIicmzSSI4fPy4A5NChQ8pYbm6uAJCffvrJ6hyTySR6vV7S0tKUscrKStHpdLJ69WoREbl27Zq4ublJRkaGEnPp0iVxcXGRXbt2NejYAGTLli1/uEaDwSAAxGAw/OF9EBER0cPVkOfvRruilJubC51Oh379+iljTzzxBHQ6HQ4ePGh1TnFxMUpLSzFixAhlTKvVIiYmRpmTl5eH6upqi5jQ0FBERUUpMQ05dmJiIoKCgtCnTx+sXr0aJpNJtSaj0Yjy8nKLjYiIiJxXi8bacWlpKVq3bl1rvHXr1igtLVWdAwDBwcEW48HBwTh37pwS4+7uDn9//1ox5vm2Hnvx4sUYOnQoPD09sW/fPiQnJ+Py5ctYuHCh1fyWLFmCRYsWqZVMRERETqbBV5RSU1Otvgn63u2HH34AcPfN0jWJiNXxe9W835Y5NWNsOfbChQsRHR2NHj16IDk5GW+88Qbeeust1WPMnz8fBoNB2S5cuFBnTkREROTYGnxFKTExERMmTKgzJiIiAkePHsVvv/1W677//ve/ta4Ymen1egB3rwiFhIQo42VlZcocvV6PqqoqXL161eKqUllZGfr376/ENPTYwN2X58rLy/Hbb79ZjdNqtdBqtarziYiIyLk0+IpSUFAQOnbsWOfm4eGB6OhoGAwGHD58WJn73XffwWAwKA1NTe3atYNer8eePXuUsaqqKmRnZytzevfuDTc3N4uYkpISFBUVKTF/5NgAcOTIEXh4eKBly5YNPS1ERETkhBrtPUqdOnVCXFwc/va3v+Gjjz4CALz88ssYOXIkIiMjlbiOHTtiyZIlePbZZ6HRaJCUlIQ333wTjz32GB577DG8+eab8PLywsSJEwEAOp0OL774IpKTkxEYGIiAgADMnj0bXbt2xbBhw2w+9pdffonS0lJER0fD09MTWVlZeP311/Hyyy/zqhERERHd1Zgfv/v9999l0qRJ4uvrK76+vjJp0iS5evWqRQwASU9PV26bTCZJSUkRvV4vWq1WBg0aJIWFhRZzbt26JYmJiRIQECCenp4ycuRIOX/+fIOOvXPnTunRo4f4+PiIl5eXREVFybvvvivV1dU218evByAiInI8DXn+1oiINHGv5rDKy8uh0+lgMBjg5+fX1OkQERGRDRry/M3feiMiIiJSwUaJiIiISAUbJSIiIiIVbJSIiIiIVLBRIiIiIlLBRomIiIhIBRslIiIiIhVslIiIiIhUsFEiIiIiUsFGiYiIiEhFo/0oLpG9uWMSHC6+grKKSrT29UDfdgFwddE0dVpWOVKu93LUvO0Fzx+R/WGjRM3CrqISLPryOEoMlcpYiM4DKX/ujLiokCbMrDZHyvVejpq3veD5I7JP/FHc+8AfxXUMu4pK8Pf/5KPmH7r5/9NXPd/Lbp6IHCnXezlq3vaC54/o4WrI8zevKJFTu2MSLPryeK0nIAAQ3H0iSt16HH96NKjJX+K4YxKkbD3mELney1Hzthe2nL9FXx7H8M56nj+iJsArSveBV5TsX+6Z3/Hc/x5q6jSI7tv6vz2B6PaBTZ0GkVNoyPM3P/VGTq2sorL+ICIHwL9loqbBl97IqbX29bApbt3/9EHfdgGNnE3dDhdfwdT07+uNs4dc7+WoedsLW8+frX/LRPRgsVEip9a3XQBCdB4oNVRafQ+IBoBe54GBj7Vq8vd/DHyslcPkei9Hzdte2Hr+2GQSNQ2+9EZOzdVFg5Q/dwbw/58gMjPfTvlzZ7t4AnekXO/lqHnbC54/IvvGRomcXlxUCFY93wt6neVLF3qdh9197NqRcr2Xo+ZtL3j+iOwXP/V2H/ipN8fiSN967Ei53stR87YXPH9ED0dDnr/ZKN0HNkpERESOh184+ZCYe8zy8vImzoSIiIhsZX7etuVaERul+1BRUQEAaNu2bRNnQkRERA1VUVEBnU5XZwxfersPJpMJv/76K3x9faHROPb7CMrLy9G2bVtcuHDBqV9GbA51NocageZRZ3OoEWgedbJG+yIiqKioQGhoKFxc6v5cG68o3QcXFxeEhYU1dRoPlJ+fn93/gT8IzaHO5lAj0DzqbA41As2jTtZoP+q7kmTGrwcgIiIiUsFGiYiIiEgFGyUCAGi1WqSkpECr1TZ1Ko2qOdTZHGoEmkedzaFGoHnUyRodF9/MTURERKSCV5SIiIiIVLBRIiIiIlLBRomIiIhIBRslIiIiIhVslJzYkiVL0KdPH/j6+qJ169YYM2YMTp48qRo/bdo0aDQavPvuuxbjRqMRM2bMQFBQELy9vTFq1ChcvHixkbO3ja01njhxAqNGjYJOp4Ovry+eeOIJnD9/XrnfnmsEbKvz+vXrSExMRFhYGDw9PdGpUyesWrXKIsae61y1ahW6deumfFlddHQ0du7cqdwvIkhNTUVoaCg8PT3x5JNP4tixYxb7sOf6zOqqs7q6GvPmzUPXrl3h7e2N0NBQTJ48Gb/++qvFPuy9zvoey3s54rpjZkudjr721Fejo687NhFyWrGxsZKeni5FRUVSUFAgzzzzjDzyyCNy/fr1WrFbtmyR7t27S2hoqLzzzjsW902fPl3atGkje/bskfz8fBk8eLB0795dbt++/ZAqUWdLjadPn5aAgACZM2eO5Ofny5kzZ2Tbtm3y22+/KTH2XKOIbXW+9NJL0r59e8nKypLi4mL56KOPxNXVVb744gslxp7r3Lp1q2zfvl1OnjwpJ0+elAULFoibm5sUFRWJiEhaWpr4+vpKZmamFBYWSnx8vISEhEh5ebmyD3uuz6yuOq9duybDhg2TDRs2yE8//SS5ubnSr18/6d27t8U+7L3O+h5LM0ddd8zqq9MZ1p76anT0dccWbJSakbKyMgEg2dnZFuMXL16UNm3aSFFRkYSHh1ssWNeuXRM3NzfJyMhQxi5duiQuLi6ya9euh5W6zazVGB8fL88//7zqHEerUcR6nV26dJE33njDIq5Xr16ycOFCEXHMOv39/eXjjz8Wk8kker1e0tLSlPsqKytFp9PJ6tWrRcQx6zMz12nN4cOHBYCcO3dORBy3zpo1OtO6c69763TGtUfEskZnXHdq4ktvzYjBYAAABAQEKGMmkwkJCQmYM2cOunTpUmtOXl4eqqurMWLECGUsNDQUUVFROHjwYOMn3UA1azSZTNi+fTs6dOiA2NhYtG7dGv369cMXX3yhzHG0GgHrj+WAAQOwdetWXLp0CSKCrKwsnDp1CrGxsQAcq847d+4gIyMDN27cQHR0NIqLi1FaWmqRu1arRUxMjJK7I9VnVrNOawwGAzQaDVq2bAnA8eq0VqOzrTtA7Tqdce2x9lg607qjho1SMyEi+Mc//oEBAwYgKipKGV+6dClatGiBV1991eq80tJSuLu7w9/f32I8ODgYpaWljZpzQ1mrsaysDNevX0daWhri4uKwe/duPPvssxg7diyys7MBOFaNgPpjuWLFCnTu3BlhYWFwd3dHXFwcPvzwQwwYMACAY9RZWFgIHx8faLVaTJ8+HVu2bEHnzp2V/IKDgy3i783dEeozU6uzpsrKSrz22muYOHGi8iOjjlJnXTU607qjVqczrT11PZbOsO7Up0VTJ0APR2JiIo4ePYpvvvlGGcvLy8N7772H/Px8aDSaBu1PRBo8p7FZq9FkMgEARo8ejVmzZgEAevTogYMHD2L16tWIiYlR3Z891ghYrxO4u2AdOnQIW7duRXh4OHJycvDKK68gJCQEw4YNU92fPdUZGRmJgoICXLt2DZmZmZgyZYrypAKgVp625G5P9Zmp1Xlvs1RdXY0JEybAZDLhww8/rHef9lanWo23bt1yqnVHrU7zFUBnWHvq+nt1hnWnXk3xeh89XImJiRIWFiZnz561GH/nnXdEo9GIq6ursgEQFxcXCQ8PFxGRffv2CQC5cuWKxdxu3brJP//5z4dVQr3UajQajdKiRQtZvHixxfjcuXOlf//+IuI4NYqo13nz5k1xc3OTbdu2WYy/+OKLEhsbKyKOVafZ0KFD5eWXX5YzZ84IAMnPz7e4f9SoUTJ58mQRccz6zMx1mlVVVcmYMWOkW7ducvnyZYtYR63TXKMzrTvWmOt0trXnXuYanXXdqYkvvTkxEUFiYiI2b96Mr7/+Gu3atbO4PyEhAUePHkVBQYGyhYaGYs6cOfjqq68AAL1794abmxv27NmjzCspKUFRURH69+//UOuxpr4a3d3d0adPn1ofpT916hTCw8MB2H+NQP11VldXo7q6Gi4ulv+kXV1dlatqjlBnTSICo9GIdu3aQa/XW+ReVVWF7OxsJXdHrM/MXCdw97EcP348fv75Z+zduxeBgYEWsY5ap7lGZ1h36mKu01nWHmvMNTrrulNL0/Vo1Nj+/ve/i06nk/3790tJSYmy3bx5U3VOzU+fiNz9aGdYWJjs3btX8vPzZciQIXbz0U5baty8ebO4ubnJmjVr5Oeff5aVK1eKq6urHDhwQImx5xpFbKszJiZGunTpIllZWXL27FlJT08XDw8P+fDDD5UYe65z/vz5kpOTI8XFxXL06FFZsGCBuLi4yO7du0Xk7tcD6HQ62bx5sxQWFspzzz1n9esB7LU+s7rqrK6ullGjRklYWJgUFBRYPNZGo1HZh73XWd9jWZOjrTtm9dXpDGtPfTU6+rpjCzZKTgyA1S09PV11jrUF69atW5KYmCgBAQHi6ekpI0eOlPPnzzdu8jaytca1a9fKo48+Kh4eHtK9e3eL7/gQse8aRWyrs6SkRKZOnSqhoaHi4eEhkZGR8vbbb4vJZFJi7LnOF154QcLDw8Xd3V1atWolQ4cOtXhiNZlMkpKSInq9XrRarQwaNEgKCwst9mHP9ZnVVWdxcbHqY52VlaXsw97rrO+xrMnR1h0zW+p09LWnvhodfd2xhUZE5OFdvyIiIiJyHHyPEhEREZEKNkpEREREKtgoEREREalgo0RERESkgo0SERERkQo2SkREREQq2CgRERERqWCjREQPTWpqKnr06NHUaTi0qqoqPProo/j222/rjTUajXjkkUeQl5f3EDIjck5slIjogdBoNHVuU6dOxezZs7Fv374myS8zMxP9+vWDTqeDr68vunTpguTkZOV+R2ni1qxZg/DwcPzpT3+qN1ar1WL27NmYN2/eQ8iMyDmxUSKiB6KkpETZ3n33Xfj5+VmMvffee/Dx8an1I68Pw969ezFhwgSMGzcOhw8fRl5eHv71r3+hqqrqoedyv1auXImXXnrJ5vhJkybhwIEDOHHiRCNmReS82CgR0QOh1+uVTafTQaPR1BqredVm6tSpGDNmDN58800EBwejZcuWWLRoEW7fvo05c+YgICAAYWFh+Pe//21xrEuXLiE+Ph7+/v4IDAzE6NGj8csvv6jmtm3bNgwYMABz5sxBZGQkOnTogDFjxmDlypUAgHXr1mHRokX48ccflStg69atAwAsX74cXbt2hbe3N9q2bYtXXnkF169fV/a9bt06tGzZEtu2bUNkZCS8vLwwbtw43LhxA5988gkiIiLg7++PGTNm4M6dO8q8iIgILF68GBMnToSPjw9CQ0OVfNTk5+fj9OnTeOaZZ5SxqqoqJCYmIiQkBB4eHoiIiMCSJUuU+wMDA9G/f3+sX7++zn0TkXVslIioSX399df49ddfkZOTg+XLlyM1NRUjR46Ev78/vvvuO0yfPh3Tp0/HhQsXAAA3b97E4MGD4ePjg5ycHHzzzTfw8fFBXFyc6hUivV6PY8eOoaioyOr98fHxSE5ORpcuXZQrYPHx8QAAFxcXrFixAkVFRfjkk0/w9ddfY+7cuRbzb968iRUrViAjIwO7du3C/v37MXbsWOzYsQM7duzAp59+ijVr1uDzzz+3mPfWW2+hW7duyM/Px/z58zFr1izs2bNH9Vzl5OSgQ4cO8PPzU8ZWrFiBrVu3YuPGjTh58iT+85//ICIiwmJe3759ceDAAdX9ElEdmvpXeYnI+aSnp4tOp6s1npKSIt27d1duT5kyRcLDw+XOnTvKWGRkpAwcOFC5ffv2bfH29pb169eLyN1fY4+MjLT4dXKj0Sienp7y1VdfWc3n+vXr8vTTTwsACQ8Pl/j4eFm7dq1UVlaq5qZm48aNEhgYaFErADl9+rQyNm3aNPHy8pKKigplLDY2VqZNm6bcDg8Pl7i4OIt9x8fHy1NPPaV67JkzZ8qQIUMsxmbMmCFDhgyxOB81vffeexIREVFvbURUG68oEVGT6tKlC1xc/n8pCg4ORteuXZXbrq6uCAwMRFlZGQAgLy8Pp0+fhq+vL3x8fODj44OAgABUVlbizJkzVo/h7e2N7du34/Tp01i4cCF8fHyQnJyMvn374ubNm3Xml5WVheHDh6NNmzbw9fXF5MmT8fvvv+PGjRtKjJeXF9q3b29RQ0REBHx8fCzGzDWYRUdH17pd13uJbt26BQ8PD4uxqVOnoqCgAJGRkXj11Vexe/fuWvM8PT3rrZOIrGOjRERNys3NzeK2RqOxOmYymQAAJpMJvXv3RkFBgcV26tQpTJw4sc5jtW/fHi+99BI+/vhj5Ofn4/jx49iwYYNq/Llz5/D0008jKioKmZmZyMvLwwcffAAAqK6u/sM11EWj0ajeFxQUhKtXr1qM9erVC8XFxVi8eDFu3bqF8ePHY9y4cRYxV65cQatWreo9NhHV1qKpEyAiaohevXphw4YNaN26tcV7dRoqIiICXl5eypUhd3d3izdbA8APP/yA27dv4+2331auem3cuPGPJ1/DoUOHat3u2LGjanzPnj2xatUqiIhFQ+Xn54f4+HjEx8dj3LhxiIuLw5UrVxAQEAAAKCoqQs+ePR9Y3kTNCa8oEZFDmTRpEoKCgjB69GgcOHAAxcXFyM7OxsyZM3Hx4kWrc1JTUzF37lzs378fxcXFOHLkCF544QVUV1dj+PDhAO42TsXFxSgoKMDly5dhNBrRvn173L59GytXrsTZs2fx6aefYvXq1Q+slm+//RbLli3DqVOn8MEHH2DTpk2YOXOmavzgwYNx48YNHDt2TBl75513kJGRgZ9++gmnTp3Cpk2boNfr0bJlSyXmwIEDGDFixAPLm6g5YaNERA7Fy8sLOTk5eOSRRzB27Fh06tQJL7zwAm7duqV6hSkmJgZnz57F5MmT0bFjRzz11FMoLS3F7t27ERkZCQD4y1/+gri4OAwePBitWrXC+vXr0aNHDyxfvhxLly5FVFQUPvvsM4uP3t+v5ORk5OXloWfPnli8eDHefvttxMbGqsYHBgZi7Nix+Oyzz5QxHx8fLF26FI8//jj69OmDX375BTt27FCugOXm5sJgMNR6OY6IbKMREWnqJIiImpuIiAgkJSUhKSmpQfMKCwsxbNgw5Q3t9fnrX/+Knj17YsGCBX8wU6LmjVeUiIgcSNeuXbFs2bI6v2DTzGg0onv37pg1a1bjJ0bkpPhmbiIiBzNlyhSb4rRaLRYuXNjI2RA5N770RkRERKSCL70RERERqWCjRERERKSCjRIRERGRCjZKRERERCrYKBERERGpYKNEREREpIKNEhEREZEKNkpEREREKtgoEREREan4P2p7S8RBYm+5AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131801\n", + "Full nudge sequence is 0 dd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 133\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131807\n", + "Full nudge sequence is 0 uuuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[6] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 139\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131816\n", + "Full nudge sequence is 0 uuuuuuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuuuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuuuuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[9] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 591\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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n27HN+CWaHtCcPXuWjRs3Zirv999/x2AwYDAYCAkJ4bvvvmP69Ol06tTJLt/WrVs5deqULQADa9Cn0Wjytdk/Y3C3d+9eevToQb169VizZg2bNm1i9OjRjB07lo8//jjT9ll1nWVMTz9Bpd8ctZD98ccfDBo0iGeeeYYhQ4bk4VndcubMGTp37kxwcDDff/99jrYZOHAgK1as4Msvv2Tr1q0sXboUFxcXWrdunemz5ej53+mxO+ncubPd/WrVqgFket9Uq1Ytx5/3nNZ1xYoVNG/e3NZ6o9VqGTRoEBs3buTjjz/m6tWrnDp1ipdeesl2lWrGrtGcvC+y880339i6gatVq8b27dv56KOPePPNNwFYtmwZcXFxts8hWD+TjgKahIQE2+ewWLFiDBw4kOeff54JEybY5YuPj2fZsmU0bdqUqlWrAtCyZUsqVKjA/Pnzbd8zImsSKIk8+eGHH9i9ezebNm3i9ddf5+jRo7zwwgt5KrNo0aJ299ObxpOSkvJUblZq1KhBw4YNeeaZZwgNDSUkJIRhw4bdVVnvvfcecXFxrFu3jqeffpoWLVowatQopk2bxty5c9m6dWuuy0w/Fu3bt7dLr1u3LiVLlmTfvn05Kuezzz5j9+7d7Nu3j3PnznH69GnbL+ubN2+yfPlyGjZsSPHixYmJiSEmJoYePXqg0WiybPZv1qwZu3fvZseOHfz444+ULVuWwYMHs23bNrt86dv26NHDVq6vry/NmjVjxYoVxMTE5PKI3FlCQgJRUVEEBQXZ0gYNGkSJEiVYuXIlnTt35vHHH+fjjz/mvffe44MPPrBdTp5+vLNqIbhx44Zdi0L6CSr9tmDBgkzbrFu3jqeeeoq2bduyaNGiPAUZ6c6ePcvjjz+OXq9n48aNWbZyZBQaGsqcOXOYPXs2w4cPp0WLFjz33HOsX7+eGzdu2I0zKlq0qMPnD1m3quRUxm3Tx+1llX6naQ/u9FppNBrbGCyj0ciaNWts3W7p3n//fUaMGMEnn3xCiRIlqFSpEmAN5gFKlSqVo33l9Jg899xz7N69mz179nD8+HGioqIYN26c7fE5c+bg5uZGhw4dbJ+X2rVrU7ZsWVsX9u3c3d3ZvXs3u3fvZs2aNbRq1YrFixczadIku3xLly4lPj6e5557zlZubGwszz33HOfPn2f9+vU5qv/D6u5/9guB9Zdf+uDBxx9/HLPZzPfff8/PP//MM888A1gHimY1vuj69ev3tK53otfrefTRR1m2bNldbR8eHk716tUzjUVq0KABYB3n0LJly1yVmV2XilIqx4OBy5cvb3udMlq8eDGJiYns2rXLrgsm3cqVK4mOjrZ7zNfX11Zeo0aNaNSoEXXq1OHNN98kPDwcrVZrNwg1/Rhk9NNPP9l+TTvL2rVrMZvNdhcQhIeH88ILL2Tq9mrQoAEWi4WjR49Svnx5atasCcDBgwfp2LGjXd6DBw/aHgfYvXu33ePlypWzu79u3Tq6d+9Oy5YtWbFihd1g/rt19uxZWrVqhVKKLVu2ULp06RxtFx4eDmR+Hfz8/KhYsaLdGJtatWqxePFiTCaTXcvwwYMHAeyOgaura5bzbeWley6nKlSogLu7u61etzt48CAVK1a0DVLfsGEDsbGxmeYe0+v1TJ06lY8++oiIiAiKFStGyZIlad++PeXKlbMd39y8L7JTvHhxh5/DEydO2H5olClTJss869ats9u/Vqu1K69t27bUq1ePDz/8kF69ehEcHAzc+sEyfPhwhg8fnqncOXPmZPoxJm6RFiXhVJ9//jn+/v68//77tubcsmXLcuLECbsv1KioqCwnd7yfkpOT2bFjBxUrVryr7YOCgjh8+DDx8fF26WFhYQA5Pqnd7sknn8TDwyPT+Kx9+/YRGRlpu3otL+bMmYO3tzcbN25k8+bNdrfJkyeTkpJyx/EilSpV4p133uHgwYMsXboUsAZBSUlJfPzxx5nK3bx5M8WKFXN699u5c+d4++238fX15fXXX7elBwUFsWfPnky/yDO+NqVKlaJhw4YsXLjQLu+OHTs4fvw4Tz31lC2tfv36drfbW0L//PNPunfvTrNmzVi1apVTrlg8d+4crVq1wmw2s2nTJkJCQnK8bXrrWsarR6Oiojhx4oTde7NHjx7Ex8dnutJqwYIFBAUF0ahRI1ta2bJl+ffff+3ybdq0KdNnID/o9Xq6dOnCL7/8ws2bN23p586dY/PmzXav1YoVK2jcuLGthSij9Ak801tpN27caNeynJv3xd1KD2a+++67TJ+V9K7uO31eXF1dmTlzJsnJyXzyyScAHD16lLCwMJ5++uksP4dPPPEEv/766z0Jbh9Y92VSAvHAy24um88//1wB6scff1RKKbVt2zbbZGvr1q1TP/30k6pbt64KCQmxm5MoIiJCAWry5MmZygTU+PHj71ivLVu2qOXLl6vly5crNzc31apVK9v92yega9KkiZo4caJatWqV2rx5s5o3b55q2LCh0ul0avXq1XZlHj582FZGvXr1VPHixW33Dx8+bMv366+/Ko1Goxo3bmybcHLChAnKy8tLVa9eXaWkpNjyXr161VbGyy+/bJuLZfny5ZkmvJwyZYoCVJ8+fVRoaKiaP3++Cg4OVmXKlFFRUVHZHg9H8yilO3jwoALUwIEDs3w8NTVVBQYGqrp169rSsppHSSmlbt68qUqUKKGqVKmiTCaTqlevnvL393c4qd1bb72lABUeHn7H+v/888+2tIwTTv79999qxYoVdhNObtq0ya6cr7/+WgHqySefVKtWrVJ//vmnevfdd5Ver880h83mzZuVXq9XPXr0UOvXr1eLFi1SwcHBOZ5Y8O+//1bu7u6qbNmyatOmTbYJAdNvt8/5o5SyvQ8+++wz21w76Wnprly5osqXL69cXV3VwoULM5V5p3mpbt68qUJCQpS/v7+aMmWK2rRpk1q0aJGqW7eu0ul0avPmzXb527Ztq/z9/dX//d//qU2bNqkBAwYoQC1cuNAu3yeffKI0Go0aN26c2rBhg/r6669V5cqVla+vr90cZo6+L8aPH68Ade3aNbt0R3MEZXT06FHl5eWlWrRooX7//Xf1yy+/qJo1a9pNOGkymVSxYsXUlClTMm2/efNm9fnnn6vQ0FD1xx9/qA8//FB5eHioTp06ZZovKq/vC7KYRymd0WhUgYGBqlq1ag63f+qpp5TBYLA9r+yOUceOHZXBYFCnT59WI0eOVIDauXNnlnlXr16tADVt2rQ7PoeHlQRK4q5kFyglJSWpMmXKqEqVKtm+bBYsWKCqVaum3NzcVPXq1dXSpUtVnz59nB4otWzZ0jajbcbb7SeDkSNHqjp16ihfX1+l1+tVYGCg6tGjh/rnn38ylZn+ZZ7VLWOdNm3apNq1a6cCAwOVu7u7qly5sho5cqS6fv26Xb70ACCrW8uWLTPV4bvvvlM1a9ZULi4uqmjRoqpXr145mrTxToHS8OHD7xisvPfeewpQe/fuVUo5DpSUUmrmzJm2GagBNXz4cIflHjt2TAFqyJAhDvOkT364Zs0aW1r6ey/95uLiogICAlTLli3Vp59+muWMzEoptWLFCtWsWTNVrFgx5enpqWrUqKE+/vjjLCdy/PPPP1Xjxo2Vm5ubKlKkiHr55ZfVlStXHNbzdtm9XzK+D5VS2eZNl937JaefjcuXL6vBgwerihUrKjc3NxUUFKQ6deqkwsLCMuW9efOmGjp0qAoMDFQuLi6qdu3aavHixZnypaSkqHfeeUcFBwcrd3d31bJlSxUeHq5CQkLuSaCklFJ79uxRTzzxhPLw8FA+Pj6qe/fudpO+btiwweEEjP/8849q1KiR8vHxUa6urqpmzZpqypQpKjU1Nct95eV9kV2gtGrVqjsGK6GhoQpQX3zxhVIq+2N08OBBpdVqVd++fVVAQIDdD52MTCaTKl26tKpVq1aOnsfDSKNUPk1mIoQQefTll1/y1ltvcfjwYapXr36/qyMeQG+++SY7d+5k796997sq4gElgZIQosA5fPgw+/fvZ9SoUQQGBrJ///77XSUhxENKAiUhRIHz+OOPs3fvXlq2bMn06dPtlroRQoh7SQIlIYQQQggHZHoAIYQQQggHJFASQgghhHBAAiUhhBBCCAdkCZM8sFgsXLp0CW9vb6es4SSEEEKI/KeU4ubNmwQFBd1xKSgJlPLg0qVLtrV0hBBCCPFgOX/+/B2Xl5JAKQ+8vb0B64H28fG5z7XJXmpqKpO+nsQXb38BwNGYo3jgQSKJVPOrZpf3aMxR3CxuKKXw8/NDp9ORQAJB3FqN/RKXADKleWK/IGxuJCQk2NakunTpUqbFZYUQQhQ8t58f8noeuFfi4uIIDg62ncezI4FSHqR3t/n4+BT4QMlsNvNs92dxuexCUKkgAvwDMGDACy++1X+LGTMKhR49Af4BaM1aTCYTPj4+6HQ63HHnO75jBztoQhOKUQwgU5oBw13X8faV3X18fCRQEkKIB4A77sxjHkCezwP3Wk6Gzcg8SnkQFxeHr68vsbGxBT5QAmuwFB0djV6vtwtKHOU1mUz4+/vfMa+zJCQk4OXlBUB8fLwESkIIIfJFbs7fctWbEEIIIYQD0vX2kLBYLBw9eZQNug0EBgbSnvbo0WPCxAbdBsyY0aBBi5Y25jZosG+ONGHid35nH/t4lEfpSEeATGl6eUsJIcRDxYSJdawDsJ1bCpPC9WyEQyaTicW/LObT/30KwOWbl9GjJ4UUnvN4zi7v5ZuXccPNLi2FFLrRzXY/nniATGmF7QMihBAieymk0JnOQOE8DxSuZ3OfGM1GjGbj/a5GtjLWz2g2kv4vq7w6sw6T2YTRbMSCxZpPZ58HyJSWVXl3U8cH4ZgKIYTA7vyQ1/PAvZKb84sESndh5syZzJw5E7PZDMDZmLN4mb3uc62yZzKa7O6fizuHu3InSZMEfmR6zMXsgsVkIUYTg06rI5FE0i50A+BM9BnrHxnSPPC46zomJiTal5V692UJIYS4N24/P+T1PHCvxN+Mz3FeCZTuwqBBgxg0aJBt1LxWo8VV73q/q5UtrbIft++id8FVuWLWmDPlddG74IorZsy46lzR6XSYsc+X1fN11bviyt0fB7P+1j5c9a4F/pgKIYTA7vyQ1/PAvZKoSbxzpjQSKDmBXqvHoCvg80ZY7O8atAYMyoBBk7neBq0Bg9aAVmkx6AzodLpM82Jk9XwNOkOe5s+4vUyDzlDwj6kQQgi77/28ngfuFb025+GPTA8ghBBCCOGABEpCCCGEEA44revt/PnznDlzhsTERIoXL06NGjVwdS34/ZQPC51WR9NmTXntyGsUDyyOQVmbRg3KwPux79v6mHXobI/dzoCBj5I/YrduNw3MDWxNq1mlCSGEeHgYMDAheYLt78ImT0uYnD17llmzZrF48WLOnz/P7UW5uLjQvHlzXnvtNZ5++mm02sLXeJU+mPvg2YMU8S9yv6tzR2azmdjYWHQ6XY6WMDGbzfj6+t6zJUwSExKpVLISACcvn8TDs+BfOSGEEOLBcyP6BrVCauXvEibDhg2jVq1anDx5ko8++ojDhw8TGxtLamoqkZGR/P777zRr1oxx48ZRu3Ztdu/efbe7EkIIIYS4L+66683FxYX//vuP4sWLZ3osICCA1q1b07p1a8aPH8/vv//O2bNnadCgQZ4qK+6exWLhwoUL7NDuwK+oH40tjdFhvex/j8seLGmXxWnRUj+1fqbtzZjZrtvOMe0xqlmq0cTcBCBTmo570/okhBCiYDBjZqduJwCNzI0K3XngrgOlyZMn5zhvx44d73Y3wknMZjO/rf7NtoTJ/sj9eCgPUjQpvFz0Zbu8+yP3Z5oHI4UUenr0tN0/efMkQKa0B2GiMSGEEM6TQgrPejwLFM7zQJ4GDtWtW5cZM2YQHR3trPoIIYQQQhQYeQqUGjVqxNixYwkKCuKFF15g48aNzqqXEEIIIcR9l6dAafbs2URGRvJ///d/XLlyhXbt2lG2bFk++ugjzp0756w6FjgzZ86kevXqMuZKCCGEKOTyfM2+m5sbvXv3ZtOmTZw6dYrevXszZ84cypcvT/v27Vm2bJkz6lmgDBo0iCNHjsiVfEIIIUQh59TJjcqVK8fHH3/MmTNnWLJkCXv27OGFF15w5i6EEEIIIe4Zpy+Ku3nzZubNm8cvv/yCXq9nwIABzt6FEEIIIcQ94ZRA6dy5c8yfP5/58+dz5swZmjdvzjfffMOzzz6Lu7u7M3Yh8kir1dKwcUN6H+1N8cDi6JX1pdcrPaPiRtktYZL+2O306BmdPJpdul00MDdAn/bWySpNCCHEw0OPnrHJY21/FzZ5WsLkp59+Yt68eWzevJkSJUrw8ssv88orr1CxYkVn1rHAkiVMnEuWMBFCCHEv5GYJkzyFfn379qVTp06sWrWKjh07Fsr13IQQQgjx8MpTZHPhwgVWrlxJ586dnRYkmUwmxo4dS7ly5XB3d6d8+fJ89NFHWCwWW54rV67Qt29fgoKC8PDwoEOHDpw8edKunJSUFIYMGUKxYsXw9PSka9euXLhwwS5PdHQ0vXv3xtfXF19fX3r37k1MTIxTnkdBY7FYiIyM5J/EfzigP2DrajNj5l/Dv+w37CfcEM6/hn9tj93OjJm92r0s0y9jn3Yf5rR/GdOEEEI8XMyYCdeGE64NL5TngTy1KAUEBNj+/vHHH5k1axYRERGEhYUREhLCtGnTKFeuHN26dctxmZ999hmzZs1iwYIF1KhRgz179tCvXz98fX0ZNmwYSim6d++OwWDg119/xcfHh6lTp9KmTRuOHDmCp6cnAMOHD2fNmjUsWbKEokWLMnLkSDp37szevXttXUkvvvgiFy5cIDQ0FIDXXnuN3r17s2bNmrwclgLJbDaz6pdVWS5h8myxZ+3yOlrCpKtnV9v99CVMMqYVtqnrhRBCZC+FFDp5dgIK53nAKaOuvv32W95//32GDx/OhAkTMJutEaWfnx/Tpk3LVaAUFhZGt27d6NTJetDLli3L4sWL2bNnDwAnT55kx44dHDp0iBo1agDwzTffEBAQwOLFi3n11VeJjY1lzpw5/Pjjj7Rp0waAhQsXEhwczIYNG2jfvj1Hjx4lNDSUHTt20KhRIwC+++47mjRpwvHjx6lSpUqO65xkSiLRmJgpXavR4qZ3s93PKk86DRrcDe53lTfJmIQi66FmGfNiBJR1GxQkaZIg1ZYZDLeyJpuSMRgN6Cw6Ekm8lS+tfh4GD7tys6vz7XmTTclYlCVTnkRjonX/Ru6YN5273h2NRgNAiikFs3L8ayY3ed30bmg11lbSVHMqJovJKXldda7otLpc5zWajRgtRod5XXQu6LX6XOc1WUykmlMd5jVoDRh0hlznNVvMpJhTHObVa/W46FxyndeiLCSbkp2SV6fR4aq3/iBQSpFkSnJK3tx87gvid4Sz8oL95z43ee/0uc9NXvmOsMrP7wjbGriW7N+XBe07IqecEihNnz6d7777ju7duzNp0iRbev369Xn77bdzVVazZs2YNWsWJ06coHLlyhw4cIBt27Yxbdo0wNqlBtaJLtPpdDpcXFzYtm0br776Knv37sVoNNKuXTtbnqCgIGrWrMn27dtp3749YWFh+Pr62oIkgMaNG+Pr68v27duzDJRSUlJs+wfrYG6Aht81BLdM2WldrjU/9vjRdr/2t7UdfsE2Kd2En5/7GYB1a9147WAdTC7Xs8xbp0Qdfu/1u+1+qwWtuBB3Icu8lYtWZnOfzbcSvgOuQVOaZs7sCwy/dbfvH305HHU4y3Jbubdi18BdtxIWQZ2zdbLM665359TQU7b7A9YMYFPEpizzMgb44NbdoX8MZe3JtVnnBU4OOWn70nx3w7ssP7LcYd5/3/iXoh5FAfhw64csOLDAYd4dr+wg2DcYgM+2fcasvbMc5t308iaqFLO+X6bvnM7UHVMd5l374lrqBtYFYM6+OXzy9ycO8y5/djlNg62v06KDixizaYzDvAu6L6BNeeuPgl+O/cJb695ymHdW51l0qdwFgD9O/cEbv73hMO/U9lN5vsbzAGw5s4U+q/o4zDuh9QT61u0LwM6LO3l2+bMO845tPpaBDQYCcPDqQTr91Mlh3rcav8XIpiMBOBl1ktY/tHaY9416bzCu5TgALsZdpPGcxg7z9qnTh0+fsLaw3ki6Qe1ZtR3mfbb6s0zrMA2w/jCqNL2Sw7ydKnXi/7r8n+1+dnnv9jsCoNH3jbiRdCPLvHn5juj4U0dORJ3IMm9pn9LsfHWn7f7Ty57mwJUDWeYt4l6EgwMP2u73XtmbsAthWebN1XcEcPGti7a/5Tvi/n9HdKlhzcspqLM46/MAFLzviJxySqAUERHBI488kind1dWVhISEXJX17rvvEhsbS9WqVdHpdJjNZiZMmGCbuLJq1aqEhIQwevRoZs+ejaenJ1OnTiUyMpLLly8DEBkZiYuLC/7+/nZllyhRgsjISFue27sO0wUEBNjyZDRx4kQ+/PDDXD2fu3H1ihaTEchd0CuEEEIUCssXu7N3mvUcXq5FFi0R91CepgdIV716dSZOnEi3bt3w9vbmwIEDlC9fnq+//poFCxawd+/eHJe1ZMkSRo0axeTJk6lRowbh4eEMHz6cqVOn0qeP9dfs3r17eeWVVzhw4AA6nY42bdrYBpP//vvv/PTTT/Tr18+u9Qegbdu2VKhQgVmzZvHpp5+yYMECjh8/bpenUqVKvPLKK7z33nuZ6pZVi1JwcDC7/tuFv59/pvx326y+cJ4H775toHX7JGYviMk2L+SsqdxoNPJ/s/6PT0d9Cgq2X9mOu3InSZNE0xJN0zODIW2MksmVhJQEvH280emsXW91vG79UjgQfwAPgweVvNN+LRvhwM0DDvumc9T1lpBInQp1wHhregBpVr//zerS9SZdb3eTF6Tr7W7yPojfEUad0XousMCBGPvzgFIQvldPTLQWF70LzVtYcHOz/9ynpsJHY3w4G6Hn8iUdZ0/rwWIAs/Wz/GL/OD6cfNVhHe7mO+KeTQ+QbtSoUQwaNIjk5GSUUuzatYvFixczceJEvv/++1yX9d5779GzZ08AatWqxdmzZ5k4caItUKpXrx7h4eHExsaSmppK8eLFadSoEfXr1wcgMDCQ1NRUoqOj7VqVrl69StOmTW15rly5kmn/165do0SJElnWzdXVFVdX10zp7np3+/E6DuQkD4BWCxg90Zl1eBgcv0Ft+zfkYlJPw61tPJSHNThy0HLlpnfDw+Bxax6l2/Jlei4Ga1pOBvHdfmLIVLcMn12HebOQfiJzdl4XnUuO+7TzK69BdysIcWZevVZv+0J0Zl6dVoeHNmfv99zk1Wq0Of8c5SKvRqPJl7yQ8899fubNzXdEQcibm8+9fEdY3c/vCGP6F7c283ngjzVuvNrr1jyDJQLNDB11E1dXUMobpeDgAQNL53ra8ri5Kd77KA43d+uPgUpVTPnyuc8ppwRK/fr1w2Qy8c4775CYmMiLL75IqVKl+Oqrr2wBT04lJiZmmmpAp9PZTQ+QztfXF7AO8N6zZw8ff/wxYA2kDAYD69ev57nnngPg8uXLHDp0iM8//xyAJk2aEBsby65du2jYsCEAO3fuJDY21hZM3S9pP2jI4ikLIYQQD4yI/6xhhn8RM2azhiuROsaM9Msy72uD46n7aCr1GxkpFVxwphlw2lzjAwYMYMCAAVy/fh2LxZLl+J+c6NKlCxMmTKBMmTLUqFGD/fv3M3XqVPr372/Ls3z5cooXL06ZMmU4ePAgw4YNo3v37rbB276+vrzyyiuMHDmSokWLUqRIEd5++21q1apluwquWrVqdOjQgQEDBjB79mzAOj1A586dc3XFW37Qaq3N03nvFL29TC2P1HuEZ449k2kJk8E3B+doCZNhKcPYqdtJI3Mj2zT1WaUJIYR4eOjR81bKW7a/b5eUaP3l36VHMr1fSeDrKd4kxGvQaLjtpihb3sz/PozDkLOGrnvK6We2YsWK5Wn76dOnM27cON58802uXr1KUFAQr7/+Ou+//74tz+XLl3nrrbe4cuUKJUuW5OWXX2bcOPtR7F9++SV6vZ7nnnuOpKQknnjiCebPn2+3HMeiRYsYOnSoLcDq2rUrM2bMyFP9nSKtRSmbbvdc0+l0NGrUiKqxVdHF31rCxAUXhsQPyZQ/46RhLrjwTuo7mfJllSaEEOLh4YILI1NHZvlYYlqg5O6hqF7TxKz50feyak6Rp0Dpv//+Y8KECcydOxeAMmXKEB8fb3tcp9Oxbdu2XLXQeHt7M23aNNt0AFkZOnQoQ4cOzbYcNzc3pk+fzvTp0x3mKVKkCAsXLsxx3e6VtDjJqS1KQgghxL2W3qLk4fHgntDyFChNnz6dwMBA2/3o6Gjef/99W7fb0qVL+fLLL5k1y/H8EiKz9CFazgyUlFJERUVxyHgIH18fKlMZLVosWPhP/x8WrM1XWrRUMFXItL0FC8e1xzmrOUuICqGKxRr8ZkzT5m1VHCGEEA8YCxZOaq2rNVSyVLI7DyQl3WpRelDlKVDasGFDphabp59+mvLlywPWWbVfffXVvOzioWQbzK002WfMBZPJxPKlyzMtYZKsSaZz8c52ebNawiSZZNp4trHdT1/CJGNaYZu6XgghRPaSSaa1p3WSx4znAVvXm/uDGyjl6ef/2bNnKVeunO3+q6++arsSDayBUsaFaMWd5UeLkhBCCHGv2brePB/cy7jzFChptVquXr01CdSXX35J0aJFbfevXLmCoSAOYS/gZHoAIYQQhYGt6+1hbVGqUaMGGzZscPj4unXrqFmzZl528VDS5MP0AEIIIcS9lpSQFih5PrgntDwFSv369WPChAmsXZt5QcI1a9YwadIk+vXrl5ddFEgzZ86kevXqNGjQIF/K19gue8uX4oUQQjzELBYI2+bCurVurP/DldgY542HzagwtCjlaTD3gAED2LRpE126dKFq1apUqVIFjUbDsWPHOH78OE8//TQDBgxwVl0LjEGDBjFo0CDi4uLsxmQ5i3S9iQdJ9A0NfZ4ryuVL1t9dTz2XxOgPbt7nWomHnVJw5rSO5GQNBhdFhYrmWz9CH3Irl7kz9LVby3u1eiKZRStv5Mu+HvrB3ACLFy/mp59+onLlyhw/fpxjx45RqVIlFi1axLJly5xRx4eODOYWD5KtG93Yu8uFSxf0XLqg5/9meMl7V9x3c771pNkjJWjTJICW9Uow+RPv+12lAuPfcOvY4cAgMxqNYstGN76b6cmyRe7cjHNuNHlrMPeD+6XglJm5e/bsmes13YRjt1qUnPeG1Wq11Kpdi07HO2VawqR/fH/MmNGgQYvW4RImA1IHsEu3i4bmhrZp6rNKE7lnMsHF89bZ0v2LWPDxfXC+VCJOW+vd9slk1v/hRmqqhhtRWooWs7B0kTsrlnigFFy+qONKpPVXQKXKJlb8EXXf5la5ekXL1Ene3IzVoNPDy68kUL+R49XUC6OUFNi9wwWzSYOnl4V6DY131eJiMkFMtPV19faxkMW64U63Z6eBX392t31H1qqbyvMvJdnV/88/rIvlenhaSEzQ8tsqN94ZZ9/SmZig4dLFW6s1hJQzFcglNJztwjnrcx4y8iahv7nz92ZXPhht7R05ejie8Z/G5ao8PXreSH3D9vftHuqut4SEBDw9Pe+c8S7zP8zyo0VJp9PxWLPHqBlbE91N+yVM3r35bqb8WS1h8kHKB5nyZZWWWyYT/LvfwM04N6AZALt3uOHmnrNVs+81rRZqP5Lq1BPCc52LsnO7tUA3N8XGHVcpWz7/F4X8a7MLB/ZZj3OVakbadUzJMl9CvAalwMVV4ZLhZTlz2vo18miDVPbvMXD9mo7Ll7QUKWrho9G+xMRkbrg+sN+F/XsNNG2emuX+Dh/UM+dbL4xG60R1Q96KJzjETFKihuED/bh0wfr+7dg1iYHDEnL9vJf86MGPc259H50+qee3zddzXc6D5tpVLcsWeZAQr2HpIg8iL90KEiZNi6F3/0SH265c5s6UT70xm0GnheIlzGi1cPK4nhtR1nL8/Cz0GZBAyVJmqtUw3jH4XLnMnZ1hLigF/53QE33D+l6pVdfIU88l4eauqFHLiKeX/ZfhyEF+nDpxe0TjyafjfSgeYKFD52TeGn2TA/usj//48w2e7VSU/04a+HqKFyUCzXR9Ogll0dCyQXEuXbh1GmzUNIVfQqMwm63Py2QEg4t19XptIZpL9/w563MOLmPm/QmxTJ/izbkzOsL3uXD0cPaRolLw3ykdyYnWHxmVq5pw0bkwLmVclnkTEx7iFqWKFSsyZMgQ+vbtS1BQUJZ5lFJs2LCBqVOn0qJFC0aPHn3XFX2YPGxjlCa878P/zfBKu/c3AC/2uH/1yYmOXZP4bqFz1iy6GaexBUlarSI5WcOenS6ULZ/klPIduXpFS++ni2Iy3foZ/ve+K5SveCtAUwoG9vNnzS/uAHh6Wfjlj+vUrGOy5UlfHbxcBRMlS5mtgdJFHQElLMTEaNFqFdO/i8HL20LFyibeGebHP1tdOX1K7zBQGjPSl907bkWiygKTp8fy5x+u/LbS3Zb+734Dr76ZwN5dLox925ekRA16g+Ld92/SsWsya3914/df3Wz5GzdLpXf/RC6ntSI0aZZC2DZXDh4wkJSocdjCZbFASrL1OLm6qTyfNE+d0PO/kb4k3NSg0cKj9VMJDLLg4qJ46vlEihTNXI9LF7XERGv5d7+BJT96kJCgxaBXjHjvJm2fzDrAzWjyBG8WzbP/wRpS1sTZM3pmfeXFzTgtASXMPN3T+t5btsidc2esr+/87zxtLUcAZyIynz5iYrR8NdnaxaXXK7bsvkrpMma2bnQlIf7WCfPxtinERGsZMsAPlcXEuseOGFj+k3XSwoZNUli5Lsr22I0ojS1IGvr2Tc5G6Ph1hQdR13VEXddx7IiBnxZ4EH9Ti4enhQaNU6ld10j4Phc++8gHgC8/86ZGLSOXLugxGBSenorYWOvncMc/LqxY4s5PC24dp8CSZvyLWLBYrJ8JpaBIUQtNmqVicFGUK2+iTYcUtFrQ6pTtR5RScCVSi8UCPj4KL++CESyktyiVLmOmSjUT386PZud2F57qUIxzEdbHLp7XsWen9TiXKWvmkfrWoHfBdx6MedvPVlbvVxKY9GVslvtJTb3VM/JQtiht2bKFsWPH8uGHH1K3bl3q169PUFAQbm5uREdHc+TIEcLCwjAYDIwePZrXXnvNmfUu1DSatDeUk5cwiY2L5WTySby8vQgm2LaEySXdJSxY0KT9CzJnDnwtWDivOU+kJpJAFUiwCgbIlJbVEia3t4xl1bT/1ybrt0rJICOXL50GoFyFcmg0Be8nXFKShssXdfx30vrRSU6GXWEumIwaPDwVDRqnotNBUhK2k3HRYhZ8/Ry/mCePW8sqEWjm8bbJLPnRk/NpX2RJSRAXq7WVo3dS76ZSsOlPV0wmDSVLmdFqFRfP69m9w4WkJCPPdylKTLQ200ksIV7Ljn9cqVbTxOsv+3PwgMH2PMuVN1EyyMzBcLh8SWf7BVkmxEz3Z28FfVWrG22B0o0oDWNG+hETrUGnA43W+h7ZvcMVrVbxwsuJLJrvya4wazPW3l3W/5/sksTWTa4kJmg5d0bHj3M87H4JfzzWB18/C0MH+JOcfOs5/LrCnS49krh21XpMO/dIIuK0nshLOt4b4UvpYDO9X0kgsOStXymxMRo6PV7cFhCWKWvipX6J+PhaSE7SEPGfHosCV1dFy9YpeHgqflnqbhsHUjrYzJffxuDtc+s9MOtrT/7ZeisQ3L/nVjPd3l0ufDs/mqQk+OZLb85E6LgSqbPLf7tpn3nnOFDas8O6n/adkihb3kzv/gkUKWrh0cqBnInQM+F9ayDh7aPw9rHw1pv+dttXqGRk2qwYjEaN7Rh6eSkea5mCxQJfT/bm+FE9Rw8ZOBOhp3Pr4phMEH/T/rP8vw/jqFDJhFIagkqbePHlRPyLWqhQycTlizoW/+DB9Ws6Tp/SsyvMlajrWnx8Lfyz1ZXwtJaiCpWMvPu+tSvtnXE3uXBex56dLnzxqTdXr1jfk63apKDTwceTY1k4z5OYaA3r1rpz/qye82etr+f4T2Pp93oifZ8vwvo/3Hj6yVsLuweWNBN1XUvkZR2Rl3VklP4D53Y6naJn70R6909k4gfebN1kDdRdXBRrNl6jRm0TM6Z6ceLY/RmqoCwQm9bKWzr41o+iMmWtP34unNeRmgpPdyxqO0Zgfc80bJrK3FnWANLP30JMtJYVS9zp1S+eC6nXuHLBlSKqCBo0VKxs/T5I91AuYVKlShWWL1/OhQsXWL58OX/99Rfbt28nKSmJYsWK8cgjj/Ddd9/RsWNHtIWpzfIeSA8mnNn1ZjKZWLxwcZZLmDwR8IRdXkdLmDT1amq7n76ESca0jEuYvNnPj19X3Ep7tEEqy367jntao0Bigsb2hbF87QWaPVIVgD+3ncTDs+Ath7J7p4HubYvbWhfef8eXRfNv/fIcNyGWPq8m8HjDANuXjKeXhT+3XaNseTMx0Ro2hFrH8bi5Kdo+mWwLlCpVNVG6jPWL5cI5HRfP63iiSXFuxlk/P9VqGFn153X27HRh8ifexKf9Qvf0VNSsa/21t22zKxfTuqWq1jDSpUcyrq6Kk8f1/POXK8oCCQkarl+79aXf86VEUlNh5pferP/DjT/WuBN9w/6k8P6nsfx3Qs+i+dZWhf9O6vljza2WnSJFzVSoZKZkkDXA2PmPCyfTXteKVUx2ZZWvaL1/+KCBKRN8WP2LO1lp9UQK742/yaL5npw6YWD0CF82rLO+Lzt1S+b8OR2HDrjw3yk9Rw5ZT57jP43lq8nenDuj57nO1hNe9VpGnu+VyNRJ3sTGaLlwTse1q9bnF1DCQuOmKaz62YOfF1vfb9eva/lsWiyffeTN76vdiI/X2nVRnTuj59PxPlnW+ftvvDKlHQy3tiAVC7BQpKgFPz8La391t9XXz9/C7h0uJCdr+GWpB6t/cWfrJlfbyex2fv4WXF0Vj7dN5vG2Kbz+chEO7Dew4x8XtFq4fk2LMdUaEP4bfiv4erxNMq8PSbB91iZNiyWgxK1gcObcaNatdePYET3/7nfht1Vu+PlZH69ZJ5UGjVLR6eH5lxKpXtP+9bzdqLHWwGX3TgNPtS9ma4Hy9LJQ+xEjCfEa/t3vwtzZnpSrYC2ndbsURrwXb1fOc72sgXWbJsU5etjAhPd92LHNhbNnbp2y0ls4AMqWN1O2vJlmLVN59oUkoq5bWzKrVLfu49EGRh5tEAPAgX3x/L7GDRQUKWbhpbTuxtcGx7N7hwsJ8dagfeCweN4ec5OYaA0HD1jfXxqN9aaUNbg9f05HUoKGDevcbD9ozGYNi+Z72n0vaDSK1FQN27a6ggYmfZj1++deKl3GZNelWSLQ+t5KSdGweoU1mHRzUwSWNHMmQs+6te6sW2t93/r4Wth95ApPNCnOuTN6OjQrAZTItI/0z7rBoB7osV95DmlLly7NiBEjGDFihDPqI7h9rbf7W4+7lRCvIWybC1cidXZBEsC+3S48UikQvV4RVNqCTqewWDQEljRTIjD/x+TklVta/JiSan2RItLG5xQrbu1y+v4bLw7/a+D8WT16vUKns7bCPN2xGMWKmzl1Qk9y0q0ToIenBe+05vjKVYyUCbEeg/Pn9Py+2s0WJAEcPWygSqmSWdbrwP7M47kOHXDh0IHsx3l5eFro/mwSp05Yn8ftwc/SNdet4w9cFH7+ikkfWbtUYmOsg7UBSgWbmL0gmrLlTbh7KIJKW+u/6udbr3slB4HSti2ubNtiPaBvvXeTMmVNWCzWpnqtVvFE+xSKFLVQrYaRo4cN/JA2pkijsbbc/fm7G4cOwJGDBlsLX9enk/DxtTD9C28sFuuK5Z9Ni+HRBkZWLXdn/14Xzp/Tc+2Ktf7FAyz878ObhJQzE/GfntW/uLM7zIWo61qmf+Fla1HTaBQ/LL9B1RpGZn3tZRsjpdFan4+ri+LEcQP/7jOggKJFLbzQx3oCfneYLyePGzh53P7YFytupv8bCej1twKDlBQNa1e524Ikbx8LvfsnUCzAwqMNUmmQYcxP1epGjh0x2LWCZOWnBZ62rqRSwSa7IAmgQ+dkOnROZttWF57vUoxflt56/YaMjKdz9+Rsy8+oQSMj/4RfJep62uD9Kia8vBVJiRoerVKCyEs6W/DZuGnW3a8Aj7VM4ehhA0sX3qrPI/VS8fRWDBgUn+U2pYLNlAp2/F1S51EjdR7NPHaqafNUDp+NzJTu569o3ipzHZu1vJVmMt3qml3yowfff+tJaqoGPz8LH0yKZec/rnz5mTenT+kpVtx67CtWNvJiX8djwvJbi8ftWyG1WggOMXHqhIFhr1tbEtt2TObbedEsmu9ha9XVaKDrU0l4eCreeu8mkz70IdWouGG4CuVP01BTj5vReo4eNnD6lPVzWba84+D6QSCXKRVAD/r0AO8N9+WXZbe+2Dp1T2Li1FjCtrnwRh9/28n/9laLJs1y1nVwv7m4Wl+UlLTzRvqX44eT4vjfSF8uX9TZTjLvjY+jeasUOj1e3O7E4F/ETL2GRnbvcCE2Rkti2ljkBk1SbV0+Rw/puRFlLWfchFiqVDXRr2cRjEbr/po/nsKbw2+i18P5czrOp/3SLlHSTMvWKSQkaFi60IPrad0jBhfrXCmlgs24uJDW3WYNlNzdrSfPNh2SOXdGZyv/9hMBWFszwHqFU/qg28CSFrtf9t2fSSLsbxfbid7LR/HCy/aDrRs0MlKvYaotuGn8WAoj3rvpcNzP9O+j+WO1m22sQ806RkqXMdsCrsmfWH+dFylqpkSghZ69k+jZO/P4rtIhZvbvhfNndVy9mh4oWU+q74y7ybWrWlb/4s6JY3pmfmkNkipVMTLxy1iKB1jHVwF89FnurgiqUcvI2TM6UHAlUme7Cqh125RMXanfzovm7Ptxth9JJUtaMg1kvt3gt+KZMsEbown0OihewoJWqyhS1MLzLyUSWNLCzu0ufPuVF9E3tGh1ipf6OT45N2qaSu1HUvk3LfCuUMlIqyfu7rNZpqyZMmXtAxZ3D8X//XiDdb9Zu6OKBVjo3MPxWLyBw+Ixm7COx3JR9O6XSK26Be/qRL0e9Gmv0ysDE3hloP17/lpaV+DpU3r8i1g/R4+1SOX1wbm/ECE/deyazNdTrE0/rq6KXn0T0GjgpX6JWb5vnn0xiWdfTCKRRCp5VwJgUVrPwqEDelt35e3fEQ8iCZQKoPyYHuBeSh9fU6GSkVKlzbw7Lo6ixSx07p7MnmNXiIvVYjZbuzCMRuuXzGMtHoxAyTU9UErRpP1vTffztzD7hxv8sdrdNtCz3+sJuLnBhrBrtsGTOr2ifkMjHp6KhHgNe3e5YDaDr5814Egf93EjSme7kqhl6xSq1TBx9MJlUpI1aLXkaPqADybm/ITu7g4LlmU/4Zz/bYFSeotSkaL2LROly5jvOHGdu4di9YacX2FWrYaJajUytx60apvMt1952V6Lzt2Ts728PbiMNdA5flRPUuKtFqV0xQMslClr4twZPbOnW7vQ2nVMpkkzxy0eOVG3npG69XJ2otDpsBtMfyc9nkuix3PZD/qv/YiRAYNydkI2GOD3LdcxpTUA6PVZjyvMi+atUrNsoclKYEkLn0zJXWBaEFWodOu9l/5+rVy14AUP775/k6GjbqIs1osiMl7hmhs165jsLvp4kEmg5AQmiwmj2XlverOyniAtFuW0cjOWY7QYMSojRk3m8o0WI1qLFrPFjNFsxIIFIxm2z6JeRrMRI0ZS074Dx3wcTev2SWmPWdOKBlhvABWr2m+fmHCrTKPZ6NRj6ixavfXEmpqiwWg22loH9C5GGj2WQuPm9ickoxnKVjRStiKZ0l3cocntzfcW8C8Gn0+/zv491i6p6rVSqVg1CaMZ9C7WW/r295qnj/XrIjpGw7Vr1kDNr4hz3/u5Ube+kfDT50lKsgaPfv6WbI9LydLWY51+NZWHpwUX91S7bd4dH82C77xRFus4jF79YzGaC36XsNOlte6ZHpIrb/Nb6bSB0rf/ACpXOblAfsfpbwuOcvo9c/v5If08UNCZLDkP4iRQugszZ85k5syZmNO+QC3KQorJeS0itkBJKaeVazLZvylSTanolI5UTeZfdqmmVDCDxWQhxZyCTulIwb4eWdUrxZSCDh0pKWmL+mpTc1X/2/OmmFLQmTJfZXLf6a1nEKNRQ1JqCslpXXBaQ+6ea3a69Uyh223zt6YUkB9lnt7pXaYarl+3vsY+/s573ndD6wKeaV/sdzpOdRoo9PoitukQHm2QlKnubTqn0Kaz/bQPBeX4iweXqye8NeYa2zZbx4mFlDdSp0FcoXlv3X5+SD8PFHQWlfNfARIo3YWMa72F+IXg4+O8qxhOe6e1UmhcKOdfzillpqbaB0RlfMrgiScJZG6SL+NTBjezGyaTCX8/f3Q6XaZ8Zf3LZtqurH9ZPPFEkzazd5kigZTzz/lAqwSXW/so61+2QE5QWuy2T0yQRznMqWlzCBUvSTl/BxsVEgkh1v/jYw0Y4/0AqFDKl3L+D8bSEOUeg/MXTURFWbuTypd3QadzzudLiDuZ9CHwYfo9A1B43nu3nx/SzwMFXZwu5126TgmUypYtS//+/enbty9lypRxRpEPFIPOgEHnvGsfXdKLUhqnlasxaKhftz7t/2tPUFAQ7jp3DBhwx51XU1+1zcStQ4e7zh09ejRp+9fpdLjjzuu8zj/8w2M8hrvOenVUxjQDBoxpMZmHux5DLn5Y3P5cnX1MncX7ts+/2WiwtSh5expy9VwfRAFpF1ZFR2uIum4N5ksE6DDoHpwnHhhgvQkhnMcdd97kTevfaeeBgi435xenBEojR45k/vz5fPTRRzz++OO88sor9OjRA9d7sehPIZQfM3Pr9Xq6tu9K8+jm6FP0tiVMXHFlasrUTPkzLmHiiiuzmJUpX1Zp6Y1XD/K8GY6kD25VyjqQOyltHK2bW/bbFQZFilj/N5th2zbr38WyvypdCPEQcMWVmcy839XIN06ZCXLIkCHs3buXvXv3Ur16dYYOHUrJkiUZPHgw+/btc8YuHioP+vQA6YFSXq6YKKg0mltBUVLSraveHoZAyd0dgq0TsnMzbW3RypXvX32EEOJecOqU2XXq1OGrr77i4sWLjB8/nu+//54GDRpQp04d5s6di3pQz/z3WH7MzK2UIj4hngspF7jGNVTa+igKxXXNda5prnFNc43rmuu2x+y2R3GVqxzlKFe5ikr7lzENCnegBLeCotjbljdyz3py6ULn779h6VLrbedOqFr1ztsIIQo3heJa2r+szh8POqcO5jYajaxcuZJ58+axfv16GjduzCuvvMKlS5cYM2YMGzZs4KeffnLmLgul/Oh6MxqNfD7jc9sSJpdvXsYTTxJJpLxXebu8l29exg37JpJEEilx2xT18VjntcmY5oknxrQrQwtroJTeo3x7oPQwtCgBhIRYb0IIkS6RRAKwDv5LPw8UJk4JlPbt28e8efNYvHgxOp2O3r178+WXX1L1tp+b7dq1o0WLFs7YXaFXWLreCuMYJbgVFMXEWP/XanHaYrVCCCEKFqd8vTdo0IC2bdvy7bff0r17dwxZnCGrV69Oz549s9haZJQfLUr3ilKFv+stvUUpPVByc3P+7MVCCCEKBqcESqdPnybkDu3xnp6ezJs3zxm7K/Qe5BYls/lWvQtroJSxRelh6XYTQoiHkVMGc98pSBK5kx+Due8V420z1xfWQCnjGCUJlIQQovBySouSv78/miz6HjQaDW5ublSsWJG+ffvSr18/Z+yu0HuQu95unwD8YRmj9LBc8SaEEA8jpwRK77//PhMmTODJJ5+kYcOGKKXYvXs3oaGhDBo0iIiICAYOHIjJZGLAgAHO2OV9lXGtN2d7kLveHoZAKasxSkIIIQonpwRK27Zt45NPPuGNN96wS589ezZ//vknK1asoHbt2nz99deFIlDKuNabs+VHi5JWq6VOjTq0iGhByZIl0ae99Hr0vGh80W4JE30Wbws9el7iJcIIowlNbHkypqUHSnr9rYCvsJExSkIIcYsePX3oY/u7sNEoJ8wC6eXlRXh4OBUrVrRLP3XqFHXr1iU+Pp7//vuP2rVrk5CQeRHWB1V6oBQbG+vURXH374dHH4WgILh40WnFYjabiY6ORq+/tYRJdnlNJhP+/v53zHu7M2egXDnw8IDcvtQJCQl4eXkBEB8fXyAXxQV49ln4+Wd4/HHYvBkee+zWkh5CCCEKvtycv53ym79IkSKsWbMmU/qaNWsokrZAVEJCAt7eD8Yq4/dbYRijVFi73SDzzNzSoiSEEIWXU9rIxo0bx8CBA9m8eTMNGzZEo9Gwa9cufv/9d2bNsi6aun79elq2bOmM3RV6+bWESUpqCrGmWFx1rvjggwYNCkUiibZp5zVo8MAj8/YoEkggkUQ88LDNvJoxLTXVWvnCesUb3BqjdP269X8ZzC2EeJiln0cAPPBAQ+GaWM4pgdKAAQOoXr06M2bM4JdffkEpRdWqVdm6dStNmzYFYOTIkc7Y1UMhPwZzG41GJnw5IcslTEp6l7TL62gJE29utQimL2GSMS011RpAFeZAKb0F6dw56//pgZMQQjyMEknEi7RhE7KESWZGo5HXXnuNcePGsXjxYmfU6aEnXW8FW9eusHw5xMdbg6Snn77fNRJCCJFf8jxGyWAwsHLlSmfUBQCTycTYsWMpV64c7u7ulC9fno8++gjLbVFDfHw8gwcPpnTp0ri7u1OtWjW+/fZbu3IiIyPp3bs3gYGBeHp68uijj/Lzzz/b5YmOjqZ37974+vri6+tL7969iUm/lOk+epCnByjsC+ICtGsHV65YB6vfuAEvvHC/aySEECK/OGUwd48ePVi1apUziuKzzz5j1qxZzJgxg6NHj/L5558zefJkpk+fbsszYsQIQkNDWbhwIUePHmXEiBEMGTKEX3/91Zand+/eHD9+nNWrV3Pw4EGeeuopnn/+efbv32/L8+KLLxIeHk5oaCihoaGEh4fTu3dvpzyPvCgMLUqFOVASQgjx8HDKGKWKFSvy8ccfs337durVq5fpsu6hQ4fmuKywsDC6detGp06dAChbtiyLFy9mz549dnn69OlDq1atAHjttdeYPXs2e/bsoVu3brY83377LQ0bNgRg7NixfPnll+zbt49HHnmEo0ePEhoayo4dO2jUqBEA3333HU2aNOH48eNUqVLlro9HXj3ILUoSKAkhhChMnBIoff/99/j5+bF371727t1r95hGo8lVoNSsWTNmzZrFiRMnqFy5MgcOHGDbtm1MmzbNLs/q1avp378/QUFBbNmyhRMnTvDVV1/Z5Vm6dCmdOnXCz8+PZcuWkZKSYguuwsLC8PX1tQVJAI0bN8bX15ft27dnGSilpKSQkpJiux8XF5fj55UbD/Jabw/DGCUhhBAPD6cEShEREc4oBoB3332X2NhYqlatik6nw2w2M2HCBF64bSBI+gzfpUuXRq/Xo9Vq+f7772nWrJktz9KlS3n++ecpWrQoer0eDw8PVq5cSYUKFQDrGKaAgIBM+w8ICCAyMjLLuk2cOJEPP/zQac/VkQe56+1hGKMkhBDi4eHUucZTU1OJiIigQoUK6PV3V/TSpUtZuHAhP/30EzVq1CA8PJzhw4cTFBREnz7WKdK//vprduzYwerVqwkJCeGvv/7izTffpGTJkrRp0wawdrVFR0ezYcMGihUrxqpVq3j22Wf5+++/qVWrFkCWC/kqpbJMBxg9ejRvvfWW7X5cXBzBwcF39Tyzkx9db1qtlmqVq9HgbAMCAwPRYZ1tW4eO7sbudkuYpD92Ox06etCDXeyiIQ1teTKmSdebEEI8XHToeIZnbH8XOsoJEhISVP/+/ZVOp1M6nU79999/SimlhgwZoiZOnJirskqXLq1mzJhhl/bxxx+rKlWqKKWUSkxMVAaDQf322292eV555RXVvn17pZRSp06dUoA6dOiQXZ4nnnhCvf7660oppebMmaN8fX0z7d/X11fNnTs3R3WNjY1VgIqNjc1R/pz67z+lQCkPD6cWq0wmk7p27ZqKjo5WcXFx2d6io6PVtWvXlMlkytU+5s2z1v3JJ3Nfv/j4eAUoQMXHx+e+ACGEECIHcnP+dspVb6NHj+bAgQNs2bIFt9vWc2jTpg1Lly7NVVmJiYloM6ymqtPpbNMDGI1GjEZjtnkSE60zhGaXp0mTJsTGxrJr1y7b4zt37iQ2NtY2Seb9UhgGc8sYJSGEEIWBU7reVq1axdKlS2ncuLFdt1X16tX577//clVWly5dmDBhAmXKlKFGjRrs37+fqVOn0r9/fwB8fHxo2bIlo0aNwt3dnZCQELZu3coPP/zA1KlTAahatSoVK1bk9ddfZ8qUKRQtWpRVq1axfv16fvvtNwCqVatGhw4dGDBgALNnzwasV8917tz5vl7xBg/2YG4ZoySEEKJQcUYTlru7u627zcvLy/Z3eHi48vHxyVVZcXFxatiwYapMmTLKzc1NlS9fXo0ZM0alpKTY8ly+fFn17dtXBQUFKTc3N1WlShX1xRdfKIvFYstz4sQJ9dRTT6mAgADl4eGhateurX744Qe7fUVFRalevXopb29v5e3trXr16qWio6NzXNf86no7e9bafeXi4rwyU1JS1P8m/E+R9u9y3GUVFxenLsddtqXd/ljGrrd4FW+XJz7tny0lIkS9OSxVNW5srfuLL+a+jtL1JoQQD57bzwXx6sH47s7N+dspLUoNGjRg7dq1DBkyBLg1SDp9XqLc8Pb2Ztq0aXbTAWQUGBjIvHnzsi2nUqVKrFixIts8RYoUYeHChbmq373wQHa9fTGSb2bc6m8rVuw+1kUIIYRwEqcEShMnTqRDhw4cOXIEk8nEV199xeHDhwkLC2Pr1q3O2MVD5YGcHuBKCQC6dIFWreCll+5vdYQQQghncMpg7qZNm/LPP/+QmJhIhQoV+PPPPylRogRhYWHUq1fPGbt4qDyQLUoxfgA89xy89RZkMUWVEEII8cBx2jxKtWrVYsGCBc4q7qH2QA7mjvYHwM/v/lZDCCGEcCanBUoWi4VTp05x9epV2yX46Vq0aOGs3TwUHuQWJX//+1sNIYQQwpmcEijt2LGDF198kbNnz6IynN01Gg1ms9kZu3lo3D4xuFL29wustEBJWpSEEEIUJk4JlN544w3q16/P2rVrKVmypMMlQAqLmTNnMnPmzHwLAG8/fBYL6JwwI7xWq6ViuYrUPl+bgBIBdkuYtDO1w4wZDRq0aB0uYdKe9uxjH/WoZ8vTnvbsVfuIivFHIYGSEEI8bHTo6EhH29+FjUZlbAK6C56enhw4cICKFSs6o04PjLi4OHx9fYmNjcXHx8dp5d64AUWLWv82GuEul83LxGw2Ex0djV6vR3eH6MtsNmMymfD3979j3vh48Pa+9ben593VLyEhAS8vr7Ry4vG824KEEEKIbOTm/O2Uq94aNWrEqVOnnFGUIHPXW0EXE2P932AAD4/7WhUhhBDCqZzSVjFkyBBGjhxJZGQktWrVwpBhoa/atWs7YzcPjduXqHsQ5lJKD5T8/B6Q8VQizywWC6npC/uJB57BYLhjy7EQDyunBEpPP/00gG09NrAO4lZKyWDuu5AfLUqpqal8+tWnfDrsUwwGA//F/4cnniSQQAWvCiisO9Kg4b/4/3DDzW77BBIoTnGSSMIDD65ylZQUCFw+BOPeWsAIfP0sOKmRUhRgqampREREZLq6VTzY/Pz8CAwMLPRjTIXzJZBAANbJ865yFU8K17AJpwRKERERzihGpMk4mNtZjEYjRhcjRox26YmaxBxtn0SSNT/W/MsX6zH2m2t7vFjxB6CfUOSJUorLly+j0+kIDg5Gq5XA+EGnlCIxMZGrV68CULJkyftcI/EgSj8vFEZOCZRCQkKcUYxIc/u5pyCPUYo4nRbRVT4O9ffwwetPAe73tU4if5lMJhITEwkKCsJDBqQVGu7u1s/t1atXCQgIkG44IW6Tp5+Db775JvHx8bb7P/74o939mJgYOnbsmJddPJTyq0XJ2aKup1X0+aWw6CWatSjAlRVOkd6N7uLicp9rIpwtPfA1Go13yCnEwyVPgdLs2bNJTLzV3DZo0CBb8y1ASkoK69aty8suHkoPSovSjai0QKlo1P2tiLjnZBxL4SOvqRBZy1OglHEKJidMySR4cKYHkEBJCCFEYScjMQugB6Xr7UZ6fCSBkhCULVuWadOmOXy8VatWDB8+3Cn7OnPmDBqNhvDwcKeUJ4RwTAKlAig/ut40Gg1lSpeh8qXKNDU2RZv20mvR0szUjCamJjQ1NaWZqZntMbs6oaUZzfDFl+Y0R4vW1qLkWTTFliZEQdS3b180Go3tVrRoUTp06MC///57v6smxANPi5aWaf8K43kgz1e9vf/++7ZBgKmpqUyYMAFfX18Au/FLhcm9XuvNGQwGA6/2epWno59Gn3BrCRN33Pk96fdM+c3YPzd33Pmbv+3S0luUDhTdRAXnVFOIfNOhQwfmzZsHQGRkJGPHjqVz586cO3fuPtdMiAebO+5sYcv9rka+yVPo16JFC44fP87+/fvZv38/TZs25fTp07b7x48fp0WLFs6qa4ExaNAgjhw5wu7du/Ol/AdhMHdSEqTHwenr0glRkLm6uhIYGEhgYCB169bl3Xff5fz581y7dg2Ad999l8qVK+Ph4UH58uUZN25cpivAVq9eTf369XFzc6NYsWI89dRTDvc3b948fH19Wb9+fZaPL1y4kPr16+Pt7U1gYCAvvvii3cUw0dHR9OrVi+LFi+Pu7k6lSpVsgV6606dP8/jjj+Ph4UGdOnUICwu728MjhHAgTy1KW7ZscVI1xO0K8mDuS5egc2e4eNF6X6eDtAZE8RDLbjkTrVaL/raVnbPLq9Fo7JZAcpQ3r9MTxMfHs2jRIipWrEjRtEjf29ub+fPnExQUxMGDBxkwYADe3t688847AKxdu5annnqKMWPG8OOPP5KamsratWuzLH/KlClMnDiRdevW0bhx4yzzpKam8vHHH1OlShWuXr3KiBEj6Nu3L7//bm3hHTduHEeOHOGPP/6gWLFinDp1iqSkJLsyxowZw5QpU6hUqRJjxozhhRde4NSpU3bHWwiRN/JpKqA0GmuQ5Kyut9TUVCZ/M5mJr03Ezc2NQwmHbEuY1PSsabeEyaGEQ5mWMAndmsTTBz8g8c/HYH/XW/VssBudphFFKMJZzha6qetFzkycONHhY5UqVeLFF1+03Z8yZYrDuXpCQkLo27ev7f5XX32VZRf++PHjc13H3377DS8vLwASEhIoWbIkv/32m2128bFjx9ryli1blpEjR7J06VJboDRhwgR69uzJhx9+aMtXp06dTPsZPXo0CxYsYMuWLdSqVcthfW5f8ql8+fJ8/fXXNGzYkPj4eLy8vDh37hyPPPII9evXt9Upo7fffptOnToB8OGHH1KjRg1OnTpF1apVc3pYhMizBBIoS1kAznCm0J0HJFAqoNIDJWe2KCUmJpLgkUACCXbpUdrsr1q7ehU6P+GG2fyZLe37H5OpWdtC4yrNAEUUcuWbKNgef/xxvv32WwBu3LjBN998w5NPPsmuXbsICQnh559/Ztq0aZw6dYr4+HhMJhM+Pj627cPDwxkwYEC2+/jiiy9ISEhgz549lC9fPtu8+/fv54MPPiA8PJwbN27Y1s47d+4c1atXZ+DAgTz99NPs27ePdu3a0b17d5o2bWpXxu0LjqcvPXL16lUJlMQ9d53r97sK+UYCpQIqvfutIEwPcOoUmM0a8LoJT/4Bj+7j+V7j0uooK8gLayuKIxnXg3v77bcd5s046eGwYcPyVrHbeHp6UrFiRdv9evXq4evry3fffUfnzp1trUXt27fH19eXJUuW8MUXX9jypy/zkZ3mzZuzdu1ali1bxnvvvecwX0JCAu3ataNdu3YsXLiQ4sWLc+7cOdq3b2/rbnzyySc5e/Ysa9euZcOGDTzxxBMMGjSIKVOm2Mq5vZsy/djJYsVCOJcESgWUVgtmc8EYo3TpUtoftf+FZc8DoGHc/auQKHByM2Yov/LmlkajQavVkpSUxD///ENISAhjxoyxPX727Fm7/LVr12bjxo3069fPYZkNGzZkyJAhtG/fHp1Ox6hRo7LMd+zYMa5fv86kSZMIDg4GYM+ePZnyFS9enL59+9K3b1+aN2/OqFGj7AIlIUT+k0CpgEr/YV2gAqVSF+9rPYTIi5SUFCIjIwHrFWUzZswgPj6eLl26EBsby7lz51iyZAkNGjRg7dq1rFy50m778ePH88QTT1ChQgV69uyJyWTijz/+sI1hStekSRP++OMPOnTogF6vZ8SIEZnqUqZMGVxcXJg+fTpvvPEGhw4d4uOPP7bL8/7771OvXj1q1KhBSkoKv/32G9WqVXPyURFC3InTAqWYmBh27drF1atXMzX9vvzyy87azUMjvbeiILSip1/hRtClbPMJUZCFhobaxvF4e3tTtWpVli9fTqtWrQAYMWIEgwcPJiUlhU6dOjFu3Dg++OAD2/atWrVi+fLlfPzxx0yaNAkfHx+H05889thjrF27lo4dO6LT6Rg6dKjd48WLF2f+/Pn873//4+uvv+bRRx9lypQpdO1660IJFxcXRo8ezZkzZ3B3d6d58+YsWbLEuQdFCHFHGuWEBdrWrFlDr169SEhIwNvb226cgUaj4caNG3ndRYEUFxeHr68vsbGxdoM+ncHDwzpXUUQEZHGxS66lpqby4ZQP+fR/nwJw+eZl21VvJb1L2uW9fPMybmY3TCYT/v7+9O2rY+FC4LN34J3JAMQTD4AXXrbt4onP09UOCQkJtquS4uPj8fQsXFdOFAbJyclERERQrlw53Nzc7ryBeGDIayvuVgIJtnNBXs8D90puzt9OaVEaOXIk/fv359NPP7XN0i3yxtmDuTUaDSVLlKTM1TIU8S9it4TJI+ZHsGBBk/ZPi5aLFzUsX+6OTqdh505rGWVLuXAVD6pS1bb9ozzKMY7ZpQkhhHh4aNFSn/q2vwsbp7QoeXp6cvDgwTteDlvY5GeLkrc3xMdbrzir4KT1QcxmM9HR0ej1t5YwceSVV1xZvtx+IO3ff0OzZs6pS1akRangk1aHwkteW/EwuectSu3bt8/RvCGFRX6v9Qb3fzD3mTPWXwXt2ilCQjSUKwcZpnARQgghCj2nBEqdOnVi1KhRHDlyhFq1atnN7QHYDVAsDAYNGsSgQYNsEWl+uN+Dua9etUZqY8daaN48+9YnIYQQorBySqCUPlvtRx99lOkxjUaTry0vhZWzW5SMRiNfzv6SSb0n4eXlxe7E3XjgQSKJNPRsiAVrRKZFy66EXVy7Zu0CK1HCun0iiVSlKpe4RClKcZSjAJnSPJAxakII8TBJJJHqVAfgCEcK3XnAKYGSzATrfM4ezK2UIjYulmjfaKKJtq3tplCc056zyxsfD4mJ1gqkB0oKxXnOA3COc7bts0oTQgjx8FAoznLW9ndhU/iGpxcS6V1v92OM0tUr1p17eCi8vO6QWQghhCjEnBYobd26lS5dulCxYkUqVapE165d+fvvv51V/EPnfq71du2a9W1RvLi0FAohhHi4OSVQWrhwIW3atMHDw4OhQ4cyePBg3N3deeKJJ/jpp5+csYuHjrNalMxmOH3aektKSrvkN9Gd3s/60aCBBy0aFINRn1vTL5SCwdOZ8qm1GSkgQAIlIYQQDzenBEoTJkzg888/Z+nSpQwdOpRhw4axdOlSJk2alGn9ojsxmUyMHTuWcuXK4e7uTvny5fnoo4/sxkHFx8czePBgSpcujbu7O9WqVePbb7/NVFZYWBitW7fG09MTPz8/WrVqRVJSku3x6Ohoevfuja+vL76+vvTu3ZuYmJi7Pg7O5KzB3E8+aZ2HqVo1F76aOBoO1IbfOrNhnRvHj+s4eVwPU0ZBjC9MGw4zB/P3FlcAypaVQfhC3G9nzpxBo9EQHh5+v6sixEPJKYHS6dOn6dKlS6b0rl27EhERkauyPvvsM2bNmsWMGTM4evQon3/+OZMnT2b69Om2PCNGjCA0NJSFCxdy9OhRRowYwZAhQ/j1119tecLCwujQoQPt2rVj165d7N69m8GDB6PV3nrKL774IuHh4YSGhhIaGkp4eDi9e/e+iyPgfLmZHkAp2LQJliyx3latgoQEa2vS5s3WPHq9wmLWw9S34NduADz7rJHiAWnB0PEqcLAWAN2fTmLixETefz/Byc9KiPujVatWDB8+PFP6qlWr7JZcuhvpgUxAQAA3b960e6xu3bp268UJIR48TrnqLTg4mI0bN1KxYkW79I0bNxIcHJyrssLCwujWrRudOnUCoGzZsixevJg9e/bY5enTp49tMcvXXnuN2bNns2fPHrp1swYBI0aMYOjQobz33nu27SpVqmT7++jRo4SGhrJjxw4aNWoEwHfffUeTJk04fvw4VapUyVW9nc1Ri1Lv3rBmDej1YDBYbwkJkHE5vbffhhEjwGQCnQ5++cVM1656+KGPLc+zzxq5dEXPtas6ShxpRdTRWpiAV95Ioll9LSbTrZ1r0FCVqkQQQXnKo8FawazShHgY3bx5kylTpvDhhx/e76oIcU9p0NimByiM5wGntCiNHDmSoUOHMnDgQH788UcWLlzIG2+8wbBhw3j77bdzVVazZs3YuHEjJ06cAODAgQNs27aNjh072uVZvXo1Fy9eRCnF5s2bOXHiBO3btwfg6tWr7Ny5k4CAAJo2bUqJEiVo2bIl27Zts5URFhaGr6+vLUgCaNy4Mb6+vmzfvj3LuqWkpBAXF2d3yy9ZDeZOToaFCyE2FqKiIDISzp+3Bkl6vXV5kdq1rXl37IBzaVf9BwVBx456nnxS4e9vwd/fQtOmJlq2NFM1LXZsuuYTTOeDAKhd2X7CUAAPPDjKUZJJts2TkVWaEA+yDz74gLp16zJ79myCg4Px8PDg2WefzVGX/JAhQ5g6dSpXr151mEej0bBq1Sq7ND8/P+bPn2+7v2vXLh555BHc3NyoX78++/fvz1TO6tWrqVSpEu7u7jz++OMsWLAAjUZjV8/t27fTokUL3N3dCQ4OZujQoSQkSCuxcD4PPDic9q8wngec0qI0cOBAAgMD+eKLL1i2bBkA1apVY+nSpbYWnpx69913iY2NpWrVquh0OsxmMxMmTOCFF16w5fn6668ZMGAApUuXRq/Xo9Vq+f7772mWthDZ6dOnAeuX3pQpU6hbty4//PADTzzxBIcOHaJSpUpERkYSEBCQaf8BAQFERkZmWbeJEyfes1+LWQ3mjo6+9di//1pbi4xG6618eeucR+Hh8MgjcPjwrUCpTBlrq9KaNZZMa71VrmyNxFautAZHJUpY8Pe3dtsJkVMJOD4B69DhhluO8mrR4o77HfPm5+rkp06dYtmyZaxZs4a4uDheeeUVBg0axKJFi7Ld7oUXXmD9+vV89NFHzJgx4672nZCQQOfOnWndujULFy4kIiKCYcOG2eU5c+YMzzzzDMOGDePVV19l//79mX6QHjx4kPbt2/Pxxx8zZ84crl27xuDBgxk8eDDz5s27q7oJ8bBySqAE0KNHD3r06JHncpYuXcrChQv56aefqFGjBuHh4QwfPpygoCD69LF2G3399dfs2LGD1atXExISwl9//cWbb75JyZIladOmjW3g9+uvv06/fv0AeOSRR9i4cSNz585l4sSJAFmOTVBKORyzMHr0aN566y3b/bi4uFx3LeZUVl1v6d1r/v5Qo0bW21WpYt02OhrSeyvLlHG8n6eeMhEaaiIqSoNGA/37G/NeefHQ8cLxhFsd6cha1truBxBAIolZ5m1JS7awxXa/LGW5zvVM+fJzUrvk5GQWLFhA6dKlAZg+fTqdOnXiiy++IDAw0OF2Go2GSZMm0aVLF0aMGEGFu1jNetGiRZjNZubOnYuHhwc1atTgwoULDBw40JZn1qxZVKlShcmTJwNQpUoVDh06xIQJE2x5Jk+ezIsvvmgbl1WpUiW+/vprWrZsybfffiuL3gqRC07peitfvjxRUVGZ0mNiYnK9UO6oUaN477336NmzJ7Vq1aJ3796MGDHCFtwkJSXxv//9j6lTp9KlSxdq167N4MGDef7555kyZQoAJUuWBKB69ep2ZVerVo1zac0sgYGBXLlyJdP+r127Ron06agzcHV1xcfHx+6WX7IazJ3eouTv73g7d3dr6xJA2vcoZcpYlzD5+vuvqaWpRWOvxrYTlXeJBC6vr0Xyvuok7a3Ot4MeyfIklkgi1aiGG25UpzqJaf8ypgnxoCtTpowtSAJo0qQJFouF48eP33Hb9u3b06xZM8aNG3dX+z569Ch16tTBw+NW90WTJk3s8hw/fpwGDRrYpTVs2NDu/t69e5k/fz5eXl62W/v27bFYLLm+wEaIO0kkkRpp/wrjecApLUpnzpzJcj23lJQULl68mKuyEhMT7a5MA9DpdLZWIqPRiNFozDZP2bJlCQoKyvTFduLECZ588knA+uUTGxvLrl27bF8yO3fuJDY2lqZNm+aqzvkhuxalIkWy37Z7d/jiC+vfej20bm1tKbsedZ3IopFEEmm3hMkx3TG77bP6ta5QHMOa7yhHbXmyShMPn3jiHT6mw35R5as4HsOjzfDb7Qxn8lSvdD4+PsTGxmZKj4mJueMPnvQW5pxeHTdp0iSaNGnCqFGjsixLZbhCw2i81Yqb8bGsZNXqnXE7i8XC66+/ztChQzNtXya7JmYh7oJCcYQjtr8LmzwFSqtXr7b9vW7dOnx9fW33zWYzGzdupGzZsrkqs0uXLkyYMIEyZcpQo0YN9u/fz9SpU+nfvz9g/cJr2bIlo0aNwt3dnZCQELZu3coPP/zA1KlTAeuX0ahRoxg/fjx16tShbt26LFiwgGPHjvHzzz8D1talDh06MGDAAGbPng1Yr57r3Lnzfb/iDbIezJ2TFiWAKVPgvfes44w8PMDbG1JT86eeQkDuxgzlV97sVK1alT/++CNT+u7duzN93s+dO8elS5cICrJe3BAWFoZWq6Vy5co52lfDhg156qmn7K64TVe8eHEuX75su3/y5EkSE2/9Aq9evTo//vgjSUlJuLtbx2rt2LEj03P5/fff7dJuvyoY4NFHH+Xw4cOZrkQWQtwFlQcajUZpNBql1Wptf6ffXFxcVOXKldWaNWtyVWZcXJwaNmyYKlOmjHJzc1Ply5dXY8aMUSkpKbY8ly9fVn379lVBQUHKzc1NValSRX3xxRfKYrHYlTVx4kRVunRp5eHhoZo0aaL+/vtvu8ejoqJUr169lLe3t/L29la9evVS0dHROa5rbGysAlRsbGyunmNOVKyoFCi1bduttKlTrWkvvJD78lJSUtT/JvxPkfbvctxlFRcXpy7HXbal3f5YdHS0unbtmjKZTEoppeJVvF2e+LR/GdPyIj4+XgEKUPHxeStL5I+kpCR15MgRlZSUdL+rkisRERHK3d1dvfnmmyo8PFwdP35czZgxQ7m6uqply5bZ8o0fP155enqqNm3aqPDwcPXXX3+pypUrq549e2ZbNqD2799vSzt+/LjS6/XKzc1NjR8/3pbes2dPVa1aNbV37161e/du1bp1a2UwGNS8efOUUkrdvHlTFStWTL3wwgvq8OHDau3atapixYp25Z8+fVoZDAb1zjvvqOPHj6ulS5eq0qVLK0DFxMQopZQ6cOCA7fnu379fnThxQv36669q8ODBDp/Hg/raivvv9nNBXs8D90puzt95CpTSlS1bVl27ds0ZRT1Q8jNQqlTJGhTdHtuNG2dNe/PN3JcngZJwhgf5ZLpnzx7Vvn17FRAQoHx8fFT9+vXV4sWL7fKMHz9e1alTR33zzTe2H2JPPfWUunHjhsNyswqUlFLqtddeU4BdoHTx4kXVrl075enpqSpVqqR+//135evrawuUlFIqLCxM1alTR7m4uKi6deuqFStWZCr/119/VRUrVlSurq6qVatW6ttvv1WA3euya9cu1bZtW+Xl5aU8PT1V7dq11YQJExw+jwf5tRX3V2EPlJwyRkkGBzpfVoO5czpGSQiRWb169QgNDc1R3oEDB9pdaZadsmXLZjm2aPbs2bZu/XRBQUGsW7fOLi3jHE2NGzfOtFxJxvK7du1K165dbfcnTJhA6dKl7a5ma9CgAX/++WeOnoMQwjGnXPUGsHXrVrp06ULFihWpVKkSXbt25e+//3ZW8Q+d2wdz798PY8bA1q3WtDuNURJCFG7ffPMNu3fv5vTp0/z4449MnjzZNn2KEMK5nNKitHDhQvr168dTTz3F0KFDUUqxfft2nnjiCebPn8+LL77ojN08VG4fzD1gAOzde+uxtDGmuSxPg6+PL/6x/nh5edmmmdegoYylDBasTVdatFlOQa9BQzDBXOISpShly5NVmhAif508eZJPPvmEGzduUKZMGUaOHMno0aPvd7XEQ0qDhhBCbH8XNhqVVZtxLlWrVo3XXnuNESNG2KVPnTqV7777jqNHj+Z1FwVSXFwcvr6+xMbGOn1OpZo1rbNrb9wI/fvD2bPwwgtQq5Z1Dbe7mS/ObDZnmpk7u7wmkwl/f/875nWWhIQEvLysExfGx8fj6Zl/sy+Lu5OcnExERATlypWTSQsLGXltxcMkN+dvp3S9nT59mi5dumRK79q1q4xfuku3d72lpFj/fvddGD367oIkIYQQQuSeUwKl4OBgNm7cmCl948aN+bbEx/00c+ZMqlevnml2XGe6fTB3eqDk6ppvuxNCCCFEFpwyRmnkyJEMHTqU8PBwmjZtikajYdu2bcyfP5+vvvrKGbsoUAYNGsSgQYNsTXf5IasWpbwESkajkdk/zGZyl8kU8SzCuuR1uONOEkl08OiABQuatH+hiaG44GK3fRJJNKMZxzhGVaqyjW0AmdJuX9BUCCFE4ZdEEi1oAcBf/FXozgNOCZQGDhxIYGAgX3zxBcuWLQOs45aWLl1Kt27dnLGLh46zW5SUUly+cplzAec4xzksydbB2xYs7Nftt8ubPrA7Y9o+9gGwj322PFmlCSGEeHhYsLCHPba/CxunBEoAPXr0oEePHs4q7qGX3qJkMlmXIgHpehNCCCHuNacFSgCpqalcvXrVtjhtOlmEMffSA6Xk5FtpEigJIYQQ95ZTAqWTJ0/Sv39/tm/fbpeu0la5Nqc3iYgcS+96k0BJCCGEuH+cctVb37590Wq1/Pbbb+zdu5d9+/axb98+9u/fz759+5yxi4dOeotSUtKt+3qntv8J8fDo27cvGo0GjUaDwWCgRIkStG3blrlz52ZqAU/Xrl07dDodO3bsyPLx7du307FjR/z9/XFzc6NWrVp88cUXOfpheP78eV555RWCgoJwcXEhJCSEYcOGERUVlafnKYRwPqecesPDw9m7dy9Vq1Z1RnGCzC1Krq63gichRO516NCBefPmYTabuXLlCqGhoQwbNoyff/6Z1atXo7/tl8i5c+cICwtj8ODBzJkzh8aNG9uVtXLlSp577jn69evH5s2b8fPzY8OGDbzzzjvs2LGDZcuWoXHwgT19+jRNmjShcuXKLF68mHLlynH48GFGjRrFH3/8wY4dOygiCzoKUWA4JVCqXr06169fd0ZRIk3GFiVndLt5eHjgmeiZadbdopaiKKwTtGc3/XxRinKDGxShSLZpQhRErq6uBAYGAlCqVCkeffRRGjdubFtq6dVXX7XlnTdvHp07d2bgwIE0bNiQadOm2WaKT0hIYMCAAXTt2pX/+7//s23z6quvUqJECbp27cqyZct4/vnns6zHoEGDcHFx4c8//8Td3XoZdZkyZXjkkUeoUKECY8aM4dtvvwWsC+6+9tprnDp1iuXLl+Pv78/YsWN57bXX8uUYCXG3ilHsflch39x111tcXJzt9tlnn/HOO++wZcsWoqKi7B6Li4tzZn0fGhkHc+c1UHJxceG9Ie9xJvEMp+JO4Yn1S98TTyISIjiTcIYzCWeISIiwPXY7Tzy5znUsWLjOdTzT/mVMEw8XpRQJCQn35eaE1Zdo3bo1derU4ZdffrF7TvPmzeOll16iatWqVK5c2TbtCcCff/5JVFQUb7/9dqbyunTpYmspysqNGzdYt24db775pi1IShcYGEivXr1YunSp3XP74osvqF+/Pvv37+fNN99k4MCBHDt2LK9PXQin8cSTa2n/CuN54K5blPz8/OyalpVSPPHEE3Z5ZDD33cuq602IgiYxMdG2Pt+95qz1AKtWrcq///5ru79hwwYSExNp3749AC+99BJz5syhX79+AJw4cQKwzhXnqLz0PBmdPHkSpZTDbatVq0Z0dDTXrl0jICAAgI4dO/Lmm28C8O677/Lll1+yZcsWGeogxD1y14HS5s2bnVkPkUF+dL0JITJL/0GXbs6cOTz//PO2MUsvvPACo0aN4vjx41SpUsVuO0flubi4ZPlYTuoC2NWndu3atr81Gg2BgYFcvXr1rsoXQuTeXQdKLVu2dGY9HigzZ85k5syZ+dpS5uwWJaPRyNzFc5naZirFfIuxMnmlbQmTp92fxowZDRq0aFmRtCLLJUza0Y6DHKQ2tVnHOoBMaYVt6nqRPQ8PD+Lj4+/bvp3h6NGjlCtXDrB2ja1atQqj0WgbJwRgNpuZO3cun332GZUqVbJt17Rp00zlHTt2jLp162a5r4oVK6LRaDhy5Ajdu3fPclt/f3+KFbs13sNgMNjl0Wg0Dq/UE+J+SCKJJ3kSgD/4o9CdB/I0mDsxMZFRo0bZvljatGnD119/bfchL4zu5VpvzmpRUkpx7sI5TgSd4AQn7JYw2abfZpfX0RIm6eu7/c3ftjxZpYmHh0ajcUr31/2yadMmDh48yIgRIwBYtGgRpUuXZtWqVXb5Nm7cyMSJE5kwYQLt27enSJEifPHFF5kCpdWrV3Py5EmmTZuW5f6KFi1K27Zt+eabbxgxYoTdOKXIyEgWLVrEyy+/7PCKOSEKIgsWtrLV9ndhk6d5lMaPH8/8+fPp1KkTPXv2ZP369QwcONBZdXuoyRglIZwrJSWFyMhILl68yL59+/j000/p1q0bnTt35uWXXwas3W7PPPMMNWvWtLv179+fmJgY1q5di6enJ7Nnz+bXX3/ltdde499//+XMmTPMmTOHvn378uqrr9KxY0eH9ZgxYwYpKSm0b9+ev/76i/PnzxMaGkrbtm0pVaoUEyZMuFeHRAiRA3lqUfrll1+YM2cOPXv2BKyDHh977DHMZjM6nc4pFXxYOfuqNyEedqGhoZQsWRK9Xo+/vz916tTh66+/pk+fPmi1Wvbu3cuBAwf47rvvMm3r7e1Nu3btmDNnDt26deOZZ55h8+bNTJgwgebNm9uu7p00aRLvvvtutvWoVKkSe/bs4YMPPuD5558nKiqKwMBAunfvzvjx42UOJSEKmDwFSufPn6d58+a2+w0bNkSv13Pp0iWCg4PzXLmHmQzmFsJ55s+fz/z587PNU69evWynHFi9erXd/ebNmxMaGgpAcnIy3bp1Y8GCBfTv35/ixYtnu6+QkBDmzZt3x3qfOXMmU1p4ePgdtxNCOE+eut7MZnOmqzv0ej0mkylPlRLS9SbEg8TNzY1ff/2Vl19+mb/++ut+V0cI4UR5alFSStG3b19cbzuLJycn88Ybb9gN8Lx9MjeRM9KiJMSDxc3Njffee+9+V0MI4WR5CpT69OmTKe2ll17KS5EiTX60KBkMBgyphkyXG3sojxwtYZI+nYAHHtmmCSGEeLgU5nNAngKlnPSxi7uTH0uYjHtrHIOjB6PX622D7T3xJDI+MlN+M/ZzRHniSSKJmfJllSaEEOLh4YknCSTc72rkmzyNURL5R7reREHmjHXWRMEir6kQWZNAqYBK73qLirL+L4GSKAjSWyJTU1Pvc02EsyUmWluHM3bNC/Gwy1PXm8g/6RN+p7coFS2at/JMJhM/Lv+Rac2mEVAigJ9SfsINN5JJ5iX3l+yWMFmYtBAD9l+WySTTne7sYx/1qMdKVgJkSnPDLW8VFQWaXq/Hw8ODa9euYTAY0Grlt9aDTilFYmIiV69exc/PT+bAE7mWTDJP8zQAK1hR6M4DEijdhXux1tvHH0P58pCaCt7e8PrreSvPYrFwKuIU/75gXSXdnGKtuxkzf+r/tMtrxpwpUDJjtq3vFkqobQxTVmmi8NJoNJQsWZKIiAjOnj17v6sjnMjPz4/AwMD7XQ3xADJj5nd+t/1d2EigdBfuxVpvZcvChx/mS9FC5ImLiwuVKlWS7rdCxGAwSEuSEA5IoCSEyDWtVoubW+FqXhdCiKzIAAMhhBBCCAckUBJCCCGEcEACJSGEEEIIB2SMUh6kT9AWFxd3n2tyZ6mpqaQkp0BaVWNiYkgl1TqzdoZ55mJiYnCzuKGUQqfTodPpMs26Gkfm5xxHXJ6ueEhIuLWPuLi4fL2qUAghhHPcfn7I63ngXkk/b+dkolWNkulY79qFCxcIDg6+39UQQgghxF04f/48pUuXzjaPBEp5YLFYuHTpEt7e3mg0jheTdSQuLo7g4GDOnz+Pj49PPtTwwSXHxjE5No7JsXFMjo1jcmwcK6zHRinFzZs3CQoKuuPEudL1lgdarfaOkWhO+Pj4FKo3oDPJsXFMjo1jcmwck2PjmBwbxwrjscnpPIgymFsIIYQQwgEJlIQQQgghHJBA6T5ydXVl/PjxuLq63u+qFDhybByTY+OYHBvH5Ng4JsfGMTk2MphbCCGEEMIhaVESQgghhHBAAiUhhBBCCAckUBJCCCGEcEACJSGEEEIIByRQEkIIIYRwQAIlIYQQQggHJFASQgghhHBAAiUhhBBCCAckUBJCCCGEcEACJSGEEEIIByRQEkIIIYRwQAIlIYQQQggHJFASQgghhHBAAiUhhBBCCAckUBJCCCGEcEACJSGEEEIIByRQEkIIIYRwQAIlIYQQQggHJFASQgghhHBAAiUhhBBCCAckUBJCCCGEcEACJSGEEEIIByRQEkIIIYRwQAIlIYQQQggHJFASQgghhHBAAiUhhBBCCAf097sCDzKLxcKlS5fw9vZGo9Hc7+oIIYQQIgeUUty8eZOgoCC02uzbjCRQyoNLly4RHBx8v6shhBBCiLtw/vx5SpcunW0eCZTywNvbG7AeaB8fn/tcGyGEEELkRFxcHMHBwbbzeHYkUMqD9O42Hx+fgh8oWcwQ8Tec3QYKKNccyjazPnZ2O9y8DAnXwLM4eJeEkKag1WW/fZkm1m0zlnn7dkIIIQo3i9l6Loi/Al4lMp8/CrCcDJvRKKVUflbim2++YfLkyVy+fJkaNWowbdo0mjdv7jD/1q1beeuttzh8+DBBQUG88847vPHGG3Z5VqxYwbhx4/jvv/+oUKECEyZMoEePHrnar1KKDz/8kP/7v/8jOjqaRo0aMXPmTGrUqJHj5xYXF4evry+xsbEFO1A6shrWDIWkaPt0Fy/QuUDSjczb+ARBh8+gelfH22fFvQh0+cq6nRBCiMLtyGoIfRfiLt1Ku/38UUDl5vydr1e9LV26lOHDhzNmzBj2799P8+bNefLJJzl37lyW+SMiIujYsSPNmzdn//79/O9//2Po0KGsWLHClicsLIznn3+e3r17c+DAAXr37s1zzz3Hzp07c7Xfzz//nKlTpzJjxgx2795NYGAgbdu25ebNm/l3QO6HI6thWe+sg5zU+KyDJLC+6Ze9DH+Oc7x9VpJuWPMfWX33dRZCCFHwHVltPU/cHiQBxF22pheS80C+tig1atSIRx99lG+//daWVq1aNbp3787EiRMz5X/33XdZvXo1R48etaW98cYbHDhwgLCwMACef/554uLi+OOPP2x5OnTogL+/P4sXL87RfpVSBAUFMXz4cN59910AUlJSKFGiBJ999hmvv/56jp5fgW9RspjhyxrWbrW7psHar5ZL3kEwaOcD0/wqhBAiFyxmmNkwm/OLxtqyNPxggTwP5Ob8nW9jlFJTU9m7dy/vvfeeXXq7du3Yvn17ltuEhYXRrl07u7T27dszZ84cjEYjBoOBsLAwRowYkSnPtGnTcrzfiIgIIiMj7fbl6upKy5Yt2b59u8NAKSUlhZSUFNv9uLi4bI5AAZA+9ihP7jKOvnkJJskVgUII8XBSEHfReh4q53i4zYMg37rerl+/jtlspkSJEnbpJUqUIDIyMsttIiMjs8xvMpm4fv16tnnSy8zJftP/z03dACZOnIivr6/tVuCnBoi/cr9rIIQQ4mFWCM5D+X7VW8YR5UqpbEeZZ5U/Y3pOynRWntuNHj2at956y3Y//fLCAsurxJ3z5KdeP1uvfhBCCFG4nN0Oi565c777fR5ygnwLlIoVK4ZOp8vUQnP16tVMLTnpAgMDs8yv1+spWrRotnnSy8zJfgMDAwFry1LJkiVzVDewds+5uro6fLzACWlqvdT/foxR8ikFFVoXyL5pIYQQeVShtXUMUtxlsj5HpI1RKgQ/lvOt683FxYV69eqxfv16u/T169fTtGnWB65JkyaZ8v/555/Ur18fg8GQbZ70MnOy33LlyhEYGGiXJzU1la1btzqs2wNJq4MnP89DARpoOuTuNu0wSYIkIYQorLQ66xQAgPUH9e3S7heS80C+Tg/w1ltv8f333zN37lyOHj3KiBEjOHfunG1epNGjR/Pyyy/b8r/xxhucPXuWt956i6NHjzJ37lzmzJnD22+/bcszbNgw/vzzTz777DOOHTvGZ599xoYNGxg+fHiO96vRaBg+fDiffvopK1eu5NChQ/Tt2xcPDw9efPHF/Dwk9171rvDcj+Dun/kxFy/rvEdZ8SkFz/0A7T52vH1W3ItY8xfg+TOEEEI4QfWu1vOET0n7dJ8ga3phOQ+ofDZz5kwVEhKiXFxc1KOPPqq2bt1qe6xPnz6qZcuWdvm3bNmiHnnkEeXi4qLKli2rvv3220xlLl++XFWpUkUZDAZVtWpVtWLFilztVymlLBaLGj9+vAoMDFSurq6qRYsW6uDBg7l6brGxsQpQsbGxudruvjCblDq1WamNHyu14WOl/ttiTTOblDr9l1IHliq1fYb1/9N/WdPvtL0xJesyhRBCPDzSzyP/Ls/6/FEA5eb8ne8zcxdmBX4eJSGEEEJkUmBm5hZCCCGEeJBJoCSEEEII4YAESkIIIYQQDkigJIQQQgjhgARKQgghhBAOSKAkhBBCCOGABEpCCCGEEA5IoCSEEEII4YAESkIIIYQQDkigJIQQQgjhgARKQgghhBAOSKAkhBBCCOGABEpCCCGEEA5IoCSEEEII4YAESkIIIYQQDkigJIQQQgjhgARKQgghhBAOSKAkhBBCCOGABEpCCCGEEA5IoCSEEEII4UC+BkrR0dH07t0bX19ffH196d27NzExMdluo5Tigw8+ICgoCHd3d1q1asXhw4ft8qSkpDBkyBCKFSuGp6cnXbt25cKFC7na94EDB3jhhRcIDg7G3d2datWq8dVXXznrqQshhBCiEMjXQOnFF18kPDyc0NBQQkNDCQ8Pp3fv3tlu8/nnnzN16lRmzJjB7t27CQwMpG3btty8edOWZ/jw4axcuZIlS5awbds24uPj6dy5M2azOcf73rt3L8WLF2fhwoUcPnyYMWPGMHr0aGbMmOH8AyGEEEKIB5PKJ0eOHFGA2rFjhy0tLCxMAerYsWNZbmOxWFRgYKCaNGmSLS05OVn5+vqqWbNmKaWUiomJUQaDQS1ZssSW5+LFi0qr1arQ0NC73rdSSr355pvq8ccfz/FzjI2NVYCKjY3N8TZCCCGEuL9yc/7OtxalsLAwfH19adSokS2tcePG+Pr6sn379iy3iYiIIDIyknbt2tnSXF1dadmypW2bvXv3YjQa7fIEBQVRs2ZNW5672TdAbGwsRYoUcfh4SkoKcXFxdjchhBBCFF75FihFRkYSEBCQKT0gIIDIyEiH2wCUKFHCLr1EiRK2xyIjI3FxccHf3z/bPLndd1hYGMuWLeP11193+JwmTpxoG/Pk6+tLcHCww7xCCCGEePDlOlD64IMP0Gg02d727NkDgEajybS9UirL9NtlfDwn22TMk5t9Hz58mG7duvH+++/Ttm1bh/sYPXo0sbGxttv58+ezrZMQQgghHmz63G4wePBgevbsmW2esmXL8u+//3LlypVMj127di1Ti1G6wMBAwNoiVLJkSVv61atXbdsEBgaSmppKdHS0XavS1atXadq0qS1PTvd95MgRWrduzYABAxg7dmy2z8vV1RVXV9ds8wghhBCi8Mh1i1KxYsWoWrVqtjc3NzeaNGlCbGwsu3btsm27c+dOYmNjbQFNRuXKlSMwMJD169fb0lJTU9m6dattm3r16mEwGOzyXL58mUOHDtny5HTfhw8f5vHHH6dPnz5MmDAht4dCCCGEEIWcRiml8qvwJ598kkuXLjF79mwAXnvtNUJCQlizZo0tT9WqVZk4cSI9evQA4LPPPmPixInMmzePSpUq8emnn7JlyxaOHz+Ot7c3AAMHDuS3335j/vz5FClShLfffpuoqCj27t2LTqfL0b7Tg6R27doxZcoUW310Oh3FixfP0fOLi4vD19eX2NhYfHx88ni0hBBCCHEv5Or8nZ+X30VFRalevXopb29v5e3trXr16qWio6Pt8gBq3rx5tvsWi0WNHz9eBQYGKldXV9WiRQt18OBBu22SkpLU4MGDVZEiRZS7u7vq3LmzOnfuXK72PX78eAVkuoWEhOT4+cn0AEIIIcSDJzfn73xtUSrspEVJCCGEePDk5vwta70JIYQQQjgggZIQQgghhAMSKAkhhBBCOCCBkhBCCCGEAxIoCSGEEEI4IIGSEEIIIYQDEigJIYQQQjgggZIQQgghhAMSKAkhhBBCOCCBkhBCCCGEAxIoCSGEEEI4IIGSEEIIIYQDEigJIYQQQjgggZIQQgghhAMSKAkhhBBCOKC/3xUQQgghCiqlFCaTCbPZfL+rInJBp9Oh1+vRaDR5LksCJSGEECILqampXL58mcTExPtdFXEXPDw8KFmyJC4uLnkqRwIlIYQQIgOLxUJERAQ6nY6goCBcXFyc0joh8p9SitTUVK5du0ZERASVKlVCq737kUYSKAkhhBAZpKamYrFYCA4OxsPD435XR+SSu7s7BoOBs2fPkpqaipub212Xla+DuaOjo+nduze+vr74+vrSu3dvYmJist1GKcUHH3xAUFAQ7u7utGrVisOHD9vlSUlJYciQIRQrVgxPT0+6du3KhQsX7nrfUVFRlC5dGo1Gc8f6CSGEeHjkpSVC3F/Oeu3y9R3w4osvEh4eTmhoKKGhoYSHh9O7d+9st/n888+ZOnUqM2bMYPfu3QQGBtK2bVtu3rxpyzN8+HBWrlzJkiVL2LZtG/Hx8XTu3NlusF1u9v3KK69Qu3Zt5zxpIYQQQhQeKp8cOXJEAWrHjh22tLCwMAWoY8eOZbmNxWJRgYGBatKkSba05ORk5evrq2bNmqWUUiomJkYZDAa1ZMkSW56LFy8qrVarQkNDc73vb775RrVs2VJt3LhRASo6OjrHzzE2NlYBKjY2NsfbCCGEKPiSkpLUkSNHVFJS0v2uSqEUERGhALV//35b2rZt21TNmjWVXq9X3bp1c5iWU9m9hrk5f+dbi1JYWBi+vr40atTIlta4cWN8fX3Zvn17lttEREQQGRlJu3btbGmurq60bNnSts3evXsxGo12eYKCgqhZs6YtT073feTIET766CN++OGHHDXRpaSkEBcXZ3cTQgghsmO2KML+i+LX8IuE/ReF2aLybV9KKdq0aUP79u0zPfbNN9/g6+vLuXPn8m3/rVq1QqPRoNFocHV1pVSpUnTp0oVffvnFLl9wcDCXL1+mZs2atrS33nqLunXrEhERwfz58x2m3Wv5FihFRkYSEBCQKT0gIIDIyEiH2wCUKFHCLr1EiRK2xyIjI3FxccHf3z/bPHfad0pKCi+88AKTJ0+mTJkyOXpOEydOtI158vX1JTg4OEfbCSGEeDiFHrpMs8828cJ3Oxi2JJwXvttBs882EXrocr7sT6PRMG/ePHbu3Mns2bNt6REREbz77rt89dVXOT7n3a0BAwZw+fJlTp06xYoVK6he/f/bu/ewqKq9D+Df4X4fuQgDaoCkIIKGmohWYngh5VhZCpEmWaZ5xTA9Vu8RjydRz5tp2rFjecTEQstDx8wQpEBNuQjOUdTwhqnFhAoOqMNFWO8fvOwcYbgoI8p8P8+zH521f2uvtZfztH+tvfcaX0REROCNN96QYoyNjaFQKGBi8sc7ZWfPnsXTTz+Nrl27olOnTjrL7rdWJ0qxsbFStqhrO3z4MAA0+iqlEKLZVyzv3N+SOnfGNNf2okWL0KtXL0ycOLHJ495u0aJFUKvV0nbx4sUW1yUiIsOSnF+ENxPyUKSu0CpXqSvwZkKe3pKlbt26Yc2aNZg/fz4KCwshhMBrr72G4OBg7N+/H56enrC0tIS3tzfWrFkj1Tt27BiMjIxw5coVAHUvRRkZGWH8+PFSTFxcHIKCgpps38rKCgqFAt26dcOgQYOwYsUK/POf/8Snn36KvXv3AgDOnz8PmUwGpVIp/f3q1auYMmUKZDIZ4uPjGy1rD61OlGbNmoWTJ082ufn5+UGhUOD3339vUP/y5csNZozqKRQKAGgw41RcXCzVUSgUqKqqQmlpaZMxzbX9ww8/4KuvvoKJiQlMTEwQEhICAHBycsLixYsb7Z+5uTns7Oy0NiIiMgxCCNysutWirbyiGot3HkdjN9nqy2J3nkB5RXWzxxKi9bfqJk+ejJCQELz66qtYt24d8vPz8dlnn6Fr167Yvn07Tpw4gb/85S945513sH37dgCAn58fHB0dkZGRAQDYt28fHB0dsW/fPum46enpGDp06F31x97evsEtOOCP23B2dnZYvXo1ioqKMH78+AZl4eHhrW63LbR6HSUnJyc4OTk1GxcUFAS1Wo3s7GwMHDgQAJCVlQW1Wo3Bgwc3WsfT0xMKhQKpqakICAgAULeWRUZGBlasWAEA6N+/P0xNTZGamooJEyYAAIqKipCfn4+VK1e2uO0dO3ZAo9FIbefk5GDKlCnYv38/vLy8WjssRETUwWmqa+D7lz1tciwBQFVWAf/YlGZjT/x1FKzMWr/s4YYNG+Dn54f9+/fj66+/houLC5YsWSLt9/T0xMGDB7F9+3ZMmDABMpkMTz31FNLT0/HCCy8gPT0dkydPxubNm3HixAn07NkTBw8exLx581rdFyMjI/Ts2RPnz59vsK/+NpxMJoNcLpcmTaytrRuUtQe9LTjZq1cvhIaGYurUqdJ90jfeeANhYWHw9vaW4nx8fBAXF4fnn38eMpkM0dHRWLZsGXr06IEePXpg2bJlsLKyQmRkJABALpfjtddeQ0xMDBwdHeHg4ID58+fD398fw4cPb3HbdyZD9VONvXr1arf7oERERG3F2dkZb7zxBr755hs8//zzAIBPPvkEn332GX755RdoNBpUVVXhsccek+oEBwdjw4YNAICMjAwsXboUhYWFyMjIgFqthkajwZAhQ+6qPy15jOZBpNeVubdu3Yo5c+ZIb6iNHTsW69at04opKCiAWq2WPi9YsAAajQYzZsxAaWkpAgMDkZKSAltbWynmww8/hImJCSZMmACNRoOQkBDEx8fD2Ni4VW0TERG1lKWpMU78teHbZI3JLixB1KacZuPiX30cAz0dmm33btU/XgIA27dvx7x58/DBBx8gKCgItra2+Pvf/46srCwpPjg4GHPnzsWZM2eQn5+PJ598EmfPnkVGRgauXbuG/v37a12PW6qmpganT5/G448/ftfn0l70mig5ODggISGhyZg7773KZDLExsYiNjZWZx0LCwusXbsWa9euvae2bxccHHxX94GJiMgwyGSyFt8Ce7JHZ7jKLaBSVzT6nJIMgEJugSd7dIax0f2ZZdm/fz8GDx6MGTNmSGVnz57Viql/Tulvf/sb+vbtCzs7OwwdOhRxcXEoLS29q+eTAGDz5s0oLS3FCy+8cE/n0B64NjsREVEbMzaSYfGffAHUJUW3q/+8+E++9y1JAoBHH30Uhw8fxp49e3Dq1Cn8z//8D3JytGe96p9TSkhIQHBwMACgT58+qKqqQlpamlTWlJs3b0KlUuHSpUvIysrCwoULMX36dLz55psYNmyYHs5Mv5goERER6UGonyvWT+wHhVz7B1kVcgusn9gPoX6u97U/06dPx7hx4xAeHo7AwEBcvXpVa3ap3rBhw1BTUyMlRTKZDE8++SQA4Iknnmi2nU8//RSurq7w8vLC888/jxMnTmDbtm34xz/+0abnc7/IBO833bWysjLI5XKo1WouFUBE1IFUVFSgsLAQnp6e9/TL80DdytzZhSUoLq+As60FBno63NeZJEPV1L9ha67fen1GiYiIyNAZG8kQ5OXY3t2gu8Rbb0REREQ6MFEiIiIi0oGJEhEREZEOTJSIiIiIdGCiRERERKQDEyUiIiIiHZgoEREREenARImIiIhIByZKREREBiQ2NhaPPfZYux+jKVFRUXjuueekz0IIvPHGG3BwcIBMJoNSqWy0TB+YKBEREelTbQ1QuB849nXdn7U1em0uKioKMpkMMpkMpqam6N69O+bPn48bN24AAObPn4+0tDSt+NuTEn1JT0+X+mVkZAS5XI6AgAAsWLAARUVFWrFr1qxBfHy89Dk5ORnx8fHYtWsXioqK4Ofn12iZPvAnTIiIiPTlxE4geSFQ9tsfZXZuQOgKwHes3poNDQ3Fpk2bUF1djf379+P111/HjRs3sH79etjY2MDGxkZvbTenoKAAdnZ2KCsrQ15eHlauXImNGzciPT0d/v7+AAC5XK5V5+zZs3B1dcXgwYObLNMHzigRERHpw4mdwPZXtJMkACgrqis/sVNvTZubm0OhUKBbt26IjIzEyy+/jG+++QaA9m2z2NhYbN68Gf/5z3+k2Z709HQAwKVLlxAREQEHBwdYW1tjwIAByMrK0mpny5Yt8PDwgFwuR0REBMrLy5vtm7OzMxQKBXr27ImIiAj89NNP6Ny5M958800p5vZZrqioKMyePRsXLlyATCaDh4dHo2X6whklIiKilhACqL7ZstjaGuD7BQBEYwcCIKubaeoeDBgZN30sUytAJmtdX+9gaWmJ6urqBuXz58/HyZMnUVZWhk2bNgEAHBwccP36dQwdOhRdunTBzp07oVAokJeXh9raWqnu2bNn8c0332DXrl0oLS3FhAkTsHz5crz//vut7tv06dMxb948FBcXw9nZWWv/mjVr4OXlhQ0bNiAnJwfGxsYwMzNrUKYvTJSIiIhaovomsMytjQ4m6maalndrPvSd3wAz67tuKTs7G1988QVCQkIa7LOxsYGlpSUqKyuhUCik8vj4eFy+fBk5OTlwcHAAADz66KNadWtraxEfHw9bW1sAwKRJk5CWltbqRAkAfHx8AADnz59vkCjJ5XLY2trC2NhYq4+NlekDEyUiIqIOZteuXbCxscGtW7dQXV2NZ599FmvXrm1xfaVSiYCAAClJaoyHh4eUJAGAq6sriouL76q/QtTNvMnuceZMH5goERERtYSpVd3sTkv8chDY+mLzcS9/Dbg38zCyqVXL2rzNsGHDsH79epiamsLNzQ2mpqatqm9padlszJ3HlMlkWrfmWuPkyZMAoNdnje6WXh/mLi0txaRJkyCXyyGXyzFp0iRcu3atyTpCCMTGxsLNzQ2WlpYIDg7G8ePHtWIqKysxe/ZsODk5wdraGmPHjsWlS5fuqu34+Hj06dMHFhYWUCgUmDVr1r2eNhERdUQyWd0tsJZsXk/Xvd0GXTMkMsCuS11cc8e6i1kWa2trPProo3B3d282STIzM0NNjfaSBX369IFSqURJSUmr224tjUaDDRs24KmnnkLnzp313l5r6TVRioyMhFKpRHJyMpKTk6FUKjFp0qQm66xcuRKrVq3CunXrkJOTA4VCgREjRmg9SR8dHY2kpCQkJibiwIEDuH79OsLCwrT+oVvS9qpVq/Duu+/iz3/+M44fP460tDSMGjWqbQeBiIgMj5Fx3RIAABomS///OXR58w9y3wceHh44evQoCgoKcOXKFVRXV+Oll16CQqHAc889h59++gnnzp3Djh07cOjQoXtur7i4GCqVCqdPn0ZiYiKGDBmCK1euYP369W1wNm1Pb7feTp48ieTkZGRmZiIwMBAA8OmnnyIoKAgFBQXw9vZuUEcIgdWrV+Pdd9/FuHHjAACbN2+Gi4sLvvjiC0ybNg1qtRobN27Eli1bMHz4cABAQkICunXrhr1792LUqFEtaru0tBTvvfcevv32W60H3Hr37q2vISEiIkPiOxaY8LmOdZSW63UdpdaYOnUq0tPTMWDAAFy/fh0//vgjgoODkZKSgpiYGIwePRq3bt2Cr68vPv7443tuz9vbGzKZDDY2NujevTtGjhyJt956S+8PZd81oScbN24Ucrm8QblcLhf/+te/Gq1z9uxZAUDk5eVplY8dO1a88sorQggh0tLSBABRUlKiFdOnTx/xl7/8pcVtb9u2TZibm4vNmzcLHx8f0aVLFzF+/Hhx4cIFnedUUVEh1Gq1tF28eFEAEGq1WmcdIiJ6+Gg0GnHixAmh0Wju/WA1t4Q4t0+Io1/V/Vlz696PSc1q6t9QrVa3+Pqtt1tvKpWqwSt+QN1CUyqVSmcdAHBxcdEqd3FxkfapVCqYmZnB3t6+yZjm2j537hxqa2uxbNkyrF69Gl9//TVKSkowYsQIVFVVNdq/uLg46ZknuVyObt1a8FonEREZNiNjwPNJwP/Fuj8fgNtt1HKtTpRiY2Ol1Tt1bYcPHwbQ+Gt+QohmX/+7c39L6twZ01zbtbW1qK6uxkcffYRRo0Zh0KBB+PLLL3H69Gn8+OOPjbaxaNEiqNVqabt48WKTfSIiIqKHW6ufUZo1axYiIiKajKl/MOz3339vsO/y5csNZozq1d+fVKlUcHV1lcqLi4ulOgqFAlVVVSgtLdWaVSouLpZ+70WhUDTbdv3xfX19pf2dO3eGk5MTLly40Gj/zM3NYW5urvvEiYiIqENp9YySk5MTfHx8mtwsLCwQFBQEtVqN7OxsqW5WVhbUarXOH7Dz9PSEQqFAamqqVFZVVYWMjAypTv/+/WFqaqoVU1RUhPz8fCmmJW0PGTIEQN2P89UrKSnBlStX4O7u3tphISIiog5Ib88o9erVC6GhoZg6dSoyMzORmZmJqVOnIiwsTOuNNx8fHyQlJQGou10WHR2NZcuWISkpCfn5+YiKioKVlRUiIyMB1C1l/tprryEmJgZpaWk4cuQIJk6cCH9/f+ktuJa03bNnTzz77LOYO3cuDh48iPz8fEyePBk+Pj4YNmyYvoaFiIiIHiJ6XZl769atmDNnDkaOHAkAGDt2LNatW6cVU1BQALVaLX1esGABNBoNZsyYgdLSUgQGBiIlJUVrmfQPP/wQJiYmmDBhAjQaDUJCQhAfH6/1o3gtafvzzz/HvHnzMGbMGBgZGWHo0KFITk5u9QqmRETUMQnR2I/a0sOgrf7tZILfgrtWVlYGuVwOtVoNOzu79u4OERG1kZqaGpw6dQrOzs5wdHRs7+7QXbh69SqKi4vRs2dPrYkUoHXXb/7WGxER0R2MjY3RqVMn6UderaysHsgfbKWGhBC4efMmiouL0alTpwZJUmsxUSIiImpE/ZvY9ckSPVw6derUJqt9M1EiIiJqhEwmg6urK5ydnVFdXd3e3aFWMDU1veeZpHpMlIiIiJpgbGzcZhddevjobXkAIiIioocdEyUiIiIiHZgoEREREenARImIiIhIByZKRERERDowUSIiIiLSgYkSERERkQ5MlIiIiIh0YKJEREREpAMTJSIiIiIdmCgRERER6cBEiYiIiEgHJkpEREREOjBRIiIiItKBiRIRERGRDnpNlEpLSzFp0iTI5XLI5XJMmjQJ165da7KOEAKxsbFwc3ODpaUlgoODcfz4ca2YyspKzJ49G05OTrC2tsbYsWNx6dKlVredk5ODkJAQdOrUCfb29hg5ciSUSmUbnDkRERF1BHpNlCIjI6FUKpGcnIzk5GQolUpMmjSpyTorV67EqlWrsG7dOuTk5EChUGDEiBEoLy+XYqKjo5GUlITExEQcOHAA169fR1hYGGpqalrcdnl5OUaNGoVHHnkEWVlZOHDgAOzs7DBq1ChUV1e3/WAQERHRw0foyYkTJwQAkZmZKZUdOnRIABA///xzo3Vqa2uFQqEQy5cvl8oqKiqEXC4Xn3zyiRBCiGvXrglTU1ORmJgoxfz666/CyMhIJCcnt7jtnJwcAUBcuHBBijl69KgAIM6cOdOic1Sr1QKAUKvVLYonIiKi9tea67feZpQOHToEuVyOwMBAqWzQoEGQy+U4ePBgo3UKCwuhUqkwcuRIqczc3BxDhw6V6uTm5qK6ulorxs3NDX5+flJMS9r29vaGk5MTNm7ciKqqKmg0GmzcuBG9e/eGu7t72w0EERERPbT0liipVCo4Ozs3KHd2doZKpdJZBwBcXFy0yl1cXKR9KpUKZmZmsLe3bzKmubZtbW2Rnp6OhIQEWFpawsbGBnv27MHu3bthYmLSaP8qKytRVlamtREREVHH1epEKTY2FjKZrMnt8OHDAACZTNagvhCi0fLb3bm/JXXujGmubY1GgylTpmDIkCHIzMzETz/9hN69e2P06NHQaDSNthEXFyc9HC6Xy9GtW7cm+0REREQPt8anTpowa9YsRERENBnj4eGBo0eP4vfff2+w7/Llyw1mjOopFAoAdTNCrq6uUnlxcbFUR6FQoKqqCqWlpVqzSsXFxRg8eLAU01zbX3zxBc6fP49Dhw7ByMhIKrO3t8d//vOfRs9x0aJFeOutt6TPZWVlTJaIiIg6sFbPKDk5OcHHx6fJzcLCAkFBQVCr1cjOzpbqZmVlQa1WSwnNnTw9PaFQKJCamiqVVVVVISMjQ6rTv39/mJqaasUUFRUhPz9fimlJ2zdv3oSRkZHWzFP959ra2kb7Z25uDjs7O62NiIiIOi69PaPUq1cvhIaGYurUqcjMzERmZiamTp2KsLAweHt7S3E+Pj5ISkoCUHe7LDo6GsuWLUNSUhLy8/MRFRUFKysrREZGAgDkcjlee+01xMTEIC0tDUeOHMHEiRPh7++P4cOHt7jtESNGoLS0FDNnzsTJkydx/PhxvPrqqzAxMcGwYcP0NSxERET0EGn1rbfW2Lp1K+bMmSO9oTZ27FisW7dOK6agoABqtVr6vGDBAmg0GsyYMQOlpaUIDAxESkoKbG1tpZgPP/wQJiYmmDBhAjQaDUJCQhAfHw9jY+MWt+3j44Nvv/0WS5YsQVBQEIyMjBAQEIDk5GSt235ERERkuGRCCNHenXhYlZWVQS6XQ61W8zYcERHRQ6I112/+1hsRERGRDkyUiIiIiHRgokRERESkAxMlIiIiIh2YKBERERHpwESJiIiISAcmSkREREQ6MFEiIiIi0oGJEhEREZEOTJSIiIiIdGCiRERERKQDEyUiIiIiHZgoEREREenARImIiIhIByZKRERERDowUSIiIiLSgYkSERERkQ5MlIiIiIh0YKJEREREpINJe3eA7o+aWoHMs1dx6NwVADIEeTliUHdHAEB2YQlUag1KblTBwcYcCjsLDPR0gLGRrMn6j3s4IKewpMExb69HREQdW02tQHZhCYrLK+Bs2/D68bCTCSGEvg5eWlqKOXPmYOfOnQCAsWPHYu3atejUqZPOOkIILFmyBBs2bEBpaSkCAwPx8ccfo3fv3lJMZWUl5s+fjy+//BIajQYhISH4xz/+ga5du0ox77//Pr777jsolUqYmZnh2rVrDdq6cOECZs6ciR9++AGWlpaIjIzE//7v/8LMzKxF51dWVga5XA61Wg07O7uWDUo7SM4vwp//fQzXblZrlVuZGcPMxKhBOQC4yi2w+E++CPVz1Vm/MZ2sTLF8nD9C/VzbrP9ERPRgSs4vwpJvT6BIXSGV3X79eFC15vqt11tvkZGRUCqVSE5ORnJyMpRKJSZNmtRknZUrV2LVqlVYt24dcnJyoFAoMGLECJSXl0sx0dHRSEpKQmJiIg4cOIDr168jLCwMNTU1UkxVVRXGjx+PN998s9F2ampqMGbMGNy4cQMHDhxAYmIiduzYgZiYmLY5+QdEcn4RpifkNZrk3Kyq0Zn8FKkr8GZCHuJ2n9BZvzHXblZjekIekvOL7qnfRET0YEvOL8KbCXlaSRIAqP7/+tFRrgN6m1E6efIkfH19kZmZicDAQABAZmYmgoKC8PPPP8Pb27tBHSEE3NzcEB0djYULFwKomz1ycXHBihUrMG3aNKjVanTu3BlbtmxBeHg4AOC3335Dt27dsHv3bowaNUrrmPHx8YiOjm4wo/T9998jLCwMFy9ehJubGwAgMTERUVFRKC4ubtEM0YM+o1RTKzBkeRpUZZV3fQwZgLv5gijszJH61tAONf1KRER1amoFhq/KwO86ri8yAAq5BQ4sfPqBvA605vqtt2eUDh06BLlcLiVJADBo0CDI5XIcPHiw0USpsLAQKpUKI0eOlMrMzc0xdOhQHDx4ENOmTUNubi6qq6u1Ytzc3ODn54eDBw82SJSa6p+fn5+UJAHAqFGjUFlZidzcXAwbNqxBncrKSlRW/vGlKCsra1Fb7SW7sOSekiTg7pIkAFCVVcI/NuWe2iYiooeTQN2diezCEgR5ObZ3d+6J3m69qVQqODs7Nyh3dnaGSqXSWQcAXFxctMpdXFykfSqVCmZmZrC3t9cZ09L+3dmOvb09zMzMdB4nLi4Ocrlc2rp169bi9tpDcXlF80FERER60hGuQ62eUYqNjcWSJUuajMnJyQEAyGQNp9uEEI2W3+7O/S2p05KY5tpp7jiLFi3CW2+9JX0uKyt7oJMlZ1uLdm0//tXHMdDToV37QEREbS+7sARRm3KajWvv61BbaHWiNGvWLERERDQZ4+HhgaNHj+L3339vsO/y5csNZnLqKRQKAHWzPa6ufzwtX1xcLNVRKBSoqqpCaWmp1qxScXExBg8e3OLzUCgUyMrK0iorLS1FdXW1zv6Zm5vD3Ny8xW20t4GeDlDYmbfLM0qucgs82aPzA3lvmoiI7s2TPTrDVW4Blbqi0WtE/TNKHeF/llt9683JyQk+Pj5NbhYWFggKCoJarUZ2drZUNysrC2q1WmdC4+npCYVCgdTUVKmsqqoKGRkZUp3+/fvD1NRUK6aoqAj5+fmtSpSCgoKQn5+PoqI/nspPSUmBubk5+vfv3+LjPMiMjWSIHdu7+UAdZADeeMrzruou/pMvkyQiog7K2EiGxX/yBVB3rbhd/eeOch3Q2zNKvXr1QmhoKKZOnYrMzExkZmZi6tSpCAsL03qQ28fHB0lJSQDqboVFR0dj2bJlSEpKQn5+PqKiomBlZYXIyEgAgFwux2uvvYaYmBikpaXhyJEjmDhxIvz9/TF8+HDpuBcuXIBSqcSFCxdQU1MDpVIJpVKJ69evAwBGjhwJX19fTJo0CUeOHEFaWhrmz5+PqVOnPpBvsN2tUD9XfDKxHzpZmTbYZ21m3Gg5UDcjtH5iPywa7auzfmPsrUzxycR+D/T6GUREdO9C/VyxfmI/KOTat9cU/3/96CjXAb0uOFlSUtJgwcl169ZpLTgpk8mwadMmREVFAfhjwcl//vOfWgtO+vn5SXUqKirw9ttv44svvtBacPL254WioqKwefPmBn368ccfERwcDKAumZoxY0aDBSdbenvtQV8e4HZcmZuIiPThYVyZuzXXb70mSh3dw5QoERERUZ0HYh0lQ1CfYz7o6ykRERHRH+qv2y2ZK2KidA/qf1blQV4igIiIiBpXXl4OuVzeZAxvvd2D2tpa/Pbbb7C1tW31Gk7AH+swXbx4kbfu7sCx0Y1joxvHRjeOjW4cG9066tgIIVBeXg43NzcYGTX9XhtnlO6BkZERunbtes/HsbOz61BfwLbEsdGNY6Mbx0Y3jo1uHBvdOuLYNDeTVE9vywMQERERPeyYKBERERHpwESpHZmbm2Px4sUP1c+i3C8cG904NrpxbHTj2OjGsdGNY8OHuYmIiIh04owSERERkQ5MlIiIiIh0YKJEREREpAMTJSIiIiIdmCi1ofXr16NPnz7SwlxBQUH4/vvvpf1CCMTGxsLNzQ2WlpYIDg7G8ePHtY5RWVmJ2bNnw8nJCdbW1hg7diwuXbp0v09F7+Li4iCTyRAdHS2VGfL4xMbGQiaTaW0KhULab8hjAwC//vorJk6cCEdHR1hZWeGxxx5Dbm6utN9Qx8fDw6PB90Ymk2HmzJkADHdcAODWrVt477334OnpCUtLS3Tv3h1//etfUVtbK8UY8viUl5cjOjoa7u7usLS0xODBg5GTkyPtN+SxaUBQm9m5c6f47rvvREFBgSgoKBDvvPOOMDU1Ffn5+UIIIZYvXy5sbW3Fjh07xLFjx0R4eLhwdXUVZWVl0jGmT58uunTpIlJTU0VeXp4YNmyY6Nu3r7h161Z7nVaby87OFh4eHqJPnz5i7ty5Urkhj8/ixYtF7969RVFRkbQVFxdL+w15bEpKSoS7u7uIiooSWVlZorCwUOzdu1ecOXNGijHU8SkuLtb6zqSmpgoA4scffxRCGO64CCHE3/72N+Ho6Ch27dolCgsLxVdffSVsbGzE6tWrpRhDHp8JEyYIX19fkZGRIU6fPi0WL14s7OzsxKVLl4QQhj02d2KipGf29vbis88+E7W1tUKhUIjly5dL+yoqKoRcLheffPKJEEKIa9euCVNTU5GYmCjF/Prrr8LIyEgkJyff977rQ3l5uejRo4dITU0VQ4cOlRIlQx+fxYsXi759+za6z9DHZuHCheKJJ57Qud/Qx+d2c+fOFV5eXqK2ttbgx2XMmDFiypQpWmXjxo0TEydOFEIY9vfm5s2bwtjYWOzatUurvG/fvuLdd9816LFpDG+96UlNTQ0SExNx48YNBAUFobCwECqVCiNHjpRizM3NMXToUBw8eBAAkJubi+rqaq0YNzc3+Pn5STEPu5kzZ2LMmDEYPny4VjnHBzh9+jTc3Nzg6emJiIgInDt3DgDHZufOnRgwYADGjx8PZ2dnBAQE4NNPP5X2G/r41KuqqkJCQgKmTJkCmUxm8OPyxBNPIC0tDadOnQIA/Pe//8WBAwcwevRoAIb9vbl16xZqampgYWGhVW5paYkDBw4Y9Ng0holSGzt27BhsbGxgbm6O6dOnIykpCb6+vlCpVAAAFxcXrXgXFxdpn0qlgpmZGezt7XXGPMwSExORl5eHuLi4BvsMfXwCAwPx+eefY8+ePfj000+hUqkwePBgXL161eDH5ty5c1i/fj169OiBPXv2YPr06ZgzZw4+//xzAPzu1Pvmm29w7do1REVFAeC4LFy4EC+99BJ8fHxgamqKgIAAREdH46WXXgJg2ONja2uLoKAgLF26FL/99htqamqQkJCArKwsFBUVGfTYNMakvTvQ0Xh7e0OpVOLatWvYsWMHJk+ejIyMDGm/TCbTihdCNCi7U0tiHnQXL17E3LlzkZKS0uD/Ym5nqOPzzDPPSH/39/dHUFAQvLy8sHnzZgwaNAiA4Y5NbW0tBgwYgGXLlgEAAgICcPz4caxfvx6vvPKKFGeo41Nv48aNeOaZZ+Dm5qZVbqjjsm3bNiQkJOCLL75A7969oVQqER0dDTc3N0yePFmKM9Tx2bJlC6ZMmYIuXbrA2NgY/fr1Q2RkJPLy8qQYQx2bO3FGqY2ZmZnh0UcfxYABAxAXF4e+fftizZo10htMd2baxcXFUtauUChQVVWF0tJSnTEPq9zcXBQXF6N///4wMTGBiYkJMjIy8NFHH8HExEQ6P0MdnztZW1vD398fp0+fNvjvjqurK3x9fbXKevXqhQsXLgCAwY8PAPzyyy/Yu3cvXn/9danM0Mfl7bffxp///GdERETA398fkyZNwrx586QZbUMfHy8vL2RkZOD69eu4ePEisrOzUV1dDU9PT4MfmzsxUdIzIQQqKyulL19qaqq0r6qqChkZGRg8eDAAoH///jA1NdWKKSoqQn5+vhTzsAoJCcGxY8egVCqlbcCAAXj55ZehVCrRvXt3gx6fO1VWVuLkyZNwdXU1+O/OkCFDUFBQoFV26tQpuLu7A4DBjw8AbNq0Cc7OzhgzZoxUZujjcvPmTRgZaV/ijI2NpeUBDH186llbW8PV1RWlpaXYs2cPnn32WY7NndrhAfIOa9GiRWLfvn2isLBQHD16VLzzzjvCyMhIpKSkCCHqXreUy+Xi3//+tzh27Jh46aWXGn3dsmvXrmLv3r0iLy9PPP300x3ydUshhNZbb0IY9vjExMSI9PR0ce7cOZGZmSnCwsKEra2tOH/+vBDCsMcmOztbmJiYiPfff1+cPn1abN26VVhZWYmEhAQpxpDHp6amRjzyyCNi4cKFDfYZ8rhMnjxZdOnSRVoe4N///rdwcnISCxYskGIMeXySk5PF999/L86dOydSUlJE3759xcCBA0VVVZUQwrDH5k5MlNrQlClThLu7uzAzMxOdO3cWISEhUpIkRN3rqIsXLxYKhUKYm5uLp556Shw7dkzrGBqNRsyaNUs4ODgIS0tLERYWJi5cuHC/T+W+uDNRMuTxqV+jxNTUVLi5uYlx48aJ48ePS/sNeWyEEOLbb78Vfn5+wtzcXPj4+IgNGzZo7Tfk8dmzZ48AIAoKChrsM+RxKSsrE3PnzhWPPPKIsLCwEN27dxfvvvuuqKyslGIMeXy2bdsmunfvLszMzIRCoRAzZ84U165dk/Yb8tjcSSaEEO09q0VERET0IOIzSkREREQ6MFEiIiIi0oGJEhEREZEOTJSIiIiIdGCiRERERKQDEyUiIiIiHZgoEREREenARImI7pvY2Fg89thj7d2Nh1pVVRUeffRR/PTTT83GVlZW4pFHHkFubu596BlRx8REiYjahEwma3KLiorC/PnzkZaW1i7927FjBwIDAyGXy2Fra4vevXsjJiZG2v+wJHEbNmyAu7s7hgwZ0mysubk55s+fj4ULF96HnhF1TEyUiKhNFBUVSdvq1athZ2enVbZmzRrY2NjA0dHxvvdt7969iIiIwIsvvojs7Gzk5ubi/fffR1VV1X3vy71au3YtXn/99RbHv/zyy9i/fz9Onjypx14RdVxMlIioTSgUCmmTy+WQyWQNyu6ctYmKisJzzz2HZcuWwcXFBZ06dcKSJUtw69YtvP3223BwcEDXrl3xr3/9S6utX3/9FeHh4bC3t4ejoyOeffZZnD9/Xmffdu3ahSeeeAJvv/02vL290bNnTzz33HNYu3YtACA+Ph5LlizBf//7X2kGLD4+HgCwatUq+Pv7w9raGt26dcOMGTNw/fp16djx8fHo1KkTdu3aBW9vb1hZWeHFF1/EjRs3sHnzZnh4eMDe3h6zZ89GTU2NVM/DwwNLly5FZGQkbGxs4ObmJvVHl7y8PJw5cwZjxoyRyqqqqjBr1iy4urrCwsICHh4eiIuLk/Y7Ojpi8ODB+PLLL5s8NhE1jokSEbWrH374Ab/99hv27duHVatWITY2FmFhYbC3t0dWVhamT5+O6dOn4+LFiwCAmzdvYtiwYbCxscG+fftw4MAB2NjYIDQ0VOcMkUKhwPHjx5Gfn9/o/vDwcMTExKB3797SDFh4eDgAwMjICB999BHy8/OxefNm/PDDD1iwYIFW/Zs3b+Kjjz5CYmIikpOTkZ6ejnHjxmH37t3YvXs3tmzZgg0bNuDrr7/Wqvf3v/8dffr0QV5eHhYtWoR58+YhNTVV51jt27cPPXv2hJ2dnVT20UcfYefOndi+fTsKCgqQkJAADw8PrXoDBw7E/v37dR6XiJrQ3r/KS0Qdz6ZNm4RcLm9QvnjxYtG3b1/p8+TJk4W7u7uoqamRyry9vcWTTz4pfb5165awtrYWX375pRBCiI0bNwpvb29RW1srxVRWVgpLS0uxZ8+eRvtz/fp1MXr0aAFAuLu7i/DwcLFx40ZRUVGhs2+6bN++XTg6OmqdKwBx5swZqWzatGnCyspKlJeXS2WjRo0S06ZNkz67u7uL0NBQrWOHh4eLZ555Rmfbc+fOFU8//bRW2ezZs8XTTz+tNR53WrNmjfDw8Gj23IioIc4oEVG76t27N4yM/vhPkYuLC/z9/aXPxsbGcHR0RHFxMQAgNzcXZ86cga2tLWxsbGBjYwMHBwdUVFTg7NmzjbZhbW2N7777DmfOnMF7770HGxsbxMTEYODAgbh582aT/fvxxx8xYsQIdOnSBba2tnjllVdw9epV3LhxQ4qxsrKCl5eX1jl4eHjAxsZGq6z+HOoFBQU1+NzUs0QajQYWFhZaZVFRUVAqlfD29sacOXOQkpLSoJ6lpWWz50lEjWOiRETtytTUVOuzTCZrtKy2thYAUFtbi/79+0OpVGptp06dQmRkZJNteXl54fXXX8dnn32GvLw8nDhxAtu2bdMZ/8svv2D06NHw8/PDjh07kJubi48//hgAUF1dfdfn0BSZTKZzn5OTE0pLS7XK+vXrh8LCQixduhQajQYTJkzAiy++qBVTUlKCzp07N9s2ETVk0t4dICJqjX79+mHbtm1wdnbWelantTw8PGBlZSXNDJmZmWk9bA0Ahw8fxq1bt/DBBx9Is17bt2+/+87fITMzs8FnHx8fnfEBAQFYv349hBBaCZWdnR3Cw8MRHh6OF198EaGhoSgpKYGDgwMAID8/HwEBAW3WbyJDwhklInqovPzyy3BycsKzzz6L/fv3o7CwEBkZGZg7dy4uXbrUaJ3Y2FgsWLAA6enpKCwsxJEjRzBlyhRUV1djxIgRAOoSp8LCQiiVSly5cgWVlZXw8vLCrVu3sHbtWpw7dw5btmzBJ5980mbn8tNPP2HlypU4deoUPv74Y3z11VeYO3euzvhhw4bhxo0bOH78uFT24YcfIjExET///DNOnTqFr776CgqFAp06dZJi9u/fj5EjR7ZZv4kMCRMlInqoWFlZYd++fXjkkUcwbtw49OrVC1OmTIFGo9E5wzR06FCcO3cOr7zyCnx8fPDMM89ApVIhJSUF3t7eAIAXXngBoaGhGDZsGDp37owvv/wSjz32GFatWoUVK1bAz88PW7du1Xr1/l7FxMQgNzcXAQEBWLp0KT744AOMGjVKZ7yjoyPGjRuHrVu3SmU2NjZYsWIFBgwYgMcffxznz5/H7t27pRmwQ4cOQa1WN7gdR0QtIxNCiPbuBBGRofHw8EB0dDSio6NbVe/YsWMYPny49EB7c8aPH4+AgAC88847d9lTIsPGGSUiooeIv78/Vq5c2eQCm/UqKyvRt29fzJs3T/8dI+qg+DA3EdFDZvLkyS2KMzc3x3vvvafn3hB1bLz1RkRERKQDb70RERER6cBEiYiIiEgHJkpEREREOjBRIiIiItKBiRIRERGRDkyUiIiIiHRgokRERESkAxMlIiIiIh2YKBERERHp8H9xqC+BIZ5HpwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131825\n", + "Full nudge sequence is 0 duuuuuuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[10] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 318\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131829\n", + "Full nudge sequence is 0 ddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[3] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 97\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131835\n", + "Full nudge sequence is Series([], Name: NudgeSequence, dtype: object)\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[0] nudges this run\n", + "ERROR: First nudge df is empty, skipping Run 131835\n", + "plotting for run 131840\n", + "Full nudge sequence is 0 uu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 225\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131863\n", + "Full nudge sequence is 0 ddddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[5] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 325\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131874\n", + "Full nudge sequence is 0 dd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 128\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131881\n", + "Full nudge sequence is 0 dduu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[4] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 100\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131887\n", + "Full nudge sequence is 0 dddddddddduu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dddddddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddddddddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[12] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 107\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131890\n", + "Full nudge sequence is 0 uddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[4] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 204\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131892\n", + "Full nudge sequence is Series([], Name: NudgeSequence, dtype: object)\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[0] nudges this run\n", + "ERROR: First nudge df is empty, skipping Run 131892\n", + "plotting for run 131894\n", + "Full nudge sequence is 0 uu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 93\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131904\n", + "Full nudge sequence is 0 ddddudddddddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddddddddddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddddddddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[13] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 239\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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tOnbsyIsvvsiwYcM4depUhmX17duXBw8e8Mknn/Dtt98CULduXUaPHs2MGTPMq8tM7bM1OvH48WMUCgUFChQAYMiQIVSqVInXXnuNp0+fApiXc0dHRxMZGWnld2KLGTNm8Oqrr6JSqfD397f7g120aFGzP0JaeHp6sn//fsA4pfLll1+yatUqqlSpwrhx46zKm27SCoUCHx8fSpUqZWEMy4npB9b043vu3DkmTZrE559/zujRo83lWrVqRVhYGCNHjmTPnj2A8bs5efKklcyYmBgSExPNIy3Lli2z8mNKbaCZpoWWL1/OsmXLHDJoHGHJkiW88847DBw4kC+++MKhz4wbN46oqChOnjxpnmZr0KAB/v7+9O3bl549e9KwYcMMnZsZxdYolZubm9V+k79UelN8Wb02QkNDqV+/vpX/4y+//EKrVq0sfA0zQ2bvLW+//TZff/21eTVkepgebpRKJQUKFKBEiRI2jdmAgACHrm2AnTt34uvry+PHj/nuu+/Mo3sLFiywKlu/fn1mz56NQqHAy8uLUqVKmb/D5xFhKAmsqFChgvnia9y4MXq9nkWLFvHLL7/w+uuvA+Dh4WHTv+jhw4fZqmt6qNVqqlevnqUprrFjxzJ8+HAuXbqEj48PISEhvPPOO+TLl8/8NF2qVCk8PT3NPkspOX36NKVLlzY7GJ85c4YbN27YDLXQuHFjfH19zT8SaVGyZEmHb5KOoFQqLeQ1a9aMGjVqMGXKFLp3725liGXkJp1Vfv/9dxQKBQ0aNADg1KlTSJJErVq1LMppNBqqVq3Kvn37zPsqV67M6tWriYiIsHiqNn1XlSpVAqBdu3YcOXLErg4mI2nJkiUsXrzY5ihdZliyZAn9+/enV69eLFiwwOHRnZMnTxIWFmY2kkyY+uTMmTM0bNgwQ+em6X9CQoJFuey6ruW4NiRJshjpjYyMZNeuXSxdulRWXTNybzEZ3I46jzv6cJMRqlatir+/P2C8tlu0aMF3331Hv379rK4jX1/fbLu2XQHhzC1Il88//xw/Pz8mTZpk9gUJDQ3l4sWLFjfUR48e2QzAlpPEx8dz6NAhC5+VzODu7k6lSpUICQnh5s2brFmzhgEDBuDp6QkYb5rt2rXj119/5dmzZ+bP3bx5kz179tC5c2fzvtWrV7Nnzx6Ll2mYfcGCBWzatClLusqFu7s733zzDfHx8Tk65L5kyRL++OMPunbtSvHixYHkkaXUIwcJCQkcP37cIkZUhw4dUCgUVtMMS5cuxdPT0zwdU6hQIWrWrGnxMiFJEgMGDGDJkiUsXLjQauQpsyxdupT+/fvz9ttvs2jRogxNgQUHB/Pvv/8SHR1tsd8UmNDUBxk5N00rVv/55x8Lmb///nuG2pVZsnptXLt2jb/++svCfWDjxo0oFAratm0rq64ZubeYgjWmdmvIKRQKBd988w0qlYoJEybktDq5HjGiJEgXPz8/8wqWlStX8vbbb9OjRw8WLlzI22+/zYABA3j06BGff/65bEt5U7Jv3z4ePHgAGB0Sb9y4wS+//AJAw4YNzSsx6tWrR/v27alQoQK+vr5cv36db7/9litXrlgtzz979ixnz54FjNNMsbGxZplhYWGEhYUBxifcdevWUbNmTdzd3Tl16hSfffYZZcqU4eOPP7aQOWXKFGrVqkXbtm0ZN26cOaifv7+/RVA4WzdL03LsGjVqyP4kd/PmTZuhGAICAiycgG3RsGFDWrduzZIlSxg3bhwlSpSQRSdbBkFcXJxZz7i4OK5evcqGDRvYtGkTDRs2tJgiqF+/PrVq1eKjjz4iNjaWBg0aEBkZybx587h27ZqF02zFihXp168fkydPRqVSUatWLbZv3853333HJ598YnP6KDVDhw5l8eLF9O3bl8qVK1v0p7u7u8V0yo0bN8wjU1euXAEwn1uhoaHm73ft2rX069ePatWq8c4773D48GGLOk0BK+0xfPhwOnbsSLNmzRgxYgT+/v4cOnSI6dOnExYWRqtWrcxlHT03a9WqRbly5Rg9ejQ6nQ4/Pz/Wr1/PgQMH0u0jOcjItdG0aVMaNGhAlSpVzM7cn3/+OQqFwuLa/OWXX2jWrBk+Pj5WsuW+t6xcuZJff/2VNm3aEBISwtOnT1m7di2rV6+md+/eFg7mcnDv3j2b13b+/PnN9zB7lClThoEDBzJ//nwOHDhgtbBDkIJsjNkkyOWkFcAtLi5OKl68uFSmTBlJp9NJkiRJy5YtkypUqCB5eHhIYWFh0po1a6RevXpZBG9MK+ghIE2ePDldvRo2bCgBNl979uwxlxs1apRUtWpVydfXV1Kr1VJgYKDUqVMn6a+//rKSaQrCZuuVUqcLFy5IDRo0kAoWLCi5ublJpUuXliZMmCBFR0fb1PXo0aNSkyZNJC8vLyl//vxSx44drQIC2iIjwfPsBZxMjanv7b26d+9uLmsv4KQkSdLp06clpVIp9enTx7wPB4Pd2eKNN96QChUqZLEv9XecL18+qWTJktLrr78urV271iIwoImnT59KH374oVShQgXJy8tLKly4sNSoUSNpy5YtVmUTExOlyZMnS8WLF5fc3NyksmXLSnPnznVY55CQELv9mDpYqem7tPVKGdCwV69eaX4/165dS1ev3bt3S82bN5cCAwMlT09PqWzZstKoUaOkhw8fWpV19Ny8ePGi1Lx5cyl//vxSQECA9N5770mbN2+2ut7sBQm1F3Axs+eMvWtj+PDhUlhYmOTj4yOp1WopODhYevvtt6ULFy6Yy0RHR0seHh7SkiVLbMqW+94SHh4uNWnSRAoMDJQ0Go3k5eUl1apVS5o/f77Nczg1GQkSm9a58/LLL5vL2Qs4KUnGoKfe3t5S48aNzfuyEjAzr6KQJAcCLggEAoFMVK1aFXd3d6sRFIFAbn7++We6d+/OvXv3HBo5FAhsIXyUBAKB00lISGDfvn2MGzeOf/75xymxlgSC1Lz55ptotVphJAmyhBhREggETuf69euUKlWK4OBg+vTpw0cffZSl9BECgUCQXQhDSSAQCAQCgcAO4pFOIBAIBAKBwA7CUBIIBAKBQCCwgzCUBAKBQCAQCOwgAk5mAYPBwJ07d/Dx8cl0UkmBQCAQCATZiyRJPHv2jODg4HQXlghDKQvcuXNHtszhAoFAIBAIspdbt25ZpDyyhTCUsoApJP6tW7eckrojLWJiYsz5ru7cuWOVGDM3k5iYyJdffglAv379Mp+VOjaWAhUqAPD03DlIKzN4irL6W7dQmb6vmBhI6kfu3IF8+eTTL4MYDAYkSaJAgQKoVCpZZYs2yYfT2mTjXJRdrgk55adXp7PrkgtX09nV9M1lREVFUaxYMZupbVIjDKUsYJpuy58/f7YbSilv0Pnz53cpQ0mv1/PGG28QExODn59f5n/gvL1Rf/stAH6FC4NGk2ZZ1TffoNfrye/vjyopSzqenrBkiXHb3x80Gvn0yyB6vR6dTkf+/PllNypEm+St1yltsnEuyipXpwOFAlQqeeWnVSc4vy65cDWdXU3fXIojbjMijlIWiIqKwtfXl8jIyBwZUfL29gYgOjrapQwlMP7YPHnyBLVaLfsPaFp1mhJ9pldnbtcvs/JFm+Sp05ltEggEzicjv99i1Vsm+OabbwgLC6NWrVo5rYpAIBAIBAInIqbeMsGQIUMYMmSI2SIVZAyDwcClS5eIjo6mZMmSmX8q1+lQ7dwJgL5pU1CncTrrdKi3b0eh18NrrxmnH5L2s22bcbtFC1Cr5dMvFyHa5ALYOBdllavXG9+rVPLKT6tOcH5dcuFqOruavi6M6FlBtqPT6VizZg0AgwcPRpPZufWEBLzefBOAZ3fvpn2jSEjAu0sXAPRt24K7u3k/bduiR8nBbdHEGNRotXrWrDkKQLt2pSlbVkHp0q49Q+1on0uShFarla1evV6PXq8nPj7eKc7cmzZtAiA4OJjs8iJwWptiY2HIEOP28eNpL07IrFwTmZSv0Wgca3PSdQVAdLRr/Ii7ms6upq8LI3pWIADmMJzRLTyT3mmAtwFYsQJUKomzZ2MICnJtYyk9tFotERERshsckiTx5MkT2WONSZLEyy+/DMDjx4+zNZaZU9pkMMCCBcbtu3dBrqTBKeWayIL8AgUKEBgYKGLHCZ4bhKEkEADXKAFAYCAEBRmIiIgA4OHDILRaBf/9p8jThpIkSTx+/BiNRkNgYGC6AdgyIleSJNRqtew/rAaDgYcPHwLg5+cnm87p4bQ26fUQF2fcDg1Nnh6WU66JTMiXJInY2Fju378PQFBQkDz6CQS5HGEoCQSALulSGDQIxo3TMX369wAsXTqB69dVZveOvIperychIYHg4GC85JrywfmGkjppusHDwyNvGEomPDzkNZRSk0n5np7GUdf79+9TuHBh1/cLEwgcQKx6ywRi1VveQ4/xhp/6vq9SGUeRdLq8Pc1gMBgAMu8vJnhuMBnScvqyCQS5GWEoZYIhQ4Zw9uxZjhw5ktOqCGTCNKKU2lAy+Ufm9RElE8LvRJAe4hwRPG/kOkNJp9MxYcIESpQogaenJyVLlmTq1KnmJ16Ae/fu0bt3b/M0QcuWLbl06ZKFnEaNGqFQKCxeXZJWPZl48uQJPXr0wNfXF19fX3r06MHTp0+zo5mCXIZpRCn1wpGUUQQEAoFA8Pwhm4/SrVu3uH79OrGxsQQEBFCxYkXcTUuwM8CMGTNYsGABy5Yto2LFihw9epQ+ffrg6+vLsGHDkCSJjh07otFo+O2338ifPz+zZs2iadOmnD171iJC9YABA5g6dar5vWl+3US3bt24ffs2W7duBWDgwIH06NGDjRs3ZrIXBI6gUqlo2bIlsbGxWfMrcXMjfuZM83Z6ZWM//xyDwYBnyrJubvD11+iX1oGjRsMopX7r1hmLufqIkmx9notQKBTkz58fg8Hg1FGOUqVKMXToUIYNG2bzeKNGjahWrRpz5szJWkUKBdeBErVqceLYMapVr541eSnkUrw4mFYzKhTGlzNJuq7M266Aq+nsavq6MFkylG7cuMGCBQtYtWoVt27dslhW7ObmxiuvvMLAgQN57bXXHL45h4eH06FDB9q0aQNAaGgoq1at4uhRY1ybS5cucejQIc6cOUPFihUBmD9/PoULF2bVqlX079/fLMvLy4vAwECb9Zw7d46tW7dy6NAhXnrpJQC+//576taty4ULFyhXrlzGO0TgECqVipo1a/LkyZOsOYNqNGgHDnS4bOKAAeh0OjxT+uFoNDBkCLr9wFHjiFJK/UxFXX1ESbY+z0UoFAr+97//sWzZMvO+ggULUrNmTT777DOqVKmSg9plAqXSmLPLtC2n3MKF5ZPnCEnXlUvhajq7mr4uTKavxmHDhlG5cmUuXbrE1KlT+ffff4mMjCQxMZGIiAi2bNlC/fr1mThxIlWqVHHYn6d+/frs2rWLixcvAnDq1CkOHDhA69atAUhISACMq1xMqFQq3NzcOHDggIWsFStW4O/vT8WKFRk9ejTPnj0zHwsPD8fX19dsJAHUqVMHX19fDh48mLlOEbgsKYMWp8T0Xq8Xfhm5lRYtWnDr1i1u377N9u3bUavVdOjQIafVEggEeYRMG0pubm5cuXKFX375hZ49e1K+fHl8fHxQq9UULlyYV199lcmTJ3P+/Hk+//xzbty44ZDcsWPH0rVrV8qXL49Go+HFF19k+PDhdO3aFYDy5csTEhLC+PHjefLkCYmJiXz22WdERERw9+5ds5zu3buzatUq9u7dy8SJE1m3bh2dO3c2H4+IiKCwjaeswoULm2PopCYhIYGoqCiLlyDjGAwGrl+/zn///Wfhe5Zh9HpUf/6J6s8/058b0+tRHziA5q+/LMvq9bB3L7oIYzwetdpSP9OqN1efepOtz3MRkiSh1+vNsZ8CAwOpVq0aY8aM4datWzx48ACAcePGUaFCBXx8fChTpgyTJk2yWrG1ceNGXnrpJfLly0eRIkV4/fXX7da7dOlS/P392bFjh83jy5cvp2bNmvj4+BAYGEi3bt3MsYfA6BvZvXt3AgIC8PT0pEyZMixZssQ4NRYdDcDVK1do3LgxXl5eVK1alfDw8Kx0FDx7BlFRxtezZ8nTcM4i6bpi717XuXhcTWdX09eFyfTU2xdffOFwWdNokCOsWbOG5cuXs3LlSipWrMjJkycZPnw4wcHB9OrVC41Gw7p16+jXrx8FCxZEpVLRtGlTWrVqZSFnwIAB5u1KlSpRpkwZatasyfHjx6meNPdvy69BkiS7/g7Tp09nypQpDrdFYBudTsfy5cuBLKYwiY/HK2mK9tndu5DCP81WWe927QDQR0Ymz+nHx0Pjxuj5HWiHSmWpn0pVIUnnzKmYW8hsnycmJto9plQqzXGM7JU1xRySJAm3FH4U9uS6ZcDXQpIkEhIS0Gq15us2OjqaVatWUbp0aQoVKgSAj48PixcvJjg4mNOnT/Puu+/i4+PDmDFjANi8eTOvv/4648ePZ+nSpSQmJrJlyxabdX755ZfMmDGDzZs3m6OCpyYxMZGPP/6YcuXKcf/+fUaMGEHv3r3NMidOnMjZs2f5448/8Pf35/Lly8TFxRkjaF+9CsCHEyYwc+ZMypQpw4cffkjXrl25fPmyRX87jMEAFy5Y7nvxRfniNNki6boCjMZfWtdmbsHVdHY1fV2YLPkoVatWjf79+9O9e3f8/PxkUWjMmDGMGzfOvEKtcuXK3Lhxg+nTp9OrVy8AatSowcmTJ81TfQEBAbz00kvUrFnTrtzq1auj0Wi4dOkS1atXJzAwkHv37lmVe/DgAUWKFLEpY/z48YwcOdL8PioqimLFimWluYJcgr3wACZXkef1ge3zzz+3e6x06dIWK0lnz55tN7ZOSEgIvXv3Nr//6quviI2NtSo3efLkDOu4c+dO8/0nJiaGoKAgfvvtN7Nf5IcffmguGxoayoULF1i7dq3ZUJo+fTpvvfUWH330kblc1apVrer54IMP+Omnn9i5cyeVKlWyq0/fvn3N2yVLlmTu3LnUrl2b6OhovL29uXnzJi+++KL5fhUaGmosnOIkGz1ypNlPc8qUKVSsWJHLly9Tvnz5DPSMQCCQgyx5DL700ktMmDCB4OBgunbtyq5du7KskK1VOSqVyuZ0ga+vLwEBAVy6dImjR4+m6Zfw77//otVqzWH369atS2RkJIcPHzaX+fvvv4mMjKRevXo2Zbi7u5M/f36LlyBvYC88gOm9q48o5WXq1avHkSNHOHbsGAcPHqRZs2a0bdvWPN2/bt06GjRowAsvvICvry+TJ0/m5s2b5s+fOnWKV199Nc06Zs+ezffff8++ffuoXLlymmVPnDhBhw4dCAkJwcfHh0aNGgGY6xw0aBCrV6+mWrVqvP/++zZ9IqukqMN0z0o5fScQCLKPLI0oLVy4kK+++oq1a9eyZMkSmjdvTrFixejbty+9e/emePHiGZbZrl07pk2bRvHixalYsSInTpxg1qxZFk9pa9euJSAggOLFi3P69GmGDRtGx44dad68OQBXrlxhxYoVtG7dGn9/f86ePcuoUaN48cUXzcPlFSpUoGXLlgwYMICFCxcCxvAAbdu2FSvenkPSi8z9vI4ovf/++3aPpX6gGTFihFUZ07Rb6qk+e0vtM4OXlxelS5c261OjRg0KFizIokWLaNOmDd26dWPy5Mk0b94cX19f1qxZw+zZs82fTx02xBb169dny5YtrF27Ns0+iYmJoXnz5jRv3pzly5cTEBDAzZs3adGihXm6sVWrVty4cYPNmzezc+dOmjRpwpAhQ5g5Y4ZZTsr+MrkC5BXfMoHA1cjyGlQPDw969OjB7t27uXz5Mj169GDx4sWULFmSFi1a8PPPP2dI3rx583j99dcZPHgwFSpUYPTo0bzzzjt8/PHH5jJ3796lR48elC9fnqFDh9KjRw9WrVplPu7m5sauXbto0aIF5cqVY+jQoTRv3pydO3daLI1esWIFlStXNt/YqlSpwk8//ZTVLhG4IKapN3sjSs/rqjc3Nze7r9T+MmmVTW0o2SsnBwqFAqVSSVxcHAcPHiQkJIQPPviAmjVrUqZMGYvRJDBO7+/evTtNmbVq1WLz5s189tlnfPnll3bLnT9/nocPH/LZZ5/xyiuvUL58eZsjQQEBAfTu3Zvly5czZ84cvvvuu8w1ViAQOB1Zk+KWKFGCjz/+mKlTp7Ju3Treeecddu7cyZtvvumwDB8fH+bMmZNm8LahQ4cydOhQu8eLFSvGvn370q2rYMGCZgdXwfON/REl438x9ZZ7MYUkUSqVPHnyhPnz5xMdHU3btm2Jiori5s2brFmzhpo1a7JlyxY2bNhg8fmJEyfSvHlzSpYsyVtvvYVOp2Pr1q1mHyYTdevWZdOmTbRp0waVSsWoUaOsdClevDhubm7MmzePd999lzNnzlg85AFMmjSJGjVqULFiRRISEti0aRMVKlSQvV8EAoE8yB6id8+ePfTq1YvevXuj1+stVp/lFURS3LyHvRGl533qzRXYs2cPxYsXp2jRomZ/pTVr1tCoUSPat2/PsGHDGDp0KDVq1CA8PNzCuRuMkbXXrFnDpk2bqFGjBs2aNbPwXUzJyy+/zO+//85HH33E3LlzrY4HBASwdOlS1q5dS1hYGJ999hkzTdHjk3Bzc2P8+PFUqVKFBg0aoFKpWL16tXwdIhAIZEUhSVkPqHHz5k2WLl3K0qVLuX79Oq+88gr9+vXjjTfecGj+31WJiorC19eXyMjIbHfsjomJwdvbG4Do6GiL1C25Hb1eT3h4OLGxsdSoUSPzUy6JiWi+/RYA7aBBaYfxT0xE/c03GAwGPMaORWU6LxMT4auvqDX3bY7eDmLTJmjZMlm/hQsb8uuv7kyfHs+QIc7Nlq7X69HpdPj5+ckePTu9PjeNyoSGhloEc80qJh8ltVote5oRSZKIjo7GYDCQL1++bEvW6rQ2GQxgmqYrXFi+6NwmuSlTmGRBfnx8PNeuXaNEiRL2z5Wk6wqAYcNcI8WGq+nsavrmMjLy+52lqbeVK1eyZMkS9uzZQ5EiRejZsyf9+vWjdOnSWREryOOoVCrq1q2b9XQabm5oHXUKdnMjYehQdDodHqlzvY0Zg24lcDs515tJP7Xa+EPo6iNKsvV5LkKhUODt7Y0ur8yLKpVgJ+VSrpSbFknXlUvhajq7mr4uTJYMpd69e9OmTRs2bNhA69at80yyTcHzh8kQsnbmNk29PZ/O3AKBQPC8kyVD6fbt2zbTgAgEaWEwGLhz5w5RUVEEBQVlfoRDr0d58qRRZrVqaUca1utRHT9utIgaNkyZxA2OH0cfXQnwRKWy1E+pNE5vuvqghWx9nouQJAmtVmtOY+LySBKYgnB6eRmnyOSUm3LqTU75tki6rgCoXt25UcDlwtV0djV9XZgsGUopjaSffvqJBQsWcO3aNcLDwwkJCWHOnDmUKFFCJKgUWKDT6fjhhx+ArKcwyZcUwt+RFCY+TZoANlKY1K6NjvNAOdRqS/2USmPMHFefepOtz3MRkiTx8KExR19AQEC2+Sg5DYMBzp0zbsuZYiSlXBPZkcKkdm3jtquk13A1nV1NXxdGlrmyb7/9lpEjR9K6dWuePn2KPulXpUCBAmku83dVxKq3vIe98AAiMrdAIBA838hiKM2bN4/vv/+eDz/80GJIv2bNmpw+fVqOKnIVQ4YM4ezZsxw5ciSnVRHIhL1cb6bwACIoskAgEDyfyGIoXbt2jRdffNFqv7u7OzExMXJUIRA4FXu53kTASYFAIHi+kcVQKlGiBCeTnGpT8scffxAWFiZHFQKBU7E/opR0XOfi/i8CgUAgyBSypDAZM2YMQ4YMIT4+HkmSOHz4MKtWrWL69OksWrRIjioEAqdib0QpOddbNiskEAgEglyBLIZSnz590Ol0vP/++8TGxtKtWzdeeOEFvvrqK7p06SJHFQKBU7Gf683ooySm3gSuQGhoKMOHD2f48OE5rYpAkGeQLSnugAEDGDBgAA8fPsRgMOTp+ErffPMN33zzjXl1nyBjqFQqXnnlFeLj47MWpFSjIWHcOPN2emXjx47FYDDgnrKsRgOTJ6P7LB8kGEeQUuq3b59xys3Vnbll6/NchEKhYMyYMaxcuRIAtVpNwYIFqVy5Ml26dKFXr165rq2hoaHcuHGD8PBw6tSpY94/fPhwTp48yd6ktsga40ihgOBgyzhKzg6lkHRdmbddAVfT2dX0dWFkM5RM+Pv7yy0y1zFkyBCGDBlizhUjyBgqlYqGDRvKksIk8YMPHC4bP24cOp0O99QpTD76CP1MICE5hYlJv4MHjT8orj6iJFuf5yIUCgUajYYWLVqwaNEiDAYD9+7dY9u2bYwYMYJ169axYcMG1KnnU3MYDw8Pxo4dy759+6wPBgfLX6FS6Ry5aZF0XbkUrqazq+nrwmTpcevKlSv07dvX/L548eIULFjQ/AoICODChQtZVlIgcDYmQ0g4c7sebm5uBAYG8sILL1C9enXGjx/Pr7/+ytatW1m2bJm53M2bN+nUqRO+vr74+fnRpUsX7t27B0BkZCRubm4cO3YMMAazDAgIsBj1Wb16NUWLFgXg+vXrKJVKfv31Vxo3boyXlxdVq1YlPDw8XX3feecdDh06xJYtW+yWadSokdX0WceOHendu7f5/f3792nXrh2enp6UKFGCFStWWMk5f/489evXx8PDg7CwMHbu3IlCoWDDhg3mMv/99x9vvfUWfn5+FCpUiA4dOnD9+vV02yEQPC9kyVCaN28egSmSLT558oTx48cze/ZsZs+eTa1atZg9e3aWlRTkLSRJ4sGDBzx69AjJNB2QGQwGlOfOoTx3Lv25saSyqvPnLcsaDPDvv+j1Rj3Uakv9TD5Krj7Lmuk+j4mx/4qPd7xsXJxjZTPYJoPBYLM9r776KlWrVmX9+vXmsq+99hqPHz9m9+7dbN26latXr9K1a1cAfH19qVatmnmU559//jH/j4qKAmDfvn00aNDAop4PP/yQ0aNHc/LkScqWLUvXrl3TTdIbGhrKu+++y/jx4zGkPm/j4qz7yg69e/fm+vXr7N69m19++YX58+dz//5983GDwUDHjh3x8vLi7337+G7uXD4cP97UeQDExsbSuHFjvL292b9/PwcOHMDb25uWLVuSmJjokB42Sbqu+Pdf15m3djWdXU1fFyZLY9I7d+5k3rx5Fvtee+01SpYsCRhvCP37989KFYI8iFarZeHChYAxnUamp0bi4sj30kuAAylM4uLIX68ekJTCxDSnHxcHlSqhRw8oUKks9VOpRgGuP/WW2T5XpTG1LLVqhWHjRvN7ZVAQClOustRlGzaEvXuTd4SGQlL6EcuCjhtxkiQRHx+PVqtFkiSrFCblypUzB7zduXMn//zzD5cvX6ZYsWIALF26lCpVqnDkyBFq1apFgwYN2LdvHyNHjmTfvn28+uqrXLt2jQMHDtC6dWv27dvHsGHDLOoYPXo0bdq0AWDKlClUrFiRy5cvU758+TR1nzBhAkuWLGHFihX06NEjue3//utQP1y8eJE//viDQ4cO8VLSNbB48WIqVKhgLrN9+3auXLnC3l27CLx7FwoUYFrv3jQ7etQsf/Xq1SiVShYtWmTuvyVLllCgQAH27t1L8+bN09TDLknXFeA66TVcTWdX09eFydKI0o0bNyhRooT5ff/+/S18dkJDQ7l9+3ZWqhAInI4BBVLSpWAdcFJE5nZVUhpP58+fp1ixYmYjCSAsLIwCBQpw/vx5ABo2bMiBAwcwGAzs37+fhg0b0qBBA/bv309ERAQXL160GlGqUqWKeTsoKAjAYlTHHgEBAYwePZpJkyZlauTm3LlzqNVqatasad5Xvnx5ChQoYH5/4cIFihUrZjHqX7tiRQs5x44d4/Lly/j4+ODt7Y23tzcFCxYkPj6eK1euZFgvgSAvkqURJaVSyf379wkNDQWwmma7d+9enki+mRqx6i1vYQoNAGn5KGWjQrkIfWSk/YOpOstw965VEUmSkCQJdUoHeoBs8IE5f/68+d5ka8Qp9f4GDRrw7Nkzjh8/zoEDB5gyZQrFihVj+vTpVKtWjcKFC1OhQgWLqb6U9zeTHKvpNDuMHDmS+fPnM3/+fKtjSqXSakpRq9Va6J2yTlvYa3NKDAYDNWrUsOnfFBAQkOZnBYLnhSyNKFWsWJGdO3faPb5t2zYqmYYG8xAi11veQpfieUGkMElFvnz2Xx4ejpf19HSsrEzs3r2b06dP07lzZwAqVKjAzZs3uXXrlrnM2bNniYyMNE+TmfyU5s+fj0KhICwsjPr163Py5Ek2b95sNZqUVby9vZk4cSLTpk0z+0GZCAgI4G4Kw1Ov13PmzBnz+woVKqDT6Th69Kh534ULF3j69Kn5ffny5bl586bZYR3gyNmzFvVUr16dS5cuUbhwYUqXLm3xEit6BQIjWTKU+vTpw7Rp09i8ebPVsY0bN/LZZ5/Rp0+fDMnU6XRMmDCBEiVK4OnpScmSJZk6darFU9q9e/fo3bs3wcHBeHl50bJlSy5dumQ+/vjxY9577z3KlSuHl5cXxYsXZ+jQoUSmejoODQ1FoVBYvMaZ4vIInhvSGlFKjswtVr3lVhITE4mIiOC///7j+PHjTJ8+nc6dO9OmTRuz/0/Tpk2pUqUKPXr04Pjx4xw+fJg+ffrQoEEDi+mrBg0asGLFCho0aIBCocDPz4+wsDB+/vlnGjZsKLvuAwcOxNfXl1WrVlnsf7VxYzZv3szmzZs5f/48gwcPtjCCypUrR8uWLRkwYAB///03x44do3///nimMEibNWtGqVKl6NWnD/9cusRfp07x4bffAskjUd27d8ff358OHTrw559/cu3aNbMvlnCbEAiMZMlQGjBgAO3bt6ddu3aEhYXRqVMnOnfuTFhYGB07dqRNmzYMGDAgQzJnzJjBggUL+Prrrzl37hyff/45X3zxhdlpXJIkOnbsyNWrV/ntt984ceIEISEhNG3a1JyA986dO9y5c4eZM2dy+vRpli5dytatW+nXr59VfVOnTuXu3bvm14QJE7LSJQIXJOWIkojM7Xrs2bOH4sWLU6pUKdq0acPevXuZM2cO69evN8eMUigUrFu3Dj8/Pxo3bkyLFi0oUaKElYHSqFEj9Hq9hVHUoEED9Hq97CNKYJy6+/jjj4lPtYKwb58+9OrVi549e9KwYUNKlChB48aNLcosWbKEYsWK0bBhQzp37szAgQMtAv2qVCo2bNhAdHQ0tXr1ov8nnzAhKZyLh7s7AF5eXuzfv5/ixYvTuXNnKlSoQN++fYmLiyN//vyyt1cgcEUUUpbWZxtZvXo1q1ev5uLFiwCUKVOGrl27Zip9Sdu2bSlSpAiLFy8273vttdfw8vLip59+4uLFi5QrV44zZ85QMckxUa/XU7hwYWbMmGF3ld3atWt5++23iYmJMa/4yWq4f1PAycjIyGy/qcTExODt7Q1AdHQ0+VxoxUNiYiLTp08HjCuwPFJP4ThKTAw+SQ606a56S1FWHxmJyvR9xcTwyLs4/jwCjAaRXp+sX+HCIxg8OD+NG+v47TfHlm1nFr1ej06nw8/PT/agkOn1uWlUJjQ0NPPfhw3MPkpqdbr+MhnFYDAQEREBGKeqsisKt9PapNfDiRPG7RdftLbaZZD716lT1O/fn8sXLlCqbNlMiYuPj+fatWuUKFHC/rkSEwNJ9yeXWZHlajq7mr65jIz8fssSsrZLly6y5XSrX78+CxYs4OLFi5QtW5ZTp05x4MAB5syZA0BCQgKAxQWqUqlwc3PjwIEDdg0lU2ekXhY9Y8YMPv74Y4oVK8Ybb7zBmDFjcEvteJpEQkKCuX7Ayq9A4BgqlYo6derIksIkcehQ83Z6ZeP/9z8MkmSVwkQ/6D0wzkhgVCdZvwcP8k5kbln6PBehUCjIly+fQ07LLoFCAUWKJG/LwPr16/H28qKMjw+Xr19n2IwZvFyzJqVKl5ZFvl00Ghg9OnnbFXA1nV1NXxcm04ZSTExMhkYxHC0/duxYs4OlSqVCr9czbdo0c2C48uXLExISwvjx41m4cCH58uVj1qxZREREWDg/puTRo0d8/PHHvPPOOxb7hw0bRvXq1fHz8+Pw4cOMHz+ea9eusWjRIptypk+fzpQpUxxus8A2KpWKpk2bypLCJOGTTxwuG//xxzZTmOgmfATfGh/gFQpL/TZvNhoVecFQkqXPcxEKhYL8+fOnG+DRZVAqIUX4Ajl49uwZ77//Prdu3cLf35+mTZvy5Zdfmp4InIebG3zxhXPrkBtX09nV9HVhMn21lC5dmk8//ZQ7d+7YLSNJEjt27KBVq1bMnTvXIblr1qxh+fLlrFy5kuPHj7Ns2TJmzpxpTkWg0WhYt24dFy9epGDBgnh5ebF3715atWpl8wcgKiqKNm3aEBYWxmRTAsEkRowYQcOGDalSpQr9+/dnwYIFLF68mEePHtnUbfz48URGRppfKVfQCFwXU5QHW/aDcOYWuDI9e/bk0qVLxMfHc/v2bZYuXUqhQoVyWi2BwKXI9IjS3r17mTBhAlOmTKFatWrUrFmT4OBgPDw8ePLkCWfPniU8PByNRsP48eMZOHCgQ3LHjBnDuHHjzFN5lStX5saNG0yfPp1evXoBUKNGDU6ePElkZCSJiYkEBATw0ksvWaxeAePTVMuWLfH29mb9+vXpxnQy5XW6fPmyzZuJu7s77klOkILMI0kST58+JSoqCj8/v8wLMhhQJBmrUrFiaT8lGwwob95EqdOBr2+yVWQwoLt+Byia5LitsNBPpTJO8br6oIVsfZ6LkCQJvV6PwWDIG6NkkgSm4JNubrJNv1nINSGnfFsYDHDzpnG7eHHnj2DJgavp7Gr6ujCZNpTKlSvH2rVruX37NmvXrmX//v0cPHiQuLg4/P39efHFF/n+++9p3bp1hnwiYmNjrcqrVCqbQdxMcT4uXbrE0aNH+fjjj83HoqKiaNGiBe7u7vz+++8OOaieSHJ4NEXYFTgHrVbL119/DWQ9hYl35cqAgylMqlYFrFOY6Bs0Ai6bR49S6leu3HDA9SNzy9bnuQhJksxRsAMCAlzfT8lggKSUK7I6c6eUa0JO+baIiwNT1gZXcTR2NZ1dTV8XJst3y6JFizJixAhGjBghhz60a9eOadOmUbx4cSpWrMiJEyeYNWsWfZOWtYJxBVtAQADFixfn9OnTDBs2jI4dO5rzEj179ozmzZsTGxvL8uXLiYqKMjteBwQEoFKpCA8P59ChQzRu3BhfX1+OHDnCiBEjaN++PcWLF5elLQLXwBQewNbvhggPIBAIBM83ue6xct68eUycOJHBgwdz//59goODeeedd5g0aZK5zN27dxk5ciT37t0jKCiInj17MnHiRPPxY8eO8ffffwNGX6qUXLt2jdDQUNzd3VmzZg1TpkwhISGBkJAQBgwYwPvvv589DRXkGkwBJ9U2DSXjf2EoCQQCwfNJrjOUfHx8mDNnjjkcgC2GDh3KUNOycBs0atTIKk9SaqpXr86hQ4cypaPI9Za3MBlKJh+llCQ7c2ezUgKBQCDIFQjvr0wgcr3lLUxTb7bcdpKn3lzc/0UgEAgEmUIYSoLnnuQRJetjKRbHCQQCgeA5RBhKgueetJy5TaNMwkcpdzJ8+HBeeOEF3Nzc8PDwIDg4mBYtWrBkyRKbK2UBWrZsiZubm92p94MHD9K2bVv8/f3Jly8f1apVY9asWQ5Ntd+6dYt+/foRHByMm5sbISEhDBs2zG5sNoFAkPuRxUcpNDSUvn370rt3b7FiTJAuSqWSGjVqkJCQkLUl3Wo1iaaUNektd1erSejXD4PBgFvKsmo1+k5vwPpkESn1yyvO3LL1eS5CoVCgVqtp0qQJS5YsQZIk7t27x7Zt2xgxYgTr1q1jw4YNFqEQbt68yaFDhxgyZAhLliwxx04zsWHDBrp06ULv3r3ZuXMnBQoUYNeuXYwbN46///6b1atX29Xn6tWr1K1bl7Jly7Jq1SpKlCjBv//+y5gxY/jjjz84dOgQBQsWTKtBEBCQvC0XKeWm3OdM1GoYPDh52xVwNZ1dTV8XRpakuPPmzWPp0qWcOnWKxo0b069fPzp16pTngzOKpLiZR6/X8+TJE9RqdbYFC7SXdHbfPmjUCMqXh3PnLPW7eNGNl1/Oj7+/gatXY3JEPznl2+tzV0yKC9C7d28eP37Mr7/+aiF/9+7dNG/enIULF9KvXz/z/qlTp3LhwgUmTpxI3bp1uX37tvnaiYmJoWTJkjRo0IC1a9da1LNx40Y6derEypUreeONN2y2qVWrVpw5c4aLFy/i6elp3h8REUGpUqXo2bMn335rTCoYGhrKwIEDuXz5MmvXrsXPz48JEyY4HJg3J3EoKa5AkMvJyO+3LFNv7733HseOHePYsWOEhYUxdOhQgoKC+N///sfx48flqCJX8c033xAWFkatWrVyWhWBDJhGi2w7c5vK5I1RGEeRJImYmJgcecnw7Marr75K1apVWb9+vUWbli1bRrdu3Shfvjxly5a1MIh27NjBo0ePGDlypJW8du3aUbZsWbsjSo8fP2bbtm0MHjzYwkgCCAwMpHv37qxZs8aibV9++SU1a9bkxIkTDB48mEGDBnH+/PmsNl0gEMiMrD5KVatW5auvvuK///5j8uTJLFq0iFq1alG1alV++OEHWW6AuQGx6i1rmH6E4+LisnZOSBKKhw9RPHxoTNOQmbKShP7RUyB5hVtK/Uz7XN2ZO6N9Hhsbi6+vb5ZfBQoUwM/PDx8fH7y9vR16xcbGOtymtNpSrlw5bty4YX6/c+dOYmNjadGiBQDdunXjhx9+MB+/ePEiABUqVLAr79KlSzaPXbp0CUmS7H62QoUKPHnyhAcPHpj3tW7dmsGDB1O6dGnGjh2Lv78/e3ftAq02/fM5I0iSUWbKl7PvxZIEDx4YX65y33c1nV1NXxdGVkNJq9Xy888/0759e0aNGkXNmjVZtGgRb775Jh9++CHdu3eXszqBi6LVapk9ezY//PBD1jK/x8biXbIk3iVLQno/rrGx+JYpQ6EKFSzLxsaie6sbAGqlwUo/MOrn6j5KsvV5LkKSJOLi4khMTLRpMEmSZDE1tmTJEt58802zz1KXLl04fPgwFy5csPqcvfrc3NwyrStgoU+VKlXM2wqFgsDAQO7/8w+cOiWvZW4wGGWmfDnb8o+NhcKFjS8HDd8cx9V0djV9XRhZPMCOHz/OkiVLWLVqFSqVih49ejB79mzKly9vLtO8eXMaNGggR3UCgaw4Eh7geQs46eXlRWRkZJblZMZHycvLK8v1Apw/f57Q0FDAODX222+/odVqWbBggbmMXq9nyZIlfPbZZ5QpUwaAc+fOUa9ePSt5Fy5coGpSvsDUlC5dGoVCwdmzZ+nYsaNNXfz8/PD39zfvS52kW6FQYBAjAwJBrkMWQ6lWrVo0a9aMb7/9lo4dO1rdAADCwsLo0qWLHNUJBLIiwgNYo1AoZFkg4Gxnbnvs3r3bnAcSYOXKlRQtWpR169ZZlZsxYwaffPIJzZs3p2DBgsyePdvKUNq4cSOXLl3iyy+/tFlfoUKFaNasGfPnz2fEiBFWztwrVqygZ8+eeWbFoUDwPCGLoXT16lVCQkLSLJMvXz6WLFkiR3UCgaykletNqTQ+4ev1CiTJ+auqBRnHtGIvZXiAGTNm0KZNG3r06AEYp906d+5MpUqVLD4bEhLC+PHj2bJlC+3bt+fbb7+lW7duvPvuuwwePJj8+fOze/duxo4dS79+/WjdurXdqbmvv/6aevXq0aJFCz755BOL8AAvvPAC06ZNc3pfCAQC+ZHFUErPSMrraPVatHpttteZk/VnhdS6q/SZXAqfSg5p9UGqsgbTe73WbCgpVQa0eoOFfpIieTtBq7U56iQXer0enV5n1A95fUjS63PT8fQcpDOKZPqTjP/lxCRvz549FC9eHLVajZ+fH1WqVGH27Nn07NkTpVLJ0aNHOXXqFN9++61V27y9vWnWrBk//PAD7dq1o3PnzuzcuZPp06fTqFEjoqKiAPj0008ZM2aMuR222lSqdCkOHznMlClTeOutt3j06BGBgYF06NCBSZMnUcCvAAYp+XuVJMniPSlkGZBAkusckKycUbMi3yAZkCQp7WtXr8U0r5DutZlbcDWdXU3fXEZGfjNlMZT8/PxsDikrFAo8PDwoXbo0vXv3pk+fPnJUl+OkTop74+kNvPXe2apDbEyy8971J9fxSpTHryM70GmT57FuRN3APSFz8baUsXGYwvfdjLqJQefpUNnrT6+j1PsAoIiJNU+9aaV4rj25a6Hf3bhbQBAAVx7dwM3deT4keoMeg87AU8VTVEp5LbL0+lzSSagNahINiSj08g6bSZKEHj0K5JdrSqCdv2B+q3uQVtKCHipVq0R0fDQACfoEKzmrf1ltcaxW3Vr8+vuvgDFm0Fuvv8WyH5fRtUdXApICN9prU9ALQSz4bgG2SNQlmrfPXzpvte/Q3+F4nD6bvF8p01obg4HU0Y6yIl+r06Iz6LgddRtVnO3zVBETS5mk7etPriO5wP3J1XR2NX1zG9HPoh0uK4uhNGnSJKZNm0arVq2oXbs2kiRx5MgRtm7dypAhQ7h27RqDBg1Cp9MxYMAAOarMUYYMGcKQIUPMAauUCiXu6uwNrqlXJ3sXu6vds73+rKCUkm/Q7qrM665I0QduajekNOSkLOuuckeZVFah1ptHlDQqBe5qdwv9PDXJq5zUSnfc1U40lPR69OhxV7nLHnAyvT43YEBCQokSpUK+xbCmlWdyyrSFAufU4eXpxdp1a/l63teE/xVOx04dndemFIaeQqGQb57XzkNsZuUrFAoUCgVuKjeLqOcWZVLdn9K6NnMLrqazq+mb24hVOL5SUBZD6cCBA3zyySe8++67FvsXLlzI9u3bWbduHVWqVGHu3Ll5wlBKjVqpRqOydmB3Jinr06g02V5/VlBKSkpXKI02UYub2g2NMnO6KzSeRL7ZCQCNxhMpDTkKjSdPX++IJBlQu3ugMvWXuwcxL9WFv0HtpkSj0ljo5+meLFNpcEOjdN6yaqWkRCkZdXCGoZRWn+sVerQKLYqkP9lQAJLRkJF5QAkFCtw93JEkCaVCKfuIlQlPD0/GjBmTsmLntEmhRF/Qz7ipUMpoKCXJlSRI0jlL8hXGtmtUGtQqOz8h7h7EdnsDALW7B7jC/cnVdHY1fXMZaqXj5o8sKUy8vb05efIkpUuXtth/+fJlqlWrRnR0NFeuXKFKlSrExDg3DUR2YhpROn3jNAX90sjh5ARiY2IpE2QceL109xJe+Vxr2FWv1xMZGYlKpcrWFCZ6vR5fX1+LOlcs9eL9oQVo3jqOJaufWOhnMKioWtIYRPDvfy9TwM95hpI9/eSUb6/P9Vo92igtIcVDcPeQ78lUQgIJY33OsGMkY7tMP97ZgdPblMuJj4/n5vWb5A/Mj9pN5BgTuCaPnzymckjl7EthUrBgQTZu3Gi1f+PGjeYkkDExMfj4+MhRnUAgK6al/2nFUQIwGJ7DX0WBQCB4zpHlcWDixIkMGjSIPXv2ULt2bRQKBYcPH2bLli3m4G47duygYcOGclQncHEkSUKr1aLT6lBmxWFVklDExRk3PT3TnkqQJBSxsSj0ekj59CBJGOKMqx9SpjAx6efmrkSplDAYFC4dSym9Pjc5Qsu9Ms3ZmFbp5Zn4RKaI2XI5cqeUa/pqFVmULzlwnkgSitika9MrnWszt+BqOruavi6MLIbSgAEDCAsL4+uvv+bXX39FkiTKly/Pvn37zIHbRo0aJUdVuYLUq94EGUOn0/HT/J8A6Nyzs12H0PRQxMVRpvSLAFy6fAIpjYjOirg4yperCcDt2+chf9Kqt9g4vD/8HPgKFXqb+qlUxt8Zg8yrwbKTdPs8ye9Gp9VhtUQqlyJJEo8ePAKgQKECrm8sGQy4nToDQGLVSrKuejPJNZEV+XFJDydKtf3PK2LjCEpyDbh79xKSC7gGuJrOcuorSXDmlIYnj62/U7+CBipV1T7XdliWDSWtVsvAgQOZOHEiq1atkkOnXE/qVW8C18YUHkCtsv2UrFJJaLUKdHnYLlYoFaCGh48eolKrZFvRZRp5UCqV8vvzSJjz1iUkJKCUN3VlGtU6qU0GyRw9KzE+AZQyCU8h10Sm5EtGI+nBgwe45XPL2miwIFexa5s7vd4sZPf4j2sf0aSFdWgNuZAkWDA3HxfP23ZIr1s/gTe7xzmt/vTIsqGk0WhYv349EydOlEMfdDodH330EStWrCAiIoKgoCB69+7NhAkTzBfmvXv3GDt2LNu3b+fp06c0aNCAefPmmXM1gfHGOXr0aFatWkVcXBxNmjRh/vz5FC1a1FzmyZMnDB06lN9//x2A9u3bM2/ePAoUKCBLWwSuQVq53gBMIY30urz7SKVQKHDzcSPhaQK3bt2ST3DSNI1SKf+qNAmJ6ChjLBSvSK/sG1FyVpskA6qHDwHQe7iBXOEHUsg1kRn5JgPRLZ8b3gWzN26cwLls/8M4jFwkUE+hgGSz+sE9JQ/uq9i/x92phtK//6j5ZKL9QQc3d8m1DSWATp06sWHDBkaOHJllWTNmzGDBggUsW7aMihUrcvToUfr06YOvry/Dhg1DkiRzPrnffvuN/PnzM2vWLJo2bcrZs2fN+amGDx/Oxo0bWb16NYUKFWLUqFG0bduWY8eOmVf8dOvWjdu3b7N161YABg4cSI8ePWw6pgvyLqYRJXsxHtVqUxqT7NIoZ1CqlHgU9EDSyxed22AwoNfr8fbxln0ln1arZdsf2wBo3rE5GrfsWR7ttDbFxlG4rTHEyv0/t4GX/QCqmZVrIrPylWqlGEnKgxw6YIwX99mcpzRvnWwQ/brGk/cG+HHymJu9j8rC2TPGa7dUGS1vvW1tEFWsnLNRx2UxlEqXLs3HH3/MwYMHqVGjhlUyzaFDhzosKzw8nA4dOtCmTRsAQkNDWbVqFUePHgXg0qVLHDp0iDNnzlCxYkUA5s+fT+HChVm1ahX9+/cnMjKSxYsX89NPP9G0aVMAli9fTrFixdi5cyctWrTg3LlzbN26lUOHDvHSSy8B8P3331O3bl0uXLhAuXLlHNY5ThdHrNY6eJVSocRDnezwYauMCQUKPDWeDpe1qF8bB3bOo9Ry47Rxdh0xM1IWwEvjlamy8bp4EjFGJI7VxqJX6e2WTdAloJdsWygKXRxJkWEASNQnojPY9rhOXdYkV6GNJU6jB2JAHU2sNhat1phCxDSVo9QkgEYiJjGOWG2ilWwPtYd5qiotHcAY7NEUdTt1WVN4AI1Wg8qgsiir1WvRGuzfLNxUbua4ILbKarVac5/rDDrccTdvJ+qt22RCo9KYYy5lpKzeoCdBb+xjvaTHXeGOSpFsVKiVatxUbhZl7ZGyrEEyEK+LN7ZJoeVJjDGcQ5whDgMGu2XTkytJEnE6+0+sFmV1EvG6eKs2mcjIdZ+yrEKrQn/nhrFtJCClkp3Re4SprEKrwnDnhsXVmVJ+hu4RegWeyvTLKrSxxGggX4rTMKP3CEMaKVYyUtZT7WkebUzzfqKNtXmPsEdGrnu57hGp9dUrwOQxkNl7xP17Sq5cTwS3BCrVfEqsVjKXrVYjEZQ6Tp9NJDI2Fhv57tEok+P4pXuPSFE25XV/9oISNDHUaRxDn/8Z0walvkfEajN+j0ivrKPIYigtWrSIAgUKcOzYMY4dO2ZxTKFQZMhQql+/PgsWLODixYuULVuWU6dOceDAAebMmQMYp9QAPDySb0QqlQo3NzcOHDhA//79OXbsGFqtlubNm5vLBAcHU6lSJQ4ePEiLFi0IDw/H19fXbCQB1KlTB19fXw4ePGjTUEpISDDXD5jzQNX+vrZNB9hXS7zKT51+Mr+v8m0VuzfjukXr8subv5jfv7ToJR7HPbZZtmqRqvzSMblsq59b8V/0fzbLli1Ulj299pjft17ZmouPLtosWzR/Uf7u/7f5/Ws/v8ape6dsli3oWZDTg06b3/dY34Pw2+E2y3qqPbk89LL5/aAtg9iDUadPV31qVf7CwAvm7TF7xrDt2jabcgGiU9yMJ/05ifUX19ste98LApJ+W6bsm8KyU8uMbz4E+JzVwOp5xl3DGIYfxuB/CS9PhBdn8foB4IC13E2vb6JMQeO078ITC/n6+Nd2dVjbcS1VClcB4MczP/LF31/YL/vGWuoVMy6GWHF6BR/u/tBu2WUdl9G0pPGh4NfzvzJym/3R3YI3C9KufDsAdlzfwfCdw+2Wnd5wOp3LdQbgwO0DvLP1HbtlJ708ie4VuwNwNOIoPTf1tFt2wisTGFRrEACn75+mzco2dsuOrDOSUfWMi0EuPbrEqz++alXGdB71rdKXsXXGAnAn+g5NVjWxK7dbWDcm158MwJP4J9T9qa7dsp3KduKzRp8Bxgejl1a8ZLdsmzJt+K7dd+b3ZeaVsVs29T2i8BiIdQN+qGpVNqP3iC3dt5jfhw2BGwVSFEgh31n3CP/h8CDF6Z2Re8SAjQPYfW23zbIA/41Mvt8N/WMomy9ttlv20nuXzIbV2J1jWXt2rd2ydu8RNjjU7xDFfIsBMOPADBYcs526BmB3z92U8zf+psz7ex6zDs2yW3Zzt81UC6wGwOLji/nkz0/slt0TAo2uG7ezdI9I+lit5cb/C9ouoF3ZdpQopcerxjpi23QhzE7zZrWYxVsV3wJg7/W99NrQy64O016dRu9qvQH4+7+/eWOtMWAmBYw6rABWJN2D5b5HmHi3xrtMbJgxVyFZDKVr167JIQaAsWPHEhkZSfny5VGpVOj1eqZNm0bXrl0BKF++vDnj98KFC8mXLx+zZs0iIiKCu3fvAhAREYGbmxt+fn4WsosUKUJERIS5TOHCha3qL1y4sLlMaqZPn86UKVNka6vANXBy9g2BQCDIlSgUEFpCx9l0yt28ruL+PSWXH+fNAKSyROY2kZiYyLVr1yhVqlSml3yvXr2aMWPG8MUXX1CxYkVOnjzJ8OHDmTVrFr16GS3VY8eO0a9fP06dOoVKpaJp06bmefMtW7awcuVK+vTpYzH6A9CsWTNKlSrFggUL+PTTT1m2bBkXLlywKFOmTBn69evHuHHjrHSzNaJUrFgxDl85jF8BP6vyzpx6kxIlc2Tuf27+g2c+2/4GuXHqLTo+mr1b96LVaqn1Si3c3N3slk1zqDw+gRKjJqFAQcTcL0jQKOwPU8cnEDpyIkgQtfgbdO5qo9z4eOY1OcHcK53p1S+SCdNi0el0hG8PR6/TU6dRHZo3KMHdCPhp3S0qVbUe0pV76s0UmVvOqTedTsf+bfvRarW83OhlvDyNfez0qTc70cblmHpL2SbTeZQdU286nY7ohGi7EdQzO/VGfDxu7w4G4Om8meBhOUyd2ak34uNxf2cIkkEHKECltJDvlHtEfDwF3htNPoOaJ9/NBQ+PXD/1Rnw8wUPGokDBk+/mkqBW5OqpN+LjCRwyFlWSvlqNKlP3iJav+HPlkob5Sx7TrFWCVdnpUz35+is3Xu8aw/TZUVZyTx31okubIHQ6BSh1oLJ9Lc9Z+JiOnQxWU2+xMQqqli4CkoJDZ+5RyN/4Xcpxj0irbEYic8ti/sXGxvLee++xbJlxmPLixYuULFmSoUOHEhwcbNPosMeYMWMYN24cXbp0AaBy5crcuHGD6dOnmw2lGjVqcPLkSSIjI0lMTCQgIICXXnqJmjWNcXICAwNJTEzkyZMnFqNK9+/fN8d1CgwM5N69e1b1P3jwgCJFitjUzd3dHXd36/QOnmpPiwvXHo6UcbRsbGLyTdJT41j9prKO4qyy3h7etGrXyqEUJmkmzNV4EfHdPPNbN7A/96zx4s6Cr4w/2h4euJvq1HiR2LwTzM2Hp5uElwbQQNO2Tc36qZUa0LqhwQsvTdrDS24qN4fnv1OX1Sv16JV6vDReVn2SkXx+NstqsOhzE2ql2uGcRxkpq1Kq8FJ6pdmm1GUdQalQJp/rqdqUWr5F2XRQKBQZLptWm1Li8HXv4UHi0h+Mn3GgeEbkJixbbPnZNIrLct1rvEhc+gOJjpS1QUpDU86y6d1Pnv74fXJZh6Vm7brPdFmNF1Ep9NVAmveI39Z5sHu7ZV8ZDHDlrPFseOXlKLw01udzjZoG0ObjzFE3vDSWRlt8PIx7LwCdToF/gB5vb0jdc9HRCh4+ULHpZxVvvJ48VWy67i9f00CiN4X89RQLsv1dZvoeIROyGErjx4/n1KlT7N27l5YtW5r3N23alMmTJ2fIUIqNjbVaVaFSqTAYrJ8YTDGMLl26xNGjR/n4448BoyGl0WjYsWMHb775JgB3797lzJkzfP755wDUrVuXyMhIDh8+TO3atQH4+++/iYyMNBtTgucD02o2ld04SqZyeTc8gEAgyLvExigY/o4fiYm272FVXkykYCHb97+q1Y0jTxfOqdm6ycO8Chhg5zYPLl/UULiInj2H71PAz1rG+bNqmtQpzJ973ImJVpDP27LMxfNGM6Rs+dyb+kAWQ2nDhg2sWbOGOnXqWMQyCQsL48qVKxmS1a5dO6ZNm0bx4sWpWLEiJ06cYNasWfTt29dcZu3atQQEBFC8eHFOnz7NsGHD6Nixo9l529fXl379+jFq1CgKFSpEwYIFGT16NJUrVzavgqtQoQItW7ZkwIABLFy4EDCGB2jbtm2GVrwJXB990vVpLzyAyYDK6+EBBAJB3uTIITcSExUULqLnnfeiLY4plNCspf2pqiKBBoKL6rhzW02/braTv0/7MtKmkQRQroKO0BI6rl9Ts2enO207WtZ16YLRDClTLo8bSg8ePLDpGB0TE5PhIHDz5s1j4sSJDB48mPv37xMcHMw777zDpEmTzGXu3r3LyJEjuXfvHkFBQfTs2dMq4OXs2bNRq9W8+eab5oCTS5cutcwav2IFQ4cONRtY7du35+uv7a9YEsiDVqtl6bylgClFSOZi0ShiYx1PYRIbS4WkshYpTGJi8Vi4HhiCOmnO3kq/pKvElQNOytXnuYm81iZFTKxTUmiklGvC2Sk6nNUWZ5JVnR8+ULJ3p3uaD1S16iRSsrQ8T1wZ0ffgn8bpu4ZNEnh3aEyG6xo78RlLv8+HLVewV15NoHV7+4aWQgEt2sazcJ432zZ5WBlKF84ZpwvLVcjZWElpIYuhVKtWLTZv3sx7770HJCfYNMUlygg+Pj7MmTPHHA7AFkOHDk035ICHhwfz5s1j3rx5dssULFiQ5cuXZ0g/ELne8hrJkbntTL0pjfvzcgoTgUCQNd4f6su2zWn7YQUG6Tl05p7NeETO5K/9Rr+heq9kLrr2613jeL1r5iNjt2pnNJR2bvPgzD9qizSD5/5NGlHK61Nv06dPp2XLlpw9exadTsdXX33Fv//+S3h4OPv27ZOjilyFyPWWt0jO9Wb7uGlEyZWT4goEroIkwcplXly7Yv3z5OVloGf/WPwD7K9yyymOHTaO2tR9JQEvL+uHriOH3Ii4q2LnVg9atbM/AiM30c8U/HPCaJm93MD+qlVnUr1WIv4Beh4+UNGivvXsExin6HIrshhK9erV46+//mLmzJmUKlWK7du3U716dcLDw6lcubIcVQgETsM0oqS0M6Jkcl7U5d7rWCDIM5w9o+b9oQXsHo+JUTLxE+tl6jnJwwdKHj5QoVBI/PjzY7zyWd9Lpk3yYf4cH1b96JWthtLhcDf0egUhoTpeKJYzw+IqFYwY+4x5X/rYnJps1DTBHBYgNyJbdKjKlSubwwMIBK6EeUTJztVgGiY2GMSIkkDgbO7+Z3xwKRKop9ObydM9ly6o2bXNg3Nncl9QwwvnjDqFhOptGkkAXXrEMn+OD3t2uHP3jpKgYPkNgzv/KYmJtlw1vm2Lccl9vQbOS2rrCL0HxtJ7oP3YX7kZ2c44g8HA5cuXuX//vtVS/gYNGshVjUAgO2YfJaUYURIIcponj40/9OXDtBYjR0cOubFrmweXLuY+Q+n8v0kOyWH2HZJLldHzUr0E/j7ozgcjfalUxfKG4ukl8VqXWIoEZs6A+vxjH776wsfu8Xqv5My0W15AljPu0KFDdOvWjRs3blhlHVcoFHne6Vln0KHVZ6/Hfsr6tHptttefFSx0N2hRGjKXI0RhsJQjpRGV1qKsXosySQeFXmseUZIUequ+1Bq0KJTGG1ei1pBm5Nusojfo0RuMOhiQ92lTrj7PKKJNjqNIdU1LMl3TChty5JSfXp0ZrevRY+MIiK+f3uI7Dk1aLXbntpqnkTqreDxZJSs6nztrPPfKVkhI8178Zo9n/H3Qne1bPNm+xfr43C+8GTwykmIh1k9lhQL0vFgjEQ9PyUrf1Wu8zEaSX0Hr39tiIToaNnuGVi9vn7kyaUVHT40shtK7775LzZo12bx5M0FBQRkOCeBqpF71ZpAMJOiyd1gzZX0JugRUOtdZGq3X6wkqHoROpyNRSoRMjtQoDDoiG78MQIJBh5TGd6Aw6Hja6GUkSSIBHcqksgpJR0JAEXgAqPTGFAep9DMZSglanVO/Z71Bj0FnIEGfgEqS9/uUq88zXK9ok8MoJB3RTRsCkCClfT5nSq7egEIBklIpq/w06yTjbXn40BsAH1+txfXm6QOFAnQ8eqDm3HmJytXk1T8rOp8/a/wpLVk2Ns17RMuOCdy6CfcirH96/znuwb+nPJgxxTodlgmNm4HCgXoUCgkkUHsakwPfHh0EwLsjHjHig0d2P58gRsXNpJX2JjWy5HrLly8fp06donTp0lkV5VKYVr09fPww3VwxchMTE4Ofr/GCehL5hHz58mVr/VlFr9fz5MkT1Gp1tsW/0ev16HQ6/Pz8LOp8rbOKjb8rmf+tjv4DJHNZk37duviyc6cbc7+Opnt35w1f29NPTvm5pc/llJ/X2vS8897/lCxcoOLDCXomf2T5Y9b0VRX79yv5YamOt9/OHaMjkgT+BdU8e6bgxCktFStmTo5eDz8sVrLuF4XVNL8kwZUrCu7csT8I0fk1AytX6VGKJN4OERUVhX9B/+zL9fbSSy9x+fLl585QMpGRPFxy1pmT9WcVJUo0Kg1qVfb9wClRopAUaFQaizoNSSPV7m5qTKmOUuqnScrvppDUaOysjHOmfnLKzy19Lqf8vNam552nT4z/Cweo0KTq3woVYP9+uHwx+VrNKM+eQZyNkEA+PuDpeDo6MzduGGVqNFCxgibTemlUMHiQ8WULSYKrV+HhQ+tjnp5QubIShUJYSY6Skd9MWQyl9957j1GjRhEREUHlypXRpIqmVaVKFTmqEQicQnKuN9vHhTO3QJB9PEqaOSpoI1tGhQrG/+fOZU72r7/CG28Yk8GmxtsbTpyAjD7vnzlj/F++PE4NJKlQQKlSxpcge5HFUHrttdcALPKxKRQKJEl6Lpy5BRkjMTGRmTNnIkkSAwcOzPxTeUwM3kl3jegrVyCt6ceYGHyTyhru3gXTUGtMDLrtfwOvotLFAx429DMWdeXTWLY+z0XkuTbFxIApFdT9+2mfz5mRK0nGX1u55adVZybqMhlKhQpZH8uKoSRJ8PHHto0kgOho+DVsAu9rZtvUWZLg55/h3j3Lz5liKleqlHGdsoSzzheBFbIYSteuXZNDjOA5QquVaUVPrONxOeyV1SfdOFNG5k6pn+n319VHlOTq89xEnmtTBs7nXCHXCXU+fmz8n5ahdPkyaLUZG8H56y84eRI8POD2bUv5X30Fw4fDbm193tdOs/n5deugSxf78nNk4iQnvtfnEFkMpZCQEDnEuAwi11vewhQewN6ARF4YURIIXIW0pt6KFjUOnMTEwJUrxukuR5k71/j/7betjbBXXzX+/5NXSESDm43Pr1xp/F+9OpSxzDGMnx/07++4LgLXIkuG0uDBg/n888/x9jYu5/zpp5/o1KmT+f3Tp0/p1q0bW7bYCBjhwohcb3kLU8BJe5G5Tfv1ItebQOBUEhONU2Bge0RJoTAaR8eOwbvvQmCgY3IlyeifBJCUu92CihUhwF/iwcN8HKY29VMdf/YMTD9jP/wAVas6Vq8gb5AlQ2nhwoV89NFHZsNoyJAhvPzyy+b3CQkJbNu2LetaCgROxByZWzhzCwQ5imnaTakEe8+gNWsaDaXM5Ftv3Nj2FJlSCY0b6Pn5VzW7aGJlKG3aBAkJxpEksTbp+SNLhlLqEEwyhGQSCLKd9HK9iak3gSB7ME27+flhNx7QtGnG6a+EDMabVKuhY0f7x19taDSUdvMqk1Md+/ln4/8330z2hxc8P+S+pDkCQTaT3ohSXnHmFghyO2mteDNRqBAMHCh/3U0aGZ+EDlKPV5opIcX94O+/jf/feEP+egW5H2EoCbIdhUJB8eLF0el0WUt3o1Siq1/fvJ1u2ZeNKUyUKcsqlejy+UIMqNQKm/rlhREl2fo8F5Hn2qRUQsOGydtyy9XrjcMhSqW88tOq07TtIGmteHM2pUorKO91g/OxIRwItz5euXIum3Zz1vkisCLLhtKkSZPw8vICjHFNpk2bZnZwjs2jSxfFqresodFo6Nmzpzn1RKbx9CTO0YUCnp5Eb9pkTD2RMvyupyf64iXhHKjzudvUL9mZO/Oq5jSy9XkuIs+1ydMT9u51HblOqDOtFW/ORuHlye7LIYTbMJIUCqhXL5dNu+XE9/qckqW7S4MGDbhw4YL5fb169bh69apVmbyGWPWWt0g/Mrfxv06Xm+6SAkHOcPIk/PabcSVZalq2hDp1Mi/bkak3ZxIUBJ0750zdgtxLlgylvU6wZnU6HR999BErVqwgIiKCoKAgevfuzYQJE8xTJtHR0YwbN44NGzbw6NEjQkNDGTp0KIMGGZPkXL9+nRIlStiU//PPP/NG0kRzaGgoN27csDg+duxYPvvsM9nbJci9mHyP7DtzmxLlZpNCAkEuRZLgtdeMOcds8fXXEBFh/1pKj5ycehMI7JHrxqtnzJjBggULWLZsGRUrVuTo0aP06dMHX19fhg0bBsCIESPYs2cPy5cvJzQ0lO3btzN48GCCg4Pp0KEDxYoV4+7duxZyv/vuOz7//HNatWplsX/q1KkMGDDA/N4U2kDgPBITE/nqq68wGAz07ds3SylM8iXlDYg5cybdFCb5k8pKV69apDDRX38EFEeVGAd42tDPOFXnys7csvV5LiLPtSkmBkJDjdvXr8ubwiQ0NHkISKHItPwLF4xGkpubdYDFn34yjggdPQp1KmeuLTk59ea0/ncWrqavC5PrDKXw8HA6dOhAmzZtAOOoz6pVqzh69KhFmV69etGoUSMABg4cyMKFCzl69CgdOnRApVIRmCoS2fr163nrrbesDCEfHx+rsgLnI5f/mtJ0Z81A2dQDQzqDcaQy5VNwSv3ygjM35E2fwTzXJlup4XORXFNYvAYN4JtvLI/du2dM87FjB9SpnLk6c3rqzWn97yxcTV8XJde5ytevX59du3Zx8eJFAE6dOsWBAwdo3bq1RZnff/+d//77D0mS2LNnDxcvXqRFixY2ZR47doyTJ0/Sr18/q2MzZsygUKFCVKtWjWnTppGYmOichglyLekHnEwq5+KGkkCQVUyGkq1bbbNmxv87dmRevph6E+RGct2I0tixY4mMjKR8+fKoVCr0ej3Tpk2ja9eu5jJz585lwIABFC1aFLVajVKpZNGiRdSvnzqeqpHFixdToUIF6tWrZ7F/2LBhVK9eHT8/Pw4fPsz48eO5du0aixYtsiknISGBhBRRzqKiomRosSCnMed6U9oOmCqcuQUCiI9PXmSVlqEUHm5M+eGTiTpyfERJILBBrjOU1qxZw/Lly1m5ciUVK1bk5MmTDB8+nODgYHr16gUYDaVDhw7x+++/ExISwv79+xk8eDBBQUE0bdrUQl5cXBwrV65k4sSJVnWNGDHCvF2lShX8/Px4/fXXzaNMqZk+fTpTpkyRucWCnCa9XG/CmVsggD//hLg4CA6GJHc/C0qWhFKljMlq9/6pol0m6shRHyWBwA6yGUpPnz7l8OHD3L9/H4PBYHGsZ8+eDssZM2YM48aNo0uXLgBUrlyZGzduMH36dHr16kVcXBwffPAB69evN/sxValShZMnTzJz5kwrQ+mXX34hNjbWIR3qJK1rvXz5sk1Dafz48YwcOdL8PioqimLFijncNkHuRETmFgiSuX8f3n8/eRrMxJUrxv8tWtiPJ9SsmbHczK80HDMlApmmAbfkMj4+0L27dUJbSRJTb4LciSyG0saNG+nevTsxMTH4+PhYRMlVKBQZMpRiY2MtIycDKpXKbHxptVq0Wm2aZVKyePFi2rdvT0BAQLp1nzhxAoCgoCCbx93d3XF3d3eoHQLXQeR6EwiSWb4cli2zf7x9e/vHWrSABQtg/18q9vORced063ITJhjzphUokLxPr0/O3yYMJUFuQhZDadSoUfTt25dPP/3UHKU7s7Rr145p06ZRvHhxKlasyIkTJ5g1axZ9+/YFIH/+/DRs2JAxY8bg6elJSEgI+/bt48cff2TWrFkWsi5fvsz+/fvZYiN6c3h4OIcOHaJx48b4+vpy5MgRRowYQfv27SlevHiW2iBIG4VCQVBQEHq9PsspTPQvvmjeTq+s7sUXbaYw0SuUIIFKo7SpX15w5patz3MRea5NSiXUrJm8Lbdc04NkOilMLl82/u/QAdqlmj8LCLDel5J27YxJa29f18GGDcadHTtaPIUcP27Mnfbjj7ZlFCgAWfwZyRzO6n9n4Wr6ujAKSbIVXzVj5MuXj9OnT1OyZMksK/Ts2TMmTpzI+vXruX//PsHBwXTt2pVJkybh5mYcv42IiGD8+PFs376dx48fExISwsCBAxkxYoTFDfODDz7gp59+4saNG1YjUMePH2fw4MGcP3+ehIQEQkJC6NKlC++//77Dxp4pMndkZCT5TXF5somYmBhzqIPo6GjyuVgMDb1eb049kV3xb/R6vTGFiZ+fRZ1qtdEI+u8/o/9Fav1+/NGDYcM8aNNGy6pV8dmun5zyc0ufyyk/r7Upp2nZ0ri6bfFiSHo+lRVJgt27jY7htn59mjVLTmEmEDiLjPx+yzKi1KJFC44ePSqLoeTj48OcOXOYM2eO3TKBgYEsWbIkXVmffvopn376qc1j1atX59ChQ5lVU5BHkKT0U5gkT73lgVELgSAdTFG3Zbid20ShgCZNjC+BwBWQxVBq06YNY8aM4ezZs1SuXBmNRmNxvH1ak9ouiEiKm3dI6dZm31AyPvYKZ25BXkevB1NWJztZoASC5w5ZDCVTCpCpU6daHVMoFHnOoBBJcbOGVqvlm2++wWAw0KNHj8xPX8TGkq92bQBiDh9O27EhNpb8tWohAfz7r3HpDaB/FgsYP6dONG5b62d04Hfl01i2Ps9F5Lk2xcZCWJhx++xZ+Rx1THINBuNwjkJhV/6dO5CYaJyOLlpUhjpB3rY4E1fT2dX0dWFkMZRsrTYTCOwhSRKRkZFyCEJ586Z5O92yt24BoE9RVq9L3jYFnEytX15w5patz3MRea5NkpQ8nJN111HbclPus4Fp2i001P4Ia4brlLMtzsTVdHY1fV0Y4SoveK5JOZ1mLzxAcmRu5+sjEOQkJkNJTLsJBMnIZijt27ePdu3aUbp0acqUKUP79u35888/5RIvEDiFlKNEwplb8Lxz7Zrxv7McuQUCV0QWQ2n58uU0bdoULy8vhg4dyv/+9z88PT1p0qQJK1eulKMKgcAppBwlsp8UVzhzC54PnL3iTSBwRWTxUZo2bRqff/65Re60YcOGMWvWLD7++GO6desmRzW5BrHqLe+Q8iu0F7PNtF983QJX4epV+PJLY3JadG5AcqjtUlxhgh5sPReIqTeBwBpZDKWrV6/Szka41vbt2/PBBx/IUUWuQqx6yzvokqbTVOjs5q/KC87cgueHZ8+MqURMEbZBA1imkQr+MYEB/7P+rBhREgiskcVQKlasGLt27aJ06dIW+3ft2iWSxgqsUCgU+Pv7Z31ETqFAX768eduRspIkWURv1xuM22qF3iwjtX55ISmubH2ei8hzbVIokpd7O5CSRatNGjFKxXvvGY2kYsVg2DCM6/2/mgMGiX8Ty7AksjMfTnHjzR6Q8jkvNhbu3TNuZ9lQymBbcgWuprOr6evCyJLC5Ntvv2X48OH07duXevXqoVAoOHDgAEuXLuWrr77inXfekUPXXIdIYZJ5ckvqiWvXjD8KXl4QE2Nbv/BwN1q39qJsWT1Hj8Zmq35yy88NfS63/LzWJkd4+hQqVTKm3bGFSgX790O9epb7tVqoXBkuXIDevY1p2EzcuQODBxuNp6dPnaO3QJBbyPYUJoMGDSIwMJAvv/ySn3/+GYAKFSqwZs0aOnToIEcVAoFTMI0S2QsNkPKYTiee2gS5gy1b7BtJnp5G/6TURhKARmM81rYtLF1qfKVGTLsJBJbIYigBdOrUiU6dOsklTiDIFtLL8wagTApEKeKqCnILf/xh/D9mDEyfbnlMoUg7mXzr1jB+vDEpbWpUKhg5UjY1BYI8gSyGUsmSJTly5AiFChWy2P/06VOqV6/OVZOHYB5BrHrLGlqtlu+++w69Xk/Xrl2zlMLEq1Ej4+bevemmMPFp1AhJkuDIEXMKE92zOMATVdRjiPUALy8r/dRqY+5CV/ZRkq3PcxF5rk2xsVCrlnH7yBG757PBANu2Gbdbt3YggrZJblIKE4VCwadHjsCnTkx54WBbchWuprOr6evCyGIoXb9+3abRkJCQwH/2xoddGLHqLWtIksTDhw/lEITq/HnztqNlLVKYJJ22an0CSO429csLztyy9XkuIs+1SZKMObtM23Y4fhwePDDa+i+/nEG5Kfc5EwfbkqtwNZ1dTV8XJkuG0u+//27e3rZtm4XRoNfr2bVrF6GhoVmpQiBwKuapN+yPDorwAHmTkyeVjBrlQawN//zAQInJkxOoVi1z862SBPfvW0/X6vWwZw/88ovR2LHA4AH8BUD+ju58MBEaNLCWbZp2a9rU6HMkEAicS5YMpY5JSyYUCgW9evWyOKbRaAgNDeXLL7/MShUCgVMxO3Njf7hIOHPnTRYscOPIEdvzVv/+C3v3qnj9dR0+Pqmf1iXq1UugRw/bcu/fhzffhH37MqqRCkjywN4JO3bD8OFQrpxlqTVrjP9btsyofIFAkBmyZCgZkh6XSpQowZEjR/D395dFKYEgu3BkREk4c+dNDhwwGkmffhpPpUrJX64kwbJlGn79VcOaNbaHbBYtcmfhQonGjS33SxKsXp2c1N2W/1Dp0tCtm3GZvkX4m/h46NoFgA3d17JshYZZs+zrLwwlgSB7kMVH6Zopk6JA4GJkbEQpGxQSZAs3bii4eVOJWi3Ru7eWpJBkZho31vP221oOH7a2dJ48gZ9+cuPvvxX8/bdt+aVLw8aNYIqH6hAxeuA3ADouTKRtRw2rV9ue8m3UCIoXz4BsgUCQaWQLD7Bv3z5mzpzJuXPnUCgUVKhQgTFjxvDKK6/IVUWuQax6yzs4MqKUF5y5BZaYRpNefNFgZSSZaNpUT9Om1ueFXq/nf/+L5pdf/IiKsl6HX7CgMXBjwYJZ0/H1140vgUCQs8hiKC1fvpw+ffrQuXNnhg4diiRJHDx4kCZNmrB06dI8lxRXrHrLGgqFAl9fX/PUbRYEYTA9VjuQwsRQrBhSqrLmXG8apUUKk5T65QVnbtn6PBeRlTb99ZfxS61fP3PWb2CgxMSJUvpL8zOCQgEhIcnbcstNCg9gfjkTZ7XFmbiazq6mrwsjSwqTChUqMHDgQEaMGGGxf9asWXz//fecO3fOYVk6nY6PPvqIFStWEBERQVBQEL1792bChAkok6KoRUdHM27cODZs2MCjR48IDQ1l6NChDBo0yCynUaNG7EvlTfnWW2+xevVq8/snT54wdOhQ8+q99u3bM2/ePAoUKOCQriKFSebJLakntm0z+npUqwYnTtjW79EjNaVLG/s6KspGci0n6ie3/NzQ53LLz0ybqlTJx/XrStati6VZs4xZwLkhhYlAIMga2Z7C5OrVq7Rr185qf/v27fnggw8yJGvGjBksWLCAZcuWUbFiRY4ePUqfPn3w9fVl2LBhAIwYMYI9e/awfPlyQkND2b59O4MHDyY4ONgiZcqAAQOYOnWq+b2np6dFXd26deP27dts3boVgIEDB9KjRw82btyYIZ0FrosjkblTHjMY0o56LJAXgwHWrzfmIUuNry+klwwgKgpu3rT8wh4/VnD9uhKVSqJOHRceJhQIBNmCLIZSsWLF2LVrF6VLl7bYv2vXLooVK5YhWeHh4XTo0IE2bdoAEBoayqpVqzh69KhFmV69etEoKSrzwIEDWbhwIUePHrUwlLy8vAgMDLRZz7lz59i6dSuHDh3ipZdeAuD777+nbt26XLhwgXKp1+QK8iSO5HpTqZIHXXU6cHNzslK5iIQEWL9eTXS0aVoSi/+29ikUxn46eFDFrl0q82dT4uUFffoYU3AEBNiu+8ED6NULduywr98PPyhZvhybfkYHD6p4801PoqJsT0tUq2YwBWgXCAQCu8hiKI0aNYqhQ4dy8uRJ6tWrh0Kh4MCBAyxdupSvvvoqQ7Lq16/PggULuHjxImXLluXUqVMcOHCAOXPmWJT5/fff6du3L8HBwezdu5eLFy9a1bVixQqWL19OkSJFaNWqFZMnT8Yn6c4YHh6Or6+v2UgCqFOnDr6+vhw8eNCmoZSQkEBCQoL5fVRUVIbaJjCi1WpZsmQJer2eN954I/PTF3FxeCWtkY7dutWYDTSNst4tWxpTmPz5p/mXVR+bALijOnMK4sqCp2ea+rmqoZTZPv/2WzcmTXKXXZ/ERJg92/hKD09PYxLX1CN5W7ZI7NunoE2bZ/zvf4VQp7B2nzxRMHGiO7GxCgoUkHB3t/QwcHODIUMS5WiKfMTFJUeY3L8/7fM5M3JNvlxKpbzy06oTnF+XXLiazq6mrwsji6E0aNAgAgMD+fLLL/n5558Bo9/SmjVrLEZ4HGHs2LFERkZSvnx5VCoVer2eadOm0bVrV3OZuXPnMmDAAIoWLYparUapVLJo0SLq169vLtO9e3dKlChBYGAgZ86cYfz48Zw6dYodSY+nERERFC5c2Kr+woULExERYVO36dOnM2XKlAy1R2CNJEncvXvXvJ1pDAZUJsei9Bx6DQbUSWX1KcrqtMb6VTGRZhmp9Us52uSqDt2Z7fO1a42Nr1NHR+HCkjlTgv3/CvP7smUNtGyZwAsvaPH19bUwzk6fhqlT4dChtOuvWhVWroSwMOtj27bpaNNGwT//lGDgQNufb9pUx4oVca7xG2IwgGnkXE6n+5RyU+5zJs5qizNxNZ1dTV8XRrbwAJ06daJTeg4DDrBmzRqWL1/OypUrqVixIidPnmT48OEEBwebo3/PnTuXQ4cO8fvvvxMSEsL+/fsZPHgwQUFBNG3aFDD6J5moVKkSZcqUoWbNmhw/fpzq1asDxlUzqZEkyeZ+gPHjxzMyRWrtqKioDE8tCnIX5lxvDsRRgucrRMDlywpOn1ahUkmsWhVHqpzXDmF0fDbg52fp61W0KLRqBZGRad/jCxSwv6CncWOJrl1Xc+hQHQIDQ8yLPUxUq2Zg4sQE3OUfEBMIBM8RshlKAImJidy/f99quW7xDERGGzNmDOPGjaNLF2OE2sqVK3Pjxg2mT59Or169iIuL44MPPmD9+vVmP6YqVapw8uRJZs6caTaUUlO9enU0Gg2XLl2ievXqBAYGcu/ePatyDx48oEiRIjZluLu74y7uunkKXQbiKAH8+KOGlAsM1Wpo21aHv3/WFo9qtfDdd248fOiGh4fCYprJx8foq2NjANRhIiLg6VPjyo7bt5W4uxutD39/ye5oy2+/GaNSN2yoz5SR5AhZja5RuvRVSpe+yuDBg/Hw8JBHKYFAIEiBLIbSpUuX6Nu3LwcPHrTYbxqdyUhgxtjYWKsnQ5VKZTa+tFotWq02zTK2+Pfff9FqtQQFBQFQt25dIiMjOXz4MLVr1wbg77//JjIyknr16jmsr8C10SfFUUprREmpBHd3iYQEBRMnWv8Yz5xp4M8/Y/Dzy7weCxZo+PBD+z/0H38M//ufbcfnEiWgeXOjg3Rq7tyBAQNgyxY3wBi+I4W7H76+EvPmxdOxo3X7N2ww3h5sHRMIBILnBVkMpd69e6NWq9m0aRNBQUF2p64coV27dkybNo3ixYtTsWJFTpw4waxZs+jbty8A+fPnp2HDhowZMwZPT09CQkLYt28fP/74I7OSEiNduXKFFStW0Lp1a/z9/Tl79iyjRo3ixRdf5OWXXwaMPlQtW7ZkwIABLFy4EDCunmvbtq1Y8fYc4UhkboA5c+LZutX6cjlyRMXNm0r+9z8Pli+Pz1Tct8RE+Ppro4d469YJlCihQaFIfhA4eBCOH4fp0+3L8PKC0FDraaqbN+HZM1AoJFQqo8FjcnrW6yEyUkHPnp40bqwjX77kUTG9XsGpU8Zpt3bthKEkEAieX2QxlE6ePMmxY8con6HERraZN28eEydOZPDgwdy/f5/g4GDeeecdJk2aZC6zevVqxo8fT/fu3Xn8+DEhISFMmzaNd999FwA3Nzd27drFV199RXR0NMWKFaNNmzZMnjzZwqF0xYoVDB06lObNmwPGuE9ff/11ltsgcB0cyfUG0L27ju7drcucOKGkaVMvNm7UULmyyioeU6FCElOnJlC/vn1DbO1aNXfvKgkKMvDdd88IDPSzit20ciVs327tz2MwGA2pGzfg7Fnb8mvWhEWLtGzYYLS0TNNUOh18/LEbs2e7s2eP7VtB48Z6ChXKckxagUAgcFlkMZTCwsJ4+PChHKLw8fFhzpw5FuEAUhMYGMiSJUvsHi9WrJhVVG5bFCxYkOXLl2dYR5HrLet4eXnJkk7DkAHnGVtlzSNKbpaXgqP6vfiigc8+S2D0aHerwIYA165Bu3aevPdeIsWK2TY45s83jia9+65tx2OlEt5+2/iyhSTBmTNg6xL09DQaSgYDbN9u2Sa1GqZMSaRtWx2nT1uHC1CroWXL3D2aJNd5lGvw93eeXNPSxOxKd+GstjgTV9PZ1fR1UTKdwiRlDKGjR48yYcIEPv30UypXroxGo7Eom93pPbILkcIk8+SWdBrz5sHQofDGG5AU2SJT+l27puD+fesfoMWL3Vi9WmPjE5bkzy/xzz+R5MuX+9J9ZLXO3JjCJKt1ihQmAoFrky0pTAoUKGDhiyRJEk2aNLEokxlnboEgOzGHB8ji2GqJEhIlSlg/c9SuHc+rr+r44w+13WXwCgW89ZYOX9/nK/yAQCAQuAKZ/nnYs2ePnHoIBE7FYIDJkz04d06JRqM0zz5cvWr876yBAYUCunTR0aVL+haQeJ4QCASC3EemDaWGDRvKqYfgOUKr1bJ8+XJ0Oh2dOnXKUgoTz9deM26uW5dmCP+dW/TMnWs/sVfwvpUQ18mcwkQW/XIRok0uQFycMQonwB9/yJvCpFUroyWuUBid3uSUn1ad4Py65MLVdHY1fV2YLE04xMbGMmbMGDZs2IBWq6Vp06bMnTsXf+FgJkgDSZK4efOmeTvTGAyoDxwwb6fFj8uNMYo6sIF237RAabqpJCTgOagXbW9tAkMHefXLRYg2uQAGA5gWocidwiT14pbsSGHijLY4E1fT2dX0dWGyZChNnjyZpUuX0r17dzw8PFi1ahWDBg1i7dq1cumXKxGr3lyLBw8UbNluXE42lUlUfPtVVPmTDKUYHQxak4PaCQQCgSA3kyVD6ddff2Xx4sXmdCNvv/02L7/8Mnq93vWHwdNgyJAhDBkyxOw1L8jdrFqlRqdTUIvDVOF0OqElBQKBQCBIJkuG0q1bt3jllVfM72vXro1arebOnTsiWaxAdiQJduxQce9ekid2gice9AHg3kIvjpzy4OJFJalnYW7dMsY36sfi7FRXIBAIBHmALBlKer0eNzc3S4FqNTqxxlngBHbuVPH66ykTmnkCPxg3P0r7s35+Bro8We0kzQQCgUCQV8mSoSRJEr1798Y9RTjh+Ph43n33XYsAiL/++mtWqhGk4uxZOHxYBbwFwNq1KkyJ02vXhpIlnVOvJMGVKxAfb30sOBgKFnROvSZ++cUYuLFsWb0xZpFeh3rnTgCUrZpSraaCqlX1pLLdjZ8pGo1v9SjrAwKBQCAQpEGWDKVevXpZ7XvbXp4FgcNs2QJz59o+duMGnD8P4AEYR0j69Ek+HhBgNGZ87K+ET5OICLh923r/3bvw6adw6JDtz3l5wYYN0KxZ2vJjY2HlSiWHD9cDJFQqT3OS1oAAiddf16G0zgRCYiJs2WIs99VXCbz8sh5iYvAuZTQWo3+4AmlFJ48xIHl52T5mY79Go8kbK6lSINrkAtg7R+WQK0nZl77EVKer4Wo6u5q+LkqmU5gInJfC5Lvv4J137B93c4MaNfSEh+8FoGHDRqhUKv75x5jva/p0GDfO9mdjYmDnTkhIsNxvMMDGjbBmTdqBDzUa8POz3JeYCE+fGvcfPWp/ROvuXWjXDo4dsy9/2rR43ntPa7V/xw4Vr73mReHCBi5ciMlUgMiMpJ7Ii6kxRJvkq1OkMBEIXJtsSWHyPOPs8ACNGsGPP9o+li8fNGkCanU83t5NAdi82Zjrbfly6NEDZs6EIUOsR5Xu3IHmzeHff9Ouv2hRrEZ11Gpo29ZogAUFWR6Lj4eGDeHwYahTB154wbbcW7fg0SNjHsdmzQwkJiaiUChRKBQ8fapgxw41H3/sTqtWOkqXtrTff//deKq2a6dzWhRtgUAgEAhSI0aUskBuS4qr00HFinDxIrRpA2XLWn5mwwZjNvuAAAgLs5ZZogS89x5Ur55xff77D2rVMo4apUW5crB5M4SGWo4ESBJ06ODJ3r1qKlXS07ChpRG6YoWGp08V/PZbLI0bZ85AFSNKok1y1SlGlAQC1yYjv9/CUMoCuc1QAsyjSvYoWdI49VaihPw6RUVBeLj942o11KsHGo2ONWvWoNVqadu2rXkxwI0bCurUyUdMjG0/ikKFDFy8GINGk7QjPh7PJJ+4uOXLMXu02yI+Ho/u3ZEkCdWGDahM/kzx8ZCUBoV168DDA53Otn7Oxpk/wKJN8uG0Ntk4F2WVmzKFiZzy06oTnF+XXLiazq6mby5DTL09x3TrZjRYbt2yPubjA/36QZEizqk7f35o0SL9comJBi5fvgxYpp4ICZFYty6O7dtt//i0aqVLNpIA9HrU27ebt9NEr0ezY0fSpt5iP1u2WMgwGGzr58qINrkANs5F2eWm3OdMnNUWZ+JqOruavi6MMJTyGEolDB6c01pknnr19NSrJy56gUAgEOQObCzEFggEAoFAIBCAMJQyxTfffENYWBi1atXKaVUEAoFAIBA4EWEoZYIhQ4Zw9uxZjhw5ktOqCAQCgUAgcCLCUBIIBAKBQCCwg3DmzgKmlTZRUdmfQywmJsa8HRUV5bTgl84gMTGR+KSEcZGRkcTFxWVOUGwsprVOT58+NYYId6CsPioK87q6FP1IVBTo9fLpl0EMBoMxfIFKJftSetEm+XBam2yci7LLdYb89Op0dl1y4Wo6u5q+uQzT77YjK2ZFHKUscPv2bYoVK5bTaggEAoFAIMgEt27domjRommWEYZSFjAYDNy5cwcfHx8UKZJNRkVFUaxYMW7dupXtgSifZ0S/5xyi73MO0fc5h+j7nEGOfpckiWfPnhEcHIzSVib2FIiptyygVCrTtETz588vLp4cQPR7ziH6PucQfZ9ziL7PGbLa776+vg6VE87cAoFAIBAIBHYQhpJAIBAIBAKBHYSh5ATc3d2ZPHlytiXpFBgR/Z5ziL7POUTf5xyi73OG7O534cwtEAgEAoFAYAcxoiQQCAQCgUBgB2EoCQQCgUAgENhBGEoCgUAgEAgEdhCGkkAgEAgEAoEdhKEkEAgEAoFAYAdhKAkEAoFAIBDYQRhKAoFAIBAIBHYQhpJAIBAIBAKBHYShJBAIBAKBQGAHYSgJBAKBQCAQ2EEYSgKBQCAQCAR2EIaSQCAQCAQCgR2EoSQQCAQCgUBgB2EoCQQCgUAgENhBGEoCgUAgEAgEdhCGkkAgEAgEAoEdhKEkEAgEAoFAYAdhKAkEAoFAIBDYQRhKAoFAIBAIBHYQhpJAIBAIBAKBHYShJBAIBAKBQGAHYSgJBAKBQCAQ2EEYSgKBQCAQCAR2EIaSQCAQCAQCgR2EoSQQCAQCgUBgB2EoCQQCgUAgENhBndMKuDIGg4E7d+7g4+ODQqHIaXUEAoFAIBA4gCRJPHv2jODgYJTKtMeMhKGUBe7cuUOxYsVyWg2BQCAQCASZ4NatWxQtWjTNMsJQygI+Pj6AsaPz58+fw9oIBAKBQCBwhKioKIoVK2b+HU8LYShlAdN0W/78+YWhlAH0BonD1x5z/1k8hX08qF2iICplxqcuMyLHXlmb+zHAjYMQfQ+8i0BIPVCqstrsHEWuPs9N5LU2Oas9JrkRkXE8jkmkoLc7gfmd21+u+N24ms6upm9uxRG3GWEoCbKVrWfuMmXjWe5Gxpv3Bfl6MLldGC0rBTlFjr2y7asG8fupuxb7u3ifZLLmRzzjIpIF5A+GljMgrH1GmpprkKvPcxN5rU3Oao8tuXLKd7TO3P7duJrOrqavq6OQJEnKaSVclaioKHx9fYmMjBQjSg6w9cxdBi0/TuoTzmTPf/t2dYcu8ozIsVfWFi2Uh/lWMwcAywezpDdv/uhyxpJcfZ6byGttclZ7HDn3FVmQn5E6c/N342o6u5q+uZWM/H6L8ACCbEFvkJiy8azNm7Zp35SNZ9Eb0jZpMiInrbKpUWJgsuZH47bVSGyShK3jwKB3QFruQK4+z03ktTY5qz0ZOffl6i9X/G5cTWdX0zevIEaUsoAYUXKc8CuP6Pr9oXTL1Qzxo2A+N7vHH8ckcvTGE4fkAA6VBaijPMtqt0/SL9hrE5R4xSGZOY1cfZ6byMj37wptclZ7HJWbWflZqTM3fTeuprOj+q4aUIe6pQplg0auS0Z+v4WPkiBbuP/M2kfCFhm5ucsppzBPHSsYfS/jyuQQ2d3nuYm81iZntyc7+8sVvxtX09nRa1/gGMJQEmQLhX08HCrXv34JSgZ42z1+9UE0iw5cc0gO4FBZgPsUcKgc3kUcK5cLkKvPcxMZ+f5doU3Oao+jcjMrPyt15qbvxtV0dlRfR699gWMIQ0mQLdQuUZAgXw8iIuNtzq8rgEBfD8a3rpDmEle9QWLz6bsOyQHSLJuSw4by3JEKEshjGz5KSZLzBxtDBbgIcvV5biIj378rtMlZ7THJtbXaTQ75adXpSt+Nq+nsqL61SxTMbtXyNMKZW5AtqJQKJrcLA5JXZ5gwvZ/cLizdm1FG5KRVNjUGlEzR9jRu27OqWn7mUvGUUrY/NRnp89yEXOdRbsFZ7THJdeRTcvWXK343rqazq+mbVxCGkiDbaFkpiG/frk6gr+WwcKCvR4aWtGZEjr2yQb4evNOgBH5eGvO+bYbafKB5nwSvQMsKlRqXDA0AxvaPal7Wan9G+zw3Idd5lFtwVntMcoN8bU/DBDmhv1zxu3E1nV1N37yAWPWWBcSqt8yRmyJz7z1/n95LjxDs68GXb1ZLjsz9SREwaJMFDDkCAdYGhysw6bcz/Bh+g1fK+PN6jaJ5JopvXotMLCJz5yyuprOr6ZvbEKveBLkalVIhy9LVjMixVzafh/EScFMrk48bSDaSXqgB/x2DM79A4w+yrHN2o9Mb2HL6LgD96pegUbnCOayRfMh1HuUWnNWenOgnV/xuXE1nV9PXlRFTb4LnGg+10ecoXmtI3qlL4QD7Yg/j/zPrwAUHX8OvPuJhdCIF87nxcmn/nFZHIBAIXA5hKAmeazzdjJdAnDZFxG1tXPJ2pc6g9oBHl+HuqWzWLuv8fvIOAK0qBaJRictdIBAIMoq4cwqea9zNI0o2DCWVO3j4QtmWxvdnfslm7bJGgk7P1n+NyX3bVw3OYW0EAoHANRGGkuC5xtPNaCgl6AwYTHEBTIaSxtP4v/Lrxv9nfgWDAVdh74UHPIvXEeTrQa1QEVdFIBAIMoMwlATPNZ6a5LhICbokI0iXylAq3Qzc80PUf3Ar/dxpuYXfTxmn3dpWCUIpVsMIBAJBphCGkuC5xiOFoWT2U0o9oqTxgArtjNunXWP6LSZBx65zxrx07au+kMPaCAQCgesiDCXBc41KqcAtyck5PrWhpPZMLljpNeP/sxtAnyK+Ui5lx9l7xGsNlPDPR6UXRIwvgUAgyCzCUBI897hrUq18Sz2iBFCiIXj5Q+wjuLovmzXMOKZpt3ZVg1EoxLSbQCAQZBZhKAmee0x+SuYRpdQ+SgAqNVTsaNzO5avfnsQksv/iA0CsdhMIBIKsIgwlwXOPR2pDydaIEkClpNVv5zZZxlrKZfxxJgKdQSIsKD+lC3vntDoCgUDg0ghDSfDckzyilLTqzeyjlCqZaLGXIH9RSHwGl7Zno4YZ4/dT/wHQvpoYTRIIBIKs4nRDaf78+ZQoUQIPDw9q1KjBn3/+mWb5ffv2UaNGDTw8PChZsiQLFiywKrNu3TrCwsJwd3cnLCyM9evXZ7je3r17o1AoLF516tTJWmMFLomHyUcpMfWIkpdlQaXSGKkbcu3qt4jIeP6+9hgw+icJBAKBIGs41VBas2YNw4cP58MPP+TEiRO88sortGrVips3b9osf+3aNVq3bs0rr7zCiRMn+OCDDxg6dCjr1q0zlwkPD+ett96iR48enDp1ih49evDmm2/y999/Z7jeli1bcvfuXfNry5YtzukIQa7GPPWmS20oeVgXNgWfvLQd4qOyQbuMsemfO0gS1Azx44UCnul/QCAQCARp4lRDadasWfTr14/+/ftToUIF5syZQ7Fixfj2229tll+wYAHFixdnzpw5VKhQgf79+9O3b19mzpxpLjNnzhyaNWvG+PHjKV++POPHj6dJkybMmTMnw/W6u7sTGBhofhUsKKIXP4+YDCXziJLOzogSQGAVKFTGmDj3Qu4zrDf+cxcQ024CgUAgF04zlBITEzl27BjNmze32N+8eXMOHjxo8zPh4eFW5Vu0aMHRo0fRarVpljHJzEi9e/fupXDhwpQtW5YBAwZw//79NNuUkJBAVFSUxUvg+ph9lHTp+CgBKBTJo0q5bPrtxqMYTt16ilIBrSoF5bQ6AoFAkCdwmqH08OFD9Ho9RYoUsdhfpEgRIiIibH4mIiLCZnmdTsfDhw/TLGOS6Wi9rVq1YsWKFezevZsvv/ySI0eO8Oqrr5KQkGC3TdOnT8fX19f8KlasWDq9IHAFTD5K8en5KJkwrX67ugdiHjlZO8fZmBQ76eXS/gT4uOewNgKBQJA3cLozd+pgd5IkpRkAz1b51PsdkZlembfeeos2bdpQqVIl2rVrxx9//MHFixfZvHmzXd3Gjx9PZGSk+XXr1i27ZQWugykxbpoBJ1PiXxqCqoJBZ4zUnUtIGWRSIBAIBPLgNEPJ398flUplNXp0//59q9EeE4GBgTbLq9VqChUqlGYZk8zM1AsQFBRESEgIly5dslvG3d2d/PnzW7wEro+72l7ASRtTbyZMo0pn1tkvk42cj4ji4r1o3FRKWlQMzGl1BAKBIM/gNEPJzc2NGjVqsGPHDov9O3bsoF69ejY/U7duXavy27dvp2bNmmg0mjTLmGRmpl6AR48ecevWLYKChG/H84b9ESU7U2+QHCbgxkGI/M+J2jnG7yeNo0mNygXg66nJYW0EAoEg7+DUqbeRI0eyaNEifvjhB86dO8eIESO4efMm7777LmCcyurZs6e5/LvvvsuNGzcYOXIk586d44cffmDx4sWMHj3aXGbYsGFs376dGTNmcP78eWbMmMHOnTsZPny4w/VGR0czevRowsPDuX79Onv37qVdu3b4+/vTqVMnZ3aJIBfioU4dcDLe+N+WM7cJ36JQvB4gwb+/OlfBdJAkiY3/GA0lsdpNIBAI5EXtTOFvvfUWjx49YurUqdy9e5dKlSqxZcsWQkJCALh7965FbKMSJUqwZcsWRowYwTfffENwcDBz587ltddeM5epV68eq1evZsKECUycOJFSpUqxZs0aXnrpJYfrValUnD59mh9//JGnT58SFBRE48aNWbNmDT4+Ps7sEkEuxNMtyZnbPKIUa/yf1ogSGEeVbh40rn6r954TNUybE7eecutxHPncVDQpb396WSAQCAQZRyGZvKUFGSYqKgpfX18iIyOFv5IL81P4dSb+9i+tKgXy7ds1YH5duH8Wev4GJRvZ/2DMQ5hZFiQ9vHccCpXKNp1T8tHv/7L04HU6VgtmTpcXc0QHgUAgcCUy8vstcr0JnnvcNal9lBwcUcrnn2xI5VBMJb1BYvNpEWRSIBAInIUwlATPPclJcU2GkgM+SiZMwSfP/AI5MDh76OojHjxLoICXhvqlA7K9foFAIMjrCENJ8NxjTmGiTRWZO70RJYDybUHlDg8vwr0zTtLQPqbVbq0qBeGmFpezQCAQyI24swqee0wjSgkZiaNkwiM/lE1Kl5PN02+JOgN/nEmadhNBJgUCgcApCENJ8NxjSmESp9WDQQ/6ROMBR0aUIEXwyV+zdfpt/8UHRMXrKOzjTu0SIqGzQCAQOANhKAmeezxS+iiZpt3AMR8lgLItwM0HIm/CrcNO0NA2ppQlbasEo1LaTwskEAgEgswjDCXBc4/ZRykxk4aSxhPKtzFun8me6bfYRB07zt4DxGo3gUAgcCbCUBI895hSmMTrDMmhAdQeoMzA5WFa/fbvetDrZNbQmp3n7hOn1RNSyIuqRX2dXp9AIBA8rwhDSfDc45G0WixRZ0CfaHLk9syYkJKNwLMgxDyA6/vlVdAGptVu7aoEo1CIaTeBQCBwFsJQEjz3mEaUABLjo40b6gwaSioNVOxo3D69Th7F7BAZq2XfxfuAmHYTCAQCZyMMJcFzjykpLkBiXIxxI6MjSgCVknISntsIugQZNLPN1n/votVLlA/0oWwRkZtQIBAInIkwlATPPUqlwhysUZtgSl+SCUOpeD3wCYaESLi0Q0YNLTGtdmsnYicJBAKB0xGGkkBAsp+SNj4LhpJSCZU6G7edtPrt/rN4wq88AkSQSYFAIMgOhKEkEJDsp6SLz8LUGyRPv13YCgnRMmhmyeZ/7mKQ4MXiBShW0MGAmAKBQCDINMJQEghITmOiSzSFB8ikoRT8IhQsaUyDcmGLTNolY5p2E6NJAoFAkD0IQ0kgIDnopD4hiyNKCkWKlCbyrn679Tj2/+3deXwURd748c/MZHInExJIJoGQRIQgJByCIiCnnC4iIgKri/DserCuCojHejxLXB+5/Ml6g+ABq66IoruILAJqAAEVwSgBRI5waUI4QhLInanfH5PpMCSTTJI5MvB9v17zYqa6uru6phO+qaqu4oejZ9Hr4HddYl16bCGEELWTQEkIqgMlS1mJNaGxgRJUTz554AsoOtPEklX79Cdra9J1V0QRHebkrOFCCCGaRAIlIaheGNdS1oTB3DatkiEmFSzlsHeVC0pnZZtkUrrdhBDCcyRQEoLqMUrKttZbY8co2aRWDere5Zqn3/afKOTnnEKMBh0jU6TbTQghPEUCJSGo7nrT1nprSosSVD/9dvhrKMhu2rGoHsQ9oEMrTMHGJh9PCCGEcyRQEoLqFiXKbWOUmjgGKKItxPcClHWh3CZQSskkk0II4SUSKAkBBFQFSroK26K4LpijSHv6rWndbz8dz+fI6SKCjAaGdoppermEEEI4TQIlIahuUdLbAiU/FzxV1nkM6PTw6w44c6jRh7G1Jg3pFEOwv1/TyyWEEMJpEigJQfVTb/pKW9ebC1qUQqMhqb/1fSPnVKq0KFb/JE+7CSGEt8ifp0JQ3aJkqHTRGCWblHFwKB12rYT+jzR49++yznCioJTwQD/6d2jpmjIJIZymlKKiooLKykpvF0U0gMFgwM/PD51O1+RjSaAkBNVPvRlc2aIEcNVN8NlDcHIvnNgNMZ0btLut221kSiwBfgbXlEkI4ZSysjKys7MpKirydlFEIwQHBxMbG4u/v3+TjiOBkhBAYNWiuH62QMkVY5QAgiLgyqGw7zPrnEoNCJTKKiz8N9M6tcDobtLtJoQnWSwWsrKyMBgMxMXF4e/v75LWCeF+SinKyso4efIkWVlZtG/fHr2+8SONJFASAgj0s/4Q+VlKrQmualEC6+ST+z6zjlO64W/W9eCc8PWBk5wtKqdlaADXXRHluvIIIepVVlaGxWIhPj6e4GAX/j4QHhEUFITRaOTIkSOUlZURGNj4P35lMLcQQFBVi5K/sgVKLlxLrcNIMIbA2SPWJ+Cc9OmP1takUV1iMejlL1khvKEpLRHCu1z13ckdIAQQWDX+x6jc0KLkHwwdb7S+d3JJk+KyStbtzgFkkkkhhPAmCZSEoLpFKcAWKLlqjJKNbfLJ3R+Dpf6nZ778OZfzZZW0aRHE1W0jXFsWIYTwssOHD6PT6cjIyNDStmzZQmpqKkajkTFjxjhM8zQJlITA+tSbHxX4URXENHWtt4u1GwyBEXDuhHX9t3qs+vFXwNqaJANIhfBtlRbFtoOn+U/Gr2w7eJpKi3LbuZRSDBkyhOHDh9fY9tprr2EymTh69Kjbzj9w4EB0Oh06nY6AgABat27NTTfdxMcff2yXLz4+nuzsbFJSUrS0hx56iG7dupGVlcXSpUsdpnmaBEpCYJ1wMpCy6gRXdr0B+PlDp5ut7+tZ0qSgpJyv9p0EZJJJIXzd2sxsrp/3Jb9f8g3Tlmfw+yXfcP28L1mb2fTFsmuj0+l4++23+fbbb3n99de19KysLB577DFefPFF2rZt65Zz29x9991kZ2dz4MABVq5cSadOnZg4cSL33HOPlsdgMGA2m/Hzq36m7ODBgwwePJg2bdoQERHhMM3TJFASAuuEk4GUV33SgV+A60+SWtX9tmcVVJQ5zPZ5Zg5lFRbaR4fS0Rzm+nIIITxibWY2f353J9n5JXbpOfkl/PndnW4LluLj43nxxRd5+OGHycrKQinFn/70JwYOHMjmzZtJSkoiKCiI5ORkXnzxRW2/Xbt2odfrOXXqFAB5eXno9Xpuu+02Lc+cOXPo3bt3necPDg7GbDYTHx/Pddddx7x583j99ddZsmQJGzZsAOy73mzvT58+zR//+Ed0Oh1Lly6tNc0bJFASAmvXW6DONpA7yOlH+BskoS+EmqHkLBz8wmE22ySTo6XbTYhmRSlFUVmFU6/CknJmrdpNbZ1strS0VXsoLCmv91hKNbyrbvLkydxwww38z//8D6+88gqZmZm88cYbtGnThhUrVrBnzx7+9re/8cQTT7BixQoAUlJSiIqKYuPGjQBs2rSJqKgoNm3apB03PT2dAQMGNKo8LVq0qNEFB9XdcOHh4bzwwgtkZ2dz22231UibMGFCg8/rCjKPkhDYWpSsrTzKLxC3hCd6A6SMhW9esz79ljyyRpZT50rZevA0IE+7CdHcFJdX0ulvn7vkWArIKSghNW1dvXn3/H14oxbEXrx4MSkpKWzevJmPPvqImJgYnn76aW17UlISW7duZcWKFYwfPx6dTkf//v1JT0/n1ltvJT09ncmTJ7Ns2TL27NlDhw4d2Lp1KzNmzGhwWfR6PR06dODw4cM1ttm64XQ6HSaTCbPZDEBISEiNNG+QFiUhsLYoBdkCJVcP5L5Qyq3Wf/etgbLzNTav2ZVNpUXRtY2JxJYh7iuHEOKSFx0dzT333MNVV13FLbfcAsCiRYvo2bMnrVq1IjQ0lCVLltgN7h44cCDp6ekAbNy4kUGDBtG/f382btzI9u3bKS4upm/fvo0qj1LKJ1vJpUVJCCDAr3owt8UQ6L6/IFr3gBaJkHcY9v23etxSlVUZ1m43aU0SovkJMhrY8/eaT5PV5rusM0x5e3u9+Zb+zzVcmxRZ73kby8/PTxswvWLFCmbMmMHzzz9P7969CQsL47nnnuPbb7/V8g8cOJBp06Zx4MABMjMz6devHwcPHmTjxo2cPXuWHj16EBbW8LGTlZWV7N+/n2uuuabR1+ItEigJAej1OsL9rIO5LQY3tijpdNZWpc3PW5c0uSBQ+vVsMd8fyUOnk0BJiOZIp9M53QXWr30rYk2B5OSX1DpOSQeYTYH0a9/KYzPvb968mT59+nDfffdpaQcPHrTLYxun9H//93907dqV8PBwBgwYwJw5c8jLy2vU+CSAZcuWkZeXx6233tqka/AG6XoToootUKo0uOGJtwvZJp/cvx6K87TkT6sGcfdKiiQm3MUTXgohPMqg1zHrpk4ANcY82j7PuqmTR5cnuvLKK/n+++/5/PPP+eWXX/jf//1ftm+3b/WyjVN69913GThwIABdunShrKyML774QkurS1FRETk5ORw/fpxvv/2Wxx57jKlTp/LnP/+ZQYMGueHK3EsCJSGqhOkrAKg0uDlIiekE0Z3AUg57V2vJtm630V1bu/f8QgiPGJESy8I/XI3ZZP87xWwKZOEfrmZESqxHyzN16lTGjh3LhAkT6NWrF6dPn7ZrXbIZNGgQlZWVWlCk0+no168fANdff32951myZAmxsbG0a9eOW265hT179vDBBx/w2muvufR6PEWnGvPcoQCgoKAAk8lEfn4+4eHh3i6OaKLn5jzBI6WvcrbNYCLu+sS9J9v0/+DLZ+CKgXDnfziQe44hCzbip9ex/ckhtAjxd+/5hRB1KikpISsri6SkpCatPA/Wmbm/yzpDbmEJ0WGBXJsUKQtde0Bd32FD/v+WMUpCVAnRW7veyvQe6PZKudUaKGVtgsITfPpjPgD92reUIEmIS4xBr6N3uyhvF0M0ktu73l577TUtmuvRowebN2+uM//GjRvp0aMHgYGBXHHFFSxatKhGHtuU6AEBAXTq1IlPPqn5139951VKkZaWRlxcHEFBQQwcOJDdu3c37WKFTwutCpTKdW4eowQQmQSte4KyoHZ/oo1PGt1NBnELIURz4tZA6YMPPmD69Ok8+eST/PDDD/Tr14+RI0c6XJAvKyuLG2+8kX79+vHDDz/wxBNP8OCDD7Jy5Uotz7Zt25gwYQKTJk3ixx9/ZNKkSYwfP97u8UZnzjt//nwWLFjAK6+8wvbt2zGbzQwdOpTCwkL3VYho1oJ1thYlDwRKoD3xVrxzBYdOnSfAT8/QTt6bVE0IIUQtlBtde+21aurUqXZpHTt2VH/9619rzf/oo4+qjh072qXde++96rrrrtM+jx8/Xo0YMcIuz/Dhw9XEiROdPq/FYlFms1nNnTtX215SUqJMJpNatGiR09eXn5+vAJWfn+/0PqL5WvP8XUrNClc/L33AMycsyFYqLUKpWeGq71/fVve9u8Mz5xVC1Ku4uFjt2bNHFRcXe7soopHq+g4b8v+321qUysrK2LFjB8OGDbNLHzZsGFu3bq11n23bttXIP3z4cL7//nvKy8vrzGM7pjPnzcrKIicnxy5PQEAAAwYMcFg2cekL0lknnCzReWiMUJgZlWB9guQm/TaZO0kIIZohtwVKp06dorKykpiYGLv0mJgYcnJyat0nJyen1vwVFRXaasaO8tiO6cx5bf82pGwApaWlFBQU2L3EpcMWKJUqzw2mPhxrXe9tjN82Bia38th5hRBCOMftg7kvXtdF1bPWS235L0535piuynOhOXPmYDKZtFd8fLzDvML32JYwKcZzgdK/CrtSpgwk644QmLffY+cVQgjhHLcFSi1btsRgMNRoocnNza3RkmNjNptrze/n50dUVFSdeWzHdOa8tlWIG1I2gMcff5z8/HztdezYMYd5he/RAiUPtSiVV1pYubeITZYu1oTMjzxyXiGEEM5zW6Dk7+9Pjx49WL9+vV36+vXr6dOnT6379O7du0b+devW0bNnT4xGY515bMd05rxJSUmYzWa7PGVlZWzcuNFh2cA6jik8PNzuJS4d/qoUgCIPBUpbDpzizPkyvjL2tybs+ghk/lchhGhW3Nr19tBDD/HGG2/w1ltvsXfvXmbMmMHRo0eZOnUqYG2hufPOO7X8U6dO5ciRIzz00EPs3buXt956izfffJOHH35YyzNt2jTWrVvHvHnz+Pnnn5k3bx4bNmxg+vTpTp9Xp9Mxffp0Zs+ezSeffEJmZiZTpkwhODiY22+/3Z1VIpqxAC1QMnrkfKuq5k4KShkFfkGQlwW//eCRcwshLl9paWl069bN68eoy5QpUxgzZoz2WSnFPffcQ2RkJDqdjoyMjFrT3MKlz+LV4tVXX1UJCQnK399fXX311Wrjxo3atsmTJ6sBAwbY5U9PT1fdu3dX/v7+KjExUS1cuLDGMT/88EOVnJysjEaj6tixo1q5cmWDzquUdYqAWbNmKbPZrAICAlT//v3Vrl27GnRtMj3ApSX3//VSala4WrTkNbefq7isQnX+21qV8NhqtT3rtFIrpig1K1yptU+4/dxCiPq5dHqAygqlDm1S6qcPrf9WVjT9mHWYPHmyAhSg/Pz8VFJSkpo5c6Y6d+6cUkqpwsJCderUKbv8N998c4POMWvWLNW1a9cG7fPVV19p5dLpdCo8PFx169ZNPfLII+q3336zy3v27FmVl5enfV6zZo0yGo1qy5YtKjs7W5WXl9eadiFXTQ/g9iVM7rvvvloX3QNYunRpjbQBAwawc+fOOo85btw4xo0b1+jzgrVVKS0tjbS0tDqPIy4fRou1Ramw0v0tSun7cjlXWkGcKZCr27aAknGw+2PI/BiGPgN6Wa9aiEvCnlWw9jEo+K06LTwORsyDTqPddtoRI0bw9ttvU15ezubNm7nrrrs4f/48CxcuJDQ0lNDQULeduz779u0jPDycgoICdu7cyfz583nzzTdJT08nNTUVAJPJZLfPwYMHiY2NtRseU1uaO8hvYyGq2AKlcxb3B0q2brebusah1+vgyiEQaILC3+CozOUlxCVhzypYcad9kARQkG1N37PKbacOCAjAbDYTHx/P7bffzh133MG///1vwL7bLC0tjWXLlvGf//wHnU6HTqcjPT0dgOPHjzNx4kQiIyMJCQmhZ8+edqtgALzzzjskJiZiMpmYOHGiU6tbREdHYzab6dChAxMnTmTLli20atWKP//5z1qeC7vepkyZwgMPPMDRo0fR6XQkJibWmuYusiiuEFX8LCUAFFa4N1AqLCnni725ANWTTPoFwFU3wQ/vWgd1J17v1jIIIRpBKSgvci6vpRL++yjWnqYaBwJ01pamKwaC3lD3sYzBUMfUNc4ICgrSJm6+0MMPP8zevXspKCjg7bffBiAyMpJz584xYMAAWrduzapVqzCbzezcuROLxaLte/DgQf7973+zevVq8vLyGD9+PHPnzuXZZ59tcNmmTp3KjBkzyM3NJTo62m77iy++SLt27Vi8eDHbt2/HYDDg7+9fI81dJFASooqh0hoonbO498di/Z4TlFZYuKJVCJ3jLnhyMmWcNVDa8x+48TkweGZQuRDCSeVFMNtVM+gra0vTXCfm43viN/APafSZvvvuO/71r39xww031NgWGhpKUFAQpaWl2tQ5YB0ac/LkSbZv305kZCQAV155pd2+FouFpUuXEhYWBsCkSZP44osvGhwoAXTs2BGAw4cP1wiUTCYTYWFhGAwGuzLWluYOEigJAaCUFijll7v3x8LW7Ta6a5z9BKdJ/SEkGs7nwsGvoMMwB0cQQoi6rV69mtDQUCoqKigvL+fmm2/m5Zdfdnr/jIwMunfvrgVJtUlMTNSCJIDY2Fhyc3MbVV5Vy+TSzYUESkIAVJajU5UA5Fe678fizPkyvt5vXY5n9MVru+kN0PkW+O516+STEigJ0bwYg62tO844shXeq/uhIwDu+AgS6hmMbAx27pwXGDRoEAsXLsRoNBIXF6fNReisoKCgevNcfEydTmfXNdcQe/fuBXDrWKPGksHcQgBUFGtvz5a5r8trza5sKiyKlNbhXNGqlqdOUqt+sf78GZQ5ORZCCOEZOp21C8yZV7vB1qfbcNRCooPw1tZ89R2rEa0sISEhXHnllSQkJNQbJPn7+1NZWWmX1qVLFzIyMjhz5kyDz91QxcXFLF68mP79+9OqVfNb81ICJSEAyq2BkkXpOFfhvqbfC7vdatXmGohoC2XnYP/nbiuHEMLN9AbrFABAzWCp6vOIufUP5PaAxMREfvrpJ/bt28epU6coLy/n97//PWazmTFjxrBlyxYOHTrEypUr2bZtW5PPl5ubS05ODvv372f58uX07duXU6dOsXDhQhdcjetJoCQEaIFSMf4Ulzeu6bg+2fnFbD9s/etsVBcHgZJOBym3Wt/vkrXfhPBpnUbD+H9CeKx9enicNd2N8yg1xN13301ycjI9e/akVatWbNmyBX9/f9atW0d0dDQ33ngjqampzJ071yVPlyUnJxMXF0ePHj2YO3cuQ4YMITMzk06dOrngalxPp5QsLtVYBQUFmEwm8vPzZd03X3diDyzszWkVRo/S19n/7EiMBtf+HbFk0yGeXbOXaxMjWTG1t+OMObtg0fVgCIBH9lvnVxJCeFRJSQlZWVkkJSURGBjYtINZKq1jls6dgNAY65ikZtCSdKmr6ztsyP/fMphbCNDGKBUTAEBJeaXLAyVtkslu9TxeHJMCLZPh1D7Yuxq63+HScgghPExvgKR+3i6FaCTpehMCtK630qoFcUtc3P2Wdeo8u37Nx6DXcWNKPXN+6HTVg7ozV7q0HEIIIRpGAiUhAMqtcyiV6qpblFxpVYa1NanvlS2JCg2ofwfbOKVD6XD+lEvLIoQQwnkSKAkB2rIEZW4IlJRSrPrxV6COp90uFtUO4rqDqoTdn7isLEIIIRpGAiUhACqsLUq2QKnYhYHS3uxCDp48j7+fnuGdY5zfMUW634QQwtskUBICtBalCr2tRcl1Y5Rsg7gHJ0cTFtiAySxTxgI6OLoNzh5zWXmEEM6TB8N9l6u+OwmUhABtjFK53voIqatalJRSfGqbZLK+p90uFh4HCX2t73d/7JLyCCGcY5vNuqhIZsj3VbbvrqHLt1xMpgcQArQWpUqDa8co7Tyax69niwkN8GNwx+j6d7hY6q1w5Gvr5JN9p7mkTEKI+hkMBiIiIrRFXoODg5vlgq2iJqUURUVF5ObmEhER0eRJMiVQEgK06QEqDdaFIF0VKNmedhvWKYZAYyN+WDuNgTWPQM5PcGo/tGzvknIJIepnNlun8rAFS8K3REREaN9hU0igJARoE05WGqq63sqaHihVVFr4bFc24MQkk44ER1oXzdy/ztqqNOjxJpdLCOEcnU5HbGws0dHRlJeXe7s4ogGMRqNLllsBCZSEsLItiutnDZRc0aK07dBpTp0ro0WwkeuvbNn4A6WMswZKmR/BwL82aiVxIUTjGQwGl/2nK3yPDOYWArTB3MrP2vXmioVxbd1uN6bGNm05lI43gl8gnD4A2T82uVxCCCGcJ4GSEKAN5sbomhal0opK1u7OARowyaQjAWHQYbj1feZHTTuWEEKIBpFASQjQJpzELxhoeqCUvu8khSUVmMMDuSYxsqmlu2DyyU/A4tp16IQQQjgmgZIQoLUo6fxd89SbbZLJUV1i0etdMKao/TAICIeC43Ds26YfTwghhFMkUBICtDFKOqO1RakpE06eL63gi70ngEZMMumIMRA6jrK+l+43IYTwGAmUhACtRUmvtSg1vntrw94TlJRbSIwKJrW1ySXFA6yTTwLs/jdUVrjuuEIIIRySQEkI0MYoGfyb3qJke9ptdNc4187kmzQQgltC0SnISnfdcYUQQjgkgZIQoM2jZAho2hils0VlbNp/EnBht5uNwQ86j7G+37XStccWQghRKwmUhAAtUPILCAEaHyj9NzOH8krFVbHhXBkd5rLiaWxPv/28WhtXJYQQwn0kUBICLgiUbNMDNG6M0oXdbm4R3wvC20BpgXW2biGEEG4lgZIQSmlrvRkDQ4HGjVE6UVDCN1mnAbipa6zrynchvR5Sxlrfy9NvQgjhdhIoCVFZBsraguQf2PgxSqt/ykYp6JHQgjYtgl1aRDupVd1vv3wOJQXuO48QQggJlISwdbsB+AdbW5QaEyjZJpl0W7ebjbkLRLW3Pqm3b417zyWEEJc5CZSEsAVKOj2B/ra13ho2RunI6fP8eOwsep11EVy30umqW5V2SfebEEK4kwRKQmgL4gYTFOAHNHyM0qdVrUl9r2xJq7AAlxavVilVk08e+grOn3b/+YQQ4jIlgZIQ2oK4gQT6GQCotCjKK51vVbJ1u93k7m43m5btrV1wlgrY+x/PnFMIIS5DEigJYet6MwYT6F/9I+Fsq9LPOQX8cuIc/gY9wzub3VHC2mndbzL5pBBCuIsESkJogVIQ/gY9tlVHnB3Qbet2G5DcClOQ0R0lrF3nqmkCjmyBgt88d14hhLiMSKAkhBYoBaLT6QgyWrvfSsrq73pTSvHpj9mAB552u1hEPLTtDSjI/Niz5xZCiMuEBEpCVFR3vQEEVgVKznS9ZRw7y9EzRQT7GxhyVYzbiuiQbVC3TD4phBBuIYGSELYWJT/r1ABai5ITgZJtEPfQTjEE+RvcU766dL4FdAb47Qc4fdDz5xdCiEucBEpClNu3KAUYrT8W9bUoVVoUq3/yUrebTUhLuGKg9X2mDOoWQghXk0BJiAvGKIHzLUrfHjrNycJSTEFG+rVv5dYi1unCySeV8l45hBDiEiSBkhAV1U+9gfOBkq3b7cZUM/5+XvxR6jgKDAFwah+cyPReOYQQ4hLk1t/ueXl5TJo0CZPJhMlkYtKkSZw9e7bOfZRSpKWlERcXR1BQEAMHDmT37t12eUpLS3nggQdo2bIlISEhjB49muPHjzf43DqdrsZr0aJFrrh04Uu0MUrWQClQC5QcP/VWVmHhv5k5gAcnmXQkMBw6DLO+lyVNhBDCpdwaKN1+++1kZGSwdu1a1q5dS0ZGBpMmTapzn/nz57NgwQJeeeUVtm/fjtlsZujQoRQWFmp5pk+fzieffMLy5cv5+uuvOXfuHKNGjaKysroFwNlzv/3222RnZ2uvyZMnu64ChG8ot29Rcuapt02/nCS/uJzosAB6JUW5vYj1Sqnqfsv8WLrfhBDChfzcdeC9e/eydu1avvnmG3r16gXAkiVL6N27N/v27SM5ObnGPkopXnjhBZ588knGjrVOprds2TJiYmL417/+xb333kt+fj5vvvkm77zzDkOGDAHg3XffJT4+ng0bNjB8+PAGnTsiIgKz2YOzKYvmp0agZP37oa6uN1u326gucRj0OveWzxkdhoN/KOQfhePbIf5ab5dICCEuCW5rUdq2bRsmk0kLVACuu+46TCYTW7durXWfrKwscnJyGDZsmJYWEBDAgAEDtH127NhBeXm5XZ64uDhSUlK0PA059/3330/Lli255pprWLRoERaL4+6W0tJSCgoK7F7iEmBb6+2iMUqOWpSKyipYv+cEAKO7ebnbzcYYBB1/Z30v3W9CCOEybguUcnJyiI6OrpEeHR1NTk6Ow30AYmLsJ+6LiYnRtuXk5ODv70+LFi3qzOPMuZ955hk+/PBDNmzYwMSJE5k5cyazZ892eE1z5szRxjyZTCbi4+Md5hU+pLzI+q+TY5Q27M2luLyStpHBdG1j8kgRnWLrftv9CVRWeLcsQghxiWhwoJSWllbrIOgLX99//z1gHSx9MaVUrekXuni7M/tcnMeZcz/11FP07t2bbt26MXPmTP7+97/z3HPPOTzH448/Tn5+vvY6duxYnWUSPqL8ohYl/7qferOt7XZT19h670uPajcIgiLhfC4c3uzt0gghxCWhwWOU7r//fiZOnFhnnsTERH766SdOnDhRY9vJkydrtBjZ2MYK5eTkEBsbq6Xn5uZq+5jNZsrKysjLy7NrVcrNzaVPnz5anoaeG6zdcwUFBZw4caLWfAEBAQQEBDjcX/goW4uSbYySn+MxSvnF5WzcdxKA0V1be6Z8zjIYodPNsONt65Im7QZ5u0RCCOHzGtyi1LJlSzp27FjnKzAwkN69e5Ofn893332n7fvtt9+Sn5+vBTQXS0pKwmw2s379ei2trKyMjRs3avv06NEDo9Folyc7O5vMzEwtT2PODfDDDz8QGBhIREREQ6tF+LKLB3NXtSgVl9UMlD7PzKGs0kJyTBjJ5jCPFdFptskn93wKFaXeLYsQQlwC3PbU21VXXcWIESO4++67ef311wG45557GDVqlN1TZx07dmTOnDnccsst6HQ6pk+fzuzZs2nfvj3t27dn9uzZBAcHc/vttwNgMpn405/+xMyZM4mKiiIyMpKHH36Y1NRU7Sk4Z8796aefkpOTQ+/evQkKCuKrr77iySef5J577pFWo8tNxUXzKPlVdb1V1ByjZHvardkM4r5Y2z4QFgeFv8GBDdUDvIUQQjSK2wIlgPfee48HH3xQe0Jt9OjRvPLKK3Z59u3bR35+vvb50Ucfpbi4mPvuu4+8vDx69erFunXrCAur/uv9H//4B35+fowfP57i4mJuuOEGli5disFQvShpfec2Go289tprPPTQQ1gsFq644gr+/ve/85e//MUtdSGasYtalIIctCjlFpaw9eApAG7q0kwDJb0eUsbCtlesT79JoCSEEE2iU0pmp2usgoICTCYT+fn5hIeHe7s4orEWdIaC43D3l9C6B5/8cJwZH/xIv/YteedP1VNMLN2SRdqne+gWH8G//9LXiwWux687YckgawvZIwcgINTbJRJCiGalIf9/y1pvQmiDuYOBC+ZRuqhFSet28/aSJfWJ6w6RV1i7FPf919ulEUIInyaBkhC2CSf9AgEIsM2jVFEdKB07U8TOo2fR62BUl9gah2hWdLoLljSRySeFEKIpJFASlzelnGpR+vQna2vSdVdEER0e6NkyNobt6bcDX0DRGe+WRQghfJgESuLyduEj9EbHM3OvyvCRbjebVskQkwqWctj7qbdLI4QQPksCJXF5s7UmQY213mwTTu4/UcjPOYUYDTpGpPjQAsop1oWlpftNCCEaTwIlcXmzjU/S+1lntqbmori2Qdz927ciItjf82VsrJRbrf9mbYbC2tdXFEIIUTcJlMTlrdx+skmAQGP1EiZKqeY/yaQjLRKgzbWAsi6UK4QQosEkUBKXt4smm4TqJUwsCnYcyePI6SICjXqGXOV4ncBmyzaoe5d0vwkhRGNIoCQub1qgVP0km20JE4AV3x8DYMhVMYQEuHUie/fofAvo9PDr93Amy9ulEUIInyOBkri82dZ5q5oaAMBo0GHQ6wBY/VM24ENPu10sNBqS+lvfZ670blmEEMIH+eCfyMLnWSrhyFY4dwJCYyChD+gN9e/XlOM4ylt63rq9vNg66DmhDxb0GPU6Ki2KorJKwgIMDEhu1fjr9baUcXAoHXb+E1okNq3OmxNX3UfNhbuux3bcwmw4fxJCWkFYrHvryxe/G18rs6+V14dJoCQ8a88qWPsYFPxWnRYeByPmQafR7jmOo7wp4+CHd6yfzx6BZaMoDjLzdPmdlFR007JWWOCrn3MZkdLMZ+R2RF/1Y372CKz8k/V9Y+q8OXHVfdRcuOt6ajuuK4/v7Dmb+3fja2X2tfL6OFkUtwlkUdwG2rMKVtwJXHzLWbu5GP9P537IG3Ich3lrZ6nK9ufy6XxuudbuyAv/cLXvBUuuqvPm5FK7Jnddj1P3vs619eWL342vldnXyttMyaK4ovmxVFr/Aqr1l3ZV2tq/WvO56jh15q1d1dAkZhnfQY/FbtvTn+6h0uJDf1e4qs6bk0vtmtx1PQ25911VX7743fhamX2tvJcIaVFqAmlRaoCszbBsVP35DAF197NbKqGy1PH2C48DzuV1YGLZU3xj6WSX9v7d19G7XVSjj+lRrqrz5qQh378vXJO7rsfZ4zb2+E05Z3P6bnytzM6Wd/JqSOrn/vL4sIb8/y1jlIRnnDvhXL7KUnDFH0NNCJBsojlbIy23sKTJx/UYT9d5c3KpXZO7r8eT9eWL342vldnZn33hFAmUhGeEOjlZ461vQJtrHG8/vh1W3uXcccC5vA7kElEjLTossGbG5spVdd6cNOT794Vrctf1OHvcxh6/KedsTt+Nr5XZ2fI6+7MvnCKBkvCMhD7WpzIKsqm9f11n3d55bN1N3KZ4WP83544D9eStnUVBDlF8Z+l44VExmwK5NinS6eN4navqvDlpyPfvC9fkruvRjlvL026uOH6d5/Sh78bXyuxseRP6eLpklzQZzC08Q2+wProKaE9naKo+j5hb/y+jhhynzry1s43Vfrp8EpaqHw/bnrNu6qRNROkTXFXnzcmldk3uuh7tuE7cr66qL1/8bnytzL5W3kuEBErCczqNtj66Gn7RI/bhcQ17pLUhx3GYtzX0edC6zwVKg808YXzUbmoAsynQN6cGANfVeXNyqV2Tu65HO66DWeXDW7u+vnzxu/G1MvtaeS8B8tRbE8hTb43UnGbmriW9Ej3fZZ0ht7CE6DBrd5tPtSTV5lKcxfdSuyaZmdu7fK3MvlbeZqYh/39LoNQEEigJIYQQvkemB/AQW4xZUFDg5ZIIIYQQwlm2/7edaSuSQKkJCgsLAYiPj/dySYQQQgjRUIWFhZhMpjrzSNdbE1gsFn777TfCwsLQ6arHsBQUFBAfH8+xY8ekS86DpN69R+ree6TuvUfq3jtcUe9KKQoLC4mLi0Ovr/u5NmlRagK9Xk+bNm0cbg8PD5cfHi+QevceqXvvkbr3Hql772hqvdfXkmQj0wMIIYQQQjgggZIQQgghhAMSKLlBQEAAs2bNIiAgwNtFuaxIvXuP1L33SN17j9S9d3i63mUwtxBCCCGEA9KiJIQQQgjhgARKQgghhBAOSKAkhBBCCOGABEpCCCGEEA5IoNQIc+bMQafTMX36dC1NKUVaWhpxcXEEBQUxcOBAdu/ebbdfaWkpDzzwAC1btiQkJITRo0dz/PhxD5fet9VW91OmTEGn09m9rrvuOrv9pO4bLi0trUa9ms1mbbvc8+5TX93LPe8+v/76K3/4wx+IiooiODiYbt26sWPHDm273PfuU1/de+u+l0CpgbZv387ixYvp0qWLXfr8+fNZsGABr7zyCtu3b8dsNjN06FBtPTiA6dOn88knn7B8+XK+/vprzp07x6hRo6isrPT0ZfgkR3UPMGLECLKzs7XXmjVr7LZL3TdO586d7ep1165d2ja5592rrroHuefdIS8vj759+2I0Gvnvf//Lnj17eP7554mIiNDyyH3vHs7UPXjpvlfCaYWFhap9+/Zq/fr1asCAAWratGlKKaUsFosym81q7ty5Wt6SkhJlMpnUokWLlFJKnT17VhmNRrV8+XItz6+//qr0er1au3atR6/DFzmqe6WUmjx5srr55psd7it13zizZs1SXbt2rXWb3PPuVVfdKyX3vLs89thj6vrrr3e4Xe5796mv7pXy3n0vLUoN8Je//IXf/e53DBkyxC49KyuLnJwchg0bpqUFBAQwYMAAtm7dCsCOHTsoLy+3yxMXF0dKSoqWRzjmqO5t0tPTiY6OpkOHDtx9993k5uZq26TuG2///v3ExcWRlJTExIkTOXToECD3vCc4qnsbueddb9WqVfTs2ZPbbruN6OhounfvzpIlS7Ttct+7T311b+ON+14CJSctX76cnTt3MmfOnBrbcnJyAIiJibFLj4mJ0bbl5OTg7+9PixYtHOYRtaur7gFGjhzJe++9x5dffsnzzz/P9u3bGTx4MKWlpYDUfWP16tWLf/7zn3z++ecsWbKEnJwc+vTpw+nTp+Wed7O66h7knneXQ4cOsXDhQtq3b8/nn3/O1KlTefDBB/nnP/8JyO96d6qv7sF7971fo/e8jBw7doxp06axbt06AgMDHebT6XR2n5VSNdIu5kyey5kzdT9hwgTtfUpKCj179iQhIYHPPvuMsWPHOjy21H3dRo4cqb1PTU2ld+/etGvXjmXLlmkDKOWed4+66v6hhx6Se95NLBYLPXv2ZPbs2QB0796d3bt3s3DhQu68804tn9z3rudM3XvrvpcWJSfs2LGD3NxcevTogZ+fH35+fmzcuJGXXnoJPz8/7a+LiyPW3NxcbZvZbKasrIy8vDyHeURN9dV9bQP0YmNjSUhIYP/+/YDUvauEhISQmprK/v37tSew5J73jAvrvjZyz7tGbGwsnTp1sku76qqrOHr0KIDc925UX9072scT970ESk644YYb2LVrFxkZGdqrZ8+e3HHHHWRkZHDFFVdgNptZv369tk9ZWRkbN26kT58+APTo0QOj0WiXJzs7m8zMTC2PqKm+ujcYDDX2OX36NMeOHSM2NhaQuneV0tJS9u7dS2xsLElJSXLPe9CFdV8bueddo2/fvuzbt88u7ZdffiEhIQFA7ns3qq/ua+Ox+77Rw8Avcxc/eTV37lxlMpnUxx9/rHbt2qV+//vfq9jYWFVQUKDlmTp1qmrTpo3asGGD2rlzpxo8eLDq2rWrqqio8MIV+K4L676wsFDNnDlTbd26VWVlZamvvvpK9e7dW7Vu3Vrqvolmzpyp0tPT1aFDh9Q333yjRo0apcLCwtThw4eVUnLPu1NddS/3vPt89913ys/PTz377LNq//796r333lPBwcHq3Xff1fLIfe8e9dW9N+97CZQa6eJAyWKxqFmzZimz2awCAgJU//791a5du+z2KS4uVvfff7+KjIxUQUFBatSoUero0aMeLrnvu7Dui4qK1LBhw1SrVq2U0WhUbdu2VZMnT65Rr1L3DTdhwgQVGxurjEajiouLU2PHjlW7d+/Wtss97z511b3c8+716aefqpSUFBUQEKA6duyoFi9ebLdd7nv3qavuvXnf65RSqvHtUUIIIYQQly4ZoySEEEII4YAESkIIIYQQDkigJIQQQgjhgARKQgghhBAOSKAkhBBCCOGABEpCCCGEEA5IoCSEEEII4YAESkIIj0lLS6Nbt27eLoZPKysr48orr2TLli315i0tLaVt27bs2LHDAyUT4tIkgZIQwiV0Ol2drylTpvDwww/zxRdfeKV8K1eupFevXphMJsLCwujcuTMzZ87UtvtKELd48WISEhLo27dvvXkDAgJ4+OGHeeyxxzxQMiEuTRIoCSFcIjs7W3u98MILhIeH26W9+OKLhIaGEhUV5fGybdiwgYkTJzJu3Di+++47duzYwbPPPktZWZnHy9JUL7/8MnfddZfT+e+44w42b97M3r173VgqIS5dEigJIVzCbDZrL5PJhE6nq5F2cavNlClTGDNmDLNnzyYmJoaIiAiefvppKioqeOSRR4iMjKRNmza89dZbduf69ddfmTBhAi1atCAqKoqbb76Zw4cPOyzb6tWruf7663nkkUdITk6mQ4cOjBkzhpdffhmApUuX8vTTT/Pjjz9qLWBLly4FYMGCBaSmphISEkJ8fDz33Xcf586d0469dOlSIiIiWL16NcnJyQQHBzNu3DjOnz/PsmXLSExMpEWLFjzwwANUVlZq+yUmJvLMM89w++23ExoaSlxcnFYeR3bu3MmBAwf43e9+p6WVlZVx//33ExsbS2BgIImJicyZM0fbHhUVRZ8+fXj//ffrPLYQonYSKAkhvOrLL7/kt99+Y9OmTSxYsIC0tDRGjRpFixYt+Pbbb5k6dSpTp07l2LFjABQVFTFo0CBCQ0PZtGkTX3/9NaGhoYwYMcJhC5HZbGb37t1kZmbWun3ChAnMnDmTzp07ay1gEyZMAECv1/PSSy+RmZnJsmXL+PLLL3n00Uft9i8qKuKll15i+fLlrF27lvT0dMaOHcuaNWtYs2YN77zzDosXL+ajjz6y2++5556jS5cu7Ny5k8cff5wZM2awfv16h3W1adMmOnToQHh4uJb20ksvsWrVKlasWMG+fft49913SUxMtNvv2muvZfPmzQ6PK4SoQ5OW1BVCiFq8/fbbymQy1UifNWuW6tq1q/Z58uTJKiEhQVVWVmppycnJql+/ftrniooKFRISot5//32llFJvvvmmSk5OVhaLRctTWlqqgoKC1Oeff15rec6dO6duvPFGBaiEhAQ1YcIE9eabb6qSkhKHZXNkxYoVKioqyu5aAXXgwAEt7d5771XBwcGqsLBQSxs+fLi69957tc8JCQlqxIgRdseeMGGCGjlypMNzT5s2TQ0ePNgu7YEHHlCDBw+2q4+LvfjiiyoxMbHeaxNC1CQtSkIIr+rcuTN6ffWvopiYGFJTU7XPBoOBqKgocnNzAdixYwcHDhwgLCyM0NBQQkNDiYyMpKSkhIMHD9Z6jpCQED777DMOHDjAU089RWhoKDNnzuTaa6+lqKiozvJ99dVXDB06lNatWxMWFsadd97J6dOnOX/+vJYnODiYdu3a2V1DYmIioaGhdmm2a7Dp3bt3jc91jSUqLi4mMDDQLm3KlClkZGSQnJzMgw8+yLp162rsFxQUVO91CiFqJ4GSEMKrjEaj3WedTldrmsViAcBisdCjRw8yMjLsXr/88gu33357nedq164dd911F2+88QY7d+5kz549fPDBBw7zHzlyhBtvvJGUlBRWrlzJjh07ePXVVwEoLy9v9DXURafTOdzWsmVL8vLy7NKuvvpqsrKyeOaZZyguLmb8+PGMGzfOLs+ZM2do1apVvecWQtTk5+0CCCFEQ1x99dV88MEHREdH243VaajExESCg4O1liF/f3+7wdYA33//PRUVFTz//PNaq9eKFSsaX/iLfPPNNzU+d+zY0WH+7t27s3DhQpRSdgFVeHg4EyZMYMKECYwbN44RI0Zw5swZIiMjAcjMzKR79+4uK7cQlxNpURJC+JQ77riDli1bcvPNN7N582aysrLYuHEj06ZN4/jx47Xuk5aWxqOPPkp6ejpZWVn88MMP/PGPf6S8vJyhQ4cC1sApKyuLjIwMTp06RWlpKe3ataOiooKXX36ZQ4cO8c4777Bo0SKXXcuWLVuYP38+v/zyC6+++ioffvgh06ZNc5h/0KBBnD9/nt27d2tp//jHP1i+fDk///wzv/zyCx9++CFms5mIiAgtz+bNmxk2bJjLyi3E5UQCJSGETwkODmbTpk20bduWsWPHctVVV/HHP/6R4uJihy1MAwYM4NChQ9x555107NiRkSNHkpOTw7p160hOTgbg1ltvZcSIEQwaNIhWrVrx/vvv061bNxYsWMC8efNISUnhvffes3v0vqlmzpzJjh076N69O8888wzPP/88w4cPd5g/KiqKsWPH8t5772lpoaGhzJs3j549e3LNNddw+PBh1qxZo7WAbdu2jfz8/BrdcUII5+iUUsrbhRBCiMtNYmIi06dPZ/r06Q3ab9euXQwZMkQb0F6f2267je7du/PEE080sqRCXN6kRUkIIXxIamoq8+fPr3OCTZvS0lK6du3KjBkz3F8wIS5RMphbCCF8zOTJk53KFxAQwFNPPeXm0ghxaZOuNyGEEEIIB6TrTQghhBDCAQmUhBBCCCEckEBJCCGEEMIBCZSEEEIIIRyQQEkIIYQQwgEJlIQQQgghHJBASQghhBDCAQmUhBBCCCEckEBJCCGEEMKB/w+YfoDuBBB0lQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131908\n", + "Full nudge sequence is 0 dddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[4] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 205\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131918\n", + "Full nudge sequence is 0 uuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[4] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 188\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131921\n", + "Full nudge sequence is 0 ddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[3] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 103\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131925\n", + "Full nudge sequence is 0 ddddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[5] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 65\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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06BCEQiGEQiE8PDywevVqLFmyBO3bt1eLO336NO7evcslWoDy0guPxyvU5vrcSdyVK1fQpUsX+Pv746+//sKpU6cwadIkTJkyBTNnztTYX9slr9zrVV9EqkdeLV6HDx/G8OHD8b///Q/ff//9R5zVBw8ePECHDh3g7u6OP/74Q6d9hg4dioiICCxcuBCnT5/G9u3bIRKJ0KJFC433Vl7nX9C2guRO9n18fABA43Xj4+Oj8/td17pGRESgcePGXGuMiYkJhg8fjpMnT2LmzJlITk7G3bt38fXXXyMjI4OL0eVYuj4ny5cv5y7f+vj44Pz585gxYwaGDRsGANixYwdSU1O59yGgfE/mlbikp6dz70MHBwcMHToUPXr0wKxZs9Ti0tLSsGPHDjRs2BDe3t4AgKZNm6JChQpYv3692o84ookSIqKTP//8EzExMTh16hS+/fZbxMXFoVevXh9VZu7+Naom7czMzI8qVxs/Pz/UrVsX//vf/3DkyBF4eHhg5MiRBpXVv39/zJ49Gxs3bkTZsmVRrlw53Lx5E2PHjgUAfPHFFxr7vHnzBq1bt8bTp09x/PhxjWbuvHz99deQyWR53pKb25w5cxATE4N//vkHjx49wv3797lfyu/evcPOnTtRt25dODo64u3bt3j79i26dOkCHo+ntbm+UaNGiImJwYULF7Bx40Z4enriu+++w9mzZ9XiVPt26dKFK1csFqNRo0aIiIjQOszAx0pPT8erV6/g5ubGrRs+fDicnZ2xZ88edOjQAc2bN8fMmTMxceJE/PTTT9xt2qrXnrZf/K9fv1ZrIVB9EakeGzZs0Njn6NGj6Nq1K1q3bo3Nmzd/VDKh8vDhQzRv3hwCgQAnT57U2mqR25EjR7BmzRqsWrUKYWFhaNKkCbp3747jx4/j9evXav2AypQpk+f5A9pbSXSVe1+RSJTn+oKGEyjob8Xj8bg+UlKpFH/99Rd3uUzlxx9/xKhRo/Dzzz/D2dkZlSpVAqBM2oEP71l9Xhf56d69O2JiYnD58mXcvn0br169UmvpXbNmDczMzBAUFMS9X6pXrw5PT0/u0nNO5ubmiImJQUxMDP766y80a9YMW7du1RiSY/v27UhLS0P37t25clNSUtC9e3c8fvwYx48f16n+pZXhP+9JqeLj48N14mvevDnkcjn++OMP7Nq1C//73/8AKDtsauv/8/Lly09a14IIBALUrl0bO3bsMLiMCRMmICwsDHfu3IG1tTU8PDzw7bffwtLSUuNS3Js3b9CqVSskJCTg5MmTOl32UFG1RujaKbd8+fLc3ym3rVu3IiMjA5cuXVK7dKKyZ88evHnzRm2bWCzmyqtXrx7q1auHGjVqYNiwYYiNjYWJiYlaZ9A6depoPfaWLVu4X8fGcvDgQcjlcrWO/LGxsejVq5fG5ao6depAoVAgLi4O5cuXR9WqVQEo+3u1a9dOLfb69evcdgCIiYlR2+7l5aW2fPToUQQHB6Np06aIiIjgvvw/xsOHD9GsWTMwxhAVFYWyZcvqtF9sbCwAzb+Dra0tKlasqNYHplq1ati6dStkMplaS6+qD1zO58DU1FTreFUfc1lNVxUqVIC5ubnWvnnXr19HxYoVuc7iJ06cQEpKCrp06aIWJxAIsGDBAsyYMQMJCQlwcHCAq6sr2rRpAy8vL+751ed1kR9HR8c834fx8fHcD4py5cppjTl69Kja8U1MTNTKa926Nfz9/TF9+nT06dMH7u7uAD78MAkLC0NYWJhGuWvWrEGbNm10OofSiFqIiEHmzp0LOzs7/Pjjj1wzrKenJ+Lj49U+OF+9eqV1EMSilJWVhQsXLqBixYofVY6pqSmqVq0KDw8PPHr0CNu3b8egQYPU7nBSJUP379/HsWPHUKtWLb2OsXHjRgiFQoP7O+W0Zs0aWFtb4+TJk4iMjFR7/Prrr8jOzi6wP0elSpUwfvx4XL9+Hdu3bwegTHYyMzMxc+ZMjXIjIyPh4OBg9Mtmjx49wtixYyEWi/Htt99y693c3HD58mWNX9jR0dEAwH3xffHFF6hbty42bdqkFnvhwgXcvn0bXbt25dYFBASoPXK2bB47dgzBwcFo1KgR9u7dq7XjriHn1qxZM8jlcpw6dQoeHh4676tqLct9t+arV68QHx+vllh16dIFaWlpGnc2bdiwAW5ubqhXrx63ztPTE//++69a3KlTp5CWlqZz3QwlEAjQsWNH7N69G+/evePWP3r0CJGRkWp/q4iICNSvX19rKy0AbqBLV1dX/PPPPzh58qRaS7E+rwtDqZKW1atXa7xXVJeoC3q/mJqaYtmyZcjKysLPP/8MAIiLi0N0dDS6deum9X3YsmVL7Nu375MkscVWUdzrT4qP/MaCmTt3rtp4OmfPnuUGJTt69CjbsmULq1mzJvPw8FAb0ychIYEBYL/++qtGmQDYtGnTCqxXVFQU27lzJ9u5cyczMzNjzZo145ZzDtTWoEEDFh4ezvbu3csiIyPZunXrWN26dRmfz2f79+9XK/O///7jyvD392eOjo7c8n///cfFXb9+nf3000/swIED7Pjx42zevHnMwcGBBQQEsHfv3nFxGRkZrE6dOozH47HffvtNY8DFnAPCzZ07l4WGhrKNGzeyyMhItn37dhYYGMgAsJ9++qnA5yOvcYhy1hkAGzp0qNbtEomEubi4sJo1a3LrtI1DxJhywElnZ2dWpUoVJpPJmL+/P7Ozs8tz8LfRo0czACw2NrbA+u/atYtbl3tgxjNnzrCIiAi1gRlPnTqlVs7ixYsZANa2bVu2d+9eduzYMTZhwgQmEAg0xoCJjIxkAoGAdenShR0/fpxt3ryZubu76zwA35kzZ5i5uTnz9PRkp06d0vj75hwzhzHGvZbmzJnDjVWjWqfy/PlzVr58eWZqaso2bdqkUWZB4zq9e/eOeXh4MDs7OzZv3jx26tQptnnzZlazZk3G5/NZZGSkWnzr1q2ZnZ0d+/3339mpU6fYoEGDGAC2adMmtbiff/6Z8Xg8NnXqVHbixAm2ePFiVrlyZSYWi9XGAMvr82LatGkMAHvx4oXa+rzG2MktLi6OWVlZsSZNmrBDhw6x3bt3s6pVq6oNzCiTyZiDgwObN2+exv6RkZFs7ty57MiRI+zw4cNs+vTpzMLCgrVv315jvKWPfV1AyzhEKlKplLm4uDAfH5889+/atSsTCoXceeX3HLVr144JhUJ2//59NmbMGAaAXbx4UWvs/v37GQC2aNGiAs+htKKEiOQrv4QoMzOTlStXjlWqVIn7UNmwYQPz8fFhZmZmzNfXl23fvp3169fP6AlR06ZNuRFecz9yfuiPGTOG1ahRg4nFYiYQCJiLiwvr0qULO3funEaZqg9tbY+cdbp9+zZr0qQJs7e3ZyKRiFWsWJFNmTJFY0A91Xnm9cj5RbJ//37WqFEj5ujoyAQCATcq79atWwt8LhgrOCEKCwsrMCmZOHEiA8CuXLnCGMs7IWKMsWXLlnEjMgNgYWFheZZ769YtBoB9//33ecaoBgn866+/uHWq157qIRKJmJOTE2vatCn75ZdftI5QzBhjERERrFGjRszBwYFZWloyPz8/NnPmTK0DHh47dozVr1+fmZmZMXt7e9a3b1/2/PnzPOuZU36vl9yvQ8ZYvrEqqr+jLq/DvCQmJrLvvvuOVaxYkZmZmTE3NzfWvn17Fh0drRH77t07NmLECObi4sJEIhGrXr261tdcdnY2Gz9+PHN3d2fm5uasadOmLDY2lnl4eHyShIgxxi5fvsxatmzJLCwsmI2NDQsODlb7UXHixIk8Byo8d+4cq1evHrOxsWGmpqasatWqbN68eUwikWg91se8LvJLiPbu3VtgUnLkyBEGgM2fP58xlv9zdP36dWZiYsJCQ0OZk5OT2g+a3GQyGStbtiyrVq2aTudRGvEYK6RBQgghREcLFy7E6NGj8d9//8HX17eoq0OKoWHDhuHixYu4cuVKUVeFFFOUEBFCisx///2Hq1evYty4cXBxccHVq1eLukqEkFKKEiJCSJFp3rw5rly5gqZNm2LJkiVqU7wQQsinRAkRIYQQQko9uu2eEEIIIaVekSZEMpkMU6ZMgZeXF8zNzVG+fHnMmDFDbXjx58+fIzQ0FG5ubrCwsEBQUBDu3LmjUVZ0dDRatGgBS0tL2NraolmzZmojHr958wYhISEQi8UQi8UICQkplNFzCSGEEFL8FGlCNGfOHKxcuRJLly5FXFwc5s6di19//ZWb/ZgxhuDgYNy/fx/79u3D1atX4eHhgVatWiE9PZ0rJzo6GkFBQQgMDMSlS5cQExOD7777Tm103969eyM2NhZHjhzBkSNHEBsbi5CQkE9+zoQQQgj5/BRpH6IOHTrA2dlZbQ6lbt26wcLCAhs3bkR8fDyqVKmCGzduwM/PD4By1nUnJyfMmTMHAwcOBKCceLR169ZaJ28ElCN4qmYoV42+euHCBTRo0AC3bt1ClSpVCqyrQqHAs2fPYG1tbZR5igghhBBS+BhjePfuHdzc3PKfBqlohj9SCg8PZx4eHuz27duMMcZiY2OZk5MT27JlC2OMsX///ZcBUBt8izHGXFxcuMHAnj9/zgCwxYsXswYNGjAnJyfWpEkTdubMGS5+zZo1TCwWaxxfLBaztWvXaq1bVlYWS0lJ4R43b97Md8A0etCDHvSgBz3o8fk+ChrpvUgnd50wYQJSUlLg7e0NPp8PuVyOWbNmcbOoe3t7w8PDA5MmTcKqVatgaWmJBQsWICkpCYmJiQDAzV79008/Yd68eahZsyb+/PNPtGzZEjdu3EClSpWQlJQEJycnjeM7OTkhKSlJa93Cw8Mxffp0jfWPHz+GjY2NUc4/PT2dm3vo2bNnsLS0NEq5hBBSXEgkEsyfPx8AMGDAAIhkMtj6+AAA3sbFAYB+yxYWn67yelAoFGCMwdbWVmPyYVK4UlNT4e7uDmtr63zjijQh2r59OzZt2oQtW7bAz88PsbGxCAsLg5ubG/r16wehUIiIiAgMGDAA9vb24PP5aNWqFdq2bcuVoeqA/e233+Kbb74BANSqVQsnT57E2rVrER4eDgBaL3MxxvK8/DVp0iSMHj2aW1Y9oTY2NkZLiHK+KWxsbCghIoSUOnK5HF999RXS09NhZ2cHEY8HwYoVAAC79z9k9VoWCj9p/XUll8shk8lgY2NDCVERKai7S5EmROPGjcPEiRPRs2dPAEC1atXw8OFDhIeHo1+/fgAAf39/xMbGIiUlBRKJBI6OjqhXrx4CAgIAAK6urgCgMdy/j48PHj16BABwcXHB8+fPNY7/4sULODs7a62bqampUWauJoQQkjc+n48aNWrgzZs3ykSBz4esTx+1GH2XCTFEkd5llpGRodHBic/nq912ryIWi+Ho6Ig7d+7g8uXL6Ny5MwDA09MTbm5uuH37tlp8fHw8PDw8AAANGjRASkoKLl26xG2/ePEiUlJS0LBhQ2OfFiGEEEKKmSJtIerYsSNmzZqFcuXKwc/PD1evXsWCBQvQv39/Lmbnzp1wdHREuXLlcP36dYwcORLBwcEIDAwEoGwCGzduHKZNm4YaNWqgZs2a2LBhA27duoVdu3YBULYWBQUFYdCgQVi1ahUAYPDgwejQoYNOd5gRQggpHAqFAnfu3EFaWhrKly8PPmPgnzgBAJC3agUA+i0LivRrjRRjRfrKWbJkCaZOnYphw4YhOTkZbm5u+Pbbb/Hjjz9yMYmJiRg9ejSeP38OV1dX9O3bF1OnTlUrJywsDFlZWRg1ahRev36NGjVq4Pjx46hQoQIXs3nzZowYMYJLpDp16oSlS5ca/ZzkcjmkUqlOsdnZ2VwrVnZ2Nl1XLuGEQiH9jQnJRSaTYfPmnXj8uBzatq0IoVwBiz7KoVgyNrcEAI1lqz6r0RDngcS7yu3duwMA3iUmUkJEDEZzmekoNTUVYrEYKSkpWjtVM8aQlJSk1+jXCoUCjx8/BgC4u7vnPz4CKRFsbW3h4uJCY1kR8t6zZxLUrZuMp0/L6rVfR+zH5sS6AADr931J3yUmAp/pzSmqTtV2dnb0w+gTK+j7W4VSaSNRJUNOTk6wsLDQ6QtPLpdz04t4enrSm6QEY4whIyMDycnJAD7cDEBIafb4MdC6tRBPn5aFqWkWqlThw4QBJtf/BQAoqlUHoL78Lp2He/cFuI/yRVZvUjJRQmQEcrmcS4bKlCmj134qZmZmlBCVcObm5gCA5ORkODk50d+blGq3bgGBgcDjxzzY2KQgJGQTpk3rDjO5HNauyruI3x1TjjeXc/nCJSECO5eBBKIiqzspmSghMgJVnyGLz3RAMPL5UL1GpFIpJUSkRFm1Cvj9d0DXThj37gGpqUDlygzt2q2FrW2qTvsJRcoDZIOGRSHGRQmREVG/EFIQeo2Qkuj+fWDECEAi0W+/OnWAvXulWL1at2QIAEzfNwxRCxExNkqICCGEfJSJE5XJULNmyv/rwtQUMGQYOJEwZwuRnhkYIfkwKCF6/PgxHjx4gIyMDDg6OsLPz6/Ejuq8bNkyLFu2TK2/D9GPp6cnwsLCEBYWpnV7s2bNULNmTSxatOijj/XgwQN4eXnh6tWrqFmz5keXRwjJ37lzwM6dgIkJsHgxUK2afvvL5XwEBQV9GKiXz0fWvHnKjSJlK1DOZZGV8m5cicgKEKVpbCfEUDonRA8fPsTKlSuxdetWPH78GDnv1heJRGjcuDEGDx6Mbt26lajbx4cPH47hw4dzt+2VNKGhodiwYQO3bG9vjzp16mDu3LmoXr16EdaMEPK5UygA1ZSPAwfqnwwBytkJAgIC1KbukA4erBaTc1lkobzsnK0QcvOW5Y4nxBA6ZS4jR45EtWrVcOfOHcyYMQP//fcfN7dYUlISDh06hEaNGmHq1KmoXr06YmJiCrvexIiCgoKQmJiIxMREnDx5EgKBAB06dCjqahFCPnPbtgGXLgFWVsCMGZ/mmKqLETIZD1pmeSLEYDolRCKRCPfu3cOuXbvQt29feHt7w9raGgKBAE5OTmjRogWmTZuGW7duYe7cuXj48GFh15sYkampKVxcXODi4oKaNWtiwoQJePz4MV68eAEAmDBhAipXrgwLCwuUL18eU6dO1RiNe//+/QgICICZmRkcHBzQtWvXPI+3bt06iMViHD9+XOv2TZs2ISAgANbW1nBxcUHv3r258XsA4M2bN+jTpw8cHR1hbm6OSpUqYd26dWpl3L9/H82bN4eFhQVq1KiB6OhoQ58eQkoNxoBXr3R7JCZ+6C/0ww9AHvNkF0ihUODBgwd4+vSpch5LuRz8M2fAP3MGkMs1loUmMm5fSabmdkIMpdMls19//VXnAtu1a2dwZUoaST63XJiYmKjdcSSRSPK8DZvH40H4vmk4v3JFRrh+npaWhs2bN6NixYrcmErW1tZYv3493NzccP36dQwaNAjW1tYYP348AODgwYPo2rUrJk+ejI0bN0IikeDgwYNay583bx7Cw8Nx9OhR1K9fX2uMRCLBzJkzUaVKFSQnJ2PUqFEIDQ3FoUOHAABTp07FzZs3cfjwYTg4OODu3bvcAJcqkydPxrx581CpUiVMnjwZvXr1wt27dyGgYf0JyVO7dsCRI/rtU64ckEf3QJ3IZDJs2rQJADBs2DAIJRJYtG8P4P3I04DasmmO2/ol77JhBqYe/5mOVE0+fzp/O9SsWRMDBw5Enz59YGdnV5h1KjHCw8Pz3FapUiX06NGDW164cGGec6B5eHggNDSUW/7tt9+QkZGhETdt2jSD6nngwAFYWVkBANLT0+Hq6ooDBw5wfcGmTJnCxXp6emLMmDHYvn07lxDNmjULPXv2xPTp07m4GjVqaBxn0qRJ2LBhA6KiolAtn84GOSf3LV++PBYvXoy6desiLS0NVlZWePToEWrVqoWAgACuTrmNHTsW7d9/SE6fPh1+fn64e/cuvL29dX1aCCl1Tp3SL97MDFiyBHg/5ugnkeO3ISTZAKw/3bFJyaZz7+d69ephypQpcHNzQ69evXDy5MnCrBf5hJo3b47Y2FjExsbi4sWLCAwMRNu2bblLn7t27UKjRo3g4uICKysrTJ06FY8ePeL2j42NRcuWLfM9xvz587Fq1SqcPXs232QIAK5evYrOnTvDw8MD1tbWaNasGQBwxxw6dCi2bduGmjVrYvz48Th//rxGGTk7hKumych52Y0Qok6h+DCOUFISd7Uq30dGBtCp06etp4kJIHx/u71ESuN6EePRuYVo1apV+O2337Bz506sW7cOgYGBcHd3R//+/REaGopy5coVZj2LpUmTJuW5LfedeKNGjcr3kllOI0eO/PjK5WBpaYmKFStyy/7+/hCLxVi9ejU6dOjAtf60adMGYrEY27Ztw/z587l4cx1+HjZu3BgHDx7Ejh07MDGfgUrS09MRGBiIwMBAbNq0CY6Ojnj06BHatGnDXSpUJWsHDx7EiRMn0LJlSwwfPhzzVLfeAmqXGFXPn4J6YBKSp+zsD/+3tFQmHp8rESSQQoRsCSVExHj0esmbmZkhJCQEp06dwt27dxESEoI1a9agfPnyaNOmDXbs2FFY9SyWRCJRno/cfVnyi8355Z5frLHweDyYmJggMzMT586dg4eHByZPnoyAgABUqlRJo9N89erVC2wxrFu3Lo4cOYJffvkl3z5pt27dwsuXLzF79mw0btwY3t7eWlt2HB0dERoaik2bNmHRokX4/fffDTtZQggAICvrw//NzIquHroQvW8hktK4jMSIDP4N4OXlhZkzZ+LBgwfYtm0bLl++jF69ehmzbuQTyc7ORlJSEpKSkhAXF4fvv/8eaWlp6NixIypWrIhHjx5h27ZtuHfvHhYvXow9e/ao7T9t2jRs3boV06ZNQ1xcHK5fv465c+dqHKdBgwY4fPgwZsyYgYULF2qtS7ly5SASibBkyRLcv38f+/fvx8yZM9VifvzxR+zbtw93797Ff//9hwMHDsDHx8d4TwghpZDqvgQ+H/jc7z0whbI5iy6ZEWP6qEbRyMhI9OvXD6GhoZDL5Rg0aJCx6kU+oSNHjsDV1RWurq6oV68eYmJisHPnTjRr1gydO3fGqFGj8N1336FmzZo4f/48pk6dqrZ/s2bNsHPnTuzfvx81a9ZEixYtcPHiRa3H+vLLL3Hw4EFMnToVixcv1tju6OiI9evXY+fOnfD19cXs2bPVLoUByhaySZMmoXr16mjSpAn4fD62bdtmvCeEkFJI1UL0ubcOAR9aiLKphYgYEY8xXecmVnr06BHWr1+P9evX48GDB2jcuDEGDBiAr776Sqe+JMVNzqk74uPjkZKSAhsbG7WYrKwsJCQkwMvLC2Z6fJrI5XJcvXoVAFCrVi2a/bwUMPS1Qkhhu3kT8PMDypQBXr78dMeVy+WIjo5GRkYG/P39IQIgXLECACAdOhTQsly7CnD3VRkcO5iC+vVk6ts/0+k75HI5ZDIZ7Ozs6LP+E1PNNKHt+zsnnRtGt2zZgnXr1iEyMhLOzs7o27cvBgwYoNYZtyQq6VN3EEIIUHQtRHw+Hw0aNFCfuiPXjSO5l4VOFsCr99N3iEw0thNiCJ0TotDQULRv3x579+5Fu3btStR8ZYQQUtoVp0tmquk78hn7lhC96ZwQPXnyBE5OToVZF0IIIUWkqBIihUKBZ8+eITU1Fa6uruADMImNVW6rWRPQsiySpAEQQ5KlnOpDbTtdjiIG0rmZJ2cytHHjRnz55Zdwc3PjbsFetGgR9u3bZ/waEkIIKXRFlRDJZDKsXbsWu3btglwuB7KyYNm8OSybN1dWSsuy+U1l30tJulRzOyEG0vu614oVKzB69Gi0a9cOb9++Vb6AAdja2mLRokXGrh8hhJBPoDhdMuPuMsum2+6J8eidEC1ZsgSrV6/G5MmT1XrKBwQE4Pr160atHCGEkE9DlRAVh5uFVeMQSWkcImJEeidECQkJqFWrlsZ6U1NTpKenG6VShBBCPq1i2UJEnaqJEemdEHl5eSH2fQe2nA4fPgxfX19j1IkQQsgnphqpujgkRNxI1TSXGTEivQdoHzduHIYPH46srCwwxnDp0iVs3boV4eHh+OOPPwqjjoQQQgpZcWwhooSIGJPeCdE333wDmUyG8ePHIyMjA71798YXX3yB3377DT179iyMOhLySXh6eiIsLAxhYWFFXRVCPrnilBB9aCEq4oqQEsWgKfwGDRqEQYMG4eXLl1AoFCV6fKKcU3eUNKGhodiwYQMAQCAQwN7eHtWrV0evXr0QGhr62Q2+6enpiYcPHyI6Ohr169fn1oeFhSE2NhZRUVFFVzlCirmiHKm6cePGyMrKUn7mmJgge+JE5UahEAA0lvm1qwH/ANlyPiAUamwnxBAfNaexg4ODserx2SrpU3cEBQVh3bp1kMvleP78OY4cOYKRI0di165d2L9/PwSf2bTXZmZmmDBhAk6fPl3UVSGkRCnKhKhp06ZqU3dIfvhBLSb3suDLAOAfQCrnAyKRxnZCDKFzE8C9e/fQv39/brlcuXKwt7fnHo6Ojrh9+3ahVJIUHlNTU7i4uOCLL75A7dq18cMPP2Dfvn04fPgw1q9fz8U9evQInTt3hpWVFWxsbNC9e3c8f/4cAJCSkgI+n48rV64AABhjsLe3R506dbj9t27dCldXVwDAgwcPwOPxsHv3bjRv3hwWFhaoUaMGoqOjC6zvt99+iwsXLuDQoUN5xjRr1kzjsldwcDBCQ0O55eTkZHTs2BHm5ubw8vLC5s2bNcq5desWGjVqBDMzM/j6+uLEiRPg8XjYu3cvF/P06VP06NEDdnZ2KFOmDDp37owHDx4UeB6EfG6K0yUzkUg5JzmNQ0SMSeeEaMmSJXBxceGW37x5g0mTJmHhwoVYuHAh6tSpg4ULFxZKJYut9PS8H7lHVM0vVnX7R0GxRtKiRQvUqFEDu3fvBqBMcIKDg/H69WucPn0ax48fx71799CjRw8AgFgsRs2aNblLVv/++y/3b2pqKgAgKioKTZs2VTvO5MmTMXbsWMTGxqJy5cro1asXZDJZvnXz9PTEkCFDMGnSJCgUCoPPMTQ0FA8ePMCpU6ewa9cuLF++HMnJydx2hUKB4OBgWFhY4OLFi/j9998xefJktTIyMjLQvHlzWFlZ4e+//8bZs2dhZWWFoKAgSKhzAylmiiohYozhxYsXePXqFRhjgEIBk7g4mMTFAQqF1mXT1BcAAIlESzwhBtL5esiJEyewZMkStXXdunVD+fLlASi/qAYOHGjc2hV3VlZ5b2vXDti/n1s0cXUFMjK0xzZtCuTsH+PpCbx8qRnHmEHV1Mbb25tLbE6cOIF///0XCQkJcHd3B6CcvsXPzw8xMTGoU6cOmjVrhqioKIwZMwZRUVFo2bIl7t+/j7Nnz6Jdu3aIiorCqFGj1I4xduxYtG/fHgAwffp0+Pn54e7du/D29s63blOmTMG6deuwefNmhISE6H1u8fHxOHz4MC5cuIB69eoBANasWQMfHx8u5tixY7h37x6ioqK4HwKzZs1C69atuZht27bBxMQEf/zxB3g85S/VdevWwdbWFlFRUQgMDNS7boQUlaJKiKRSKVatWgUAGDZsGARyOSzfvy/fJSYCgMay1eplAMIhyZADmZnq2y0tP+0JkBJD5xaihw8fwsvLi1seOHCgWp8aT09PPHnyxLi1I0WGMcZ9ycfFxcHd3Z1LhgDA19cXtra2iIuLA6C8THXmzBkoFAqcPn0azZo1Q7NmzXD69GkkJSUhPj5eo4WoevXq3P9Vl9NyttLkxdHREWPHjsWPP/5oUEtMXFwcBAIBAgICuHXe3t6wtbXllm/fvg13d3e1VtG6deuqlXPlyhXcvXsX1tbWsLKygpWVFezt7ZGVlYV79+7pXS9CilJxHKmabrsnxqRzC5GJiQmSk5Ph6ekJABqXx54/fw4h9fBXl5aW97ZcMzIrEhPVpkJRk/tur0/QRyUuLo5LgHMmRznlXN+kSRO8e/cO//zzD86cOYOZM2fC3d0dv/zyC2rWrAknJye1FhgAaq8XVTm6XgYbPXo0li9fjuXLl2tsMzExUTa95yCVStXqnfOY2uR1zjkpFAr4+/tr7X/k6OiY776EfG6KVR8ibhyiIq4IKVF0biHy8/PDiRMn8tx+9OhRVK1a1SiVKjEsLfN+5P7UyS8290+2vOKM5NSpU7h+/Tq6desGQNka9OjRIzx+/JiLuXnzJlJSUrgkR9WPaOnSpeDxePD19UXjxo1x9epVHDhwQKN16GNZWVlh6tSpmDVrFtdPScXR0RGJ75vWAUAul+PGjRvcso+PD2QyGS5fvsytu337Nt6+fcste3t749GjR1zHcQCIiYlRO07t2rVx584dODk5oWLFimqPknhHIinZitNI1TQwIykMOidE33zzDWbNmoWDBw9qbPvrr78we/ZsfPPNN3odXCaTYcqUKfDy8oK5uTnKly+PGTNmqLUSPH/+HKGhoXBzc4OFhQWCgoJw584dreUxxtC2bVuNO4EAZSfwkJAQiMViiMVihISEqH0BllbZ2dlISkrC06dP8c8//+CXX35B586d0aFDB/Tt2xcA0KpVK1SvXh19+vTBP//8g0uXLqFv375o2rSp2mWnZs2aYdOmTWjatCl4PB7s7Ozg6+uL7du3o1mzZkav++DBgyEWi7F161a19S1atMDBgwdx8OBB3Lp1C8OGDVP7W1epUgVBQUEYNGgQLl68iCtXrmDgwIEwz5F4tm7dGhUqVEC/fv3w77//4ty5c1ynalXLUZ8+feDg4IDOnTvjzJkzSEhIwOnTpzFy5Ei6fEyKneLUQqS6ZJZNCRExIp0TokGDBqFTp07o2LEjfH190aVLF3Tt2hW+vr4IDg5G+/btMWjQIL0OPmfOHKxcuRJLly5FXFwc5s6di19//ZXrvK26u+n+/fvYt28frl69Cg8PD7Rq1UrrRLKLFi3K8zJH7969ERsbiyNHjuDIkSOIjY01qENuSXPkyBG4urrC09MTQUFBiIyMxOLFi7Fv3z7uEp4qwbSzs0OTJk3QqlUrlC9fHtu3b1crq3nz5pDL5WrJT9OmTSGXy43eQgQoL7nNnDkTWbnu2Ovfvz/69evHJW1eXl5o3ry5Wsy6devg7u6Opk2bomvXrhg8eLDaAKN8Ph979+5FWloa6tSpg4EDB2LKlCkAlGMhAYCFhQX+/vtvlCtXDl27doWPjw/69++PzMxM2NjYGP18CSlMxSkhUrUQ5bgSTshH47HcnS0KsG3bNmzbtg3x8fEAgEqVKqFXr14GTdvRoUMHODs7Y82aNdy6bt26wcLCAhs3bkR8fDyqVKmCGzduwM/PD4Dy8oeTkxPmzJmjdlfbtWvX0KFDB8TExMDV1RV79uxBcHAwAGV/GF9fX7W7ii5cuIAGDRrg1q1bqFKlSoF1VQ3MmJKSovFll5WVhYSEBHh5eXFflrqQy+W4evUqAKBWrVp59yEin4Vz586hUaNGuHv3LipUqGBQGYa+VggpbFWrAv/9B5w8CbRo8emOK5FIEB4eDkB5l5mZXA7r9zdZqO4qy7183HUYumE36teR4Nj+1+rbP9O7zORyOWQyGezs7Oiz/hPL7/s7J72HIe7Zs6fR5ixr1KgRVq5cifj4eFSuXBnXrl3D2bNnsWjRIgDKyzkA1L44+Hw+RCIRzp49yyVEGRkZ6NWrF5YuXap2V5BKdHQ0xGIxlwwBQP369SEWi3H+/HmtCVF2djZ3fAAa/VRIybdnzx5YWVmhUqVKuHv3LkaOHIkvv/zS4GSIkM9ZUY5UXb9+fbWpOyQjRig3vr/xIvcyr2MQ8BcgkZkAQqHGdkIMoVNClJ6eDks9sm5d4ydMmICUlBR4e3uDz+dDLpdj1qxZ6NWrFwBlx1YPDw9MmjQJq1atgqWlJRYsWICkpCS1TrOjRo1Cw4YN0blzZ63HSUpK0jrfmpOTE5KSkrTuEx4ejunTp+tyuqSEevfuHcaPH4/Hjx/DwcEBrVq1wvz584u6WoQUiqJMiFq1aqU2dUf2zz+rxeReNhnwtTIhkvIAkUhjOyGG0KkPUcWKFfHLL7/g2bNnecYwxnD8+HG0bdsWixcv1ung27dvx6ZNm7Blyxb8888/2LBhA+bNm8dNOCoUChEREYH4+HjY29vDwsICUVFRaNu2LdfkuH//fpw6dYprVcpLQbeN5zZp0iSkpKRwj5x3WJHSoW/fvrhz5w6ysrLw5MkTrF+/HmXKlCnqahFSKIpVHyKR8l+67Z4Yk04tRFFRUZgyZQqmT5+OmjVrIiAgAG5ubjAzM8ObN29w8+ZNREdHQygUYtKkSRg8eLBOBx83bhwmTpzIXYKrVq0aHj58iPDwcPTr1w8A4O/vj9jYWKSkpEAikcDR0RH16tXj7m46deoU7t27pzaoHqDsi9S4cWNupOGct0+rvHjxAs7OzlrrZmpqClNTU53OgxBCiruinLrj7du3SE1NhZ2dHaBQgPf+Byh7Pxhs7mXT18kAKkCSzdOMzz1uGyE60ikhqlKlCnbu3IknT55g586d+Pvvv3H+/HlkZmbCwcEBtWrVwurVq9GuXTvlNWAdZWRkaMTz+Xytg/OpxnW5c+cOLl++jJkzZwIAJk6cqDFlSLVq1bBw4UJ07NgRANCgQQOkpKTg0qVL3GjDFy9eREpKCho2bKhzfQkhpKQqqpGqpVIpli5dCuDD1B1W1aoByDFVR65l26+/AvCPci6zzEz17Z9pp2ry+dOrU3XZsmUxatQojTmpDNWxY0fMmjUL5cqVg5+fH65evYoFCxagf//+XMzOnTvh6OiIcuXK4fr16xg5ciSCg4O5eaJcXFy0dqQuV64cN9Kyj48PN+6Mas6cwYMHo0OHDjrdYUYIISWZTAbI5cr/F4dLZh+m7ijiipASRe+7zIxpyZIlmDp1KoYNG4bk5GS4ubnh22+/xY8//sjFJCYmYvTo0Xj+/DlcXV3Rt29fTJ06Ve9jbd68GSNGjOASqU6dOnG/SgghpDRTjVINFI+EiEaqJoWhSBMia2trLFq0KN8O0SNGjMAI1S2VOtI2tJK9vT02bdqkbxUJIaTEyzm2aXHoOsm1EEkpISLGQ73PCCGklFMlRCJR8eiTrGohys4G9BtamJC8FYOXPiGEkMJUnG65Bz60EDHG4/o+EfKxKCEqxUJDQ8Hj8cDj8SAUCuHs7IzWrVtj7dq1Wu/0A4DAwEDw+XxcuHBB6/bz58+jXbt2sLOzg5mZGapVq4b58+dDrsOn1uPHjzFgwAC4ublBJBLBw8MDI0eOxKtXrz7qPAkh+StuCZGqhQigCV6J8eidEHl6emLGjBl49OhRYdSHfGJBQUFITEzEgwcPcPjwYTRv3hwjR45Ehw4dIJPJ1GIfPXqE6OhofPfdd2rzz6ns2bMHTZs2RdmyZREZGYlbt25h5MiRmDVrFnr27Km1b5fK/fv3ERAQgPj4eGzduhV3797FypUrcfLkSTRo0ACvX782+rkTQpSKMiEyMTGBv78/qlatqhwoVyCAZOBASAYOBAQCrcu8/l9z+0sUubYTYiC9J3ddsmQJ1q9fj2vXrqF58+YYMGAAunTpUmIHMVy2bBmWLVsGuVyO+Pj4EjW5a2hoKN6+fYu9e/eqrT916hRatmyJ1atXq43xNH36dNy6dQvTpk1D3bp1kZiYyE3Rkp6eDg8PDzRt2hQRERFq5f3111/o1KkTtm3bhh49emitS9u2bXHjxg3Ex8fDPMdAKElJSahQoQL69u2LFStWAFAm5YMHD8bdu3exc+dO2NnZYcqUKToPCFqUaHJX8jk6cwZo0gSoXBm4ffvTH18ul+PNmzcQCAQ6fQ4yBtjaWoExHu7cSYOz8+ffkYgmdy06uk7uqncL0ffff48rV67gypUr8PX1xYgRI+Dq6orvvvsO//zzz0dV+nM0fPhw3Lx5EzExMTrvwxhDenq6To/MzExkZmbqHF/QQ8/8VqsWLVqgRo0a2L17t9o5rVu3Dl9//TW8vb1RuXJl7Nixg9t+7NgxvHr1CmPHjtUor2PHjqhcuTK2bt2q9XivX7/G0aNHMWzYMLVkCFCOM9WnTx9s375d7dzmz5+PgIAAXL16FcOGDcPQoUNx69atjz11Qkql4nbJjMf7cDccjUVEjMXgPkQ1atTAb7/9hqdPn2LatGn4448/UKdOHdSoUQNr1641yhdzcZWRkQErK6sCH2KxGE2aNEGTJk0gFot12qegR0ZGhlHOwdvbGw8ePOCWT5w4gYyMDLRp0wYA8PXXX6tdNouPjwegHAQzr/JUMbnduXMHjLE89/Xx8cGbN2/w4sULbl27du0wbNgwVKxYERMmTICDgwOioqL0OUVCyHtFNUo18OEHZGZmpvJ7gzHwXr4E7+VLZVNQHssigfI7Jjsb6tsJMZDBCZFUKsWOHTvQqVMnjBkzBgEBAfjjjz/QvXt3TJ48GX369DFmPcknlnvi2zVr1qBHjx4QvL9G36tXL1y8eBG3c7Wv55UIM8YgUs3IaEBdAPUJeqtXr879n8fjwcXFBcnJyQaVT0hpV5QtRFKpFAsXLsTatWuV/RYzMmBVvjysypcHMjLyXDZNe6ncPzVLfTshBtK7B9o///yDdevWYevWreDz+QgJCcHChQvh7e3NxQQGBqJJkyZGrWhxYmFhgbS0tALj5HI5rl27BkDZ4maM68oWFhYfXQYAxMXFcVOfvH79Gnv37oVUKuX68QDK+q9duxZz5sxBpUqVuP20zQ9369Yt1KxZU+uxKlasCB6Ph5s3byI4OFjrvnZ2dnBwcODWCYVCtRgej5fnnXGEkPypRqouLpfMAPWxiAgxBr0Tojp16qB169ZYsWIFgoODNb6YAMDX15ebwb404vF4XGfj/Mjlcq7PjKWl5WfT0e7UqVO4fv06N2fd5s2bUbZsWY3O1ydPnkR4eDhmzZqFNm3awN7eHvPnz9dIiPbv3487d+7kOSJ5mTJl0Lp1ayxfvhyjRo3S6FS9efNm9O3bV62FiBBiPMWtDxGQY/oOGq2aGIneCdH9+/fh4eGRb4ylpSXWrVtncKXIp5OdnY2kpCTI5XI8f/4cR44cQXh4ODp06IC+ffsCUF4u+9///oeqVauq7evh4YEJEybg4MGD6Ny5M1atWoWePXti8ODB+O6772BjY4OTJ09i3LhxGDhwINq1a5dnPZYuXYqGDRuiTZs2+Pnnn+Hl5YX//vsP48aNwxdffIFZs2YV6vNASGlWHBMibvoOaiEiRqJ3H6KCkiFSvBw5cgSurq7w9PREUFAQIiMjsXjxYuzbtw98Ph9XrlzBtWvX0K1bN419ra2tERgYyHWu/t///ofIyEg8evQIjRs3hpeXFwYOHIgJEyZg9erV+dajUqVKuHz5MipUqIAePXqgQoUKGDx4MJo3b47o6GjY29sXyvkTQopnQkQtRMTY9G4hsrOz03rpgsfjwczMDBUrVkRoaCi++eYbo1SQFJ7169dj/fr1+cb4+/vne8fg/v371ZYbN26MI0eOAFCOudO5c2ds2LAB/fv3h6OjY77H8vDw0KllMefdbyqxsbEF7kcI0a44JkSqFiIaqZoYi94tRD/++CNMTEzQvn17TJ8+HT/99BPat28PExMTDB8+HJUrV8bQoUMLbBEgJZ+ZmRn27duHvn374u+//y7q6hBC8lAcEyJVC5GUxiEiRqJ3C9HZs2fx888/Y8iQIWrrV61ahWPHjiEiIgLVq1fH4sWLMWjQIKNVlBRPZmZmmDhxYlFXgxCSj6KeuqN69eqQSCTc1B3S3r2VG98P86FtWXTSFngOZMv5GtsJMYTer56jR49izpw5GutbtmyJMWPGAFAOmkdfgoQQUjwUZUIkEAjQqVMnbuoO8PnIWrlSvX5alvldzYHngEQh1NhOiCH0vmRmb2+Pv/76S2P9X3/9xXV8TU9Ph7W19cfX7jOwbNky+Pr6ok6dOkVdFUIIKRTF8ZKZqamyb6OE+hARI9G7hWjq1KkYOnQoIiMjUbduXfB4PFy6dAmHDh3CyvdZ+vHjx9G0aVOjV7YoDB8+HMOHD+cmh8tPaZ6uhOiGXiPkc1TUU3dIJBJIpVLlWGyMfRhxWjXQrJZlkYkAgBASCQPS0z9sp/HKiIH0TogGDRoEX19fLF26FLt37wZjDN7e3jh9+jQ3IJ/q0llpoRqcMiMjQ2NyUkJyUs01p21AU0KKSlFP3TF37lwAwLBhwyDIzoa1qysA4F1iIgBoXbbEnwBCIEmTqm/XYVBcQrTRKyGSSqUYPHgwpk6dmufM5aURn8+Hra0tN5eWhYWFTqMqy+Vy7v9ZWVmfzUjVxPgYY8jIyEBycjJsbW3pb00+K8V56g66ZEaMRa+ESCgUYs+ePZg6dWph1afYcnFxAQC9JhhVKBR4+VI5QeGDBw9gYmLwXLukmLC1teVeK4R8LoplHyIah4gYmd6XzLp06YK9e/di9OjRhVGfYovH48HV1RVOTk6QSqU67ZORkYH27dsDUE6aa6yJWcnnSSgUUssQ+SwVx4SIxiEixqZ3QlSxYkXMnDkT58+fh7+/v8YkpiNGjDBa5YojPp+v85eeXC7Hw4cPAQCmpqYwK06fRoSQEqM4JkTUQkSMTe+E6I8//oCtrS2uXLmCK1euqG3j8XilPiEihJDipjgmRB/mMiviipASQ++EKCEhoTDqQQghpIgUx4RI1UIkpRYiYiQGj3MukUiQkJCAChUqKEcXJYQQUiwV9dQdPj4+H6bu4PMhDQ5Wbnzf/UDbMv9OJeA/IFtqorGdEEPonclkZGTg+++/x4YNGwAA8fHxKF++PEaMGAE3NzeasoMQQoqZop66o1u3bupTd/z5p3r9tCybLBcCEwGJXDOeEEPofZ/3pEmTcO3aNURFRal1Am7VqhW2b99u1Mp9DmjqDkJISVeUI1UbSiRS/iuhu8yIkeidEO3duxdLly5Fo0aN1AYf9PX1xb1794xauc/B8OHDcfPmTcTExBR1VQghxOgYK6Z9iGguM2Jkel8ye/HiBZycnDTWp6en6zQ6MyGEkM9HdvaH/xdFQiSRSBAeHg5AOXUHPytLp6k7bNAHwCZkZ8hhbWPzYTtN3UEMpHcLUZ06dXDw4EFuWZUErV69Gg0aNDBezQghhBQ6VesQULxaiLiBGaX0Q5wYh94tROHh4QgKCsLNmzchk8nw22+/4b///kN0dDROnz5dGHUkhBBSSFQJEY8HFKc5hz8MzFjEFSElht4tRA0bNsS5c+eQkZGBChUq4NixY3B2dkZ0dDT8/f0Lo46EEEIKSc7+Q8Wp18OHqTuKUaXJZ82gAYSqVavG3XZPCCGk+CqOHaoBaiEixmfQ9OoKhQLx8fE4e/Ys/v77b7WHPmQyGaZMmQIvLy+Ym5ujfPnymDFjBhQKBRfz/PlzhIaGws3NDRYWFggKCsKdO3e47a9fv8b333+PKlWqwMLCAuXKlcOIESOQkpKidqw3b94gJCQEYrEYYrEYISEhePv2rSGnTwghJUZxTYg+TN1BLUTEOPRuIbpw4QJ69+6Nhw8fgjGmto3H40Eul+tc1pw5c7By5Ups2LABfn5+uHz5Mr755huIxWKMHDkSjDEEBwdDKBRi3759sLGxwYIFC9CqVSvcvHkTlpaWePbsGZ49e4Z58+bB19cXDx8+xJAhQ/Ds2TPs2rWLO1bv3r3x5MkTHDlyBAAwePBghISE4K+//tL3KSCEkBKjuCZEqhYiSTYlRMQ49E6IhgwZgoCAABw8eBCurq4fdat9dHQ0OnfujPbt2wMAPD09sXXrVly+fBkAcOfOHVy4cAE3btyAn58fAGD58uVwcnLC1q1bMXDgQFStWhURERFcmRUqVMCsWbPw9ddfQyaTQSAQIC4uDkeOHMGFCxdQr149AB/uirt9+zaqVKli8DkQQkhxVtQJkYmJCSpWrAipVMpN3SELDFRufD8Vh7Zlk3flgWjl5K65txNiCL0Tojt37mDXrl2oWLHiRx+8UaNGWLlyJeLj41G5cmVcu3YNZ8+exaJFiwAA2e8HyMg5Ijafz4dIJMLZs2cxcOBAreWmpKTAxsaGm2MtOjoaYrGYS4YAoH79+hCLxTh//rzWhCg7O5s7PgCkpqZ+9PkSQsjnpqhHqRYIBOjZs6fa1B2ZOVr3AWhfjjcBAoBsiYnGdkIMoXcfonr16uHu3btGOfiECRPQq1cveHt7QygUolatWggLC0OvXr0AAN7e3vDw8MCkSZPw5s0bSCQSzJ49G0lJSUh8P0BXbq9evcLMmTPx7bffcuuSkpK0Dibp5OSEpKQkreWEh4dz/Y3EYjHc3d2NcMaEEPJ5KeoWIkMJhcouG1JpEVeElBh6txB9//33GDNmDJKSklCtWjUIcw1cUb16dZ3L2r59OzZt2oQtW7bAz88PsbGxCAsLg5ubG/r16wehUIiIiAgMGDAA9vb24PP5aNWqFdq2bau1vNTUVLRv3x6+vr6YNm2a2jZtl/YYY3le8ps0aRJGjx6tVjYlRYSQkiYzU/lvcUuITE2V/+YcaZuQj6F3QtStWzcAQP/+/bl1PB6PSy706VQ9btw4TJw4ET179gSgvJ3/4cOHCA8PR79+/QAA/v7+iI2NRUpKCiQSCRwdHVGvXj0EBASolfXu3TsEBQXBysoKe/bsUUvUXFxc8Pz5c43jv3jxAs7OzlrrZmpqClPVO44QQkqoom4hkkgkmDdvHhhjGDx4MPhZWbCqUAEAkPZ+fkxty3bMAcBDyGQ8WDi7woTHlNtp6g5iIL0TooSEBKMdPCMjAyYm6lft+Hy+2m33KmKxGICyD9Ply5cxc+ZMbltqairatGkDU1NT7N+/X63PEQA0aNAAKSkpuHTpEurWrQsAuHjxIlJSUtCwYUOjnQ8hhBQ3RZ0QAYA013UvXkZGgctmePNh/0wZzEBNReTj6J0QeXh4GO3gHTt2xKxZs1CuXDn4+fnh6tWrWLBggVrr086dO+Ho6Ihy5crh+vXrGDlyJIKDgxH4/q6Cd+/eITAwEBkZGdi0aRNSU1O5DtCOjo7g8/nw8fFBUFAQBg0ahFWrVgFQ3nbfoUMHusOMEFKqfQ4JkSFU4xABgAQiSojIR9O5U/WwYcOQlpbGLW/cuFFt+e3bt2jXrp1eB1+yZAn+97//YdiwYfDx8cHYsWPx7bffqrX+JCYmIiQkBN7e3hgxYgRCQkKwdetWbvuVK1dw8eJFXL9+HRUrVoSrqyv3ePz4MRe3efNmVKtWDYGBgQgMDET16tWxceNGvepLCCElTUlIiLJB3RvIx+Ox3KMr5oHP5yMxMZG7W8vGxgaxsbEoX748AOWI0m5ubnr1ISpOUlNTIRaLuVv6jSE9PR1WVlYAgLS0NFjStW9CyCc2bRowYwYwbBiwbNmnP75EIkF4eDgA5Q9vM7kc1q6uAIB37+8mzmtZKFBAJuPhCb7AF3im3P6Zfo7K5XLIZDLY2dmBT+MlfVK6fn/r3EKUO2/SMY8ihBDyGSuuLUQAYCpSfg9RCxExBoPmMiOEEFIyFOeESChS/iuBqGgrQkoEg2a7J4QQUjIU9UjVPB4P5cqVg0wmU44LZ2ICWaNGyo3v70LOa9k0XtlClF6zPmRWjtx2QgyhV0L0448/wsLCAoDyuu+sWbO42+Ezct0WSQgh5PNX1C1EQqEQffv2VZ+649AhtZi8lkV+yoF13y1chkx/zeFaCNGHzglRkyZNcPv2bW65YcOGuH//vkYMIYSQ4qO4jlQNACLVJTMJzXhPPp7OCVFUVFQhVuPztWzZMixbtqzE3j1HCCndirqF6GOI3neqlkgKCCREB3TBtQDDhw/HzZs3ERMTU9RVIYQQoyvqhEgikWDBggVYs2aNcsTq9HRYennB0ssLSE/Pd1nEV14m4/X+5sN2QgxEnaoJIaQUK+qECNDsg2ry6pVOyyJPZQuR7F0WTKAeQ4i+qIWIEEJKsc8hITKU6P0c3nTbPTEGSogIIaQUK9YJEQ3MSIyIEiJCCCnFSkJCRC1ExBgM6kP09u1bXLp0CcnJyVAo1Md+6Nu3r1EqRgghpPAV54TI9H0eRC1ExBj0Toj++usv9OnTB+np6bC2tlaOLPoej8ejhIgQQoqRoh6p+mMIjdxCdP8+D+HhpnrdrBYcLEP37jKjHJ8ULb0TojFjxqB///745ZdfuFGrCSGEFE9F3ULE4/Hg6uoKuVzOTd0hr1VLufH9VBx5LZu+bxjKdCsPuXOtj566Y+1aEbZvF+q1T1SUAN26pYEmsC/+9E6Inj59ihEjRlAyRAghJUBRj1QtFAoxYMAAtak7Mk6fVovJa1k0QpmFpPcfgozx/T+6LklJyiseXbpI0axZwYPx/vCDKdLSeIiPN4GPD00dUtzpnRC1adMGly9fRvny5QujPp89qVwKqVxqtLIKo1xCCNGFTAbIZMoWEb5QCmkRDcgvl8shlUvBeAwK6J5YCITKumdmKYzy+Zn8QpkVtgrMRs+eBQ9/vX07H+fPC3HpMkPFyvkfXy6XQyaXQSqX6nWO5OPp+trQOyFq3749xo0bh5s3b6JatWoQCtWbFzt16qRvkZ+13FN3PHz7EFZyK6OUnZH+YTCyB28ewEJCrW6EkE8nI50HoBIAICnzAVLfsCKph1whR2pqKkwEJuCb6H7tKZN9AcAML9+l4EHKs4+uR+JzbwBCyM2S8CAltcD48n5f4Px5Z/x9IRMN2z/ON1aukEMhU+At761e50g+Xtq7NJ3i9E6IBg0aBACYMWOGxjYej1fi5vwaPnw4hg8fjtTUVIjFYpjwTGAqMM4dDXLBh+fKVGBqtHIJIUQXGfIPfW6sLUUQFMHcBTKpDPs37YdCoUCrrq1gJlWgYvPOAIC7kfsAIM9liw6XAQDWmw+g6sFpuBu5D+wjeoe/eaX8ge/szNPp87hGLQk2Abh13bLAeLlcDjnkMOWbgk8djj6pDF5GwUEwICHKfZt9aSMwEUDI16/TXV5yliPkC41WLiGE6EIuVSZEAgGDuWkRff4ogPR3ytu6hDwhhDw5RE+evV9WfkXltWwqVPb5kadJIEp7BiFPAGZi2HkwBrx5rSzfyYEHoQ7l1KypvLvs1k0zMJkQonxudjNhJjBhJhDyhZQQfWICE91SHRqYkRBCSqnsLGVCYWpWNJfKPpZIpPyBboxxiN6lmkAqVT4f9mV0u9Lh7iGFrZ0cUokJ4m9RC39xZ1BCdPr0aXTs2BEVK1ZEpUqV0KlTJ5w5c8bYdSOEEFKIsrPfJ0SmxTMhEgqNNw7R61fKVhsLSwXMzHV7Png8oGp15bgF12OL4ciWRI3eCdGmTZvQqlUrWFhYYMSIEfjuu+9gbm6Oli1bYsuWLYVRR0IIIYXgQwtREVfEQMacy+zVS2VCVMZBv0EWq9ZUJkQ3rhXTJ5Fw9O5DNGvWLMydOxejRo3i1o0cORILFizAzJkz0bt3b6NWkBBCSOFQtRCZFdNLZsYcqfrN+xYiXS+XqVRTtRBRQlTs6d1CdP/+fXTs2FFjfadOnZCQkGCUShFCCCl8H0apLp4JkTH7EL16pWwf0DshqpkNALh7W4TMDF4B0eRzpncLkbu7O06ePImKFSuqrT958iTc3d2NVjFCCCGFKyuz6PsQ8cCDrb0t5Ao5wFOuya5ckdsKIM9l0fsbwbLMxch2r8htN8RrA1uInF1lcHSW4cVzAW7eMIV/3SyD60CKlkFzmY0YMQKxsbFo2LAheDwezp49i/Xr1+O3334rjDoSQggpBFyn6iJsIRIIBega0hUpKSng8/lgpnw8jDqoFpPXsuCgMiNKrVoLD/epx+jrQx8i/cfSq1o9C5HHrXDjXzNKiIoxvROioUOHwsXFBfPnz8eOHTsAAD4+Pti+fTs6d+5s9AoSQggpHFyn6mJ6l5mqU7XqdvmP8aEPkf4z11erqUyI6E6z4s2gcUm7dOmCLl26GLsun6XcU3cQQkhJ8aGFqIgrYiDutnvJxydE3CUzA1qIqtWkW+9LAr0TovLlyyMmJgZlypRRW//27VvUrl0b9+/fN1rlPge5p+4ghJCSIvv91Z2ivGQmk8qwZ/MeyBVytO7cGoJsCcq1+x8A4NGhXQCQ53LMtMPKQu4+gUez9nh0aBeYhWFTdxjaqRr4MBbRg/sivEs1gbVN8ZnR4e9TpjhxxPBO6W5l5eg3KB0fMWPKZ0PvhOjBgwdaW0uys7Px9OlTo1SKEEJI4fscBmZkYHj7+q1qAQCDafxd5FiR57JQqEw8JBLe+3WGn4eqhaiMAQmRfRkFvnCX4uljIW78a4oGjTJ13jcjnYd9EebYtdUcr17qfuN3WXc5Vqx/A2sbw8/5XSoPA/rYISP94yatiLkgwu8b36C4z0iic0K0f/9+7v9Hjx5Vay2Ry+U4efIkPD09jVo5QgghhScrq3iPQyQy0jhEjBk+DpFKtZpZePpYiEP7rJGdpZlgKBQKKBRyWFiYwcTEBAoGnDllil3bLJCaon9Ccue2EJs3WGDI9+kG1RcAdu8wR0a6CcqWk6FLd92TOBWZlIe1Ky1x5IA5fhyvwM/zUsArxiMP6JwQBQcHA1DOaN+vXz+1bUKhEJ6enpg/f75RK0cIIaTwFPdO1UIjjVSdmmICmUy/ecxyq1YjC0f+ssaOzbbYsdlWr309vWT4un86atSW6pRQnP/bFAtmW2PdKksMHJoOgQG9gRkDNq2zBAAMHJqOQcMNS6xq+kswpJ8d1q+2RNlyMgwdaXiCVtR0fhpVs9x7eXkhJiYGDg4OhVYpQgghhY8bqVrHubs+N6qBGT+2hUh1y72VtRwiA5PDzv9LRfRZC7x9k8d1I8bAwMDnC7jRktw95ejdNwONm2fDRI9Gopr+Eqz73QJPHglw7JAZ2nXS/1b/q5eFuHldCFNThv/1ytB7f5UOwVmY9ksqfpokxs9TxeDzAW9f3e7Us7BUoFaA9LO51KZ3XkmjURNCSMnwoYWoiCtiINVdZh/bQsT1HzLgDjMVRyc51mzJux+tXC6HXC6HWCwG/yMzAHNzIKR/BhbPs8Yfyy0NSohUrUMdumTCzv7jEuJBw9Px5DEffyy3wvQf9Lv5qF7DbCxa+RblPIv+Tu4ine1eJpNhypQp8PLygrm5OcqXL48ZM2ZwrVEA8Pz5c4SGhsLNzQ0WFhYICgrCnTt31MrJzs7G999/DwcHB1haWqJTp0548uSJWsybN28QEhICsVgMsViMkJAQvH371pDTJ4SQEiHrM7jL7GPk7EP0MWfwWnWHmX3Rfynrqt+gdAgEDBfPm+J6rFCvfVPe8rAvQjlEQEh/w1uHcpr2Syq+G/0OPlWlOj/MLRS4eN4UrRo6YuufFmBF/DLUu4Vo06ZN+Oabb9C1a1eMGDECjDGcP38eLVu2xPr16/Wa3HXOnDlYuXIlNmzYAD8/P1y+fBnffPMNxGIxRo4cCcYYgoODIRQKsW/fPtjY2GDBggVo1aoVbt68CUtLZYYbFhaGv/76C9u2bUOZMmUwZswYdOjQAVeuXOEy8d69e+PJkyc4cuQIAGDw4MEICQnBX3/9pe9TQAghJcLn0IeIBx6srK2UP4TfT90hLfsFtxVAnsvC93kAgwkyv/CAoVN3fMwYREXFxVWBjl0ysWenBf5YYYnfVr3Ved/d282RlWmCKj5SBNSTGKU+JibApJ/eYdJP73Te52ECH2FDbHEp2hRjv7PF0YNm+HXJWzg6Fc2wBTzG9MvJfHx8MHjwYLXZ7gFgwYIFWL16NeLi4nQuq0OHDnB2dsaaNWu4dd26dYOFhQU2btyI+Ph4VKlSBTdu3ICfnx8AZbOjk5MT5syZg4EDByIlJQWOjo7YuHEjevToAQB49uwZ3N3dcejQIbRp0wZxcXHw9fXFhQsXUK9ePQDAhQsX0KBBA9y6dQtVqlQpsK6qcYiuP7wOezt7nc8xPxnpGajkWgkAcCfxDiwsLYxSLiGE6GLQ13Y4tN8cvyx4i34DjdNSYAi5XM5N3aHP5aSMDB5qVVR+hl69ewcWFoYldssW2mPxrw74qncKfp733KAyCmLMS2YqVy8L0aGFI4RChks3n8PJueBEgjGgVQNH3LopxMy5Keg/pGg7QcvlwO9LLTF3pg0kEh7CF75F3wHGfS2+fvMa1TyqISUlBTY2NnnG6d1ClN9s9z/88INeZTVq1AgrV65EfHw8KleujGvXruHs2bNYtGgRAOWlMAAwM/sw+iefz4dIJMLZs2cxcOBAXLlyBVKpFIGBgVyMm5sbqlativPnz6NNmzaIjo6GWCzmkiEAqF+/PsRiMc6fP69TQqSSKctEhlTzj2XCM4GZ4EM9tcWo8MCDuTDHKFbC9/HSgmMzpZlgeTQOF1YsAFgILQyKzZJlQcHyfpPqE2suMAfv/S0Y2bJsyFnev+b0iTUTmMGEp7x6LJFLIFPk3SFQn1hTvin4Jny9Y6VyKaQKLS+G90R8EQQmAr1jZQoZJPK8fw0KTYQQ8oV6x8oVcmTLs/OMFZgIIOKL9I5VMAWyZHn3jRCYCPD2pRmuxwqhYApIWd63DZtAAKGJsp8JYwwSlvf7U59YHvgQmXx432cr8v5y0S/WBCITcwNjM5D3eDw8mJp8eM89ScwGhArwTNOQIc3KFfnpPiOkMikypBngK/jgK/h5xuZ+L0sBQKh8blIzMmFubsq97wt6z+X8jHj5SgYI02HjkKL1s9sYnxGqhEgoFXLn+LGfEVVqALUaCnA1RoTfFvHQs6/ybyg0Mc3xvpdCqvjwXr4XL8StOxKY2mShbbeXkCmERf4ZMeA7CZq1ysbWDRbo1e8dMqTG+4xQxeqiSGe7nzBhAlJSUuDt7Q0+nw+5XI5Zs2ahV69eAABvb294eHhg0qRJWLVqFSwtLbFgwQIkJSUhMTERAJCUlASRSAQ7Ozu1sp2dnZGUlMTFODk5aRzfycmJi8ktOzubS8gAZQsRANRdXRfQMjp7C68W2NhlI7dcfUV1ZMq0f0A3KNsAu7rv+rAiDKixtobW2BrONXCozyFuudmGZniS+kRrbOUylRHZL5JbbrelHeJfxWuNLWtTFhcHXuSWu+3ohmvPr2mNtTe3x/Wh17nlkD0hiH4SrTXWXGCOuyPucsuD/hqEUwmntMYCwNPRHzohjjg8Agfv5D1B453v73AfjhNOTMDOmzvzjP13yL8oY6EcTX366enYcG1DnrEXBlyAu1j52p1zdg5WXlmZZ+ypvqdQxUGZQC+5uAQLLizIM/Zg74Oo6VITALDmnzX4+czPecbu/GonGro3BABsvr4Zk09NzjN2Q/AGtCrfCgCw+9ZujD46Os/YlR1WomNl5Q+Yw3cPY8iBIXnGLmizAD38lK2sUQ+i0G9vvzxjZ7WYhdCaoQCAi08v4qudX+UZO6XxFAytMxQAcD35OtpvaZ9n7Oj6ozGm4RgAwJ1Xd9DizxZ5xg7xH4KA1FkY2McesH0AhHnlGYtLw4BDy5T/t3gBjPfIOza2H7B3vfL/wnRgsmPesf/9D9iZ43X4Uz5338a3A7bkeH3/UA4Q5ZFsPWgKrI/6sDzOG7B8qT32aQCwOubDcpg/YPtQe2yyL7D8vw/Lw/yA9jcx6QUwaYl66OfyGXF78G3u/+Mix+FowlH1gPdvlaa7gavfXOU+I3488yP2xO/Js9zokGjYmytb+8+aTwUm/4E1ANas04w92eskylqXBQAsjFmItf+uzbPcA/87gEr2ylarVVdXYek/S/OMNcpnRKDysR7A+vcDd2PzAeDO+/dZzfVA8DfqhU0GsgEEbPy8PiNmzE1FbJJxPyOmNp2a5/bcinS2++3bt2PTpk3YsmUL/Pz8EBsbi7CwMLi5uaFfv34QCoWIiIjAgAEDYG9vDz6fj1atWqFt27YFls0Y47J/AGr/zysmp/DwcEyfPl2v8yGEfFo2YgVq1JJAYi5BfhfryzjKUbaW8tesTCTBf/nE2tkrUO59rJwvwY18YsW2CnjW+vArWXu6oGRto0D5HLHXTYC82kMtrRgq5oi9IQDyauM0t2ConCP2pkhrYzMAZedp7xyxt8wY8v4t/mkwRf6XuXiZWXDv2kf5/5GuBcZCqH/XA20DKRZnlpYKCG2Vr65sCwX0H3KxdNK7DxEA7NmzB/Pnz+f6C/n4+GDcuHF6z3bv7u6OiRMnYvjw4dy6n3/+GZs2bcKtW7fUYlNSUiCRSODo6Ih69eohICAAy5Ytw6lTp9CyZUu8fv1arZWoRo0aCA4OxvTp07F27VqMHj1a464yW1tbLFy4EN98kyt7hvYWInd3d1y6dwl2tnYa8YZcMuP6EAmBa/euae1DRJfMPqBLZkp0yUz/WD6PD1PBh8tgebXe6hurz/v+Yy6r6xNb3D4j3mW+w58r/gQAdOrVCWZMgYrVlC0hd6+fh4XAHJUq1gIA3Lh9AfJc279s4If0ND5iUR3mN3cB72+20eeSWftWLrh7h48V65+ifqPCvWSWsw8RfUYoFfZnRKH1IQKMN9t9RkYGTHKNRsXn89Vuu1dRTRVy584dXL58GTNnzgQA+Pv7QygU4vjx4+jevTsAIDExETdu3MDcuXMBAA0aNEBKSgouXbqEunXrAgAuXryIlJQUNGzYUGvdTE1NYaplcA5zgbnamzkvusRwpMp4XfZR63tUDGJzfgEYM1b1hWXsWBFfpPM158KKFfI/fJAYM1ZgIuA++IwZyzfhw8JEt9e7PrEmPBOd30f6xPJ4vEKJBfR73xdW7Ofwvtf3M0L0fmBFC6EFzBRyWL7//rYQqJdjyle+l3NuF8EC6VIBBDADj8fj0jB93nNvX1gAUgFcHU1hUcDbydD3vdxEDrmJHBZCC62dqukzQv9Yfd73ujAoIQIAiUSC5ORkjeSlXLlyOpfRsWNHzJo1C+XKlYOfnx+uXr2KBQsWoH///lzMzp074ejoiHLlyuH69esYOXIkgoODuU7UYrEYAwYMwJgxY1CmTBnY29tj7NixqFatGlq1Uvaz8PHxQVBQEAYNGoRVq1YBUN5236FDB706VBNCCPm8qEarzoapQeNVKxTAm9eq2+51G2GZlEx6J0R37txB//79cf78ebX1qv44crnu4zgsWbIEU6dOxbBhw5CcnAw3Nzd8++23+PHHH7mYxMREjB49Gs+fP4erqyv69u2LqVPVO0ktXLgQAoEA3bt3R2ZmJjcmUs4sfPPmzRgxYgSXSHXq1AlLl+bd2Y0QQsjnT/iRE7ymvDWBXK68dGZXjAZmJMand0IUGhoKgUCAAwcOwNXVNc9OybqwtrbGokWLuNvstRkxYgRGjBiRbzlmZmZYsmQJlixZkmeMvb09Nm3aZGhVCSGEfIZEHznBq2qUahuxHKKPmxKNFHN6J0SxsbG4cuUKvL29C6M+hBBCiM5U85kZ2kLEjVJt4Cz3pOTQOyHy9fXFy5d5jIdBCCGE6MnM3EytP6rMXv1O3vyWVQlRhlUZg46tmumeEiKiU0KkGpQQUM4/Nn78ePzyyy+oVq0ahEL13uv53dJGCCGE5CQUCtF7cG9u6g7GN8X9GxfUYvJbFpkpu208XrQAPhZpeh+fWoiIik4Jka2trVpfIcYYWrZsqRZjSKdqQggh5GNwnaqzDZzY9X0LURm6w6zU0ykhioyMLDiIEEII+cRUnaqlUkNnuld+DdpRC1Gpp1NC1LRp08Kux2dr2bJlWLZsGbV8EUJIIZBJZTi8+zBkMhmaBDWBQCLFF18PAgA83bQaAPJdFvGVLTuWi9eB17E9mLnuA7wCwKv3l8zKUEJU6uk8gUtGRgaGDx+OL774Ak5OTujdu3ep6Fw9fPhw3Lx5EzExMQUHE0II0QsDQ9LTJLx8/hJgAJgCFtGXYBF9CWCKApdFwvedse8/VW7XE/UhIio6J0TTpk3D+vXr0b59e/Ts2RPHjx/H0KFDC7NuhBBCSL5Ud5kZPA4R9SEi7+l82/3u3buxZs0a9OzZEwDw9ddf48svv4RcLtc6LwshhBBS2EQfOVK1qoWI+hARnVuIHj9+jMaNG3PLdevWhUAgwLNnzwqlYoQQQkhBhB8xUrVc/mEeszIOlBCVdjonRHK5HKJc45oLBALIZNTMSAghpGh8TAtRyls+GFPenWZrRwlRaafzJTPGGEJDQ2Fq+iELz8rKwpAhQ2Bpacmt2717t3FrSAghhORBKPww272+VKNU29rJkWuMYVIK6ZwQ9evXT2Pd119/bdTKEEIIKX0EAgEYGLesMDdX257fsqqF6CSvNV7/7AKmR2aTnPR+DCKa5Z5Aj4Ro3bp1hVkPQgghpZBQKETf4X3Vpu64ey9WLSa/ZbGTsufHNVYd19YbVocvykoN25GUKHpP7koIIYR8Lrr1SIUkm4d3qYbd7cwXMHTsklpwICnxKCHSk0whg1RunF8TOcuRyqVGK5cQQooTuVwOqUIKBU8BBU+/wRXNrIBvhiV/dB2k+o/pqBe5Qg65Qg6pXAoFCvlgRI1ModvNX5QQFSD31B0KpkC2LNsoZecsJ1uWDb6MxnMihJQucpkcZw6fgUwmQ+3mtWEqZyg/dBwA4P6KXwFAr2VmZtgAjYVNrpBDIVMgW54NPqPP+k9JoeMI5jzGGCs4jKSmpkIsFuPl65ewsbExSpnp6emwE9sBAN6kvFG7W48QQkoDiUSCeXPnAQAGfTsIZnI57MuWAwC8fvIIAPRb/kw/R+VyOWQyGezs7Ggw408sNTUVDvYOSElJyff7m1qI9CTkCyHkG+f+zJzlGLNcQggpLhj/w29yIV8IYY7h8XJ/Juq0/Jl+jprABDzGg5AvpIToE9P1u1XngRkJIYQQQkoqSogIIYQQUupRQkQIIYSQUo8SIkIIIYSUetSpWkeqm/FSU403gFd6ejr3/9TUVO7WfkIIKS0kEgmysrIAACkpKciUybhJPN6+fQsA+i1LJIVbYQMpFAowxsDn86lT9Sem+t4u6KZ6uu1eR0+ePIG7u3tRV4MQQgghBnj8+DHKli2b53ZKiHSkUCjw7NkzWFtbg8fjFXV1dJKamgp3d3c8fvzYaGMnlWT0fOmHni/d0XOlH3q+9EPPV/4YY3j37h3c3NxgYpJ3TyG6ZKYjExOTfDPLz5mNjQ29SfRAz5d+6PnSHT1X+qHnSz/0fOVNLBYXGEOdqgkhhBBS6lFCRAghhJBSjxKiEszU1BTTpk2DqennOdnh54aeL/3Q86U7eq70Q8+Xfuj5Mg7qVE0IIYSQUo9aiAghhBBS6lFCRAghhJBSjxIiQgghhJR6lBARQgghpNSjhIgQQgghpR4lRIQQQggp9SghIoQQQkipRwkRIYQQQko9SogIIYQQUupRQkQIIYSQUo8SIkIIIYSUepQQEUIIIaTUo4SIEEIIIaUeJUSEEEIIKfUoISKEEEJIqUcJESGEEEJKPUqICCGEEFLqUUJECCGEkFKPEiJCCCGElHqUEBFCCCGk1KOEiBBCCCGlHiVEhBBCCCn1KCEihBBCSKlHCREhhBBCSj1KiAghhBBS6lFCRAghhJBST1DUFSguFAoFnj17Bmtra/B4vKKuDiGEEEJ0wBjDu3fv4ObmBhOTvNuBKCHS0bNnz+Du7l7U1SCEEEKIAR4/foyyZcvmuZ0SIh1ZW1sDUD6hNjY2RVwbQgghhOgiNTUV7u7u3Pd4Xigh0pHqMpmNjQ0lRIQQYiRyBcOlhNdIfpcFJ2sz+HvY4crDNwYv1/WyB9+EujUQTQV1dzFqQrR8+XL8+uuvSExMhJ+fHxYtWoTGjRvnGX/69GmMHj0a//33H9zc3DB+/HgMGTJELSYiIgJTp07FvXv3UKFCBcyaNQtdunThtv/999/49ddfceXKFSQmJmLPnj0IDg5WK4MxhunTp+P333/HmzdvUK9ePSxbtgx+fn7GPH1CCCF6OHIjEdP/uonElCxunQkPUDAYvOwqNsO0jr4IqupaiDUnJZHR7jLbvn07wsLCMHnyZFy9ehWNGzdG27Zt8ejRI63xCQkJaNeuHRo3boyrV6/ihx9+wIgRIxAREcHFREdHo0ePHggJCcG1a9cQEhKC7t274+LFi1xMeno6atSogaVLl+ZZt7lz52LBggVYunQpYmJi4OLigtatW+Pdu3fGOn1CCCF6OHIjEUM3/aOWDAHqyY0hy0kpWRi66R8cuZFopJqS0oLHGGMFhxWsXr16qF27NlasWMGt8/HxQXBwMMLDwzXiJ0yYgP379yMuLo5bN2TIEFy7dg3R0dEAgB49eiA1NRWHDx/mYoKCgmBnZ4etW7dqngyPp9FCxBiDm5sbwsLCMGHCBABAdnY2nJ2dMWfOHHz77bc6nV9qairEYjFSUlLokhkhhHwEuYKh0ZxTGsmQsfAAuIjNcHZCC7p8RnT+/jbKJTOJRIIrV65g4sSJausDAwNx/vx5rftER0cjMDBQbV2bNm2wZs0aSKVSCIVCREdHY9SoURoxixYt0rluCQkJSEpKUjuWqakpmjZtivPnz+eZEGVnZyM7O5tbTk1N1fmYhBBC8nYp4XWhJUMAwAAkpmThUsJrNKhQRvf9GINMJoNcLi+0uhHj4/P5EAgEHz0kjlESopcvX0Iul8PZ2VltvbOzM5KSkrTuk5SUpDVeJpPh5cuXcHV1zTMmrzLzOo5qv9zlPHz4MM/9wsPDMX36dJ2PQwghRDfJ7wovGTL0OBKJBImJicjIyCjEGpHCYmFhAVdXV4hEIoPLMGqn6tzZGWMs34xNW3zu9fqWaay6TZo0CaNHj+aWVbftEUII+ThO1maf1XEUCgUSEhLA5/Ph5uYGkUhEA/AWE4wxSCQSvHjxAgkJCahUqVK+gy/mxygJkYODA/h8vkbLTXJyskbLjIqLi4vWeIFAgDJlyuQbk1eZeR0HULYUubp+uOugoHJMTU1hamqq83EIIYTopq6XPVzFZkhKyYJROrHmoupDVNfLXqd4iUQChUIBd3d3WFhYFEKNSGEyNzeHUCjEw4cPIZFIYGZmWMJtlLvMRCIR/P39cfz4cbX1x48fR8OGDbXu06BBA434Y8eOISAgAEKhMN+YvMrUxsvLCy4uLmrlSCQSnD59Wq9yCCGEGAffhIdpHX0BKJMXY1KVN62jr94dqg1tWSBFzxh/O6P99UePHo0//vgDa9euRVxcHEaNGoVHjx5x4wpNmjQJffv25eKHDBmChw8fYvTo0YiLi8PatWuxZs0ajB07losZOXIkjh07hjlz5uDWrVuYM2cOTpw4gbCwMC4mLS0NsbGxiI2NBaDsRB0bG8vd7s/j8RAWFoZffvkFe/bswY0bNxAaGgoLCwv07t3bWKdPCCFED0FVXbHi69pwEav/ms+dw+i77CI2w4qva9M4RER/zIiWLVvGPDw8mEgkYrVr12anT5/mtvXr1481bdpULT4qKorVqlWLiUQi5unpyVasWKFR5s6dO1mVKlWYUChk3t7eLCIiQm17ZGQkg/KmArVHv379uBiFQsGmTZvGXFxcmKmpKWvSpAm7fv26XueWkpLCALCUlBS99iOEEJI3mVzBzt99yfZefcLO333JsqXyj1qWyRV61yEzM5PdvHmTZWZmFsIZlm4JCQkMALt69Sq37uzZs6xq1apMIBCwzp0757lOH/n9DXX9/jbaOEQlHY1DRAghJVNWVhYSEhLg5eVlcP8TQHMaksKcRoQxhtatW4PP5+Po0aNq25YvX45Jkybh+vXrKFeuXKEcv1mzZjh9+jQAZbcZBwcH1K5dG9988w26du3Kxcnlcrx48QIODg4QCJTdluvVq4fKlSsjPDwcVlZWsLW11bpOH/n9DXX9/qYLpoQQQshHOnIjEY3mnEKv1Rcwclsseq2+gEZzThXaiNk8Hg/r1q3DxYsXsWrVKm59QkICJkyYgN9++63QkiGVQYMGITExEXfv3kVERAR8fX3Rs2dPDB48mIvh8/lwcXHhkiEAuHfvHlq0aIGyZctyiY+2dZ8aJUSEEELIR8hrGpLCnkbE3d0dv/32G8aOHYuEhAQwxjBgwAA0a9YMZ86cgZeXF8zNzVGlShX89ttv3H7Xr1+HiYkJXr58CQB48+YNTExM8NVXX3Ex4eHhaNCgQb7Ht7CwgIuLC9zd3VG/fn3MmTMHq1atwurVq3HixAkAwIMHD8Dj8RAbG8v9/9WrV+jfvz94PB7Wr1+vdV1RoISIEEIIyYExhgyJTKfHuywppu3/T+vwAap1P+2/iXdZUp3K07cXS79+/dCyZUt88803WLp0KW7cuIE//vgDZcuWxY4dO3Dz5k38+OOP+OGHH7Bjxw4AQNWqVVGmTBnuktfff/+NMmXK4O+//+bKjYqKQtOmTfV+7vr16wc7Ozvs3r1bY5u7uzsSExNhY2ODRYsWITExEV999ZXGuh49euh9XGMw6sCMhBBCSHGXKZXD98ejBQfqgAFISs1CtZ+O6RR/c0YbWIj0+2r+/fffUbVqVZw5cwa7du2Cs7Oz2kwLXl5eOH/+PHbs2IHu3buDx+OhSZMmiIqKQrdu3RAVFYV+/fphw4YNuHnzJipXrozz589rTJ2lCxMTE1SuXBkPHjzQ2Ka6fMbj8SAWi7lxAi0tLTXWFQVqISKEEEKKMScnJwwePBg+Pj7o0qULAGDlypUICAiAo6MjrKyssHr1am44GkDZKToqKgoAcPr0aTRv3hxNmjTB6dOnERMTg8zMTHz55ZcG1YcZOKNEUaMWIkIIISQHcyEfN2e00Sn2UsJrhK6LKTBu/Td1dBo521zI1+m4uQkEAq7j8o4dOzBq1CjMnz8fDRo0gLW1NX799VdcvHiRi2/WrBlGjhyJu3fv4saNG2jcuDHu3buH06dP4+3bt/D394e1tbXe9ZDL5bhz5w7q1Klj0HkUJUqICCGEkBx4PJ7Ol60aV3LMdxoS1TQijSs5Ftot+LmdOXMGDRs2xLBhw7h19+7dU4tR9SP6+eefUaNGDdjY2KBp06YIDw/HmzdvDOo/BAAbNmzAmzdv0K1bt486h6JAl8wIIYQQA+U3DcnHTCPyMSpWrIjLly/j6NGjiI+Px9SpUxETo96KpepHtGnTJjRr1gwAUL16dUgkEpw8eZJbl5+MjAwkJSXhyZMnuHjxIiZMmIAhQ4Zg6NChaN68eSGcWeGihIgQQgj5CHlNQ1JU04gMGTIEXbt2RY8ePVCvXj28evVKrbVIpXnz5pDL5Vzyw+Px0LhxYwBAo0aNCjzO6tWr4erqigoVKqBLly64efMmtm/fjuXLlxv1fD4VGqlaRzRSNSGElEzFcaRqos4YI1VTHyJCCCHECPgmPDSoUKaoq0EMRJfMCCGEEFLqUUJECCGEkFKPEiJCCCGElHqUEBFCCCGk1KOEiBBCCCGlHiVEhBBCCCn1KCEihBBCSKlHCREhhBBCSj1KiAghhJAS6KeffkLNmjWLvIz8hIaGIjg4mFtmjGHw4MGwt7cHj8dDbGys1nWFwagJ0fLly7lhs/39/XHmzJl840+fPg1/f3+YmZmhfPnyWLlypUZMREQEfH19YWpqCl9fX+zZs0fv46alpeG7775D2bJlYW5uDh8fH6xYseLjTpYQQgjJSSEHEs4A13cp/1XIC/VwoaGh4PF44PF4EAqFKF++PMaOHYv09HQAwNixY3Hy5Em1+JzJR2GJiori6mViYgKxWIxatWph/PjxSExMVIv97bffsH79em75yJEjWL9+PQ4cOIDExERUrVpV67rCYLSEaPv27QgLC8PkyZNx9epVNG7cGG3btsWjR4+0xickJKBdu3Zo3Lgxrl69ih9++AEjRoxAREQEFxMdHY0ePXogJCQE165dQ0hICLp3746LFy/qddxRo0bhyJEj2LRpE+Li4jBq1Ch8//332Ldvn7FOnxBCSGl2cz+wqCqwoQMQMUD576KqyvWFKCgoCImJibh//z5+/vlnLF++HGPHjgUAWFlZoUyZoptK5Pbt23j27BliYmIwYcIEnDhxAlWrVsX169e5GLFYDFtbW2753r17cHV1RcOGDeHi4gKBQKB1XaFgRlK3bl02ZMgQtXXe3t5s4sSJWuPHjx/PvL291dZ9++23rH79+txy9+7dWVBQkFpMmzZtWM+ePfU6rp+fH5sxY4ZaTO3atdmUKVN0ODOllJQUBoClpKTovA8hhJDPX2ZmJrt58ybLzMw0rID/9jE2TczYNJtcD7Hy8d8+I9b2g379+rHOnTurrRs4cCBzcXFhjDE2bdo0VqNGDe7/ANQekZGRjDHGHj9+zHr06MHs7OyYhYUF8/f3ZxcuXFAr488//2QeHh7MxsaG9ejRg6WmpuZZr8jISAaAvXnzRm19RkYGq1KlCvvyyy+1nkO/fv3U6ufh4aF1nTb5/Q11/f42SguRRCLBlStXEBgYqLY+MDAQ58+f17pPdHS0RnybNm1w+fJlSKXSfGNUZep63EaNGmH//v14+vQpGGOIjIxEfHw82rRpk+c5ZWdnIzU1Ve1BCCGkFGAMkKTr9shKBQ6Ph/L7WqMg5T9HJijjdCmPaStHd+bm5tx3aE5jx45F9+7duRalxMRENGzYEGlpaWjatCmePXuG/fv349q1axg/fjwUCgW3771797B3714cOHAABw4cwOnTpzF79myD6jZkyBCcO3cOycnJGtt/++03zJgxA2XLlkViYiJiYmK0rissRml3evnyJeRyOZydndXWOzs7IykpSes+SUlJWuNlMhlevnwJV1fXPGNUZep63MWLF2PQoEEoW7YsBAIBTExM8Mcff6BRo0Z5nlN4eDimT59e8MkTQggpWaQZwC9uRiqMAanPgNnuuoX/8AwQWRp0pEuXLmHLli1o2bKlxjYrKyuYm5sjOzsbLi4u3Pr169fjxYsXiImJgb29PQCgYsWKavsqFAqsX78e1tbWAICQkBCcPHkSs2bN0ruO3t7eAIAHDx7AyclJbZtYLIa1tTX4fL5aHbWtKwxGvRDH4/HUlhljGusKis+9XpcyC4pZvHgxLly4gP3798PDwwN///03hg0bBldXV7Rq1Upr3SZNmoTRo0dzy6mpqXB31/EFTQghhHwCBw4cgJWVFWQyGaRSKTp37owlS5bovH9sbCxq1arFJUPaeHp6cskQALi6umpt4dGFtu/5z4VREiIHBwfw+XyN1qDk5GSN1hsVFxcXrfECgYDrBJZXjKpMXY6bmZmJH374AXv27EH79u0BANWrV0dsbCzmzZuXZ0JkamoKU1NTXU6fEEJISSK0ULbU6OLheWDz/wqO67ML8Gio27H10Lx5c6xYsQJCoRBubm4QCoV67W9ubl5wlXKVyePx1C6p6SMuLg6AMsn63BilD5FIJIK/vz+OHz+utv748eNo2FD7C6BBgwYa8ceOHUNAQAD35OcVoypTl+NKpVJIpVKYmKifKp/PN/gPSgghpATj8ZSXrXR5VGgB2LgByKvFgwfYfKGM06U8PVtOLC0tUbFiRXh4eBSYDIlEIsjl6kMBqBoIXr9+rddxDZGZmYnff/8dTZo0gaOjY6EfT19Gu+1+9OjR+OOPP7B27Vru1vZHjx5hyJAhAJSXoPr27cvFDxkyBA8fPsTo0aMRFxeHtWvXYs2aNdztggAwcuRIHDt2DHPmzMGtW7cwZ84cnDhxAmFhYTof18bGBk2bNsW4ceMQFRWFhIQErF+/Hn/++Se6dOlirNMnhBBSGpnwgaA57xdyJzPvl4NmK+OKmKenJ/7991/cvn0bL1++hFQqRa9eveDi4oLg4GCcO3cO9+/fR0REBKKjoz/6eMnJyUhKSsKdO3ewbds2fPnll3j58uVnOw6g0foQ9ejRA69evcKMGTO4gZMOHToEDw8PAEBiYqLa2EBeXl44dOgQRo0ahWXLlsHNzQ2LFy9Gt27duJiGDRti27ZtmDJlCqZOnYoKFSpg+/btqFevns7HBYBt27Zh0qRJ6NOnD16/fg0PDw/MmjWLS5oIIYQQg/l2Arr/qbybLDXHpTYbN2Uy5Nup6OqWw6BBgxAVFYWAgACkpaUhMjISzZo1w7FjxzBmzBi0a9cOMpkMvr6+WLZs2Ucfr0qVKuDxeLCyskL58uURGBiI0aNHF3rnaEPxGPvIe/xKidTUVIjFYqSkpMDGxqaoq0MIIcRIsrKykJCQwM14YDCFXNmnKO05YOWs7DP0GbQMlQb5/Q11/f4upOEeCSGEkFLGhA94NS7qWhAD0eSuhBBCCCn1KCEihBBCSKlHCREhhBBCSj1KiAghhBBS6lFCRAghhODDtBKk+DHG344SIkIIIaWaaoTnjIyMIq4JMZTqb6fv1CU50W33hBBCSjU+nw9bW1tuwlILC4vPcvJRookxhoyMDCQnJ8PW1hZ8vuHjPlFCRAghpNRTjZ5s6CzupGjZ2tp+9AjYlBARQggp9Xg8HlxdXeHk5ASpVFrU1SF6EAqFH9UypEIJESGEEPIen883ypcrKX6oUzUhhBBCSj1KiAghhBBS6lFCRAghhJBSjxIiQgghhJR6lBARQgghpNSjhIgQQgghpR4lRIQQQggp9SghIoQQQkipZ9SEaPny5fDy8oKZmRn8/f1x5syZfONPnz4Nf39/mJmZoXz58li5cqVGTEREBHx9fWFqagpfX1/s2bPHoOPGxcWhU6dOEIvFsLa2Rv369fHo0SPDT5YQQgghJYbREqLt27cjLCwMkydPxtWrV9G4cWO0bds2z6QjISEB7dq1Q+PGjXH16lX88MMPGDFiBCIiIriY6Oho9OjRAyEhIbh27RpCQkLQvXt3XLx4Ua/j3rt3D40aNYK3tzeioqJw7do1TJ06FWZmZsY6fUIIIYQUYzzGGDNGQfXq1UPt2rWxYsUKbp2Pjw+Cg4MRHh6uET9hwgTs378fcXFx3LohQ4bg2rVriI6OBgD06NEDqampOHz4MBcTFBQEOzs7bN26Vefj9uzZE0KhEBs3bjT4/FJTUyEWi5GSkgIbGxuDyyGEEELIp6Pr97dRWogkEgmuXLmCwMBAtfWBgYE4f/681n2io6M14tu0aYPLly9zE+vlFaMqU5fjKhQKHDx4EJUrV0abNm3g5OSEevXqYe/evfmeU3Z2NlJTU9UehBBCCCmZjJIQvXz5EnK5HM7OzmrrnZ2dkZSUpHWfpKQkrfEymQwvX77MN0ZVpi7HTU5ORlpaGmbPno2goCAcO3YMXbp0QdeuXXH69Ok8zyk8PBxisZh7uLu76/BMEEIIIaQ4Mmqnah6Pp7bMGNNYV1B87vW6lJlfjEKhAAB07twZo0aNQs2aNTFx4kR06NBBaydulUmTJiElJYV7PH78OM9YQgghhBRvAmMU4uDgAD6fr9EalJycrNF6o+Li4qI1XiAQoEyZMvnGqMrU5bgODg4QCATw9fVVi/Hx8cHZs2fzPCdTU1OYmprmuZ0QQgghJYdRWohEIhH8/f1x/PhxtfXHjx9Hw4YNte7ToEEDjfhjx44hICAAQqEw3xhVmbocVyQSoU6dOrh9+7ZaTHx8PDw8PPQ8U0IIIYSUSMxItm3bxoRCIVuzZg27efMmCwsLY5aWluzBgweMMcYmTpzIQkJCuPj79+8zCwsLNmrUKHbz5k22Zs0aJhQK2a5du7iYc+fOMT6fz2bPns3i4uLY7NmzmUAgYBcuXND5uIwxtnv3biYUCtnvv//O7ty5w5YsWcL4fD47c+aMzueXkpLCALCUlJSPeZoIIYQQ8gnp+v1ttISIMcaWLVvGPDw8mEgkYrVr12anT5/mtvXr1481bdpULT4qKorVqlWLiUQi5unpyVasWKFR5s6dO1mVKlWYUChk3t7eLCIiQq/jqqxZs4ZVrFiRmZmZsRo1arC9e/fqdW6UEBFCCCHFj67f30Ybh6iko3GICCGEkOLnk45DRAghhBBSnFFCRAghhJBSjxIiQgghhJR6lBARQgghpNSjhIgQQgghpR4lRIQQQggp9SghIoQQQkipRwkRIYQQQko9SogIIYQQUupRQkQIIYSQUo8SIkIIIYSUepQQEUIIIaTUo4SIEEIIIaUeJUSEEEIIKfUoISKEEEJIqUcJESGEEEJKPUqICCGEEFLqUUJECCGEkFKPEiJCCCGElHqUEBFCCCGk1DNqQrR8+XJ4eXnBzMwM/v7+OHPmTL7xp0+fhr+/P8zMzFC+fHmsXLlSIyYiIgK+vr4wNTWFr68v9uzZ81HH/fbbb8Hj8bBo0SK9z48QQgghJZPREqLt27cjLCwMkydPxtWrV9G4cWO0bdsWjx490hqfkJCAdu3aoXHjxrh69Sp++OEHjBgxAhEREVxMdHQ0evTogZCQEFy7dg0hISHo3r07Ll68aNBx9+7di4sXL8LNzc1Yp00IIYSQEoDHGGPGKKhevXqoXbs2VqxYwa3z8fFBcHAwwsPDNeInTJiA/fv3Iy4ujls3ZMgQXLt2DdHR0QCAHj16IDU1FYcPH+ZigoKCYGdnh61bt+p13KdPn6JevXo4evQo2rdvj7CwMISFhel8fqmpqRCLxUhJSYGNjY3O+xFCCCGk6Oj6/W2UFiKJRIIrV64gMDBQbX1gYCDOnz+vdZ/o6GiN+DZt2uDy5cuQSqX5xqjK1PW4CoUCISEhGDduHPz8/HQ6p+zsbKSmpqo9CCGEEFIyGSUhevnyJeRyOZydndXWOzs7IykpSes+SUlJWuNlMhlevnyZb4yqTF2PO2fOHAgEAowYMULncwoPD4dYLOYe7u7uOu9LCCGEkOLFqJ2qeTye2jJjTGNdQfG51+tSZn4xV65cwW+//Yb169fnW5fcJk2ahJSUFO7x+PFjnfclhBBCSPFilITIwcEBfD5fozUoOTlZo/VGxcXFRWu8QCBAmTJl8o1RlanLcc+cOYPk5GSUK1cOAoEAAoEADx8+xJgxY+Dp6ZnnOZmamsLGxkbtQQghhJCSySgJkUgkgr+/P44fP662/vjx42jYsKHWfRo0aKARf+zYMQQEBEAoFOYboypTl+OGhITg33//RWxsLPdwc3PDuHHjcPToUcNPmhBCCCElhsBYBY0ePRohISEICAhAgwYN8Pvvv+PRo0cYMmQIAOUlqKdPn+LPP/8EoLyjbOnSpRg9ejQGDRqE6OhorFmzhrt7DABGjhyJJk2aYM6cOejcuTP27duHEydO4OzZszoft0yZMlyLk4pQKISLiwuqVKlirNMnhBBCSDFmtISoR48eePXqFWbMmIHExERUrVoVhw4dgoeHBwAgMTFRbWwgLy8vHDp0CKNGjcKyZcvg5uaGxYsXo1u3blxMw4YNsW3bNkyZMgVTp05FhQoVsH37dtSrV0/n4xJCCCGEFMRo4xCVdDQOESGEEFL8fNJxiAghhBBCijNKiAghhBBS6lFCRAghhJBSjxIiQgghhJR6lBARQgghpNSjhIgQQgghpR4lRIQQQggp9SghIoQQQkipRwkRIYQQQko9SogIIYQQUupRQkQIIYSQUo8SIkIIIYSUepQQEUIIIaTUo4SIEEIIIaUeJUSEEEIIKfUoISKEEEJIqUcJESGEEEJKPUqICCGEEFLqUUJECCGEkFLPqAnR8uXL4eXlBTMzM/j7++PMmTP5xp8+fRr+/v4wMzND+fLlsXLlSo2YiIgI+Pr6wtTUFL6+vtizZ49ex5VKpZgwYQKqVasGS0tLuLm5oW/fvnj27NnHnzAhhBBCSgSjJUTbt29HWFgYJk+ejKtXr6Jx48Zo27YtHj16pDU+ISEB7dq1Q+PGjXH16lX88MMPGDFiBCIiIriY6Oho9OjRAyEhIbh27RpCQkLQvXt3XLx4UefjZmRk4J9//sHUqVPxzz//YPfu3YiPj0enTp2MdeqEEEIIKeZ4jDFmjILq1auH2rVrY8WKFdw6Hx8fBAcHIzw8XCN+woQJ2L9/P+Li4rh1Q4YMwbVr1xAdHQ0A6NGjB1JTU3H48GEuJigoCHZ2dti6datBxwWAmJgY1K1bFw8fPkS5cuV0Or/U1FSIxWKkpKTAxsZGp30IIYQQUrR0/f42SguRRCLBlStXEBgYqLY+MDAQ58+f17pPdHS0RnybNm1w+fJlSKXSfGNUZRpyXABISUkBj8eDra2tTudHCCGEkJJNYIxCXr58CblcDmdnZ7X1zs7OSEpK0rpPUlKS1niZTIaXL1/C1dU1zxhVmYYcNysrCxMnTkTv3r3zzRSzs7ORnZ3NLaempuYZSwghhJDizaidqnk8ntoyY0xjXUHxudfrUqaux5VKpejZsycUCgWWL1+ez5kA4eHhEIvF3MPd3T3feEIIIYQUX0ZJiBwcHMDn8zVaZZKTkzVab1RcXFy0xgsEApQpUybfGFWZ+hxXKpWie/fuSEhIwPHjxwvsBzRp0iSkpKRwj8ePH+cbTwghhJDiyygJkUgkgr+/P44fP662/vjx42jYsKHWfRo0aKARf+zYMQQEBEAoFOYboypT1+OqkqE7d+7gxIkTXMKVH1NTU9jY2Kg9CCGEEFJCMSPZtm0bEwqFbM2aNezmzZssLCyMWVpasgcPHjDGGJs4cSILCQnh4u/fv88sLCzYqFGj2M2bN9maNWuYUChku3bt4mLOnTvH+Hw+mz17NouLi2OzZ89mAoGAXbhwQefjSqVS1qlTJ1a2bFkWGxvLEhMTuUd2drbO55eSksIAsJSUlI99qgghhBDyiej6/W20hIgxxpYtW8Y8PDyYSCRitWvXZqdPn+a29evXjzVt2lQtPioqitWqVYuJRCLm6enJVqxYoVHmzp07WZUqVZhQKGTe3t4sIiJCr+MmJCQwAFofkZGROp8bJUSEEEJI8aPr97fRxiEq6WgcIkIIIaT4+aTjEBFCCCGEFGeUEBFC/t/evQdFdZ5/AP8uym1ZWG6BlaJsqhFviIAJgWpQUhGNFYsm20qJNpeB6XjBmMQmpQMZJxJNgkaxWicSTZoRNBTLREvVGAHjBhME4y0iStQoSFVcUAjX9/cH9fyywuKuLCqc72fmDHPe85z3vO8zeHh89+wuEZHssSAiIiIi2WNBRERERLLHgoiIiIhkjwURERERyR4LIiIiIpI9FkREREQkeyyIiIiISPZYEBEREZHssSAiIiIi2WNBRERERLLHgoiIiIhkjwURERERyR4LIiIiIpI9FkREREQkeyyIiIiISPZYEBEREZHssSAiIiIi2Rv4oAdAREQy1t4GnD8E3LwCqLyBwaHAxeJ73/cLB2wGPOhZUR9k1RWiv/3tb3j00Ufh4OCAkJAQFBUVdRtfUFCAkJAQODg44Je//CU2btzYKSYnJwejRo2Cvb09Ro0ahdzcXIuvK4RAamoqfHx84OjoiEmTJuHEiRM9mywREfXMyTxgzRhg6wwg58WOn29792x/zZiOfoksZLWCKDs7G0lJSfjLX/6C0tJSTJw4EdOmTcOFCxe6jK+srMT06dMxceJElJaW4s0338SiRYuQk5Mjxej1euh0OsTHx+Po0aOIj4/Hc889h+LiYouuu2rVKqSnpyMjIwPffPMNNBoNpkyZgvr6emtNn4iILHEyD9j+PFB32bhdtPdsv66qo18WRWQhhRBCWKOj0NBQBAcHY8OGDVLbyJEjMWvWLKSlpXWKX7ZsGfLy8nDq1CmpLTExEUePHoVerwcA6HQ61NXV4d///rcUEx0dDTc3N2zbts2s6woh4OPjg6SkJCxbtgwA0NTUBG9vb6xcuRIJCQlmza+urg5qtRoGgwEuLi4WZIaIiIy0t3Ws5NxZDFmNAnDxAZKO8eUzMvvvt1VWiJqbm1FSUoKoqCij9qioKBw6dKjLc/R6faf4qVOn4ttvv0VLS0u3Mbf7NOe6lZWVqK6uNoqxt7dHRESEybEBHUVTXV2d0UZERFZw/lAvFkMAIIC6Sx3XITKTVQqiq1evoq2tDd7e3kbt3t7eqK6u7vKc6urqLuNbW1tx9erVbmNu92nOdW//tGRsAJCWlga1Wi1tgwcPNhlLREQWuHmlf12H+gWrPlStUCiM9oUQndruFn9nuzl9Wivm59544w0YDAZpu3jxoslYIiKygMr77jF96TrUL1jlbfeenp4YMGBApxWXmpqaTiszt2k0mi7jBw4cCA8Pj25jbvdpznU1Gg2AjpWiQYMGmTU2oONlNXt7e5PHiYjoHvmFdzzjU1cFwCqPsd7hf88Q+YX3Qt/UX1llhcjOzg4hISHYu3evUfvevXsRHt71L2RYWFin+D179mD8+PGwtbXtNuZ2n+Zc99FHH4VGozGKaW5uRkFBgcmxERFRL7IZAESv/N+O6ZX6e/O//qLf4QPVZBGrfTDjK6+8gvj4eIwfPx5hYWHYtGkTLly4gMTERAAdL0FdunQJH3/8MYCOd5RlZGTglVdewcsvvwy9Xo/NmzdL7x4DgMWLF+Opp57CypUrERMTg3/961/Yt28fDh48aPZ1FQoFkpKSsGLFCjz22GN47LHHsGLFCiiVSsydO9da0yciIkuMmgk89zGQv8z4AWuFjfFb6S3dd/HpKIZGzey9sVP/JKxo/fr1ws/PT9jZ2Yng4GBRUFAgHZs3b56IiIgwij9w4IAICgoSdnZ2QqvVig0bNnTqc8eOHcLf31/Y2tqKESNGiJycHIuuK4QQ7e3tIiUlRWg0GmFvby+eeuopcezYMYvmZjAYBABhMBgsOo+IiLrR1irEuUIhvtvR8bOlqWf7ba0Pekb0kDH377fVPoeov+PnEBEREfU95v795neZmel23cjPIyIiIuo7bv/dvtv6DwsiM93+mg9+HhEREVHfU19fD7VabfI4XzIzU3t7Oy5fvgxnZ+duP7/oYVJXV4fBgwfj4sWLfJnPDMyXZZgv8zFXlmG+LMN8dU8Igfr6evj4+MDGxvSb67lCZCYbGxv4+vo+6GHcExcXF/4jsQDzZRnmy3zMlWWYL8swX6Z1tzJ0m1U/qZqIiIioL2JBRERERLLHgqgfs7e3R0pKCr+CxEzMl2WYL/MxV5ZhvizDfFkHH6omIiIi2eMKEREREckeCyIiIiKSPRZEREREJHssiIiIiEj2WBA95AoLC/Gb3/wGPj4+UCgU2LlzZ6eYU6dOYebMmVCr1XB2dsaTTz6JCxcuAACuX7+OhQsXwt/fH0qlEkOGDMGiRYtgMBiM+qitrUV8fDzUajXUajXi4+Nx48aN+zBD6+ppvn5OCIFp06Z12U9/yJe1cqXX6xEZGQknJye4urpi0qRJaGxslI73h1wB1slXdXU14uPjodFo4OTkhODgYHz22WdGfcglXwqFosvt3XfflWKampqwcOFCeHp6wsnJCTNnzsSPP/5o1A/z1ZEvud3rewMLoofcrVu3EBgYiIyMjC6Pnz17FhMmTMCIESNw4MABHD16FH/961/h4OAAALh8+TIuX76M9957D8eOHcOWLVuQn5+PF1980aifuXPnoqysDPn5+cjPz0dZWRni4+N7fX7W1tN8/dyaNWtMfk1Lf8iXNXKl1+sRHR2NqKgoHD58GN988w0WLFhg9PH4/SFXgHXyFR8fj9OnTyMvLw/Hjh1DbGwsdDodSktLpRi55Kuqqspoy8zMhEKhwOzZs6WYpKQk5ObmIisrCwcPHsTNmzcxY8YMtLW1STHMV0e+5Hav7xWC+gwAIjc316hNp9OJP/zhDxb1s337dmFnZydaWlqEEEKcPHlSABBff/21FKPX6wUA8f333/d43A9KT/JVVlYmfH19RVVVVad++mO+7jVXoaGhIjk52eTx/pgrIe49X05OTuLjjz82anN3dxcffvihEEJe+bpTTEyMiIyMlPZv3LghbG1tRVZWltR26dIlYWNjI/Lz84UQzNfP89UVudzrrYUrRH1Ye3s7du3aheHDh2Pq1Knw8vJCaGhol0v5P2cwGODi4oKBAzu+yk6v10OtViM0NFSKefLJJ6FWq3Ho0KHenMJ9ZW6+Ghoa8Pvf/x4ZGRnQaDSd+pFDvszJVU1NDYqLi+Hl5YXw8HB4e3sjIiICBw8elGLkkCvA/N+tCRMmIDs7G9evX0d7ezuysrLQ1NSESZMmAZBPvu505coV7Nq1y2g1o6SkBC0tLYiKipLafHx8MGbMGCkXzNeL3cbJ9V5/r1gQ9WE1NTW4efMm3nnnHURHR2PPnj347W9/i9jYWBQUFHR5zrVr17B8+XIkJCRIbdXV1fDy8uoU6+Xlherq6l4b//1mbr6WLFmC8PBwxMTEdNmPHPJlTq7OnTsHAEhNTcXLL7+M/Px8BAcH4+mnn8aZM2cAyCNXgPm/W9nZ2WhtbYWHhwfs7e2RkJCA3NxcDB06FIB88nWnrVu3wtnZGbGxsVJbdXU17Ozs4ObmZhTr7e0t5YL5ijUZI+d7/b3it933Ye3t7QCAmJgYLFmyBAAwbtw4HDp0CBs3bkRERIRRfF1dHZ555hmMGjUKKSkpRse6elZGCGHyGZq+yJx85eXlYf/+/UbPdHSlv+fLnFzdjklISMAf//hHAEBQUBC++OILZGZmIi0tDUD/zxVg/r/F5ORk1NbWYt++ffD09MTOnTvx7LPPoqioCAEBAQDkka87ZWZmIi4urstn+e50Zy6Yr87kfq+/V1wh6sM8PT0xcOBAjBo1yqh95MiRnd4JVF9fj+joaKhUKuTm5sLW1lY6ptFocOXKlU79//e//4W3t3fvDP4BMCdf+/fvx9mzZ+Hq6oqBAwdKS82zZ8+WXtaQQ77MydWgQYMAoNsYOeQKMC9fZ8+eRUZGBjIzM/H0008jMDAQKSkpGD9+PNavXw9APvn6uaKiIpw+fRovvfSSUbtGo0FzczNqa2uN2mtqaqRcMF+d8V5/71gQ9WF2dnZ4/PHHcfr0aaP28vJy+Pn5Sft1dXWIioqCnZ0d8vLyOv2vIiwsDAaDAYcPH5baiouLYTAYEB4e3ruTuI/Mydef//xnfPfddygrK5M2AFi9ejU++ugjAPLIlzm50mq18PHx6TZGDrkCzMtXQ0MDABi9Aw8ABgwYIK0wySVfP7d582aEhIQgMDDQqD0kJAS2trbYu3ev1FZVVYXjx49LuWC+jPFe30MP8IFuMkN9fb0oLS0VpaWlAoBIT08XpaWl4vz580IIIf75z38KW1tbsWnTJnHmzBmxbt06MWDAAFFUVCSEEKKurk6EhoaKgIAAUVFRIaqqqqSttbVVuk50dLQYO3as0Ov1Qq/Xi4CAADFjxowHMuee6Gm+uoIu3vHRH/JljVytXr1auLi4iB07dogzZ86I5ORk4eDgICoqKqSY/pArIXqer+bmZjFs2DAxceJEUVxcLCoqKsR7770nFAqF2LVrl3QdueRLCCEMBoNQKpViw4YNXfaRmJgofH19xb59+8SRI0dEZGSkCAwMlOW9S4ju8yW3e31vYEH0kPvyyy8FgE7bvHnzpJjNmzeLYcOGCQcHBxEYGCh27tx51/MBiMrKSinu2rVrIi4uTjg7OwtnZ2cRFxcnamtr799EraSn+epKVwVRf8iXtXKVlpYmfH19hVKpFGFhYZ2Ky/6QKyGsk6/y8nIRGxsrvLy8hFKpFGPHju30Nnw55evvf/+7cHR0FDdu3Oiyj8bGRrFgwQLh7u4uHB0dxYwZM8SFCxeMYpiv7s/vr/f63qAQQghrrzoRERER9SV8hoiIiIhkjwURERERyR4LIiIiIpI9FkREREQkeyyIiIiISPZYEBEREZHssSAiIiIi2WNBRES9IjU1FePGjXvQw+jTmpubMWzYMHz11Vd3jW1qasKQIUNQUlJyH0ZG1P+wICIiiykUim63+fPn49VXX8UXX3zxQMaXk5OD0NBQqNVqODs7Y/To0Vi6dKl0vK8Ua5s2bYKfnx9+9atf3TXW3t4er776KpYtW3YfRkbU/7AgIiKLVVVVSduaNWvg4uJi1PbBBx9ApVLBw8Pjvo9t3759+N3vfoc5c+bg8OHDKCkpwdtvv43m5ub7PpaeWrdunclvNe9KXFwcioqKcOrUqV4cFVH/xIKIiCym0WikTa1WQ6FQdGq7cxVm/vz5mDVrFlasWAFvb2+4urrirbfeQmtrK1577TW4u7vD19cXmZmZRte6dOkSdDod3Nzc4OHhgZiYGPzwww8mx/b5559jwoQJeO211+Dv74/hw4dj1qxZWLduHQBgy5YteOutt3D06FFpRWvLli0AgPT0dAQEBMDJyQmDBw/Gn/70J9y8eVPqe8uWLXB1dcXnn38Of39/KJVKzJkzB7du3cLWrVuh1Wrh5uaGhQsXoq2tTTpPq9Vi+fLlmDt3LlQqFXx8fKTxmHLkyBFUVFTgmWeekdqam5uxYMECDBo0CA4ODtBqtUhLS5OOe3h4IDw8HNu2beu2byLqjAUREd03+/fvx+XLl1FYWIj09HSkpqZixowZcHNzQ3FxMRITE5GYmIiLFy8CABoaGjB58mSoVCoUFhbi4MGDUKlUiI6ONrnio9FocOLECRw/frzL4zqdDkuXLsXo0aOlFS2dTgcAsLGxwdq1a3H8+HFs3boV+/fvx+uvv250fkNDA9auXYusrCzk5+fjwIEDiI2Nxe7du7F792588skn2LRpEz777DOj8959912MHTsWR44cwRtvvIElS5Zg7969JnNVWFiI4cOHw8XFRWpbu3Yt8vLysH37dpw+fRr/+Mc/oNVqjc574oknUFRUZLJfIjLhQX+7LBH1bR999JFQq9Wd2lNSUkRgYKC0P2/ePOHn5yfa2tqkNn9/fzFx4kRpv7W1VTg5OYlt27YJITq+Pd7f31+0t7dLMU1NTcLR0VH85z//6XI8N2/eFNOnTxcAhJ+fn9DpdGLz5s3ip59+Mjk2U7Zv3y48PDyM5gpAVFRUSG0JCQlCqVSK+vp6qW3q1KkiISFB2vfz8xPR0dFGfet0OjFt2jST1168eLGIjIw0alu4cKGIjIw0ysedPvjgA6HVau86NyIyxhUiIrpvRo8eDRub/7/teHt7IyAgQNofMGAAPDw8UFNTAwAoKSlBRUUFnJ2doVKpoFKp4O7ujp9++glnz57t8hpOTk7YtWsXKioqkJycDJVKhaVLl+KJJ55AQ0NDt+P78ssvMWXKFPziF7+As7Mznn/+eVy7dg23bt2SYpRKJYYOHWo0B61WC5VKZdR2ew63hYWFddrv7lmfxsZGODg4GLXNnz8fZWVl8Pf3x6JFi7Bnz55O5zk6Ot51nkTUGQsiIrpvbG1tjfYVCkWXbe3t7QCA9vZ2hISEoKyszGgrLy/H3Llzu73W0KFD8dJLL+HDDz/EkSNHcPLkSWRnZ5uMP3/+PKZPn44xY8YgJycHJSUlWL9+PQCgpaXlnufQHYVCYfKYp6cnamtrjdqCg4NRWVmJ5cuXo7GxEc899xzmzJljFHP9+nU88sgjd702ERkb+KAHQERkSnBwMLKzs+Hl5WX0LI2ltFotlEqltNJjZ2dn9NAzAHz77bdobW3F+++/L61ibd++/d4Hf4evv/660/6IESNMxgcFBWHDhg0QQhgVTi4uLtDpdNDpdJgzZw6io6Nx/fp1uLu7AwCOHz+OoKAgq42bSC64QkRED624uDh4enoiJiYGRUVFqKysREFBARYvXowff/yxy3NSU1Px+uuv48CBA6isrERpaSleeOEFtLS0YMqUKQA6CqTKykqUlZXh6tWraGpqwtChQ9Ha2op169bh3Llz+OSTT7Bx40arzeWrr77CqlWrUF5ejvXr12PHjh1YvHixyfjJkyfj1q1bOHHihNS2evVqZGVl4fvvv0d5eTl27NgBjUYDV1dXKaaoqAhRUVFWGzeRXLAgIqKHllKpRGFhIYYMGYLY2FiMHDkSL7zwAhobG02uGEVERODcuXN4/vnnMWLECEybNg3V1dXYs2cP/P39AQCzZ89GdHQ0Jk+ejEceeQTbtm3DuHHjkJ6ejpUrV2LMmDH49NNPjd7S3lNLly5FSUkJgoKCsHz5crz//vuYOnWqyXgPDw/Exsbi008/ldpUKhVWrlyJ8ePH4/HHH8cPP/yA3bt3Sytaer0eBoOh08toRHR3CiGEeNCDICLqz7RaLZKSkpCUlGTReceOHcOvf/1r6cHyu3n22WcRFBSEN9988x5HSiRfXCEiInpIBQQEYNWqVd1+EOVtTU1NCAwMxJIlS3p/YET9EB+qJiJ6iM2bN8+sOHt7eyQnJ/fyaIj6L75kRkRERLLHl8yIiIhI9lgQERERkeyxICIiIiLZY0FEREREsseCiIiIiGSPBRERERHJHgsiIiIikj0WRERERCR7LIiIiIhI9v4P+457cK5slbUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131932\n", + "Full nudge sequence is 0 duuuuuuud\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[9] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 204\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131937\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 78\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131946\n", + "Full nudge sequence is Series([], Name: NudgeSequence, dtype: object)\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[0] nudges this run\n", + "ERROR: First nudge df is empty, skipping Run 131946\n", + "plotting for run 131953\n", + "Full nudge sequence is 0 dddduuuuuuuuudddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[17] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "seq val is 14\n", + "seq val is 15\n", + "seq val is 16\n", + "seq val is 17\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 277\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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dO3dGo9Hg5eVF3bp1MRgMrFq1Sj62aW+iZofm+vXr7Ny500rf5s2b0Wg0aDQawsLCmDNnDjNnzqRVq1YWcnv37uXy5cuyAwamIRyFQvFMu/3TOnfHjx+nQ4cOVK5cmY0bN7Jr1y7GjBnDuHHjmDhxolV9W0NnacvNDyjzn70esi1btjBo0CDeeustBg8enIVvlUJERAStW7cmf/78/Prrrw7VGThwIKtXr+b7779n7969LF++HDc3Nxo2bGj127L3/TPalxGtW7e22C5ZsiSA1XVTsmRJh3/vjtq6evVq6tSpI/feKJVKBg0axM6dO5k4cSL379/n8uXLvPvuu2i1WlnGkbYcPSY//vijPAxcsmRJDhw4wBdffMEHH3wAwIoVK4iOjpZ/h2D6TdpzaOLi4uTfYWBgIAMHDqRz585MmjTJQi42NpYVK1ZQq1YteWZtvXr1KFy4MAsWLHD4PvK6IhwlQZb47bff5Af4+++/z7lz5+jatWuWdObKlcti29w1Hh8fnyW9tihdujTVqlXjrbfeYuvWrYSFhTF06FCndPXu3ZspU6awaNEi8uXLR4ECBTh79iwff/wxAHnz5k23focOHfD29rYZjxUQEECVKlVo0KAB//vf//jll1/YsGED69evd8i2r7/+mqNHj3LixAlu3LjB1atX5TfrmJgYVq5cSbVq1QgKCuLp06c8ffqUDh06oFAobHb7165dm6NHj3Lo0CEWLVpEeHg4H374Ifv27bOQM9ft0KGDrNfPz4/atWuzevVqnj596pD9mSEuLo5Hjx4RGhoqlw0aNIjcuXOzdu1aWrduTYMGDZg4cSKjR4/ms88+k6eTm689Wz0Ejx8/tuhRMD+gzH8LFy60qrNt2zbefPNNmjRpwpIlS7LkZJi5fv06DRo0QK1Ws3PnTpu9HGnZunUrc+fO5eeff2bYsGHUrVuXt99+m+3bt/P48WOLOKNcuXLZ/f5gu1fFUdLWdXNzs1ueUdqDjM6VQqGQY7B0Oh0bN26Uh93MfPrppwwfPpwvv/yS3LlzU7RoUcDkzEPKbzYz10V6vP322xw9epRjx45x4cIFHj16xPjx4+X9c+fOxcPDg+bNm8u/l3LlyhEeHi4PYafG09OTo0ePcvToUTZu3Ej9+vVZtmwZU6ZMsZBbvnw5sbGxvP3227LeqKgo3n77bW7evMn27dsdsv91xfnXfoEA05ufOXiwQYMGGAwGfv31V1atWsVbb70FmAJFbcUXPXz48LnamhFqtZpKlSqxYsUKp3WMGjWKYcOGcenSJXx8fAgLC+P999/H29vboSE9SZIcCvA1B/FevHjRIbsKFSokn6e0LFu2DK1Wy5EjRyyGYMysXbuWJ0+eWOzz8/OT9VWvXp3q1atTvnx5PvjgA06dOoVSqbQIQq1atarNtpcuXSq/TbuKTZs2YTAYLCYQnDp1iq5du1oNe1WtWhWj0ci5c+coVKgQZcqUAUzxZC1btrSQPX36tLwf4OjRoxb7CxYsaLG9bds22rdvT7169Vi9erXsFGSF69evU79+fSRJYs+ePeTLl8+heqdOnQKsz4O/vz9FihSxiLEpW7Ysy5YtQ6/XW/QMm2PsUh8Dd3d3m/m2sjI85yiFCxfG09PTKvYPTLYWKVJEDlLfsWMHUVFRdOjQwUJOrVYzbdo0vvjiC65du0ZgYCB58uShWbNmFCxYUD6+mbku0iMoKMju7/DixYvyi4a92MNt27ZZtK9UKi30NWnShMqVK/P555/zzjvvkD9/fiDlhWXYsGEMGzbMSu/cuXNp1qyZQ9/hdUT0KAlcyjfffENAQACffvqp3J0bHh7OxYsXLW6ojx49spnc8UWSkJDAoUOHKFKkSJb0uLu7U6ZMGcLCwrhx4wbLly+nX79+VjOu0rJq1Sq0Wq08Iy09zPE9WbUVTDdJHx8fdu7cye7duy3+vv32WxITEzOMFylatCiffPIJp0+fZvny5YDJCYqPj2fixIlWenfv3k1gYKDLh99u3LjBxx9/jJ+fH++//75cHhoayrFjx6zeyA8ePAggPxDz5s1LtWrVWLx4sYXsoUOHuHDhAm+++aZcVqVKFYu/1D2hf/75J+3bt6d27dqsW7fOZsCwM9+tfv36GAwGdu3aRVhYmMN1zb1raXsrHz16xMWLFy0crg4dOhAbG2s102rhwoWEhoZSvXp1uSw8PJx///3XQm7Xrl024+xcjVqtpk2bNqxZs4aYmBi5/MaNG+zevdviXK1evZoaNWrY7dU1J/DMkycPJ06cYOfOnRY9y5m5LpzF7MzMmTPH6rdiHurO6Pfi7u7ODz/8QEJCAl9++SUA586d4+DBg3Ts2NHm77BRo0asX7/+uTi3Ly0vIieB4OUnvVw233zzjQRIixYtkiRJkvbt2ycnW9u2bZu0dOlSqUKFClJYWJhFTqJr165JgPTtt99a6QSkCRMmZGjXnj17pJUrV0orV66UPDw8pPr168vbqRPQ1axZU5o8ebK0bt06affu3dL8+fOlatWqSSqVStqwYYOFzjNnzsg6KleuLAUFBcnbZ86ckeVOnz4tffbZZ9Iff/whbd++Xfruu++kwMBAqUqVKlJMTIwsFxERIdWqVUuaMWOGtHnzZmnLli3S6NGjJQ8PD6l06dIW+XJmz54tvfPOO9LChQulXbt2SRs3bpQ++eQTydPTU6pVq5ZFThdb2MujlNpmQBo4cKDN/UlJSVJISIhUoUIFucxWHiVJkqSYmBgpd+7cUvHixSW9Xi9VrlxZCggIsJvU7qOPPpIAqySbtuxftWqVXJY24eTff/8trV692iLh5K5duyz0zJgxQwKkFi1aSOvWrZP+/PNPadSoUZJarbbKYbN7925JrVZLHTp0kLZv3y4tWbJEyp8/v8OJBf/++2/J09NTCg8Pl3bt2mWVVDR1zh9JkuRr6euvv5Zz7ZjLzNy7d08qVKiQ5O7uLi1evNhKZ0Z5qWJiYqSwsDApICBA+u6776Rdu3ZJS5YskSpUqCCpVCpp9+7dFvJNmjSRAgICpF9++UXatWuX1K9fPwmQFi9ebCH35ZdfSgqFQho/fry0Y8cOacaMGVKxYsUkPz8/ixxm9u4XEyZMkADpwYMHFuWO5hk7d+6clCNHDqlu3brS5s2bpTVr1khlypSxSDip1+ulwMBA6bvvvrOqv3v3bumbb76Rtm7dKm3ZskX6/PPPJS8vL6lVq1ZW+aKyel1gI4+SGZ1OJ4WEhEglS5a0W//NN9+UNBqN/L3SO0YtW7aUNBqNdPXqVWnEiBESIB0+fNim7IYNGyRAmj59eobf4XVFOEoCp0jPUYqPj5cKFCggFS1aVL7ZLFy4UCpZsqTk4eEhlSpVSlq+fLnUs2dPlztK9erVkzPapv1L/TAYMWKEVL58ecnPz09Sq9VSSEiI1KFDB2n//v1WOs03c1t/qW26cOGCVLduXSlnzpySm5ubVKRIEWncuHFWiQIfP34sdejQQQoPD5c8PT0lNzc3qWjRotInn3wiPX361EJ2//79UuvWraXQ0FDJzc1N8vLyksqXLy9NnDjRIrGlPTJylIYNG5ahszJ69GgJkI4fPy5Jkn1HSZIk6YcffpAzUAPSsGHD7Oo9f/68BEiDBw+2K2NOfrhx40a5zHztmf/c3Nyk4OBgqV69etJXX31lMyOzJEnS6tWrpdq1a0uBgYGSt7e3VLp0aWnixIk2Ezn++eefUo0aNSQPDw8pZ86cUo8ePaR79+7ZtTM16V0vaa9DSZLSlTVjPo+OXIf2uHv3rvThhx9KRYoUkTw8PKTQ0FCpVatW0sGDB61kY2JipCFDhkghISGSm5ubVK5cOWnZsmVWcomJidInn3wi5c+fX/L09JTq1asnnTp1SgoLC3sujpIkSdKxY8ekRo0aSV5eXpKvr6/Uvn17i6zaO3bssJuAcf/+/VL16tUlX19fyd3dXSpTpoz03XffSUlJSTbbysp1kZ6jtG7dugydla1bt0qANHXqVEmS0j9Gp0+flpRKpdSrVy8pODjY4kUnLXq9XsqXL59UtmxZh77H64hCkp5RMhOBQCDIIt9//z0fffQRZ86coVSpUi/aHMFLyAcffMDhw4c5fvz4izZF8JIiHCWBQJDtOHPmDCdPnmTkyJGEhIRw8uTJF22SQCB4TRGOkkAgyHY0aNCA48ePU69ePWbOnGmx1I1AIBA8T4SjJBAIBAKBQGAHkR5AIBAIBAKBwA7CURIIBAKBQCCwg3CUBAKBQCAQCOwgljDJAkajkTt37uDj4+OSNZwEAoFAIBA8eyRJIiYmhtDQ0AyXjRKOUha4c+eOvJaOQCAQCASCl4ubN29muGaicJSygI+PD2A60L6+vi/YmuxFUlISU6dOBaBPnz6mBUG1WvxLlgTg6blzAJbbXl62laWtlyxnNBqRJAl/f3+rxU5ttu8ger2eOXPmAKbVvtOra7bB19dXfivRoqWkv8nec0/P4YX190otc9NwE1+V89dPHHGEYlrL6w538MbbZpkzehzZ54y+zJCVc+ko6V1LjpBtbIyLg+R13bhzB7ydO+bPhOxs2ytIXFycvMbfnTt38BbH24Lo6Gjy588vP8fTQzhKWcA83Obr6yscpTQYDAY6depEXFwcAQEBpgdHjhyof/oJgIDgYADLbY3GtrK09ZLlDAYDer0eX19fqweHzfYzYXubNm3QarUEBgZarKBuS9ZgMODn5yfbkIMc/KQ22RscEIwG6++Vgxz8oPoBg8FAoG8gHioPh+1LiyeezGc+AIEEokFjs8wZPY7sc0ZfZsjKucxMG/aupZfKRk9PmG865gQG2v9NvQiys22vIKmvEV9fX+Eo2cGRsBmRRykLREdH4+fnR1RUlHCUbGAwGHjy5Alqtdqph48j+vV6PQEBATb1Z6V9g8FAVFQUarU63fFrW46Sq+wXpPCiryVHdWR3GwWvD3FxceTIkQOA2NhY4SilITPPbzHrTSAQCAQCgcAOwlESPBOMRiOXLl0iIiICo9FoKtTrUW3dimrrVtDrrbft4ahcRu1nwvZr165x8+bNTNcF0KNnq2orW1Vb0WPbXj16tqm38afmT7symWlvU/I/sy5bZc7ocWSfM/oyQ1bO5fMi29io18OmTaY/B38rz43sbJtAkA5i6C0LiKG3FE6dgsjIlG2dTsfy5csBeO+9VlSrpoa4OHzy5AEg5u5dAMtte13Daesly6U3FJGUlMTkyZMB0+rhHh6OxwDpdDpmzpwJQM+ePXF3d7cra2voLY448viY7L0bc9dmEHNqmShDVJaDuXOQ3MVOrBzMnbbMGT2O7HNGX2bIyrl0lKwOa2UbG+PiIHm4hdjY7BUwnZ1tewURQ2/pk5nntwjmFmSZAwfgjTfSlmqAdwFYsgT++ENL3crP2zKBQCAQCLKGcJQEWWbZMtP/efKY/gAkyUhkZCQxMT7ExvqwYYNaOEoCgUAgeOkQMUqCLCFJsG6d6fMvv8Dx46a/Q4f0vP/+HFq12gTAzp3CJxcIBALBy4d4emVD1qyBSZNMnz08oEgRU9oRW3h5wbBhkCvXczPPguPH4dYtU7hB48bW+wsWjEClkrhyRUnEDRVln7+JAoFAIBA4jXCUsiEPH8KJEynbBw6kL3/mjMm5cgWSBH/8AY8eWZYrlVC4sOkvdRxpcrw2LVqYnLq0eHgkUqWKnsOHNeza4yYcJYFAIBC8VAhHKRvSogVs2WL6HBMDFy+a/k+LXg//93+wdi2sXw/t2mW97SVLoHv3zNdr397+vgYNkjh8WMPvqzzxpwcA8Ss8UACtCSUvd5yyVSAQCASCZ43LHKWbN28SERGBVqslKCiI0qVLpzutWmCf/PlNf47g5gaTJ0PHjqYVAlJTrJhpWK50actyHx8oWtS2vlmzTP9XrJgSmA2QlATnz5uG2dJSsiS0bWtZplKpaN68OVqtFr1ez5QpcOioG4dYaBIYavqvWthR9g5eZvoi6XzJhO++S/nCDpC6/YxWhk6LUqmkfv36xMfHOzVV3A03vkv4Tv5sT+Yb7TcYjUbcPLO23IUbbsxilkV7tsqc0ePIPmf0ZYasnMvnRbax0c0t5Uf8DJZRyRLZ2TaBIB2ylEfp+vXrzJ49m2XLlnHz5k1Sq3Jzc6NOnTr079+fjh07ZtsbXFbIDnmU4uOhcmVIXmPWYT74wHTPSr3MzcmTUKmSaQmmmzchd+6s2WZe0kGlUjNpkif//JPidMTGwqFDakJCjFy8GOe0frGEyevBy7A8yMtgo+D1QeRRSp/nkkdp6NChzJ8/n6ZNm/LFF19QrVo18ubNi6enJ48fP+a///7j77//Zvz48Xz++efMnz+fqlWrOtucwA6eniYH5/Zty3K9HlauhEWLTHneUnP7Nvz4I6jVUL16Srk53ujNN7PuJKVGoYAJE5Isyi5fVlCpUg602owXJBQIBAKB4EXhtKPk5ubGlStXCAoKstoXHBxMw4YNadiwIRMmTGDz5s1cv35dOErPCHd3KFTIunzsWNNfWn74AT78EGbMsK1vwICs22Q0GomIiCA2Npb8+fOb3oANBlTJkele4aYMldo4CdXff2OoVcsySjw1qeqlK5dR+5mw/datW8TGxpI3b95M94YaMHBAZbK3lqEWKmz0dmFgn3ofBoWBFrSwKZOZ9v7mbwDqUAcVKptlzuhxZJ8z+jJDVs7l8yLb2GgwwN+mY06dOg79Vp4b2dk2gSAdxBImTvDDDz/www8/YDAYuHjx4ku5hMkvv8CqVaZZbqmpXNkU86TIYkePzSUdUi1FcvN8JAVKmLqtEnEj8e4NsYSJk4glTLKOWMLkOZCdbXsFEUNv6fPcljCpUKECffv25Z133iEgICArql4qBg0axKBBg+QD/TLSv7/p70Xh7ZXiocXhLaZfCgQCgSBbkqUI6+rVqzNu3DhCQ0Pp2rUrO3fudJVdglccjQbUapOzpMXrBVsjEAgEAoFtsuQo/fzzz0RGRvLLL79w7949mjZtSnh4OF988QU3btxwlY2CVxRzr1Kck0MyAoFAIBA8a7I8Z9/Dw4Pu3buza9cuLl++TPfu3Zk7dy6FChWiWbNmrFixwhV2Cl5BPD2FoyQQCASC7I1LkxsVLFiQiRMnEhERwe+//86xY8fo2rWrK5sQvEJ4eYmhN4FAIBBkb1weQ7t7927mz5/PmjVrUKvV9OvXz9VNCF4RxNCbQCAQCLI7LnGUbty4wYIFC1iwYAERERHUqVOHH3/8kU6dOuGZdl0NwWuBSqWiUaNGlks6aDQkTJwof/ZM7kh60rWfKbrbHmnqOd2+gyiVSmrXrk1CQoJTGeU1aJiYMFH+bE/m8/jPMRqNaDwc+07ptfcN31i0Z6vMGT2O7HNGX2bIyrl8XmQbGzUa+OablM/Ziexsm0CQDlnKo7R06VLmz5/P7t27yZ07Nz169KBPnz4UKVLElTZmW7LDEibZmYyWdGjXzpPdu9XMmRNP5856p/SLJUxeD16G5UFeBhsFrw8ij1L6PLc8Sr169aJVq1asW7eOli1bZtu3PUH2RI5REsuYCAQCgSCbkiVH6datWwQHB7vKFsErhNFo5M6dO0RHR5MnTx55CRPlqVOm/RUq4OlhcpTiL9wCQ2C6S5ikrufoEiZW7WfC9sjISOLi4ggODnZqCZNTSpO9FYwV7C5hckJ1AgMG6lEvy0uYnOAEAJWoJC9hkrbMGT2O7HNGX2bIyrl8XmQbGw0GOGE65lSqlL2WCcnOtgkE6ZClLqDUTtKiRYt44403CA0N5fr16wBMnz6d9evXZ81CwUuJXq9n3rx5rFq1CoPBYCpMSMC7QQO8GzQwfXY3Dbfpf5wPCQn2laWp53T7DmIwGFi+fDl//PFHpusCJJBAA+8GNPBuQAK27U0ggUY+jWjq39SuTGbaq5b8z6zLVpkzehzZ54y+zJCVc/m8yDY2JiRAtWqmPwd/K8+N7GybQJAOLhkr++mnn/joo49o2bIlT58+lW8U/v7+TJ8+3RVNCF5BvMSsN4FAIBBkc1ziKM2cOZM5c+YwduxYiy7nKlWqcPr0aVc0IXgF8RIJJwUCgUCQzXGJo3Tt2jUqVqxoVe7u7k5cXJwrmhC8goiEkwKBQCDI7rjEUSpYsCCnkoNtU7NlyxZKlSrliiYEryBi6E0gEAgE2R2XJJwcOXIkgwYNIiEhAUmSOHLkCMuWLWPy5Mn8+uuvrmhC8Aoiht4EAoFAkN1xSY/Se++9x4QJE/jkk0/QarV069aN2bNn83//93906dIlU7r0ej3jxo2jYMGCeHp6UqhQIb744guMRqMsc+/ePXr16kVoaCheXl40b96cS5cuWej55ZdfqF+/Pr6+vigUCp4+fWrV1pMnT+jevTt+fn74+fnRvXt3m3KCZ4MYehMIss7BgxAYCGo1qP28UKNDjQ7/vF5s3/6irRMIXn5cttZbv3796NevHw8fPsRoNDqdX+nrr79m9uzZLFy4kNKlS3Ps2DHee+89/Pz8GDp0KJIk0b59ezQaDevXr8fX15dp06bRuHFjzp49K2cf1Wq1NG/enObNmzNmzBibbXXr1o1bt26xdetWAPr370/37t3ZuHGjcwdBIKNSqahTp47lMiAaDYmjR8ufvX1N5bF5i2W4hEnqek637yBKpZLq1atnaQmT0Ymj5c/2ZEYljDItYeKe9SVMJjDBoj1bZc7ocWSfM/oyQ2bP5Z9/qti0yfrWVraskd69dTyLvLhZud6yysaN8OiReUuB+bYeFQUrVkCTJvbr7t8Pv/xiSnGUmsKFYcIEXHusNBqTUvNngeAlIUtLmDwLWrduTe7cuZk7d65c1rFjR7y8vFi0aBEXL16kePHi/Pfff5QuXRow5b0JDg7m66+/pm/fvhb69uzZQ4MGDXjy5An+/v5y+blz5yhVqhSHDh2ievXqABw6dIiaNWty/vx5ihcvnqGtYgmT9MloSYedO1V06OBFmTIGDhzQOqVfLGHyeuDouZQkKFTIm0ePbJ+zli11DBigQ5EqGbyHh0TFijok6eVcwqRnT/jtN/jf/2DQIFPZxo0wYADUrAkHDtjXWblySg7ItOzfD7VqufALCJ4rYgmT9HluS5hcuXKFSZMmMW/ePAAKFChAbGysvF+lUrFv3z6HnA4ztWvXZvbs2Vy8eJFixYrxzz//sG/fPjkfU2JiIgAeHh4W7bi5ubFv3z4rR8keBw8exM/PT3aSAGrUqIGfnx8HDhywaXNiYqLcPpgONIDOoENn0Dn8HV8XDAYDOoMOSSFhxGi1393DvIQJTh0/g8GA3qBHZ9DZ1J9R+xnabtQhGSWU6YxQG4wGDEaDXRuyYr8gBUfP5ZMnCtlJGj1GiyL51MXGKPjlZw82b9awebN1b8ao0XEMHRafpXORlevNUf22rpdbt1SAkiLF9ATlNv2mqlYH0HDmjESSXm/hGJpJTITTp9WAggmfGUh+pjJ3rpLz5xScu6CnanXXvEdfuQKzf1SSkGhZHhQEn4wykup2LnARqe+p4hllTWaOR5YcpZkzZxISEiJvP3nyhE8//VQedlu+fDnff/89s2fPdljnqFGjiIqKokSJEqhUKgwGA5MmTaJr164AlChRgrCwMMaMGcPPP/+Mt7c306ZNIzIykrt37zrcTmRkpM3hweDgYCIjI23WmTx5Mp9//rlV+fWn18lhyOFw268DkiTx5NETYmNi8c3li1qlBqMRj8vXAEgoUpCnBk+gNDFPk4h4ctV+P3+aemY5g9GAUW/kqeIpKqXlG7zN9jNhe9STKLRxWnz8fdLtHTAajBiMBp7wRLbBiJFrGpO9BXUFbTpaRoxcVl1GMkiUe1oOjdL5oQgjRq6orgBQ2FAYJUqbZc7ocWSfM/oc5fx/bhw/7Ik2TktiYiIe3h4olUrKVYyjRJl4K/kzp72AAAKDk+j0/nmLfZUbeDFzSl6ePk25FmKiVNyPdOPQiSQ6RN+weS05QlauN0exd71H3AwD3FH63uXaozjcLl7BO0mJStWc6GgFh87eJCTUetHpM/+4o9OF4edvoOsHV2Rn6sip3Jw/58epc1HUefLIqp4zjB4fwvoVtt/aA/Ldp/WbMS5pR5CCNi6llz7iSQReSSIWNDWxMbEZCyWTpV/zjh07mDlzpkVZx44dKVSoEADh4eEO9/CYWb58OYsXL2bp0qWULl2aU6dOMWzYMEJDQ+nZsycajYbVq1fTp08fcubMiUqlonHjxrRo0SLT9itsvGZJkmSzHGDMmDF89NFH8nZ0dDT58+dHqVDirnbPdPuvMjqdjm3LtwHQ5t02uKvdUWi1lGr6NgBnLx7BT2MKjEh6nIiHXkLysn0M09YzyxkMBgwYcFe5Wzkzttp3FL1Oz98b/gagccfGaFT2nRgjRowKo4UNWoWWt0NN9h65cwR3ybptrUJL11CT83/60WncVc5fP1q0tPZvDcDZp2dxx91mmTN6HNnnjD5H0OmgR4d8RD21dlx8/QzsPXXeKtQl8pZpeKFAuM7qnFepamDh6hsWZbu2+TCkTwEe3XfHTe1m81pyzFbb19vjRyoSEy3vJzlyGPHxzXyPk73r/d5d00HIn0+Jh06iQB3TMQ8vksCVy+5EXPImrID1kiEXz5he7sqUT8JDk3KswsNNtt256e6y+9rl8yY93fmNwlwh6qMP2bHLl9On3Im85YG7Oskl7QhSMKhTAs/c1a47l68KWoXj4R5ZcpSuX79OwYIF5e2+ffvi5+cnb4eHh3Pr1q1M6Rw5ciSjR4+WZ8uVLVuW69evM3nyZHr27AlA5cqVOXXqFFFRUSQlJREUFET16tWpUqWKw+2EhIRw7949q/IHDx6QO3dum3Xc3d1xd7e+2NRKdboP09eSVM8BjVKDRqlBkarXRKPU4ONtutnH4Y1GqUGy06uStp5ZTikpUUpKNCqN9cPNRvuOolCmPNjUSnW6dQ2SASNGNEqN/JavUVjaq5Gs61vIqDRZun5SB0prVBrM/9KWOaPHkX3O6HOE86c1RD1V4ellJDzM1DuUNywv+/b4EB2l4uZVb4qXtHzA3r3pCUBYuN6hcx4aahpaehBpukZsXkuOYON6WzzPn4njrHutNRqJpetuUq5i5tY7s3W9x0QriIs19dTlz6e0uK5KFNdx5bI7Vy560Lip9fpzZ/81jXeVq2CwuP4KFjIdk9s3bF+Xq3/3ZMoXPuh1lg5gSKiBxasfkyvQ0gk0GuHqZZOesUyiOBe5O7I7eqUHp0+58yDSTdw/nwGpj2lW7zGvImql4+5PluY0KJVK7t+/L29///335MqVS96+d+8emkzObtBqtVbBsyqVyiI9gBk/Pz+CgoK4dOkSx44do127dg63U7NmTaKiojhy5IhcdvjwYaKioqglIhifC15epnOqR0NSku1ePMHry4ljpntHleqJdO68ks6dVzLtxxuULmdyMM6ftX5puRFhqpOvgGPxB8G5TUNSDx+orWZ+ZZUdW029WyqVhMbNiMbNiFIpodMpOPC3a4ZBIu+aHCZfPyPeOSzjiYoVNzmRF8/ZfiCc/sd0rMqWt3Q284eZDsSN67brzf3Jmzu31Ny/p7L4+/ekG39utg42untHSbxWiVotUYircnlIiKmde5HPd5agQJBZsnSFli5dmh07dtjdv23bNsqUKZMpnW3atGHSpEls2rSJiIgI1q5dy7Rp0+jQoYMss3LlSvbs2cPVq1dZv349TZo0oX379jRt2lSWiYyM5NSpU1y+fBmA06dPc+rUKR4/fgxAyZIlad68Of369ePQoUMcOnSIfv360bp160wFnwucx8MjxflNSBA3S4Elp467AVCxsmUEcIlSpgf7+TPWjtLNG6aHf4FwxxylwCADSqWEwaDg8SPXxRVJEpw7Y3IaVm66wX8Rl/kv4jJDRppifq5dcc3b/d07pt9NSB5rL694sqN04Zx1W3o9nPvPVF66vOWxKhBu0hV5R0limuDrxEQ4m1xv2bpHbD9wn+0H7vNOL9NSVSePW7d15aKpLDxch4aUWKmQUNPv3+zsCQTZlSzdGd577z2GDRtG+fLladWqlcW+jRs3MmXKFHm2mqPMnDmT8ePH88EHH3D//n1CQ0N5//33+fTTT2WZu3fv8tFHH3Hv3j3y5MlDjx49GD9+vIWe2bNnWwRe161bF4D58+fTq1cvAJYsWcKQIUNkB6tt27bMmjUrU/YKnMfNTUKNDj0atFolPi/aIEG24mRyj1L5SkncvJhSXqK06el9wUaP0s3kHqX8DvYoqVQQGGzgfqSa+5FqihS13B8bo+Djwf7ct9PrEZTbyLcznuKZpoMo8o6ap09UqNUSRYql9NgULGz6fO2Km0P2ZUTkHZOTkZ6jdPG8mv1/WbZ397aKhAQF3jmMFCpsWTdXoBFPLyPxWiW3bqgoXDRl/7n/NOh0CgJyGqjTIFEOAK/XKJElC7xl5zY1ly+aHjNFiiTB5ZTy3Mk9SsJREmR3suQo9evXj127dtGmTRtKlChB8eLFUSgUnD9/ngsXLtCxY0f69euXKZ0+Pj5Mnz49XQdryJAhDBkyJF09n332GZ999lm6Mjlz5mTx4sWZsk/gWryJIwp/4uNFj5IghegohfyALV8p0dJRKmVylNIOvSUlKoi8a6rjaI8SQO4QPfcj1dyLtO4N2fqHBxvXeKZbv0atRN7tbTl8dS65t6tQ0SQ5DQZYOkqShM1p+5nhrtlRCrUOTShYMAm1WiIuVsnbrQNt1i9VxjoBp0IBBcIMXDin5OZ1tYWjdOqE6RhVqGSZi6pCZXMvn5r4ePBMdchSHCXLcxISatJ7P1KJ0eji5JYCgQvJcl/zsmXLaNeuHb///jsXLlwAoGjRonz66aeZXr5E8PrhhVY4SgIr/jmpQZIU5A/TExhk6QQULZ6IUinx6KGaB/dVBAWbHri3bqqRJAVe3kZy5nI84Ch3iJ7TwIN7GsCy3rkzJsegSYsEOnWznCWzd5c7S+Z78+dmD97tHZWmnslRKlnacuwqLFyHQiERHaXi8SMVuQKzFhhl7lHKE2qtx80Nho+OYcNq246eWgMfDLM9RbpAuIEL5zTcuG7Z2/PPCVOPUflKlk5PaF4jQcEGHtxX8d+/GqpWT9l/+VKyo1TU0pkMCjbKw54PHygJzi1yiQmyJy4ZlO/SpYtwigQWKJVKylQqQ2JiojyLTFKreTygt/wZwNNXBdGgTdIA1rle7NVzpn1HUSgVFC9bnKSkJJSKzDtwaklN79je8md7Mu/FvIdklFBn8WeoRs2ApAHyZ3tlzuhxZJ8z+lJz9bKKL8f7Ehubcqwjk2NvKlbWWZ1LTw+JsII6rl1x4/xZd4KCTQ7Mzeumh3j+MF2memrMAd337qmxcpT+M9ndpEUCrdpZzlIrWVrHkvneHNznTmyMysLG87KjZFnHw1MiNJ+e2zc1XLviRq5Ay1xQxw578PmY3MTHW34Bb28jk6ffoUgxS2ct8m5yjFKyoyRp1MQOGSB/HvZJLMM+cTxfjJkCYaZjcjONo3QqOQapfGVLp0ehgAqVdWzfouLUMTcLR+lKco9S4RIGC9vUapOzdC9Sxb27KuEoCbItTt+h4+LiMpUSPbPygpcblUpFtTrViIqKSplu7ebGw09HWchp8vnDWYhPcsOeo2SrnlPtZ6Ju+WrliYmJQanKvKPkhhujYtK31w03RkaNxGAw4OaXtXgVN9wYnzg+wzJn9Dwrfan5fZEX2zbZ7vWoVTfR5rksUSqRa1fcWPBzAEcPmuqag6cLhGUuJ0/uPKbrztSjZNkDdP6sJrk966G8QkUMFCmm4/JFDX/t9qJ1+xQb5R6lMolW9QoWTjI5Spc1VKlu6Sj9ND0XF8/bznfzzcRgflkUYVFmju8xO0q4uRH9ZebOky3MM98irqnRJX/1uFgFly6YHhkVKlkfjwqVk9i+xYMjh9xo86bpe2njFLKNhUsqiK5paVvuPAbuRaq4e1dJ2QpZNjtLJCbCf/9oMBotndQ8oQbyFXDxlMiXhOvXVFy/ZukmKJQSFSrp8PHNVqufPVOcdpSKFCnC4MGD6dWrF6GhoTZlJElix44dTJs2jbp169pdnFbw+uLlaXqLTIgX6QFeV+7fMz1IO3TS0qRFSg+Mj69E3YbWjgZAmfIJbNnow7693uzba/kCVqhI5hwlc4/S/UjL2+HjR0ruRZpsK17SthPftGUCly9qmP+zN/ciFSTEq5Ekpdy7ZY6nSk3Bwkns2+PNtauWDvK9SJWcNmD2wtsE5DQ9nGNilAzokZeDf+fgxFEvGjROqSMPveVxbW+Meebb5vWehOeydGLz5DXY7P0xO0+b13uyeb1lneDcBvz8rR+sIXkM/HsS7mWDgO4h/QP4Y621w+7mJrH94H2KFH29nKX795TUrxpsM3VL7fqJLN/gmqztLwNOO0p79uxh3LhxfP7551SoUIEqVaoQGhqKh4cHT5484ezZsxw8eBCNRsOYMWPo37+/K+0WZHMkSSImOoa4mDh8/JLnsxmNqG/fAUCf1+Rce6niAU+0cek4SmnrORD1abP9TNgeFxOHNk5LDp/ML01jxMgdlcneUEOo3SVMbqtuY8CADz6ocP5BYcTIbcVtAPJKeeUlTNKWOaPHkX3O6EvN4+S12d6ol0S7t6yTMNo6l53fjSJeqyQ62lKnl7eRHn2eZmhbanKHJDtK9yyDuc+dMd0ew8L15PCx/fbctFUCP0734eghd44esuwJyptPh3+AjSBrOzPf/ljri9GooFLVeBo0ibPY92bnKFYs8eeL/4Xy5ya9PJz84L7l0BtGI6qbpmNuyJ/X6QjpKtWTCAwy8PCB9XXZoZPtjMbVayVRupyOC2ctHytKJbz9rtambbmTHTx7jpKN9HkyCkXWg+FTc/Bv0/nIV0CPeYT/6WMlT58q+e1Xb774Otp1jb0EnDphym/n5W0kvFDy0K5kmvl48G83YqIVr02vktOOUvHixVm5ciW3bt1i5cqV/PXXXxw4cID4+HgCAwOpWLEic+bMoWXLlumuvi54NdHr9aycvxKAN3u8iVqtRpGQQKHqjQC4dPkkALmO/A20Iz7a/tta2nqSV8bJ+my17ygGvYFNKzYB0LxT80wP3SUoEmgUbLL3ZORJvCRrexMUCTQJaQLA+afnM5212kIXCdTIUQOASzGX8MLLZpkzehzZ54y+1Dx+aLo/2AtstnUufXyNDP7YNW+0wbKjZHmNnE8O5C5R2v4MuirVdHwyPppzZ1Rcu2hKppgvPD9qtZJ2nWw/WAslO0pnT7uz+veU9c9WLjWtatDuLet67w95zJoVfly55MGVS5b7fP2McjZsRXwCucuajvndu5eQvJ1LbJkr0Mix8/esXmBUKuw6jZ5eEn/ue2BXpyLO2jZzWgNzrFVq1q30ZPhAf7vJaCtXS2Lttoc4k0g9LQ8fKHn0UIVCIbHnyAM8vUzfcc8Od955MxerlnkxZkKMXP5yUZkZ3+VErba8x5Qup6NFG/vZ4S8m599q1jKBWXOfyuW1ygVzPULN0UNuNGxqu8f3VSPLwdz58uVj+PDhDB8+3BX2CF4zvDG9OT9+pJZ7FgA8PaWX9KYkyCyPks97zlwvJpjX3KMUHaUmIV6Bd3InorlHqWRpO7FzmHo0ho6MRafTsWDmGsDkzLl72F9Xq1DyNPnIuxr+91GIxT6Nm5EWbawXiM2XX8/Pv93gxFEPPDw8LNajfKNu0jOZWq/RYHO4zJWYHaW0PUoJCTBxvG+6GfuPH3Hj4nl1uufHUc4n94KFFTRY3HfqNkykQLieGxFqfv3Jm7oNUhwDlUqiWEk9bq5JifWM8AQ2M3NqTqs9CoXEwX/vy/FoabmQnNG9aAnL41uzTiLXI9Qc3GftKEmSKXP7mdPWL36t2sXTuPnL6Vi5folrgSATmB2l6d/nYfr3KeXuHkYWr7lJuQov5w9L4DiPHr5YR8nH14inp5H4eCUTx/nj62d6UP612+TspNej5Ay58+gZPvohJ45aL/fRtGUsfv62j0PN2lqq1YzBz8/PufXosiEhyUNvd9M4SssWehF5R0WevAY27X5gtfhxn24BHDnozr+nNC5xlC7YCdpXKuHd97R8NcGXKZ/7MuVzy3rNWsUzd+kTlw4BupYeQDDBufW0aJNyL92xzZ3bN9Uc2u9G/rB4mzXNgftp4/Nq1k7i90XeHPzbHbB06rdvdWfCaD9ssWWjB/9ejbRyLI1G6Nw2lzz0mZpW7RP4eeGTDL7js0c4SoIXSgu2sIR3iE8zLJOYoOTYIS/hKL3iJCQgL+qadjHV54VCAfkKJHHpggeL5lnHpJUp51pHCWDAkMcu1/kykju5R+nyBTVtGqUkxTQ/pId8HEPuEBuB45V1JkfphBud37H9oM8M5t4TW0H73XrGsWOrO7dvWTpzkXdUbNvkyfYtWpq2zPx9Sq83zSRMi6+f5BLHy7R24QgA3h/8hAFDUq5jz3G+zJ6Rg6OH3ejUzfr4GY0p56BYCcvrv2Yd03f995TGIk4pKQm++J/JSWrZNp6KVVLqzZ7hzaOHKg7+7U69RpbH6vABNw78ZbsH9o+1nsTMfPrCY6GEoyR4obzJWmLJwaWLJ+TYo6+/CGLBLwE2A0kFrxbm4VaNRpJ7cl4EE7+9y5aNPri5uVsMa5UsraNg4ddrttPzpECYAe8cRuJilZw4atmjEBaup0t324Hj5SqYHsL/nnLNmnnmNBDFbaSBCMgpsXabdTzc5M98mDXNh3Ej/Th/1tLOuDgFt66rrPJhmYmOUnLqhIZ4rfWYacXKSazfkbnYq4vn1fTvHkB0VIo+vV7C9Ih/TMcu0ZiG4UxUrZHE7Blw7JDtccMbESoS4pW4u0uEFbS8/vPmMxJeUE/ENTUdmgfi7W363cbGKLh2RU1QsIHvf3pqEcsWcVXFkgXebNvkYeUorV1psqtjFy3jv0yJz2teJ4jIuyounFNTpbrrX1Yyg3CUBC8cJRJKJUjJv/Fcgaa3ukcPhaP0qvM41bDbixy+KFcxgdLl4l6pYa2XAe8cpgDwi+etH0UVKuvsxv+UrZgcEP+fGr0eMjFXwwpJSulRKlHK8WG8oSNjWbPCk9s31Xz9hW/GFRzk5HE3/ljrYXMGqD1mfJuDSxfsOY3T8PbuZVFStUbKgslPHisIyGn5kmI+H4WL6W06bI2aJzD3pxzywsqpGfN5tFXAf9OWCSxZ4M2fWzyYNDVK/q0nJcGm5JQMb7+jJSg4pfewRCldsqOkEY6SQJCWwCDTG8zDB+LyfNUxO8MvKj5J8OIJL2SQp587SqHCBnL4GImNUXLpgnVA9/EjGrZs9LRKL5Avv4HO72rxzpHyIL9zS0VsjBKNRqJgYccdJS9viV8XP2Hpb14Y05jv7i6Rr4DB7pCRRiNRrqKOQkX0Fi8IM7/LwdTJvsyc6kObNxMcCtK/f0/JH+tMzsavSx6TPzmrekJ8Au2aNAUuAL0s6uQKNFKoiJ6rl9UcP+JmFWR98XxyD1sJ2w7KmM+iqd8o0SrY3j/ASPVa1nnMatdPxMvbyN3bKn790ZvgEPOQq4anT5XkDjFQs7ZlveKl9OzZiVW6iReBSywIDw+nd+/e9OrViwIFCrhCpeAlR6lQUqJcCZKSklKWEFGpedqzm/wZsNoGyBWU3KNkHnqzUc+p9h1EoVRQuGRhdEk6i2EYR1FLarrFdZM/25PpGtsVo2TMUg4lABUqeib1lD/bK3NGjyP7nNFnRg7kTic+KSvn8nmRXWyU1Cri+vaUP2cnXGmbUmmKHTu03zqge/d2d97rkhOdzvZ5mP5NDspXTHEAnj41XYOFi2Z+Blv5SjrKV4rKWNBBeg+I4+dZOTh3RkP3jjnxTtUz4+4m0ahZIg2bJlgEt//2qzc6nYLK1ZIspvtr45IwOUm2qVYzkauX1Sz4xVuORzKz9Q/TRINidhKtenqSqdQAHh5Qv3Eim9d78tkY62DvNm/GW/VcmYdBz59zzfBqVlBIkpTlwICZM2eyYMEC/vnnHxo0aECfPn3o0KED7u72p8i+CkRHR+Pn58fp66fJGWA9/fJ1x2AwyEs6ZGY4479/3enYPIyg3Hr2nbyarn6DwWB3uMTZ9s11Y2JiUKlU6eYBMxgMGI1GfHx8nGojPftfB+b84M1nY/xo+2Y8Py2wP7slK+fSEVxxLl4GG18lPhvjy5wfcpAr0GCxcHLEVTWJiQrqNEikbPmUXgqjUcHWjR5EXLP98tKtZxzfznSd0+Mskz/3YdbUzCXJBfhh7hPad0oJzNbGaSmapygAl+5ewitNTq3lSzz5aGBAujrnL39E0xaumVBz5rSaKZ/5Ep9g6cD6+hr58rsoQvNaviz9c0JDy/pBBAYZ+OfKPZfYkJrHTx5TNqwsUVFR+PqmP3Tqkh6lwYMHM3jwYP755x/mzZvHkCFD+OCDD+jWrRu9e/emUqVKrmgm2/DDDz/www8/YDCIIM9nQWBy4sEnj1QYjU4nFxa8BJiDue0lmxQI7FG3QSJzfsjBo4cqq3jGxs0TmLP4sVUP0egJ0eze7s6TJ5Y3FTcNNGrmeEzQs+Sj0TEULqJHq7V0KO7dVbF6uSkmKi2lyupo2S5zs//adYzn0nkNDx/YvsHmCTXQsInrZh2XLqtn0WrHZ3sWLa5HoZB4+EDFo4fKFzYrFlzUo5QWnU7Hjz/+yKhRo9DpdJQpU4ahQ4fy3nvvOTWUkV0RPUr2kSSJuNg4YmJi8PTyNGXGliRUj029BoacpjcZi+3kayMpCcqGFwPg0H+XCQgw2JRL7w3bZvuZsF0bpyU2NhZPL890395t9ShJSDxRmuwNMAagwPqal5B4KD3EYDAQ7hOO2sEhRZv2IvFYYboB5ZRyokBhs8wZPY7sc0afmU+G+rFkvjcjxkTz0Rjbq9xn5Vw6SlZ7a7KNjZKE8pHpmBtz5XTtGh9ZxcW2SZIpKeiTx5YPek9PiQqVda/kC5YkQbzW+rh5elmnFMioR+ll4I3ywURcU7Ny00Nq1cncGo4Z8dx7lMzodDrWrl3L/Pnz2b59OzVq1KBPnz7cuXOHsWPHsmPHDpYuXerKJgXZFL1ez7I5y4BUS5jEx1O4bE0gZQmT1Nvm9ABubuDnbyDqqYpHD9Xk9Ii1KZfZ9h3FoDewYekGwLklTOIV8dTMbbLX3hIm8Yp4auepDZiWMPEh813tsi7iKZejHJCyVIitMmf0OLLPGX1mHjsQo5SVc/m8yC42KrTxhBQyHfOsLGHyLHC1bQoFlCqT9WSTLxMKhSmI/HWheCkdEdfUXDirdrmjlBlc8ms+ceIE8+fPZ9myZahUKrp37873339PiRIlZJmmTZtSt25dVzQneA3IFagn6qmKhw9UFM33oq0RPCsePXyxySYFAkH2pXhJPds2vfiAbpc4SlWrVqVJkyb89NNPtG/fHk3afPNAqVKl6NKliyuaE7wG5Ao0cPUyPBIpAl5phKMkEAjsUeONJG7f0lLDRsqB54lLnkJXr14lLCwsXRlvb2/mz5/viuYErwG5zLmURNLJVxpzEK5wlAQCQVrqNUq0yuT9InBJuFtGTpJAkFkCk7NzPxaO0iuLXg9RT00RqCLhpEAgyK64pEcpICDA5mw2hUKBh4cHRYoUoVevXrz33nuuaE7wGpBLZOd+5VixxJMjB1PmayclKZAk030jIKdwlAQCQfbEJU+hTz/9lEmTJtGiRQuqVauGJEkcPXqUrVu3MmjQIK5du8bAgQPR6/X069fPFU0KXnHMy5g8EgvjvhLERCkZMcgfo9H6hSpvfn2W1uoSCASCZ4lLbk/79u3jyy+/ZMCAARblP//8M3/++SerV6+mXLlyzJgxQzhKrwlKhZIiJYuYlgFJtYRJ1Nsd5M+A1baZnLlMQ28PH6pt1nOqfQdRKBWEFw1Hp3N+CZMO2g7yZ3sy7ePau2wJk066TvJne2XO6HFknyP6Ht1zw2hU4OllZOhIy3xJ9TOIQcjKuXxeZBcbJbUKbbdO8ufsRHa2TSBID5cknMyRIwenTp2iSJEiFuWXL1+mQoUKxMbGcuXKFcqVK0dcXFxWm8s2iIST6ZOVJR1OHfegc5sChObVsfvoNbv6xRImLwcH97nxVstAChXR8/eJ+5mu/zIsD/Iy2Ch4fXgVEk4+S557wsmcOXOyceNGhg8fblG+ceNGcuY0ORBxcXH4+DifVE/wemFeGPdepJruHS0TKbVoG0O3ni9+TSaB4zy4b3I2zUOqAoFA8LLgEkdp/PjxDBw4kN27d1OtWjUUCgVHjhxh8+bNzJ49G4Dt27dTr149VzQneAmQJAmdTodep0/pkZEkFPGm9YgkT08Ay+1Uw1y5cxvw9TMQHaXiyEHLN6HzZ90zdJRstp8J2/U6PXp95uuCaemOeIXpe3lKnnaXMNEqtBgUBnxJ/23GofZIbg9PeQmTtGXO6HFknyP6Htw3ncPA4MwHbWflXD4vso2NkoRCm/yb8vLMdkuYZFvbBIJ0cImj1K9fP0qVKsWsWbNYs2YNkiRRokQJ9u7dS61atQAYMWKEK5oSvCTo9XoW/bgIsFzCpGiRikDKEiapt1MvTeLmLrFy0w3OnXFHkZhIniGf8BR/+jOH2BglGQ0Y22rfUQx6A2t+WwM4v4RJxRDT90pvCZMqeasArlnCpKhPchd7qiVM0pY5o8eRfY7oG3j/EQBBQZl3lLJyLp8X2cVGhTaePMnDLdlxCRNX22Y0GjHqxYxJWxh0Bjl1j0FnQJ/0ei33olQrXfbSkuVfs06no3///owfP55ly5a5wiaBAIDwQjrCC+lQaLUUHbKKGHLQnzkYjQoSExRo3DLWIcgemGcvBgWLoTdB1pEkidjHsSTFmTI2O9LD+bphlIzyiE5iVCK6aN0Ltuj5IWF6k3bzdiNHzhxOTcpJTZYdJY1Gw9q1axk/fnxWVQkE6eKFVv6s1SrxE47SS8PD+6ZbjTNDbwJBWmIfx6LT6ggODsbT0xPhJ1kjGSWSEkyOZFhYWLadMfpMkCA+Pp4HDx4QSyw+ubIWH+2S/uEOHTqwbt06PvroI1eoEwhsosKIh4eRhAQlWq0CP/8XbZHAUVJ6lISjJMgaRoORpLgkgoODCcgZ8KLNybYYjSm/NXcP92wb3/es8PD0AOD+/fsYA4xZ+v4uOXJFihRh4sSJvPXWW0yePJkZM2ZY/GUGvV7PuHHjKFiwIJ6enhQqVIgvvvjC4qTfu3ePXr16ERoaipeXF82bN+fSpUsWehITExk8eDCBgYF4e3vTtm1bbt26ZSHz5MkTunfvjp+fH35+fnTv3p2nT586fRwEzx4vL9PQjTbu9frRv+yYHaVcYtabIIsYDaZngWfyhBCBwB7maySrcWwu6VH69ddf8ff35/jx4xw/ftxin0KhYMiQIQ7r+vrrr5k9ezYLFy6kdOnSHDt2jPfeew8/Pz+GDh2KJEm0b98ejUbD+vXr8fX1Zdq0aTRu3JizZ8/i7e0NwLBhw9i4cSO///47uXLlYsSIEbRu3Zrjx4/LwbndunXj1q1bbN26FYD+/fvTvXt3Nm7c6IrDIngGeHkbefxYOEovFRI8vJ/co+REMLdAkBYFCjHcJsgYhWvi11ziKF27ZjshoDMcPHiQdu3a0apVKwDCw8NZtmwZx44dA+DSpUscOnSI//77j9KlSwPw448/EhwczLJly+jbty9RUVHMnTuXRYsW0bhxYwAWL15M/vz52bFjB82aNePcuXNs3bqVQ4cOUb16dQDmzJlDzZo1uXDhAsWLF3fY5nh9PFqd1qpcqVDiofaQt23JmFGgwFPj6ZRsvC5eDl57XrIAXhovu7I6nY4kkuTv4u7hLu9LUINWb5omHKcxlWn18Ug6a72J+kSM+nhZziNHDGj0PI01HXM3hZuFrEEy2GzfoDLgqfaUg/qSDEnojbZngeh1eowYUSZ3uOoMOvSSbVmDwYBGoZG3kwxJxEvxJDdNvC6e1IfQXeWOSpk8i85g+tPqtKiM1jPrUsvqDDp0RtvBmFq0YETuH9YZdGiNWtmGtNeSm8oNtdL009cb9SQZklL0pKmjUWrQqJK/nxHQ2782U8sajAa0hmR9sd4k6ONBA94BsWh1EmqlGjeVmyybaLCfnVsypBxAo2RM97eRWq9RMpKgT3BIVpIktDotGp3G5rlQKVS4q91l2fjk69dM6ust0ZCIOynXe3r2ptabkaxklCyuNVuyCp2WOA0o0/xss8U9Qp+Q8nvXaeXfuy3ZBH0CRsm2U23QWfZKSpKUrg1KhfLlkkUpO4FZkTVKRnmfUTKikBTy/S8jvQqevSwSGLH/4uS0LMjXjiRJGDESr4tHpTD9rlP/7h3FpXNYk5KSuHbtGoULF3Z6emzt2rWZPXs2Fy9epFixYvzzzz/s27eP6dOnA6YhNQAPjxQHRKVS4ebmxr59++jbty/Hjx9Hp9PRtGlTWSY0NJQyZcpw4MABmjVrxsGDB/Hz85OdJIAaNWrg5+fHgQMHbDpKiYmJcvtgyswNUG1ONfCwEqdhwYYs6rBI3i73UzmrG6yZmvlqsurtVfJ29V+r8zj+sU3Z8rnLs/mdzfJ2/YX1uRV9y6ZssVzF2N1zt7zdcmlLLj66aFM2n28+Dvc9LG93XNGRf+79Y1M2p2dOTg88LW93X9udg7cO2pT9fuX3nOp9CpQqYlo3460ix/nzd1PaCMYmC5m3gQv9L8ifR+4eybZr21LkCALg/QvABTj8zmH88Qdg1I5RrDy70qr9r5Z9BcDB7gfJ6WlKgDr54GSWnl1q016AKXmn4K/wR6FQMOufWSw6t8iu7LJmyyjvWx6An0/+zKwTs+R9tahlIbuy/UrKBZdDJako+ndRLu29RCUq2dS7stNKauU31V9yegljd421KQdQ5e0q5C6SGyVK1pxfw0fbUuIFy1PeQnZ269m0KdYGgC2XtzDgD8ulh1LXmdZsGp1Ld0aJkioXqnBsxTErfWYmNZxErwq9ADh8+zCdVnZK3hMHY3MAUGG+qWRcnXEMrDoQgNP3T9NqaSu7321YtWFUKFIBnU7HtahrdNjQwa5s73K9GVVjFAB3Yu/QaFkju7LdSnVjQu0JADxJeELtpbXtynYq1YnpzacDphejojOL2pU9uu8os5qlXAMV51e0K1svfz1+afGLvF1rUS2794iqIVWZ13yevG33HjEWKmn92KhKeThnh3vEu1v6ctB8Cc+zvIY81Z5cHnJZ3u63sR+7ru2yqTfMO4w/Wvwhb9+IukFUov28amWCy8iOyq3oWzxJeGJXtlRQKfkl4k7MHR7FP7IrWyKwhPzAjYyN5IH2gV3ZYrmKyS/N9+Pucy/unl3ZojmLys7oQ+1D7sbetStbKKAQOdxMv63H8Y+5HXObttXb0qVvF7r16wZ5THJnH54l3D8cX3dfmjRsQvEyxek/tr9dvWF+Yfh5+AEQnRjN9ajrNuXu3LxDuxrtOHLsCOUrlCcmKYaIpxF29eb1yUsur1wAxOpiufrkql3ZPDnyEORtut/H6+O59PiSXdnc3rnJnSM3YHKy5etXDw+jHzJgywCux5m+w4DKAxhfL3OTz1wyfqHVaunTpw9eXl6ULl2aGzduADBkyBCmTJmSKV2jRo2ia9eulChRAo1GQ8WKFRk2bBhdu3YFoESJEoSFhTFmzBiePHlCUlISU6ZMITIykrt3TRdUZGQkbm5uBARYBvrlzp2byMhIWSY4ONiq/eDgYFkmLZMnT5bjmfz8/MifP3+mvtvrjuThzt1fZpBYtvSLNiVDKr9RmYq1Kj6zpSLccaettq3L9A1OGswvCb/gYctjdwEeeDA4afAz0Z0RSqWShq0aUqNBDZTq7D/kmtWpyK7AUDAcPJ7NteA0r1kwsS369u5LAf8CVM1blap5q9K4dGMGvzOYS2ftOwGCF49L1nobOnQo+/fvZ/r06TRv3px///2XQoUKsWHDBiZMmMDJkycd1vX7778zcuRIvv32W0qXLs2pU6cYNmwY06ZNo2fPngAcP36cPn368M8//6BSqWjcuLEc0b5582aWLl3Ke++9Z9H7A9CkSRMKFy7M7Nmz+eqrr1i4cCEXLlywkClatCh9+vRh9OjRVrbZ6lHKnz8/R64cIcDfevbF6zz0BpZrX/l4pEzPTD1ElpHetLLDB+Rhz44cjPvyHu07PcFN4Ya/vz8qlcpKNu3aW44OvQFoFBriYuNQqVQYJEOGQ29+vqb1tzLSm3o4LT4pnkRdot21uxwdegPL4bTMyKYeerNF6uG0zMimHk77c7M7g3rnpHzlJFZtMr2hZ2boTa1Uo0JFVFQUCqUCXdoxmzSyzgy96fV6YhNj7Z6LjIbeIOV6c1O74eWecg27eujNbOOrcI+wJ5vu0FuSAd0jHQXCC+Dh4fFyDKcly/bt3Zd79+7x868/A3Av8h6fT/ic06dPc+mqyVnK6tBb8SLF+XDwhwwaPIizp88CUKpsKVRKFQqFgiYNm1CufDm+nfatXb2ODqddj7hOiaIl5B6l7Db0lpiQyPXr13HP5Y7KzXLo7bmv9bZu3TqWL19OjRo1LIwtVaoUV65cyZSukSNHMnr0aLp06QJA2bJluX79OpMnT5YdpcqVK3Pq1CmioqJISkoiKCiI6tWrU6WKKdNxSEgISUlJPHnyxKJX6f79+3Km8JCQEO7ds+7+fPDgAblz57Zpm7u7O+7u7lblnmpPix+5PRyRcUY29Y0rO8kalAZ0Gp3Vgyf1gyEj0sr6eHqCzhu9NgdemkQMBoNd2dTtp7XBTeWW7jh1ar0alQYNGttyCoPFjMyM9Ka1QYUKL41Xhj1XGlWqWKEMyIysWqmWnSZXyqqUKryUpms4+qEX6LwJyaW0eV2nlrWH+XwoFUq81I79NpQK2+3ZQqFQ4KXxcuhcmGWtbLRzvbvqd29eFNcZvdn1HmGP1C+YadFLenSkOMsKhcLhgN3sIOvu7k5onlAAQvOE8vHIj2nUoBGPHj4iKCiI/43+H+vXr+f2rdvkDslN165dGTt+LBpNym9648aNfPXlV5z57ww5cuSgdp3arFi1wuQwJDsNSoUSJNiwYQONGjZi2fJlNG7SONngFOdt6ZKlzJwxk4sXLuLt7U39BvX5btp38ojL06dPGTZkGDu27yA2Npa8+fIyavQoevbqKT/vr127xsgRIzly5AhFihZh1g+zqFGzRgYHDTkONOMDnAlZUr6bQqFAiRJPjSdqjfPujkv6Qh88eGBzGCsuLi7T3dBardYq34FKpbJ4GJnx8/MjKCiIS5cucezYMdq1aweYHCmNRsP27dtl2bt37/Lff//JjlLNmjWJioriyJEjsszhw4eJioqSZQTOo9PpmPd/81i9YDV6namHRaHVUiy0OMVCi6PQaq227ZFazsvN1KMRl8GsN1vtO4pep2fF3BVsWbEFvT7zaf+1Ci3F8xSneJ7iaBW2v5dWoaVUvlKUDStrCqLOAlq05PXJS16fvLIuW2XO6HFkX0b6xkR9D0CgkzPesnIunxfZxUZFnJZQ37yE+uZFEZe168rVPA/bkpKS7P6l/S2nJ6vT6TKUdQWxsbEsW7aMwkUKkyuXKXbHx8eHX+f+yqnTp5g6bSrz5s7j/6b/n1xn86bNdH6rMy1atODwscNs/XMrlStXtql/0aJFzJgxgw2bNqQ4SWlISkpiwmcTOHriKCtXryTiWgR9e/eV93824TPOnTvHhj828M9//zBz1kzZVjOfjv+UYR8N48jxIxQtWpQe7/Zw6t6ZXXFJj1LVqlXZtGkTgwebYhjMzpF5FllmaNOmDZMmTaJAgQKULl2akydPMm3aNHr37i3LrFy5kqCgIAoUKMDp06cZOnQo7du3l4O3/fz86NOnDyNGjCBXrlzkzJmTjz/+mLJly8qz4EqWLEnz5s3p168fP/9s6gbt378/rVu3ztSMN8HzxcvL9LCN14p4h+zG2f/URN5J6U1JBPBqDsdNN3FnHSWBwFGmfjPV7r7CRQrzdpe35e0Z38+wcojMFChQgHd6vCNv/zjrR+K1lsOtY8aNccrGzZs2k9PPNKkkLi6OPHnysHb9WrmDYMzYFL3h4eFcuHCBVStX8fHIjwH4evLXvN35bT797FNZrlz5clbtjB87nqVLlzJ79myLSUtp6fVeL/lzoUKFmDZ9Gm/UfIPY2Fhy5MjBzRs3qVChApWrVJZtSsvwj4bTslVLAD6d8CkVylXg8uXLlChRwsGjkr1xiaM0efJkmjdvztmzZ9Hr9fzf//0fZ86c4eDBg+zduzdTumbOnMn48eP54IMPuH//PqGhobz//vt8+mnKRXH37l0++ugj7t27R548eejRo4fVEirff/89arWat99+m/j4eBo1asSCBQssusWXLFnCkCFDZAerbdu2zJo1C0H2xewoiTxK2YsdW93p1TknkpS2B3mL/Ck4t0g2KRDUq1+PmT/MBODJ4yf8PPtn2rZuy76D+wgLC2PN6jXM/L+ZXLlyhdjYWPR6vUUMzT///EPvvr3tqQfg/77/P+Li4pg3bx758uVLV/bUyVNM/GIi//7zL48fP5ZHb27euEnJUiXp/35/urzdhZMnT9K4cWPatmtLzVqWHSBly5aVP4fkCQHgwf0HwlFKTa1atdi/fz/fffcdhQsX5s8//6RSpUocPHjQ4gA6go+PD9OnT5fTAdhiyJAhGSax9PDwYObMmcycOdOuTM6cOVm8eHGm7BO8WGRHSfviZxa9rsTGKNAZUo7/o4dKhg3wR5IUhBfS4+NrOkdGjJxRngGgTkAJmrexH1gtELiCEZ+MsLsvbUjHkOH2nyFpQ0Y++PCDrBmWCm9vb4oUKSJvV6pciaCcQcz7dR4tW7Xk3W7v8umET2nStAm+fr6sXL6S6d9Pl+UdyUj+Ru032LJ5Czt27KBXr1525eLi4mjVohWNmzRm/sL5BAYFcvPGTVq3bC0PLzZv0ZxLVy+xZfMWdu3cRfOmzRkwcABff/u1rCd1/JT52NkKl3lZcVkepbJly7Jw4UJXqRMIbGJewkQMvb0gxk2k4qTCNneVKZ/Ehh0PMc930KKlqI9pgsW8mEt44XjwsUDgDG5ujicSfFaymUWhUKBUKomPj+fAgQMUCCvA6P+lzLo2p9sxU7ZsWXbv2k3PXj3t6qxStQoDPhhA6xatUalUfF3+a5tyF85f4OHDh3z51ZdyupsTx09YyQUFBdGjZw969OzBG7XfYMyoMRaO0quOyxwlo9HI5cuXTQvQpfEk69at66pmBK85Xt6mayujYG7BM2Jrc5vFwbkN/DjvCTYmhQoEglQkJibKufqePHnCTz/+RGxsLK1atyIqOoqbN26yYvkKKlepzJbNW1i/br1F/bHjx9K8aXMKFSpEp86dMOgNbN26VY5hMlOjRg3+7//+jyFDhpA3f16GDR9mZUv+Avlxc3Pjx1k/0u/9fpw5c4avJn1lIfP5hM+pWLkipUqVIikxic2bNr8yQ2qO4hJH6dChQ3Tr1o3r16+TNi2TQqGwmNIqEGQFL08Ro/RCeeoPwMpND6lSPWXmj1ot8gkKBI7w57Y/CcsXBphCTYoXL86y5cuoV78eAEOGDmHYkGEkJibSomULxowdw5dffCnXr1e/HsuWL+OrSV/x7Tff4uvrS+06trPKly9fnu+//56PPvoItVrNh4M/tNgfFBTEr/N+Zfy48fww6wcqVqzIlK+n0LFDR1nGzc2N8WPHcz3iOp6enrxR+w0WLbW/UsGriEscpQEDBlClShU2bdpEnjx5skVmWsGLRaFQkC88H3q9PuV6UKqIbVRP/gxYbdskVT0vU7Z+tHHpX2M228+E7Xny5UFvyHxdAJWkol5CPfmzPZm68XWRJClT+UFsoURJQ31D+bO9Mmf0pN33d1QgOiBXoJGMRiOcscEWWTmXz4vsYqOkUpLQtKH8OTuRnW17Xvw671d+nfdrujKTv57M5K8nW5QNGWoZT9W+Q3vad2hvs/7FK6blO8wjO5UqVeLhk4dyjNb2Xdst5Dt36UznLp0tyhL1KQlgx4wdYzETLzXh4eEWsgD+/v5WZS87LsnM7e3tzT///GMRoPY6EB0djZ+fH6evnyZnQM4XbU62I21mbFdw/IgH3doXIKxgElv+uoLBYLCbTTkr7RsMBmJiYlCpVFZBoGnljEYjPj4+TrWRnv3ZDUmC8Fx50OsVHDsfSZ7Q5xes+SyupbT6s3ouXgYbXwX0SXqiI6PlzNwC2xiNRv775z8AypQvk+597FUlISGBGxE38A3xRe1m2S+UmczcLjly1atX5/LlyxkLCgRZxMvL5NeLobfnT7xWgV5v6i3x9c3y+5VAIBC8FLhk6G3w4MGMGDGCyMhIypYtazFVEKBcOetkWAKBM4hg7hdHVJTJSVKpJLy8haMkEAheD1ziKHXsaAr8Sp09W6FQIEmSCOZ+TdHpdCz+aTESEu26tUOlUqHQailc1rQ8zJXTBwAstiUv29PHU9d7uMu05Ey8VkF6g8a22ncUvU7PmkVrQIImbzbJ9NRgrUJLrWCTvQfuH8BLsv5eWoWWWqEmmZPRJ/HBx0rG4fbQUi6H6WXk39h/8cLLZpkzelLve0PXGTiOr58RR8JwnLHBFlk5l8+L7GKjIk5L7sKmY37vyr9I3tknJUN2tk0gSA+XOErXrl1zhRrBK4attX6U8fHpbtvDLOeZPOtNkhQkJCjSDSjOylpDBn3WnPt4ZcbfyxEZh9tTWOuyVeaMHjOJ0aa5/z5+jh8bZ2ywxcuwblR2sVGpdd115Wqys20CgT1c4iiFhYW5Qo1AkCFmRwlMcUrPMA+cIC3JqQF8/V+djLsCgUCQEVkK9Pjggw+IjY2VtxctWmSx/fTpU1q2bJmVJgQCC1Qq8PAQC+O+EMyOkp9wlAQCwetDlp40P//8M1qtVt4eNGgQ9+/fl7cTExPZtm1bVpoQCKwwB3SLmW/PmWRHyUc4SgKB4DUiS0+atCmYXJCSSSDIENlREj1Kzxezo+QrHCWBQPD6IJ40gpcOOZeSNntmaX5lifIDwDcTwdwCgUBgi2KFizHj/2a8aDMcwmWL4r5O/PDDD/zwww8i7UE6KFAQkjfENBPI7M8olGhrVpM/A1bbtpVZ1nNk6M1m+44bT1BIEAaDAUWmK4NSUlItsZr82Z5M1cSqLlnCRIGCmvqa8md7Zc7oSb0v+HFx7gO+fo71HDtjgz09Tp/L50R2sVFSKkisXVP+nJ3IzrY9D/r27sui30xrpKnVanLmzEmZsmXo3KUzPXr2yHaZs4sVLsb169f5a99fVK9RXS4f8dEI/j31r9VSKK8yWXaUPv30U7yS898kJSUxadIk/PxMb56p45deJQYNGsSgQYPkJUwE1qg1alq+1VJe0gFA8vTg1mrLxRTTbtsibT0vr4yH3my177DtajUNWjWQlzDJLB54sOhx+t/LAw8WPliIwWDAwy9ryzB44smq+FUZljmjJ/W+6o+bsRHI5efYMXHGBltk5Vw+L7KNjZ6ePNqc9WP+TMjOtj0nmjZrypy5czAYDNy/d58/t/3JiOEjWLN6DWvWrUGtzl59Fx4eHowdM5Ydu3e8aFNeKFlyYevWrcuFCxc4efIkJ0+epFatWly9elXevnDhAnXr1nWVrQIBAJ7JQ29i1tvzJfpp8vIlIphbIHAKd3d3QkJCyJs3LxUrVWTUmFGsWrOKbVu38dvC32S5Gzdu0LFDR3L65SQwIJBuXbpx7949AKKiovB08+TE8ROAKTY4JCiEWjVqyfWX/76cggUKAnDnzh083TxZt3YdTRs1xd/HnyqVqnDo4KEM7e3bvy+HDx9my+YtdmWaNGzCiI9GWJS99eZb9O3dV96+f/8+Hdp1wC+HH8WKFGPZ0mVWes6fP0+Dug3w9falfNny7NyxE3e1O+vXr5dlbt++zTtd3yF3YG7yBOehY4eOREREZPg9skqW3Nc9e/a4yAyBwHHErLcXQ3SU6XiLPEqCbEtcnP19ptwijskqleDpmb6st3fm7bNBg4YNKFe+HOvWrqN3n95IkkSnjp3w9vJmx64d6PV6hgwewrtd32X7ru34+flRvkJ59u7dS6XKlTj972kATv97mujoaHx9fdm7dy+169S2aOfT8Z8y5espFClahAnjJ9Dj3R6cvXA23V6ssLAw+r3fj/HjxtOseTOnhwf79u7LrVu32LZ9G25ubnw07COLGfJGo5FOHTuRP39+9h3YR0xMDKNGjrLQodVqadq4KbVr12bn7p2o1CqmfDWFNq3acPzk8UyvoJAZxJNG8EzQ6XQs/WUpG5dtRK8zZSxWaLUUKlODQmVqoNBqrbbtkVbOkVlvttp3FL1Oz/ol69mxfodT2Za1Ci01gmtQI7gGWoXt76VVaHkjzxvUzVcXLVkbotaipax3Wcp6l5V12SpzRk/qff/EXgfAzdex7MrO2GCLrJzL50V2sVERpyV3wbLkLlgWRVz2Cn14Hra5+eW0+6fu1NlCVpMnn33ZVm0tZQsXs5JxJcWLF+f6ddPva+eOnZz+9zQLFy+kUuVKVKtejfkL5vPXX39x7OgxwDSa89fevwDYu3cvDRo2oHSZ0uzftx+Av/b+Rd16lqM5wz8aTstWLSlWrBifTviU69evO7SY/Zj/jSHiWoTNXiBHuHjxItu2bmP2z7OpUbMGlSpXYvac2cSnWpVh+5/buXrlKvMWzKNc+XK8UfsNPp/4uYWeFctXoFQqmf3LbMqULUPJkiWZM3cON2/cZO+evU7Z5ijZa0BU8EqREJ9gVaZ+/CTdbXukljPHKM2bnYsVi/1RKJUoMA0J/Tj/CaXK6O227yiJCYlO1wV4osr4ezki4yiPlY8dKnNGjxnjU9N6dKahN8fesZyxwRZZOZfPi+xio+qRa475syA72/YiMa+LCqYhqHz585E/f355f8lSJfH39+f8+fNUqVqFuvXqsmD+AoxGI3//9TcNGjYgf/78/P3X31SsVJFLFy9Rp04d9EkpTnvZsmXlzyF5QgB4cP8BJUqUSNe2oKAghn80nM8/+5xOb3fK9Hc7f/48arWaylUqy2UlSpTA399f3r548SL58ucjJCRELqtaraqFnhMnTnDl8hVy+eeyKE9ISODq1auZtiszCEdJ8NJRsozJiYnXKi3ilO5Fqti60YNSZWLtVRVkBZGZW5DNSYpKxxFLE2Svu3vLvmyaISbdlYtZMStDzp8/T3h4OGDpNKUmdXmdunWIiYnh5ImT7N+3n88+/4x8+fPxzeRvKF+hPMHBwZQoWYL//vlPrq/RaOTPZj1Go2O/5aHDh/Lz7J+Z/dNsq31KpdIqh6JOp7OwO3WbtrD3nVNjNBqpVKkSCxYtsNoXFBSUbt2sIhwlwUtHu44xVKqSQFSUhNFgJIdPDub/7MuKJV5ER4vR5GdBYoICEk3xHZlZFFcgeK5kJm7oWclmkt27dvPf6f8YMnQIACVLluTmjZvcvHlT7lU6d/YcUVFRcu+POU7ppx9/QqFQULJUSfKE5qHbqW5s3rSZOnXruNTGHDlyMGbsGL784ktatW5lsS8wKJDIu5HytsFg4OyZs9SrXw8w9R7p9XqOHzsu9xJduHCBp0+fynWKFy/OzRs3uXfvHrlz5waQhxnNVKxYkVUrVhEcHIyvr69Lv19GiKeK4KUkf5iOkqUTKVE6gdJldYQXMnUxx0S/fvlZngfmQG6UBrxziAz8AoEzJCYmEhkZye3btzl54iRfT/6at958i5atWvJu93cBaNS4EWXLlaVX916cPHGSo0eO0vu93tStW9di+Kpu3bosXbKUOnXroFAoCAgIoGSpkqxcsdIqPskV9O3XF18/X5b/vtyivH6D+mzZvIXNmzZz/vx5Bn842MoJatqsKQMHDOTI4SOcOH6Cgf0H4pkqWL5xk8YUKlyIPu/14fS/pzmw/wATxk8AUnqiunbrSq7AXLzV4S32/b2Pa9eu8dfev/ho+EfcupVO76ALcJmj9PTpU/78808WL17Mb7/9ZvEnEDxr/JKHg0SP0rMhxnxc/aLSjkoIBAIH+XPbn4TlC6NY4WK0adWGPXv2MG36NFavXS3n31IoFKxcvRL/AH8aNWhEi2YtKFiwIIuXLbbQVa9+PQwGg4VTVKduHVPZM0jLo9Fo+Ozzz0hIsIzF6/VeL97t8S593utDk4ZNKBheUO5NMjNn7hzy5ctH44aN6dypM3369SE4OFjer1KpWLl6JXGxcdSqUYsB7w9g9P9GA+DhburJ9vLyYufuneQvkJ/OnTpTvkx5+vfrT3x8/DPvYXLJ0NvGjRt55513iIuLw8fHx2KsUaFQ0KNHD1c0IxDYxcfX1Msh93wIXEr00xRHSSAQZJ5f5/3Kr/N+dUi2QIECrF67Ol2ZVq1bkai3nHQyddpUpk6bCqTEH4WGhhKfFG8xtd/f39+qblou2ojL6tylM527pJk9qNEwc9ZMZs6aaVdXSEgI6zassyh75913LLZLlCjB7r92y9sH9h8AoHCRwhZ65s6fm67dzwKXOEojRoygd+/efPXVV3KWbsHrjQIFgcGBpmVeUi1hklC+jPwZsNq2rcy6XlrMAcYxUSlLeFi177jxBAQGYDQYnV7CpExSGflzejKuWsKkvKG8/NlemTN6zMREmd52PfwTUaCxqptZfZkhS+fyOZFdbJSUCpIqlpc/Zyeys22CF8/6devx9vamSNEiXLl8hREfjaBWrVoULlw448rPGIWUNlzdCby9vTl9+jSFChVyhU0vDeYlTE5fP03OANfm1XgVMBgM8pIOz2JZB4PBgMFgwM/Pj2OHPXmzeSDhhfTsP3U/y+0bDAZ5CZP0kqwZDAaMRiM+Pj5OtWG2PzstzZGUBN9+6UPknRSbbt9ScfiAOzXrJLJq06PnbtPzvJac1f8y2PgqoE/SEx0ZTYHwAnh4ZG35n1cZo9Eoz3orU75MtltLLi2LFy3mq0lfcevmLQIDA2nYqCFff/s1uXLlyriyHRISErgRcQPfEF/Ubpb9Qo+fPKZsWFmioqIyHLpzSY9Ss2bNOHbs2GvnKAmyD3KPkgjmzjI7tnrw43Qfm/vy5hMz3gQCget5t/u7ckB7dsMljlKrVq0YOXIkZ8+epWzZshb5GgDatm1rp6ZA4Bp8k2OUYqKVSBJkkJJDkA5n/jX9fqvVTKRFm5TATTc3iVbts0dSRYFAIHheuMRR6tevHwBffPGF1T6FQmEatxe8Vuh1elYuWInRaKT5W81RqVQotPGE1zfl4IjYswnAYlvy8rSpK209W3I+vqYepaQkBQkJoFFbt++w7Xo9m1ZsQjJK1G9VH6Vb5rqs44mnVZDJ3k0PNuGJtb3xxNMypCUAu2N3k4McmWojra763vUB2BO3B088bZY5qufhhTlAc1q1S6DvB3EW+35yQl9mbLCFrWspu5FdbFRo4wmqVh+AB0f22P1NvQiys20CQXq4xFFyNLun4PVBQiI2Jta8IZdqbt0mdWHabXvaMpLL4SOhUEhIkoKYaCUBOW2177DxaGO18vfILJJC4rb6tvzZlgpJIXFHfcfpNix0IXFLectCl60yh/X8VwSAEqV11vuc0ZeJOvb0OH0unxPZxkZJQn3jlvw5W5GdbRMI0iHbRXfp9XrGjRtHwYIF8fT0pFChQnzxxRcWzlhsbCwffvgh+fLlw9PTk5IlS/LTTz9Z6Lly5QodOnQgKCgIX19f3n77be7du2ch8+TJE7p3746fnx9+fn50797dIlGW4OVBqUyVIkDEKTlPnBdcNcUaliydPRegFQgEgueJyxylvXv30qZNG4oUKULRokVp27Ytf//9d6b1fP3118yePZtZs2Zx7tw5vvnmG7799ltmzkzJ0TB8+HC2bt3K4sWLOXfuHMOHD2fw4MGsX78egLi4OJo2bYpCoWDXrl3s37+fpKQk2rRpY+FwdevWjVOnTrF161a2bt3KqVOn6N69e9YPhuCFYA7olnP+CDLPmdIgKQkM1pMrUPQUCwQCgUueKIsXL6Zx48Z4eXkxZMgQPvzwQzw9PWnUqBFLly7NlK6DBw/Srl07WrVqRXh4OG+99RZNmzbl2LFjFjI9e/akfv36hIeH079/f8qXLy/L7N+/n4iICBYsWEDZsmUpW7Ys8+fP5+jRo+zatQuAc+fOsXXrVn799Vdq1qxJzZo1mTNnDn/88QcXLlxwxWERPGd8UgV0C5zktGmF8WKlk16wIQKBQJA9cEmM0qRJk/jmm28YPny4XDZ06FCmTZvGxIkT6datm8O6ateuzezZs7l48SLFihXjn3/+Yd++fUyfPt1CZsOGDfTu3ZvQ0FD27NnDxYsX+b//+z/AtJ6OQqHA3d1druPh4YFSqWTfvn00btyYgwcP4ufnR/Xq1WWZGjVq4Ofnx4EDByhevLiVbYmJiSQmpmQzjY6OBkBv1KMz6KzkX2dSHw+dUYfSqERhtCyzkDfqkIy2j2HaemY5g9GAwWhAZ9BhxIiPrwHQ8PiJ0Wb7jqI36i0+K4z2h/KMRiNGoxGdUYdRYeqB0Sks29ZJ1t/LQsagQ4fz10/qumZdtsoc0pPsKBUtGW95DJ3Vl8k6NvVk4Vw6StprKbNkFxsVBstjLmWj+5KrbNMb9KaYNwmrVesFKaQ+NpIkZelYRUREUKJoCQ4fPUz5CuVdYd7zQTLFD5quN8vvn/o+nxEucZSuXr1KmzZtrMrbtm3L//73v0zpGjVqlLxKskqlwmAwMGnSJLp27SrLzJgxg379+pEvXz7UajVKpZJff/2V2rVrAyaHx9vbm1GjRvHVV18hSRKjRo3CaDRy9+5dACIjIy3WmjETHBxMZGSkVTnA5MmT+fzzz63KjZIxw3Twrxt6fcpFmGhIBD0o9Sm9FEl6yx6LJH0SRr3tmUJp65nlDEYDRr2RREMiKkmFt4+pzSdPjRb6ze07Y3uSIcnqB5Yao8GIwWhAY9Cgkkx2JSks7TWXpya1TKIhETfJzXED05BIyrWXqE9EhcpmWVruRao4uNcLY7IjmIQCdjcAoGDxOItr2hF9jtjlDLauJVeT9lrKLNnFRoXe8phLdn5TLwJX2WYwGOQH/8vkKDVt3JRy5cvx3dTvLMo3rN9A506diU+Kd1r39YjrlChWgqCgIM6cP4OPj498bLp160antzsxfsJ4541PPswv2zE325tkSMKgt5x9b5QcfyFyiaOUP39+du7cSZEiRSzKd+7cSf78+TOla/ny5SxevJilS5dSunRpTp06xbBhwwgNDaVnz56AyVE6dOgQGzZsICwsjL/++osPPviAPHny0LhxY4KCgli5ciUDBw5kxowZKJVKunbtSqVKlSym7SpsJNuRJMlmOcCYMWP46KOP5O3o6Gjy589PmH/YM1+U72VDp9ORKzAXRoORMN8wUwZdjRZ9CVNPXQG/MADLbXvL36StlyxnMBjQ6/UE+AegUqnIE2g6txpdIOEBPtbtZ8L2gJymJUzy++bHzc2+EyNnS/ZNyZasRUtxg8neMN8wvLD+Xlq0FNcXR0KioH9BfFS2Ezw6ghYtJaWSABQMKIgXXjbL0tKng4p9+9L2fBQAoH6NAAoGpBwzR/Q5Ypcz2LyWXEzaa+mltdFdi1TKdMzDcxa0/5t6EbjItoSEBG4+uYlGrcFN7fwLxvNGqVCiUqisbFarTI/hrHwXjdqU+ywmJoaZ02fy2eefWcTjqpTW7Tqj/2U75ka1EbVSTT7ffFa/yWhVtMN6XLbW25AhQzh16hS1atVCoVCwb98+FixYIA+HOcrIkSMZPXo0Xbp0AaBs2bJcv36dyZMn07NnT+Lj4/nf//7H2rVradXKlKumXLlynDp1iu+++47GjRsD0LRpU65cucLDhw9Rq9X4+/sTEhJCwYIFAdPiemlnwQE8ePCA3Llz27TN3d3dYjjPjEalQaNybP2r1wWNSsPAAQN58uQJarXadGP38SP+yFHT/mS5tNs2sVEPQIkShaRAo9KgUqnIGWAqj4lW4eXhZd1+Jmzv0b0HUVFRco+lPZSSEqWklG0A8MOPo1qTvfY6Ufzw41DsIfR6PX4BWVuSwg8/znLWoj1bZWk5m7y7Xj3w9k4pL1MG6lb1sUja6Yg+R+xyBpvXkotJey29tDb6+MEZ0zHPdnckF9lmUBlQKBQoFUqU6a0RmQ0x250a87b5/88++4x169YxcOBAvvzySx49ekSrVq2YM2cO/v7+NvWa6w4ePJjvv/+eDz/80GrpD7OMQqFg7dq1tG/fXt7n7+/P9OnT6dWrFwBHjhzh/fff59y5c5QpU4axY8fKOsx6NmzYwIgRI7h16xY1atSgV69e9OrViydPnsh2HjhwgNGjR3P06FECAwPp0KEDkydPxjv1DecZolQoUSgUNp/RmXlmu8RRGjhwICEhIUydOpUVK1YAULJkSZYvX067du0ypUur1Vo9mFQqlewd63Q6dDpdujKpCQwMBGDXrl3cv39fzhJes2ZNoqKiOHLkCNWqVQPg8OHDREVFUatWrUzZLMge+PmZ/o8SC9xnSEICPH5s+rxmDeQUSxUKXgHiiLO7T4UKDzwcklWitEiQakvWm2f3sL98+TIrVqxg48aNREdH06dPHwYNGsSSJUvSrde1a1e2b9/OF198kelOCjNxcXG0bt2ahg0bsnjxYq5du8bQoUMtZCIiInjrrbcYOnQoffv25eTJk3z88ccWMqdPn6ZZs2ZMnDiRuXPn8uDBAz788EM+/PBD5s+f75RtLwqXOEoAHTp0oEOHDlnW06ZNGyZNmkSBAgUoXbo0J0+eZNq0afTu3RsAX19f6tWrx8iRI/H09CQsLIy9e/fy22+/MW3aNFnP/PnzKVmyJEFBQRw8eJChQ4cyfPhwOUi7ZMmSNG/enH79+vHzzz8D0L9/f1q3bm0zkFuQ/TG/bIlUWBmTHKqHhwcEBLxYWwQCV5FehvuWtGQTm+TtYILRorUpW4967GGPvB1OOA95aCGT1USx6ZGQkMDChQvJly8fADNnzqRVq1ZMnTqVkJAQu/UUCgVTpkyhTZs2DBkyxKm2lyxZgsFgYN68eXh5eVG6dGlu3brFwIEDZZnZs2dTvHhxvv32WwCKFy/Of//9x6RJk2SZb7/9lm7dujFs2DAAihYtyowZM6hXrx4//fTTS7WgsUv6LQsVKsSjR9Yrij99+jTTC+XOnDmTt956iw8++ICSJUvy8ccf8/777zNx4kRZ5vfff6dq1aq88847lCpViilTpjBp0iQGDBggy1y4cIH27dtTsmRJvvjiC8aOHct331kG0S1ZsoSyZcvStGlTmjZtSrly5Vi0aFEmv73AFjqdjtmzZ7N06VJ0uuTZLVotXtWq4VWtGmi11tv2cFAudY+SzfYzYfuiRYtYt26dRZCuo2jRUs2rGtW8qtm9EWvRUtOnJrX9a9uVyUx7pZP/mXXZKkvN7eRE56GhKevipVcnI32O2uUMWTmXz4tsY6NWC6VLm/7S+029CLKzbdmMAgUKyE4SmEZAjEajQ6lrmjVrRu3atZkwYYJTbZ87d47y5cvjlSqGrGbNmhYyFy5coGrVqhZl5pEZM8ePH2fBggXkyJFD/mvWrBlGo5Fr1645ZduLwiU9ShERETbXc0tMTOS2+Y7sID4+PkyfPt0iHUBaQkJCMuy6mzJlClOmTElXJmfOnCxevDhT9gkcQ5IkHj58mLYQ1fnz8mfAatuOMofkUjtKNtvPBI+Tx6WcmeEhIXFedV7+nKFMOrPqHG3PHAuUegmTtGWpuWNaPYW8edPX48i+zNjlDFk9l8+DbGOjJKUEn2W32UnPwbZYYu3uSzvr8j737coq0/QhRBCRJbvANBoSZSMu4OnTpxlOBjJPMLI30SgtU6ZMoWbNmrRu3dqmrrT3tdTOvSP3PFuTntLWMxqNvP/++zZ7tgoUKJBhG9mJLDlKGzZskD9v27YNP/OTCtMMjZ07dxIeHp6VJgQChxFDb46TukdJIHhVyEzc0LOStUeJEiXYsmWLVfnRo0etwj1u3LjBnTt3CE3+gR48eBClUkmxYsUcaqtatWp06NCBWbNmWe0LCgqS0+QAXLp0CW2qHr5SpUqxaNEi4uPj8fQ0xWkdOnTI6rts3rzZoix1UmiASpUqcebMGavZ8C8jWXKUzFHzCoVCnrpvRqPREB4eztSpU7PShEDgMCKY23HMPUrCURIIng8ffPABs2bNYtCgQfTv3x9PT0+2b9/O3LlzrUI+PDw86NmzJ9999x3R0dEMGTKEt99+O934pLRMnDiRsmXLolZbPuYbNmzIrFmzqFGjBkajkVGjRqHRpMwA69atG2PHjqVPnz6MGzeOiIgIq7CV999/n2nTpjFq1Cj69OnDqVOnWLBgAZDS6zVq1Chq1KjBoEGD6NevH97e3pw7d47t27dbLEn2MpClGCVzVuICBQpw//59edtoNJKYmMiFCxdsdv0JBM8Cc4+ScJQyxtyjlHroTSAQPDvCw8P5+++/uXLlCk2bNqVq1aosWLCABQsW0KlTJwvZIkWK8Oabb9KyZUuaNm1KmTJl+PHHHzPVXrFixWjbtq3FahIAU6dOJX/+/NStW5du3brx8ccfW8Qj5ciRg40bN3L27FkqVqzI2LFj+frrry10FCxYkFWrVrFmzRrKlSvHTz/9JKcQMKfQKVeuHHv37uXSpUvUqVOHihUrMn78ePLkyZOp75EdcEmM0ssWmCV4NUndo2QjU4QgFaJHSSB4/lSuXJmtW7c6JDtw4ECLmWbpER4ebjO26H//+x//+9//qFixolwWGhrKtm3bLOSepolXqFGjBqdOnbIoS6u/bdu2crodMC1lli+fZWLHqlWr8ueffzr0HbIzLksPsHfvXr777jvOnTuHQqGgZMmSjBw5kjp16riqCYEgXcw9SpIELVuquXHjHQD27PGjaVMjH36YPWdMuQyDEgPIf6AEpRFsxH/aCuYWCAQCR/nxxx+pWrUquXLlYv/+/Xz77bd8+OGHL9qsZ4JLHKXFixfz3nvv8eabbzJkyBAkSeLAgQM0atSIBQsWZGpRXMGrgUKhwM/PzzIJqEKB0TzbIXkcO+22HWUOyXl4mHpI7tyB3buVgCmI8MoV2LtX4r33dDiaENbHxwej0ejwLBMLc1FQwFhA/mxPJr8xP0j2ZTLTnnfv5cTNf5uU6RTegAG3iv+RdFCBd6qE8pJkO5hbgYIwwmzand6+9OzKbB2bemxdS9mMbGOjQgFhYSmfsxPZ2TZBprl06RJffvkljx8/pkCBAowYMYIxY8a8aLOeCQrJBSvclSxZkv79+zN8+HCL8mnTpjFnzhzOnTuX1SayJdHR0fj5+REVFSXWerOBwWB4pks6yGtfBaSsfXXlChw8aNpvNBqJi4tj9OgcREcrOHgwjtKlHXuQGQwGh5Ywkdd688v8MiS27HcGg8G0bFZSku39q1ZBx44p21FRKb1vcXHZazkwe7yIa8kZHdndxleBhIQErl27RsGCBV+qpIXPG4PBwMmTJwGoWLHia3nNpHetZOb57ZKEk1evXqVNmzZW5W3bthXxS4LnSuHC8O67pr933pHo1CmRwoVNA1HXrr1c60I5yq1bJidJo4H79+HhQ9Ofef3mhQst5c29Sf7+L4eTJBAIBC8Slzw58ufPz86dO63Kd+7cSf78+V3RhEDgNOHhpl6ka9deze7+S5dM/xcqBEFBkCuX6a9PH1P5li0mB8qMCOQWCAQCx3FJjNKIESMYMmQIp06dolatWigUCvbt28eCBQucXphP8HKj0+mYP38+BoOBTp06mbp94+Pxat4cAG3yzA+LbU9P28rS1rMnZ6f9sLCegBtXrzr2XqDT6Vi+fDkGg4E2bdrg5ubmUD3ZXOJp7mWyd6t2q8XimhYyOZojSRJ/83e6a1RlxJlLSYAbkUX/Jp4qeOJJPPH0LFUXryoL0R4rRa9eULSoSf7iRdP/aQO544mnLnUB+Iu/LOxOb589nKljC5vXUjYj29gYHw91Tcecv/5y6Lfy3MjOtgkE6eASR2ngwIGEhIQwdepUVqxYAZjilpYvX067du1c0YTgJUOSJDn7qxwGZzSiSh4zN8/fT7ttExv1MtN+eHjmh97uJ3fBOBPCZ8TISdVJ+bNdGXWyjCFrAcBXLpt6yqKKHsVIJVn/MY5Bzx/h2Cy2bDH1LKWmcGFrm45xzKbd6e2zhzN1bGHzWspmZBsbjUYwZ0h+0YHlacnOtgkE6eCy9AAdOnSgQ4cOrlInELgMZxyll4krl5KHFItest7Z/xcmJ00l5pG7RbGHR8rQnEAgEAjs4zJHCSApKUnO0J2al20BPMGrhdlRunlTgV4Papde9S+ey5eSHcAil613uukY/JEeb9yt9wkEAoEgQ1zyyLh06RK9e/fmwIEDFuXmFYYNBoMrmhEInCIkxIi7u0RiooKbNxUULJg9h2+cwWCAiKvp9CgJBAKBIEu4ZCyiV69eKJVK/vjjD44fP86JEyc4ceIEJ0+e5MSJE65oIlvxww8/UKpUKapWrfqiTRE4gFKZeubbqzX8dvMmJCUpwC0R8t980eYIBAI79OrVC4VCgUKhQKPRkDt3bpo0acK8efPsJipt2rQpKpWKQ4cO2dx/4MABWrZsSUBAAB4eHpQtW5apU6c61Dlx8+ZN+vTpQ2hoKG5uboSFhTF06FAePXqUpe/5KuKSp8apU6f4+eefadGiBRUqVKB8+fIWf68agwYN4uzZsxw9evRFmyJwEHMv0qvmKJlTA1D4CqhEgKxAkJ1p3rw5d+/eJSIigi1bttCgQQOGDh1K69at0ev1FrI3btzg4MGDfPjhh8ydO9dK19q1a6lXrx758uVj9+7dnD9/nqFDhzJp0iS6dOmS7qSCq1evUqVKFS5evMiyZcu4fPkys2fPZufOndSsWZPHjx+7/Lu/zLhk6K1UqVI8fPjQFaoErxBeXl5Wb0rGXLnS3baHo3L22i9Y0PT/d9+5sWyZRpbx9paYPDmRUqUs7fT09MzSchS5jBnb64iMmV9/hcOHrcvNU/3ditzAl0CLfYFpth0hvTqu1pcZbF1L2Y1sY2Oga475MyE72/YccHd3JyQkBIC8efNSqVIlatSoIS/31bdvX1l2/vz5tG7dmoEDB1KtWjWmT5+Od/IaTHFxcfTr14+2bdvyyy+/yHX69u1L7ty5adu2LW+++SZFzTlB0jBo0CDc3Nz4888/8UxO01CgQAEqVqxI4cKFGTt2LD/99BNgWnC3f//+XL58mZUrVxIQEMC4cePo37//MzlG2RGnlzCJjo6WPx87doxx48bx1VdfUbZsWTQajYXsq7q8h1jCJH1e9JIOqdtftcqdfv1s5215//0kvv020apudlnC5Nw5KFUqfV3/+x9MmpSp5l8qXvS15KiO7G7jq4CtZSkkSUKr1T53W7y8vBxeD7JXr148ffqUdevWWe2rUKECoaGhbN68GTB9n4IFC/LDDz/QqlUrqlSpwqBBg3jvvfcAU2/Sm2++yYEDB6hZs6aVvuLFi1OiRAnGjx8PWC5h8vjxYwIDA5k0aZLNtdn69+/PqlWrePToEQqFgvDwcGJiYpg4cSJNmzZl1apVjB07ljNnzlCiRAmHvvuLwlVLmDjdo+Tv729xgUiSRKNGjSxkRDC3ILvQqZOevHm1PH2acs3u2qXi11/duHUre2fsXrLE9H+lSvDmm9b7vb2hZ8/na5NAkJ3QarXkyOF80lZniY2NlXt5skKJEiX4999/5e0dO3ag1Wpp1qwZAO+++y5z586VHaWLyV3JJUuWtKvv0iXbkzsuXbqEJEl265YsWZInT57w4MEDgoODAWjZsiUffPABAKNGjeL7779nz5492d5RchVOO0q7d+92pR0CwTNFqYTatS0ddrVaSnaUnl/cUkICtGzpxZkzlm0qldCjB8yaZfpsRpJSHKVPPoHOnZ+bqQKB4Dlh7lQwM3fuXDp37ow6OZdJ165dGTlyJBcuXKB48eIW9ezpy+yKAml1pranXLly8meFQkFISIiclPd1wGlHqV69eq60Q/CKodPpWLx4MXq9ng4dOshLmHgmL2Mfv3o1gOV2OkuYOCSXUftpyJ/fdEO4eVNhVXfNmjXo9XpatGjh1BImHT1N9q6OX22xdMf+/SqOHbM9bPLTT+DnBxMmpJQdOgQREZAjB9hYd1purwUtANjCFnkJk7Rljthtr46r9WUGR87liybb2BgfDy1Mx5wtW7LXMiHP0DYvLy9iY2Ndpi8z7bqCc+fOUbBgQcA0NLZu3Tp0Op0cJwSmodd58+bx9ddfy7FH586do1atWlb6zp8/b3ciVZEiRVAoFJw9e5b27dvbrBsQEEBgqniytOE0CoUie8TjPSeyFMyt1WoZOXKkfFIbN27MjBkzLA6w4PVEkiRu3LghfwbAaES9b5/8GbDatomNek61n4Z8+Uy6Hj9WotVC6nve7du3062bHkaM7FPvkz+n5sAB0wO0dfsE/phuejM8bfiPQ7t86NcPpkwx/aWlY0dL+9K2t5e9Fu3ZKnPEbnt1XK0vMzhyLl802cZGoxH27k35nJ14hrYpFAqXDIG9CHbt2sXp06cZPnw4AEuWLCFfvnxWsUw7d+5k8uTJTJo0iWbNmpEzZ06mTp1q5Sht2LCBS5cuMXXqVJvt5cqViyZNmvDjjz8yfPhwOZgbIDIykiVLltCjRw+HY69eB7I05jBhwgQWLFhAq1at6NKlC9u3b2fgwIGusk0geKb4+YGvr+mhdvv287kpHDxocpTqNkiEsBsQdoMCYRJ9+8JXX0GaFzfA9OI9aNBzMU8gEDxDEhMTiYyM5Pbt25w4cYKvvvqKdu3a0bp1a3r06AGYht3eeustypQpY/HXu3dvnj59yqZNm/D29ubnn39m/fr19O/fn3///ZeIiAjmzp1Lr1696Nu3Ly1btrRrx6xZs0hMTKRZs2b89ddf3Lx5k61bt9KkSRPy5s3LpFd5ZogTZKlHac2aNcydO5cuXboApoCzN954A4PBkC27xwWCtOTNayQ6WsXNm0qKFn22kw4SE5GH3Wq8kWS1f8wYGD4cdDrLcnd3cDLcQCAQZCO2bt1Knjx5UKvVBAQEUL58eWbMmEHPnj1RKpUcP36cf/75hzlz5ljV9fHxoWnTpsydO5d27drx1ltvsXv3biZNmkSdOnXkmehTpkxh1KhR6U6iKlq0KMeOHeOzzz6jc+fOPHr0iJCQENq3b8+ECRPImTPnMzsGLyNZcpRu3rxJnTp15O1q1aqhVqu5c+cO+fPnz7JxAsGzJl8+iXPnSA7ofraO0qlTShISFAQGGilixynz8DD9CQSCV4sFCxawYMGCdGUqV66c7tDthg0bLLbr1KnD1q1bAdNU+Hbt2rFw4UJ69+6dobMTFhbG/PnzM7Q7IiLCquzUqVMZ1nuVyNLQm8FgsAp0VavVVhlGBYLsSv78pliJtAHdWUYCbody87qK69cVXL+uYNs203tJzZoGxPC/QCBwJR4eHqxfv54ePXrw119/vWhzXimy1KMkSRK9evXC3T1lZfKEhAQGDBhgEVi3Zs2arDQjEDwz8uUzvb25PEXAuC/hq7FUs7GrZk2RV0wgELgeDw8PRo8eDSDyF7qQLDlKPW1kuXv33XezolLwCqHRaKy6kaU0U7fSbtvDUbmM2k+LeeZb2qST5vwlzpCUBMweAICHh2SRFyk4WKJ9e1OPq5fkmqnFAF5Y67JV5oyeZ6UvMzhyLl802cZGF01ZfyZkZ9sEAjs4vYSJQCxhkhEvekkHR9rfv19FixZeFCpk5NSpOIu6zi5hsnmzii5dvMid28j583HY++piSQrHedHXkqM6sruNrwLpLUshSMFgMHDy5EnAcgmT14kXvoSJQPAqYO5Run1bgSRhM3ZIkiA21rQ/NR4ekk0naMUK0xz/t97S23WSBAJB1hDv+IKMcNU1IhwlwWtNaKiEQiGRmKigcWMvVCrTD0uSwGDwQK9Xcu2amqgo614lNzeJN95IoFAhHe7ubigUJpnNm00/q86ddVZ1BAJB1jBnidZqtRbJEgWCtJgXSk6bWTyzZDtHSa/X89lnn7FkyRIiIyPJkycPvXr1Yty4cfIQSGxsLKNHj2bdunU8evSI8PBwhgz5//buPC6qcv8D+GcYYACBQUAYcAG0XLHcboa5l6bmzbISswxvpVm3FJc0ra5aKdLidUvNMu1muZTZz8zMJdfADcVETdNwhwjEAWUZmHl+f+AcGJmBGWCcM+Pn/XrNq+bMs3znzGHm63Oe85wxJotdZmZm4vXXX8fWrVuRn5+PFi1aYOrUqXjyySelMrm5uRgzZox0yeWjjz6KBQsWICAg4La+Z1dUWlqKNWvWoKSkBAMHDiwb9i0qgvfNOWyFK1cCgOlzS8Pot9azYrjdbP9meHgArVsbcPy4EgcP3lqm6j8PnU6BHTu8sWNH5S/req3P4937R+GropXwQuV4i1CEZ+o9AyEEvsf3qIearypchCI8gZu3TME6eMHL7LaatGPNazVpzxbWfpaOJJsYi4rKlnEHgHXr5LXWRB3FplQqERAQIN1rzMfHh6tIm1FxMndRUZEs/27sRQiBgoICZGVlISAgoNbvXXaJUmJiIpYsWYIvvvgCbdq0waFDh/Cvf/0LarUaY8eOBQCMGzcOO3bswMqVKxEZGYktW7bglVdeQXh4OAYNGgQAGD58OLRaLTZs2IDg4GB8/fXXiI2NxaFDh9C+fXsAwLBhw3Dp0iVpHYpRo0Zh+PDh+OGHHxzz5l2IwWDAmTNnAFQY/tTr4b5li/T/ACo9N8tMvRr1b8H33xfiwIHyP6TS0lJs2rQJANC7dy80bapAVFQpbp3ffe6cO7Zu9cDVqwqoVCq4uZV9WZe6lWD+cwOx1SMN+iLz8eqhx1aPrTffUu2uTtFDj03YJP2/pW01acea12rSni1s+SwdRTYx6vXAzWPX2r+V26YOY9NoNABwR92Y1VYGgwHZ2dkAytZCqmqupasKCAiQjpXakF2ilJycjEGDBuGRRx4BAERGRmLVqlU4dOiQSZm4uDj07NkTQFmC88knn+DQoUNSopScnIzFixfjvvvKLtB+66238N///heHDx9G+/btcfLkSWzevBn79u1D586dAQCffvopYmJiKt2hmVxbaKjAP/9ZvvZXSUkJ0tN/BwD07dvZZPmLipo3L0WzZsWVJnPfwA3M90uzf+BEdyiFQoGwsDCEhISg5Nal7AlA2Wkn4+/o4cOH6+wGvs7Cw8OjzkbRZJcode3aFUuWLMHp06fRvHlzHD16FHv37sXcuXNNymzYsAHPP/88wsPDsXPnTpw+fRrz5s0zKbNmzRo88sgjCAgIwNq1a1FcXCwlV8nJyVCr1VKSBAD3338/1Go1kpKSzCZKxcXFKC4ulp4bl4wnIqLbT6lU3lGnlGyh1+tx/vx5AIBKpeIVgrUgu0Rp8uTJ0Gq1aNmyJZRKJfR6PWbOnImnn35aKjN//nyMHDkSjRo1ki7f/uyzz9C1a1epzJo1axAbG4ugoCC4u7vDx8cH69evR7NmzQCUzWEKCQmp1H9ISAgyMzPNxpaQkIAZM2bU8TsmIiIiuZJdorRmzRqsXLkSX3/9Ndq0aYPU1FTEx8cjPDxcWuBy/vz52LdvHzZs2ICIiAjs3r0br7zyCsLCwvDQQw8BKDvVlpubi23btiE4OBjff/89nnrqKezZswdt27YFALMTAIUQFicGTpkyBePHj5ee5+Xl8Z52RERELkx2idLrr7+ON954A0OHDgUAtG3bFufPn0dCQgLi4uJQWFiIqVOnYv369dL513vuuQepqan48MMP8dBDD+Hs2bNYuHAh0tLS0KZNGwDAvffeiz179uDjjz/GkiVLoNFo8Ndff1Xq/++//0ZoaKjZ2FQqlcX5KkREROR6ZJcoFRQUVJqdr1QqYTCULQxYUlKCkpKSKssY106oqkxMTAy0Wi0OHDggTfjev38/tFotunTpYlWsxqtbOFepMp1Oh6KiIgCAVqtFYWEhUFAA4/VA165dAwDT5zqd+cZurXeznMFggBDC7DwFs/1bqbS0VKqbm5tb6cbPFRljEEJIx1sBCqQ3du3aNehQ+X1VLJOnzwNqMc3iBspXFM9DHvTQm91Wk3asea0m7dmiNp+ltao6lqwhmxhvlO9z5OXJ68o3Ocfmgm5U2N95eXm899stjL/bVl2lKmQmLi5ONGzYUGzcuFGkp6eL7777TgQHB4tJkyZJZXr06CHatGkjduzYIf7880+xfPly4eXlJRYtWiSEEEKn04m77rpLdOvWTezfv1+cOXNGfPjhh0KhUIgff/xRaqdfv37innvuEcnJySI5OVm0bdtWDBw40OpYL168KFD2c8cHH3zwwQcffDjZ4+LFi9X+1svuXm/5+fl4++23sX79emRlZSE8PBxPP/00/vOf/0j/ss/MzMSUKVOwZcsWXL16FRERERg1ahTGjRsnzS/6448/8MYbb2Dv3r24fv067rrrLkycOBHDhw+X+rp69WqlBScXLlxo9YKTBoMBV65cgZ+fn1MveGaca3Xx4kXes64WuB/rBvdj7XEf1g3ux7ohx/0ohEB+fj7Cw8OrXWNKdokS3X68uW/d4H6sG9yPtcd9WDe4H+uGs+/HO2+pTiIiIiIrMVEiIiIisoCJEkGlUmHatGlc+qCWuB/rBvdj7XEf1g3ux7rh7PuRc5SIiIiILOCIEhEREZEFTJSIiIiILGCiRERERGQBEyUiIiIiC5goEREREVnARImIiIjIAiZKRERERBYwUSIiIiKygIkSERERkQVMlIiIiIgsYKJEREREZAETJSIiIiILmCgRERERWcBEiYiIiMgCJkpEREREFjBRIiIiIrKAiRIRERGRBUyUiIiIiCxgokRERERkARMlIiIiIguYKBERERFZwESJiIiIyAImSkREREQWMFEiIiIisoCJEhEREZEFTJSIiIiILHB3dADOzGAw4MqVK/Dz84NCoXB0OERERGQFIQTy8/MRHh4ON7eqx4yYKNXClStX0LhxY0eHQURERDVw8eJFNGrUqMoyTJRqwc/PD0DZjvb393dwNERERGSNvLw8NG7cWPodrwoTpVownm7z9/dnonQLvUHgQPpVZOUXIcTPC/dFBQKAybaOEfWRcj7XpIzSrfIpTHNtmStHrskZPn+5xCiXOMyRc2x057Jm2ozdE6VFixbhgw8+QEZGBtq0aYO5c+eiW7duFsvv2rUL48ePx/HjxxEeHo5JkyZh9OjRJmXWrVuHt99+G2fPnkWzZs0wc+ZMPP7449Lru3fvxgcffICUlBRkZGRg/fr1eOyxx0zaEEJgxowZWLp0KXJzc9G5c2d8/PHHaNOmTZ2+/zvR5rQMzPjhBDK0RdK2AB8PAMC1ghJpm5sCMIjyemFqL0z7Z2v0iw6rsi1z5cg1OcPnL5cY5RKHOXKOjag6dr3qbc2aNYiPj8ebb76JI0eOoFu3bujfvz8uXLhgtnx6ejoGDBiAbt264ciRI5g6dSrGjBmDdevWSWWSk5MRGxuL4cOH4+jRoxg+fDiGDBmC/fv3S2Vu3LiBe++9FwsXLrQY2/vvv485c+Zg4cKFOHjwIDQaDfr06YP8/Py62wF3oM1pGXh55WGTL0SgLEGqmCQBpkkSAGRqi/DyysPYnJZRZVu3liPX5Ayfv1xilEsc5sg5NiJrKIQQovpiNdO5c2d06NABixcvlra1atUKjz32GBISEiqVnzx5MjZs2ICTJ09K20aPHo2jR48iOTkZABAbG4u8vDz89NNPUpl+/fqhfv36WLVqVaU2FQpFpRElIQTCw8MRHx+PyZMnAwCKi4sRGhqKxMREvPTSS1a9v7y8PKjVami1Wp56Q9nQetfEXyp9IdpCAUCj9sKu13uhxwc7LLZlLLd3cm8O37ug6o4lOXz+colRLnE4W2x0Z7Pl99tup950Oh1SUlLwxhtvmGzv27cvkpKSzNZJTk5G3759TbY9/PDDWLZsGUpKSuDh4YHk5GSMGzeuUpm5c+daHVt6ejoyMzNN+lKpVOjRoweSkpIsJkrFxcUoLi6Wnufl5Vnd553gQPrVWiVJACAAZGiLMHDBnirbMpY7kH4VMc2CatUnyU91x5Lx84/9JBmB9TxvX2AVXL2hk0WMconDHGtjk/PfsRACpaWl0Ov1jg6FbKBUKuHu7l4nS/fYLVHKzs6GXq9HaGioyfbQ0FBkZmaarZOZmWm2fGlpKbKzsxEWFmaxjKU2LfVjrHdrO+fPn7dYLyEhATNmzLC6nztNVn7tkqSKTv91/bb3SfJh7ed66HyunSOpPbnEKJc4zJHr37FOp0NGRgYKCgocHQrVgI+PD8LCwuDpWbt/INh9Mvet2ZwQosoMz1z5W7fb2mZdxTZlyhSMHz9eem68vJDKhPh51VlbA6I12JRWffJbl32SfFj7ub7YNQpNG/jaORrz/vz7Oj7bm15tOXvHKJc4zLE2Njn+HRsMBqSnp0OpVCI8PByenp5cWNhJCCGg0+nw999/Iz09HXfffXe1i0pWxW6JUnBwMJRKZaWRnqysrEojOUYajcZseXd3dwQFBVVZxlKblvoBykaWwsLKr7iorh2VSgWVSmV1P3ea+6ICEab2Qqa2CDWd+GacszB3aHsc+WCHxbaM5YzLDpBrqe5YMn7+Uwa0cugcpR+PZTg8RrnEUZvY5Ph3rNPpYDAY0LhxY/j4+Dg6HLKRt7c3PDw8cP78eeh0Onh51TwZt9tVb56enujYsSO2bt1qsn3r1q3o0qWL2ToxMTGVym/ZsgWdOnWCh4dHlWUstWlOVFQUNBqNSTs6nQ67du2yqR0ypXRTYNo/WwMo+wK0lbHOtH+2hqe7m8W2KpbjBFDXVPFYupVcPv+qjvfbGaNc4jBHzrFZqzYjEeRYdfXZ2fUIGD9+PD777DN8/vnnOHnyJMaNG4cLFy5I6yJNmTIFzz33nFR+9OjROH/+PMaPH4+TJ0/i888/x7JlyzBx4kSpzNixY7FlyxYkJibi999/R2JiIrZt24b4+HipzPXr15GamorU1FQAZZO3U1NTpWUJFAoF4uPjMWvWLKxfvx5paWkYMWIEfHx8MGzYMHvuEpfXLzoMi5/tAI3aNHsP8PGQ1lIyuvW7UaP2wuJnO0jrqlhq69Zy5JqMn/+tP6Jy+vzlcozKJQ5z5BwbkVWEnX388cciIiJCeHp6ig4dOohdu3ZJr8XFxYkePXqYlN+5c6do37698PT0FJGRkWLx4sWV2vzmm29EixYthIeHh2jZsqVYt26dyes7duwQKLugwuQRFxcnlTEYDGLatGlCo9EIlUolunfvLo4dO2bTe9NqtQKA0Gq1NtW7E5TqDSLpTLb4/sglkXQmW5TqDZW2FZfoK5Wx1NYHm0+KiMkbRf+5uy2WI9djMBjE3VN/FBGTN4ple/6s8jhxJHPH+50chzlyjs2cwsJCceLECVFYWOjoUFxSenq6ACCOHDkibdu7d6+Ijo4W7u7uYtCgQRa3Wauqz9CW32+7rqPk6riO0u3z65lsPPPZfjQP9cWWcT0cHQ7dJjnXi9HxvW1QKIDf3+0HlbvS0SHRHaKoqAjp6emIioqq1fwW4PbevkUIgT59+kCpVOLnn382eW3RokWYMmUKjh07hiZNmtil/549e2LXrl0AyqbgBAcHo0OHDvjXv/6FwYMHS+X0ej3+/vtvBAcHw929bLp0586d0bx5cyQkJMDX1xcBAQFmt1mrqs/Qlt9vnnwlpxDkW3Z5Z851nYMjodvpyrWyy8Yb+KqYJJFT2pyWga6Jv+DpT/dh7OpUPP3pPnRN/MVuK5IrFAosX74c+/fvxyeffCJtT09Px+TJkzFv3jy7JUlGI0eOREZGBs6cOYN169ahdevWGDp0KEaNGiWVUSqV0Gg0UpIEAGfPnkXv3r3RqFEjKSEyt+12Y6JETiGoXtnVhlcLdNDfeu8TclmXrxUCAMIDvB0cCZHtHHX7lsaNG2PevHmYOHEi0tPTIYTACy+8gJ49e2LPnj2IioqCt7c3WrRogXnz5kn1jh07Bjc3N2RnZwMAcnNz4ebmhqeeekoqk5CQgJiYmCr79/HxgUajQePGjXH//fcjMTERn3zyCT799FNs27YNAHDu3DkoFAqkpqZK/5+Tk4Pnn38eCoUCK1asMLvNEZgokVOo7+MBhQIQAsgt4KjSncKYKDVkokQyIIRAga7Uqkd+UQmmbThudlkE47bpG04gv6ik2rZqMkMmLi4ODz74IP71r39h4cKFSEtLw2effYZGjRph7dq1OHHiBP7zn/9g6tSpWLt2LQAgOjoaQUFB0qmz3bt3IygoCLt375ba3blzJ3r0sH36Q1xcHOrXr4/vvvuu0muNGzdGRkYG/P39MXfuXGRkZOCpp56qtC02NtbmfuuC3RecJKoL7ko31PfxxNUbOuRc1yHYl+tZ3QmuGBOl+kyUyPEKS/Ro/Z+fqy9oBQEgM68IbadvqbbsiXceho+n7T/XS5cuRXR0NPbs2YNvv/0WoaGhJneXiIqKQlJSEtauXYshQ4ZAoVCge/fu2LlzJ5544gns3LkTcXFx+OKLL3DixAk0b94cSUlJlW4jZg03Nzc0b94c586dq/Sa8TScQqGAWq2W1jqsV69epW2OwBElchpB9YzzlIqrKUmuwpgohavlt3IzkdyFhIRg1KhRaNWqFR5//HEAwJIlS9CpUyc0aNAAvr6++PTTT6Wlc4Cyydg7d+4EAOzatQu9evVC9+7dsWvXLhw8eBCFhYV44IEHahSPqOFdNByNI0rkNIJ8PfFHFpBzg6fe7hRXOEeJZMTbQ4kT7zxsVdkD6VcxYvnBasut+Nc/ql2Z3Nuj5hcyuLu7SxOm165di3HjxuGjjz5CTEwM/Pz88MEHH2D//v1S+Z49e2Ls2LE4c+YM0tLS0K1bN5w9exa7du3CtWvX0LFjR/j5+dkch16vxx9//IF//OMfNX4vjsJEiZxG0M3TbRxRunNcvnnVGxMlkgOFQmH1KbBudzew6jY83e5ucNtWJt+zZw+6dOmCV155Rdp29uxZkzLGeUrvvfce7r33Xvj7+6NHjx5ISEhAbm5ujeYnAcAXX3yB3NxcPPHEE7V6D47AU2/kNKRTbxxRuiMUleiRfTMp5mRucjZyvH3LXXfdhUOHDuHnn3/G6dOn8fbbb+PgQdNRL+M8pZUrV6Jnz54AgHvuuQc6nQ7bt2+XtlWloKAAmZmZuHTpEvbv34/Jkydj9OjRePnll9GrVy87vDP7YqJETsO4REA211K6I2TevKTa20NZ6fY3RM5AbrdvGT16NAYPHozY2Fh07twZOTk5JqNLRr169YJer5eSIoVCgW7dugEAunbtWm0/n376KcLCwtCsWTM8/vjjOHHiBNasWYNFixbV6fu5Xbgydy1wZe7ba+W+83jr+zT0bR2Kpc91cnQ4ZGdJZ7Ix7LP9aNagHrZP6OnocOgO46wrc1O5ulqZm3OUyGkE+/LU253kEidyk4tQuikQ0yzI0WFQDfHUGzkNTua+sxiveGvENZSIyIGYKJHTKF9HiSNKd4LyNZSYKBGR4zBRIqdhHFHKLy5FUYnewdGQvV3h0gBEJANMlMhp+Hu5w0NZNgHyKucpuTwuNklEcsBEiZyGQqGQlgjg6TfXJoTgDXGJSBaYKJFTCZKufOOEbld29YYOxaUGKBRAqJo3QCYix2GiRE6l/Mo3jii5MuP8pAa+Kqjca36fKyKi2mKiRE6l/DYmHFFyZZevFQDg/CQicjwmSuRUuETAncF4M9yGXEOJqM5Nnz4d7dq1c3gbVRkxYgQee+wx6bkQAqNGjUJgYCAUCgVSU1PNbrMHJkrkVIyn3ni/N9d2hRO5yZUY9ED6HuDYt2X/Ndh3eZMRI0ZAoVBAoVDAw8MDTZs2xcSJE3Hjxg0AwMSJE7F9+3aT8hWTEnvZuXOnFJebmxvUajXat2+PSZMmISMjw6TsvHnzsGLFCun55s2bsWLFCmzcuBEZGRmIjo42u80eeAsTciqczH1nKF9ssnb32CJyuBMbgM2Tgbwr5dv8w4F+iUDrR+3Wbb9+/bB8+XKUlJRgz549ePHFF3Hjxg0sXrwYvr6+8PX1tVvf1Tl16hT8/f2Rl5eHw4cP4/3338eyZcuwc+dOtG3bFgCgVqtN6pw9exZhYWHo0qVLldvsgSNK5FSk+71xRMmlcQ0lcgknNgBrnzNNkgAgL6Ns+4kNdutapVJBo9GgcePGGDZsGJ555hl8//33AExPm02fPh1ffPEF/u///k8a7dm5cycA4NKlSxg6dCgCAwNRr149dOrUCfv37zfp58svv0RkZCTUajWGDh2K/Pz8amMLCQmBRqNB8+bNMXToUPz6669o0KABXn75ZalMxVGuESNG4LXXXsOFCxegUCgQGRlpdpu9cESJnEr5OkocUXJll7kqN8mREEBJgXVlDXrgp0kAhLmGACjKRpqa9gTcqrmy08MHUChsi/UW3t7eKCkpqbR94sSJOHnyJPLy8rB8+XIAQGBgIK5fv44ePXqgYcOG2LBhAzQaDQ4fPgyDwSDVPXv2LL7//nts3LgRubm5GDJkCGbPno2ZM2faHNvo0aMxbtw4ZGVlISQkxOT1efPmoVmzZli6dCkOHjwIpVIJT0/PStvshYkSORXjqbfsGzoIIaCo5ZcHyU9RiR7ZNxNhzlEiWSkpAGaF11FjomykaXbj6otOvQJ41qtxTwcOHMDXX3+NBx98sNJrvr6+8Pb2RnFxMTQajbR9xYoV+Pvvv3Hw4EEEBgYCAO666y6TugaDAStWrICfnx8AYPjw4di+fbvNiRIAtGzZEgBw7ty5SomSWq2Gn58flEqlSYzmttkDEyVyKsYRJV2pAdeLS+Hn5eHgiKiuZWrLRpO8PZQI8OHnS1QTGzduhK+vL0pLS1FSUoJBgwZhwYIFVtdPTU1F+/btpSTJnMjISClJAoCwsDBkZWXVKF4hykbe5PiPXyZK5FS8PZWo56nEDZ0eOdd1TJRc0GVpfpKXLL806Q7m4VM2umON80nAV09WX+6Zb4GIaiYje/hY12cFvXr1wuLFi+Hh4YHw8HB4eNj2XentXf1o7q1tKhQKk1Nztjh58iQA2HWuUU3ZfTL3okWLEBUVBS8vL3Ts2BF79uypsvyuXbvQsWNHeHl5oWnTpliyZEmlMuvWrUPr1q2hUqnQunVrrF+/3uZ+K14+aXzcf//9tXuzdFtIq3PzxrguSbrHW33bfxyI7EqhKDsFZs2jWe+yq9tgKdlXAP4Ny8pV11YN/sFQr1493HXXXYiIiKg2SfL09IReb7pkwT333IPU1FRcvXrV5r5tVVhYiKVLl6J79+5o0KCB3fuzlV0TpTVr1iA+Ph5vvvkmjhw5gm7duqF///64cOGC2fLp6ekYMGAAunXrhiNHjmDq1KkYM2YM1q1bJ5VJTk5GbGwshg8fjqNHj2L48OEYMmSIyUx8a/vt168fMjIypMemTZvssyOoTklLBHBCt0sqX0OJSwOQE3NTli0BAKBysnTzeb/Z1U/kvg0iIyPx22+/4dSpU8jOzkZJSQmefvppaDQaPPbYY/j111/x559/Yt26dUhOTq51f1lZWcjMzMQff/yB1atX44EHHkB2djYWL15cB++m7tk1UZozZw5eeOEFvPjii2jVqhXmzp2Lxo0bW9wZS5YsQZMmTTB37ly0atUKL774Ip5//nl8+OGHUpm5c+eiT58+mDJlClq2bIkpU6bgwQcfxNy5c23u13j5pPFR1blYko/y25hwRMkVla+hxInc5ORaPwoM+R/gH2a63T+8bLsd11GyxciRI9GiRQt06tQJDRo0wK+//gpPT09s2bIFISEhGDBgANq2bYvZs2fXydVlLVq0QHh4ODp27IjZs2fjoYceQlpaGlq3bl0H78YOhJ0UFxcLpVIpvvvuO5PtY8aMEd27dzdbp1u3bmLMmDEm27777jvh7u4udDqdEEKIxo0bizlz5piUmTNnjmjSpIlN/cbFxQm1Wi0aNGgg7r77bvHiiy+Kv/76y6b3qNVqBQCh1Wptqke1M+mboyJi8kaxYPtpR4dCdvDMp/tExOSN4ttDFx0dCt3BCgsLxYkTJ0RhYWHtG9OXCvHnbiF++6bsv/rS2rdJ1arqM7Tl99tuk7mzs7Oh1+sRGhpqsj00NBSZmZlm62RmZpotX1paiuzsbISFhVksY2zT2n779++Pp556ChEREUhPT8fbb7+N3r17IyUlBSqVymx8xcXFKC4uP92Tl5dXzV4ge5CWCOCiky6Ji02Sy3FTAlHdHB0F1ZDdr3q79aoVUc3aN+bK37rdmjarKxMbGyv9f3R0NDp16oSIiAj8+OOPGDx4sNnYEhISMGPGDIux0+3BydyuSwhRPpmbiRIRyYDd5igFBwdDqVRWGj3KysqqNNpjpNFozJZ3d3dHUFBQlWWMbdakX6Bs/YeIiAj88ccfFstMmTIFWq1Wely8eNFiWbKfYE7mdllXb+hQXGqAQgGEqs2P7BIR3U52S5Q8PT3RsWNHbN261WT71q1bLd7ALiYmplL5LVu2oFOnTtLljZbKGNusSb8AkJOTg4sXLyIsLMxiGZVKBX9/f5MH3X7ltzHhiJKrMY4mNfBVQeXu+KuBiIjseupt/PjxGD58ODp16oSYmBgsXboUFy5cwOjRowGUjdBcvnwZ//vf/wAAo0ePxsKFCzF+/HiMHDkSycnJWLZsGVatWiW1OXbsWHTv3h2JiYkYNGgQ/u///g/btm3D3r17re73+vXrmD59Op544gmEhYXh3LlzmDp1KoKDg/H444/bc5dQHZCWB7jBESVXIy0NUJ+n3YhIHuyaKMXGxiInJwfvvPMOMjIyEB0djU2bNiEiIgIAkJGRYbK2UVRUFDZt2oRx48bh448/Rnh4OObPn48nnnhCKtOlSxesXr0ab731Ft5++200a9YMa9asQefOna3uV6lU4tixY/jf//6Ha9euISwsDL169cKaNWtMlmMneTImSldv6KA3CCjduHqzq+DNcElujPNkyfnU1WenEDwKaiwvLw9qtRparZan4W6jUr0Bd735EwAg5a2HpMnd5Pze3XgCy/amY1T3ppg6oJWjw6E7mF6vx+nTpxESEiLNkSXnkpOTg6ysLDRv3rzS+k+2/H7zXm/kdNyVbqjv44HcghJcvaFjouRCyheb5Krc5FhKpRIBAQHSTV59fHx470EnIYRAQUEBsrKyEBAQUOtFMpkokVMKrOeJ3IISZF/X4W7LFzOSk+EaSiQnGo0GAKRkiZxLQECA9BnWBhMlckpBviqc/fsGJ3S7GM5RIjlRKBQICwtDSEgISkpKHB0O2cDDw6NObrcCMFEiJ1W+lhKXCHAVRSV6ZN9cG4uLTZKcKJXKOvvRJedj15viEtlL+VpKHFFyFRnastEkbw8lAnw8HBwNEVEZJkrklKT7vfE2Ji6j4hpKnDRLRHLBRImcknS/N44ouYzLnMhNRDLERImcUnA9zlFyNdKIUgCXBiAi+WCiRE5JGlHiqTeXUb6GEkeUiEg+mCiRU5LmKPHUm8u4wqUBiEiGmCiRUwq+edVbflEpikv1Do6G6gIXmyQiOWKiRE7J39sd7jdvhpt7gwvBOTshhDSZm2soEZGcMFEip6RQKBBYj6ffXEXODR2KSw1QKAAN7/NGRDLCRImcFid0uw7jabcQPxU83fm1RETywW8kclrltzHhiJKz4/wkIpIrJkrktIK4lpLL4M1wiUiumCiR0zKeesu+wRElZ3eFE7mJSKaYKJHTCvLliJKrKF9skhO5iUhemCiR0zKupcQ5Ss6Pc5SISK6YKJHTkkaUeNWb0+McJSKSKyZK5LSk5QF46s2pFZXopbWwOEeJiOSGiRI5raAKC04KIRwcDdVUhrZsNMnHU4kAHw8HR0NEZIqJEjkt46m34lIDCnS835uzqjg/SaFQODgaIiJTTJTIafl4usPbQwmAp9+c2WVO5CYiGWOiRE7NOKrEtZScV/kaSlwagIjkh4kSOTVO6HZ+5WsocUSJiOSHiRI5teB6vN+bs7vCpQGISMbsnigtWrQIUVFR8PLyQseOHbFnz54qy+/atQsdO3aEl5cXmjZtiiVLllQqs27dOrRu3RoqlQqtW7fG+vXrbe5XCIHp06cjPDwc3t7e6NmzJ44fP167N0vlDHogfQ9w7Nuy/xr0lbeV6iqXsbatmyyupVRFnRrFXtv3Xtd9VNdWTdqvqk5dt1dBtYtN1uW+she5xCiXOMyRc2xEVXC3Z+Nr1qxBfHw8Fi1ahAceeACffPIJ+vfvjxMnTqBJkyaVyqenp2PAgAEYOXIkVq5ciV9//RWvvPIKGjRogCeeeAIAkJycjNjYWLz77rt4/PHHsX79egwZMgR79+5F586dre73/fffx5w5c7BixQo0b94c7733Hvr06YNTp07Bz8/PnrvF9Z3YAGyeDORdKd/mXR+AAii8Wr5N4QYIQ/lz/3CgXyLQ+tGq26pQTrrfW8URpWrq2By7tXWtrV/bPqrrz9y+rq79qmICbI/XyvcohJAmc5tdQ6ku95W9yCVGucRhjpxjI6qGQthxAZrOnTujQ4cOWLx4sbStVatWeOyxx5CQkFCp/OTJk7FhwwacPHlS2jZ69GgcPXoUycnJAIDY2Fjk5eXhp59+ksr069cP9evXx6pVq6zqVwiB8PBwxMfHY/LkyQCA4uJihIaGIjExES+99JJV7y8vLw9qtRparRb+/v427BkXdmIDsPY5ADU5rG5eGj7kf2VfnhbbKi/3WU403vvxJB69Nxzzn25vVZ0qf9xrWtfa+kDt+rCqP3OqaL/KuC21XdP2TOtkXy9Gp/e2QaEATr3bH57ubjVqx2HkEqNc4jBHzrHRHcuW32+7jSjpdDqkpKTgjTfeMNnet29fJCUlma2TnJyMvn37mmx7+OGHsWzZMpSUlMDDwwPJyckYN25cpTJz5861ut/09HRkZmaa9KVSqdCjRw8kJSVZnSjRLQz6sn811ihJws16irI2IrsBP02y0FZ5udCu6+GNIlzP1wJFeVbVQdOegJuycuw1rWtt/Z8mVXhegz6s7s8cC+1XG3ddt2daJ+NvLbxRhBBfFTwNhYDxDGptP4/bQS4xyiWOGsf2BtDyEcd9jkTVsFuilJ2dDb1ej9DQUJPtoaGhyMzMNFsnMzPTbPnS0lJkZ2cjLCzMYhljm9b0a/yvuTLnz5+3+J6Ki4tRXFx+iicvL89i2TvS+STTofUaEWVtvB9pVbl/buqMf3oBuAJgtpVtz25c87hqVPdm/fwMO/dhRQx12n5N2jOt0xbASS8AJQBm2bvv200uMcolDnMEkHe57LsjqpujgyEyy+6TuW9daVcIUeXqu+bK37rdmjbrqkxFCQkJUKvV0qNxYzl+8TjQ9b8cHQEROSN+d5CM2W1EKTg4GEqlstLoUVZWVqWRHCONRmO2vLu7O4KCgqosY2zTmn41Gg2AspGlsLAwq2IDgClTpmD8+PHS87y8PCZLFfla3nc2e2g6sG16tcVyH/8aXVYVQemmwG9xvnBb9VT1bT/zLRDRxXTb+STgqydrVteW+taw1Edd9Vex/bqIuybt3awz+6ff8UXyOTz/QBRef7hF+eu1/TxuB7nEKJc4zLE2trr87iCqY3YbUfL09ETHjh2xdetWk+1bt25Fly7m/1hjYmIqld+yZQs6deoEDw+PKssY27Sm36ioKGg0GpMyOp0Ou3btshgbUDaPyd/f3+RBFUR0KbuSBZZH5aqnAPwbAvf/u5q2ysr5tu6LQnjhukEFbXg3q+qgWW/As57po1nvmte1tr5feO36sKk/K9uvUTu1ac+0zvl8oBBeaBBYv24/j9vxkEuMcomjNrE5KtklsoJdT72NHz8en332GT7//HOcPHkS48aNw4ULFzB69GgAZSM0zz33nFR+9OjROH/+PMaPH4+TJ0/i888/x7JlyzBx4kSpzNixY7FlyxYkJibi999/R2JiIrZt24b4+Hir+1UoFIiPj8esWbOwfv16pKWlYcSIEfDx8cGwYcPsuUtcm5uy/HLymv7wAkC/2YC7ZxVtlZfz8PCA2rssic4pLLWqjtlJo1XGXk1da+v3T6xdH1b3Z46F9q2J25Z4bdyPFtdQqu3ncTvIJUa5xGGOnGMjspJdE6XY2FjMnTsX77zzDtq1a4fdu3dj06ZNiIiIAABkZGTgwoULUvmoqChs2rQJO3fuRLt27fDuu+9i/vz50hpKANClSxesXr0ay5cvxz333IMVK1ZgzZo10hpK1vQLAJMmTUJ8fDxeeeUVdOrUCZcvX8aWLVu4hlJttX607HJf/zDT7d6BZY+KFLccfv7hppcKW2rrlnLS/d6u66yuY1Ps1tS1tn5t+7CmP3P7uqr2q4zpy7KHLfHa8B6rvCFuXe4re5FLjHKJwxw5x0ZkBbuuo+TquI5SFQz6svkJ1/8qm39QcQ6LcVvjzsDF/aZlLF16f2tbFcoNWZKMA+eu4uNhHfDIPWFW1bE5dlv+xWtN/dr2UV1bgO3tVxVTTeKtpk5RiR4t394MADjydh/Uv3k7GlvbkQW5xCiXOMyRc2x0x7Hl95uJUi0wUZKHl1em4Ke0TLwzqA2ei4l0dDhkpfTsG+j14U74eCpxfMbDVV5xSkRUl2z5/eZNccnpmZx6I6dRcX4SkyQikismSuT0guqV3e8tp+L93kj2qpyfREQkE0yUyOkF3xxRyuGIklO5It0M18vBkRARWcZEiZxekO/NEaUbHFFyJtKpNzVHlIhIvpgokdMLunm1VM4Njig5kyvXigDw1BsRyRsTJXJ60ogST705Fc5RIiJnwESJnJ5xRElbWAJdqcHB0ZA1hBBSotSQiRIRyRgTJXJ6am8PKN3KLi/PLeCokjPIuaGDrtQAhQLQqDmZm4jki4kSOT03NwUC6xnXUuKEbmdgnMgd4qeCpzu/hohIvvgNRS5BmtDNeUpOweLNcImIZIaJErmEYC4R4FQu84o3InISTJTIJQRx0UmncoUTuYnISTBRIpdgvI0J7/fmHMoXm+REbiKSNyZK5BLKR5R46s0ZcI4SETkLJkrkEqT7vXF1bqfAxSaJyFkwUSKXYDz1xkRJ/opK9NIp0kb1mSgRkbwxUSKXEMhTb04jQ1t2xZuPpxJqbw8HR0NEVDUmSuQSguvxfm/OouL8JIVC4eBoiIiqxkSJXIJxMndhiR4FulIHR0NV4fwkInImTJTIJfh4KuHlUXY4c1RJ3srXUOLSAEQkf0yUyCUoFIoKaylxnpKcla+hxBElIpI/JkrkMoK5OrdTuMLblxCRE2GiRC4jiPd7cwqco0REzoSJErmMoHplI0q8jYl8CSGkRIlrKBGRM2CiRC5DGlFioiRbOTd00JUaoFAAof6czE1E8sdEiVxG+W1MeOpNrowTuUP8VPB059cPEckfv6nIZRjXUrrK25jIFm+GS0TOxq6JUm5uLoYPHw61Wg21Wo3hw4fj2rVrVdYRQmD69OkIDw+Ht7c3evbsiePHj5uUKS4uxmuvvYbg4GDUq1cPjz76KC5dumRz3wqFotJjyZIldfHWyQECpeUBmCjJ1WVe8UZETsauidKwYcOQmpqKzZs3Y/PmzUhNTcXw4cOrrPP+++9jzpw5WLhwIQ4ePAiNRoM+ffogPz9fKhMfH4/169dj9erV2Lt3L65fv46BAwdCr9fb3Pfy5cuRkZEhPeLi4upuB9BtZZzMzfu9yVf5YpNMlIjISQg7OXHihAAg9u3bJ21LTk4WAMTvv/9uto7BYBAajUbMnj1b2lZUVCTUarVYsmSJEEKIa9euCQ8PD7F69WqpzOXLl4Wbm5vYvHmzTX0DEOvXr6/xe9RqtQKA0Gq1NW6D6k7GtUIRMXmjaDblR6HXGxwdDpkx+stDImLyRrF875+ODoWI7mC2/H7bbUQpOTkZarUanTt3lrbdf//9UKvVSEpKMlsnPT0dmZmZ6Nu3r7RNpVKhR48eUp2UlBSUlJSYlAkPD0d0dLRUxpa+X331VQQHB+Mf//gHlixZAoPBYPE9FRcXIy8vz+RB8hF4c0Sp1CCQV1Ti4GjIHK6hRETOxm6JUmZmJkJCQiptDwkJQWZmpsU6ABAaGmqyPTQ0VHotMzMTnp6eqF+/fpVlrOn73XffxTfffINt27Zh6NChmDBhAmbNmmXxPSUkJEhzntRqNRo3bmyxLN1+nu5u8PdyB8B5SnIlnXrjGkpE5CRsTpSmT59udhJ0xcehQ4cAlE2WvpUQwuz2im593Zo6t5axpu+33noLMTExaNeuHSZMmIB33nkHH3zwgcU+pkyZAq1WKz0uXrxYZUx0+wVLaylxnpLcFJXopQSWc5SIyFm421rh1VdfxdChQ6ssExkZid9++w1//fVXpdf+/vvvSiNGRhqNBkDZiFBYWJi0PSsrS6qj0Wig0+mQm5trMqqUlZWFLl26SGVs7RsoOz2Xl5eHv/76y2w5lUoFlUplsT45XpCvJ/7MvoEcLhEgOxnasivefDyVUHt7ODgaIiLr2DyiFBwcjJYtW1b58PLyQkxMDLRaLQ4cOCDV3b9/P7RarZTQ3CoqKgoajQZbt26Vtul0OuzatUuq07FjR3h4eJiUycjIQFpamlSmJn0DwJEjR+Dl5YWAgABbdwvJRFA9jijJVcU1lKobISYikgubR5Ss1apVK/Tr1w8jR47EJ598AgAYNWoUBg4ciBYtWkjlWrZsiYSEBDz++ONQKBSIj4/HrFmzcPfdd+Puu+/GrFmz4OPjg2HDhgEA1Go1XnjhBUyYMAFBQUEIDAzExIkT0bZtWzz00ENW9/3DDz8gMzMTMTEx8Pb2xo4dO/Dmm29i1KhRHDVyYsZFJzlHSX44kZuInJHdEiUA+OqrrzBmzBjpCrVHH30UCxcuNClz6tQpaLVa6fmkSZNQWFiIV155Bbm5uejcuTO2bNkCPz8/qcx///tfuLu7Y8iQISgsLMSDDz6IFStWQKlUWt23h4cHFi1ahPHjx8NgMKBp06Z455138O9//9su+4JuD+l+b7yNieyUr6HEe7wRkfNQCCGEo4NwVnl5eVCr1dBqtfD393d0OATgf8nn8J//O44BbTVY9ExHR4dDFUz69ijWHrqECX2a47UH73Z0OER0B7Pl95v3eiOXYlxLiafe5Ien3ojIGTFRIpfCydzydeXmfd64hhIRORMmSuRSgm9O5ubyAPIihJBGlLiGEhE5EyZK5FKMk7mvFZSgRG/5djR0e+Xc0EFXaoBCAYT6czI3ETkPJkrkUgK8PeB2c4meXI4qyYbxircQPxU83fm1Q0TOg99Y5FLc3BQIvDlPiRO65eMKJ3ITkZNiokQup3yeEid0y8XlmxO5mSgRkbNhokQux7g6dw5HlGTjCidyE5GTYqJELidIOvXGESW5uJx789SbmhO5ici5MFEil2McUbrKydyycUV7c0Spvo+DIyEisg0TJXI5wcb7vfHUm2yUT+bmiBIRORcmSuRyjLcx4WRueSgq0UtXIHKOEhE5GyZK5HKCeL83WcnQll3x5uOphNrbw8HREBHZhokSuRzj6twcUZKHimsoKRQKB0dDRGQbJkrkcoK5PICsXOZik0TkxJgokcsxjigV6PQo0JU6OBoqX0OJE7mJyPkwUSKXU89TCdXN+4lxVMnxytdQ4ogSETkfJkrkchQKRfkSAVxLyeHK11BiokREzoeJErmk8tuYcEK3o13hfd6IyIkxUSKXZFwigKfeHEsIIU3m5hpKROSMmCiRSwriqTdZyLmhg67UAIUCCPXnZG4icj5MlMgllY8o8dSbIxmveAvxU8HTnV83ROR8+M1FLkmao8QRJYe6wjWUiMjJMVEilxRUr+zUWzZHlBzqMidyE5GTY6JELimIq3PLgnENJU7kJiJnxUSJXFIw7/cmC1d4xRsROTl3RwdAZA8BPmV3qf87vxjJZ7NxX1QQlG7W3ZBVbxA4kH4VWflFCPHzwn1RgVbXtbZ+bfuori0ANrdfVUw1iVdvEDj9Vz4AIL+oBHqDqPF7JCJyFIUQQtir8dzcXIwZMwYbNmwAADz66KNYsGABAgICLNYRQmDGjBlYunQpcnNz0blzZ3z88cdo06aNVKa4uBgTJ07EqlWrUFhYiAcffBCLFi1Co0aNpDIzZ87Ejz/+iNTUVHh6euLatWuV+rpw4QL+/e9/45dffoG3tzeGDRuGDz/8EJ6enla9v7y8PKjVami1Wvj7+1u3U8juNqdlYPqG48jMKx9NClN7Ydo/W6NfdFi1dWf8cAIZ2iKb61pbv7Z9VNefMUm8VlBidftVxQTA5njr8j0SEdU1W36/7Zoo9e/fH5cuXcLSpUsBAKNGjUJkZCR++OEHi3USExMxc+ZMrFixAs2bN8d7772H3bt349SpU/Dz8wMAvPzyy/jhhx+wYsUKBAUFYcKECbh69SpSUlKgVCoBANOmTUNAQAAuXbqEZcuWVUqU9Ho92rVrhwYNGuCjjz5CTk4O4uLiMHjwYCxYsMCq98dESX42p2Xg5ZWHcetBbRzHWPxshyp/3Gta19r6AGrVhzX9mVNV+1XFbantmrZnqQ4R0e0ki0Tp5MmTaN26Nfbt24fOnTsDAPbt24eYmBj8/vvvaNGiRaU6QgiEh4cjPj4ekydPBlA2ehQaGorExES89NJL0Gq1aNCgAb788kvExsYCAK5cuYLGjRtj06ZNePjhh03aXLFiBeLj4yslSj/99BMGDhyIixcvIjw8HACwevVqjBgxAllZWVYlPkyU5EVvEOia+IvJKEZFCgAatRf2Tu5t9lRYTetaWz/UXwVAgcy8mvVhS3/Wtl+TdmrTni3vkYjIXmz5/bbbHKXk5GSo1WopSQKA+++/H2q1GklJSWYTpfT0dGRmZqJv377SNpVKhR49eiApKQkvvfQSUlJSUFJSYlImPDwc0dHRSEpKqpQoVRVfdHS0lCQBwMMPP4zi4mKkpKSgV69eleoUFxejuLj8dE5eXp5VfdHtcSD9apU/+AJAhrYIrd7ebDZR0ukNNaprbf2KpwJr0oct/Vnbfk3aqU17xjoH0q8ipllQjfolIrqd7JYoZWZmIiQkpNL2kJAQZGZmWqwDAKGhoSbbQ0NDcf78eamMp6cn6tevX6mMpXYt9XVrP/Xr14enp6fFdhISEjBjxgyr+6DbKyvfulERnd4A6GvWR23qyqWPum6/Ju1Z+1kRETmazYnS9OnTq00WDh48CABQKCr/q1gIYXZ7Rbe+bk0da8pU10917UyZMgXjx4+Xnufl5aFx48Y29Un2E+Jn3b3E5g9th/ZNTBPtIxdyMWZ1ao3q2lK/pvHVZX8V26+LuGvSnrWfFRGRo9mcKL366qsYOnRolWUiIyPx22+/4a+//qr02t9//11pJMdIo9EAKBvtCQsrn+yZlZUl1dFoNNDpdMjNzTUZVcrKykKXLl2sfh8ajQb79+832Zabm4uSkhKL8alUKqhUKqv7oNvrvqhAhKm9kKktMjsJ2Tg/5pF7wiud2goP8EbCT7/XqK619Y1zlP7Kq1kftvRnjrn2a9JObdoz1jEuYUBEJHc2LzgZHByMli1bVvnw8vJCTEwMtFotDhw4INXdv38/tFqtxYQmKioKGo0GW7dulbbpdDrs2rVLqtOxY0d4eHiYlMnIyEBaWppNiVJMTAzS0tKQkZEhbduyZQtUKhU6duxodTskH0o3hXQ5+61phvH5tH+2NpuE1KautfWnP9oG0x+teR/W9meOpfatiduWeGu7H4mI5MZuK3O3atUK/fr1w8iRI7Fv3z7s27cPI0eOxMCBA00mcrds2RLr168HUHYqLD4+HrNmzcL69euRlpaGESNGwMfHB8OGDQMAqNVqvPDCC5gwYQK2b9+OI0eO4Nlnn0Xbtm3x0EMPSe1euHABqampuHDhAvR6PVJTU5Gamorr168DAPr27YvWrVtj+PDhOHLkCLZv346JEydi5MiRvILNifWLDsPiZztAozY9taNRe1V7WXpt6lpbv7Z9WNNfgI+HtJaSNe1XFdOSZztgiY3x1uV7JCJyOGFHOTk54plnnhF+fn7Cz89PPPPMMyI3N9ekDACxfPly6bnBYBDTpk0TGo1GqFQq0b17d3Hs2DGTOoWFheLVV18VgYGBwtvbWwwcOFBcuHDBpExcXJxA2UU2Jo8dO3ZIZc6fPy8eeeQR4e3tLQIDA8Wrr74qioqKrH5/Wq1WABBardbqOnR7lOoNIulMtvj+yCWRdCZblOoNt6WutfVr20d1bdWk/arq1HV7RESOZMvvt10XnHR1XEeJiIjI+chiHaU7gTHH5HpKREREzsP4u23NWBETpVrIzy+74SeXCCAiInI++fn5UKvVVZbhqbdaMBgMuHLlCvz8/Gxew0lOjOtBXbx4kacQa4H7sW5wP9Ye92Hd4H6sG3Lcj0II5OfnIzw8HG5uVV/XxhGlWnBzc0OjRo0cHUad8ff3l81B7My4H+sG92PtcR/WDe7HuiG3/VjdSJKR3ZYHICIiInJ2TJSIiIiILGCiRFCpVJg2bRpvz1JL3I91g/ux9rgP6wb3Y91w9v3IydxEREREFnBEiYiIiMgCJkpEREREFjBRIiIiIrKAiRIRERGRBUyUXNjly5fx7LPPIigoCD4+PmjXrh1SUlKk14UQmD59OsLDw+Ht7Y2ePXvi+PHjJm0UFxfjtddeQ3BwMOrVq4dHH30Uly5dut1vxaGq248jRoyAQqEwedx///0mbdzp+zEyMrLSPlIoFPj3v/8NgMeiNarbhzwOrVNaWoq33noLUVFR8Pb2RtOmTfHOO+/AYDBIZXg8Vs+a/egyx6Qgl3T16lUREREhRowYIfbv3y/S09PFtm3bxJkzZ6Qys2fPFn5+fmLdunXi2LFjIjY2VoSFhYm8vDypzOjRo0XDhg3F1q1bxeHDh0WvXr3EvffeK0pLSx3xtm47a/ZjXFyc6Nevn8jIyJAeOTk5Ju3c6fsxKyvLZP9s3bpVABA7duwQQvBYtEZ1+5DHoXXee+89ERQUJDZu3CjS09PFN998I3x9fcXcuXOlMjweq2fNfnSVY5KJkouaPHmy6Nq1q8XXDQaD0Gg0Yvbs2dK2oqIioVarxZIlS4QQQly7dk14eHiI1atXS2UuX74s3NzcxObNm+0XvIxUtx+FKPsyGDRokMXXuR8rGzt2rGjWrJkwGAw8Fmuo4j4UgsehtR555BHx/PPPm2wbPHiwePbZZ4UQ/G60VnX7UQjXOSZ56s1FbdiwAZ06dcJTTz2FkJAQtG/fHp9++qn0enp6OjIzM9G3b19pm0qlQo8ePZCUlAQASElJQUlJiUmZ8PBwREdHS2VcXXX70Wjnzp0ICQlB8+bNMXLkSGRlZUmvcT+a0ul0WLlyJZ5//nkoFAoeizVw6z404nFYva5du2L79u04ffo0AODo0aPYu3cvBgwYAIDfjdaqbj8aucIxyZviuqg///wTixcvxvjx4zF16lQcOHAAY8aMgUqlwnPPPYfMzEwAQGhoqEm90NBQnD9/HgCQmZkJT09P1K9fv1IZY31XV91+BID+/fvjqaeeQkREBNLT0/H222+jd+/eSElJgUql4n68xffff49r165hxIgRAMBjsQZu3YcAj0NrTZ48GVqtFi1btoRSqYRer8fMmTPx9NNPA+DxaK3q9iPgOsckEyUXZTAY0KlTJ8yaNQsA0L59exw/fhyLFy+WfuABmPxrFCibxHjrtltZU8ZVWLMfY2NjpfLR0dHo1KkTIiIi8OOPP2Lw4MEW276T9mNFy5YtQ//+/REeHm6yncei9cztQx6H1lmzZg1WrlyJr7/+Gm3atEFqairi4+MRHh6OuLg4qRyPx6pZsx9d5ZjkqTcXFRYWhtatW5tsa9WqFS5cuAAA0Gg0AFApa8/KypL+JaXRaKDT6ZCbm2uxjKurbj9aqhMREYE//vgDAPdjRefPn8e2bdvw4osvStt4LNrG3D40h8ehea+//jreeOMNDB06FG3btsXw4cMxbtw4JCQkAODxaK3q9qM5znpMMlFyUQ888ABOnTplsu306dOIiIgAAERFRUGj0WDr1q3S6zqdDrt27UKXLl0AAB07doSHh4dJmYyMDKSlpUllXF11+9GcnJwcXLx4EWFhYQC4Hytavnw5QkJC8Mgjj0jbeCzaxtw+NIfHoXkFBQVwczP96VMqldJl7TwerVPdfjTHaY9Jh00jJ7s6cOCAcHd3FzNnzhR//PGH+Oqrr4SPj49YuXKlVGb27NlCrVaL7777Thw7dkw8/fTTZi+BbdSokdi2bZs4fPiw6N27t+wu3bSn6vZjfn6+mDBhgkhKShLp6elix44dIiYmRjRs2JD78RZ6vV40adJETJ48udJrPBatY2kf8ji0XlxcnGjYsKF0Wft3330ngoODxaRJk6QyPB6rV91+dKVjkomSC/vhhx9EdHS0UKlUomXLlmLp0qUmrxsMBjFt2jSh0WiESqUS3bt3F8eOHTMpU1hYKF599VURGBgovL29xcCBA8WFCxdu59twuKr2Y0FBgejbt69o0KCB8PDwEE2aNBFxcXGV9hH3oxA///yzACBOnTpV6TUei9axtA95HFovLy9PjB07VjRp0kR4eXmJpk2bijfffFMUFxdLZXg8Vq+6/ehKx6RCCCEcPapFREREJEeco0RERERkARMlIiIiIguYKBERERFZwESJiIiIyAImSkREREQWMFEiIiIisoCJEhEREZEFTJSI6LaZPn062rVr5+gwnJpOp8Ndd92FX3/9tdqyxcXFaNKkCVJSUm5DZESuiYkSEdUJhUJR5WPEiBGYOHEitm/f7pD41q1bh86dO0OtVsPPzw9t2rTBhAkTpNedJYlbunQpIiIi8MADD1RbVqVSYeLEiZg8efJtiIzINTFRIqI6kZGRIT3mzp0Lf39/k23z5s2Dr68vgoKCbnts27Ztw9ChQ/Hkk0/iwIEDSElJwcyZM6HT6W57LLW1YMECvPjii1aXf+aZZ7Bnzx6cPHnSjlERuS4mSkRUJzQajfRQq9VQKBSVtt06ajNixAg89thjmDVrFkJDQxEQEIAZM2agtLQUr7/+OgIDA9GoUSN8/vnnJn1dvnwZsbGxqF+/PoKCgjBo0CCcO3fOYmwbN25E165d8frrr6NFixZo3rw5HnvsMSxYsAAAsGLFCsyYMQNHjx6VRsBWrFgBAJgzZw7atm2LevXqoXHjxnjllVdw/fp1qe0VK1YgICAAGzduRIsWLeDj44Mnn3wSN27cwBdffIHIyEjUr18fr732GvR6vVQvMjIS7777LoYNGwZfX1+Eh4dL8Vhy+PBhnDlzBo888oi0TafT4dVXX0VYWBi8vLwQGRmJhIQE6fWgoCB06dIFq1atqrJtIjKPiRIROdQvv/yCK1euYPfu3ZgzZw6mT5+OgQMHon79+ti/fz9Gjx6N0aNH4+LFiwCAgoIC9OrVC76+vti9ezf27t0LX19f9OvXz+IIkUajwfHjx5GWlmb29djYWEyYMAFt2rSRRsBiY2MBAG5ubpg/fz7S0tLwxRdf4JdffsGkSZNM6hcUFGD+/PlYvXo1Nm/ejJ07d2Lw4MHYtGkTNm3ahC+//BJLly7Ft99+a1Lvgw8+wD333IPDhw9jypQpGDduHLZu3WpxX+3evRvNmzeHv7+/tG3+/PnYsGED1q5di1OnTmHlypWIjIw0qXffffdhz549Ftsloio4+q68ROR6li9fLtRqdaXt06ZNE/fee6/0PC4uTkRERAi9Xi9ta9GihejWrZv0vLS0VNSrV0+sWrVKCCHEsmXLRIsWLYTBYJDKFBcXC29vb/Hzzz+bjef69etiwIABAoCIiIgQsbGxYtmyZaKoqMhibJasXbtWBAUFmbxXAOLMmTPStpdeekn4+PiI/Px8advDDz8sXnrpJel5RESE6Nevn0nbsbGxon///hb7Hjt2rOjdu7fJttdee0307t3bZH/cat68eSIyMrLa90ZElXFEiYgcqk2bNnBzK/8qCg0NRdu2baXnSqUSQUFByMrKAgCkpKTgzJkz8PPzg6+vL3x9fREYGIiioiKcPXvWbB/16tXDjz/+iDNnzuCtt96Cr68vJkyYgPvuuw8FBQVVxrdjxw706dMHDRs2hJ+fH5577jnk5OTgxo0bUhkfHx80a9bM5D1ERkbC19fXZJvxPRjFxMRUel7VXKLCwkJ4eXmZbBsxYgRSU1PRokULjBkzBlu2bKlUz9vbu9r3SUTmMVEiIofy8PAwea5QKMxuMxgMAACDwYCOHTsiNTXV5HH69GkMGzasyr6aNWuGF198EZ999hkOHz6MEydOYM2aNRbLnz9/HgMGDEB0dDTWrVuHlJQUfPzxxwCAkpKSGr+HqigUCouvBQcHIzc312Rbhw4dkJ6ejnfffReFhYUYMmQInnzySZMyV69eRYMGDartm4gqc3d0AEREtujQoQPWrFmDkJAQk7k6toqMjISPj480MuTp6Wky2RoADh06hNLSUnz00UfSqNfatWtrHvwt9u3bV+l5y5YtLZZv3749Fi9eDCGESULl7++P2NhYxMbG4sknn0S/fv1w9epVBAYGAgDS0tLQvn37Ooub6E7CESUicirPPPMMgoODMWjQIOzZswfp6enYtWsXxo4di0uXLpmtM336dEyaNAk7d+5Eeno6jhw5gueffx4lJSXo06cPgLLEKT09HampqcjOzkZxcTGaNWuG0tJSLFiwAH/++Se+/PJLLFmypM7ey6+//or3338fp0+fxscff4xvvvkGY8eOtVi+V69euHHjBo4fPy5t++9//4vVq1fj999/x+nTp/HNN99Ao9EgICBAKrNnzx707du3zuImupMwUSIip+Lj44Pdu3ejSZMmGDx4MFq1aoXnn38ehYWFFkeYevTogT///BPPPfccWrZsif79+yMzMxNbtmxBixYtAABPPPEE+vXrh169eqFBgwZYtWoV2rVrhzlz5iAxMRHR0dH46quvTC69r60JEyYgJSUF7du3x7vvvouPPvoIDz/8sMXyQUFBGDx4ML766itpm6+vLxITE9GpUyf84x//wLlz57Bp0yZpBCw5ORlarbbS6Tgiso5CCCEcHQQR0Z0mMjIS8fHxiI+Pt6nesWPH8NBDD0kT2qvz1FNPoX379pg6dWoNIyW6s3FEiYjIibRt2xbvv/9+lQtsGhUXF+Pee+/FuHHj7B8YkYviZG4iIicTFxdnVTmVSoW33nrLztEQuTaeeiMiIiKygKfeiIiIiCxgokRERERkARMlIiIiIguYKBERERFZwESJiIiIyAImSkREREQWMFEiIiIisoCJEhEREZEFTJSIiIiILPh/YMrHrVYpT40AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131955\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 31\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131956\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 20\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131964\n", + "Full nudge sequence is 0 uuddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[5] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 78\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131968\n", + "Full nudge sequence is 0 dduuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[5] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 292\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131974\n", + "Full nudge sequence is 0 udddddddu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[9] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 242\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131991\n", + "Full nudge sequence is Series([], Name: NudgeSequence, dtype: object)\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[0] nudges this run\n", + "ERROR: First nudge df is empty, skipping Run 131991\n", + "plotting for run 131996\n", + "Full nudge sequence is 0 uuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[5] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 323\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132001\n", + "Full nudge sequence is 0 d\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 d\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 167\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132003\n", + "Full nudge sequence is 0 uu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 u\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 142\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132004\n", + "Full nudge sequence is 0 duuuuuud\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[8] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 282\n", + "Undefined 22\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132006\n", + "Full nudge sequence is 0 dd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 125\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132009\n", + "Full nudge sequence is 0 uudddddddddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dddddddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dddddddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[12] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 353\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132010\n", + "Full nudge sequence is 0 udddddddduuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[13] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 1095\n", + "Undefined 12\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132017\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 142\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132021\n", + "Full nudge sequence is 0 dd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 215\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132024\n", + "Full nudge sequence is 0 ddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[3] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 226\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132033\n", + "Full nudge sequence is 0 duuuuuuuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuuuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuuuuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[11] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 575\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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Hjh0pXrw4GzZswNfXl6NHj/Lpp58SExPDkiVLzNLb+jrOCn9/f7PgoUiRIhQrVoygoCBT4ATyNQQyf7/fvHmTyZMnM3fu3Ew7WLdt25a2bduabjdt2pT27dtTtWpVPvzwQ7MO87/++isODg5m6bMjK9eW+fPnm92nc+fOeHt78+233/L222+bvS7Tk/YLT/HixVm0aBHt2rUzS9ejRw+rAY21L3xpa16bNm3K8uXLrR5/x44dZtcCZ2dn3nrrLT799NNMy/68EMGTYOGnn36iYsWKREdHs3btWhYtWkSvXr347bffsp1n2tEvxqrz+Pj4HJXVGmOQUq9ePbp06ULNmjUZM2YMZ86csUh76tQpWrVqRdmyZdmxY4dFlX7RokWt1kw8ffoUsP5t3vhNrkGDBnTq1ImQkBDee+89s4s5yH2vjP0OWrRoQZkyZejZsye//vorXbt2zfRxfvHFF7z00kuoVCp8fHzS/RAvUaKE6TgZcXZ25s8//wTk5phZs2axevVqqlWrxqRJkyzSGy/cCoUCd3d3ypQpYxYg25PxQ9f4gXzx4kU+/PBDvvzySyZMmGBK98orr1CpUiXefvtt9u3bB8jP4enTpy3yjI2NJSkpyfQcLl++3KJ5NW3QZmxSWrlyJcuXL89SkJMVS5cu5Y033mD48OF89dVXWbrPpEmTiIqK4vTp06YmuqZNm+Lj48PgwYPp378/zZo1M7330nsdKxQKvLy8slVua69/BwcHi+3G/leZNQ+OGjWKKlWq8OqrrxIREQFgmnYhJiaGyMhIiz5eqQUFBdG4cWOL/pQbNmzglVdewcXFJdPHlBFbri2p9e3bl2+//dY0CjMzxi88SqUSLy8vgoODrQa4vr6+WXpvA+zevRtPT0+ePn3K999/b6oFXLhwoUXaxo0bM2fOHBQKBS4uLpQpU8b0HAoyETwJFipWrGj2oa7X6/nhhx/YsGEDr732GgBOTk5W+ys9fvw4T8uaGbVaTa1ataw2AZw6dYqWLVtSqlQpdu3aZfWiXLVqVVavXo1OpzOrhTh79iwAVapUyfD47u7uVKhQgcuXL2daVmOH9aykBfnbZVYvnFmhVCrN8mvVqhW1a9dm2rRp9OnTxyI4s+XCnVNbtmxBoVDQtGlTAM6cOYMkSdStW9csnUajoXr16hw4cMC0rWrVqqxZs4b79++bfftO+xx27NiR48ePp1sGY+C0dOlSlixZYrU2LzuWLl3K0KFDGTBgAAsXLsxyLdDp06epVKmSKXAyMp6Tc+fO0axZM8qUKYOzs7Pp8aZ29uxZQkJCTB3sjX+Nzc5GefW+PnfuHDdv3rQ6JUqLFi3w9PQ0BVXpkSTJrOY2MjKSPXv2sGzZMruWNaNri7UyQdY7qGf1C48tqlevjo+PDyC/t9u0acP333/PkCFDLN5Hnp6eefbeLqxEh3EhU19++SXe3t58+OGHpr4lQUFBXL582ewi++TJE6uTxuWnhIQEjhw5YtYHBuQPnpYtW1KiRAn++OOPdOev6tq1KzExMWzcuNFs+/LlywkICKB+/foZHv/x48emD6jMGGtKspI2Lzg6OjJ//nwSEhLytbp+6dKl/Pbbb2ad6Y01UGlrGBITE/n777/N5rDq3LkzCoXCooli2bJlODs7m5pyihYtSp06dcx+jSRJYtiwYSxdupRFixZZHQCQHcuWLWPo0KH07duXH374wabms4CAAM6fP09MTIzZduNkisZzoFar6dixI7/88gvR0dGmdLdu3WLfvn1069bNtM04Uvaff/4xy3PLli02Pa7sWrNmDfv27TP7NTZfLVy4kG3btmV4/xs3bnDo0CGzrgdbt25FoVDQoUMHu5Y1vWuLNcYJJtN2icgvCoWC+fPno1Kp+OCDD/K7OIWSqHkSMuXt7W0aOfPzzz/Tt29f+vXrx6JFi+jbty/Dhg3jyZMnfPnll3YbVpzagQMHePToESB3erx58yYbNmwAoFmzZqYRII0aNaJTp05UrFgRT09PwsLC+O6777h27ZrZcOxLly6ZhitPnz6dK1eumM0UbRxyD3IzUKtWrRgxYgRRUVGEhISwevVqdu7cycqVK03NVJGRkbRq1YrevXtTtmxZnJ2duXz5Ml9//TWJiYl89NFHpvwXLVrEwYMHad26NYGBgcTGxnLw4EG++eYbGjVqZLemIKNbt25ZnRbC19fXrKOxNc2aNaNdu3YsXbqUSZMmERwcbJcyWQsS4uPjTeWMj4/n+vXrbN68mW3bttGsWTOz5oXGjRtTt25dpk6dSlxcHE2bNiUyMpJvvvmGGzdumHXMrVy5MkOGDOGjjz5CpVJRt25ddu3axffff8+nn35qtekprdGjR7NkyRIGDx5M1apVzc6no6OjWVPMzZs3TTVY165dAzC9XoOCgkxB2fr16xkyZAg1atTgjTfe4NixY2bHNE6ymZ6xY8fSpUsXWrVqxbhx4/Dx8eHIkSPMmDGDSpUq8corr5jSTps2jbp169KhQwcmTZpkmiTTx8fHbJLFunXrUr58eSZMmIBOp8Pb25tNmzbx119/ZXqO7MFacGGcNqF27dpmAW3Lli1p2rQp1apVM3UY//LLL1EoFHzyySemdBs2bKBVq1a4u7tb5G3va8vPP//ML7/8Qvv27SlVqhQRERGsX7+eNWvWMHDgQLNO7Pbw4MEDq+9tDw8PKlWqlOF9y5Yty/Dhw1mwYAF//fWXxeARIRN5OamUULBlNOlcfHy8VLJkSals2bKmiSGXL18uVaxYUXJycpIqVaokrV27VhowYIBUqlQp0/0ymqgRkD766KNMy9WsWTMJsPq7b98+U7rx48dL1atXlzw9PSW1Wi35+flJXbt2lQ4dOmT1cab3u3TpUrP00dHR0ujRoyU/Pz/JwcFBqlatmrR69WqzNAkJCdLQoUOlihUrSm5ubpJarZZKlCgh9e3bVzp//rxZ2kOHDkkdOnSQAgICJAcHB8nFxUWqXr269Mknn0ixsbGZno/0JslMy3ju0/vt06ePKW16k2RKkiSdPXtWUiqV0qBBg0zbyOIEfdZ0795dKlq0qNm2tM+xq6urVLp0aem1116T1q9fbzaZoVFERIT0/vvvSxUrVpRcXFykYsWKSc2bN5d27NhhkTYpKUn66KOPpJIlS0oODg5SuXLlpHnz5mW5zKVKlUr3PKZ+vUtSxq+v1JMwDhgwIMPn58aNG5mWa+/evVLr1q0lPz8/ydnZWSpXrpw0fvx46fHjxxZpT5w4Ib388suSi4uL5OHhIXXp0sVigk1JkqTLly9LrVu3ljw8PCRfX1/prbfeMk0Wm/r9lt7EpulNEpnd10x616WxY8dKlSpVktzd3SW1Wi0FBARIffv2lS5dumRKExMTIzk5OVm8p1M/BnteW0JDQ6WXX35Z8vPzkzQajeTi4iLVrVtXWrBggdXXcFq2TGyb0WvnxRdfNKVLb5JMSZInanVzc5NatGhh2paTST6fJwpJysKEEIIgCHZSvXp1HB0dLWpaBMHe1q1bR58+fXjw4EGWahgFIatEnydBEHJdYmIiBw4cYNKkSfzzzz+5MheUIKTVo0cPtFqtCJwEuxM1T4Ig5LqwsDDKlClDQEAAgwYNYurUqTlaGkMQBCE/ieBJEARBEATBBuKrnyAIgiAIgg1E8CQIgiAIgmADETwJgiAIgiDYQEySmQMGg4G7d+/i7u6e7YU1BUEQBEHIW5IkER0dTUBAQLYGr4jgKQfu3r1rtxXVBUEQBEHIW7dv3zZbzimrRPCUA8bp/m/fvp0ry5LkhqSkJGbNmgXAkCFDsrRStsFgQJIkvLy8TMuRZJSPTqdj8eLFgDzPikKhYO3atQC89tprpsVHjWKlWOqXlNeIuxhxEYCKXhUBuKS/RHlVeQDuchdX5EVQY4klgACL7Znts5U988prhbnsgiAUfLGxsaZ1Ju/evWuxSHVBFhUVRWBgoNVle7JCBE85YGyq8/DwKDTBk16vp3v37sTGxuLt7Z2l4Emv16PT6fDw8DAFTxnlo9fr6dixI3Fxcfj4+KBUKmnZsiVxcXEULVrUYr0uF70LXyV9hYuLC8W8iwEwXzUfvV6Pv4c/S1VLAfDBBw0aAJxxZimW2zPbZyt75pXXCnPZBUEo+IyfByB/Dham4Mkou11uxDxPORAVFYWnpyeRkZGFJngCObgJDw9HrVabvfgzSm9cJDR1+ozy0ev1REZGolarUSqVaLVaIiIi8PLyQqPRWKTV6/V4enqaBWfWjikIgiAUDLGxsbi5uQEQExNTqIKnnH5+i9F2giAIgiAINhDBUzbMnz+fSpUqUbdu3fwuis0MBgNXrlwhLCwMg8GQK/kYDAZu3LjB7du3MRgMGAwGbt++zf37960eU4eOvc57+V39O7rkn9/Vv7NLs4sEEtie/KNDZ3Yfa9sz22cre+aV1wpz2QVBEAoy0WyXA4Wx2S4pKYkZM2YAMHLkSIvO29ZYa0LLKB+tVsvcud9y+3YgzZu3Q6VScOHCDzg6aunbty8uLi5m+Ucboin/gtwp/F70PQD83f0BuKu/S4BK7pAYQ4xZh3E33Cy2Z7bPVvbMK6/lZtkNBgNJSUl2y0/IXxqNRjSPCzZ7npvtRIdxIVccOvQie/e+zLJl8u2yZV+jT5/V+VomwT6SkpK4ceNGjmouhYLHy8sLPz8/MWedIGSBCJ6EXPHkSVEA3N0NREcrCQ/3zucSCfYgSRL37t1DpVIRGBiYrcnlhIJFkiTi4uJ4+PAhAP7+/vlcIkEo+ETwJOSKpCR56oLWrePYuNENrVYMk38W6HQ64uLiCAgIsGh+FQovZ2dnAB4+fEixYsVEE54gZEJ8bcyGwtxhPK8Ygydvbz0AOp2I058Fer38fGZlfjChcDEGw1qtNp9LIggFnwiesmHUqFFcuHCB48eP53dRCixjTVORInK/GBE8PVtEv5hnj3hOBSHrRPAk5ApR8yQIgiA8q+z2iXb79m3CwsKIi4vD19eXypUrWyzDIeQ/lUpF27ZtiYuLy1Fn34zyUSqVqNWeABSV+42j16upWrW61b4UGknDx08+xsnZCQfkoOvLuC8xGAy4ObvxLd8CmPYZ/7e2PbN9trJnXnmtMJe9MAoKCmLs2LGMHTvW6v7mzZtTo0YN5s6dm+NjhYWFERwczKlTp6hRo0aO8xMEwTY5Cp5u3rzJwoULWb16Nbdv3yb1lFEODg40adKE4cOH8+qrr4pROQWESqWiTp06hIeH56hTaEb5qFQqdDp53qeiRVNeEy+8UMbq60CDhv4x/fFUpSzPMixpGDqdDhdnF0Yxyup9rG3PbJ+t7JlXXivMZbe3gQMHsnz5ctPtIkWKULduXb788kuqVauWjyUTBKEwynZEM2bMGKpWrcqVK1f4+OOPOX/+PJGRkSQlJXH//n127NhB48aNmTJlCtWqVRP9g54zsbFy/wljnyeApCQRQAv5p23btty7d4979+6xZ88e1Go1HTp0yO9iCYJQCGX708zBwYFr166xYcMG+vfvT4UKFXB3d0etVlOsWDFeeuklPvroI/7991++/PJLbt68ac9y56vCPNrOYDAQFhbGf//9l+PlWdLLR683EBsr/+/qqkOtlmuf7t4Nt3pMPXpCHUP5S/0X+uSfv9R/cUhziCSS2J/8o0dvdh9r2zPbZyt75pXXCnPZc4OjoyN+fn74+flRo0YNJk6cyO3bt3n06BEAEydOpFy5cri4uFC6dGmmTJliMfJsy5Yt1KlTBycnJ3x8fOjWrVu6x1u6dCmenp788ccfVvevXLmSOnXq4O7ujp+fH7179zbNtQQQHh5Onz598PX1xdnZmbJly7J06VKzPK5fv06LFi1wcXGhevXqhIaGZvf0CIJgg2w323311VdZTtuuXbvsHqZAGjVqFKNGjTJN716Y6HQ6Vq5cCcjLqmg02Zt/KaN84uL0GAxyzZOjow4nJ4mYGAWHD/9NnTqWE/AlKhLp5dcLSFmepaNbR0BenqUFLQDzJUYSSLC6PbN9trJnXnktL8ue0VItch84dZbSKhQKs9dSemlzOlVCTEwMq1atIiQkhKJFjRO6urNs2TICAgI4e/Ysw4YNw93dnXfffReA7du3061bN95//31WrFhBUlIS27dvt5r/zJkzmTFjBr///jsNGjSwmiYpKYlPPvmE8uXL8/DhQ8aNG8fAgQPZsWMHAFOmTOHChQv89ttv+Pj4cPXqVeLj483yeP/995k5cyZly5bl/fffp1evXly9etXsfAuCYH85eofVqFGDoUOH0qdPH7y9xQzSBcGyZfDpp5A8HQ8eHrB0KdSqlXdliItLGfLs4iLh6CgREwNarbigP6uM6xxaU7ZsWXr37m26PXPmzHTnEipVqhQDBw403f7666+Ji4uzSPfRRx/ZXMZt27aZ1uGKjY3F39+fbdu2mfrhffDBB6a0QUFBjB8/nrVr15qCp+nTp9OzZ0+mTZtmSle9enWL40yePJnly5ezf/9+qlatmm55Bg8ebPq/dOnSzJs3j3r16hETE4Obmxu3bt2iZs2a1KlTx1SmtCZMmED79u0BmDZtGpUrV+bq1atUqFAhq6dFEIRsyFEnlPr16/PBBx8QEBBAr1692LNnj73KJdhg82Zo3hyaNIE33oBr1yAsTP795x9Yvz5vy2Ps76RS6VCrwclJbrYT0xUI+alFixacPn2a06dPc/ToUVq3bs0rr7xi6lKwYcMGGjdujJ+fH25ubkyZMoVbt26Z7n/69GlefvnlDI8xa9YsFi1axF9//ZVh4ARw6tQpOnfuTKlSpXB3d6d58+YApmOOGDGCNWvWUKNGDd59910OHz5skUfqzu7GZVVSN/0JgpA7cvRptmjRIr7++mvWr1/P0qVLad26NYGBgQwePJiBAwdSsmRJe5VTyMD06XDiRMrtdu3go4/gxx9h0SJ4+jRvy2Ps7+TgIDe5ODoagyexRMuzavLkyenuSzvCcsKECemmTTtR45gxY3JWsFRcXV0JCQkx3a5duzaenp4sXryYDh06mGqV2rRpg6enJ2vWrGHWrFmm9MYlTDLSpEkTtm/fzrp165g0aVK66WJjY2ndujWtW7dm5cqV+Pr6cuvWLdq0aWNqqjQGdtu3b2f37t28/PLLjBo1ipkzZ5rySd3EaTx3YsFmQch9OR7+5OTkRL9+/di7dy9Xr16lX79+LFmyhNKlS9OmTRvWrVtnj3IWKAWtw3hyf1e+/BK2bJFrmurVgypV5O3h4XlbHmPNk2XwJGqenlUODg7p/qbtf5NR2rR98NJLZw8KhQKlUkl8fDyHDh2iVKlSvP/++9SpU4eyZctaDHKpVq1aprXr9erVY+fOnXz22WcZ9gv9999/efz4MZ9//jlNmjShQoUKVmuMfH19GThwICtXrmTu3Ll8//332XuwgiDYlV3HjgcHB/PJJ58QFhbGmjVrOHHiBL169bLnIQqEgrY8y+PH8t9XX4WOHcG4XmuRIvLfvK55MvZ50mjkfi2i2U4oCBITE7l//z7379/n4sWLvPXWW8TExNCxY0dCQkK4desWa9as4dq1a8ybN49NmzaZ3f+jjz5i9erVfPTRR1y8eJGzZ8/y5ZdfWhynYcOG/Pbbb3z88cfMmTPHallKliyJg4MD33zzDdevX2fLli188sknZmk+/PBDfv31V65evcr58+fZtm0bFStWtN8JEQQh2+w+8c6+ffsYMGAAAwcORK/XM2zYMHsfQkglPj6lmczHx3xffgVP6dU8iQ7jQn7auXMn/v7++Pv7U79+fY4fP8769etp3rw5nTt3Zty4cfzvf/+jRo0aHD58mClTppjdv3nz5qxfv54tW7ZQo0YNXnrpJY4ePWr1WC+++CLbt29nypQpzJs3z2K/r68vy5YtY/369VSqVInPP//crDkO5Fq3yZMnU61aNZo2bYpKpWLNmjX2OyGCIGSbQko9LXg23bp1i2XLlrFs2TLCwsJo0qQJQ4YMoXv37lnqJ1BYGacqiIyMxMPDI1/KcOcOBAaCRgOJiZC6y8ixY1C/PpQqJXceB9Dr9YSGhhIXF0ft2rWz1ASi1+vR6XR4e3ubZgBPm8+xY8707u1MbCwYDKDXK6ha9QnbtsUyYEAx9u934n//O8bbb/vi5ORkln+8Pp4fXH/AycmJUTp5Ruz56vkYDAbGOY3je5XcVDGGMaZlRpJI4mu+ttie2T5b2TOvvJYbZU9ISODGjRsEBwdbPI9C4SaeW8FWsbGxphGsMTExuLoWnqlccvr5naOqgJ9//pmlS5eyb98+ihcvTv/+/RkyZIhZp0whdxmb7IoWNQ+cwHrNk0qlomHDhjlankWnA4NBRbVqDTl9Oorz59V88okDERHmBWjRQoVKpcJ4HfbyCkClsuzM6oADb0S9gaciZXmW0Ymj0el0uDm58Q7vWL2Pte2Z7bOVPfPKa4W57IIgCAVZjoKngQMH0r59ezZv3ky7du3E+nX5wBg8pW2yg5TgKToatFq5diqn5s+HMWOM80ipgJT5vVQqiQMH4vDxkVAq9Tg4RAJqU5+npCSFtSwFQRAEoVDJUfB0584dihUrZq+yFBrz589n/vz56PX5v+RFRsGTp6dcGyVJEBEBvr7yMOa7d+8SFRWFv7+/1dqnR48UrFunJjFRgVIJ7dsnYpx1YunSlAk4ATw8dLi6KlEqoX9/LdWqGTAYDNy7d4/Hj2MpVqwYjo5ybVN4eCIGg2WArUfPGYczuKncqIU8m+ffqr/Ro6cxjTnHOQBqUQsVKtN9/uZvi+2Z7bOVPfPKa4W57IIgCAVZjoKn1IHTihUrWLhwITdu3CA0NJRSpUoxd+5cgoOD6dy5c44LWpAUpOVZnjyR/1oLnlQqOYCKiJCb7nx95WVVfvzxRyD95Vm+/NKBRYtS+sesXatm374k4uLgzBl526lTWtaunYmjYxKjRo006yOh1+tZu3YtAAMGDMDBQQ6eLl++hV4faHG8REUinf3l14hxeZaX3eXJCO/q71KPeoDl8izWtme2z1b2zCuvFeayC4IgFGR2aWf77rvvePvtt2nXrh0RERGmGhkvLy/mzp1rj0MI6cio5glSmu569ZJnIW/TRs3y5f1YubI3hw5Zb8cLD5eb12rX1uPkJHH+vIrJk10ZN06BTgf+/lCxooSTU5JFPytrxDxPgiAIwrPELsHTN998w+LFi3n//ffNmoHq1KnD2bNn7XEIIR2ZBU/GJa5OnYIDB2D/fiU3bpTm6tWyzJhhvSbCOEFx9+5aunXTAbBkiTNLlsgvl8aNLTunZ8QYPP3zTzV69gxg/nxRAyIIgiAUXnapCrhx4wY1a9a02O7o6EiscRIiIVdkFjytXAn798sj5CQJkpJ0/PzzH/z22yucPau22pHcOHmFQgHTpiVSrJie2FgJJydHnJyUvPGGbWUsWVIOwKKjPThxAk6ccOb0aQ2OjnIn8y49ddDNtjwFQRAEIb/YJXgKDg7m9OnTlCpVymz7b7/9RqVKlexxiAKlIHYYL1rU+n5vb+jaNeV2UpKBK1eOsXdvC+LjnTh0SEWFCgYcHSW8kwfOGYMnpRKKF5f46KOE5HmeHDBWLCYvv5Ul3bvHcv78dhISHDEYXmHDBg+2b0+Z/+vKNYUIngRBEIRCwy7B0zvvvMOoUaNISEhAkiSOHTvG6tWrmTFjBj/88IM9DlGgFKQO45nVPFmjVMILL/zH9etl6NRJXstFoZBYuDCBXr10ZjVP9qBSQenSNwB4/fU6NGxoIDpaye3bKpYscSX8qRgFJgiCIBQedgmeBg0ahE6n49133yUuLo7evXvzwgsv8PXXX9OzZ097HEJIR3aCJ4CaNU9x/35pEhPlPk6SpODECRW9eulMfZ5yY9oujQZ69YoH4OJFNUuWuBIdLeYHE4T0hIWFERwczKlTp6hRo0Z+F0cQBOwUPAEMGzaMYcOG8fjxYwwGw3M5/1N+yGiqAmtUKhVNmjShbt0EFi16ioODA5995sDnnzuaapyyUvNkzCchIcFiclSlUkn9+vVN+5RKJTVq1LBI6+4uR2kx0SrGRIzByckJDXIHrIkJEzEYDLg4uvARHwGY9hn/t7Y9s322smdeea0wl93emjdvTo0aNSxG/27evJmuXbuSk1WqjMGNr68v165dw93d3bSvRo0adOnShalTp2Y7f0EQCh67jx33sbUKRMi2uDh5YWCwLXhq1qyZ2fIsxnjG+PmRlZona/mk3tegQQMiIyNRqVQolUpq1qxJRESEWVoPj5SZx0c8GEfx4inLs0xKmCQvz+LoxlSmWhzfAQer2zPbZyt75pXXCnPZC6Po6GhmzpzJtGnT8rsogiDkshy1l1y7do3BgwebbpcsWZIiRYqYfn19fbl06VKOCylYZ2yyc3SEnKzHaKxhsqXmyR7c3CQUCvlgoulOKAimTp1KjRo1WLRoEYGBgbi4uNC9e3ciIiIyve9bb73F7NmzefjwYbppFAoFmzdvNtvm5eXFsmXLTLePHTtGzZo1cXJyok6dOpw6dcoiny1btlC2bFmcnZ1p0aIFy5cvR6FQmJXz8OHDNG3aFGdnZwIDAxk9erQY/SwIdpKjT6xvvvkGPz8/0+3w8HAmT57MnDlzmDNnDnXr1mXOnDk5LmRBM3/+fCpVqkTdunXztRyp+ztlNdCRJIlHjx7x5MkTU1OFsYbJWONkMCjMtmc1n9T7njx5Qnh4OJIkIUkS4eHhREVFmaVVKuUACuBs/C0uKi9iSP65qLzIv6p/0aHjfPKPgZRFhQ0YrG7PbJ+t7JlXXsvLssdm8JNAQpbTxhOfpbS56erVq6xbt46tW7eyc+dOTp8+zahRozK9X69evQgJCeHjjz/O9rFjY2Pp0KED5cuX5+TJk0ydOpUJEyaYpQkLC+O1116jS5cunD59mjfeeIP333/fLM3Zs2dp06YN3bp1459//mHt2rX89ddf/O9//8t22QRBSJGjZrvdu3fzzTffmG179dVXKV26NABBQUEMHTo0J4cokArKaLvMpimwRqvVsmjRIkBenkWtVmdQ85R+PxBr+RjpdDpWrlwJyMuzKJVK07ftvn374uCQsvSLu7tEdDQMdhoLHidMy7M08mgEyMuzVKEKYL7ESDzxVrdnts9W9swrr+Vl2d1wS3dfO9qxne2m28UoRhxxVtM2oxn72W+6HUQQj3lskU4i+32UMpOQkMDy5cspUaIEIH9JbN++PbNmzTL7spiWQqHg888/p2PHjowbN44yZcrYfOxVq1ah1+v58ccfcXFxoXLlyty5c4cRI0aY0ixcuJDy5cvz1VdfAVC+fHnOnTvH9OnTTWm++uorevfuzdixYwEoW7Ys8+bNo1mzZnz33XdmyykJgmC7HNU83bx5k+DgYNPtoUOHmgUTQUFB3LlzJyeHEDKQ3ZF2aVnWPJlvz00eHskHi/QECS5fUnH8qAYON4Qo94zvLAi5oGTJkqbACaBhw4YYDIYsdUFo06YNjRs3ZsqUKdk69sWLF6levTouLi5mx0/t0qVLFrXe9erVM7t98uRJli1bhpubm+m3TZs2GAwGbty4ka2yCYKQIkc1T0qlkocPHxIUFARg0UT34MEDqwvPCvZhr+DJWPNkbK7LwcAjm7m7Jx8s0hO2dqRZZ9/kPYch5Ar8m3dlEbIvhph096kwH1DwkPT7BCnTfJ8LIyxH5TLy8PAgMjLSYntERAQeHh4Z3leR/AZRZLFt/PPPP6dhw4a88847VvNK28yt1WpN/2dl1J8kSRZlSXs/g8HAG2+8wejRoy3uX7JkyUyPIQhCxnIUPFWuXJndu3dbfOsx+v3336lSpUpODiFkwNZpCtKjVMoXXltG29mLWc3TydoAeHkZiIhQwtWyJCXdA+cMMhAKBFuaBHMrbUYqVKjAb7/9ZrH9+PHjlC9f3mzbrVu3uHv3LgEBAQCEhoaiVCopV65clo5Vr149unXrxqRJkyz2+fr6cu/ePdPtK1euEBeX0oRZqVIlVqxYQXx8PM7O8gv/yJEjFo9lx44dZttOnDhhdrtWrVqcP3+ekJCQLJVZEATb5OjjcdCgQUyfPp3t27db7Nu6dSuff/45gwYNyskhhAzkVrNdXo22gzQ1TyfqAPDxF1Gm/bExeVAI4Zk3cuRIrl27xqhRozhz5gyXL19m/vz5LFmyxKKGyMnJiQEDBnDmzBkOHjzI6NGj6dGjR4b9ndKaPn06e/futWjqe+mll/j222/5+++/OXHiBG+++aZZ7Xzv3r1RKpUMGTKECxcusGPHDmbOnGmWxxtvvMG///7LxIkTuXz5MuvWrTON1jPWSE2cOJHQ0FBGjRrF6dOnuXLlClu2bOGtt96y5bQJgpCOHAVPw4YNo1OnTnTs2JFKlSrRtWtXunXrRqVKlejSpQvt27dn2LBh9iprgVEQR9vlRHodxvO05mlfCzhTHYDadbXgKI/QihVTGAh2EBQUxMGDB7l27RqtW7embt26LFu2jGXLltG9e3eztCEhIXTr1o127drRunVrqlSpwoIFC2w6Xrly5Rg8eDAJCeYjDWfNmkVgYCBNmzald+/eTJgwwax/k5ubG1u3buXChQvUrFmT999/ny+++MIsj+DgYDZs2MAvv/xCtWrV+O6770yj7RwdHQGoVq0aBw4c4MqVKzRp0oSaNWsyZcoU/P39bXocgiBYl+NJMlevXk3nzp1Zs2aN6VtW2bJl+fDDD5/ZpVkK2mg7+/V5kv/mZc1TkSLJB93aCQBPLwNBpfXgFgOJTqLmSbCb2rVrs3PnziylHTFihNkIt4wEBQVZ7au0aNEi04hUo4CAAH7//XezbWnnkGrQoAGnT58225Y2/06dOtGpUyfT7enTp1OiRAmzUXR169Zl165dWXoMgiDYxi4zjPfs2fOZDZQKsuxMVWCc/Tv1Uilpa56yOsN42nyMlEoltWrVIjEx0bQ8S5UqVaym7dUrnrDbcDrhKkqVkve6lcZRqcHdDaKfgD7GmQnI89ykXZ7F2vbM9tnKnnnltcJcdiFjCxYsoG7duhQtWpRDhw7x1VdfiTmcBCEPZTt4io2NxdWGaa1tTS9kLjs1TyqVipYtW1pdnsWWmidr+aTe16RJE7PlWerWrWuxPAtAYKCeb+ZGotcXwdPTE3m3AyVcXLgI6KKd+YqvLI7vgIPV7Znts5U988prhbnsQsauXLnCp59+ytOnTylZsiTjx49n8uTJ+V0sQXhuZLtDSUhICJ999hl3795NN40kSfzxxx+88sorzJs3L7uHEqyQpNzr85SXo+3SY5x5XKwmIeSlqVOnWjSZFURz5szh7t27JCQkcPnyZaZMmWI2Ua0gCLkr2++2/fv388EHHzBt2jRq1KhBnTp1CAgIwMnJifDwcC5cuEBoaCgajYbJkyczfPhwe5Y7X82fP5/58+ej1+vzrQyxsZCUJP9vS/AkSRIRERFERUXh7e0NWC4MnJWaJ2v5pN4XFRVFdHQ0Xl5eSJJEdHQ0sbGxVvuIGTBwW3WbSGUkpSgFgMotHnAnMsZAGLcBKElJ0zxABgzc4pbF9sz22cqeeeW1wlx2QRCEgizbV9Py5cuzfv16rl27Rs+ePbl79y4bNmxg8eLF7N+/nxdeeIHFixcTFhbGiBEjLJpr0qPT6fjggw8IDg7G2dmZ0qVL8/HHH2MwpKzN9eDBAwYOHEhAQAAuLi60bduWK1eumOXTvHlzFAqF2W/aflnh4eH069cPT09PPD096devX5YWAB01ahQXLlzg+PHjWXpMucFY6+TsDKkG62RKq9Xy7bffsmLFCnQ6HZC9Gcat5WOk0+lYunQpGzduRKfTodPp2LBhA7t27bJIC5CgSKBJiSZU96hOfPLPEa8/AHgQHUdw8k/qdc/iibe6PbN9trJnXnmtMJddEAShIMtxPW+JEiUYN24c48aNs0d5+OKLL1i4cCHLly+ncuXKnDhxgkGDBuHp6cmYMWOQJIkuXbqg0Wj49ddf8fDwYPbs2bRs2ZILFy6Y9asaNmyY2SKdxknnjHr37s2dO3dMI3CGDx9Ov3792Lp1q10eS26yV5MdWJuqQGG2PV+4RwNinidBEASh4ClwjeShoaF07tyZ9u3bA/Iw4NWrV5tm0L1y5QpHjhzh3LlzVK5cGZBHnhQrVozVq1ebLUTs4uKS7sR2Fy9eZOfOnRw5coT69esDsHjxYho2bMilS5csZh0uaOwZPKVf85SH67Sk5SYv9yGCJ0EQBKGgKXCdIBo3bsyePXu4fPkyAGfOnOGvv/6iXbt2ACQmJgKYzWeiUqlwcHDgr7/+Mstr1apV+Pj4ULlyZSZMmEB0dLRpX2hoKJ6enqbACeT5VTw9PTl8+HCuPT57yc40BelJb5LMAlHzFC2CJ0EQBKFgKXA1TxMnTiQyMpIKFSqgUqnQ6/VMnz6dXr16AfK6TqVKlWLy5MksWrQIV1dXZs+ezf37983WjOrTpw/BwcH4+flx7tw5Jk+ezJkzZ/jjD7kvzf379ylWrJjF8YsVK8b9+/etli0xMdEUvAFERUVZTZcX7FvzJEdLxoWBjTVP+Ro8GWueYgtcfC8IgiA85wpc8LR27VpWrlzJzz//TOXKlTl9+jRjx44lICCAAQMGoNFo2LhxI0OGDKFIkSKm+YZeeeUVs3xSLwtTpUoVypYtS506dfj777+pVasWYH2VdGsrlhvNmDGDadOm2fHRZl9u9HnKjxnG0yWa7QRBEIQCqsB9rX/nnXeYNGkSPXv2pGrVqvTr149x48YxY8YMU5ratWtz+vRpIiIiuHfvHjt37uTJkycEBwenm2+tWrXQaDSmUXl+fn48ePDAIt2jR48oXry41TwmT55MZGSk6ff27ds5fLTZ9+SJ/Dd3OozLf/Nznidjs939/5RwujqcqWaamkEQbDVw4EDTqFuNRkPx4sVp1aoVP/74o9lI3tRat26NSqXiyJEjVvcfPnyYdu3a4e3tjZOTE1WrVmXWrFlZmsLk9u3bDBkyhICAABwcHChVqhRjxozhifGNLQhCgWaXmqegoCAGDx7MwIEDKVmyZI7yiouLs1jCQ6VSWb3AGecMunLlCidOnOCTTz5JN9/z58+j1WpNC2M2bNiQyMhIjh07Rr169QA4evQokZGRNGrUyGoejo6OpoU381t2a56USiW1a9cmMTHRVMOWnZona/kYKRQKqlWrRlJSkml5lgoVKpiWa0lLJanoF90PBwcH1MkvyRZOddkHHDnoCDVPA/Dqywb27pbvo0bNSEaa/k8to322smdeea0wlz03tG3blqVLl6LX63nw4AE7d+5kzJgxbNiwgS1btphNMnnr1i1CQ0P53//+x5IlS2jQoIFZXps2baJHjx4MGjSIffv24eXlxe7du3n33Xc5cuQI69atS7cG+/r16zRs2JBy5cqxevVqgoODOX/+PO+88w6//fYbR44coUiRIrl6LgRByCHJDubNmyfVqlVLUqlUUsuWLaXVq1dLCQkJ2cprwIAB0gsvvCBt27ZNunHjhvTLL79IPj4+0rvvvmtKs27dOmnfvn3StWvXpM2bN0ulSpWSunXrZtp/9epVadq0adLx48elGzduSNu3b5cqVKgg1axZU9LpdKZ0bdu2lapVqyaFhoZKoaGhUtWqVaUOHTpkuayRkZESIEVGRmbrseZE8+aSBJK0Zo3t99XpdNKjR4+k8PBwKSoqSvr++zgJJOmll7RSVFSUVLWqTgJJ2rw5VoqKipLCw8OlR48emZ07a/mk/g0PD5fCwsKkO3fuSHfv3pVu3rwpnTlzRrp586Z09+5ds9/bt29LYWFhZvlcuRIh1aiRJAUEGCR/f/mxKpWSFBVlpxMoZEt8fLx04cIFKT4+Pr+LYpMBAwZInTt3tti+Z88eCZAWL15stn3q1KlSz549pYsXL0ru7u5STEyMaV9MTIxUtGhRs2uO0ZYtWyRAWpPBG7Nt27ZSiRIlpLi4OLPt9+7dk1xcXKQ333zTtK1UqVLS9OnTpUGDBklubm5SYGCgtGjRoqw+bJsU1udWyD8xMTESIAFm75HCIKef33ZpmHnrrbc4efIkJ0+epFKlSowePRp/f3/+97//8ffff9uU1zfffMNrr73GyJEjqVixIhMmTOCNN94wq1W6d+8e/fr1o0KFCowePZp+/fqxevVq034HBwf27NlDmzZtKF++PKNHj6Z169bs3r3bbLLOVatWUbVqVVq3bk3r1q2pVq0aK1asyPkJyQO5MVVBQRpt5+Mj8ccfkdy6ZeDuXQgMlGvGkmesEAoISZKIjY3Nl19JyvlUGi+99BLVq1fnl19+MXtMS5cupW/fvlSoUIFy5cqxbt060/5du3bx5MkTJkyYYJFfx44dTTVK1jx9+pTff/+dkSNHWsw75+fnR58+fVi7dq3ZY5s1axZ16tTh1KlTjBw5khEjRvDvv//m9KELgpADdq3Lr169Ol9//TUzZ85kwYIFTJw4ke+++44qVaowZswYBg0alG5VtpG7uztz585l7ty56aYZPXo0o0ePTnd/YGAgBw4cyLS8RYoUYeXKlZmmS6sgLM+S3akKjB928fHxuLm5Adlb285aPqn3xcXFkZCQgKurK5IkkZCQQGJiotUPPAmJJ8onaBVaiiGPgHyseIxOocMTT57ylFoN3bl924m33pIDqc5dJF59Qz4JPvigQGGW32Os77OVPfPKa3lR9ri4OIvnP6/ExMTYZbHxChUq8M8//5hu7969m7i4ONq0aQNA3759WbJkCYMGDQIwTaNSsWLFdPMzpknrypUrSJKU7n0rVqxIeHg4jx49Mo0GbteuHSNHys2vEydOZM6cOezfv58KFSpk49EKgmAPdu0SrNVqWbduHZ06dWL8+PHUqVOHH374gR49evD+++/Tp08fex4u3+T38iw5WRRYq9UyZ84cfvzxx3SXZ8lKzZO1fIx0Oh2LFy9mzZo1puVZVq9ezY4dO6wuzxKviKd2YG3KepYlLvmnrGdZKhatyGMeU4xi/PqyHCyfPw87d8LYMVDMUJxiFCOOOLP84oijWPJP2n22smdeea0wlz0vSWlG2C5ZsoTXX3/d1AeqV69eHD16lEuXLlncL738HBwcsl0WMB8JXK1aNdP/CoUCPz8/Hj58mK38BUGwD7vUPP39998sXbqU1atXo1Kp6NevH3PmzDH7ZtS6dWuaNm1qj8M996KiwBiD2HOSzLQzjOfrVAVpDf6RNcXnEffUicGDITFRAeHeUPRpfpfsuebi4kJMTEy+HdseLl68aBqp+/TpUzZv3oxWq+W7774zpdHr9fz444988cUXlC1b1nQ/a4NL/v33X2rUqGH1WCEhISgUCi5cuECXLl2s3tfb2xufVN+KNBqNWRqFQpHuCEFBEPKGXYKnunXr0qpVK7777jvTunNpVapUyWJhXiF7jKOZXV3lhYFzKr0+T/k6VUFaaj0dOutxBd55J/kc3PMXwVM+UygUdmk6yy979+7l7NmzprU5V61aRYkSJdi8ebNZuj179jBjxgymT59OmzZtKFKkCLNmzbIInrZs2cKVK1fS7XZQtGhRWrVqxYIFCxg3bpxZv6f79++zatUq+vfvn2n3BkEQ8pddPh6vX7/Ozp076d69u9XACcDV1ZWlS5fa43DPPXt2FgdrNU8FYGHgDJiWK7xvfd1CQbAmMTGR+/fv899///H333/z2Wef0blzZzp06ED//v0Bucnutddeo0qVKma/gwcPJiIigu3bt+Pq6sqiRYv49ddfGT58OP/88w9hYWEsWbKEgQMHMnToUNNyUtZ8++23JCYm0qZNG/78809u377Nzp07adWqFS+88ALTp0/Pq1MiCEI22SV4KlWqlD2yEbLI3sFToah5SkUET0J27Ny5E39/f4KCgmjbti379u1j3rx5/Prrr6hUKk6ePMmZM2d49dVXLe7r7u5O69atWbJkCQCvvfYa+/bt49atWzRp0oTg4GCGDh3KxIkTWbx4cYblKFu2LCdOnKBMmTK8/vrrlClThuHDh9OiRQtCQ0PFHE+CUAjYpdnO29vbajWzQqHAycmJkJAQBg4caBqtUtjl92i73Kt5Sru2Xc6HgucGU/B0zz9fyyEUHsuWLWPZsmUZpqldu3aG0x9s2bLF7HaTJk3YuXMnAAkJCXTu3Jnly5czePBgfH19MzxWqVKlslQTHxYWZrHt9OnTmd5PEITcZZe6hQ8//BClUkn79u2ZNm0aU6dOpX379iiVSkaNGkW5cuUYMWJEpt/ICov8Hm2X3WkK0mNcGLggzfOUEVHzJBQ0Tk5O/Prrr/Tv358///wzv4sjCEIus0vN019//cWnn37Km2++abZ90aJF7Nq1i40bN1KtWjXmzZtntmCvkD05qXlSKpWmpVNyujxL2nyMFAoFFStWNFueJSQkxHQ7LZWk4tWYV82WZ+mV1AuDwYCTxokBDABSlhgxBk/ef/SgxHvl+L2hA906puSnRm1xn+yyZ155rTCXvTBycnJi0qRJ+V0MQRDygEKywzS9bm5unD59mpCQELPtV69epUaNGsTExHDt2jWqVatGbGxsTg9XYERFReHp6UlkZCQeHh55dtzhw2HxYvj4Y5gyxfb76/V6wsPDUavVqFQqdu5U0aOHCzVr6jlwII4qVVy5dUvJvn2x1K5tQK/Xo9Pp8Pb2NpuhPW0+aY8RGRmJWq1GqVSi1WqJiIjAy8vLYlCBXq9Hr9fj6elpyie9YwJs2ADdu6fcVqvlgDJ5qUMhFyUkJHDjxg2Cg4NxcnLK7+IIdiSeW8FWsbGxpkly7TVpbV7J6ee3XZrtihQpwtatWy22b9261dT5MTY2Fnd3d3sc7rlnnKrA3h3GjQrkPE+pdOoEM2bAmDHg5ibPeXXjRn6XShAEQXhe2KUuf8qUKYwYMYJ9+/ZRr149FAoFx44dY8eOHSxcuBCAP/74g2bNmtnjcPmuMHcYlySJpKQktFqtqUYnvWa7zJZnSZtP6n1arda0z3hbp9OluzxLnCIONWrckQPsWGLRIS/PkkACAC64oECBgwNMnCQRRxx//uXEqZMqbt0C47yEEpJpRm3jfbLLnnnltdwsuz3WlRMKFvGcCkLW2SV4GjZsGJUqVeLbb7/ll19+QZIkKlSowIEDB0yTyI0fP94ehyoQRo0axahRo0zVfnktJ8GTVqvlyy+/BGDkyJHJzWryvrRr22W2PEvafIx0Oh0LFiwAYMCAASiVStMagn379rVYuiJeEU+lkpUAuBd9D4ASXiUAuKu/SwABAMQQgytytXAccbjhBqU2wMlXuXkzJT/TvjT3yQ575pXXcqPsxkA5KSnJYmFboXCLi5MD7fTm6hMEIUWOgyetVsvw4cOZMmVKuiuJC/Zl79F22al5KjBKyVHTrVv5XI7nhFqtxsXFhUePHqHRaKwOABAKF+NC3g8fPsTLy8uiJlkQBEs5Dp40Gg2bNm1iSnZ6Lgs2Mxhyr8+TLTVPBUZJOWq6dg2io+VNCjcoRK1rhYpCocDf358bN25wM3V1n1DoeXl54ecnpv8QhKywS7Nd165d2bx5M2+//bY9shMyEBkJxq5W9pvnSf5bmGueNm2SfwFe6eAIluMXBDtxcHCgbNmyJCUl5XdRBDvRaDSixkkQbGCX4CkkJIRPPvmEw4cPU7t2bYvhiqNHj7bHYQRSmuzc3cHR0T55Wq5tZ769QHvxEH7+Bu7fS4n0ftumhkgP8IzKx4I925RKpRjOLgjCc8suwdMPP/yAl5cXJ0+e5OTJk2b7FArFMxc85edoO3s32UHhW9vOTLFHXL4TjyZJDtjLlYPbt4Ez1aHpwfwtmyAIgvBMskvwdOM5m2QnP0fb2XtdO7C2tp35zOMFnVIJxkqQmjWTg6dTNUXwJAiCIOQKu67ZkJSUxI0bNyhTpozZ0HXBfnIaPCmVStPSKcZlVdLWPBlltDCwtXxS7qcgJCQErVaLQqFAoVAQFBRkNS2AUlLSLrad3O8Cud9F56TOGCQDDmoHXuM1ANM+4//WttesCVu2AGO/hrfn0LWVxO+/ZT8QTO84hUFhLrsgCEJBZpflWeLi4njrrbdYvnw5AJcvX6Z06dKMHj2agICAZ3a9p/xYnmXmTHjnHejbF1asyF4eaZdVOXpUSatWrgQHGzhzJpYSJdyIilLw998xhIRIBW55loycOAEvvgip+zI/fmy/zvWCIAiCTCzPkkOTJ0/mzJkz7N+/36wTacuWLVm7dq09DiEky81mu0LZ5ymNOnXkfmH37oHx/WA8Z4IgCIJgD3b5eNy8eTPffvstjRs3NmuWqVSpEteuXbPHIQqU+fPnU6lSJerWrZvnx86L4KlQjbazws0N/PzA11e+/ehR/pZHEARBeLbYJXh69OgRxYoVs9geGxtrtY9LYTdq1CguXLjA8ePH8/zYOQ2ekpKS+PTTT5k/fz5arRbI3jxP1vIx0mq1fP311yxbtsy0xt3SpUvZtGmTRVqAOEUcQaWC8PbyJjb5x9vLG18fXx7yEEXyTyyxpvvEEmt1e+p913xDgZzVPGV0nIKuMJddEAShILNL8FS3bl22b99uum0MmBYvXkzDhg3tcQghWV5MVVDYa55MfOSoKcc1T1p53qjISNDpcl4sQRAEoXCzy5C4GTNm0LZtWy5cuIBOp+Prr7/m/PnzhIaGcuDAAXscQkiWu1MVyH8Lc58nM75y1JSTmqd/LyrgxQcQXoQXgIAAOHPGvudfEARBKFzs8vHYqFEjDh06RFxcHGXKlGHXrl0UL16c0NBQateubY9DCMlyI3gSNU/yY05MhAcPoFUr8PKSf1+s6QzhRUzp7t6FlStzp7iCIAhC4WC3yZiqVq1qmqpAyB16PTx9Kv9vz6H3z3vNU2QkVK8O1te5VUDx+3CsHl/9eoV3Rjsyfjy89x6ULAl//SVqoQRBEJ43dgueDAYDV69e5eHDhxiMn8LJmjZtaq/DFAj5tTxLRERKgGPP4OlZr3m6eBG2bZOXbilXzjLZ8ePmgVNgIPz0E7zwAsQRRw3/EHCL5fU+Or761JGHDyE+Hi5dgtBQ6Ngxjx6PIAiCUCDYJXg6cuQIvXv35ubNm6Sdc1OhUOTLGnC5Kb+WZzHWoHh6Qpp5JnPkma15KvYQkCfO7NhRXsIlLAyKFzdPdvu2/LdlS9i4EVxcwDhBfiwSJI9UK1JEvv/Dh9Crlxw4xYpBbIIgCM8duwRPb775JnXq1GH79u34+/s/k9MTFAT26O+kVCrNlk6Rt8n7UibJzHxtO2v5GBmXY9HpdKblWUqUKGE1LcjLs7SIa4FaozYtI9JK2wpJknBQOdCOdoDl8izWtqfep2/hiPOreu7eVnHpktw8t3evHPikdueO/DcoKGVizfSO4+QMpUrJgRQU7OApo3MkCIIgZJ9dgqcrV66wYcMGQkJC7JGdkA57TFOgVqvp2bOnaVkVSD3Pk8JsfbuMap6s5ZN6X+fOnc2WZ2nVqhURERFW1zx0womlj5aaLc+yLnYdOp0OL28vtrPd6n2sbTfb5wJskLe9/TbMmQO//Qb168vbXngBHB1Tap5KlMggrzSSVyQgJsZqEQqEjM6RIAiCkH12aZipX78+V69etUdWQgZyY6QdpCwALEkpTXeyHC97WGA0ayb/XbECypSRf6tVA602JXgKDMx6fsYlnApCzdPmzTB8uPw7fnxKkC0IgiDkDrvUPL311luMHz+e+/fvU7VqVYuFX6tVq2aPwzz3ci94kv9KElmueSpsWraU173791/5dlwcXL4Ma9fK/ZjAtuDJWPNkz+ApNBR27Ei57e8Pb76Z8fMQHg49e8rTLKQ2a5b9yiUIgiCYs0vw9OqrrwIwePBg0zaFQoEkSc9kh/H8Gm1nDJ5yMtIuKSmJmTNnIkkSw4cPR6VSmXUYT13zlFGfJ2v5GGm1Wr777jsA+vTpg1KpZMWKFUiSRK9evSyC6zhFHDUCa6BQKLgWI6+FWMazDABXDVcJQW4OfshDXJGrfGKJpRjFLLant8/VVR5VZzRhghxg9OuXss1as116xzHWPKVutjtyRB7ZZzDIx7p+Xd7u6wtvvCE3E4I8su/BA/n/gABo2hQSEqBDh5SpKIx8faF7d/Ntp0/LzY8GA1y4IAdOpUvLAeL338OqVXIgqHZN5N3uwSi8InnIQwzRrpw7JwfI7u5QpcozMKJSEAQhH9gleLpx44Y9sik08nu0XU5rntKuL5e6w7gtNU/W1qkz0qVZxyTt7bTilfFmt+MUcSn/E5c2eYbbM9sHMGqUXOt0/758u149KFs263mlrXm6exdefDFts2eKn39Ovywvvih3QH/6VF7QuHt3OHVKnkNqzRp5/0cfpQRM9+5Z5jFiBIweDRs2yIHZuHEAjjDxHNQ7RmfJkRNH5U7zRosWyU19giAIgm3sEjyVKlXKHtkImcjtZjtbap4Ku+DglL5O2ZG25un6dfncubpC8+ZyjVHTpnIwunat3CRn5OUlB2pRUfI0CocOpex76y15As6jR6FBA/jlF/k3rRdfhEqV5P+LFoWRI8HBQe7TtWqVvAbfb79JRIcXgd/bsif5fh4eclAcESHXWgmCIAi2y1HwNHLkSL788kvckr+Gr1ixgq5du5puR0RE0Lt3b3ak7sghZFtuBU+pa55SB0/PUp8ne0tb82R8bqpWlSfkTC1Va7aFAwfkX5Dn73rjDfn/unXhpZfkqRUAihWDKVPkoMnNDUJCrAe37drJvwA3H8cRtGsY6NR8z2J8PRxp1w6+/FLOKy7jyjlBEAQhHTkKnhYtWsTUqVNNwdKoUaN48cUXTbcTExP5/fffc17KAk6r16LVp9+EZS+Pn6gBBV7eOrT67I2ES11OrV6LSq9Cb5CjJIMBknQp+3UGLVo96PV6dHodWr0WA4Z087F6DIMWZapBnTqDDq3B/Fylvp32PGr1WoxTFGn1WrTI+7VY357ZPlull5ejswJQEx1tQKvXc/+BfLtIUfl2VjVqLP+aHTP57jt3pX8/XTrNg6l5emuh92oAuuvn4Zr8PDg6KQEVMbG2lVUQBCG1tJ8DefE5aC85LWuOgqe0s4mnvf2sStth/GbETdz0brl+3EePygAqEhzucCM8KVt56LQpfY9uRt3EMdGRB7EawAu9QSIs4hYgzwB5O/omjloJvUGPQWcgQhGBSqlKNx9rx7gTfQdlqiqsOzF3cNSlpAWINaQMWbsVdUv+xyv5dsQtkvtrExYehgsuQHI/JB/L7Znts1V6ecXiCrzA06gkboTf4sptb8AXJ49oboQ/yPbx7Cm9ssfhCRTncWQsN8KtdKASBEHIgrjYlOrrsPAwXJKyf63NazHROZukz25r2z1P0nYYVyqUOKodM79jDuh0EBkhByHFi6myfTyllBLIOKoccVQ74qRJfhlIChxUKfk6aRxxUEvo9Xr06HFUOZpG1VnLx0glpdRCOagcUCgVZrcdVA5mZdIqUr4BOKjN96VO66h2xBH5OHr0Vrdnts9W6eXl4S4/xvg4+bmPDJe3+/qQ66+FrEqv7O5uctmTEtQFpqyCIBQ+enWaa0whup6kHpSUHSJ4sgO1Uo1GZcfF5qyIClealk3xKapCrcrechsKgwK/F/zQ6XRoVBo0Sg2a5LwMBlCR8jgc1Go0SjlQUkpKNCqNKXiylo/pGCoFvn6+6PV6NEoNSqWSIr5F5LRK87QAGjTUiq2FSq3CUSG/+eom1kWSJJxVzjTUNZTLo3JAk1w+Bxysbs9sn63Sy8szVfCkUWmIeCq/lXyLkeuvhaxKr+xurnLgm5igLDBlFQSh8El9/dCoNIXqeqJW5iz8yXHw9OGHH+LiIlfVJSUlMX36dNPw/TjRI9Vunj6RP/C8vAxYWeEky9QaNe1ea0dkZGRKLVI6UxVkNNrOWj6mfWo1Ldq3IDo6GpVKhVKppMFLDeS0asugz0ly4rtb3+Hu7m7Ka/mj5ej1ejw9PdkQv8HiPs44W92e2T5bpZeXi6t8omJj5JP39LH8t0jRLHRGyiPpld3ZWS57fNwzPJxSEAQhF+UoeGratCmXLl0y3W7UqBHXjTMDpkoj5JwxePLOhQ/nlBnGFWK0XRa5upoHIMbnpyAFT+lxMgZP8SJ4stWJoxoe3JcD/LLldZSrkPH8ZXlNkuQlhwBUKvlXEAT7y1HwtH//fjsVQ8hMbn44G9e2A0xNg/J2ux/qmeHiKj8PiYkKXmtXlEv/ym+lwhA8OdspePp1oxPff+OG3gBqFYx+N5rWryRmfscsCn+qIDFRLqNvMYPVQECrhd07nQh/Kr8/GryYSOmQzEcQ7vvDkXt3UzKs2yCJsuXlQCj1lB1KZcr74PgRB7q0TpknxMnZwLHzDynqk/3nPCEBIsLlsru5Sbi5G2s0Fdy5nVI+P389nl4ZD8iRJHi9U1EOHUju2+ZhYP22J1StYTmq6M+9juzfI6fzLmKg/5DYTPNPS6czP085qRHPDf/dVrFssQuJCQoUSuj8ajy16hae0WBCwVbAXu6FQ34sz2L8cMjph7NWq2XND2swGAx0eL2D2fIsIF8QjTIKnqzlY8pDq2PL6i0YJAMvd3oZpVLJ7s27MRgMvNTpJdRprrLxing6le2EQqFg7yN5YqOX/F8CYE/0Hlq6tgTgaOxRs9F29V3rW2zPbJ+t0svL3UPCu4ie8KcqQv+SP4Q0GolSwQVn6H96ZXd2Ma81kyS4dkVNUpL8/8F9juzf44Ren9yUa5D/qtTwSocEGjVNRK+H98d7Ev405Xmf8o4nzV56yLFQB+Z87k50tPya1aglxk2KplWawOrPfQ680b8IcbFyOZRKqFBZi5eXgcgIJWdOpQwWqFYziZ83PcHBAS7/q+anJa7Exio4/4+GsOsprydHR4m3J0fj6Cih18O/FzQkJsj5l6+kpWZtLWfPaJgx1cOsLN5F9Bw5+5D795W82taHx4/kxxVSTsv2fY9xc5fYv1t+nv389cTGKoiOUnL8iANtOyRk+DxIEhgvFUplSo3u/XtKWjXy5ekT+VgqlUTpEB1KJdwMU5EQn1L16+pmYOa3EZQI1KM3gEGvQK8Hd3eJKtW1KBTw8IHSFDgBREcp2bnNySJ4Cn+qYFAvb7P8d2xxol5DeQRvkaIG3hwdg2MGfX+//9aVTz7wwGCQz62zi4F+g+N4sWkily5q2L/HEX3ytcTZWWLaF1GElNOxZoUz38xyl/tXquDtSdF0e11eXeDGNRW/bXXGYAAHB4mO3eLxD8j4ehcVqWDTemfiYhUoFNCybSIh5eQDz/zMnXWrUt772zY5E3r2AQ4OEBOdEpgrFBLeRaQ8/7J4K0zFa+2L8vih/PxXr5XE2q3yazw75s10Y+dWJ9PtgBJ65nwXgbtH4RsFv3i+K8t/cEVKfvo7vxbPu1Oi87dQaRS44Emn0zF16lRWrVrF/fv38ff3Z+DAgXzwwQemIe8PHjxg4sSJ7Nq1i4iICJo2bco333xD2VTrayQmJjJhwgRWr15NfHw8L7/8MgsWLKBEqgXMwsPDGT16NFu2bAGgU6dOfPPNN3h5eWVYxvxYnsWeNU8J8eYX+9TNcwZ9ygXF1nxSS0ww/6BMSsx4aoUIdYTZ7XBVuOn/p8o0C75lsj2zfbaylpdaDdv2Puaf0ykdJEPK6fDxLVg1T9bKnrbm6YtP3PlmpnuW8jv8p/knalCwjk++imTMG17cuaWmtG+A1ftNGutFYmIkTx4r+Wu/I4mJCs78rSEq0rxt+J9T5p8cKpWEXq/gn1MOVAnyt5q3UinRpHkiD+6r+PeCZWBk8ouz2c26DRLxLmLg1AkHHj1U0aWND1GRClPgBHD1sobNG5zpMzCOY0fkso2bFM0/pzSsWubKyWOaDIOnp0+UdGrpw41r8qXW3cNA3fpJqDUSt2+qefpEhUIhoVSCXq/gyqWU15ObuwFHR4mkJDlQGzGwiNVjLPrpKR26JHDtinyMUkE6+g2J5dMpnpw/m5LfzOnuHDviwNPHShLilQQF62jbMYEVP7rwzykHs3Ov0cDIsdaHcuv1sHCemylwAnngxPffuvH9t9anbJk0TsG4idFMe8/T7DmfOtmDEiX1KBQw9g0vwm6kfCTNmOpBjdpJ6HQK7txSmQJQtRpebJqIX4CefbuduHgu5TGuW6Vl79FHAJw6IW9/tWccB/Y4cv+eihb1iqFUyoFa6lr2PgNj+XJeJHduqfhwogcxyX0Zm7+cyIgxMSgUEBmhYOMaF6Kj5fs1bJxkCjjTExWpYMRAb+7fk19T5SromLsoHEdH+PknF/67nfJ4j4U6cizUgfqNknh7hBf/XpTLX7y4nm+XhOPlnf41+ekTBV9+4m72mM6cAq1WQY1aSXgXMdBnUBwaDbw7xpMNP6cElT7F9Gzc8YTAUno2rXNmR3IAFhWp5PrVlPeCdxGJAUNjKRWsw8VFomYd22rx/r2gZsUSV3TJz6OTk8SIMTH4+ZtfM2NjFHzxiTvxcSmvkydPCl4fkgIXPH3xxRcsXLiQ5cuXU7lyZU6cOMGgQYPw9PRkzJgxSJJEly5d0Gg0/Prrr3h4eDB79mxatmzJhQsXcE1eN2Ps2LFs3bqVNWvWULRoUcaPH0+HDh04efKkqZakd+/e3Llzh507dwIwfPhw+vXrx9atW/Pt8acnN5vtUgdPeoPlNsG6oNJ6gkoXnJqmrEpd8yRJcOqE/KHp6SV/WLu4SLzaM44yZXUokputFAo487ccSBhrchwc4aMZkbzUOpFRb8fwyfspXySav5zA4DdjUavhndGe/HdbzRv9LT/8A0ro2LjjCQ6OEnGxCs6e1qDTybUIteslUSpYz5/7HBjUs4hZTUnj5om0bR+PUgWNmyVSpqye6CgF385x487NlAt+UGk9RX0MxMUp2L/bkcjkD+6q1bV8OS8CtRrWrXJm3Ahv04ews4uBrXses2uHE19+4sHEMV5MHONlyrNewyQ0DhKrlrmy9HtXtm5ypmSQnh9/foqbu8TkcZ78uVcOMqOjFTx5nFKe6Cgle/9IqR0A2LzrMXXqa7lxTcV/d+S0Hh4SVWvINUrxcQrGjfTi5DGN3I9JCUoVREcpePRQxe6dTnToksDVy/LlPKS8ztQ8de4f+TH9fVzDnC/MA+SxE6Pp3jue13rFsWWjMwYJ/rulYtN6F7761J0l37ni6WVg4PBYKlXRsnObM79vdyIpCR7cV+HlZeDgqYeo1RJrVriw5RdnDHrQOECrVxIILqMjPk7B+FFehB50JPSgfE5CymmZvSCCUUO8uX1TTdc2KU2hvsX0vNQ60RTsHAu1Xv31y7qUD3/vInpatk1k0zpnLl3UcPOGCh9fg+l8fPBJFJWqOPPJB55mtZSprf7JhcbNE1m7woX9e1Ken0MHHPlhgSsqtcTD+yp0upTgxNFRYvqsSJydJSpW0VK+omX/t907nczy+/eChrv/qSjmp+fIX/L77vO5EYQedODXjS6sWurKwf2OZo/vwlkN61a5MPx/8nx4586ouZQcWHkXMVC3QRJ7dzkhSQpKh+j46LNIboWpmfKuJ7t3OrF7p3z8y/9qqF4riVVLUxZRB/jvtpqflsj5vz3Si6Qk61Vwd+/Au6O9TLff/ziKgcPigDeBd2lcMxCFQoGTk0SdBkk4OUuoVVAyWIdGDYsXuHIrzPz83/1Pxbc/hHNgryPrVrqQlKQgIlxJfJySUkE6vl4sf4n2LWBfSqEABk+hoaF07tyZ9u3bAxAUFMTq1as5ceIEAFeuXOHIkSOcO3eOypUrA7BgwQKKFSvG6tWrGTp0KJGRkSxZsoQVK1bQsqXc5LNy5UoCAwPZvXs3bdq04eLFi+zcuZMjR45Qv77ctLF48WIaNmzIpUuXKF++fJbLHK+LJ05rObJQqVDipE5541hLY6RAgbPGOd20D59qQKPA1TuaeG28Wdp4bTwS1r+VpM03XhtPEkmmY+hVehL0StDEAopUNU+QoEvAIBnkeZ70ejRaDSqDfHFPuyiwMS3IzXbGY8Tr4s0myQRI1Cea0gLEG+JJTm7x2BJ1iaZ9qc9JHHHy9lQjYxN1ieglfcq+NPdxVjujSK6bN6ZNj5PaCaUiudx6+Te95y912iR9EjpD+p2IHVWOpolGbUmr1WstZmZPzUHlYBp6a0yb3nnQJLfHGAwK4hJ0PHoaDxodc5c8oXFz82/S8lQW8klu2ymGcVMsJwCN00L/N+N4vX8k6OUPeFd3HYl6ufZx+rwYFs5zR6cDpQJq1UuidLACtdKBRo2TCAhMIlGfiIcP+JWyzLtB0yQu/ZeEVgsGyUCiPgEnJ8t0KmcY/0GiaW4wg2QgQZdSKzT4LfP76FGhxpHuveMp7q/j4VM5bfmKOkqV09OtSAw/LkGuiTKoQe9I1RpJlCmrRekUg4ObhvhEBbfvwu27sHGTnuo1tfy0XAW6lEurxjWG5eueUKasjksX1dy+mbIvuLREnfryaye4jJ7iJVOaJuKNLw0NzF4ca/Fe/u13HUN7F+XIMR0xiXFcvKwCTSwly8ZQukIs4MO9/1RUDS5OnDYeNLE0eymBzq/F4+ltoEnzJOK0EFROwcQP5YMlJcHJ0zpuham4/xjuP4bJ72pIeaMlgVb+YO/RNw5nj1gkJPq+EUvfNyxeGrhoXHjyRMmqpS7olQk4OuqZ9FEUFWsm8f7n8cz81IMkbXLTn8qFqTOiaPpSIhFRifx1UEVSkhxIB7ygx9FJvsbd/U/F6VBvdDoFGo1Ep9fDCQ5JIux2EY4fcWTwAEecnCUkdRzFA/T4FtMz/H+x1G2QRFRsEnpJR3AZvanGo3/3Ihz5y5ERwxxB64hSKTFjTiR37ur4dq4TD54kBxMK8H1BT7OXE7hwTsOFU55M+J8XAI6uCewKvUvAC+Yf8ucuytfWtm2hUWMdH0705MQJQGkAEnD1NtC26xOcPR34dYvElq2ATj6/b46OQU8Si79zZMmPcP2Wirv/qdizM1UNqs4JjPPqKbW81P4pjV6OphGgcIzh3FkN0REKtv/qwvIfHeEHOXB6pUsUkz5+zOG/HJg8xpvFixWsWulKkhRH+Wpa+vTX4eyoplwFLUqVjtikRLZsdOHEEQeSkhSEXVfzxedKfvjBB5TzwKDhwX1AqQNVImFmg3yNr/dE/AO19OmnJSFRwbezXdixw0DpAOOXLuO504NGy6t946lbX77m6Q164rTp96dUK9Xpvu8zSpsTCqmATQv++eefs3DhQnbt2kW5cuU4c+YMrVu3Zu7cufTq1YuzZ89SrVo1rl69SpkyZUz38/f3p02bNixbtoy9e/fy8ssv8/TpU7y9vU1pqlevTpcuXZg2bRo//vgjb7/9NhEREWbH9/LyYs6cOQwaNMiibImJiSQmpjyBUVFRBAYGwiTAySI5LwW/xIquK0y3Q+aFEK+Lt/q4G5ZoyIYe8itu83pn3rpSDoPTY6tpqxevzo4+KesF1v+hPnei7lhNW65oOfYN2Ge63XxZc648vWI1LRGl2PnqPto2CUbjYKD8nOqce3TOatIiTkUYnTAagG79uzH0j6Ecu3fMalonlROT9JMAaP1qa94NfZe/7v5lvQzAqTdOUdOvJgAtV7Vk99Xd6aZlMlxJvIILLozdOZb1F9anm/SfN/+hqEtRAN7b8x7LzyxPN+2RIUcI9AwkjjjKhpaF0HSTsrf/Xsr7yMH2rMOzmH1kdrppt/feTg2/GgB8d/w7Pj34abpp13dfT6PARgAsO72M9/e+n27a5V2W07K0/EVh7fm1vP372+mmnd92IaMayJ90s/d/z9v7rXzqJZvdZjavV34dgN3XdzNg84B0005/aToDawwE4PDtw3Rf3z3dtB80+YARdUcAcPr+adr/3D7dtG83eJvxjcYDcOnxJV766aV0075Z+02mNJsCwO3I2zRY0iDdtAOqD+Czlz8D4EncE6otrJZu2k5lejC98dd4eRtI0MdR9puy6abl/Gs0frSSd96PAqDzoWLpJs3uNQKgyoKqhCdYb56uXrw6TiuOcvRwcs3N2CDwumk1bdprRLMfW3A14rLVtJ4E8tOLJ3FwgEpVtXRa244zD85YTVvEuQhnR5w13X5t3WuE3rH+RnJWO3N19FXT7X6b+rH3xl6raQH+e/s/0//Dtw5n+5Xt6aa98tYVXDRyQJLZNaLK73d4taMbw/8Xm+k1osWFi2gfBnPtipp7lSbBizPTTfuW82EmjSjFvj8c+fHSV+xN+iLdtOX/OkTlIjX46tsIvgldyNxTn6Sb1mPTbqLOvAyAQ+NvSWr5Vrppg49swvNhO9w8JJqOW8hnp8amm3Zhh4V0LNcRgK2Xt/LmtjfTTcvmpXA6ls27OvJP7EE+PNM33aQjys7gg479ARjw7hl2+7VLN+2khh/wVsPcu0Y8DX9K1VJViYyMxMMjnab+DNit5ikiIoJjx47x8OFDDAbz6Lt///5ZzmfixIlERkZSoUIFVCoVer2e6dOn06tXLwAqVKhAqVKlmDx5MosWLcLV1ZXZs2dz//597t2Tl5q4f/8+Dg4OZoETQPHixbl//74pTbFilhe1YsWKmdKkNWPGDKZNm5blx5JdMTEKDPnUGmTsxyBG2j27VGpQqyV0OgUJieKJzgpHRymlyTwL781e/eKok/ytmUO5U6bM3qNrtz7h+lX5Et9rv4EH1mMyC8oMpjdw95BSHtcz6OdNTynqkrX3xIxZkQR6PuHEUQ1dvkqv7l9mbN5v0SqRv1217D2SftrZCyKo4RcByCMwM/LDynBqFJU/99ZciuLDA+mnnfp5FC1Ly1/I1563ZzPYJOABlau2IfKBHqzH0gCUCEw57htvxbI7/Ti2wI3eTMsuNU9bt26lT58+xMbG4u7ubmoaAVAoFDx9mvXOu2vWrOGdd97hq6++onLlypw+fZqxY8cye/ZsBgyQv/WePHmSIUOGcObMGVQqFS1btjQ1De3YsYOff/6ZQYMGmdUSAbRq1YoyZcqwcOFCPvvsM5YvX242TxVA2bJlGTJkCJMmTbIoW3o1T8euHcPby9sifXab7R49VHLpqmW1o28xA4GlDFab4rLabBcVF8WKhfI33U69OuHo5EhCvIKGVUMABVt/f0jHl4JwcjJw9PI5s2Y7T09PU38xrVbLuoXrALnmSVJLZs12m1ZuAqBV11YolUr2bZS/2bZ+tTUKjcKs2S7GEEObkDYAHH5wGGeNs6nmKfRxKA095Fmyz8ScMRttV92tOmjgSoxc85S62a66W3WL+2Sn2S6OOMq6lAW9eV7W0kLBa7azdh4cVA5UKVmC6Cglv+y6R7f28reuC7fvoUkzQXDqZjudQUeSPv0OsqnT6g16U7OdNamrzm1Ja0uVfGZpVYqUZY4kSUq3xicraXfvdORCcuds32IwaLDB1G8wo/d9Tpv2JUkePQfy69rF1YCTk/Xmelua9u2RFjDV+NiaNnU3gJymteV9n92m/avX9Nx/IKf9fr6bedMacOpiJMbv6gXpGpGVtBm97+Ni46geVB0McOXeFRycHQrNNaJA1DyNHz+ewYMH89lnn5lmG8+ud955h0mTJtGzZ08Aqlatys2bN5kxY4YpeKpduzanT58mMjKSpKQkfH19qV+/PnXq1AHAz8+PpKQkwsPDzWqfHj58SKNGjUxpHjyw7L/x6NEjihcvbrVsjo6OOFoZv+usdjZ7M6cnK2lADpJ8i2W9TTb1xSwrZQgoFoBer8fFwQVHjSMqvQK0clu4scZLocB0Udcr9eiVelw0LqbgSYcOn2I+8nQNqdIC6BQ6ivsUx6A34KJ2QalU4untiV6vR4ECR5X5OTQYDFTUV0SlUuGqdgUJqiRVQZIkXNWuVFfJAYCrxhVn5MeqQCFvN8j/Q8qacqZ9ae6TWlbXYFKgoDrVQZV+XqlZW7vPHmltWfrAmDaj8+DsLBEdBXdvOYHWFS9vA56ZvHfVSnWWlzRQKVW4KLP2erclrVKhzPL7yJa0CoUiR2k7dYROHa1/gGc13+ymdfXLPK0t14iCkDb19cSeaW1Ze82WtCFlVISUka+NLxTX8+Q/jWlwQvOXE0jdyFGQrhFZkeH7XkNKV6XM0qZREK4ROWGX4Om///5j9OjROQ6cQF7SJW0HY5VKZdEUCJimCbhy5QonTpzgk0/ktuHatWuj0Wj4448/6NGjBwD37t3j3LlzfPnllwA0bNiQyMhIjh07Rr169QA4evQokZGRpgDrWaTWqOnUq5PZsioKZcq3Qb2xw3gmo+2s5WPap1bTqnMrs+VZXmz9YobLsywLW2a2PMu6h+tMtV074nZY3McZZ6vbM9tnK3vmldcyPEfJ0xXcviWfbx/fwjdqUBAKouAyerbvt95fVXh22CV4atOmDSdOnKB06dI5zqtjx45Mnz6dkiVLUrlyZU6dOsXs2bMZPHiwKc369evx9fWlZMmSnD17ljFjxtClSxdat24NyEHVkCFDGD9+PEWLFqVIkSJMmDCBqlWrmkbfVaxYkbZt2zJs2DAWLVoEyFMVdOjQwaaRds+C1H0njFMVZGWeJ6HwMk5XcPaM/O2zoM1PJQiCUJDZJXhq374977zzDhcuXKBq1apo0nSc6NSpU5bz+uabb5gyZQojR47k4cOHBAQE8MYbb/Dhhx+a0ty7d4+3336bBw8e4O/vT//+/ZkyZYpZPnPmzEGtVtOjRw/TJJnLli0zqyVZtWoVo0ePNgVdnTp14ttvv83OKSjUrE2SKeZ5erYZa552/Co3pRQVwZMgCEKW2aXDeNpmNrMDKBR5uoxJXki9PMvly5c5e/MsRbytz/5b0Oi0OtYvW4/BYKDta21xdHREkqDCC+UA+HnzLXp3KYmHp57jF68BWO0wbi0f0zF0Orav245kkGjevjkKpYJ9W/dhMBho3r45jk7mfQliDbH0COqBQqlgxyO5mamdrzyEdUfMDjp4dABgf+x+U7+deOJp7trcYntm+2xlz7zyWkZl/3m5C/NmuqHXg6MjTJ0RScu29luXThCEZ19cbBxl/eVpO67cu4KLa+73NbKXAtFh3Fp/pGdZfizPYi8SEjHRMcYbgHmznXGqgsxqnqzlk2oncTFxpnQKFMTHxZtuW8vrnoM83FZKbi68q74rlwcDd5R3LO4rIVndntk+W9kzr7yWUdl7D4ij94D0R3YJgiAI6RONMwKQ0sfpGaskFARBEAS7s1vwdODAATp27EhISAhly5alU6dOHDx40F7ZC7nMWPuk1xlrngpXLYsgCIIg5BW7NNutXLmSQYMG0a1bN0aPHo0kSRw+fNjUSbt37972OEyBpTPo0OoLx6y7qcupNWhRGuT4WakEgwGSjEteKzBNoqY36NEb9Gj1WgzJk3qklw9gNqmbzqAzzcNkvJ12crbU6dPuMzuOXosW+bbxb9rtme2zlT3zymuFueyCIBR8FtfnQvI5CGQ4+WhW2CV4mj59Ol9++SXjxo0zbRszZgyzZ8/mk08+eeaCp9QdxiF5sVJd4ehsq9OlvGAS9YlgvKmQAAUJyQv+KhSS6THpDXoMOgOJ+kRUyYtQpptPmn1J+iSUktLstkJvvvxBkiFlRtoknfnstKlnq03UJaJCPn4iiVa3Z7bPVvbMK68V5rILglDwpf7cS9QlotIVnmtMRrPSZ4Vdgqfr16/TsWNHi+2dOnXivffes8chCpS0HcZLeZXKVm/9/JCUlBKMlPIohVPy8vQqpQId4OMoz66uVqkI8gwC5NF2Op0Oby9v02i79PIBeekWoxLuJcxGY5ZwK4Gzi/mItWhDykryJT1Kmu0r6ZVyO8g7CFfkmdBjibW6PbN9trJnXnmtMJddEISCL9YhzTXGtfBcY6JUUTm6v12Cp8DAQPbs2UNISIjZ9j179hAYGGiPQxRotkx1n+/U4OMjL6uSutzG+EaR/JJQKUnZhxKFpECj0qTMk5VOPgAYoEiRIhgMBhxUDiiVSry8vFLSKs3PlQMOlE0qi0qlMi1FUEFfAUmScFQ5UolKcjqVAxo0pvtY257ZPlvZM6+8VpjLLghCwZf6ul+oPgchx2W1yzxP3333HWPHjmXw4ME0atQIhULBX3/9xbJly/j666954403cnqIAslY85TdeSLyi16vJzw8HLVabQqG/PzciItT8NNP8fTv78wLLxi4eDHWlF6n0+Ht7W02yai1fFLvi4yMRK1Wo1Qq0Wq1RERE4OXlZTGJqrV5pNI7piAIglAwxMbG4ubmBkBMTEzhqnnK4ee3XWqeRowYgZ+fH7NmzWLdunWAvPzJ2rVr6dy5sz0OIeQyY82TcaoCMcO4IAiCIFhnl+AJoGvXrnTt2tVe2Ql5zDRVgd78tiAIgiAI5uxSv1C6dGmePHlisT0iIsIuiwUXNPPnz6dSpUrUrVs3v4tiM61Wy8KFC/n555/NOnbbWvOUXj7GfStWrGDz5s3odDp0Oh2bNm1i9+7dZiPxjOIV8bTyb0VD94bEJf80dG9IY6/GPOYxlZN/4kiZETuOOKvbM9tnK3vmldcKc9kFQRAKMrvUPIWFhVldvy4xMZH//vvPHocoUAr18iySxOPHjy22G2uasrrSTnr5GD19+tSUTpIkIiIiTLct8kLiisMV0/8A/6r+lcujN3CBC2b7jP9b257ZPlvZM6+8VpjLLgiCUJDlKHjasmWL6f/ff//dLJDQ6/Xs2bOHoKCgnBxCyCMpzXZZW9tOEARBEJ5XOQqeunTpAoBCoWDAgAFm+zQaDUFBQcyaNSsnhxDyiCJ5kkzR50kQBEEQMpaj4MmQ3MYTHBzM8ePH8fHxsUuhhLxn2edJNPMIgiAIgjV26fN048YNe2RTaKRdnuVZkDZ4EjVPgiAIgmCd3Xq2HDhwgI4dOxISEkLZsmXp1KkTBw8etFf2BcqoUaO4cOECx48fz++i2I0xWDIOhhN9ngRBEATBOrvUPK1cuZJBgwbRrVs3Ro8ejSRJHD58mJdffplly5Y9cwsDF2YKhQJPT09Tk6uRMVgybs6s5im9fIzc3d0xGAwoFAoUCgVubm6m2xZ5oeAF3QsolUoUyPsDDYEgyUvDlKKUKV3q+1jbntk+W9kzr7xWmMsuCIJQkNlleZaKFSsyfPhwxo0bZ7Z99uzZLF68mIsXL+b0EAXSs7Q8S4UKrty9q+TjjxP58ENHKlfWExoaZ0ovlmcRBEEQUnuel2exS+PM9evX6dixo8X2Tp06PXf9oQor0edJEARBELLGLsFTYGAge/bssdi+Z88eAgMD7XEIIZelXZ5F9HkSBEEQBOvs0udp/PjxjB49mtOnT9OoUSMUCgV//fUXy5Yt4+uvv7bHIQqUwjzaTqvVsnTpUvR6Pd27dzc1idla85RePsZ9a9euRa/X07FjR5RKJVu3bkWn09GxY0eLZrt44nnN7zVUKhU743cC0NatLZIksYtdtKMdAH/yJ844m+7TlKYW2zPbZyt75pXXCnPZBUEQCjK7BE8jRozAz8+PWbNmsW7dOkDuB7V27Vo6d+5sj0MUKIV9eZZ79+6Z/jeyteYpvXyMHj58aNqXeikXq8uzKCT+cfwHAANyB/RT6lMA6PQ6TnDCbJ/xf2vbM9tnK3vmldcKc9kFQRAKMrsETwBdu3ala9eu9spOyGO2rm0nCIIgCM8ruwVPAElJSTx8+NBi+HrJkiXteRghF1jOMJ5/ZREEQRCEgswuwdOVK1cYPHgwhw8fNtsuSRIKhaJQ9g163qRdGFiMthMEQRAE6+wSPA0cOBC1Ws22bdvw9/e3OhHis6QwdxhPj3EtO1HzJAiCIAgZs0vwdPr0aU6ePEmFChXskV2BV5g7jKcnbYfxZzz+FQRBEIRss0vwVKlSJdNoKqHgc3FxSXd5lpSap8wnnreWj5Gzs7PZPkdHR6sj7YyK6IuY1VgWNRQ1/e+Dj9X7pLc9s322smdeea0wl10QBKGgyvbyLFFRUab/T5w4wQcffMBnn31G1apVLebxKUxLl9jiWVqepUEDFy5cUDFkSBJLljjQqJGOnTvjTenF8iyCIAhCas/z8izZrnny8vIyqymQJImXX37ZLI3oMF54GGuedDrz24IgCIIgmMt28LRv3z57lkPIZynNdmK0nSAIgiBkJNvBU7NmzexZjkKlMI+202q1rFy5Ep1OR9euXU1NYrbOMJ5ePsZ9v/zyCzqdjldeeQWlUslvv/1mum1teZZ+xfuhVqv5Jf4XALq5dUOSJDazme50B+A3fjNbnuUVXrHYntk+W9kzr7xWmMsuCIJQkOWow3hcXBzvvPMOmzdvRqvV0rJlS+bNm4ePz7PdSbUwj7aTJIlbt26Z/jeydW279PIx+u+//0z7JEni/v376aaVFBJHnY4CKcuIHFIfAuTlWQ5wwGyf8X9r2zPbZyt75pXXCnPZBUEQCrIc9Wz56KOPWLZsGe3bt6dnz5788ccfjBgxwl5lE/KBmKpAEARBEDKWo5qnX375hSVLltCzZ08A+vbty4svvoherxcjpAoZY82TcXYBETwJgiAIgnU5qnm6ffs2TZo0Md2uV68earWau3fv5rhgQt6ytc+TIAiCIDyvcvQRqdfrcXBwMNumVqvRGce7C4WGrX2eBEEQBOF5laNmO0mSGDhwII6OjqZtCQkJvPnmm2aTZf3yyy85OUyBU5hH26Un7cLAouZJEARBEKzLUfA0YMAAi219+/bNSZaFQmEebQeg0WgsRr2lXRg4KzVP1vIxUqvVFrczmsze2eBsNumqi+SS8j8u1u6S7vbM9tnKnnnltcJcdkEQhIIq28uzCM/W8iyvvOLMoUNqXnpJx969atq107JmTYIpvVieRRAEQUjteV6eRTTOCEBKTZMYbScIgiAIGRPBkwCk9HG6ckVpdlsQBEEQBHPiIzIb5s+fT6VKlahbt25+F8VmOp2ONWvWsG3bNrNRkR4ecuvtf//JLwl39+zlY9z366+/snv3bnQ6HTqdjj/++IPDhw9bHYmZQAKDfAfRw7UHCck/PVx70MujFxFE0D75J4EEs/tY257ZPlvZM6+8VpjLLgiCUJAVuOBJp9PxwQcfEBwcjLOzM6VLl+bjjz/GYEhZXiImJob//e9/lChRAmdnZypWrMh3331nlk/z5s1RKBRmv8bJPI3Cw8Pp168fnp6eeHp60q9fPyIiIjIt46hRo7hw4QLHjx+3y2POSwaDgatXr3Lz5k2zDtwff5zIu+8m8vbbiUyalMh77yVmKx+QR2GGhYVx584d0/Isd+7c4cGDB1Y7jRsUBva57OMPzR/ok3/+0PzBbofdJJHEjuQfPSmjG/XorW7PbJ+t7JlXXivMZRcEQSjIcjTaLjd88cUXLFy4kOXLl1O5cmVOnDjBoEGD8PT0ZMyYMQCMGzeOffv2sXLlSoKCgti1axcjR44kICCAzp07m/IaNmwYH3/8sem2s7P5wqi9e/fmzp077Ny5E4Dhw4fTr18/tm7dmgePtGAJCZH44IOk/C6GIAiCIBR4BS54Cg0NpXPnzrRv3x6AoKAgVq9ezYkTJ8zSDBgwgObNmwNy0LNo0SJOnDhhFjy5uLjg5+dn9TgXL15k586dHDlyhPr16wOwePFiGjZsyKVLlyhfvnwuPUJBEARBEAqzAtds17hxY/bs2cPly5cBOHPmDH/99Rft2rUzS7Nlyxb+++8/JEli3759XL58mTZt2pjltWrVKnx8fKhcuTITJkwgOjratC80NBRPT09T4ATQoEEDPD09OXz4cC4/SkEQBEEQCqsCV/M0ceJEIiMjqVChAiqVCr1ez/Tp0+nVq5cpzbx58xg2bBglSpQwzSP0ww8/0LhxY1OaPn36EBwcjJ+fH+fOnWPy5MmcOXOGP/74A4D79+9TrFgxi+MXK1aM+/fvWy1bYmIiiYkpfYGioqLs9bAFQRAEQSgkClzwtHbtWlauXMnPP/9M5cqVOX36NGPHjiUgIMA0o/m8efM4cuQIW7ZsoVSpUvz555+MHDkSf39/WrZsCcj9nYyqVKlC2bJlqVOnDn///Te1atUCMJvR2kiSJKvbAWbMmMG0adPs/ZAFQRAEQShEClzw9M477zBp0iTTyLiqVaty8+ZNZsyYwYABA4iPj+e9995j06ZNpn5R1apV4/Tp08ycOdMUPKVVq1YtNBoNV65coVatWvj5+fHgwQOLdI8ePaJ48eJW85g8eTJvv/226XZkZCQlS5YsVDVQSUlJJCTIw9YjIyOJj4/P9D4GgwFJklCpVKbZvjPKR6fTmfaFh4ejUChMtyMiIkz/G8VKsZA8NYJptGPyoLxofTQkTzAeRZRp1Fgssab7p96e2T5b2TOvvFaYyy4IQsEXG5vqGhMVVajWezV+bmd3kZUCFzzFxcWhTDNDo0qlMk1VoNVq0Wq1Gaax5vz582i1Wvz9/QFo2LAhkZGRHDt2jHr16gFw9OhRIiMjadSokdU8HB0dzRZBNp78wMBAGx9lwfD555/nej5p92V2zIpUNLtdnpSO+wEEWL1Petsz22cre+aV1wpz2QVBKPgCAgrnNSY6Ojpba9QWuOCpY8eOTJ8+nZIlS1K5cmVOnTrF7NmzGTx4MAAeHh40a9aMd955B2dnZ0qVKsWBAwf46aefmD17NgDXrl1j1apVtGvXDh8fHy5cuMD48eOpWbMmL774IgAVK1akbdu2DBs2jEWLFgHyqL0OHTpkeaRdQEAAt2/fxt3dPd2mvuyKiooiMDCQ27dvF6p18/KbOG+2E+cse8R5s504Z9kjzpvtMjtnkiQRHR2d/aBPKmCioqKkMWPGSCVLlpScnJyk0qVLS++//76UmJhoSnPv3j1p4MCBUkBAgOTk5CSVL19emjVrlmQwGCRJkqRbt25JTZs2lYoUKSI5ODhIZcqUkUaPHi09efLE7FhPnjyR+vTpI7m7u0vu7u5Snz59pPDw8Lx8uOmKjIyUACkyMjK/i1KoiPNmO3HOskecN9uJc5Y94rzZLrfPmUKSstngJ+SqnK74/LwS58124pxljzhvthPnLHvEebNdbp+zAjfPkyAIgiAIQkEmgqcCytHRkY8++sisg7qQOXHebCfOWfaI82Y7cc6yR5w32+X2ORPNdoIgCIIgCDYQNU+CIAiCIAg2EMGTIAiCIAiCDUTwJAiCIAiCYAMRPAmCIAiCINhABE+CIAiCIAg2EMGTIAiCIAiCDUTwJAiCIAiCYAMRPAmCIAiCINhABE+CIAiCIAg2EMGTIAiCIAiCDUTwJAiCIAiCYAMRPAmCIAiCINhABE+CIAiCIAg2EMGTIAiCIAiCDUTwJAiCIAiCYAMRPAmCIAiCINhABE+CIAiCIAg2EMGTIAiCIAiCDUTwJAiCIAiCYAMRPAmCIAiCINhABE+CIAiCIAg2EMGTIAiCIAiCDUTwJAiCIAiCYAMRPAmCIAiCINhABE+CIAiCIAg2EMGTIAiCIAiCDdT5XYDCzGAwcPfuXdzd3VEoFPldHEEQBEEQskCSJKKjowkICECptL0eSQRPOXD37l0CAwPzuxiCIAiCIGTD7du3KVGihM33E8FTDri7uwPyyffw8Mjn0giCIAiCkBVRUVEEBgaaPsdtJYKnHDA21Xl4eBSa4ElvkDh24ykPoxMo5u5EveAiqJTZaHI06OHmYYh5AG7FoVQjUKqs7wusD7ePWk+bnfS2Ht/a/e3xOAu6wlx2QRCEPJDdLjcieHqO7Dx3j2lbL3AvMsG0zd/TiY86VqJtFf+sZ3RhC+ycCFF3U7Z5BEDbL5IPlGafQgmSwTJtpU7W88oofXaOn/b+9nictuaV1wpz2QVBEAo4hSRJUn4XorCKiorC09OTyMjIAl/ztPPcPUas/Ju0T7Yx5v6ub62sBVAXtsC6/mA1p6y+lJKP2ugtOPxNFu6XnL7HT/Jfm4+f6v5ZDRwyfJw25pXXCnPZBUEQ8kBOP7/FVAXPAb1BYtrWC1ZDC+O2aVsvoDdkEsQY9HJtRoY5ZYUk/4Z+m8X7Jaf5bWI2j5+8b+ck+TFkJiuPM6t55bXCXHZBEIRCQjTbPQeO3Xhq1lSXlgTci0zg2I2nNCxTNP2Mbh42bwbKqdRNc5knhuicHFuCqP9gaTtw9ck4aezjTB6nDXnltayW/eZhCG6SZ8UShMJKkiR0Oh16vfjCUZioVCrUanWuTSMkgqfnwMPo9AMnm9LFPLBDafLZ7SMFM6+89iw8l4KQy5KSkrh37x5xcXH5XRQhG1xcXPD398fBwcHueYvg6TlQzN3JPuncituhNPmswSjwKZtxmsdX4Mh8++SV17Ja9mfhuRSEXGQwGLhx4wYqlYqAgAAcHBzEZMiFhCRJJCUl8ejRI27cuEHZsmWzNRFmRkTw9ByoF1wEf08n7kcmWO0JowD8POVpCzJUqpE8YivqHrb1cUqHQgmSlMW8FODuLxc2W8dXyGVv/Unmw/UNeriwKYPj2JBXXstq2Us1yuuSCUKhkpSUhMFgIDAwEBcXl/wujmAjZ2dnNBoNN2/eJCkpCSenrFUiZJXoMP4cUCkVfNSxEpAyus7IePujjpUyn+9JqUqZDsCCIp3/00urgIb/syE98MoXqY6f3iPJYF/bz7MW7Jg9zhzmldcKc9kFoQCyd42FkHdy87kTr4rnRNsq/nzXtxZ+nubRt5+nU9anKQB5iHuPn0CZptLSIwB6rJB/PdLkpVBaSfuTXHPT46esp6/UKeX4br5ZP37q+2eV8Tj2yCuvFeayC4IgFAJinqccKEzzPBnpDRIjV53k9/MP6Fjdn7mv17R9hnFJgs9eAG0stP4U/GvYf4bx2RUh7jF0mAO1BljWlNw8AkvbgHNR6LFczDBuTWEuuyDks4SEBG7cuEFwcLDdm3wECAsLIzg4mFOnTlGjRg0ADh06xJtvvsm///5L+/bt2bx5s9VtWZXRc5jTz2/R5+k5o1IqqFOqCL+ffwAosrc0S0KkHDgB1BkCDmn6AyhVlsPgMxoWby29s5ccPPlWsP6BnxAu//UuaXlfa/lllz3zymuFueyC8Ayx27JYWSBJEq1atUKlUvH777+b7VuwYAGTJ0/m7NmzlCxZMleO37x5cw4cOACAg4MDPj4+1KpVi0GDBtGtWzdTusDAQO7du4ePT8p0L2+//TY1atTgt99+w83NLd1tBYFotnsOBXg5A3AvIj57GUT9J/91KWoZONmLJjlfbTpDhGMfJ5ehgM2zJAiCkMrOc/do/MVeei0+wpg1p+m1+AiNv9jLznP3cuV4CoWCpUuXcvToURYtWmTafuPGDSZOnMjXX3+da4GT0bBhw7h37x5Xr15l48aNVKpUiZ49ezJ8+HBTGpVKhZ+fH2p1Sh3OtWvXeOmllyhRogReXl7pbisIRPD0HArwkqsv72Y3eIq8I//1LGGnEllhDJ6S0gme4pKDp4I2SaUgCEIy47JYaScpvh+ZwIiVf+daABUYGMjXX3/NhAkTuHHjBpIkMWTIEJo3b87BgwcJDg7G2dmZ8uXL8/XXX5vud/bsWZRKJY8fy9fX8PBwlEol3bt3N6WZMWMGDRs2zPD4Li4u+Pn5ERgYSIMGDfjiiy9YtGgRixcvZvfu3YDcbKdQKDh9+rTp/ydPnjB48GAUCgXLli2zuq2gEMHTc+iF5Jqn+1EJ6PS2zPKdLPK2/NcjN4MnuYxo0wnwTDVPGcyILgiCYEeSJBGXpMvSb3SClo+2nM9wMampWy4QnaDNNK/sdE0eMGAAL7/8MoMGDeLbb7/l3Llz/PDDD5QoUYJ169Zx4cIFPvzwQ9577z3WrVsHQJUqVShatKip2e3PP/+kaNGi/Pnnn6Z89+/fT7NmzbJVHm9vb3755ReLfcYmPA8PD+bOncu9e/fo3r27xbbXX3/d5uPmFtHn6Tnk4+aIRqVAq5d4EJ1oCqayLC9qnhxc5b/GvlVpxT2V/4rgSRCEPBKv1VPpw98zT5gFEvIX2KpTd2Wa9sLHbXBxsP3j+vvvv6dKlSocPHiQDRs2ULx4caZNm2baHxwczOHDh1m3bh09evRAoVDQtGlT9u/fz6uvvsr+/fsZMGAAy5cv58KFC5QrV47Dhw8zbtw4m8uiVCopV64cYWFhFvuMTXgKhQJPT0/8/PwAcHV1tdhWUIiap+eQUqnA31MOmLLVdJcnzXaZ1DyJZjtBEIQMFStWjOHDh1OxYkW6du0KwMKFC6lTpw6+vr64ubmxePFibt26ZbpP8+bN2b9/PwAHDhygRYsWNG3alAMHDnD8+HHi4+N58cUXs1UeSZKemVnaRc3Tc8rf04lbT+MKcPAkOowLglCwOGtUXPi4TZbSHrvxlIFLj2eabtmgupmu7uCsyf4UI2q12tQpe926dYwbN45Zs2bRsGFD3N3d+eqrrzh69KgpffPmzRkzZgxXr17l3LlzNGnShGvXrnHgwAEiIiKoXbs27u7uNpdDr9dz5coV6tatm+3HUpCI4Ok5ZWyq+y9HwVOgHUuUhugwLghCAaNQKLLcfNakrG+WlsVqUtY316YtSOvgwYM0atSIkSNHmrZdu3bNLI2x39Onn35K9erV8fDwoFmzZsyYMYPw8PBs9XcCWL58OeHh4bz66qs5egwFhWi2e06lTFeQkEnKNAx6iLor/5+vzXaiz5MgCAWX3ZbFsqOQkBBOnDjB77//zuXLl5kyZQrHj5vXjhn7Pa1cuZLmzZsDUK1aNZKSktizZ49pW0bi4uK4f/8+d+7c4ejRo0ycOJE333yTESNG0KJFi1x4ZHlPBE/PKWPwZHOzXfR9kPSg1MizVucW4/xR1jqMaxMgKUb+XwRPgiAUUHZbFstO3nzzTbp168brr79O/fr1efLkiVktlFGLFi3Q6/WmQEmhUNCkiTzhbuPGjTM9zuLFi/H396dMmTJ07dqVCxcusHbtWhYsWGDXx5OfxPIsOVAYl2cx2n/pIQOXHqeCnzs7xzbN+h1vHYUfW4NXSRh7NvcKGDoffn8PqnaHV38w3xd5B+ZUlgO4KY/gGemAKAhCwWHP5VnycoZxIYVYnkWwuxeyW/NknOMpN/s7QcbNdqnneBKBkyAIBZxKqaBhGVFL/izJ9Wa7BQsWmKK+2rVrc/DgwQzTHzhwgNq1a+Pk5ETp0qVZuHChRRrjdO+Ojo5UqlSJTZs22XzcgQMHolAozH4bNGiQswdbiPgnB09RCfJkblmWFyPtADTJ8zwlWWm2ixMTZAqCIAj5J1eDp7Vr1zJ27Fjef/99Tp06RZMmTXjllVfM5pRI7caNG7Rr144mTZpw6tQp3nvvPUaPHs3GjRtNaUJDQ3n99dfp168fZ86coV+/fvTo0cNsqGVWj9u2bVvu3btn+t2xY0funIgCyM1RjYeTXPGYdumADOVZ8JRBzZOxs7irCJ4EQRCEvJerwdPs2bMZMmQIQ4cOpWLFisydO5fAwEC+++47q+kXLlxIyZIlmTt3LhUrVmTo0KEMHjyYmTNnmtLMnTuXVq1aMXnyZCpUqMDkyZN5+eWXmTt3rs3HdXR0xM/Pz/RbpEjGc208awKyM11BXgVPGXUYF3M8CYIgCPko14KnpKQkTp48SevWrc22t27dmsOHD1u9T2hoqEX6Nv9v797joqr2//G/BhiGy8AgIAxjCmiKeckb5cEuZqXi5ajH4xGzvPw8Xaw08ZKmeR5SnUQ9v6ysDn48mXaxMI/VMTMDy3uWhlHe8pJ4SUEyYQYEBphZ3z+G2TDMDMwgMwPO6/l4zANm77X3XrMgebfWe7/30KH44YcfUFVV1WAb8zmdue6uXbsQFRWFLl264LHHHkNhYWGDn0mv10On01m8WrMm5T25o8YTUKdIpq2ZJ9Z4IiIiz3FZ8HT16lUYDAZER1vezh4dHY2CggKbxxQUFNhsX11dLT3l2V4b8zkdve6wYcOwYcMGfPPNN3jllVdw6NAh3H///dDr9XY/U3p6OlQqlfRq397FAYSLNanWk5Qw7sFlO848ERGRB7n8brv6z7Fp7Nk2ttrX3+7IORtrU/fpzD169EBiYiJiY2PxxRdfYOzYsTb7tnDhQsyZM0d6r9PpWnUA5XStJ30pUFFs+j60nWs6ZdZgwvgfpq9B3rXMSkRELYPLgqfIyEj4+vpazTIVFhZazQqZqdVqm+39/PwQERHRYBvzOZtyXQCIiYlBbGwsTp8+bbeNQqGAQqGwu7+10YSZ6l44nPOku2T6qlABAS6ua9VgwnhN8MRlOyIi8gCXLdv5+/ujX79+yM7OttienZ2NAQMG2DwmKSnJqn1WVhYSExMhl8sbbGM+Z1OuCwB//PEHLl68iJgY91Z89SQp50nrYPDkriU7oDbnyaA3PRKmLi7bERGRB7n0brs5c+bg7bffxjvvvIMTJ05g9uzZuHDhAqZPnw7AtAw2efJkqf306dNx/vx5zJkzBydOnMA777yDtWvXYt68eVKbWbNmISsrC8uXL8cvv/yC5cuXY8eOHUhNTXX4uqWlpZg3bx4OHDiAc+fOYdeuXfjzn/+MyMhI/OUvf3HlkLQo5mW7Am0FDEYHCs276047oPZuOwCoqvdwYCaMExE1WVpaGnr37u3xczRk6tSpGDNmjPReCIHHH38c4eHhkMlkyM3NtbnNbYSLvfXWWyI2Nlb4+/uLvn37it27d0v7pkyZIgYOHGjRfteuXaJPnz7C399fxMXFiYyMDKtzbtq0SSQkJAi5XC66du0qNm/e7NR1y8rKxJAhQ0Tbtm2FXC4XHTp0EFOmTBEXLlxw6rNptVoBQGi1WqeOaymqqg0i/rmtInbBVlGgLW/8gK9fEmJJqBCfz3Z954xGIZaoTNcruVK7vbrKtG1JqBAlha7vBxF5pfLycnH8+HFRXu7Av42NMVQLcXaPED9vMn01VN/4ORswZcoUAUAAEH5+fiI+Pl7MnTtXlJaWCiGEKCkpEVevXrVoP3r0aKeusWTJEtGrVy+njtm5c6fUL5lMJkJDQ0Xv3r3Fs88+Ky5fvmzRtri4WBQVFUnvt23bJuRyudi/f7/Iz88XVVVVNrfV1dDP8Eb/frs8Yfypp56y+eBBAFi/fr3VtoEDB+Lw4cMNnnPcuHEYN25ck68bGBiIr776qsHjvYGfrw/UoQG4rK3ApeJyRIc28vwmd848yWSmpbuq65ZJ4+VFtd8HtnF9P4iIbsTxLcD2BYDucu22UA2QvBzoNspll01OTsa6detQVVWFvXv34tFHH8X169eRkZEBpVIJpVLpsms35uTJkwgNDYVOp8Phw4exYsUKrF27Frt27ULPnj0BACqVyuKYX3/9FTExMRbpN7a2uYvLH89CLZtT5QrcVePJzFbSuHnJLrAN4MtHMxJRC3Z8C/DxZMvACQB0+abtx7e47NLmItDt27fHxIkT8fDDD+Ozzz4DYLnklpaWhnfffRf/+9//pEeV7dq1CwDw22+/YcKECQgPD0dwcDASExMtnuYBAO+//z7i4uKgUqkwYcIElJSUNNq3qKgoqNVqdOnSBRMmTMD+/fvRtm1bPPnkk1Kbust2U6dOxcyZM3HhwgXIZDLExcXZ3OZO/Ovj5TRhgcD5IsfKFbgzYRywXSiTyeJE5ClCWOdg2mM0AF/Oh2mVyupEAGSmGamO9wE+vg2fSx50ww9BDwwMlIpN1zVv3jycOHECOp0O69atAwCEh4ejtLQUAwcORLt27bBlyxao1WocPnwYRqNROvbXX3/FZ599hq1bt6KoqAjjx4/HsmXL8PLLLzvdt+nTp2P27NkoLCxEVFSUxf7XX38dnTp1wpo1a3Do0CH4+vrC39/faps7MXjycg4/osVorP2/J5WLazyZ2XpEC5PFichTqsqApZpmOpkw/Zu6zIGZ/EWXAf/gJl/p4MGD+PDDD/HAAw9Y7VMqlQgMDIRer4darZa2r1+/Hr///jsOHTokPbrs1ltvtTjWaDRi/fr1CAkJAQBMmjQJX3/9tdPBEwB07doVAHDu3Dmr4EmlUiEkJAS+vr4WfbS1zV0YPHm5djW1nhqdebr+O2CoBGQ+QIibyjnYXLYzF8jkQ4GJiOzZunUrlEolqqurUVVVhdGjR+ONN95w+Pjc3Fz06dOnwWe+xsXFSYETYKqX2NhjzuwRNgpit2QMnrycxtFaT+Z8p5AYwFfu4l7VMC/b1U0Yv87giYg8RB5kmgVyxPlvgQ0N39gEAHj4v0BsIwnP8qCG99swaNAgZGRkQC6XQ6PRSLUSHRUYGNhom/rnlMlkFst6zjhx4gQAuD13qakYPHm52ke0NJIw7u58J8B2zhOX7YjIU2Qyx5fPOt1vuqtOlw/beU8y0/5O9zee89QEwcHBVsts9vj7+8NgsCxGfPvtt+Ptt9/GtWvXGpx9ag7l5eVYs2YN7r33XrRt29al12ouvNvOy2lUpuDp2vVKlFca7Dd0Z5kCM2nZrk6CJhPGiag18PE1lSMAANRfiqp5n7zMJYGTs+Li4vDzzz/j5MmTuHr1KqqqqvDQQw9BrVZjzJgx2L9/P86ePYvNmzfjwIEDN3y9wsJCFBQU4PTp08jMzMRdd92Fq1evIiMjoxk+jXswePJyoYF+CPY3/cfb4NKdJ4In8//h1Q2eOPNERK1Ft1HA+PeA0Hp5oqEa03YX1nlyxmOPPYaEhAQkJiaibdu22L9/P/z9/ZGVlYWoqCgMHz4cPXv2xLJly5rlrraEhARoNBr069cPy5Ytw4MPPoijR4+iW7duzfBp3EMmzFla5DSdTgeVSgWtVovQUBc/KNeFBq/cjdOFpfjg7/1xd2c7QUnmw8AvW4Hh/z9w52Pu6djW2cAP7wD3LQTue860LeMu4MpR4JHNwK0PuqcfROR1KioqkJeXh/j4eAQENFJAuDFGgykHqvQKoIw25Ti1gBmnm11DP8Mb/fvNnCeCJiwQpwtLG77jTnfJ9NUTOU8WCeNctiOiVsbHF4i/x9O9oGbEZTtyrNaTedku1E01ngDrhHEhaksVcNmOiIg8hMETNV7rqarcVOcJ8FDCeE2/KrSAsaZCLksVEBGRhzB4osZrPZkri8uD3fswXnm9CuPmWSd5cG1gRURE5GYMnqjxWk91azy5s/qrf71lO2nJjrNORETkOQyeSKr1dLm4HDZvvvREmQLAOmGcyeJE5Ga8Ib31cuXPjsETIVqlgEwG6KuNuHa90rqBp4MnaeaJNZ6IyD3Mjx4pKytrpCW1VOafnbOPpnEESxUQFH6+aKtUoLBEj8vFFYhQKiwbSMt2Djz9uznVTxiXHgrM4ImIXMvX1xdhYWHSg26DgoJazUNrvZ0QAmVlZSgsLERYWFizFPasj8ETATDlPRWW6HGpuBw9b1FZ7tSaazy5sUwBYJ0wLi3bufY5S0REAKBWqwFACqCodQkLC5N+hs2NwRMBANqFBSL3YrHtcgWeWrazmzDOmScicj2ZTIaYmBhERUWhqqrK090hJ8jlcpfMOJkxeCIAgMZerSchPJ/zVFmTc8CEcSLyAF9fX5f+IabWhwnjBKCBWk9l14Dqmm3urC4O1Ml5KqupLs6EcSIi8jwGTwQAiFGZH9FSr9aTOVlcGQ341UskdzXzzJMwAIaqOgnjrPNERESew+CJAJhyngAby3aeWrIDaoMnwJQ0fp3BExEReR6DJwJQm/P0e4ke+mpD7Q5PBk9+/oBPTVpe2bXau+64bEdERB7E4IkAAOHB/lD4mX4drmj1tTs8VePJzDz7ZO6HjxxQhHqmL0RERGDwRDVkMpm0dHep7tKdrqbGk7uTxc3MSePFNcFTcKR7n69HRERUD4Mnkmhs5T15ctkOsJ55Yr4TERF5GIMnktis9dRSgqdiBk9ERNQyMHgiiVWtp+pKoKTA9L3Hcp7My3YXTF+ZLE5ERB7G4Ikkmvq1nkouAxCAr8JzQYv5ES3amuCJ1cWJiMjDGDyRxCrnqe6SnaeStKWcp5rEdc48ERGRhzF4Iok55ym/uBzCk8+0q6tulXEACAr3XF+IiIjA4InqMM88Xa80QFdeXafGUwsInsy4bEdERB7G4IkkAXJfRAT7A6ip9WReKvNo8BRo+Z7LdkRE5GEMnsiCRd5TS1i28+fMExERtSwMnsiCVOtJ20KCJ6tlO9Z5IiIiz2LwRBbMM0+Xiso8/1w7oN6ynYwJ40RE5HEMnsiCudZT0bWrQGWpaaOnnmsHWM48BbYBfHw91xciIiIweKJ6zDNPhmt1HodSP+/IneoGT0wWJyKiFoDBE1kw5zzJdC0g3wmwDNyYLE5ERC0Agyey0K5m5imwPN+0IdTDwVPdmSfmOxERUQvA4IksRCoVkPvKECP7w7TB0zNPdRPGuWxHREQtAIMnsuDjI0OMKhAa2VXTBo8HT8G133PZjoiIWgCXB0///ve/ER8fj4CAAPTr1w979+5tsP3u3bvRr18/BAQEoGPHjli9erVVm82bN6Nbt25QKBTo1q0bPv30U6evK4RAWloaNBoNAgMDcd999+HYsWM39mFvEpqwAGhaysyTr3/t9xVawGjwXF+IiIjg4uBp48aNSE1NxfPPP48ff/wR99xzD4YNG4YLFy7YbJ+Xl4fhw4fjnnvuwY8//ohFixbhmWeewebNm6U2Bw4cQEpKCiZNmoSffvoJkyZNwvjx4/H99987dd0VK1Zg5cqVePPNN3Ho0CGo1WoMHjwYJSUlrhuQVkITFlgnePJgjafjW4ANf619f+g/wGs9TNuJiIg8RCaEEK46ef/+/dG3b19kZGRI22677TaMGTMG6enpVu0XLFiALVu24MSJE9K26dOn46effsKBAwcAACkpKdDpdPjyyy+lNsnJyWjTpg0++ugjh64rhIBGo0FqaioWLFgAANDr9YiOjsby5cvxxBNPOPT5dDodVCoVtFotQkNDnRiZlu2V7ccw68Dd8JMZgTm/AKEx7u/E8S3Ax5MB1P/1lJm+jH8P6DbK3b0iIqKbwI3+/XbZzFNlZSVycnIwZMgQi+1DhgzBt99+a/OYAwcOWLUfOnQofvjhB1RVVTXYxnxOR66bl5eHgoICizYKhQIDBw602zdv0ingOvxkRlTDD1BGu78DRgOwfQGsAyfUbtv+HJfwiIjII1wWPF29ehUGgwHR0ZZ/fKOjo1FQUGDzmIKCApvtq6urcfXq1QbbmM/pyHXNX53pG2CandLpdBavm1EHP9OS3VWfcMDHA/cUnP8W0F1uoIEAdJdM7YiIiNzM5X8ZZTKZxXshhNW2xtrX3+7IOZurTV3p6elQqVTSq317D+YDuVAMTMHTb0YPPYS39ErztiMiImpGLgueIiMj4evrazWTU1hYaDXjY6ZWq2229/PzQ0RERINtzOd05LpqtRoAnOobACxcuBBarVZ6Xbx40W7b1izcUAgAuGCIQElFlfs74OhSoSeWFImIyOu5LHjy9/dHv379kJ2dbbE9OzsbAwYMsHlMUlKSVfusrCwkJiZCLpc32MZ8TkeuGx8fD7VabdGmsrISu3fvtts3wJQXFRoaavG6GSlKTUtml0UE8rUV7u9A7AAgVAMpOdyKzPSw4lj7PysiIiJX8XPlyefMmYNJkyYhMTERSUlJWLNmDS5cuIDp06cDMM3kXLp0Ce+99x4A0511b775JubMmYPHHnsMBw4cwNq1a6W76ABg1qxZuPfee7F8+XKMHj0a//vf/7Bjxw7s27fP4evKZDKkpqZi6dKl6Ny5Mzp37oylS5ciKCgIEydOdOWQtA5a03PtLotIXCouR5foEPde38cXSF5ec7edDJaJ4zUBVfIyUzsiIiI3c2nwlJKSgj/++AMvvvgi8vPz0aNHD2zbtg2xsbEAgPz8fIvaS/Hx8di2bRtmz56Nt956CxqNBqtWrcJf/1pb62fAgAHIzMzE4sWL8Y9//AOdOnXCxo0b0b9/f4evCwDz589HeXk5nnrqKRQVFaF///7IyspCSIibA4WWSAqeInC5uNwzfeg2ylSOYPsCy+TxUI0pcGKZAiIi8hCX1nm62d2sdZ6wLBaoKMZg/QoMve8+zBua4Lm+GA2mu+pKr5hynGIHcMaJiIhuyI3+/XbpzBO1QvoSoKIYAJAvwj0382Tm4wvE3+PZPhAREdXBBwOTJe0lAECVXwhKEYRLng6eiIiIWhgGT2RJZ8p3qgrRAAAuaxk8ERER1cXgiSzVJIv7hJkKgBZoK2AwMi2OiIjIjMETWaoJnvzDO8DXR4Yqg8DVUr2HO0VERNRyMHgiS3VmntShAQDAvCciIqI6GDyRpZrgCar2iFGZgieP33FHRETUgjB4Ikvamuf1qW6BJiwQAJBf7IFHtBAREbVQDJ6oltEolSqoGzxx2Y6IiKgWgyeqdb0QMFYBMh8gJAbtwrhsR0REVB+DJ6plnnUKiQF8/aSZJ9Z6IiIiqsXgiWrVyXcCUBs8MeeJiIhIwuCJakl32lkGT9euV6K80uCpXhEREbUoDJ6oVr3gKTTAD0qF6dnRXLojIiIyYfBEtaRlO9OjWWQymVTrieUKiIiITBg8Ua16M09A3bwnzjwREREBDJ6oLnPwFNpO2sRaT0RERJYYPJFJVTlQdtX0fZ2ZJ9Z6IiIissTgiUx0l01f5cFAYBtpM2s9ERERWWLwRCZ1azzJZNJm1noiIiKyxOCJTGwkiwNAuzo5T0IId/eKiIioxWHwRCZ2gqfo0ADIZEBltRF/XK/0QMeIiIhaFgZPZFKvxpOZv58P2ioVAFjriYiICGDwRGZ2Zp4AlisgIiKqi8ETmUjBUzurXe1YKJOIiEjC4IkAIQDtJdP3NmeeWOuJiIjIjMETAWXXgOqawCjUeuaJtZ6IiIhqMXii2mRxZTTgp7DaXZvzxIRxIiIiBk/UYLI4wJwnIiKiuhg8UaPBU4zKlPP0e4ke+mqDu3pFRETUIjF4Irs1nszCg/2h8DP9qlzR6t3VKyIiohaJwRPVzjzZSBYHAJlMZvGYFiIiIm/G4IkaXbYD6j4gmMETERF5NwZPBOjs13gyY60nIiIiEwZP3q66EigpMH1vJ+cJYK0nIiIiMwZP3q7kMgAB+CqA4Ei7zVjriYiIyITBk7erm+8kk9ltxlpPREREJgyevJ0DyeJAba2n/OJyCCFc3SsiIqIWi8GTt2ukxpOZednueqUBuvJqV/eKiIioxWLw5O2kmSfbNZ7MAuS+iAj2B8BaT0RE5N0YPHk7B5ftANZ6IiIiAhg8kbbxGk9mUq0nlisgIiIvxuDJmwnhcM4TULdcAYMnIiLyXgyevFmFFqgsNX1v57l2ddWWK2CtJyIi8l4uDZ6KioowadIkqFQqqFQqTJo0CcXFxQ0eI4RAWloaNBoNAgMDcd999+HYsWMWbfR6PWbOnInIyEgEBwdj1KhR+O2335y+tkwms3qtXr26OT5662DOdwqKAPyDGm3OnCciIiIXB08TJ05Ebm4utm/fju3btyM3NxeTJk1q8JgVK1Zg5cqVePPNN3Ho0CGo1WoMHjwYJSUlUpvU1FR8+umnyMzMxL59+1BaWoqRI0fCYDA4fe1169YhPz9fek2ZMqX5BqClcyJZHLCs9UREROS1hIscP35cABDfffedtO3AgQMCgPjll19sHmM0GoVarRbLli2TtlVUVAiVSiVWr14thBCiuLhYyOVykZmZKbW5dOmS8PHxEdu3b3fq2gDEp59+2uTPqNVqBQCh1WqbfA6P+n6NEEtChfjwIYeaX9GWi9gFW0X8c1tFVbXBxZ0jIiJyjRv9++2ymacDBw5ApVKhf//+0rY//elPUKlU+Pbbb20ek5eXh4KCAgwZMkTaplAoMHDgQOmYnJwcVFVVWbTRaDTo0aOH1MaZa8+YMQORkZG44447sHr1ahiNRrufSa/XQ6fTWbxaNSdnniKVCsh9ZTAK4EqJ3oUdIyIiarlcFjwVFBQgKirKantUVBQKCgrsHgMA0dHRFtujo6OlfQUFBfD390ebNm0abOPItV966SVs2rQJO3bswIQJEzB37lwsXbrU7mdKT0+XcqhUKhXat2/8DrUWTed4mQIA8PGRIUbFvCciIvJuTgdPaWlpNhOt675++OEHAKaE7PqEEDa311V/vyPH1G/jyLUXL16MpKQk9O7dG3PnzsWLL76If/3rX3avsXDhQmi1Wul18eLFBvvU4jk58wTUqfXE4ImIiLyUn7MHzJgxAxMmTGiwTVxcHH7++WdcuXLFat/vv/9uNbNkplarAZhmjmJiYqTthYWF0jFqtRqVlZUoKiqymH0qLCzEgAEDpDbOXhswLe3pdDpcuXLFZjuFQgGFQmH3+FZHCp4cn0FjrSciIvJ2Ts88RUZGomvXrg2+AgICkJSUBK1Wi4MHD0rHfv/999BqtVKQU198fDzUajWys7OlbZWVldi9e7d0TL9+/SCXyy3a5Ofn4+jRo1KbplwbAH788UcEBAQgLCzM2WFpfQzVgO6y6XsnZp7asVwBERF5Oadnnhx12223ITk5GY899hj+7//+DwDw+OOPY+TIkUhISJDade3aFenp6fjLX/4CmUyG1NRULF26FJ07d0bnzp2xdOlSBAUFYeLEiQAAlUqFv//975g7dy4iIiIQHh6OefPmoWfPnnjwwQcdvvbnn3+OgoICJCUlITAwEDt37sTzzz+Pxx9//OaaXbKntAAQBsBHDijtz8bVZ555ymehTCIi8lIuC54AYMOGDXjmmWekO+NGjRqFN99806LNyZMnodVqpffz589HeXk5nnrqKRQVFaF///7IyspCSEiI1ObVV1+Fn58fxo8fj/LycjzwwANYv349fH19Hb62XC7Hv//9b8yZMwdGoxEdO3bEiy++iKefftolY9HimJfsQjWAj+MTkOZaT1y2IyIibyUTQghPd6K10ul0UKlU0Gq1CA0N9XR3nHPkv8DmvwOxdwH/3zaHDzt9pQSDX92D0AA//Jw21IUdJCIico0b/fvNZ9t5K+mBwI7nOwFATM2yna6iGiUVVc3dKyIiohaPwZO30jpX48lMqfCDKlAOAMjXMu+JiIi8D4Mnb9WEGk9mLFdARETejMGTt2pCjSezdiyUSUREXozBk7dqYs4TUDvzxOCJiIi8EYMnb6QvASqKTd+HtnP6cPPz7VjriYiIvBGDJ29kThZXqIAA52/RND/fjjlPRETkjRg8eaMbSBYH6jyiRcvgiYiIvA+DJ290A/lOQG3OU4G2AgYja6wSEZF3YfDkjXRNq/FkFhWigK+PDFUGgaul+mbsGBERUcvn0mfbUQtkNACXcmq+rza99/Ft+Jh6/Hx9EB2iwGVtBTIPXcCdcRG4Mz4cvj4yAIDBKHAw7xoKSyoQFRKAfrFtkHO+SHpft21j7SODFYAMuFqqtzi2/jENXb/+9ZzRnOdyt9bcdyKilozBkzc5vgXYvgDQXTa9P/wucCYbSF4OdBvl8Gm2H83H7zUzTq9mnwZwGjGqACz5czcAwAufH7eoPu4jA+qu7pnbJveIwfaj+Y22rytGFYBRvWKw5ad8i2Maun7d6znDVt+aei53a819JyJq6fhg4BvQqh4MfHwL8PFkAPV/3DUzEePfcyiA2n40H09+cNjmWRz9RTLPfTx+bzzW7Mlz+LjGzmnvPObrZTzS1+HAoaHP6ey53K01952IyB34YGBqnNFgmnGyGV7UbNv+nKldAwxGgRc+P97QWRwial7/2ds8gVNj1zfve+Hz4w4luDvyOR09l7u15r4TEbUWXLbzBue/rV2qs0mYksjPfwvE32O31cG8a836MGB3/v0WMD3I+LZ/bG8078dgFKg0GJvlXO7maN8P5l1DUqcI93WMiOgmwuDJG5ReaZZ2hSWtv6J4pcEINDzB5pFzudvN8LMkIvIUBk/eQBndLO2iQgKaoTOetWpCb/Tp0KbBNj9eKMIzmbnNci53c7TvN8PPkojIUxg8eYPYAUCoBtDlw3Z2kMy0P3ZAg6e5Mz4cMaoAFGgrmiVXyUcGCOFcvlRTyQCoVQEYcbum0aU2TVgg0r/8xe7ndOZc7uZo3++MD3d314iIbhpMGPcGPr6mcgQAau+5guX75GWN1nvy9ZFJ5QDsnMXmvvpkNa/H7ol3qL0jGrq++f2SP3dzKNhx5HM6ei53a819JyJqLRg8eYtuo0zlCELr3aIeqnG4TAEAJPeIQcYjfaFWWS77qFUBWP1IX6y2sa/+32m1KgAZj/TFwuHdbJ6rob/rMaoAPHFvPGKcuL75es7cnt/Q52zpt/q35r4TEbUGrPN0A1pVnSczo8F0V13pFVOOU+wApyuMAw1Xr2aF8ZahNfediMiVbvTvN4OnG9AqgyciIiIvd6N/v5kwfgPMcadOp/NwT4iIiMhR5r/bTZ0/YvB0A0pKSgAA7du393BPiIiIyFklJSVQqVROH8dluxtgNBpx+fJlhISEQCZr3lwSnU6H9u3b4+LFi1wSdALHzXkcs6bhuDmPY9Y0HDfnNTZmQgiUlJRAo9HAx8f5e+c483QDfHx8cMstt7j0GqGhofyPpQk4bs7jmDUNx815HLOm4bg5r6Exa8qMkxlLFRARERE5gcETERERkRMYPLVQCoUCS5YsgUKh8HRXWhWOm/M4Zk3DcXMex6xpOG7Oc/WYMWGciIiIyAmceSIiIiJyAoMnIiIiIicweCIiIiJyAoMnIiIiIicweHKj9PR03HHHHQgJCUFUVBTGjBmDkydPWrQRQiAtLQ0ajQaBgYG47777cOzYMYs2er0eM2fORGRkJIKDgzFq1Cj89ttv7vwobpWRkYHbb79dKnaWlJSEL7/8UtrPMWtceno6ZDIZUlNTpW0cN2tpaWmQyWQWL7VaLe3nmNl26dIlPPLII4iIiEBQUBB69+6NnJwcaT/HzVpcXJzV75pMJsPTTz8NgGNmS3V1NRYvXoz4+HgEBgaiY8eOePHFF2E0GqU2bhs3QW4zdOhQsW7dOnH06FGRm5srRowYITp06CBKS0ulNsuWLRMhISFi8+bN4siRIyIlJUXExMQInU4ntZk+fbpo166dyM7OFocPHxaDBg0SvXr1EtXV1Z74WC63ZcsW8cUXX4iTJ0+KkydPikWLFgm5XC6OHj0qhOCYNebgwYMiLi5O3H777WLWrFnSdo6btSVLloju3buL/Px86VVYWCjt55hZu3btmoiNjRVTp04V33//vcjLyxM7duwQZ86ckdpw3KwVFhZa/J5lZ2cLAGLnzp1CCI6ZLf/85z9FRESE2Lp1q8jLyxObNm0SSqVSvPbaa1Ibd40bgycPKiwsFADE7t27hRBCGI1GoVarxbJly6Q2FRUVQqVSidWrVwshhCguLhZyuVxkZmZKbS5duiR8fHzE9u3b3fsBPKhNmzbi7bff5pg1oqSkRHTu3FlkZ2eLgQMHSsETx822JUuWiF69etncxzGzbcGCBeLuu++2u5/j5phZs2aJTp06CaPRyDGzY8SIEWLatGkW28aOHSseeeQRIYR7f9e4bOdBWq0WABAeHg4AyMvLQ0FBAYYMGSK1USgUGDhwIL799lsAQE5ODqqqqizaaDQa9OjRQ2pzMzMYDMjMzMT169eRlJTEMWvE008/jREjRuDBBx+02M5xs+/06dPQaDSIj4/HhAkTcPbsWQAcM3u2bNmCxMRE/O1vf0NUVBT69OmD//znP9J+jlvjKisr8cEHH2DatGmQyWQcMzvuvvtufP311zh16hQA4KeffsK+ffswfPhwAO79XeODgT1ECIE5c+bg7rvvRo8ePQAABQUFAIDo6GiLttHR0Th//rzUxt/fH23atLFqYz7+ZnTkyBEkJSWhoqICSqUSn376Kbp16yb9snPMrGVmZuLw4cM4dOiQ1T7+rtnWv39/vPfee+jSpQuuXLmCf/7znxgwYACOHTvGMbPj7NmzyMjIwJw5c7Bo0SIcPHgQzzzzDBQKBSZPnsxxc8Bnn32G4uJiTJ06FQD/+7RnwYIF0Gq16Nq1K3x9fWEwGPDyyy/joYceAuDecWPw5CEzZszAzz//jH379lntk8lkFu+FEFbb6nOkTWuWkJCA3NxcFBcXY/PmzZgyZQp2794t7eeYWbp48SJmzZqFrKwsBAQE2G3HcbM0bNgw6fuePXsiKSkJnTp1wrvvvos//elPADhm9RmNRiQmJmLp0qUAgD59+uDYsWPIyMjA5MmTpXYcN/vWrl2LYcOGQaPRWGznmFnauHEjPvjgA3z44Yfo3r07cnNzkZqaCo1GgylTpkjt3DFuXLbzgJkzZ2LLli3YuXMnbrnlFmm7+a6e+tFvYWGhFEmr1WpUVlaiqKjIbpubkb+/P2699VYkJiYiPT0dvXr1wuuvv84xsyMnJweFhYXo168f/Pz84Ofnh927d2PVqlXw8/OTPjfHrWHBwcHo2bMnTp8+zd81O2JiYtCtWzeLbbfddhsuXLgAgP+uNeb8+fPYsWMHHn30UWkbx8y2Z599Fs899xwmTJiAnj17YtKkSZg9ezbS09MBuHfcGDy5kRACM2bMwCeffIJvvvkG8fHxFvvj4+OhVquRnZ0tbausrMTu3bsxYMAAAEC/fv0gl8st2uTn5+Po0aNSG28ghIBer+eY2fHAAw/gyJEjyM3NlV6JiYl4+OGHkZubi44dO3LcHKDX63HixAnExMTwd82Ou+66y6rkyqlTpxAbGwuA/641Zt26dYiKisKIESOkbRwz28rKyuDjYxm2+Pr6SqUK3DpuTiS60w168sknhUqlErt27bK4RbWsrExqs2zZMqFSqcQnn3wijhw5Ih566CGbt1necsstYseOHeLw4cPi/vvvv6lvT124cKHYs2ePyMvLEz///LNYtGiR8PHxEVlZWUIIjpmj6t5tJwTHzZa5c+eKXbt2ibNnz4rvvvtOjBw5UoSEhIhz584JIThmthw8eFD4+fmJl19+WZw+fVps2LBBBAUFiQ8++EBqw3GzzWAwiA4dOogFCxZY7eOYWZsyZYpo166dVKrgk08+EZGRkWL+/PlSG3eNG4MnNwJg87Vu3TqpjdFoFEuWLBFqtVooFApx7733iiNHjlicp7y8XMyYMUOEh4eLwMBAMXLkSHHhwgU3fxr3mTZtmoiNjRX+/v6ibdu24oEHHpACJyE4Zo6qHzxx3KyZa8LI5XKh0WjE2LFjxbFjx6T9HDPbPv/8c9GjRw+hUChE165dxZo1ayz2c9xs++qrrwQAcfLkSat9HDNrOp1OzJo1S3To0EEEBASIjh07iueff17o9XqpjbvGTSaEEE2ZPiMiIiLyRsx5IiIiInICgyciIiIiJzB4IiIiInICgyciIiIiJzB4IiIiInICgyciIiIiJzB4IiIiInICgycicpu0tDT07t3b091o1SorK3Hrrbdi//79jbbV6/Xo0KEDcnJy3NAzIu/B4ImImoVMJmvwNXXqVMybNw9ff/21R/q3efNm9O/fHyqVCiEhIejevTvmzp0r7W8tgd2aNWsQGxuLu+66q9G2CoUC8+bNw4IFC9zQMyLvweCJiJpFfn6+9HrttdcQGhpqse3111+HUqlERESE2/u2Y8cOTJgwAePGjcPBgweRk5ODl19+GZWVlW7vy41644038Oijjzrc/uGHH8bevXtx4sQJF/aKyLsweCKiZqFWq6WXSqWCTCaz2lZ/dmfq1KkYM2YMli5diujoaISFheGFF15AdXU1nn32WYSHh+OWW27BO++8Y3GtS5cuISUlBW3atEFERARGjx6Nc+fO2e3b1q1bcffdd+PZZ59FQkICunTpgjFjxuCNN94AAKxfvx4vvPACfvrpJ2mmbP369QCAlStXomfPnggODkb79u3x1FNPobS0VDr3+vXrERYWhq1btyIhIQFBQUEYN24crl+/jnfffRdxcXFo06YNZs6cCYPBIB0XFxeHl156CRMnToRSqYRGo5H6Y8/hw4dx5swZjBgxQtpWWVmJGTNmICYmBgEBAYiLi0N6erq0PyIiAgMGDMBHH33U4LmJyHEMnojIo7755htcvnwZe/bswcqVK5GWloaRI0eiTZs2+P777zF9+nRMnz4dFy9eBACUlZVh0KBBUCqV2LNnD/bt2welUonk5GS7M0lqtRrHjh3D0aNHbe5PSUnB3Llz0b17d2mmLCUlBQDg4+ODVatW4ejRo3j33XfxzTffYP78+RbHl5WVYdWqVcjMzMT27duxa9cujB07Ftu2bcO2bdvw/vvvY82aNfjvf/9rcdy//vUv3H777Th8+DAWLlyI2bNnIzs72+5Y7dmzB126dEFoaKi0bdWqVdiyZQs+/vhjnDx5Eh988AHi4uIsjrvzzjuxd+9eu+clIic1w4OOiYgsrFu3TqhUKqvtS5YsEb169ZLeT5kyRcTGxgqDwSBtS0hIEPfcc4/0vrq6WgQHB4uPPvpICCHE2rVrRUJCgjAajVIbvV4vAgMDxVdffWWzP6WlpWL48OECgIiNjRUpKSli7dq1oqKiwm7f7Pn4449FRESExWcFIM6cOSNte+KJJ0RQUJAoKSmRtg0dOlQ88cQT0vvY2FiRnJxsce6UlBQxbNgwu9eeNWuWuP/++y22zZw5U9x///0W41Hf66+/LuLi4hr9bETkGM48EZFHde/eHT4+tf8URUdHo2fPntJ7X19fREREoLCwEACQk5ODM2fOICQkBEqlEkqlEuHh4aioqMCvv/5q8xrBwcH44osvcObMGSxevBhKpRJz587FnXfeibKysgb7t3PnTgwePBjt2rVDSEgIJk+ejD/++APXr1+X2gQFBaFTp04WnyEuLg5KpdJim/kzmCUlJVm9byg3qby8HAEBARbbpk6ditzcXCQkJOCZZ55BVlaW1XGBgYGNfk4ichyDJyLyKLlcbvFeJpPZ3GY0GgEARqMR/fr1Q25ursXr1KlTmDhxYoPX6tSpEx599FG8/fbbOHz4MI4fP46NGzfabX/+/HkMHz4cPXr0wObNm5GTk4O33noLAFBVVdXkz9AQmUxmd19kZCSKioostvXt2xd5eXl46aWXUF5ejvHjx2PcuHEWba5du4a2bds2em0icoyfpztAROSMvn37YuPGjYiKirLI/XFWXFwcgoKCpBkkf39/i4RuAPjhhx9QXV2NV155RZod+/jjj5ve+Xq+++47q/ddu3a1275Pnz7IyMiAEMIiyAoNDUVKSgpSUlIwbtw4JCcn49q1awgPDwcAHD16FH369Gm2fhN5O848EVGr8vDDDyMyMhKjR4/G3r17kZeXh927d2PWrFn47bffbB6TlpaG+fPnY9euXcjLy8OPP/6IadOmoaqqCoMHDwZgCqby8vKQm5uLq1evQq/Xo1OnTqiursYbb7yBs2fP4v3338fq1aub7bPs378fK1aswKlTp/DWW29h06ZNmDVrlt32gwYNwvXr13Hs2DFp26uvvorMzEz88ssvOHXqFDZt2gS1Wo2wsDCpzd69ezFkyJBm6zeRt2PwREStSlBQEPbs2YMOHTpg7NixuO222zBt2jSUl5fbnYkaOHAgzp49i8mTJ6Nr164YNmwYCgoKkJWVhYSEBADAX//6VyQnJ2PQoEFo27YtPvroI/Tu3RsrV67E8uXL0aNHD2zYsMGiDMCNmjt3LnJyctCnTx+89NJLeOWVVzB06FC77SMiIjB27Fhs2LBB2qZUKrF8+XIkJibijjvuwLlz57Bt2zZppuzAgQPQarVWS3lE1HQyIYTwdCeIiLxNXFwcUlNTkZqa6tRxR44cwYMPPiglzTfmb3/7G/r06YNFixY1sadEVB9nnoiIWpGePXtixYoVDRYFNdPr9ejVqxdmz57t+o4ReREmjBMRtTJTpkxxqJ1CocDixYtd3Bsi78NlOyIiIiIncNmOiIiIyAkMnoiIiIicwOCJiIiIyAkMnoiIiIicwOCJiIiIyAkMnoiIiIicwOCJiIiIyAkMnoiIiIicwOCJiIiIyAn/D7nE/IRP/EsEAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132039\n", + "Full nudge sequence is 0 uuuuuuuuuuuuuuuduuuuuuuuuuuuuuuuuuuuuudududdddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuuuuuuuuuuuuuuuuuuuuuuuuuuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuuuuuuuuuuuuuuuuuuuuuuuuuuuuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[47] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "seq val is 14\n", + "seq val is 15\n", + "seq val is 16\n", + "seq val is 17\n", + "seq val is 18\n", + "seq val is 19\n", + "seq val is 20\n", + "seq val is 21\n", + "seq val is 22\n", + "seq val is 23\n", + "seq val is 24\n", + "seq val is 25\n", + "seq val is 26\n", + "seq val is 27\n", + "seq val is 28\n", + "seq val is 29\n", + "seq val is 30\n", + "seq val is 31\n", + "seq val is 32\n", + "seq val is 33\n", + "seq val is 34\n", + "seq val is 35\n", + "seq val is 36\n", + "seq val is 37\n", + "seq val is 38\n", + "seq val is 39\n", + "seq val is 40\n", + "seq val is 41\n", + "seq val is 42\n", + "seq val is 43\n", + "seq val is 44\n", + "seq val is 45\n", + "seq val is 46\n", + "seq val is 47\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 2430\n", + "4.5x10-4 Al 40um 513\n", + "Undefined 216\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132040\n", + "Full nudge sequence is Series([], Name: NudgeSequence, dtype: object)\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[0] nudges this run\n", + "ERROR: First nudge df is empty, skipping Run 132040\n", + "plotting for run 132058\n", + "Full nudge sequence is Series([], Name: NudgeSequence, dtype: object)\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[0] nudges this run\n", + "ERROR: First nudge df is empty, skipping Run 132058\n", + "plotting for run 132061\n", + "Full nudge sequence is 0 duuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 u\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[5] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 790\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132065\n", + "Full nudge sequence is Series([], Name: NudgeSequence, dtype: object)\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[0] nudges this run\n", + "ERROR: First nudge df is empty, skipping Run 132065\n", + "plotting for run 132071\n", + "Full nudge sequence is 0 uuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[3] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 121\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132088\n", + "Full nudge sequence is 0 duuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuu...\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuu...\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuu...\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[474] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "seq val is 7\n", + "seq val is 8\n", + "seq val is 9\n", + "seq val is 10\n", + "seq val is 11\n", + "seq val is 12\n", + "seq val is 13\n", + "seq val is 14\n", + "seq val is 15\n", + "seq val is 16\n", + "seq val is 17\n", + "seq val is 18\n", + "seq val is 19\n", + "seq val is 20\n", + "seq val is 21\n", + "seq val is 22\n", + "seq val is 23\n", + "seq val is 24\n", + "seq val is 25\n", + "seq val is 26\n", + "seq val is 27\n", + "seq val is 28\n", + "seq val is 29\n", + "seq val is 30\n", + "seq val is 31\n", + "seq val is 32\n", + "seq val is 33\n", + "seq val is 34\n", + "seq val is 35\n", + "seq val is 36\n", + "seq val is 37\n", + "seq val is 38\n", + "seq val is 39\n", + "seq val is 40\n", + "seq val is 41\n", + "seq val is 42\n", + "seq val is 43\n", + "seq val is 44\n", + "seq val is 45\n", + "seq val is 46\n", + "seq val is 47\n", + "seq val is 48\n", + "seq val is 49\n", + "seq val is 50\n", + "seq val is 51\n", + "seq val is 52\n", + "seq val is 53\n", + "seq val is 54\n", + "seq val is 55\n", + "seq val is 56\n", + "seq val is 57\n", + "seq val is 58\n", + "seq val is 59\n", + "seq val is 60\n", + "seq val is 61\n", + "seq val is 62\n", + "seq val is 63\n", + "seq val is 64\n", + "seq val is 65\n", + "seq val is 66\n", + "seq val is 67\n", + "seq val is 68\n", + "seq val is 69\n", + "seq val is 70\n", + "seq val is 71\n", + "seq val is 72\n", + "seq val is 73\n", + "seq val is 74\n", + "seq val is 75\n", + "seq val is 76\n", + "seq val is 77\n", + "seq val is 78\n", + "seq val is 79\n", + "seq val is 80\n", + "seq val is 81\n", + "seq val is 82\n", + "seq val is 83\n", + "seq val is 84\n", + "seq val is 85\n", + "seq val is 86\n", + "seq val is 87\n", + "seq val is 88\n", + "seq val is 89\n", + "seq val is 90\n", + "seq val is 91\n", + "seq val is 92\n", + "seq val is 93\n", + "seq val is 94\n", + "seq val is 95\n", + "seq val is 96\n", + "seq val is 97\n", + "seq val is 98\n", + "seq val is 99\n", + "seq val is 100\n", + "seq val is 101\n", + "seq val is 102\n", + "seq val is 103\n", + "seq val is 104\n", + "seq val is 105\n", + "seq val is 106\n", + "seq val is 107\n", + "seq val is 108\n", + "seq val is 109\n", + "seq val is 110\n", + "seq val is 111\n", + "seq val is 112\n", + "seq val is 113\n", + "seq val is 114\n", + "seq val is 115\n", + "seq val is 116\n", + "seq val is 117\n", + "seq val is 118\n", + "seq val is 119\n", + "seq val is 120\n", + "seq val is 121\n", + "seq val is 122\n", + "seq val is 123\n", + "seq val is 124\n", + "seq val is 125\n", + "seq val is 126\n", + "seq val is 127\n", + "seq val is 128\n", + "seq val is 129\n", + "seq val is 130\n", + "seq val is 131\n", + "seq val is 132\n", + "seq val is 133\n", + "seq val is 134\n", + "seq val is 135\n", + "seq val is 136\n", + "seq val is 137\n", + "seq val is 138\n", + "seq val is 139\n", + "seq val is 140\n", + "seq val is 141\n", + "seq val is 142\n", + "seq val is 143\n", + "seq val is 144\n", + "seq val is 145\n", + "seq val is 146\n", + "seq val is 147\n", + "seq val is 148\n", + "seq val is 149\n", + "seq val is 150\n", + "seq val is 151\n", + "seq val is 152\n", + "seq val is 153\n", + "seq val is 154\n", + "seq val is 155\n", + "seq val is 156\n", + "seq val is 157\n", + "seq val is 158\n", + "seq val is 159\n", + "seq val is 160\n", + "seq val is 161\n", + "seq val is 162\n", + "seq val is 163\n", + "seq val is 164\n", + "seq val is 165\n", + "seq val is 166\n", + "seq val is 167\n", + "seq val is 168\n", + "seq val is 169\n", + "seq val is 170\n", + "seq val is 171\n", + "seq val is 172\n", + "seq val is 173\n", + "seq val is 174\n", + "seq val is 175\n", + "seq val is 176\n", + "seq val is 177\n", + "seq val is 178\n", + "seq val is 179\n", + "seq val is 180\n", + "seq val is 181\n", + "seq val is 182\n", + "seq val is 183\n", + "seq val is 184\n", + "seq val is 185\n", + "seq val is 186\n", + "seq val is 187\n", + "seq val is 188\n", + "seq val is 189\n", + "seq val is 190\n", + "seq val is 191\n", + "seq val is 192\n", + "seq val is 193\n", + "seq val is 194\n", + "seq val is 195\n", + "seq val is 196\n", + "seq val is 197\n", + "seq val is 198\n", + "seq val is 199\n", + "seq val is 200\n", + "seq val is 201\n", + "seq val is 202\n", + "seq val is 203\n", + "seq val is 204\n", + "seq val is 205\n", + "seq val is 206\n", + "seq val is 207\n", + "seq val is 208\n", + "seq val is 209\n", + "seq val is 210\n", + "seq val is 211\n", + "seq val is 212\n", + "seq val is 213\n", + "seq val is 214\n", + "seq val is 215\n", + "seq val is 216\n", + "seq val is 217\n", + "seq val is 218\n", + "seq val is 219\n", + "seq val is 220\n", + "seq val is 221\n", + "seq val is 222\n", + "seq val is 223\n", + "seq val is 224\n", + "seq val is 225\n", + "seq val is 226\n", + "seq val is 227\n", + "seq val is 228\n", + "seq val is 229\n", + "seq val is 230\n", + "seq val is 231\n", + "seq val is 232\n", + "seq val is 233\n", + "seq val is 234\n", + "seq val is 235\n", + "seq val is 236\n", + "seq val is 237\n", + "seq val is 238\n", + "seq val is 239\n", + "seq val is 240\n", + "seq val is 241\n", + "seq val is 242\n", + "seq val is 243\n", + "seq val is 244\n", + "seq val is 245\n", + "seq val is 246\n", + "seq val is 247\n", + "seq val is 248\n", + "seq val is 249\n", + "seq val is 250\n", + "seq val is 251\n", + "seq val is 252\n", + "seq val is 253\n", + "seq val is 254\n", + "seq val is 255\n", + "seq val is 256\n", + "seq val is 257\n", + "seq val is 258\n", + "seq val is 259\n", + "seq val is 260\n", + "seq val is 261\n", + "seq val is 262\n", + "seq val is 263\n", + "seq val is 264\n", + "seq val is 265\n", + "seq val is 266\n", + "seq val is 267\n", + "seq val is 268\n", + "seq val is 269\n", + "seq val is 270\n", + "seq val is 271\n", + "seq val is 272\n", + "seq val is 273\n", + "seq val is 274\n", + "seq val is 275\n", + "seq val is 276\n", + "seq val is 277\n", + "seq val is 278\n", + "seq val is 279\n", + "seq val is 280\n", + "seq val is 281\n", + "seq val is 282\n", + "seq val is 283\n", + "seq val is 284\n", + "seq val is 285\n", + "seq val is 286\n", + "seq val is 287\n", + "seq val is 288\n", + "seq val is 289\n", + "seq val is 290\n", + "seq val is 291\n", + "seq val is 292\n", + "seq val is 293\n", + "seq val is 294\n", + "seq val is 295\n", + "seq val is 296\n", + "seq val is 297\n", + "seq val is 298\n", + "seq val is 299\n", + "seq val is 300\n", + "seq val is 301\n", + "seq val is 302\n", + "seq val is 303\n", + "seq val is 304\n", + "seq val is 305\n", + "seq val is 306\n", + "seq val is 307\n", + "seq val is 308\n", + "seq val is 309\n", + "seq val is 310\n", + "seq val is 311\n", + "seq val is 312\n", + "seq val is 313\n", + "seq val is 314\n", + "seq val is 315\n", + "seq val is 316\n", + "seq val is 317\n", + "seq val is 318\n", + "seq val is 319\n", + "seq val is 320\n", + "seq val is 321\n", + "seq val is 322\n", + "seq val is 323\n", + "seq val is 324\n", + "seq val is 325\n", + "seq val is 326\n", + "seq val is 327\n", + "seq val is 328\n", + "seq val is 329\n", + "seq val is 330\n", + "seq val is 331\n", + "seq val is 332\n", + "seq val is 333\n", + "seq val is 334\n", + "seq val is 335\n", + "seq val is 336\n", + "seq val is 337\n", + "seq val is 338\n", + "seq val is 339\n", + "seq val is 340\n", + "seq val is 341\n", + "seq val is 342\n", + "seq val is 343\n", + "seq val is 344\n", + "seq val is 345\n", + "seq val is 346\n", + "seq val is 347\n", + "seq val is 348\n", + "seq val is 349\n", + "seq val is 350\n", + "seq val is 351\n", + "seq val is 352\n", + "seq val is 353\n", + "seq val is 354\n", + "seq val is 355\n", + "seq val is 356\n", + "seq val is 357\n", + "seq val is 358\n", + "seq val is 359\n", + "seq val is 360\n", + "seq val is 361\n", + "seq val is 362\n", + "seq val is 363\n", + "seq val is 364\n", + "seq val is 365\n", + "seq val is 366\n", + "seq val is 367\n", + "seq val is 368\n", + "seq val is 369\n", + "seq val is 370\n", + "seq val is 371\n", + "seq val is 372\n", + "seq val is 373\n", + "seq val is 374\n", + "seq val is 375\n", + "seq val is 376\n", + "seq val is 377\n", + "seq val is 378\n", + "seq val is 379\n", + "seq val is 380\n", + "seq val is 381\n", + "seq val is 382\n", + "seq val is 383\n", + "seq val is 384\n", + "seq val is 385\n", + "seq val is 386\n", + "seq val is 387\n", + "seq val is 388\n", + "seq val is 389\n", + "seq val is 390\n", + "seq val is 391\n", + "seq val is 392\n", + "seq val is 393\n", + "seq val is 394\n", + "seq val is 395\n", + "seq val is 396\n", + "seq val is 397\n", + "seq val is 398\n", + "seq val is 399\n", + "seq val is 400\n", + "seq val is 401\n", + "seq val is 402\n", + "seq val is 403\n", + "seq val is 404\n", + "seq val is 405\n", + "seq val is 406\n", + "seq val is 407\n", + "seq val is 408\n", + "seq val is 409\n", + "seq val is 410\n", + "seq val is 411\n", + "seq val is 412\n", + "seq val is 413\n", + "seq val is 414\n", + "seq val is 415\n", + "seq val is 416\n", + "seq val is 417\n", + "seq val is 418\n", + "seq val is 419\n", + "seq val is 420\n", + "seq val is 421\n", + "seq val is 422\n", + "seq val is 423\n", + "seq val is 424\n", + "seq val is 425\n", + "seq val is 426\n", + "seq val is 427\n", + "seq val is 428\n", + "seq val is 429\n", + "seq val is 430\n", + "seq val is 431\n", + "seq val is 432\n", + "seq val is 433\n", + "seq val is 434\n", + "seq val is 435\n", + "seq val is 436\n", + "seq val is 437\n", + "seq val is 438\n", + "seq val is 439\n", + "seq val is 440\n", + "seq val is 441\n", + "seq val is 442\n", + "seq val is 443\n", + "seq val is 444\n", + "seq val is 445\n", + "seq val is 446\n", + "seq val is 447\n", + "seq val is 448\n", + "seq val is 449\n", + "seq val is 450\n", + "seq val is 451\n", + "seq val is 452\n", + "seq val is 453\n", + "seq val is 454\n", + "seq val is 455\n", + "seq val is 456\n", + "seq val is 457\n", + "seq val is 458\n", + "seq val is 459\n", + "seq val is 460\n", + "seq val is 461\n", + "seq val is 462\n", + "seq val is 463\n", + "seq val is 464\n", + "seq val is 465\n", + "seq val is 466\n", + "seq val is 467\n", + "seq val is 468\n", + "seq val is 469\n", + "seq val is 470\n", + "seq val is 471\n", + "seq val is 472\n", + "seq val is 473\n", + "seq val is 474\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 3528\n", + "JD80-212 80um 45/135 deg 1070\n", + "Undefined 64\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
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xfPhwhgwZwpYtW/jzzz955pln6NatGxs3bjTSaTQaXn75ZY4fP86CBQvYtWsXS5Ys4datW7Rt29Zu7dnLL7+MWq3Gw8OD5s2bo9Pp+PXXX43X1vTr1MBr7969uXbtGlu3brUY788//0StVqNWq4mIiGDBggXMnj2bTp06mdHt3LmTS5cu0atXL+M97dOnD5IkPVDVvcilhTpy5AjPPvssdevWZd26dWzbto0xY8Ywbtw4Pv74Y4v+tu6j6X6tVmv2y31MA/766y8GDx7MCy+8wNChQwtxVjmIioqic+fOlC5dmu+++86uPm+//TarVq1i5syZ7Ny5k59++gkXFxeefvppi2fL3nnsKDp37my2XbVqVQCLeVO1alW7n3d7eV21ahXNmjUzamUUCgWDBw9m69atfPzxx9y9e5dLly7x+uuvk5aWZqSx51j2XpNvvvnGaMqtWrUqe/fu5aOPPmLQoEEA/PzzzyQlJRmfQ5CfSSEEixYtshgvNTXV+BwGBQXx9ttv8/LLLzN58mQzupSUFH7++WeeeuopqlSpAkCLFi0oX748ixcvRq/X28X/fxqPWChzopjD8OX3ww8/iEOHDolt27aJgQMHWo0uclRT9MUXX1jQYuOLNC846mit0WhEjRo1RK1atay2Hz16VAQEBIh69eqJhIQEi/ZGjRqJ+vXrW+w/deqUAMT8+fOFELLztru7u4XTpRDytYqMjDRuz50716pW5PLlywIQEydOzPOcDF+Dn3/+uTh06JA4evSomXO4ELImysPDQzRo0EDEx8cbf//884+QJEm88sorZvQRERGiadOm4tChQ2L//v1i6dKlIjIyUqhUKguH39dff93Iv+nYzZo1E25ubiI+Pt4u/h3RFKWkpAilUmmmAWjYsKGFBlIIIT788EOhUCjE5cuXhRBCbNiwQQBi/fr1FuO+8MILIiwszLiNicYFGxqeDRs2CDc3N9GpUyeRmZmZ57naqymKiooSkZGRomzZsnY7rP/1119WHe7j4+OFr6+v6N27t3GfvfNYCMc1RbnvmUFrGBsba7bflhOxKc6dO2emZTHF6NGjhSRJxuiqrKws4efnJ2bPnm1Gp9FoxDvvvCNcXFyM97FTp07GaDvD9XVkXtgCIF566SVx6NAhcfjwYXH+/HmL+di0aVPh5uYmrl+/bva8REZGmmlbDdfI3d1dHDp0SBw6dEisW7dOtGzZUgBiypQpZuN+9913AhCzZs0yG3fMmDECEBs2bMiX//86Cv6Z78R/ClWrVjU69rVq1QqdTsd3333Hr7/+ygsvvADITpzWNBr37t17qLzmB5VKRZ06dfj5558t2o4dO2b0h9m0aZOFwypAzZo1WbFiBVqt1kxTdvLkSQBq1KgBwPnz50lPT6d+/foWY9SrV4+dO3eSkpKCl5cXx48fR6lUUqdOHTO6cuXKERgYaLcvQ7ly5Yz3KTdWrFhBWloaBw8exN/f36L9999/Jz4+3qzN19fXOF7Dhg1p2LAhTzzxBIMGDeL48eMoFAozB1Fr5wrw448/Gr+Siwrr169Hp9OZOfcfP36cV1991UwDaeBLr9dz9uxZypUrZ7xHJ0+epGPHjma0J0+eNLYDHDp0yKy9bNmyZtsbN26ke/futGjRglWrVuHi4lLoc7t27RotW7ZECMGOHTsoVaqUXf2OHz8OWN4HPz8/KlSoYDaP7J3HIPveWMtnFRcXZ/c5FRTly5fH3d3dyJcpTp48SYUKFYwO5Fu2bCExMZFnn33WjE6lUjFjxgw++ugjrl69SlBQEGFhYbRr146yZcsar68j8yIvlChRwuZzeOHCBXbv3g3IAQPWsHHjRrPjKxQKs/Hatm1L3bp1mTRpEq+99hqlS5cGcjTBI0aMYMSIERbjfv/997Rr186uc/ivwmk+c6JAmDp1Kv7+/nz44YdGlWxkZCQXLlwwe3nGxcVZJEp81MjIyGD//v1UqFDBbP/x48dp06YNpUqVYvPmzVYFB4Bnn32WlJQUi0iRJUuWEB4eTsOGDQEIDw8HsIioE0Kwf/9+/P39jZFG4eHh6HQ6iwX4woULxMXF2b0o5oXvv/8eb29vtm7dyvbt281+X3zxBZmZmSxfvjzPMSpWrMh7773HyZMn+emnnwBZ4ElPT+fjjz+2GHf79u0EBQUVuQnt+vXrjB49Gl9fXwYOHGjcHx4ezuHDhy0SNe7btw/AeB1LlixJgwYNWLZsmRnt/v37OX/+PM8995xxX7169cx+gYGBxrZNmzbRvXt3mjZtyurVq6068xbk3Fq2bIlOp2Pbtm1ERETY3dfWnIuLi+PChQtm88jeeQzys/3PP/+Y0W3bto2UlBS7eSsoVCoVXbp04bfffiM5Odm4//r162zfvt3sXq1atYpGjRpRsmRJq2MZkmGGhYVx9OhRtm7dyvDhw43tjsyLgsIguCxYsMDiWTGYq/N7XlxdXZkzZw4ZGRl88sknAJw9e5Z9+/bx/PPPW30OW7duzZo1ax6KIPtY41Grqpwo3sjLhDF16lQBiKVLlwohhNi9e7cxcdnGjRvFjz/+KGrXri0iIiKK3Hy2Y8cO8csvv4hffvlFuLm5iZYtWxq3TZO5NW7cWEyZMkWsXr1abN++XSxatEg0aNBAKJVKsXbtWiPduXPnRGBgoAgICBDr1q0zJkoz/HIniGvbtq3w9/cX3377rdi2bZvRsXXZsmVmdM8995xQKBRi+PDhYuPGjWLt2rXi+eefF4D4+OOPjXTXr18Xfn5+omTJkmLu3Lli27Zt4rvvvhPlypUTnp6e4ty5c3leD1t5igw4efKkAMTbb79ttT0rK0uEhoaK2rVrG/dZy1MkhBDJyckiJCREVK5cWWi1WlG3bl3h7+9vM0HcyJEjBSCOHz+eL/+//vqrcV/u5I1///23WLVqlVnyxm3btpmN89VXXwlAdOjQQaxevVps2rRJvP/++0KlUlnkiNm+fbtQqVTi2WefFZs3bxbLly8XpUuXtjtJ399//y3c3d1FZGSk2LZtm8WcMc2pI4Qwzs/PP//cmMvGsM+AO3fuiHLlyglXV1exbNkyizHzM6MlJyeLiIgI4e/vL6ZNmya2bdsmli9fLmrXri2USqXYvn27Gb298/iTTz4RkiSJ8ePHiy1btoivvvpKVKpUSfj6+j5w85kQcvJGLy8v0bx5c/Hnn3+K3377TdSoUcMseaNWqxVBQUFi2rRpFv23b98upk6dKjZs2CD++usvMWnSJOHh4SE6depkYdoq7Lww3Ftr0Gg0IjQ01CI4wBTPPfecUKvVxvPK6xp17NhRqNVqceXKFTFq1CgBiAMHDlilXbt2rdG05oRtOIUiJ/JEXkJRenq6KFOmjKhYsaLxxbJkyRJRtWpV4ebmJqpVqyZ++umnB+JT1KJFCwtfD8PP9MU/atQo8cQTTwhfX1+hUqlEaGioePbZZ8WePXusnqetX27/j+TkZDFs2DARGhoqXFxcRK1ataxGx6Snp4svvvhC1KpVS3h7e4uAgADRqFEjsWzZMotor4sXL4qePXuKyMhI4erqKsqUKSNefvllcfr06XyvR35C0YgRI/IVTD744AMBiCNHjgghbAtFQggxZ84cARiTeI4YMcLmuAafkNwRSaYwJBJct26dcV/ue+Li4iKCg4NFixYtxKeffmo1k7EQQqxatUo0bdpUBAUFCU9PT1G9enXx8ccfW02KuGnTJtGoUSPh5uYmAgICxBtvvCHu3Lljk09TGBZ6e+ahEJa+SaY/Awz30dbPnmfj9u3bYsiQIaJChQrCzc1NhIeHi06dOlmNqLJ3HmdmZor33ntPlC5dWri7u4sWLVqI48ePPxSfIgMOHz4sWrduLTw8PISPj4/o3r27WaTWli1bBFhPZrhnzx7RsGFD4ePjI1xdXUWNGjXEtGnTrCZsFaJw8yIvoWj16tX5CiYGv6bp06cLIfK+RidPnhQKhUL07t1bBAcHm33U5IZWqxWlSpUSNWvWtOs8/quQhHhASUSccMIJJ+zEzJkzGTlyJKdPn6ZatWqPmh0nHkMMGjSIAwcOcOTIkUfNihOPMZxCkRNOOPHIcPr0aY4dO8a7775LaGgox44de9QsOeGEE/9hOIUiJ5xw4pGhVatWHDlyhBYtWjB79myzcjBOOOGEEw8bTqHICSeccMIJJ5xwAmdIvhNOOOGEE0444QTgFIqccMIJJ5xwwgknAKdQ5IQTTjjhhBNOOAGAs8yHndDr9URHR+Pt7V2oQolOOOGEE0444cTDgxCC5ORkwsPDLYr/5oZTKLIT0dHRxvoyTjjhhBNOOOHE44UbN27kWzLJKRTZCW9vb0C+qD4+PkU+flZWFtOnTwegT58+lChRwqKopaN9z3KWRjSymwdllhKdi85m+wlOEEmk3ePl5i/VI5XZw2fb3U+VpeLtuW8b+xyMO0gFvwoolUris+KJdHGcFwPyO1d7EHJLwYVq+gL3z1IqcdEVjgcATpwAB0PZDfck3jee+YPmF/jQl7hECUrkS5dKKuGEW+wvivtgClWWig8/epvhs+2fZ/kh933SHTuG8sknCzfotm3w9NM525cuQYn8r+ODguk7RKPWMH309Hz7RBONJ54PmrV/JVJTU4116qKjo401EP8LMJ1rfV9+mRDDsxQdDQ/oOiQlJVG6dGnjOp4XnEKRnTCYzHx8fB6IUKTT6XjxxRdJTU3F19cXHx8fu4UiW33LZ/+7xjUkJARy9gUdOpQoLfapdCoib0ZyO/g2ma6ZSEhICgklSmpTmwgi8MHxczfwF5say+nU0+wJ2oNWqUWBAqEQNnlT6BTs67yPiMwIGng1IMQ7xHhuLjoX3rvxHkuDl5LgmoBCUuCqkItxZpCBhIQrtreVOiWlbpYi2T+ZVI9UshRZjvVHSVWpKmkd/PDfsx+VVovk5iY76WVkgCSBoTho7u3MTHB1RadUcjMwkOA7d1ADCklCYa0vWO2PUgkVK0JEBDg4Jw335E7GHQ67Hua6+jpeCi8AkpGLbnrjbXNbgYJneIYwwvDAI9/juePOXOaymMVc4QoCgTfeKHQKfG76EOcfh+QuoVAqSFbkHM8wN0x5sLVPgYKndE/R7uXnSL1wgRLnziElJyMpFCgML0NDQVFvb/maGiCEeZsJrc7Xl5ulS+Pi7o5Hmzb4lCmDslcv2L0bEhOt9rG5nZoKFSpAlSrQqxfs2weNGkFYGHjkfx0fFAzzITk5GQ0aFLcVXC99HVc3V5QKJQ1piAoVAvl5VaIkiCDUqB8Zz48zTN/tPj4+/ymhyHS98gkKwuv772WTVlAQqB/sfLLH9eWR5ilKTk5m/Pjx/P7779y9e5cnn3ySL7/8kvr16wOyHXDSpEl8++23xMfH07BhQ+bMmUP16tWNY2RmZjJ69GhWrFhBeno6rVu35ptvvjFTkcXHxzNs2DDWrl0LQNeuXZk9ezZ+fn5285qUlISvry+JiYkPRCgCebLEx8cD4O/vb7dQVNi+D2IcW+PqdDokSUKhUNg1vqGfQqFAr9eb9Sksr0VxrsWBh4LiUR77QfKR15wpLjwWRxT0GXXCcaSmpuLlJX+EpKSk/KeEInj4z5Mj6/cjjT7r378/mzdvZunSpZw8eZJnnnmGNm3acOvWLQCmTp3KjBkz+Prrrzl06BChoaG0bduWZMPXFzBixAh+//13Vq5cye7du0lJSaFz587oTNTdPXr04Pjx42zYsIENGzZw/PhxevbsaRePc+bMoVq1akZBzQknnHDCCSec+HfikWmK0tPT8fb2Zs2aNXTq1Mm4v3bt2nTu3JmPP/6Y8PBwRowYwfvvvw/IWqGQkBA+//xzBg4cSGJiIiVKlGDp0qW8/PLLQI5D9J9//km7du04e/Ys1apVY//+/TRs2BCA/fv307hxY86dO0flypXt4vdBa4r0ej0XLlwgJSWFMmXKEBgYaLf0bKtvAgl0pjNnOIPI/gegQYMatZnZSoMGV70rYbfCuO93n3SPdAAkpawqb0lLFrMYL7wKfG53k+7ybfi3bAraRKY6UzafKYUFHwbeJL1EpQuVSAtIo5VnK95Nf5cw/zCUSiVZ+izm3JrDYp/F3PG8g1JS4qXM/vIiBcDIq7VtSS8RfiscjaeGZO9kMhQZeCo97e6vQEHTtHrMGO6Pz+ZtuGZmIvn4oARIkenJ/hK02E5NBU9P9AoFt7y88Lt/HzdJQqFUorTWVwjZ1JOrP0ol1KwJ33+f0+bgPYlJiWFG9RlccrmEn9IPgHiyv+Dwt7mtQEFXujKBCbjhlu/xtGhZxzqWs9w4H/3xR6FXoL6lJskzCaWnEpVKRbwy53iGuWHKg619ChQ01zfn5X+6EfjlXEqcOYN0/z4KlQqlv8w72V+n+Ptbms9M20xo9YGB3AoLQ+Hjg2eLFnh364byiy9gxw6Ii7Pax+Z2YiLUqAFz5sCsWfD339C0KYwfD275X8cHBcN8SEpKQiM07PPfR3R4NG7ubqiUKp7kSZTkvI+UKGlHO1ROD4wC4b+sKTJbr8LDCTx8WF7r2rUD1YOZT46s349sRmu1WnQ6HW65XgTu7u7s3r2bq1evEhMTwzPPPGNsc3V1pUWLFuzdu5eBAwdy5MgRNBqNGU14eDg1atRg7969tGvXjn379uHr62sUiAAaNWqEr68ve/futVsoetDQarX89NNPALz55ptF0vcWt9jDHrvHydJmEV863mrbKlbxBV8USCgy8JfikcLyd5fb3U+tVdNsXTOmvTuNk5zkrfS3CCMMgFRtKiNLj3SYFwNUWhW3St8qcH+AnfdvE/adiZNwTIxD/bUqFaW12kLxwNmz8NlnDgtFWq2WX3/9lYwSGfxT4x/QQJomzYwmnfQ8t1ewgiEMIZDAfI+XRhrv8I7FeKosFdoS2ddAAJrsn5Xj2dx3sSQExYF/PD9n/Uz4Wlf6bd+OwQVep9GgSc/VL/d2Hm1ZMTGUuHlT3ti6lYxGjVAuW5b3eHltHzgAV6+CYYxr12DQIAjM/zo+KGRlZfHHH38AsqP13IFzue1yG63C9vxMIcUpFDnhMEzXq4Gvv46yWze5ISXlgQlFjuCRceDt7U3jxo35+OOPqVq1KiEhIaxYsYIDBw5QsWJFYrIXmJCQELN+ISEhXLt2DYCYmBhcXFzwN3yFmdAY+sfExBAcHGxx/ODgYCONNWRmZpKZmWncTkpKKtiJFkecqQojZsGQr6HrukfLi0YF6kIKBk44BCEEd+/epWXLlkhqiaZXmxZ4rHjiSSL/Z0OPnnnMs8IMUJi0X1kucDsMYrRQ6hYI8Gvjw9UGDQoxqDlysygyMpDmWTkXR6BWg+kY8fHwCN8xQgiaNGkib0hQ+2pt7inuMarsKGJdYh8ZX0448bDxSMWypUuX0rdvX0qWLIlSqaROnTr06NGDo0ePGmlye4sLIfL1IM9NY40+v3GmTJnCpEmT7D2Vxwujp8HmZ2BLG9A/QifKE7Wg2d/wykr4duCj4+M/hpiYGJKSkggNDUXhpsA1yLXAY0UQYVcEkg6dVS2PpJcQikJY8OP8QVNS/rtsJpJeIvhOACVcXAo+Zi7oJQmFiZeBiIhAysoq3KBlyoCpljAi4oFH3uQFvV7PvXv3ABAI1EFqvKO9efv223xc5mOE5Kwb7sR/A49UKCpfvjw7d+4kNTWVpKQkwsLCePnllylbtiyhoaGA/AIPCwsz9rl7965RexQaGkpWVhbx8fFm2qK7d+/y1FNPGWnu3LljcezY2FgLLZQpxowZw8iROeYZQ56DfwXOVpX/F4+4ysucwZDsAwvedApFDwk6nY6EhARKlCiBRqNBq9Rih0uQTbjhZrdQZBV6ChfuoVZhPAE3eTy1SlWYU7JAbhaFq2uhlFtATnoFA9zcHrlQpMo2XQhJgAe4lXCjXnQ9fLW+JKgTHhlvTjjxMFEsap95enoSFhZGfHw8GzdupFu3bkbBaPPmzUa6rKwsdu7caRR46tati1qtNqO5ffs2p06dMtI0btyYxMREDh48aKQ5cOAAiYmJRhprcHV1NeYkelC5iR4ZRDEpU5L633EuLC7QaGSHHY9HmBPHIaS7gdYZEv5I4AIqVPjo/kXvPiecyAePVFO0ceNGhBBUrlyZS5cu8e6771K5cmX69OmDJEmMGDGCTz/9lIoVK1KxYkU+/fRTPDw86NGjBwC+vr7069ePUaNGERgYSEBAAKNHj6ZmzZq0adMGgKpVq9K+fXsGDBjA/Ply5t4333yTzp07Fxsn6/8sNI9/4revGMph6vE1Q/AhOf8OxQSPRf2+VA84Ww1cM6DmqUfNzX8PEnIUaOH1Yk448djgkQpFiYmJjBkzhps3bxIQEMDzzz/P5MmTUWerkd977z3S09MZNGiQMXnjpk2bzFJ1z5w5E5VKxUsvvWRM3rh48WKzcPbly5czbNgwY5Ra165d+frrr+3icc6cOcyZM8cs75ETRYR/gVA0nK8AaMV2+rDYrO02oehRUJLoR8DZvwAp2RF1mY8uVN0JJ5z4b6FAQtGNGzeIiooiLS2NEiVKUL16dVxz28jtwEsvvcRLL71ks12SJCZOnMjEiRNt0ri5uTF79mxm51HrKCAggGW5Q2jtxODBgxk8eLAxz8GDglKppH379qSlpeVbxdfeviGEEEYYMchRdoZcQLbMZ0IpiIyKJDosGo1aI6f0zy7zUZWqBBBQqHO7l3aPXTG7OBJ0BJ1CB5m2nWElJPRKPbta7iL8XjhPeD1hVmfJXenO4KjB/BjyIymuKUhIuCjk8TKRS5S4YHtbqVRSNqosCYEJpHqkopW0jvVHSWnfitzO5idZ4Yvew0u2R2dmkogvEZpraFFxR1WKEoo4MDj/ZmWBiwtKpZKo4GBCo6NRCyGXo8jMlPPnuLigFxKHM2rwhPQPrgqNRX+USrnmWUCAMXWRvZAkCR8fH7RCS5I+iSwpC6WUnSk82//HkJfG2raEJJfpsNMCLyFRmtLc4x6ZZOaMJ4EqU4VGpQGFTKeTDB8gSmNYveE4prlydOgQSIZZjRo1npInXn6+aFJTUWVmQvbHjGT4SDJ83FjLAabTEdm5MyNee40Rr79u1jfTxQWFJNGmb19q16vHl8OGyfmico+X37ZeL987tZqolBTKtmrFsTVrqF3YWmqFhGE+6PV6BIISGSVI16eTJtJoRzuqUMUiT5HheXDCCUdgul5Jrq7ov/pKXreKMDiiUBB2IioqSnzwwQciIiJCKBQKIUmS8efq6iratGkjfv75Z6HT6ewd8rFCYmKiAERiYuIDO4ZWqxWxsbEiNjZWaLXaB9a3dGkh5Gx1RcuDPfzFxMSIO3fuiNjYWNG6td4mH7n7xcXFWfB0+bJWLFyYKG7dKhiveZ3rzJlClCghxB9/5D2Ggf9PP002G+Ps2Zy2Y8cKxsMXX8j9+/bNm4cRI4RQqYTYvDlvOiGESE9PF2fOnBHp6elCr9eLrKwskZWVJfR6vc0+D/qRzs2HXi/E+fNCHDqU8xNCiF69egnkCHkBiICAANGqVTvx448njDSm42k0mnzPzYDkZPmYZcpEiJkzZ9rksXnz5mLYsGFFct5Xr14VgDiW1wR5iDC9D1lZWSIpKUmcPn1apKen2z2GTvfg58u/ASkpKcZ5nJKS8qjZeeh4UOuMLTiyftv1mTd8+HBq1qzJxYsX+eijjzh9+jSJiYlkZWURExPDn3/+SdOmTRk/fjy1atXi0KFDD0qGe+j4N5X5WLcOvvlGXqqLA/bYn1fSKjp0UNC3rw+LFhXMvHL2LOzcqbZ6Pd55B2JjITuZulWY9ss9hun2zz8XiD0+/1z+f+FC6+0zZsCLL8qJkbVamDLFvP3KFZg6VT6PguLWLTh2LKfu6cNAVpbtlD3t27fn9u3b3L59m61bt6JUqnjnnc75jpmWBvfuyYqa3NDr4dw5+ZgFzaVZmGcqOVm+zgalUnIynDoF9+8XfMxHgYwMqFZNrnVrLTdmSgr07AmlSsEPPzx8/pxwwh7YZT5zcXHh8uXLlChRwqItODiYp59+mqeffpoJEybw559/cu3atX+FEAEPz3ym1+uJiooiJSXFLAVBYfqmkEIPenCMY+h1EtFdr1v0LYmc4yWTTNz17oTEhBDvHU+6R7rRydKQ0v9LvsQd9wKfW1xyHIsDFvNXib/IVGeSKV2G7PFM+XDF1VjmIzIqEq2XlmfcnmFgRk7Yvkav4cIF2SdpyqG9/KAfjq/Sm8xroVweNBKvbtso8+YGAGNyQR98jNuac2W5UvMvwJdK2/siNdtr1g7nADh/L44qNLHor0BB84zGwPcAuM+aCauzE2EmJSEyywPrZf6mwKe/VcmpZJ+cDN7e6CWJGHd3vOLjcVepZBOLQRrw8UEfvxnInnNVLPuPOpQTUQmWC1Hv3nIVibNnYdEi8zYhBJmZmWj1WmJdY8kgw5idWIssGahQkXi7IgCXo9Pw9r1FVqwPGTF+uJW7TaCnG8EE22VCEwiSSCKeeGO+IhUqECBpJHQKHZJCnm9ZQgGUN+t/lrMkkojGVUNyqOzQ7hrqymtD+9On27PEx8dykQS+fO9LNv6+kVs3bxIaFESPTp34cNAgzmXVQI8Cbkezd9fvfDRvHqcuXMDLw4PG9RozYcqf2dcFWYq8eBG0Whb99hsjPvuMFd98Q5uWLXMkl5gYSE5m2W+/MeOH5ZyPuoqnuwctGjRi6MjZ1AxX469OIT4ujiGffMKmvXtJSUujVEgI/xsyhD4GqRvYt+8K77zzDmfOyIlr339/HpUqNebKFQgomMXaYRjmg16vRwhBmjKNdEU6SSSxiEWUp7yF+awZzcz2XbkC58/Lf1+6JFegAdBooFkzOZG3Ab16QY8exSKBsRMPGWbrVXCwXC5HqZQnSTEoPmzXlPziiy/sHrBjx44FZua/DK1Wa/R7KkiZD2t9r3GNdWQv1Frr9tpoEydglVbFzZI3rdItYAFjGENZyjrEmyl/KR4pzH13bk6DSyaku1vwYYBaq+aV315h2rvT2M9+Xsl4hRDk3FIp2hTIrsWVuuYZLpTZBofrwaxX4c+WpP7ZkjtvfmyTJ8XBHKH9wr0kUJ63zjsazmO9LT72IgahSBV7F2VsjoZUkOvhPm85hlalomSeqgmTNiv9cyO3FuTvv+X/f/3VulAUHx+PVqklzkOu36XNssKLNgIASaMlkUS4JgtJyVHeJFe8iDfeFnmKJEkyBkuAnEpDh46znDWjU7mokISEcMmtZrH0T0zVpaNBg5ZsPoC0lDTWrfqF0qUr4OsbSCLX0HnrmDF1KjWVSk5eusSAyZPxcXHh6Tdkh/j1W7fSb/Rwxvbpw9IPPyRLo+GXPSbJYhGydJmYyLSlS5myZAl/zZ7NU1Wrwp07SOnpsmCUXfYjKzWVQW+OJyiiLvHxd5k1czhjJrzFV1/+QV1uMX7GDM5cvMhfs2YR5OfHpRs3SM/MhMxMuC17pM2dO5bhw6fx5JMV+frrsYwe/Sq//XbJmDfoYUAIwf1s1ZSQBLfDbkMGJEgJfM7nXOOaRZ8UUsz8/Gzh8mVzgSjnmIVm24nHEKbr1cDXX0eZHSlOSopjjpEPCHY/dbVr16Z///689tprFmU1nHgMoC8WKanMUZT5kmLCYFdzuGM7IafNY+d1bQrIo8gnjFkAZ0Q1anLKxJ24cLBmGgL7F5+NUzZa2wtAidByNKhV1bh3y+/z0ek0bMSyT0REBL179zZuf/nll6SlpVnQdZrQyWKfDCvX7lQNAHb/sZvmXs0BSE9NJygkmJnT/pIdNQX0H9ufkreCCb1zh8jwcEZdu8ZPmzfz9BvyMLMXfskrbdsyaWCO1rFUpUZcNR5Zvlhjvv6aJevXs2PePKpXrGjzIvbt2pXzVCIZH0qVKsfIUbPp3bshqWlp4AHXY2J4snJl6lWrBkBkeLjFGK+/PpqmTTsREgKTJk2ievXq3Lx5icjIKjauT/GELXNyYeelE048TNi9UjZs2JBx48YRHh7Oq6++ytatWx8kX8UG/xqfouKSsNEUj5KnohCK8mjLTyiaxQie1J1gBLNs0uTEVdmHf83iY41fjQsIibqt6rL8+HKWH1/O4gOLadiyGcOHd+D2bVmTseXXLXR97jlC27XDq3lzxs+bx3WTGoenL5ymdT7P8vTly5n/++/sXrCAmhUq5El77Px5Bo16lS5dImjRwpu33moFQEyMbKp++/nnWblpE7V79OC9r75i74kTFmNUqFDL+LfB/H3//t08j/s44bGbf078p2G3pmj+/Pl8+eWX/PLLLyxatIhnnnmG0qVL07dvX3r37k2ZMmUeJJ+PDA/Lp+iB478iFNk7pr1CUUHZyEcomsQEAL5mKLMZViTHtCUU2Yt2Y9rJWcZ1SvDJ9m06WgcAySMDuGCkbdNlEFQ9R01qWjWfmWL48OHo0HECS4HAUbh7ulO6Qk65nSozm9GqfC1Wr15A06DyjO0xltEjR/LC0KH4enmxctMmpi9fbqR3c8vfJ67Zk0+yfvduft6yhQ9MNF65kZqezjNDhtCoYVs++mgZ/v4luBMTxZChHdBo5NpoHZo04dq6dazfvZstBw/SevBgBr/wAtOyE8kCqFQ5189w7YQoGu3ho0JeQQj57XfCiUcJh1YDNzc3evbsybZt27h06RI9e/bk+++/p1y5crRr146fCxpm48SDR3E0nz1KPGJNkdaO75GHrSlSKV1QXa6JKqoaKp0XKhcVKpULKpULSqU5vyqVCyoXFS4uLhY/da4aXob9KheV2a8oIEkSCoWCjIx0Tuw5QWhEKCOGDqVetWpULFOGayZaIoCqFaqyNZ/o2AbVqrHhq6/4dPFivli61Cbduago7iUkMGrIJJ58shmRkVWsanhK+PvTu0sXln38MbNGjuTb1asLdK7FHU7hx4l/Awq8UpYtW5aPP/6YqKgoVq5cyeHDh3n11VeLkjcnihL/BU2RJAqmKdIVfcRDfkLRg0ChFyXT66AthmFBQiIrM4t7Mfe4F3OPq2ev8sX/JpCWlkLz5l0oXaE0MddjWL12LZdv3uSrlSv5fccOsyHeGTCSFZs2MWH+fM5evcrJS5f46of5FodqXKsWf335JR999x2zTDRNpigTGoqLWs3Sn+dz8+YVdu5cy3ffTzaj+XDePNbs3MmlGzc4ffkyf/z9N1UjI4vqihRbODVFTjyuKNSbb/v27SxatIjffvsNlUrFgAEDioqvYoN/TZmP4qgpKmqh6NWVBTv2I9AUPQgU2qfI7HwepRBt+9j7NuyjQ1gHADy9PYkoX4HPPvuFunVbQh1veozowf/Gj+fdzEw6NWnC+L59mbhggbF/47pP8cuUKXz8/fd8tmQJPp6eNHyyIV2sHKvJE0+wfuZMOo4YgUqhYNgrr5i1l/D3Z/GECbz7zQKW/TSPypXrMGL4VEaO6m6kcVGrGTNnDlHR0bi7udGsdm1WTp7MfwlO4ceJxwkOC0XXr19n8eLFLF68mKioKJo1a8Y333zDiy++iLu74zlsijseZpmP1q1bF7jMh7W+gQQSQAD3uW+XAKJX6om4GsHNkjfRqbKFQIVcYqEc5fClYOdv4O9u2l1q3q3JqcBTCCn/N6VeqWd3k90ExwVT1auqWY4kN2X+CRtds0O7NWiQkIx5eDRozPxelFoX0CtRKXLajfKFkFCgsOivREmIdzlijGQSehdXWfWq0SBQYRZUplTmJGXRapF0Oeef5eqKSgiQJBQajVzmQ6UiuxqG1f4W7TgmFEmShLe3NxqhIVGfiEbSIAkVBtFfzk+lMkkKIJ+/adC+Dz4OlfkIJ5w44tAgl5CxVuYDQC+sGw4nLfyYT374SD4nBHr0cLcE4rrsz6hCxbip4/h63Fe434qWy3zo9Qx/7TWOGAeUeK51a57LroMIcE/vT1T2tdu59gTlVdfki6bX07xuXZL37iXLxQUNsHXtWhTBwXD1KqSl8Wr79jzZbhgpeGePrufQoeyDKY8xrn9/xvXvL98/Q5JzFxdQqYisUgVx7BiHtbWNvPj5+XH0qOBhf4MZ5oOhzEdgRiAZ+gxSRArNaEY/+hnnP8jXOrcvmaMaIaew9N+E6Xolubig/+wzed1SF49amHYLRT/++COLFi1i+/bthISE8MYbb9CvXz8q5BOd4YR9UCqVNG7cmPj4+CLrG0ooccg5aOL0EGSlrzBdfpSgK6MzjuPv72+WnK2gMOVvs24zUpzsB1JGeGDINyisLYNK0DWU+VGkKuRFMBvuyvwF8AwybLYtlKBf9t9fpExjmPjG7FwNIlMAgcRhfYXK8snJqJM6+VPEezONycfEEaCeCXGufETCC0iV/07Kznnj7+9vlrxMCgZirfc3YzIbjgpFXl5eaLVaquiqoFKpyBASp7PbK4pK+ACHs7fdcac6tU22PahEJesHtAIFCsKz/+U+B+Ei0Gq1oAeVSkU6EmesjPEET1i8sO4ChpSktXgChQTCR6D18EQnSQgh5Hw/R7KJQkOhVKj5IPeAqOy//f2hvHnKEQlwETKPekChUkElk3M/B6QYiBU50XP51TMzjHE4b7KHAdP5AOCJJxmaDASCBSzADceyxttjPnPiv4nc65UYPbpYJG00wG6hqHfv3nTq1InVq1fTsWNHh7UZTjxaFMcX06PkyTyPSh5msALyWBTnJjlowfrXhOTbwKM6D41GPraj98MJGU5NkROPE+wWim7evElwcPCD5KVY4mH5FOn1eqKjo0lKSrJaTqUgfVNIYRCDOMYxNMIP+Nuib3WqA5BOOh56D4LuBZHkmkSqRyoqVMYyHx3pyId8WOAyH9HR0cQmxvKr96/8GfAnaa5pZIqTGHQtpny4446EBHoIjw5H4aLgGddneCUzx6dDo9cAeatbOyD7nhgyIBvMf4kkckfXBRgDwLeq71jFz8b222f8gR8BSCGZp2hn1j9BJJJ5pjxtQiKATwBwmzsXdm2TD5yYiEipiiHbNQBPPQUG82tSElLGZsADAOULL+CuUICra06RMV9fSPgRQ9bu3P3lkh9/5brO1q+DtcVHCIFGo0Gj0xDnEidXrhfuQCkAbnGTe2QB5QC5/MoVbhm3s6QMYkkmkEC7y3ykkkoCCcYyH0qUckZrrWwKM5b5QAVYpvi4whXUyKY4gUCHjix8Afm9dI1reAkPfDK9kO7HozRkn5YkQM7ETfx9SI+Tv0wNUk6GF5D93KQkw5Vs9ZxOh15InEoui14oqBYah9rbHby85MJkKSmyBi+9FIZyNQg9Bjvg/XN3iEn3pbTbPbxds4xj4uEBISEQHw+pqUBkvtfvQcMwH3Q6HXqhJ0ORQbqUTgoprGIVkURalPmoQx2zfY4mb3Tivwmz9SogAA4dkp/HOnWKhcbIbqHIVCBaunQp8+bN4+rVq+zbt4+IiAhmzZpF2bJl6dat2wNh9FHhYfkUabVaFmZX/ixImQ9rfa9xjaVkhxTrrQu0Z0wMFSqtitMhp63S/cM/vMmbBS7zsXDhQlI8Upj27rScBpMX5xkrBhO1Vk2HlR2Y9u40NrKRDpkdrJb5sIUNbLDZptDlJMy7oLwEyn05jdNyhBkNGvaxDzMs6gP9FnK24yrjLuWNGyhv5BxPkMvctS/XGCYmOf+dO21wmZVHf0s4svgIIbh37x5apZa7Idlh5EJjbE8llVSSMQhBevSyb1r2tg4917iGH352CUV69JzLridnCklICHVuqc3D6hjJJEHu60pO+Zo4Ecd97lEyVs5obRWZmZBprbqtLBQJjdasEqsONTrDwh9zD1VMBqJGDbhmWvbCeq3CqyklECi4lhpIjVST5yoxEfz8TMaItM7rQ4RhPoB5mY/70n3GMrZQZT6cmiInTGG6Xg18/XWUjRvLDcWkzIfDNrC5c+cycuRIOnbsSEJCglGD4ufnx6xZs4qaPyeKCsUxJP9RIq/os3h/63QGzBoBQMafz9se/gFEb90hmFkM55oVLQoUweLjUPTZA1zRbA1tyt/dYDhV3Vg7r3DIK4owf9hkN/v1mlEA7erjDqdPkROPKxwWimbPns2CBQsYO3YsShNVV7169Th58mSRMudEEeK/EJJf0GM7em3s4LsohKLcMVhDmc07zKIXS6zSF96n6DESnK+XgQx3iLXUgKake5GEN5m4co8gdAVPx+aEA3BGnznxb4DDIflXr17lSStRFa6urqSmphYJU8UJ/5o8RU5NkW08goKwBcEvvATATlpabS98niIbfz9GEEk+JCT5k4A/HqSRhgeafF5z9p+qY/dUQm/UFtlCmg1T4b8JTuHHiccJDn9ClS1bluPHj1vs/+uvv6iWXQn634TBgwdz5swZDuVTGqDYozgKRcVFU+RoRms7ciw9CE1Rfii0Q2uxmSO2+LCDv6wcHyODwJGMTxHwZB9MhSCVjVQOpjhLlQfJziODM6O1E48rHNYUvfvuuwwePJiMjAyEEBw8eJAVK1YwZcoUvvvuuwfBoxNFAaf5zPaxc18b0zZrPDqFogcL2046BYLCDuHEHjh6ePv8kXLmniEY7nEN/XcKP078G+CwUNSnTx+0Wi3vvfceaWlp9OjRg5IlS/Lll1/ySq40+P8GOM1nDxAPm6d7gTDvLXjuN/NjJ+WhSbBTKMotwBSnMh/2oxjOEUdgYz655k79/QgQFR1N2W7dOLZsGbUrV37U7DxwOB2tnXhcUaDaZwMGDGDAgAHcu3cPvV7/r85f9DDLfDRr1oyMjIwClfmw1jeQQLzwIoUUuzRFeqWeMlfLcL3U9ZyZkb3OlKJUocp8NGvWjHsZ96h0rxIXAi7I4+YjFOmVeg40OEBAfADlPcs7XObDkENFl60pkMZNRswfCL+8iOifUw+LnS1AgFLKprfBV854lhCAUCrly6XTWReKDIEJOp2ZEKVRqVDp9SBJSAbhW6m0fiDTsXK1OyIUGTIYa4QGtVCjRQtCYcKVXN7EdEizbQm88HKozEcoodznPho0xn2SJMllPtQa41zT2xDOBrbtR+U6FRk9a7QZXzt2rObdd5/liOYEaisikIXGTZLM1TFCQfStKLp1K0uAfxBRa37D29MzuyyHRI8etWnZsjvTh76Ozs8HhVIp5ypKSzPS5AvDcylJxjIfeHnlZMJ+xDDMB0OZD/8MfzL0GbjiSj3q0YMeFnmKcpf5sAWnBskJU5iuV5KLC/rx4x/PMh/WEBRkrXCEEwWBUqmkRYsWBS7zYa1vKKEkkwzAFQHlrfTNt8xHESTTMuWvha4F0j25zEcJkbOg2izz0TS7zEeK42U+tLly2kRuQM628s8TfCV9zdDs/d1L1OdXvdZ4rt2AtdltXsKHZAR79sjr2VNPwZMSHM91rNRPp6B/b5ZxDLELaGFCkL0CfPMNTJwIybE5TYm3bwNWrnc4cNukv+naq9VaKHYcWWQMta60Wi3VtNVQqVQkCInL2e0VREX8yF3mo45x2xNPqjjgD6NAQansf+aMmJT5QC7zkYpkJaORfMxggqljwocpalGLeAnLjDqhoRiL1IWGQalceYVigVtRAKSmpTBtyxYmTZoEgDCVsCIj0bsJucxHFZNzP4uxZIsZVOqctEo1asj/V6sGtbJzZFWpUixKfID5fABZ4M3QZCAJiWUss6vMhzN5oxP2IPd6JSZMKBZJGw2wWyVx+fJl+vbta9wuU6YMAQEBxl+JEiU4f/78A2HSicLD+WIyhyPq/ehoaNoUmjSBmBj7fD5sjTl4MMTGWm/LjdzHye+4hb3H/5Yv92+/nUiPHrX57bf5dOpUmooVPfnggxdJTk7It2/PnkOZMWMGd+/etUmjUChYvXq12b5WrfxYt26xcfv06YO88sqTNGnixhtv1OPYsWMW46xdu5bnnqtI06buvPVWK375ZQmSJJnxuXfvXpo3b467uzulS5dm2LBhj12Ur1NT5MTjBLs1RbNnzyY0NKeQYnx8PB9++KHRdPbTTz8xc+ZM5s2bV/RcPkI8LJ8iIQSxsbEkJiYSEBBQJH0zyGACEzjEIVJEGLDcom9LWiIQpJGGp/DEL96PFEUK6R7pKFGiQIEKFR3pyBCG4GKSQdhR/u4l3GODxwb+8v2LdNd0YK9VPjzwkE0rQiIoNggVKp7xeIYOWR2M9Dqhg3yK1famNwDxxCMhESctwJC5+Fv9AmAAAEeUR3mez/HDD4ADYhDQQL6GIoNXo8cC0wEYeG8sV6Q+gHkhZNelS+HsPtlMEh+PiKuJoQQIAN27y1mMWWzBp2LgQNxUqpwyH5Ik08bPxJi1u3t3JH7Lcczt3dtiLEczWmu1WjQ6DQnqBDLJJEkoSVcEAnCVO3igIV0ha3a0ko4bJAKlAUiQ4rhJOn74ySVZTM8HhZmpM5VUBIJ00kkm2Vjmwwcf2e6olU2ckkI22WUIFdayRGeSSTLJ3OCGkQ9TRBONELKJ9+bNS2ze/DMzZqzDRRPNqA+H8/nng/lu+hzQxMvmKwPSvYx/dm7TncP7/uSj997j6wkTQJ9Dp09MRDLM/5QUuHkTNBpEpnmR2/T0VN55pzP167di0qRlREdfZfSIwdlMRkNYGFEpKbzwwgu8/PJwunXrz4ULx5g6dbTZOJcunWTAgHZ8/PHHfP/998TGxjJkyBCGDBnCokWLLM6/MDDMB4OmKFORSbqUThppbGYzZShjZipVoKAqVW2aT+2NPouOhvBw6+1O/Dthtl75+cHp07KmqGrVHDPzI4TdQtGWLVuYPXu22b7nn3+ecuXktP+RkZH079+/aLkrBnhYPkUajYb58+cDjpf5sNX3MpeZylR5Q1S02ncnOSUmVBoV2iAr1diBrWzlWZ4tUJkPA38WZT5s8GGAWqNm+NLhTHt3GitZyZl7ZyiRLdQkaZLIr8zHEoskhzMxCEVntGeNe28qbnJTucaE7jnjX1qhY1fGAeP2WtaYtRugOnsW5dmlxm1BkjnBGsP4iy36Bvz2m1X+JT7BeI5r1mAWz7RkicVYjgpFsbGxZmU+6gfWh8BchHXk/5okt2MWn2AQRp6uVIYM0qyO3YIW7GCHcTuSSO5xz4LuEIdslPnwwppQpEVLGmnc4Q7WhKK74i5k+ytlZWUwceISQkJKEUwYo0fP5p13OnH3xnuUCtKY9ROmHkpaHZ8NHEiXkSN5p3t3SpUqZ2xSx8SgipEFOmJi5B9gqL1mwF9/LUev1zFx/Leo3XwpX7467nf38PZnn8n1zm7cYN6KFVQuU4bhw7+Qr1FkZWJiTjF79mTjOEuXfkGPHj0YMWIEABUrVuSrr76iRYsWzJ07Fzc3xyrX5wXDfACTMh+Zau7p4hnKULvKfDiqERo1ChYuhJkzIfsUnfgPwHS9Gvj66yifeEJueNzKfFy7do2yZXMWxP79+5sJCZGRkdy8ebNouXOi6FAcQ/IfJfILuzeFaSkJIT20kHxH4TSR5iAkpAwhIQb/JYlatRqj1+u5fO1ynv0A2jVuTNPatRlfQK13VNRZKlZ8Ane3nMSMjWvWNKM5f+EC9XPldatdu4HZ9tmzR1i8eDFeXl7GX7t27dDr9Vy9erVAvNkNjQouVIJbJSGxcHmebAlF2eWvmDChUMM74USRwm5NkUKh4O7du0RGRgIwc+ZMs/Y7d+6gLibe405YQXEMyX+UcEQoijbR7z9EoSh31FR+eYsKKxTtij0NNyLkjXKXwS8RjsqqIoVrFlTPESg2XbgCVS5Qk5oWUUi5TSpRRKFDxwlOFIo/T28vUhItw7WSkxPw9LS9cMtXTb4fkp1JgD4bMoTGffsyvOdZizZJkhC5VnqtNkf7lLvNFk+5ecndTwg9AwcOZNiwYRb9y5SxXv+uyKBRI18zCe4FkV2H2W444rP3mLlIOfEvh93qg+rVq7Nlyxab7Rs3bqSGIcLCTmi1WsaNG0fZsmVxd3enXLlyfPTRR+hN3u537tyhd+/ehIeH4+HhQfv27bl48aLZOC1btkSSJLNf7pxJ8fHx9OzZE19fX3x9fenZsycJCQn58jhnzhyqVatG/fr1HTq3Ygenpsgc9iZvBPinlu02W8M/hpoid+GJuz77Jzxwx9247SrcLGlxx9PKP/dcBVBN95v+sw3r1y6yclnOHrYUUs6cOUREhHnunzt3rhMbGw3I9+LkyX0oFArKlSln0d8aGlSvznOtWjHu668s+CpRogS37+WYA69dv0RGRo4psWzZaly8eIKMjAzjvv2nTpmNX6VSJQ6dOWO2759/zEPRKleuw+nTp6lQoYLFz8XFcd8+x+B4bcCCOlQ/7ingnPh3we6Vsk+fPkyePJn169dbtK1bt47PPvuMPn36OHTwzz//nHnz5vH1119z9uxZpk6dyhdffGH0XRJC0L17d65cucKaNWs4duwYERERtGnTxiICY8CAAdy+fdv4M9gsDejRowfHjx9nw4YNbNiwgePHj9OzZ898eXSW+fiXwqzOV/a1uR0Kn78H1yLM27xyaSf+reaz4jJHbFzeF958hZuXb/L54M+5cOEE165d4Oef57B27ff07PmuGa2LixsTJ/biwoUTHDy2n2nThtGmzUuEBNmfU23y22+z49BBrl83j6p9ukULvv7lF46eO8fhM2eYNGU4KlWOtqx9+x5IkoJJn7zJlStn2LPnT6YtW2Y2xsC+fTkXFcXs2e9z7doFNm/+mV9+WZzdKt+HXr3eZ9++fQwePJjjx49z8eJF1q5dy9ChQ3ngsPZ8ONLdmbzRiccUdpvPBgwYwLZt2+jSpQtVqlShcuXKSJLEuXPnOH/+PM8//zwDBgxw6OD79u2jW7dudOrUCZD9klasWMHhw/IX08WLF9m/fz+nTp2ievXqAHzzzTcEBwezYsUKM8duDw8Ps+g4U5w9e5YNGzawf/9+GjZsCMCCBQto3Lgx58+fp/J/IMNssVnwHiVMhRlr5rMRs+Dnl837CMmS9l9qPss3o3W8n92kDwLhZUqy4O8FfDP2G4aufIbMzAzKlKnEhAmLadPmRTAxz5UqVYFWrZ5jxIiOJCXd56mnOvL++98AGTbHN0UyXvhH1KVX1+58//uvQI6cMO2zz+j72ms0f/NNwkuUYNTIWZw+d9zY18PDixkz1vHZlIG8/vqTlC1bjc+HDOH599830pSNjOSXzz5j6JfzWLnyS2rWbMzQoWP53//exsXFFYCKFWuxc+dOxo4dS7NmzRBCUL58eV5+OdccfdAo5LvD6evmxOMEh5I3rlixgm7durFy5UpjTqKKFSvy4YcfFqjER9OmTZk3bx4XLlygUqVKnDhxgt27dzNr1iwAMjPlzGmmURZKpRIXFxd2795tJhQtX76cZcuWERISQocOHZgwYQLe3t6ALHz5+voaBSKARo0a4evry969e60KRZmZmcbjAyQlJVnQPFY49+8sPFkkMLz0cwtEedHmR1ZAqSGGEA7SgA78ZdGWn1BUsmSBDpmDvIbPcIfLFfIgeDioWrcqszfMhsP1LBtz8f/CC2/zwgtvE8g94jAkmr1t0Q0kwsMjOHRI4EsCgkucz05MOfl/03nrf79k08nmrvDwcDaaROKephrbtyeYjVizZiNW/ngEXfYrth6HEYcOkYAvpylJ6VSJri1aULLFKGOfn3+eTKlSpXB1dSM7Mp769euzadMmey5N0SIv87KtLja0Q05NkROPExzOaP3KK68UWY2z999/n8TERKpUqYJSqUSn0zF58mReffVVAKpUqUJERARjxoxh/vz5eHp6MmPGDGJiYrh9O+fl9tprr1G2bFlCQ0M5deoUY8aM4cSJE2zevBmAmJgYq6VIgoODiTGG1ZpjypQpxqy2DwNKpZJGjRoVuMyHtb6BBOKKK5lkwg3LEObc0Cv1lI4qzY1SN3JSAGW/G0tQolBlPho1akRcRhyR8ZFE+UbBZx+YE722DL4eAv4JZvwcffIovgm+lPYs7XCZD0P+HGvZss1kGyHlUYQ0t6ZIYVVTJAAhZR9RCOtCkWT9OFqFAmX2yvGc+I19PMXXDMlbCLIyliOFRCVJwtPTE63QohIqtGiRcpX5kPIRwzzwcKjMRzDB3Oe+MdO4ocyHS6YLWeos41yzLVBKJvfUWqsCtZU8WjbvhUnPnAElkBTGbY3JeDoXF3S+nnKZDw8PSE+3f8XPPt5VURYdKq7F6Nm1Zg1eFQS+voH8888e5s//gqFDh9g3XhHDMB8MZT68svTGCiTlRQW6UbnIy3zkpnlcC+E64RhM1yvJxQX9yJGPX5mP1NRUPB3IH2Av/U8//cSyZcv48ccfqV69OsePH2fEiBGEh4fTq1cv1Go1q1atol+/fgQEBKBUKmnTpg0dOnQwG8fUbFejRg0qVqxIvXr1OHr0KHXqyNEz1qJOhBA2o1HGjBnDyJEjjdtJSUmULp2/YFFQGM6toGU+rPUNJZSMbHPBTAlGWulrUeajdE6ZD63Wn40blXTvDoVJ0WTKX+us1pzarqbN2FwJKn98ja+feo3Bg007gq5VdpmPZMfLfOgx19uXl+BK9t+fSVMxGDPaZrbjL73W6sPgihujxXgM2WMOiyMMkWB/LrrUyZ+if39mTpmPv4COOe1CL+SXvpXplnDnDiCX+dinkvv/3vpruAhcNwwgwAVDGh7ZJpFrLEccViVJwsfHB61WS3VtdVQqFbeFRHR2ezlRngBsV6HwwosqVLPRagkFCspk/zNnxLLMR5KQuGhljGpUwxDkbo2vmtQkwcp+4R8AhkcjLAxKmudAEneAG9kbvr5QoQ4cyW4LCYU72W2Rkejds8t8mIbTn4bsfJTmUKpy6tPVrQuALpvxzCwFF5NTWD66G0lJ9wkNLcOAAaOYOHEMuXyyHwpM5wOAItWHS9nC61Qxjbp2lPmwBXuEogMHoFGjAh/CiccIudcrMXXq41fmo0KFCnz66adER0fbpBFCsHnzZjp06MBXX31lk84U7777Lh988AGvvPIKNWvWpGfPnrzzzjtMmTLFSFO3bl2OHz9OQkICt2/fZsOGDcTFxZnlTMqNOnXqoFarjVFqoaGh3Llzx4IuNjaWkBDrsaaurq74+PiY/f5rGDRIQe/eMGZM0Y6bnm5dEH2YFkp71fuZmQVT/+fuUxR+Ffl9SWut5920G8XdzGEvf2++OZEffzz+wI9TWMycOZO//opmz54MVq26wIgR41GpHFbeP3DYO3cLYz67dMkxnpxw4kHBridwx44djBs3jkmTJlG7dm3q1atHeHg4bm5uxMfHc+bMGfbt24darWbMmDF2Z2ROS0uzMBUplUqzkHwDDIkiL168yOHDh/n4449tjnv69Gk0Gg1hYfIXYePGjUlMTOTgwYM0aCAnSDtw4ACJiYk89dRTdvH6oCGEICEhgaSkJKMvVGH7ZpDBXOZyjGOcFu2A1yz6vs7rgFyKwUt44ZXkRaqUSrpbOr//LvtSzJ2np8k3K3iRFwtc5iMhIYG4xDj2uuzlZ+UtYJwF3U/8xEFW4omnbCYR4Jvgi1qnpoW6BY30OZ+S9pT5GMtYAJJIQiC4zyQMKZtX69cgl36FS9JlhjMH+NrqOEv2XgAqATBHfEOU1B4wD+1Wr1sHqdmf+ElJiKvVgLdzrsHQYeDvDUzGApMm4apWg7t7TvvlS5AQiDGj9ZAhoJuF8ZEdO9ZirLw0RefOwauvwqBBch03IQQ6nQ6tXkuyMhkNGlLwRc4mDfe5TxZZgPXghSwySSITb7wtynxYg0CQSSappBq1l0qUIEDoBHr0xjIfaajA6AOUg1jukow++3iWHzP3uIcOL8il1RDpGWAwvSYnw60k+cvUIGUmuwPZHz0ZGXA3MWf8lBTjNRGpqUhKldw3JQXS0mRJVBMM1kxJej3G706jmV6+npIkIDkFcOxZf1AwzAdDOaNMfc7zdUacwR8fizIfuUt/2B7b+v6KFcGQXWX+fHj99UKdghOPCczWK09PiIqSn6kyZR6fMh+VK1fml19+4ebNm/zyyy/s2rWLvXv3kp6eTlBQEE8++SQLFiygY8eODvnDdOnShcmTJ1OmTBmqV6/OsWPHmDFjhlnh2V9++YUSJUpQpkwZTp48yfDhw+nevTvPPPMMIBeqXb58OR07diQoKIgzZ84watQonnzySZo0aQJA1apVad++PQMGDDArh9G5c+d8I88eVu0zjUbD119/beStKPpe5jIjDUYzUQJrQtFyk3poKo0Krb8VdYMkeJ3XeYqnClzm4+uvv84p83GtCdaEohPSMU6w2rit1qgZvlAu8zGLWQ6X+fiUT3PteQeDUHRQdxCDUBSljGKO0rZQdCs2y/j3IrEIpCfILRS9t/9V+u4PJJD7AAg6YSYUzZ2LXDLdUigK+tr0uNntUVFIqDCe45w5SEzD+Mh++qnFWHlN0alT4fhxmDwZ/vpLfjHdvXvXrMwHQoFBAEggngTisS0UZXGBCzzBE3b5lujRcwpLu5AkJIQq96rpgzWhSC4VYsgHZCkURRMNwg9ym+gycoQikZICKbmdrYMxCkWZmXJNM8P4qTlCkerWLVS30hA1aoBZ8Wt/rApFwkQoMmb7N7meF84DVhzGHwEM8wGyy3x4pgByaooJ+klcY61Fn9xlPszHs/63KUyVYn5+BeHaiccRpuvVwNdfR1khO4CjmJT5cEhXW6pUKd555x3eeeedIjn47NmzGT9+PIMGDeLu3buEh4czcOBAPvzwQyPN7du3GTlyJHfu3CEsLIw33niD8ePHG9tdXFzYunUrX375JSkpKZQuXZpOnToxYcIEo38HyNFpw4YNMwpTXbt2Nd6YvPCwap89cBSnkHwHeMnKUsOHk6DBQTDxObBLRj1dDfY3gp5LwcW83pVD0TVKk4PlEZL/NUOYwEcyWS7tiaPRaCJfN2dL5GU+y6Pou8lBi8scscFHfvzZSh7owLUXQJaZNjSnbwZueNqo9+YoJAnEA7jeWVmyv2qROi2LB5O80XR/YU2/TjhRVHikBmxvb29mzZplDMG3hmHDhllNc29A6dKl2bnTsphobgQEBLAsVwI1Jx4RHFgMzh6tC789L2/E5mQznjPLNf/O7TbCrVKgVcHAb23zkB8/ChNzbh60N0yKlOZeiPX250m1ifyEJJMMEhawy1XFkUW6KBZdrQpxJxg80syiDh2UBfOFI0JREr6cIqdOmSkrVymHJ6lYzjzHL4biAcifMTGyQqpkSdmfvHAw/Wh4MMkbTfc7s1o7UVzw6A14Tjx4nK8ES/PP3l0ckWSaMNAEc7+yIxrmVnZB0IPZhTbzS95oC8pcb2wbmiJTwaewmiLIXwjKjYwME9eVXFizJudvrVaOJk9K8uF+TCjcKCUvfFoTySlfAakIJJdb4XA7XM5/lGiHFvZCJdA92ldWhpXyJAW6EnYkAHUUBgvdrVtFMFghM1qbwpbA49QUOVEc4RSK8sHjXPtsw88+UPUMVDkP/zxR8IGK+gVu6yVr5Th6vXVnaocihKzxXxhNkY3roTNx/C4K81lumApJKTZ8OWbPhu3bISDAajMgL5pXrypISfFCq3GBO6Fwtiok+DnEY6GhMfHDuVgRtNnXL8NGugW9Eu7ncWIa675NSWb5tazdB/vvjSOCquUcKMgRHy6Sk71IuO9vbjIrZO2zv//On94pFDlRXOAUivLB41z77IPXS8K5qo+aDUs48OWpt/FCdshnorBCkS0NUy6YCkUJ+JkfLo9lcBfN8j5+NiqT49y7ji5WaVasgI0bweF0V+kestDxMJH7Wuqyj5+X3KHLww4YY90p3OyQ2b+7lCApO/LLMZFfmI3jCEznh6db4XM0REZG5ul64CiEgORkH9LTPSDJJCqukLXP/G3EQzjNZ04URziFon8xtJoiur0PQNVvL/RFYS4x8F9Q89nBnPIweWmK9CiIJYgGHKAPiy3abKEFu4jDXANiTSPhZcwxDHHZUXQGGHyGrl7lkST/KxAsBN6878PEib2pH1aa+lJ9GjVS065dCIMHt2Xt2oVyGg87NRrJeHOdCC5gT81DKdeWnO70HFU4TXX0efDcuWt56teXOHlSTvVpEIynTx/B671a28XrI4PptSyk+czpaO3E4wSHHa0jIyPp27cvvXv3pkyZMvl3eMzxsELyFQoFdevWJTMz0+EyH4Xpawq9Qk+pqFLcLH3TXFzWqpEC46iLXwHV/mrc3EYx+L2thCUs57adjpu637tz6nQN47arFRdXu2DNLGe6kVeZDzvHA1kTsJ5OHKKBRVt+5rMrlCUgO5zfQJ9bMDIdIyU7TNyAEiXAUPlm/fo8D4VSCX5+goSEPIg06rzj3ySBG24OlfkIIoh44tEZ0jzrcmmm9JIcop/HtWrcqiUffvUF+uth3L9/h337NjB9+nC2bv2V6QuW4i6p0NjsLSPdxC9IJykdWvSFjw8anZLU7FxImflkenZ1dWP27Pfps2CG5XHc3OytT/vAIUkSHh4exm21zsV4HcP1pWhLf4syH6pcy4ejCRudmqL/JkzXK0mtRv/22ygkyc5okAcPh1fQUaNGsWbNGsqVK0fbtm1ZuXKlWeHUfxselvlMpVLRoUMHWrRoYZZK4EH3FSb/dCodUaWjiI2PJTYu1pzufgDx9xXcv08BfhLR0V7ok1tzLPMYv8b/ZpWXT/WfG3m5c1egf+VnNIl+xnYffFi3Dpo3hzsx9k/dgdJABIIKVDTu+1CaYPz7qaymaPX2faruFntpQUurbbrnX0Lz7WKrbSIhKc+VIn7jFvSmn8utnkYqX95kAIF4qqlx86fan5n1d7RskK3yNkbcLE0dUddmc7CbLzWoYbZQ5gUFCiKJ5EmepF72P9LM/aKq6KpQhzqEC9uVbX1cfAnKqEdwcEmqVKlDnz7/Y9q0Nezd+xdbf/+dMMIBiIm5zqhR3Wje3IuWLX0YM+Yl4uLucIdQzqb40rChkrNnj3BMPElWcElatw7gjTdy/AY3blxB+/ZhiBLBREdHUb++xLZtv9G536v4l/ClR48n+OeffYhq1cHNdsmZZ58dyKlT+1l94w48YeLXJ0lQrToAAwe2ZPr0EWb9Ro/uzsSJvY3bd+/epUuXLri7u1O2bFmWL19ObkRFnaN//6Y0aeJGtWrV2LJlC5IksXr1aiPNrVu3ePnll/H39ycwMJBu3boRFRWVXeYjx/dKE5/z90f6ySxgAfNM/s1hjt0fKU5NkROmMFuvPDwQs2fDnDngWsCP3iKGw6LZ0KFDGTp0KCdOnGDhwoUMGzaMQYMG0aNHD/r27WusNebEw0VcHPTt683duwpUKsUDKa64bh2YrtP24r334I8/cl6Ctl6SponMk5Ot0/TvryAuzrHj53ctHHHazqtwZV5fu1lZedd2sudL2fT65P4OcVwostynSE812756ChTZNb2EQolwzdGK3LuWSpYtvyWFAmEiKEhpOeP6+0NgoOGamwtF9twHa4tn/fpPU7HiE2za9BsDBvRHCMHo0d1xd/dk/vyd6HRaPv98EP/738vMn78DLy9fKlWqzZEjO6hatS6HDv0DwKVL/5CSkoSXlw9HjuygTp0WZseZO3csn332OWXKVGb8+HGMG/cqL7xwibxeo2FhkTz33Fu8994Y2rdvT0E9Fnr37s2NGzfYtm0bLi4uDBs2zJhsEUCv1zN6dHdCQ8uwaNEBypRJZtSoUWZjpKWl0apVK5o1a8auXbtQqVR88skntG/fnn/++Qel0vokKmyZG6dQ5MTjhALrq5544gm+/PJLpk2bxjfffMP777/P3LlzqVGjBsOHD6dPnz75f406YYQQgtTUVNLT03Fzc6z4ohCCtWszWb/eI3/iXOizdRnlW0eRSiqewhPVfS9ObQvCvdxdcpeQjSyvo2pVx51x/f0FIJGekcXRrKP8Id0DLFMEbNPtJIUNeOLJfREADDJr16MnLs7xOTVvHmw+fYv76X4YFuKPPsppvyNimcOvgO18WAb8Kf7krns1INKiTR91HWnvTaCJRdvlKT9z4MBLtgfeuAVuJwHZ2dxv34ZkT4yZlmfPRtx9BbIzep89a97dcaHIcqWq09zLCqWMhCYduTQrxy73xDPBKDOsJzJMrtOC8/N35NC2jUSdcM/8+ACHzHlIJgUtgjRcAQ98SmSSFGv+9ai3scJGRlbh8pUTaMji4MGdXLr0D6tXXyU0VM4dNWnSUl5+uTqnTx+ievX61KnTkiNHdvD666M4eGAb9eu35tatK5w4sZsmTTpy5MgOevR4JzsbtozXXx9NzRqdCAxS8Oabk3j55epcOn4UtW9d8io506/fOP74YxE/fv8dtRrmZJwX6emQK8Rfr7cUEC5cuMBff/3F/v37adhQ9m/7/vvvqVo1J4hi06ZN3Lx5mXnzdhAUFEq9ejB58mTatm1rpFm5ciUKhYLvvvvO+G5etGgRfn5+bN++naefbmP1PKJFNHcMpXeyYTCHmu4rTPLG06et0zjx74PZWufqCrGxsk0/KKiIs44WDAV2QNFoNPz888907dqVUaNGUa9ePb777jteeuklxo4dy2uvWZaUeBzxsELyNRoNM2fOZOHChcZK1Y70/eOPTQDUqKFh1Sodv/8ODZ9OyacnLG7zOuPb1+OzD3yZpJnEmOkZLH/ldb5rMNKCNkbKXR7BPgghqzj2HN9Lx9IdWeK7xCrdNv12PuMzxl/4gZnDIi3ab2fet+xkJy7/XZL4W9bD2K/sD2f4jRl2jTNFfMaZstaddvTH/4HFi6y3zZyV57ieX36Fsl8/4/b2c2FcvmtShHjYMMSVKzb7FxNzPACubhARkfOz16IbrYjmsnSZhOxa90kkWtDozb3BjBBCICS4LWK4evUsISGljQIRQLly1fD29iMqSpYm69ZtyfHjf6PX6zl46G/q1GlJnTotOXp0J/fuxXD9+gVZU5ScU6W4QoVapKUrQaslKEjOjhh77hxo8vZi8vcvwWuvjeajTz9Co8kyMGwp2YJVP6+zZ8+iUqmoVy+nJEiVKlXwM6mNcf78eUJCShMUlBOBZ6jzaMCRI0e4dOkS3t7eeHl54eXlRUBAABkZGVy6dMlM82SKCfpJhBJKiMm/YIJJyyO7t6OaIjCTP534F8N0rdMlJ6MMC4PgYLmWYDGAw6/So0ePsmjRIlasWIFSqaRnz57MnDmTKlWqGGmeeeYZmjdvXqSMPio8PmU+ZAk7JERHt24KlEo4dDOZA9tsf/0bsbG9/PtoPHzxbpFzZvD9NpY1sOXY+tUw+PkluFrWaq6anZvtOJeCYtYI+2lt8J9XhJkuH9+b/NoBzlDNZpujmiJr/vhHd9kWooXCnL8Tm+5CqevUDA6zqH3molBQwvT2XYsiLUPHuTNKUGrhiX/knEQXDR0yIcsVzlaT82oVwFwTFXWWkqXkWl1CyJpJi3MQwqghqVOnOWlpyZw7d5Tjx//mrbc+JiSkNIsXf0qlSrUJCAimbNmqCHJ861SqnPM0jKMXIl9na4DXXhvJ6l+/4pdfvrFoUygU2TznyFdabY6gZWjLS/Nuem62oNfrqVu3rlV/pMDAQNLSbEgldpb5sM2bLX7Mt+Pi5GzcTjjxKOHwbK9fvz4XL15k7ty53Lx5k2nTppkJRADVqlXjlVdeKTImncgfhheP6XvRUU2k7p2ZeeaqKahm09Dv+N4mUOIu/P6sdcL4AHlhtJG8b3ifUgVjwB7klRTQFHbmKcqNdCuZkO3tC/Ax40jJo6J6UfgU6d09bf5M/YmMtJ4ecgHH3D/3XOeavd84nqc7eg+D1k6YR/PdyNHuWA1Cs7LAHjq0jUuXTtLqma6ArBW6c+c6MTE3jDRXrpwhJSWRyEjZ5GTwK/r556+RJIly5arx5JPNOH/+GH///YeFP1Fh4eHhxfv93mbRosmkpiaZtfn5lSAuLkcLq9PpuHw5J69C1apV0Wq1HD582Ljv/PnzJJiolapUqUJMzHXi4u4Y9+UODqlTpw4XL14kODiYChUqmP3y/OCzU0gtjPkMbCd5dMKJhwmHhaIrV66wYcMGXnzxRdQ23sSenp4sWmTdjODEg4FBC1MYk6z4ZkgRcWMOg1YiOdEP7pWAuYPypH8kUFg3y1hASDYFo7wEm3ZsynPY/ISiD/k4z3ZHhaIiQUHmmuHaGbJXS7mEoizTYqyWq2lWVhb37sVw9+4tzp07yqJFnzJ6dDeaNu1Mp26vAtCgQRsqVKjFhx++xrlzRzl9+iATJ75BnTotqFYtxwRVp05LNmxYRp06LbKjr/wpW7YaW7b8RJ06Le08IfsvQu/nXsbLy5dNm1aY7a9f/2l2717P1q3ruXjxHJ9/Pojk5ARje+XKlWnfvj0DBgzgwIEDHDlyhP79++NuIny2bduWUqXKM3FiLy5e/Ic9e/YwduxYmcPsl8Jrr71GUFAQ3bp14++//+bq1avs3LmT4cOHc/PmTdsO1XbmfzJFQcxnKflb+51w4oHD4dkeERHxIPgotnh8ynxYCkXWnGkLd4iCjVcMfOfyh73nluwN163n5ypM0dfPeb/AfaFoNEWOoxDzKzlb6yUUDglX+/ZsokOHMLp2jWTYsPYcPrydUaO+Yvr0NcZ0FJIkMW3aary9/XnzzeYMHtyGkiXL8emnP5mNVa9eK3Q6nZkAVKdOi+x9tjVFwsbf+UGpcuGttz4mM9PcTNW1a186derFiBFv8OyzLQgPL0u9eq3MaBYtWkTp0qVp0aIFzz33HG+++SbBwcE5YyuVTJu2mvT0FHr1qk///v0ZN24cgDFww8PDg127dlGmTBmee+45qlatSt++fUlPT8fHxwebOFXDdpsdyC96zTt7KjiFIieKAxz2KfL397dqu5YkCTc3NypUqEDv3r3p06dPkTD4qPG4+BQZNEVmviJFLIwU1nxWrHHZzlwDXdfZbCqMULSdpwvcFxx3tH7k98SgMXLNwEy0kIRNTdzEiYuZOPlb0LhYbTdFaGgZpk9fkydNs2adOZQrAm7UqFmMGjXLbF94eKQFnbe3H4cOCSpzzqT4ijnWro0y2xZItGv3Ku3avUqgrwYSTwKyr9IHH3zDrFnfoFLlFHY1P59Q/vjjD7N9PXuaR3BGRlbhu+92A1CvHuzZsweAChUqmI2zZIlloINeryclJd36iajsC/ywpR3KT1Pk5SWn4Ni+HUaMsOtQxQ4Gv/ny5YtNuh0nCgiH3+IffvghCoWCTp06MWnSJCZOnEinTp1QKBQMHjyYSpUq8fbbb7NgwYIHwa8TNmDNp6i4oBBJth8e/i58YIA9ztIPCo9GU1QIGJx3vVIg08YqYtWn6GEzbuV4pgu+A18eGh6sjXP79t85cGAz0dFRbNmyhTfffJMmTZpQviDJxczwYMt8GIJto6IKdZhHih9+gOrVoVu3R82JE4WFw5qi3bt388knn/DWW2+Z7Z8/fz6bNm1i1apV1KpVi6+++ooBAwYUGaP/digUCmrVqkVWVlaBynyULFkq+++c/R5S3s69jsJTcjwPEoBS+ahX4IeDwgpFhTF2FkX0maNQoXKozIcZDKVeFAKFXwL6+4EGwryRj1CkQklR5gG0ek8KePHMotQkBbi4QpY5TWGE1bS0ZGbPfo87d25QokQQbdq0Yfr06Xb1lSTJzEfJFD7Cl1d5Nd8yH6ZwRFPUoYMsVDwWH082sHSp/P/GjY+Wj8cBpmudpFajf+ONYlXmw2EuNm7cyOeff26xv3Xr1sYMqh07duSDDz4oPHfFAA+r9plKpaJr167EO1zeXO5bo0YtABSKnLdqgGSjPHUBEZirCKm9UCof47edA9A1fAr6N4ECfgvotdoCp1N13NG68IJqKamU3WKgQpLngAIldajHlQy4D4QoSiAkgSFDjhuu+BFGDBBCCHdyD6SzfYE89T74Cx+sWJ8KjsAgyJVBXUg581lUrJyTWiAfiJBQjCekVMqqhWNFwyZAp05v0KnTG4BsPnMEkiTZdA94Td+T9+2Y1I5mvjaE5IfJKZ9It2G9exzgYHWl/zRyr3Vi4cJidQEdXq0CAgJYt87Sr2LdunUEBMhhzampqXh72w4ffpzwsGqfFRYPw3xW0LEf5y9AR/Aoi1o+Ck1RYWBYAPMqm+IoUlOt++MUF+QWGgpSPuNBwtGQ+tw0P/9csHENCqrHOXljMVrTnSgkHP4uHT9+PG+//Tbbt2+nQYMGSJLEwYMH+fPPP5k3bx4AmzdvpkWLos3z8W+HEIKsrCw0Gg0qB9WIQgg0Gi3ggkKR8wbSSzryKj/gKAo6nhwF9+83oYnkFLh0B6iQL61V7NsHNM2XzBocd7S2vlK5uOrJylSY0QmbKQi0CJSWpjGrMMwBQQqpSCp3QInkmoVOAyA7TwtJkCU0gAtaSQMP2A8nX2jy4cFKqQ5bECZjCSGynWke8fllQwhhM+llqkgjGY1FmQ8PPIz7Dh2C2bNNx7P+t/kx5f8NQtG1a4U5g0eLorb8nDgBs2bBqFFQo3DBfw4jIwP27IEyZeQUY+HhRTu+2VqnVMpfM0oleHgUA2fHAmiKBgwYwM6dO/H09OS3337j119/xcPDg507d9Ivu0zBqFGj+Omnn/IZyQlTaDQapk6dyrffflugMh9btmwDcrLfAtyVLIwPhUI00QXqZyjz8W+H/vxFpM+nFLi/slmzAvd13HxmfaXKCrwNvgkmVLbVBDe4gdZODx5DeQ49es5xjjQhq4ruqK9zT5GTNTpTZHL/jiwgxXHPcqCHDJGUZLlTm6MSFA6opkR8Qs6GTgunTlnSPCLtkRDCZpmPpWIpPvjgbfLPCy+zMh95OUnnJxSVKJGzLzbWOm1xR1ELRf36weLFkMt11yaEgC1bZEHqyJHCHXvCBGjTBipVkjOMF7X21XSt0yUno/T1lUMQH8cyHxqNhjfffJPx48ezYsWK/Dv8C/CwfIoKC8ML5kGaRZzms7zxr4g+y71fErY9wAuaByvDFVK8csbwNHkZmmYzz8o/9P5xgiORasUKdkT85S7Z4YimyOBTBHJovqmQ9LjA1Hy2bh106SL/nZoqa1tiYmSNmK2sLrt2QVISPP20rDAxCDbZWRUskJQkX6uSJeHePVixAoZl17N2c5PlC3vf19euwfHj8rHVapg61by9YkX5PHK/x4WAS5egVCmZz8GD5V/r1lCtmuxOYBAWU1NlvpRKeb9Wq0SlKp5rqkNCkVqt5vfff2f8+PEPip9ih8ctT5HZg1DUyRsLiP+SUFTQha8UN/InygNFF5IvHrylMyanaKksFKU+4AMWLcyTN9p/scxoH3pqgULAjozWuYUiA7Ta/IUiSQI/P7kYbj61dYstTAP3una1p4cnhpnklU9JR19fWfixUj/YKjIyzN+5b7wha578/KBmTfjtN3jhBfvGMoynVMr3qUEDOHAgR7jJjeHDzbddXCAyEi5cMNsLjMPPL54urRMJpXjBYaXfs88+y+rVqxk50rKK+n8BGp0Gja7on1zTMQ3HsFUR3Hpf+SUr0Bv7FrXZSqfXFujcZRNMMfVEbLEDdrYskqH0KAosFBVWi6BUOubvlfdXZK5kinlRCmHXPDUzw+lM+FQIUOlArQGNGtzSc7RFxVVwKKCNKw3TlBbWxjDsyzlvvUPPsGTs61i/vM2ktu6DRqdBg/w+yNJKmC4nGq2Wi5cFjRuqiIuz3t/gw6TVaVGrlYBEWoYGTfFUIOQJL28FD+odl5Qk/wqKH36Qf4WFELJABPYHlWRl5RaIcpCQ4M+UGQp+yd7W6DTwANZW49h2wmGhqEKFCnz88cfs3buXunXr4unpadY+zKDD+5cgt/nsWsI1vHRFX61dq8nxzbiRfINUl1SUCvseMq1Ga9QUpetSuZoQh1KhJD41Ayidd2cHcDvxNlfjHZ+0yVkBQFCR8VFkkPTw5LEiE4oKoykqrFCUqk8E7Cxqi0Crt9NvLR+hKEubZZdQpNEJQCUvsJIVoSv4DtwqRXFzyLd2X7RCh8FBOh77016YZjy3JrTo9DrQC0ydr7O0WRZ0tpGTBDMtMwuVA2u07Ghtq9G6pigqPgqPbEHvbrI3kGMHi0mJ4fg6FXFxtvUAOr0eUHInNQaFKgRQE3UvGs/4TPsZLyaITwsG/IzbL7+RgIennkVz5Wey+hMZNGmRxu8rfbgXqzQLXigRkkXsHUtTsZu7nnoN04m+pcLTS+DqqufwfstccW7uemrXyyCibBY//eBn0W4PIspmceOaGn12/rB3/nePK5dcOH7IjSrVM/EL1OHto2fbBk+uXMyZZ55eOlJTCi4Mnjon8SljaMIewuOjEFkFy4WXH1KS7a8h47BQ9N133+Hn58eRI0c4ksujS5Kkf51QlNt8ppAUuKqKPo+7wuTF46J0wVXpaqzlZE9fwwtNqVAY+6pURSt1u6jUBTp3VXGNV1Xo7S8EawcKIxQ5gmqc5gzVzfa5qh27xjZNmhIOmV0lSbIr+syMwvSaG45lIMjj0BMn9mb9erlEhVKpwtc3gAoVatGu3at07tzbatLTIUOe4dChrXz33R5q1mxk0X7ixF4WLvyEkyf3kZmZTunSFencuTevvjrC5vNnON+YmBt8seB9tu3dQULCPYKCwmjRojv9+3+In59lTi9zn7McrY7prtwllKyVVLIFScpRYl0860rVGllFE8xj4564qlxxzRbEFJK5/ValUOOS75yUmXNRqVGrs83/wgXX4pHDzyFIQj7Xkf9LYMioROPz9f6Hyeh1Eh6e8kX836RkANJS06hWqhoAO4+cIS3Ni7/WeNC2Yzqh4bbVMPfjFKxY4kWb9ulUrmb5fp8yM5HLF9R8P9eblT9406N3Mp/OvE/P54P5e1uOje/VXslMmXWfqCsq4u8reLKeLHwnJUp4eYts/i3N2uM+SmbiB/6c+ceFeUtjCQjU89daD774xI9R/0ugeq0swktpcXGBDevc+eE7bzLSJSbPuE/VGjK/92J19OyWwdmz1Th31oexfArApktXqFT3wawVaZL9TtwOT7+rV6862uVfBZVChVr5AMJoTdYJtUKNWqm2WyiS+8ovFZVCMvYt6qSJKpWyQOeuKq7JGyVRpELRwzKfLaQvjThgts/VxcEs6Hn5FJkiLwFJEvYLRaYkStPJbnix2yeINW7cng8/XIRer+P+/Tvs27eB6dOHs3Xrr0yfvtYsnUVMzHVOntzHiy8OYc2a7y2Eou3bf2fMmJfo0qUPc+dux9vbj4MHtzB79nucOrWfKVN+tqG4krh58wr9+jUmskwFPvlkBSVLluXy5dN89dW77Nv3FwsX7sfX11xzpzN93VoZV8pOWWC2r4BSjU4ngZCQiuLRs+FTpFaqUWdrtRS5TEfyezLvgxsEOJVCZfSJEzo1amXx8IV0CNkftWqVAlcTBz+1p3Vy0/eoWqkmLFRJ34GZyAHhtq9bSDCMeNeQ5dLKu1gJ1arD9K+Tmf51spFOYTLh2nbI4JMvklEr1VSsCPKck8cKtEPZPPkLg9ZFCSjp+qyGrs8awgYl41hdumvp0t00GbG8PygQnnjiBGfPVjMbN/aOG9Uf0PezSmG/qFNgmTwrK4urV69Svnx5h/PqOGEJSZKIrBCJRqNx+EUoSRJ+Af7Zf+fsd6Voo3dcKZiGrNg6WksC7PTbsgd6FOgLIRTZuxQosPySVKkdXEjyYtNOTZFS2JujKDeyx/dOAnUW6iw1xm9eU/8VK74sLi6uBAXJJpng4JJUqVKHGjUaMWhQa/74YzHdu/c30q5bt4imTTvzwgtv07t3A0aNmoW7u7xKpaenMnnyAJo378rYsd8a+3Tv3p+AgBBGjerK5s0/89Izz1jlfurUwahULnw5ewtubvIXeGhoGSpXfpJnny3P3Llj+eCDuQB07RrJs8++yY0bl9i69Re8vf0ZMngM73dpRpHWJLHCpyNwcbX+vnDXe/CM5hmUKBEIJCTSzpcm2UeFR7b1MPqm5Wpmy/nayJ/RhUrg4iJv3L5VTLXK+UCnk+dqcVWKm2LxT/cf6fElSaJUhKUmVSMUFOX7uKBweLlKS0ujX79+eHh4UL16da5fvw7IvkSfffaZQ2NptVrGjRtH2bJlcXd3p1y5cnz00UfoTZ6mO3fu0Lt3b8LDw/Hw8KB9+/ZcvGieVz8zM5OhQ4cSFBSEp6cnXbt25Wau5Arx8fH07NkTX19ffH196dmzJwkJCfnyOGfOHKpVq0b9+vUdOjdHoVKpeLrT0zRq1QilI84A2X3LVZKLPipM6owFSPb6mNiHIOnfVebDRVLTL7VvkY2XFV6KhOkFy1OkCQriZvx1u2jj//7TYp/jGa1z5okQgvT0VNLTU/FL9cElVW3c1qZnGf/O/fNL8ScjNYPU1NR8f+mp6aSnp5KRnoZHqgfp6al4AjX1NamqqEqoLkQ+D5GzMPsK+6I969d/mooVn2D79t/MzmndukV06PA6kZFVKFOmEps356Rc3r9/E4mJcbz++miL8Zo370KZMpXYtGkFeisRpwlJCezfv5EXXhhkFIgMCAoKpX3719i8+SeznGHLl0+natV6LFt2jBdeGMSEiUM4rXjAGhEHhpckCS9v676Sje524dvkRXyX8R3fZ3xPvy0/sLPmfLo0LcX2za78uMSD6VN8zA8tQKvNW2A29WGKvSu/I65F5f/u++0nd5o+GcyWDcWnHL3B8VjxoO/pvwAqlYoW7WoZtz08s3OYKYtHCg6HVTxjxozhxIkT7Nixg/bt2xv3t2nThgkTJjhU8+zzzz9n3rx5LFmyhOrVq3P48GH69OmDr68vw4cPRwhB9+7dUavVrFmzBh8fH2bMmEGbNm04c+aM0cl7xIgRrFu3jpUrVxIYGMioUaPo3LkzR44cMZqgevTowc2bN9mwYQMAb775Jj179rRassQUj0tIvt4Qkl8M5Y/iqimSFKJIE6jqBYWr6monrN1jRzVFpuedkZFG8+ZFHzxgD+4n3sfTw7qNwZEzioyswqVL/xi3Dx7cQkZGGo0atQOgffvXWbv2e7p27QPA9etySEzZslVtjmegyY2rVy8ihLDZt2zZqiQlxRMfH0tAQDAATz3VkRdfHARAr17vs3LlTHbt2sVTjWo6cJY5iLqsQqOB8pW0D/z52r7JjXNn3Fn1l1wEbubncgmnWzdUvP687Q+l/HLQmobk166jYdtmpV3P47A3/RBCYty7vrRpbz3h5MOGwW/eztiY/zxq1dbwzgcx+Prp+HNNIAf3ueU7Xx4WHBaKVq9ezU8//USjRo3MzDzVqlXj8uXLDo21b98+unXrRqdOnQCIjIxkxYoVHD58GICLFy+yf/9+Tp06RfXqsmPpN998Q3BwMCtWrKB///4kJiby/fffs3TpUtq0aQPAsmXLKF26NFu2bKFdu3acPXuWDRs2sH//fho2bAjAggULaNy4MefPn6dy5cp285yuTSdNY+m0pZAUuKlyqmBbozFAQsJdLX9hpiRLJGZn8tTr9SQny5EXqZkZKBQKFJKEmyrnazRdm2asF+Xrl7OoZwlArTYzZmSJNFDbkr4l0Jh4+qvS5WgsW9B4Go+VrknPM4TXQ50zboY2A61CArWNN7fGZEFUZYCUR6ynxgOj3UeZCYo8niJ7aF30aKUUkAJzImyUWaDIw0Fd626TVifpyNSn5qhttG6Q7YCZ37h6yeRRVGhk+mzUbZjJkQM5X8XC1OaSTatXpILayuOscwV99n6FFtRpIAkE+pxrndc1f8DQCz16oZctZZIu27fKxOvalDdJmO8TEgZltzA8FNlta9Z8R9u2L6FSS4COdu1e5quv3iUq6jyRkZUwqOkFWsvzFxJCCFQqF3nhztVunPuSXv6ZRmdJOoSQ6SVFzjWuWLGGkVaSJEqUCOXu3TtmYwv08tiSTr4GJuNqdXquXlaRlSllayVkHtLSBB6eQi64a3BJyh5TLwSSlZAyhYlUbRoFp7c415y/9+9xNT73bj4uoLbyPJk8y5m6dNKyFLZVmBpPo3k0S59BWFk9qHWkZKSxeo2O4QP9adwkk1feSKNkqBv1G2pITpJY+J0SoZLflzeiISk9zZggUAiIOu9tLFOj0WeiE7bfEa4KD+Malh+ti8LdeN00+ix0wvxZvns/HdQCnZSKXuiNtFm6LKuRnmmaNNnFxqTJFq2RX6WrMSJZo9Og0dt+n7goXYx+NBqdBq2UCmpdzrFt0Gr1WrJ0tiMeDf6ujtLq9DoydTlRhTqdjlf6JQLw119uoFQYhaLctLmhUqhwydYq6YWeDK3tonmmtPbCYaEoNjaW4OBgi/2pqakO+8I0bdqUefPmceHCBSpVqsSJEyfYvXs3s2bNAmSzGICbW46woVQqcXFxYffu3fTv358jR46g0Wh4xsT2Hx4eTo0aNdi7dy/t2rVj3759+Pr6GgUigEaNGuHr68vevXutCkWZmZnG4wMkZSeKaLCgAbhZkPN02adZ+uxS43atubVI11ov+9y4VGN+felXAAa+4c+OOrXA00ZJg1v1YIFJMdoRkeBnpUiQCzCgGsTvNO76Iq4FjLUhqCZEwKyonO0+zaHkYeu0qUHwRSzR0i3CCaPn7z3Zd3OfVVJ3lTuXhl0ybg9YN4BtLttgrPWhmWjy0n62J1T/1QYhMDkl58XbZSDUXmKbdupdSMtOjdtuJDT4xoIkE1gM4HsVEiLlnU+PhSbTbI875xTEZkd+NfsUWk4yNt0DPkoj51y/PQjR2WbXhl/CM+/ZHFa/+DdK+z8HCKj7LXQaYmw7AtAmh/ZS79JAtqmt1nLo3odPMrB+jX/+Gc68KP9d5Xfo8y46z3lcTkg3RlC7CcGui7sgoQwEpEO6O6SoIPCK7euQWApCkqniE0ZGVgZRCVE2SUM9Q/FWB3LxrCuoUyAoRwNzJeUKUmr2eyMMtKkhkCinkUhSxEGYiUnRPQ40KRB2TN5OCYEkmTYq6gwlywZA2DES4xPZuWs1Wo2WVavmGbvrdDrWrVvI0OGfUPoJeXG5mrSGJyo/Yc5wWiDXrp2jUqXaSMkJEGZ+HbxcM5AkiauxW2np9wTEl89pDDtGVOwefPx88Kt6A6SboMxCGXAH/C/D/YpG0tiUmJxzAWJBFmrCgExviKts/AA6H3cOna/lgnklFdwz3akYWDHHTTv4NCizOGvFdcRN5UalwErG7Uv3L5kvKibZpclUQ2zOglJhVQWIBupm/0yR/Y4wYNq1lzmXudf6nMzygE9TjT5HM6/04Vj4FhgLcwAuA+/B38Dfl4GegmatMtm9wwXxwkswNucdUXVurrFN3xHde9v/jug42Oo7wohZJu+Itu9aviOayr/JmdA6bhuVg+Q1ZfaB2czYP8P6mGOBHHc2vj/6PZ/8/YlNFn558ReeKv0UAMtPLmfsNlsvVVjSfQltyskvjd/O/caeZiMhu4pQxdnmtPM6z6NLJTkF91+X/uKtP2zXFpnRbgYvV38ZgB1RO+i1updN2slPT6Z37d4AHLh1gBd/edE6YStAM5ULJ/qxMNaTUo320WdbB5vjjmw0klFPjQLgYtxFnv7haZu0b9V9i/EtHEs27bBQVL9+fdavX8/QoUOBnOgIg+bFEbz//vskJiZSpUoVlEolOp2OyZMn8+qrrwJQpUoVIiIiGDNmDPPnz8fT05MZM2YQExPD7du3AYiJicHFxQV/f/N8ISEhIcTExBhprAlywcHBRprcmDJlCpMmTbLaVpxRDOrpOVEAOBJ9pihiZ0RJknD3cIcsT/ACFB6gV4NHHoVONZ7gqcPT0xOlWol7lm1aD08PPF08cXd3BReR97gFwKFD27h06RSvDpJffht+30BwWDBffP9FDlF6AIe2nWXx4im8PXgijVs2xtfPl+XfLueJ+uZC0c6tW7h+/SIjR84iCUuTuV+AHw2bN+TXJb/yas9BZt9I9+7eY8NvG+j0QqcCR46ZwiAU/RuR42idP+3f2+33H/IP0OHpJbjvqce2vh7CSmlRZsiCZry33koAeg5Cw7WofGTaBB899me9ccJezJol+8COX/hoA7ckIRxLz7p3717at2/Pa6+9xuLFixk4cCCnT59m37597Ny5k7p1c39C2MbKlSt59913+eKLL6hevTrHjx9nxIgRzJgxg169ZAn0yJEj9OvXjxMnTqBUKmnTpo0xH8mff/7Jjz/+SJ8+fcy0OgBt27alfPnyzJs3j08//ZQlS5Zw/vx5M5qKFSvSr18/q35Q1jRFpUuX5uDlg/j7WSZsK6j5TKeTaTUaDcvnLweg00udCAgMQKlUWprPNOlE35Jo1UB2TL1w+zZarYY3X73G7t3NefnlVL6YnYFSqWTashhmDrdlGnTcfLb2/BHqhoU5bD5bv1Zi2ABLodQwbg4PD9l8BrDiFXhxTZGYz7xJpDVbWc1z2bT2m88CtcncE2FyDFou89mnfIBAYczncVpXm+r67GCDbNrPvozng+FWEgnmMp9FlEtiwdzb1G9YkksXvM1phQRlbkCaB9wLkueDWwZkWFGNCgnKX6GaTzgqocozgaOERJYWzp9ylccMvAdxgRAeLSdtlJCPd6M0KHWgzdZO+CZAUg6PEyf25f79O3z44fdySH7cXfbt28TixVOoU6cl06avQqlU0qNHXRo3foahQ02c3oVEamoqzzxTgk8/XUmLll3YumUVY8f2oEvXPrz00iA8PX04dHAbX331Pq1aPc+4cQuQzXXm5xYUqOHosSj69W1G2bJVeeutTwgPL8uVK3JIvkaTycJFe4wh+V27lOeVV4fRo8cI49zp2fMJnm/WmO4D5xjHLRGsR6kSxETL2Z0RClzd9ESW1aHR6rlySYWLq6BSFS0Xz6nIzJQoW16Lp5dsPjt1Ijv5XvYzVKWa1qqvmTXzmRCC2JgE7t41fU4zuBd7nbfeKsu1a26wpRk02w3t/4TdzZk6/w7PdpP7VwwNM3uWF6y8yalTSr783NwB2wiNJyqVQKuVWLb2JocO5k1rhB3viKW/3ufpZzLJ1GaiE7Zp3VXuRsE1P1o3lVu+JjFHaNNS03ii/BOghYvRF/Hw9Hig5jONXsO9WAUBgXoLH7SHbT7TaDQsm7cMgC5dWjOpURwb9N1AJz/3i3++S5PWtlN4F8R8dj/+PjUjapKYmIiPj415ZuiTZ6sVPPXUU+zZs4dp06ZRvnx5Nm3aRJ06ddi3bx81azrmNPjuu+/ywQcf8MorrwBQs2ZNrl27xpQpU4xCUd26dTl+/DiJiYlkZWVRokQJGjZsSL169QAIDQ0lKyuL+Ph4M23R3bt3eeqpp4w0d+5YVoyPjY0lJCTEKm+urq64ulp+nbir3M0WfVuwhwbkEE5vpQcapQY3hTyBvFzd8XbzsJqnyEvpTskQyfiiuH3Nm4jIDBQ6D1kQkHK+d9SSu/kLJS9o7f96Nwh09sBN5YabUmUfH1ori68t6FzlX2Fp1ea+G+hcjA9n/uOa0ybjyWp62kVrCRNTq14t/7Lhijo7G7Jn9rbegtbLJSv/a6xXyXNESPJLW+TlFSplt0v50MkkinwDWU0rhCqMY0uShFBkq0OE0rKEhumxhcS+vRvp0L4USqUKHx9/KlZ8glGjvqJz514oFArOnjnCxQsnGPu/BRZ8e3p607DhM6xZs5AWLbrTuvVLBASEsXDhZAb0b0lqqvwiHjLkM3r1ej/XdTA5XaGjTOkq/PDDYb79diL/+9/LJCbGERgYSsuW3enffwK+PoG5iqQpLDJDS7nOT/amEmb7MjMU3IkRBAbJtFK2v4qEPJ6EHkXuFArZ/SXJSlsuGBZvOdQ+95zIdd97/gTRJSHDFzSeeLq645EtdA18SzDfxCzjonBHqXXJc04abrWr0o1a1RRF9o54qrm8+DqSaNYRWheli91+KjZp1YDGTlorUCvVdueMM9CWCc+fVqVQ2Z3TxxFapUKJh0JeEzVocMlOF+OhcsdNowKT9DEtntbiYuf6qZAUdq+19qJAeqqaNWuyZEketlo7kZaWZpGFVqlUmoXkG2CI/Lp48SKHDx/m448/BmShSa1Ws3nzZl566SUAbt++zalTp5iaXe63cePGJCYmcvDgQRo0aADAgQMHSExMNApOjxM8vXJedP8cdWHSGG927YoAzDXRBSzRZBP/SjV+ESZvLAzyMp/lbrNmPlOqiuhmS5jXJsszn5FjwwKyhsmgeTJbsLP/1qms9QJg4sTFTJy4OM/jVK1al0OHbF+LGTPWmm0/+WQzZs+WI1IzMzMYPbob69cvoWvXvvj7512uPSwsggkTFuVJA7B2bZTFvnWrDxGRfJYT+fbOFdoumf8vl4vIlRXcgKKOhLydvapq5MVYZTLnRryXzPzZORGMckh+3sOZvp/adcpg9Ngkbkcr8fXV880sb9p2yGDzX7aFoHEfJ9KqbSatG+Vot554Mgs3B76tnHj0SDQxUc+YG4/LI47ML5BQpNfruXTpEnfv3rUQYJo3b273OF26dGHy5MmUKVOG6tWrc+zYMWbMmEHfvjm5Y3755RdKlChBmTJlOHnyJMOHD6d79+5Gx2pfX1/69evHqFGjCAwMJCAggNGjR1OzZk1jNFrVqlVp3749AwYMYP78+YAckt+5c+d8I89y1z4rLihVRsvN6yqGDjA3mTzI8NyCCkXFWph6DIQiwCy1ozWhyNE8RXlxgmum+XZetAVBVvZXuanmRGnl+XrIKV9cXd2YNm0NK1bM4tixXTz99PMPl4E8IHLJPcZnyrSMXBEdI0/oFHBYDh5QuwjjUdUulp0dCcmXJHjn/RxPnbEfJZOZCZXDw9BoJKbMTCCohJ7ffnKnfecMvLwF7TvLZpPeA1JZvMCTF15NY+pXCXachBPFCankaAhffs16cNLDhMNC0f79++nRowfXrl0jtzuSJEkOCQ+zZ89m/PjxDBo0iLt37xIeHs7AgQP58MMPjTS3b99m5MiR3Llzh7CwMN544w3Gjzf3Jp85cyYqlYqXXnqJ9PR0WrduzeLFi83MT8uXL2fYsGFGYapr1658/fXX+fJYXPMUhYbpuWkl119WVs6rsVgLI8UFxUQoiieAFKybD+QcwnkLRaqi0hQBuJj4CTyIOaTSyNoGVxNfAM+83FwfHlxd3ejdO+9ca0Wlgc09jM3n1ZRQMvvvYcuN0CvHQuDimiMU5YbAnuSNebe7usKWfbEkJ0k8WU+2NXXsauk/Mnl6IpOnJ+bNtxPFFu/zOcP4ip4fFG0ARkHhsFD01ltvUa9ePdavX09YWFihIiy8vb2ZNWuWMQTfGoYNG5ZvkVk3Nzdmz57N7NmzbdIEBASwbNmygrL6wCFJEqUiS6HVau26ph9OTqRrG0v1fqUqOS8NF1G0eki3/7d33/FRVWkDx393JpNGGgmEJBACooIQQARFsGIDC9ZVVBZhdVXsBcvquiLrulhWxcpaWBs2di0vui6IBSw0BVGaSAk9IUA6KdPO+8fNTKYmM5OZzAw8Xz7zYebOufeeuTOZ+8y55zxHC3Waj1iOzmKnBfAunvC53PPE52uaj2BaihKCalXyf9o1YAhtmg/HydBkQaH0aT589X3x1XoUC8IxqkzT9A6Fri+x1c1qPh+W7zFgt0NWZ+9AOdiAyZQYwAfj7d877x5zrBlHfhJfh8QWYDK+1g7n4UfGSEY/ETau5zoSjJx9ZjWbtIlU3PkKPvPddLCgg6KNGzfyn//8h8MPPzwS9Yl5VrsViy28s88DoMGo80ZRXVONHTsWm6XVET2Dhlp45//28OhDWZx6ZgM33F7BurWN9DqsCYstEzt2MuzhbdnKtGWG9NpV6FPsRdzMfS9yQ7Qr0ewlPzWpnPZnffqA5gbS3b8ug37uZRISA3tfjhvRSGam/89VD9UdZdfY1fw4lVS/w5p72ntiUPZWRyI6uAZPiSoJM9DH3odUux0M0NRkwzN/9OG5aWyqJOaocAT5BgOWfkfCWtcN+z6OCj0RIzTnZ3QpV3/AwPYDBjIyvZPdKaW8WvNb0yk9wEEZwO1/qiI1wej8PrB6fKSsVhtN5sD2bYvUd2oMc329Fpvl0Hr9Luc6G1D67istV3UidBxaG9XnKeiz1fDhw9m0adMhExR59imyKztNVv/ZNtvDZrdhtuqXLppsTRjbGPUzdGQT//682rlu96JaLLaWda2Bjs4KkMVmpska/K93q4rdoMjeShbbaEhMsjsz8jpY7Va3sV1Wu/cwWIPJzBsf7WDiRYWtbv+vT5Vh3m/3OZgB9POya5DT1NRaB/DAT7qu5Rx3FXb9xI33/CjJyXaSk33XMbuLlYp90ftMhevymeePHv14+tyjx/FTaB4taza78mpMCjYo8i6q18dzuSnRzg1TymlyzcbscanMYrdgtgTWUm2xWSL2nRqrXF9vk7UJo/XQmh8k2HNde7lmbm9L0N8st9xyC1OmTKGsrIyBAwdi8mi3HzRokJ8145Nnn6KirKI28xyEymazUan0n8adszr7HJIfzLpdOwX3i9ZgUHqeEz+KOvekq49UOG1Znxa7l8/y0vzkT4qS1BQNs8f5ITsl22327V7ZPb3WK8zK55jT4fxqC1u2QGIi3HqzkfMvUDz1pIEdO/T3oFdOL7ZUbsFi9v2LzGRM0Kd7cOy7M+zd67MoJoOJxAD7MrnOk+loNUpKMJGYgJ4KKME9ONU0jcQE3yfVnM5GKvwkgO8IRq39X+AGzUCiwf31GbUEfM2drGHA1DyCwnFcDB7XnBINiV5X3/T3J/A6ef8+MGO1Qk2N++s1JWj07tzbvaRHnJ7bqRspAU4EXZCRT+/OHd47KqoOJLb0oevVuZdzHs9DRXvOdaGoMfrPe+Qp6KDokkv0ERmuI8Q0TWv+9RJcR+t4FEx+iGCYzWae+sdTKKW4+uqrMRlNAX9Q/K1bZtgFdA+4Dna7hjbvDNSYL3w+v9u4mwJjUcDbc1CtJBmLtktyLkSfUCA22KpqAfeg2/inP2HEBujTBaTlZQO1bmWSk0yYjJCVAcccrS/76iv9/6eedCmXmEznzp3ZW74Xfd4wlySXwFbLjuZRYfrnZq9tP+B70s9NlhL6NvXARNt/D2aLDUfeG7PdDCSy3rwRTTM3txRpwABn+QZ7AyubNgPFXtvaaCkBenst7yhWs5UQB+462cxWmlZvwvU6qM0Gvhrw7PaWoEMpMDd5l2ts9B7tZTYH3v3JbrezZ08lLe+1ncbGvfzwQyrV1e6vtd5YS5Yxn3LK6eQYHOBxOBIMCQH3KUowJmA6tBpK3M4hkTqnxCrX89U1l19O0mGH699A5eUQoeAwmOMb9F92SUlJsKuIAFksoQcP7VnXlRr9pd/nDroh+Q8/AAlBBPE3PQ/VmTDbT4LGMKjHOxGZ53D9JLwvNSQE8Zecl5eHzWZj+/btKJXs8f7s0ztC728+CzfVQK2fX1mGPSSn2DB6JvnzwWqzs29fc8uBwQZ2IySW6yPRHPvf5/LdkmiGhH3uyxyMe/SJ5qKkscFO3YH25b6or7PT1LiXfbRc4rZY9JQalR79qJKSoKEB9u3T7xsMsGePHgi5ltnncUwSEwPvgK+UorKyltrm91op2LfPwD//2dN7lFiClfpWJ9DQBTrrecx+P4iIcT1fafVtf5Y6UtBBUVFR8C0F8SxW8xQJP077Er46PbCyDzwCS4e3Xc5BaR4JB8PP5uNP0jMo0lAUsIvdLq2AwbQ+a5pGbm4uy5e/zqxZd7mflP7xgj5c/r7mKTKuegNO/hZ29IBpD7lvaNbDfN//CXL8tCS52rm/nsnnNQd8GdVQkwn/u5GE7juwJjafPceuBmvzWfyodfDRZDj7V++NvTkVJr8Z+AsOs8vPq+W9T9PbLtiK0cdX8ael1zCZhc5lN90EaWnw2GPuZYcOhUmT4JZb4Jhj4J134K67YK1LJ+1PP4XJHvN4fvop9A6wQc1sNvPOO3OYPVsfXWazQVlZIlarj+DPx6hAz8AmkOSNQsSigIOiG2+8kccff5y0ND1r6VtvvcVFF13kfFxVVcWVV17JZ599FpmaRkms5imKhrhoKfr4QsiobbOYUzB5ijogKPLHNU+RhiIB9zNOMC1FDkrZ2L7dYwisdZ+eXHFb8/LaejhDn5OPqx/12EA5pmQTyQEMozWabPr8WQBpFqhLhsTtJCRvbwmKNrsEGp01SN4Gx3wGH13ssd89LfWLgsqKppbXEqKKPokkbNvFNpdjV1entwJt2+ZetkcP/VLYtm3QsyckJ8PgweD6VWuxeK+naQSc3dlgMFBV1RjY60rwjnZ8/Y0H2ngtLUUilgTcBvzSSy9R79LMddNNN1FeXu583NTUxPz588NbOyEiLQ6CIl8tReEIinzSlPsxae31BnEs3E58dc3Bj+fJ9fgl3tt+/uZ27TcSwpe80f199bfd77+Hv/5Vv+/IWO/5fjf5GLzlZ4BhKwKMTnwERZ6kpUjEq4CDIs+hncEM9YxnL7zwAv379+fYY4+NdlWiLi5aito6YY6e5/44DoIicG8pAjB5zCYZtsEbmnJ/jWEKinzyzGJtcnlNjm0XlEIvj35FUQ6KWhuhGahgX8Evv+j/O4Iiz/fbc/QXBB+8BVw+gMtnIH2KRHyK4ExZB4ebbrqJdevW8cMPP0S7KlF3UH55BfCr1ymGWoqMHlmtw9ZSZLAH3lKUHvhlSp+fnS773R8H814cBAJtKXLlLyiKdktRe/oUHZTfKyJuxW5WvUOMpmn07Nkz4Gk+Alk3IYS3t0tZF78DewIZeu1Lh07zEUTQ0rWsK3v7rYNz/gufnRv27UeKr8tnwbYUOT4z3k8E3lKUNmxDwJ8xg+fvry568iOlKf19yN3ru6XIVx2ifflMC8NvSaMROqVBkFO+BXP5LJiWIk3TyM/PD6hssj2V4Zzi9p62p0+ROLS4nq8wGFAnn6yftyI5m3kQgjprPvjgg6Sm6iNIzGYzjzzyiLPzcX2MDauLNyaTiauuuopKz/G47Vg3V3ULeltlXcv8fii6awVBbw/AZApv7P2vf4FLmiw3dRwgrZV1RzMGR8+30q6l+jF7A7p6TyPn5Vp1PXYNZgVb4XZSj0zX0wndoT/WlCJhKLCypUywLUWOz4zncfzQ8AFmA1ze/Phu7W4e5259vx7bqNUCT4iWgvtkj7mGruxBgQlsXW1UVlRyhT0DR4asYdowfmi+yNRHgy0u636nfceJAe85MB99BBddFFhZe4p32oRgqfRM1Jq1bumWIt1StHy5Ptx/wAD4+WcYMwY2bIBrroFzzjGRnHxBYHXfXcBCl1Fz/jhaisaP1wOkOXN8l5OWokOL5/nK/tVXEU/eGIyAv0pPPvlkNmzY4Hw8cuRItmzZ4lXmYCND8mPPia2cEdv6gm3PF3AsdaPz/A4J1+UzTXM/RuE6YXlux9ePQpMpsAMciZNoShATdEfyc9DWtoMJiqqq4NFHYdYs2LSp9e0uXQqB9qa48ca2y7hePrv8cjjvPP9BkRCxJOCv0oULF0awGrErnofkh/vkESsdraP1y1Kp6O3bc7+uQVBiIqS2v/EC0E+6HdGK7euHoeuy1gKzaLcsBN9XxzfPAMjXPGOeHK/d8/jV+ujedcYZodfNl0cegbPP1tMBtOV//4P9zV3G2grYo/1+CuEqNi7iCT31+VNPMWvWrKCzU/tbd6fa1cpavqU2+T+7btO2Br09CF+2bYfWvkQ7aa3/5J/H/1rKNnWia05XuuYEcO0MmKVm8SqvtFluGg8GtL1AqT//GW6/rWWBprFxScuEZL8u2BF0S5HjM+PpAm0sl2qXOB8/rj2K1vzPkwED5ZR7LfelXnPvPLPLsB0NDZPZ5HwfPk370Pn8D9oy5343497MMVI7PqB9BmXM6ICLqtogOwL52kZFJRzmnVmxraDIcYXc8/1+++12V6lNj3S6nzOHdCHX0IWudOVAKx2iZs2CzZv1+4mBzQsrDhGu5ytrdTWGvDy9/8KB9v9dhYMERTGkvr6eRtfc/R20ritzqo+xve3kN4jJrArv9oLUlNqkd5QJdHtK028+nMB3zvuenaAj4SI+ct7v3i20/fnsBxjE6DMV9MByj/00c74PDX4C2nZ0tL6cdwMq55nyoDWRzFPU1rbHjtX/92wp+jaI6fseeghKS2H3bn0o/513tjzXuXMFRw/zPdK2Xqtjf/O/fQHMs3LMMXDxxTByZOvlpKXo0ON6vtL27fOeoyaKZPRZG+K5T1HMX7Z650o4N/gM6Onp8NDf63nofh+tWpEcmeQnKPqaUxnEL+RQAYQ/KPI8eQIYCNM1HE/B5CkKZrOeL8FXfqir3oT/u1C/b3EZ6diOOgQT7AQqkn2K5s1r/XnHZdKGhra3tWKFHpgopSeAtNn0/nieAdUTT8D48RY++uhREhLsrN10GKt+9JGXLYj3ISVF338gJCgSsURaitoQz3mKYqVjsN8vvQFr/Tzh38sv2+naFW6d0gQLT4Ekj9ax1r64u+8Men9u/ARFGopsKrmBF7mUOQwg+NcVrEic7IHAW4puf7p9+/GRAJCzPm+57y8ouvAjKNzRvn23UziOvFLewe706dBW101HUNTWJaniYj0gAv3v78QT4ZRTfPflMhiguFiRkBC+QFsumYl4JUHRoeKWZ9u9ibB3tA6hBeCSS1zWOeUbqMqCPs19TrrvhCQz/OFfcNI3kLunpex/LoGvTmtfy4fSoLKz12JHgPIiNzGHce1uKervEVQptFaDoLD+0g6kpej8/4On7/Re3tpmA2kpcs1TZHf5anKtwweX6FmuvzwtoP26tqhd7ZFMIQ29d3ImVQFty1m1CDXStSUxUZ8cFuCKK/Sh7hf4GUXfrh9E/v5GgvjbSUoKYnfSUiRiSEiXz6qqqli+fDnl5eXYPb4hrrrqqrBUTITZs7fBv66GA61l8Wld2L+8gpliw18dkpv01/XnR+CvzR2c/3WN/n/R1pZyl3xIWJz+JXzsntDGM2AJtRXnXD5lHf25lle4gxnO5fmU0uCR5yeqLUUhvG8BbcO19cjmJ2+Jobk+vUt8P+8hiSZu5AV+YRBPcDdTmUYR2wH4Kw+ymwIu5GPqWs1u5a60PDy9DnxdFm3N3r2QkaHfz86G2bP1y2L/938+tt2Oj4ffWgURFPlqKfrjH+HVV0OqkhAdJui/7k8++YTx48dz4MAB0tPT3TIoa5p20AVF8dynyMv74+Dv98PFH8JdT3bYbsPZUuTTyd/CtwHmyPLTUTrgdU3eI+k8+/cEE7A8zAP8hb8BcBVvchn/BnALiq7gXf6Fn2yV4RZIS1E43rdggqLuu2BDP/eyOR5ThLTiBVomlU2iJaFPAbudx3k+ZwW8vW+WB5HUyA+rTaMRfUb6dGqoJcP5XEqKd5+ho49uCYhcDRoEPXvC9u3uyyNy6bydQdHTT/sOiqSlSMSSoC+fTZkyhauvvpra2lqqqqqorKx03ioqKiJRx6jqqD5FjjT7ubm5IU3z4WtdrykYzv0Mvj8Rhi/zu63Oe70vDzkkaaF1FPD/eoL/5nbmadGMFJQX6Jtw3IKUvTcb7EGsqzRI9DU6T7lVIZigqD452W07ngzY6IT3KDG3fYTQgcPvtA6aCnj0WQopAU/zYfScGqM5AFKaankfXLlePvv7/XDMCnj1mpZlGbWwtr/7JVIf7B7vhusj12B2GD/Smy2MYDGdqUDDzmFs9tre4OT1HN3fzCnaN63uty2ffpfFQNZ41Qnghx/gD39wL//EE763k54OW7d6Lw82KHJ8Hrp27UpGRrrPMoVaIcc0/xvGMO+pW1x41h8gLfRGanEQcT1fYTCghg2DYcNiZpoPVJBSU1PV5s2bg10t7lVXVytAVVdXR2wfVqtV7d27V+3du1dZrdZ2rztrlmOQr3vZb79tWe55s1qtfp87cCC01/X11763t3On/335u1VVtRyXto5Xz57er//ss91fq2P9QPY9frxSb73lvfyzzyrd6vDFF4G/nr/+1ea8P2dOy2twLNM0/fGzz7q/lhtvbHlssbR+/AsLfX8OfL3XX32l1Lx5LY+nTm0p71h20UVtvePeqqrc9zN4sHs9PN+HoqLAt71wof/je8UVDW6fjfr6luf+8x/f26usVKq0VKlRo9y3dfzxZrf3+ZhjgvvsOm4ZGe6PL7mk5f5hh+l1+OQT9zJt8dxH376BHz8Hx/vw9tsVPuv94ouB16GhIbB6glIrVwZf13hXV1enQP8tVVdXF+3qdLj2nOtCEcz5O+jQbPTo0fz444/hjs1EHIiFIf5hmw0+BEqBycecuO05Lq4/jnxtJyKXQVrhOS9jR07z4SpcV6tbq7+/OmRlQV6e92ftT39q//yOl12mp2SprW25/fvf8Npr+uiw+fPbrncgOvpz4yo3F9waQNsgl89ELAn6FHPuuedy9913s27dOgYOHIjJ4yxx/vnnh61yseCg6lPUrKOn6/CepkFRWGgP+qrPYYfZgvqyDTel9BNXZqbe76OsTF/enmkoAi3bUVNdGAxtz30Wjn23Nf9jMH9uoR7vttZzreP339s48kj3/mShBh4mk3dwPWmSfgu0bp7uuQcef7z9dQtl3+0lw/dFTAm2GUrTNL83g8EQUtNWPIj05TOz2ayefvpp9eSTT6rdu3cH1aTob91HZu1uaaZ2/ffdSL9N+6nVqX6f29CwLaTX9sUXFvdt7cxX1KYqrFpQlx3uf6TM+dqqzFUqozpDYafl5vmv51bv13/2f53LOlV3alk3kDpc8ba+jfpkRUmRc/kyhik7KHvzgq841e82/sGd6jS+cD6eZvpzy+UcLnIWdLt0AmoRJylQKpt9SoG6ieecz1u3tP6++Lp85vjMeNXxmxMVK4a0PP7rAy3HzrHs4v8oFMqojGqv2hvQZ6Cs5oD7fo5bqlCoBHOC7/cht8z7/fT3b9FJfo/3H3jV+b4oUI0kOp/7P8a2+oafyyfOh1+lnKxsBoOydO+urFu2KKVpaggrWv28FPOL17JLeV+/89NP+rVRUMpoVGqv+3H87LPgLp/Z7folP0f5Hj0Celu8Pg//+Mc/1KTr3/X5ejrPvE8VqkLVU/VURapIHVDu19Md5bp29b+fMWPct5mXp9f9UHMoXz5zO19t2qTsRUX69fJQ+2cEIKKXz+x2u9/bwdSa0tGUUlRXV1Pra2bHENe1hZD1uD7D/yUCuxbq+6vcH3YvhbR6MCp46brAN+PS6deu7NRk1LRM0xHCr9sDGQda1p08s+0VHCPXUhrdRkoZmgdXO6rgr6N1JlVM4Sk6U+lclmJpGQ1laKWD9kl8y+ecyVJ8zPsVwt+d4zPjxWAPODmiDRv2AD9jXlOCODpzK4/3wbnxNpqSXLXSGby1j0ZbWcGNtBzX9IYDGOx2Enbt0hMVtdEU8yem8zOD/RewWFq2YbN5JT9yba2Z5Z5eySdN0y/5OewMMk+p4/NQV1dHY5PvdNmVVLCDHWxnO9vYFtI0L5995j7tx+7dcvnsUON6vtIAbds22Latzb+pjhLV7t5Wq5UHHniA3r17k5KSwmGHHcZf//pXt9xHdXV13HzzzfTo0YOUlBSOOuooZs50P4GdeuqpaJrmdrv88svdylRWVjJhwgQyMzPJzMxkwoQJVFVVtVnHF154gf79+3PssT7S3se4Y06sB6MVjloX1Xq0+qV33SuwvTAyOw5m+P0zt8Gf/xb49lxOxIHmKbI3/7n5e77VBI3AmXzBEc2To0YsT5Hn6LP2pDBw3aznZmp8jC93FaagyJNrYs18Slst6xoUBSubCp9BbqC5iVyP16BBIVcjvMLwWdA0KCx0fyxELAkpKFq0aBFjx47l8MMP54gjjuD888/n22BmJGz22GOP8c9//pPnn3+e9evX8/jjj/PEE0/w3HPPOcvccccdzJs3j9mzZ7N+/XruuOMObrnlFv7PI2PZtddeS2lpqfP20ksvuT1/5ZVXsmrVKubNm8e8efNYtWoVEyZMaLOO8TzNR68jzbCjEH4c5v6E60lk6kPQrSyg7UXsC8zXlA+R2r+/E2iipdVUBQBku6SccAkcgg2K1lDsXBZsAr+29tFunskbwxQUebnludafr/KfGqI9jNj5ilG8xe85hpVtlG35XPo63v7euzP5nD/wWrvqGepn/Y479P+j2bWzrR/8Dz4IJ5wAb73VMfURIhhBd7SePXs2f/jDH7j44ou59dZbUUqxePFiTj/9dF5//XWuvPLKgLe1ZMkSLrjgAs4991wAevXqxbvvvus2um3JkiVMnDiRU089FYDrrruOl156iR9//JELXHLcp6amkufafuxi/fr1zJs3j6VLlzJ8+HAAXnnlFUaMGMGGDRvo27dvsIchfuS3EfCMng+v+UgqEkZtfsFHahLXYLfbWvlhP8CUJ32WDTQocpxEt1HkXGajpUUkmEDHtWzYp/noiKAoO4w5zYJ8n0exMKByrq1Kwbw3nzPa73OhtBQF8/5OmwaDB8NZgeeiDFyY/k7794fvvgvLpoQIu6Bbih555BEef/xx3n//fW699VZuu+023n//fR599FEefvjhoLZ14okn8uWXX/Lbb78B8PPPP/Pdd99xzjnnuJWZO3cuu3btQinF119/zW+//cbo0e5fPG+//TZdunRhwIAB3HXXXW79a5YsWUJmZqYzIAI4/vjjyczMZPHixT7r1tTURE1NjdvtoOSZwbi1opFqKQrHtBG+hPOE/sNx0GdLy+NWgqIj+Y00aunJNrfljpYiq8tvEXusTT8YSEtRCCdHr89O8Zqgt9HR2mopiqRQg6L0dJg4EXzl5QyUyUfWdiEOFUG3FG3ZsoWxY8d6LT///PO5//77g9rWvffeS3V1Nf369cNoNGKz2XjkkUe44oornGWeffZZrr32Wnr06EFCQgIGg4FXX32VE0880Vlm/Pjx9O7dm7y8PNasWcN9993Hzz//zIIFCwAoKyvTs2d6yM3NpazMd0vK9OnTmTZtWlCvJ254ntQiHBQF3VL0wo1w04th23/AgjnZu5T17LDbjXJKyScBKyk0Opf7CopSqacbZewhj6NYH2LFw8gzSI5US1FC+ybNddNqR+vQg5m2gqJIBkrR7GvTved2/bJ6VhXcMSPo9WOkv6wQIQk6KCosLOTLL7/k8MMPd1v+5ZdfUlgYXIfZ999/n9mzZ/POO+8wYMAAVq1axe23305BQQETJ04E9KBo6dKlzJ07l6KiIr755htuvPFG8vPzOeOMMwC9P5FDcXExRxxxBMOGDWPlypUcc8wxgO+pJpRSfqeguO+++7jzzpaZwGtqaoJ+fcHQNI0uXbqENILP37oBTcHgcULJqMjAX5uYkSA6v3rUz43rLjXvOnDqQt/bcbn0YNAMdK3oyt7Oe923FYTMikyqO/sYgQVw7cvwSisj49zq3DIOx1GFNA54reIIipRL61BjUiK/NvWljjS6szvgurtdPksI/n1xfGa8n1ABt9wlktjqVA+uDJ6fAUdQpLXxPrSTY5qPUGIM16CoOi0da4MR1bs3BoNBTzQUQoOKQtMjHkeyIotFT9TjkUky1JaiUDk+D1arFXOCmW6XP8n+xCasLkFRHvlk0Q/N5Z8QwXI9XylA9e+vf5Jipdd9sOP9X3zxRZWYmKgmT56s3nzzTfXWW2+p66+/XiUlJal//vOfQW2rR48e6vnnn3db9vDDD6u+zTnq6+vrlclkUp9++qlbmWuuuUaNHj3a73btdrsymUzqvffeU0opNWvWLJWZmelVLjMzU/3rX/8KqK7xOM2HP4sXt+QJWbpUqd69Wx63Ns1HqNnYv//efTt79uxxq+e+fe7Pr1vne/+PPVbr9traes2+8vOcc477a3Vd/9NPW57bsqX1PDEVFS3Pff99hd86uG7DaPRe9o9/2Hy+hrZy1Nx2W8vzbeV5CWaaj5Ur9SkaHI8feMD7tVxySev78+XAAff9bHNJreRvupVAuX6ePW9XXtkQ8jQCf/xjy3ZWrPD+rA0Y4Hufrjyfu/jiwPb91Vct6/z0U0jVD5rjfSgrK1N79uxR27a5vx8zZ7a+vqNcTk7H1DeeHcp5ipSK7Wk+gm4puuGGG8jLy+PJJ59kzpw5ABx11FG8//77bh2fA1FfX6//6nJhNBqdQ/ItFgsWi6XVMr6sXbsWi8XinPByxIgRVFdXs3z5co477jgAli1bRnV1NSNdk2aIiGjrB0CgPxDCMV9ga/tyfa6tfXXuDFOnQkWFnSOOCKx1z/GRLSyEHTvclwUrUj+qPKf58HUpJJR9e67TVkbrUH31FZx2mv/9BsN1mg9f2/n11+C3GeilpVj40RxqHeTymYhnIc0kddFFF3HRRRe1e+djx47lkUceoWfPngwYMICffvqJp556iquvvhqAjIwMTjnlFO6++25SUlIoKipi0aJFvPnmmzz11FMAbN68mbfffptzzjmHLl26sG7dOqZMmcKQIUM44YQTAD1oGzNmDNdee61zqP51113Heeed1+bIs4N9mg9NC/zLL5JTSwSynzFjmoCUyFTCQyAB2EMPgc2mqKwMbJuOk8XMmXDeefr9UIOiSDEY2g6KwiGcc9i5fl569gzfdl0Dt1A/+/Pnw8aNcPPNwa3X0ZfP2qqDEIeMYJuhevfurfbt2+e1vLKyUvXu3TuobdXU1KjbbrtN9ezZUyUnJ6vDDjtM/fnPf1ZNTU3OMqWlpWrSpEmqoKBAJScnq759+6onn3xS2ZuvGWzfvl2dfPLJKjs7WyUmJqo+ffqoW2+9Ve3fv99tX/v371fjx49X6enpKj09XY0fP15VVlYGXNeOmObj+eefV88880xI03z4WvdX9avvaRGWDG9pFl92rKLPRufjjP0Zfi9FbLWHNs3Ht996TPPhOTVHlcc+1/f12rdxwVnq172/uk3z0XV/19an+Thzvr6+wdqy7NyWqRsy92e6r//ZmJZ97ixwr4OPf912G5VFwznFh93HQfO6tOKx/MGkB32u72sd19vtPNXy/LbQpvl4/vnnvTf9S7HC5jL9yn2PeE/z8bs5CoVKVIkBT/Oxv8Fjmo992c5pPtzehzaOeVuf5+Tf+rlt42pe8fm+BHK7lRnOh9+mj1QWo1GZDz9cn+bDZFIGfF9q9rXQcfciPtCn9/jpJ6VMJn1hYqLXNB+LFrWsvmpVwH9qIXN8HmbMmKEef/5x1W1fN5XQ0MntZeTNfEj1U/3UUeoo1V/19zvNR3Z25Osb7w7ly2du56tNm5S9f3+l+vePmWk+gv69tnXrVp+tJk1NTezatSuobaWnpzNjxgxmzJjht0xeXh6vvfaa3+cLCwtZtGhRm/vKzs5m9uzZQdWvIyml2LdvX1jXtRLACB+PTs412f5TD9hCzPCrPJsbPH+BBjAazmY0u00pYVd29mbv9Srn5skpcMfTcOuzLcv6bHberc5upXNvAJ2NDTZIaGdLSkpTU0jdVd1GPoU4zYfPz5vBHvDoMzPm0Kf5cHS0Vm28D4Fwqa/V0OT+FKF1sgb3jtZZtdUkYINNm7DZ7WCxhJR4U6HpsYPFot8AzOZWp/noiBYb18+D2WRmT84esLifHsq03ZTRcs3Q3zQfcvlMtMb1s6YB2rp1jieiVykXAQdFc+fOdd6fP38+mZmZzsc2m40vv/ySXr16hbVyIkI8g44U33Mdea0WqSH5kcpTNHANfHGm+7I/PQp7u2K46APv07nrcYlUnTzYQh3RF8lpPlzfrzDlKfISqSH5AWZHD0TbGa2D7+QW6eSNYeX5PkcqPYMQMSTgoOjCCy8E9OF0juHyDiaTiV69evHkk0/6WDO+HYx9itxoSu8cc+m/0W6b4f9UW7Q1snVo7bG/ZaHIL4N3xmMwJ3gHRa5f+h0UFMVk8kZXdh/1C+HYeJ3YwxkUuQrj+xaJ5I2hBEVR00F/A0LEkoC/ke12O3a7nZ49e1JeXu58bLfbaWpqYsOGDZzn6D16EInnuc8CdsmHsD8Hw6P3+i/zS+izUkZtmo9gRSEoCnXus4hprXVg3Hv6NcPr3ecVDEmi2c/+QzjurnUMY0tRqNN8hENMtBQZFCw4I+jVYuQqiBAhCfpnaklJie+kbyI+OU6Cnata//LNqG3lyXbyDEAi2VLUmjhqKYrohLCuXI/JO1dCWR6MWhj0Zt0+WxnV/jv6hHLcXVuzInT5LFwCDYJdRwBGtdXopOAn+hYinoX0jbxo0SLGjh3L4YcfzhFHHMH555/Pt9/KH0/cCDTAGDsX7ngKPri4fbsLpaXo+CXt2mdIXE+uUQ6KruVlACYzs0Pq4dRaS5FBQdfQBgO46eSd7dvv/gPRAUFRNFuKYkastOgKEUFBB0WzZ8/mjDPOIDU1lVtvvZWbb76ZlJQUTj/9dN55551I1DGqXnjhBfr378+xxx4b0f1omkZmZibp6elhWzegaT7cNgSpNaktj1Ma4KkpcPFHQOjTfBgMPqb5cNzAd5+iBWdi/N+Ylm0oo9uUEgbNQEZNhve2AqVBp5pO7usH2VJkN4Ldx8tx5Qhu/GlISPK5/pNM4UMu4nHuabMeoWRCdHxmvJ8I/EAaMYY2zYfrsfV8H0I58ea1zF9oSHUffRbKR8PBNSg6kJqK3WDA2r273owTZNRiaN5WP8foLZOpZRtGY0xM85GZmUlaWhppndLIqs7CoAxuU3l0JptCCulJT4oo8jvNR1VV5Osr4pfr+UoBqqgIiopi55dAsOP9+/Xrp5566imv5U8++aTq169fsJuLGwfTNB/LlrlOX+C9Hcdzl15qC/Yl+PTDD+5pWzyn+bBY3J/fuFFfb/fulmWffFLt9dramyrec/2PPmrZX12dR+6ZALfhyd92HI/vvdf3NB9tueuutuvmEMw0H1u2uNfvjjsCrlKrzOaWbfbo4V0PxzFISrIH/LpcLVigf85c6w5KjR8f+jQf06e3bGfdOu/32V+KI1/mz1dq8mSlyssD2/fy5a77Dqn6QfOc5mPv3r2qoaHlMxLoNB/Bn1UOPYdyniKlYnuaj6BbirZs2cLYsWO9lp9//vmUlJS0O0gTkdfRGayDnebD8bijfzi4dhANx5QiAJ06tf58LE7z4SpcnWYDnUIl1Nd1xhkwbFho6/oTzqzbZ52lZzLv2jWw8rHyozmYevhqeBQi3gT91V9YWMiXX37ptfzLL7+M6CzyIjJi4cs3kDp0RD1dA5RwBUVtibWROp6vOxL1a+29DPdxb8/nJhzTfIQqJkafeWirHklJHVMPISIp6K+gKVOmcOutt3LDDTfw1ltvMXv2bCZPnsxtt93GXXfdFYk6RlVH9SmyWCzMmjWLf//731itweVw8bfuJjah+fh3HC2v5RiGOJcnWBLoWtHyU3aONsf5nAEDuwguY7mDzWZxe9ytaze65nQlwZCAhobR49v2cO0wNDR6WLs7l12cdjGVVDof11hq6Lm/J11zurptK9B/CZYEcity6Zrdsv7v1O+c2082mNzq5GsbuXsSsCclkdO1Kzldu2JISGiZTM715rYh92VNzz3b9vq+bk883rLNIDPJQ8tnxlORVujWV+SZ7Af9HsNUUqmgIqD9NdCSIHSbYYvf96Fea+mEHcz76fiXYclw22/i7NnBHVeXm/HOW53bqR45gszu3ck87TT9eKe0MgdfW9s2GGDNGn0bmgapqVBR4bWJjuT4PMyZM4d3PnqHoQylMLuQrISW4/lY5z8xtPnfsRzr9p4CJCZ2bJ1FfHI7X9XWYjj+eDj2WGgILIlwpAXdQHzDDTeQl5fHk08+yZw5cwB9wtX333+fCy64IOwVjLabbrqJm266iZqaGt8dU8NEKUVpaanzfjjWbaLJ3yotXDq2akqjsmtL4OHaIVahMOMnt0yb9fPcZxuPXerjYDY2uk1bYlM2dufuDqk+jm1XdPU4oQc5+izBAqYQk3qOZzZzOZ/JTS+3f5oPc/Dvi+tnxo3jdc+cDJ+fBdf57yjeQENgU8kAyjX/kMux9Xof2jnCqVE1uj0O1zQfXSr3Y8IMq1djs1igsbGVNduglH4CcGyjoQE8fghFY5oPx+fBbDKzM3dny5PvXAFriik5fwYlLt8pnlO8SEuRCITbd4/djvbjj877sSCkq+YXXXQRF110UbjrIjpKWyeeS+fAB5e0ekIManfBfqk76tfRQ4A7cEj+W0zggDGFNFtov44iOs0HwOSX9Fsk9+FLDGVRjpUh+VG/fHbFewEV69EDNm9uu5wQsSzkK/hms5mdO3eyfft2t9vBpqMun0WNrxPUe5frSfpOXRSeXYT6pe5at45O3hjhE5EGJGqWNst1uAgFJW6fgdb2cctz+v+XvR+e/bYjmIlE8sZART0QCsHf/w6FhfDMM9GuiRChC7qlaOPGjVx99dUsXrzYbblSCk3TDro5wjrq8llMCVeSvlBFK0lc4Y7o7DeWdMSxb20fD/wNhi+LiUzKh/w0H0EaORIOwt/F4hATdFA0adIkEhIS+PTTT8nPz0eLl79Y0aKDW2DC0lLUETN0n/A9vHEV9I791BIdNs1HmATcUpTcBGM/Ddt+Uwi986ZcPhPi0BN0ULRq1SpWrFhBv379IlEfIaLXp0gDrnqrY/fZAfr3hx079CTKbYp2S1GY3cQLIa8bK0GREKLjBN2nqH///uzbF8VLKx2sI/sUpaamkpyc3OHrukqsTwx96gw/vL7gQ9m+j5ai5PrkdtU1qT6p3a9V0fYmHuBhAKbwD6/n6hMTQ6pCMCfpJ5/Ukwd++KH78tTUVO/CQQQs/qZ58Fm2lZaicLwPvur0BFM4kt/CMs1HY5I+HYu9c2fnspvR+z9dxIeeqwbHRwQUjZai1NRUkpKSSE5OJrU+1fl+aGhkk02Oy78uyKTgInSu5yvVpQvE0CTzmgpg/HdNTY3z/o8//sgDDzzA3//+dwYOHIjJ4+dnRkaG5+oHBUefourq6oi9RpvNRmWlPiS+c+fOGIOY0yqYdVesaMn++8svMHBgeOrgzy+/wODBLY/37CnHYDC4bd/1i3/bNujZU0/dkpOjL/v00xqGDze7rdPeura1vmud/P2VBFIHpWDjRjj8cO/khKG+hj//We/Y2lrd2mKz2UhIcN9fRQW4nPfDynE8Bw2Cn392r0c4P3OO/Tz8cD2TJ9eHvM1//xsuu0y/v2WLjfR09zpaLPDDD/qoq6KilvXCkfBy3ToYMEC/v3kzHHZY+7fZFsf7YLPZ0DTN629UhM+BAwdIS0sDoK6ujk5tpb4/yETiPNOaYM7fAV0+y8rKcus7pJTi9NNPdytzsHa0PhhFMztvIBw/Gg6WSwiaBkceGe1aBKZjJh+N/D7CwXWaD191Npn0zsVlZd7PtVe8HCMhDjYBBUVff/11pOshoiTWvnwvvFBP8CuioyOmN+moKVTaS6b5EOLQE1BQdMopp0S6HjHrhRde4IUXXoh4C5jFYmH27NlYrVafE+6Gsu4mNnEER/hYYwiwEoCBFANrATBajHTe35l93bz7jBkxso1tdKe713NtsVotQMtl1m5du/kopV9z+DjnVTSu1fdpzQH0ulyadik/8zyd0a/t1FhqOHrf0ZTkhTZSzGgxkr0/m725e1vJSeSS7dtHoW57TGzrqZETQkZpAIvRyP7OnekWQh89jYeBB/QHu3ZB9+DeF8dnBv7gtjxTSwfqAtpGOulsZSvZZLdZVp8SQp8a4ydtBRr69dvA3ofAZVuygf0ApPzlAXL+8nTI2zJyDvBfACqGDSXvwG9ogwbBnDlQXAy1tc0luwEuzUVtRTFGI6xapTcz1dZCRgaUlEB2y3GMxjQfs2fPxmKx0GRo4tlznmVP3h7QwICBAQzAiBGFck778z/+RwqtTHcihA9u56szzsBwySX6B/5//2t9+pwOEvDos/r6eu6++24+/vhjLBYLZ5xxBs8++yxdYqiDVCR05DQfjuSXoUzz4Wtdv9N8+BmSrymNfXm+T9A2bCFP8+H1Bd/aF75Lh2rXYg2Geq9pPkryQx86rymNvXl7Q14fwGCxk2QOPVhWmkZeOAYthDjNh89kq0EMya+lNuBpPtymhPCY5qO974NbnVSt874B1a44y7Wjde6+vSTRAMuW6dN81Nb6XOdJ7mx7wzabPrWHYxs1NTExzYfj82A2mdlUsMnt+cUs9lrHc5oPIQLh9t1jt6N9843zfiwIuCF76tSpvP7665x77rlcfvnlLFiwgBtuuCGSdRNCdLSDaEh+Z5cJhEMR6JB81+dO46t27dO5Tbl8JkRUBNxS9OGHHzJr1iwuv/xyAH7/+99zwgknYLPZZHRCPOuQ5I1B7MNtqo0oZbaOA/GWvNFNhN/XC0//iE5fHuBS/t2u7UieIiEOPQG3FO3YsYOTTjrJ+fi4444jISGB3btDn6k8Hhz0c5/FGnuc9MKNsohPCBtJEc5OPnLIYmYzgU7Ut2s7oUzzEa73xfV3pvzmFKLjBNxSZLPZSExMdF85IQGrNbA+BfHqoJz7rKMnWg1VR0/zITqmpejS9rXgdJRQLp+FS69eMH68HhAF2YdeCNEOAQdFSikmTZpEUlKSc1ljYyOTJ092Szz1oWfaXCGCIZfPoqsjjnm6707KscY1KApUuAIkTYPZs8OyKSFEEAK+VjFx4kRyc3PJzMx03n7/+99TUFDgtiwYVquVBx54gN69e5OSksJhhx3GX//6V+wuvdDr6uq4+eab6dGjBykpKRx11FHMnDnTbTtNTU3ccsstdOnShU6dOnH++eezc+dOtzKVlZVMmDDBWc8JEyZQVVUVVH0jzWQykZAQ9HR07V7XlcFsiO40H65BUUoDKWm1YLBBn01eRdtbV6PZ2CHTfLTGbDBEfJoPfzyz0esbjlxQpB35m37nlEVuy8PxPrhKMCW0+30B96DIYjTq03zEwJDhSDGZTBiNRhISEkgwJ7gdvBRSSCXV+X8qkkxMhM71fKVSU2MrOZ2Kor/97W8qJydHffrpp6qkpET9+9//VmlpaWrGjBnOMn/84x9Vnz591Ndff61KSkrUSy+9pIxGo/r444+dZSZPnqy6d++uFixYoFauXKlGjRqlBg8erKxWq7PMmDFjVHFxsVq8eLFavHixKi4uVuedd16bdXz++efVUUcdpY488kgFqOrq6vAeBBdWq1Xt3btX7d27163u4V531Sql9MkIlFq/Pnx18OfXX1v2B0rt2bPHa/uO537/e/d1y8ut6pdf9qv9+/d7rdPeura1vmudQ91Ge+vgz9SpbdctkH27vkZQym4PfXttqalRats23/UI52fOsT1fn5lg/Phjy3EpLfVfx/LylnI//9zu6keN47iVlZX5/BsV4VNXV+eM2evq6qJdnQ4XifNMa6qrqwM+f7e/aaEdlixZwgUXXMC5554LQK9evXj33Xf58ccf3cpMnDiRU089FYDrrruOl156iR9//JELLriA6upqZs2axVtvvcUZZ5wBwOzZsyksLOSLL75g9OjRrF+/nnnz5rF06VKGDx8OwCuvvMKIESPYsGEDffv29VvHg7JPUQzzTNGUnQ2aZieEuYtFCCI56ik9Xb/Fi2hmtBZCREdUzzQnnngiX375Jb/9pjer//zzz3z33Xecc845bmXmzp3Lrl27UErx9ddf89tvvzF69GgAVqxYgcVi4ayzznKuU1BQQHFxMYsX6wnHlixZQmZmpjMgAjj++OPJzMx0lvHU1NRETU2N2+1gFGtzXYVjMs1wyc/X/y8sjG49ImngwIN7oER79OunT8p60kluyaZbJcGTEPEtqi1F9957L9XV1fTr1w+j0YjNZuORRx7hiiuucJZ59tlnufbaa+nRowcJCQkYDAZeffVVTjzxRADKyspITEyks8fU3t26daOseabGsrIycnNzvfafm5vrLONp+vTpTJs2LVwvtU1Wq5X3338fi8XCmDFjwrLuVrbSm97eK2T0AvRs0P3SugN6WgWj1UiXPV3YU7DHaxUTJraznTzygqobQKdOVpwfteQG39N8dN4Pldm8c/TdvMM/AEiwJnDhBxfyyQWfkGpKZXnlcuc0H3XWOo7bcxzrC9YHXR/QX2vXPV0pyyvz/9PgzdPhbw+w4y8Po/lIype7L5GtRQnk1Ic29NtqNLKnSxcK9ngf77b05irgDf1BWRnkBfe+OD4z50yws/rf/eAHPeWEr+lM/Mkhh01sIousNss20shYxvI1X2Nz6asT0PsQIA2NXGsuT/7rQS6+8x6SDxxo1/aSgTU0v0+988iurkY79lh46y0YPBj269OJdCIFmof/Zw9q+Xvyy2SC1avhhBOgogJycmDjRsjKald928PxeTCbzZgNZp4/7Xl2F+xGM+hTehzN0V7TfHzABySTHLU6i/jkdr469VQMV12l/5r44ANIjv7nKapB0fvvv8/s2bN55513GDBgAKtWreL222+noKCAiRMnAnpQtHTpUubOnUtRURHffPMNN954I/n5+c7LZb4opdBcfrZpPn7CeZZxdd9993HnnS0p+2tqaiiMYJOB3W5n06ZNznqFY90D+Dkp9N4Kb06ABCt0b/kC1+wae7r7PkFbsDTPXxW8rl3tjBv3PivWDGDT7N/7nubjy9Nh8UiY9LpbfXpt70VTchNNNGHB0lIfu4X13UMLiBzbLuvexvTmZ3yp3/wwNtpIqQ9t6hMAu6bRPYSACOBy3qOKLI5mFTS8Hvy+mz8zDZkVsOwqePk6OGJjUNvYz/6Ap36xYeMLvvBaHtD7ECCFosJewe6NJaS0MyByZdc0uu/apT/4+mtsjY3OgAgglQaWcDz1pNK9rYAIwGLRp/ZwbGPfvpCmagkn1+8Qs8nMmsI1bs8vYIHXOrYQRucJ4fpZw2ZD+9//nPdjQVSDorvvvps//elPzizZAwcOZNu2bUyfPp2JEyfS0NDA/fffz0cffeTsdzRo0CBWrVrFP/7xD8444wzy8vIwm81UVla6tRaVl5czcuRIAPLy8tjj4+Szd+9eunXzNTkpJCUluaUfOOhM6Njxvkcd9SuFQ3/kH0f/7LvAkFX6TQQkCTO38Wx4NqYB178cnm0doo5nWbSrIIQIg6j2Kaqvr8dgcK+C0Wh0Dsm3WCxYLJZWywwdOhSTycSCBS2/ZEpLS1mzZo0zKBoxYgTV1dUsX77cWWbZsmVUV1c7ywghhBDi0BbVlqKxY8fyyCOP0LNnTwYMGMBPP/3EU089xdVXXw1ARkYGp5xyCnfffTcpKSkUFRWxaNEi3nzzTZ566ikAMjMzueaaa5gyZQo5OTlkZ2dz1113MXDgQOfltaOOOooxY8Zw7bXX8tJLLwH6KLbzzjuv1ZFnoE/z8cILL2CLkaY9IYQQQkRGVIOi5557jr/85S/ceOONlJeXU1BQwPXXX8+DDz7oLPPee+9x3333MX78eCoqKigqKuKRRx5h8uTJzjJPP/00CQkJXHbZZTQ0NHD66afz+uuvu01U+/bbb3Prrbc6R6mdf/75PP/8823WUYbkCyGEEIeGqAZF6enpzJgxgxkzZvgtk5eXx2uvvdbqdpKTk3nuued47rnn/JbJzs5mtuTNF0IIIYQfUQ2K4oljVFek8hWZzWYaGxsBqK2tJTk52a2lK5R166gLqg7KrCDR//O11FJD8K/fUb8mQxPBrK7MiqbGlnXqauuoMdZgNBqpMde0WtdAtt2e9QHstSqEo9HCrFR7q6CrrdVHMwWzb8d7khTce+K1a2oDGpbtbyRkON4Hz+01NjW1633x5Pk+2WpraffE9XUef5u1tVEdjuz6HWKxWQL6TNRQIyPQQnTAZXRkTU3NIdU9w/N85Zzgo6YmYiPQHOftQEZ2ayrY8d+HqJ07d0Z0SL4QQgghImfHjh306NGj1TISFAXIbreze/du0tPT/eY2Ohg58jPt2LGDjIyMaFcnrsmxDC85nuEjxzJ85FiGVziOp1KK2tpaCgoKvEaze5LLZwEyGAxtRpgHs4yMDPkDDxM5luElxzN85FiGjxzL8Grv8Qx0oJTMsimEEEIIgQRFQgghhBCABEWiDUlJSUydOvXgnvKkg8ixDC85nuEjxzJ85FiGV0cfT+loLYQQQgiBtBQJIYQQQgASFAkhhBBCABIUCSGEEEIAEhQJIYQQQgASFAkhhBBCABIUCSGEEEIAEhQJIYQQQgASFAkhhBBCABIUCSGEEEIAEhQJIYQQQgASFAkhhBBCABIUCSGEEEIAEhQJIYQQQgASFAkhhBBCABIUCSGEEEIAEhQJIYQQQgASFAkhhBBCABIUCSGEEEIAEhQJIYQQQgASFAkhhBBCABIUCSGEEEIAEhQJIYQQQgASFAkhhBBCABIUCSGEEEIAEhQJIYQQQgASFAkhhBBCAJAQ7QrEC7vdzu7du0lPT0fTtGhXRwghhBABUEpRW1tLQUEBBkPrbUESFAVo9+7dFBYWRrsaQgghhAjBjh076NGjR6tlJCgKUHp6OqAf1IyMjCjXRgghhBCBqKmpobCw0Hkeb40ERQFyXDLLyMiIvaDIboNti6FuD6R1g6KRYDBGu1ZCCCFEzAik64sERfFu3VyYdy/U7G5ZllEAYx6D/udHr15CCCFEnJHRZ/Fs3VyYc5V7QARQU6ovXzc3OvXyYLMrlmzez/+t2sWSzfux2VW0qySEEEJ4kZaieGW36S1E+AowFKDBvD9Bv3Ojeilt3ppSpn2yjtLqRuey/Mxkpo7tz5ji/KjVSwghhPAkQVG82rbYu4XIjYKaXXq53id1WLVczVtTyg2zV3qFbWXVjdwweyUzf3+MBEZCiJihlMJqtWKz2aJdFREEo9FIQkJCWNLlSFAUr+r2hLdcmNnsimmfrGutHYtpn6zjzP55GA2S90kIEV1ms5nS0lLq6+ujXRURgtTUVPLz80lMTGzXdiQoildp3cJbLsyWl1S4XTLzpIDS6kaWl1Qwok9Ox1VMCCE82O12SkpKMBqNFBQUkJiYKEl644RSCrPZzN69eykpKeGII45oM0FjayQoildFI/VRZjWl+O5XpOnPF43s6JoBUF7rPyAKpZwQQkSK2WzGbrdTWFhIampqtKsjgpSSkoLJZGLbtm2YzWaSk5ND3paMPotXBqM+7N6n5l84Yx6NWifr3PTAPpSBlhNCiEhrTwuDiK5wvXfyCYhn/c+HM//qvTyjAC57M6p5io7rnU1+ZjL+GqA19FFox/XO7shqCSGEEH5JUBTvNI+38OR74fbVUU/caDRoTB3b3+dzjkBp6tj+0slaCCEOYlu3bkXTNFatWuVc9v333zNw4EBMJhMXXnih32XRIEFRvNv6nfvj9NyYmeJjTHE+f7+42Gt5XmayDMcXQhx0OjJRrVKKM844g9GjR3s99+KLL5KZmcn27dsjtv9TTz0VTdPQNI2kpCS6d+/O2LFj+fDDD93KFRYWUlpaSnFxy7ngzjvv5Oijj6akpITXX3/d77JokKAonjnmPAPoNlD/v6EyevXxoXNqktvjV64aynf3niYBkRDioDJvTSknPvYVV7yylNveW8UVryzlxMe+Yt6a0ojsT9M0XnvtNZYtW8ZLL73kXF5SUsK9997LM888Q8+ePSOyb4drr72W0tJSNm3axAcffED//v25/PLLue6665xljEYjeXl5JCS0jOvavHkzp512Gj169CArK8vvsmiQoCielf0CTdWQlAG9T9aXNVRFtUqeft5Z5fZ4cGGWXDITQhxUHIlqPdOQOBLVRiowKiws5JlnnuGuu+6ipKQEpRTXXHMNp556Kt9++y29e/cmJSWFvn378swzzzjXW716NQaDgX379gFQWVmJwWDg0ksvdZaZPn06I0aMaHX/qamp5OXlUVhYyPHHH89jjz3GSy+9xCuvvMIXX3wBuF8+c9zfv38/V199NZqm8frrr/tcFi0SFMWzkm/1/4tGQqcu+v0Yayn6xSMoMlvt0amIEEIESClFvdka0K220cLUuWv9JqoFeGjuOmobLQFtT6ngLrlNnDiR008/nT/84Q88//zzrFmzhldffZUePXowZ84c1q1bx4MPPsj999/PnDlzACguLiYnJ4dFixYB8M0335CTk8M333zj3O7ChQs55ZRTgj52EydOpHPnzl6X0aDlUlpGRgYzZsygtLSUSy+91GvZuHHjgt5vuEieonjm6E/U60RIStfvx1BQZLcrftlR7bbMYpPJYIUQsa3BYqP/g/PDsi0FlNU0MvChzwMqv+6vo0lNDO7U/PLLL1NcXMy3337Lf/7zH7p168a0adOcz/fu3ZvFixczZ84cLrvsMjRN4+STT2bhwoVccsklLFy4kIkTJ/LGG2+wbt06jjzySBYvXswdd9wRVD1AHxp/5JFHsnXrVq/nHJfSNE0jMzOTvLw8ADp16uS1LFqkpShe2awt/Yl6nQQpnfX79RXRq5OHkv0HqG2ykmwykJGs/5FbbNJSJIQQ4ZSbm8t1113HUUcdxUUXXQTAP//5T4YNG0bXrl1JS0vjlVdecet4feqpp7Jw4UIAFi1axKhRozj55JNZtGgRP/zwAw0NDZxwwgkh1UcpFbcZwaWlKF6V/QzmWkjOhLyB0FSjL4+hlqKfd1QBUFyQyc7KBmoarXL5TAgR81JMRtb91XtUly/LSyqY9NoPbZZ7/Q/HBpSXLcUU2ujhhIQEZ2fmOXPmcMcdd/Dkk08yYsQI0tPTeeKJJ1i2bJmz/Kmnnsptt93Gpk2bWLNmDSeddBKbN29m0aJFVFVVMXToUNLT04Ouh81mY+PGjRx77LEhvY5ok6AoXjn7E52gD8F3tBTFUFD0y0790tmgHlnsaZ7OQ1qKhBCxTtO0gC9hnXREV/IzkymrbvQ34RJ5mcmcdETXDhtk8u233zJy5EhuvPFG57LNmze7lXH0K/rb3/7G4MGDycjI4JRTTmH69OlUVlaG1J8I4I033qCyspJLLrmkXa8hWuTyWbxy7U8E7kFRkB31IsUx8mxwYSYmo/5Rk5YiIcTBxDVRrWfIE61EtYcffjg//vgj8+fP57fffuMvf/kLP/zg3prl6Fc0e/ZsTj31VAAGDRqE2Wzmyy+/dC5rTX19PWVlZezcuZNly5Zx7733MnnyZG644QZGjRoVgVcWeRIUxSObBbYv0e/3Okn/P6W5WdZuAfOB6NTLhdlqZ+1u/ZLe4B5ZJDYHRdLRWghxsBlTnM/M3x9DXqb7XI7RSlQ7efJkLr74YsaNG8fw4cPZv3+/W6uRw6hRo7DZbM4ASNM0TjpJP6eceOKJbe7nlVdeIT8/nz59+nDRRRexbt063n//fV588cWwvp6OpKlgx/8dompqasjMzKS6upqMjIzoVmbnj/Dq6ZCcBfeUgMGgtw79rRvYmvRpPrIim7SrLWt2VXPec9+RmWJi1YNncv7z37N6VzWvTTqWUf1yo1o3IYRw1djYSElJCb17927XDOs2u2J5SQXltY3kputzO0peto7R2nsYzPlb+hTFo5LmXBK9TtQDIgBN0y+h1ZXpl9CiHBStau5kPahHJpqmkZjQfPlM+hQJIQ5SRoPGiD450a6GaAe5fBaPPPsTOcRQZ2tH0sbBPbIAMBn1X0vSp0gIIUSskqAo3tgssH2pft/Rn8ghpoIifeTZ4MIsAGdHaxl9JoQQIlZJUBRvdv8ElgN6x+rc/u7PxUhQVG+28tueWgAG98gEcOloLUGREEKI2CR9imJEwB30nP2JTmjpT+SQGhtZrdfsqsGuIC8jmdwMvcNbS58i6dcvhBAiNklQFAPmrSll2ifr3GZYzs9MZurY/t5DOZ39iTwunUHMtBQ5MlkPLsx0LnNePpM+RUIIIWKUXD6LsnlrSrlh9kq3gAigrLqRG2avZN6a0paFVjPsaE7T3mpQVBWZygbIkbRxUHMna2gJimT0mRBCiFglQVEU2eyKaZ+s85ka3rFs2ifrsNmbH+1eCZZ6SM2Brv28V4qRliJHJ+ujmztZAyQm6JcCpaVICCFErJKgKIqWl1R4tRC5UkBpdSPLS5r7CDnmO3PNT+QqBoKiigNmtlfUA1DcveXymXS0FkIIEeskKIqi8lr/AZHPclsdQZGPS2fQMtVHQ/Q6WjvyEx3WpROZKSbn8pbLZ9LRWgghOsJDDz3E0UcfHfVttGbSpElceOGFzsdKKa677jqys7PRNI1Vq1b5XBYpEhRFUW56YOnkc9OTwdrUen8iiImWop93uOcncjAlyISwQoiDnN2mt+iv/o/+v90W0d1NmjQJTdPQNA2TycRhhx3GXXfdxYED+vyXd911F19++aVbedcAJFIWLlzorJfBYCAzM5MhQ4Zwzz33UFpa6lb2mWee4fXXX3c+njdvHq+//jqffvoppaWlFBcX+1wWKXEbFL344ovOOU6GDh3Kt99+67es6xvkevv11187sMbejuudTX5mstfMyg4a+ii043pnw64VYG2ETl2ha1/fK7gGRVGa0u4XZyfrTLflkrxRCHFQWzcXZhTDG+fBB9fo/88o1pdH0JgxYygtLWXLli387W9/48UXX+Suu+4CIC0tjZyc6E07smHDBnbv3s0PP/zAvffeyxdffEFxcTGrV692lsnMzCQrK8v5ePPmzeTn5zNy5Ejy8vJISEjwuSxS4jIoev/997n99tv585//zE8//cRJJ53E2Wefzfbt21tdb8OGDZSWljpvRxxxRAfV2DejQWPqWD0Bo2dg5Hg8dWx/PV+Ra38izU8Y5QiKbGa9Q3YHU0o5R555thQlNk/zIUGREOKgs24uzLkKana7L68p1ZdHMDBKSkoiLy+PwsJCrrzySsaPH8/HH38MuF/6euihh3jjjTf4v//7P2fDwMKFCwHYuXMnl19+OdnZ2XTq1Ilhw4axbNkyt/289dZb9OrVi8zMTC6//HJqa2vbrFtubi55eXkceeSRXH755Xz//fd07dqVG264wVnGtfVq0qRJ3HLLLWzfvh1N0+jVq5fPZZEUl3mKnnrqKa655hr++Mc/AjBjxgzmz5/PzJkzmT59ut/1cnNz3SLSWDCmOJ+Zvz/GK09Rnmeeoq0uQZE/iZ3AYAK7RW8tSuwUwZp7213dyL46MwkGjf757jMRy4SwQoi4oVTgPyztNvjfPeB3HLEG8+6Fw04Fg7Ht7ZlS/f/wDUBKSgoWi8Vr+V133cX69eupqanhtddeAyA7O5u6ujpOOeUUunfvzty5c8nLy2PlypXY7S3f1Zs3b+bjjz/m008/pbKykssuu4xHH32URx55JOi6TZ48mTvuuIPy8nJyc3Pdnn/mmWfo06cPL7/8Mj/88ANGo5HExESvZZEUd0GR2WxmxYoV/OlPf3JbftZZZ7F48eJW1x0yZAiNjY3079+fBx54gFGjRkWyqgEbU5zPmf3zuPbNH/jq171cckx3Hv/d4JaM1pZG2LFcv9/rZP8b0jRIzYa6PXpQlNkj8pV38Utz0sa+eekkm9w/uM6O1tKnSAgR6yz18PeCMG1M6S1IjxYGVvz+3SH/oF2+fDnvvPMOp59+utdzaWlppKSk0NTURF5ennP566+/zt69e/nhhx/IztYH6xx++OFu69rtdl5//XXS09MBmDBhAl9++WXQQRFAv356OpmtW7d6BUWZmZmkp6djNBrd6uhrWaTEXVC0b98+bDYb3bp1c1verVs3ysrKfK6Tn5/Pyy+/zNChQ2lqauKtt97i9NNPZ+HChZx8su8go6mpiaamJufjmpqa8L0IH4wGjSGFnfnq170YDZr7FB87fwBbE6R1gy5tXPJL6awHRVGY6mOVn0tnIH2KhBAiEj799FPS0tKwWq1YLBYuuOACnnvuuYDXX7VqFUOGDHEGRL706tXLGRCBfk4tLy8Pqb6qub+r1o7WsEiKu6DIwfOAKqX8HuS+ffvSt29L5+QRI0awY8cO/vGPf/gNiqZPn860adPCV+EAdO+cAsCuqgb3J5xTe7TSn8ghiiPQfnGMPPPoZA2ueYpkSL4QIsaZUvUWm0BsWwxv/67tcuP/A0UjA9t3EEaNGsXMmTMxmUwUFBRgMpnaXslFSkpK21Xy2KamaW6X14Kxfv16gIj3DQpV3HW07tKlC0aj0atVqLy83Kv1qDXHH388Gzdu9Pv8fffdR3V1tfO2Y8eOkOscqIIs/cO5u8ojf1Eg/YkcohQU2e2K1bt8D8eHlj5F0lIkhIh5mqZfwgrk1uc0yCjAe7iMc2OQ0V0vF8j2gmxB6dSpE4cffjhFRUVtBkSJiYnYbO5pAgYNGsSqVauoqIj81YWGhgZefvllTj75ZLp27Rrx/YUi7oKixMREhg4dyoIFC9yWL1iwgJEjA4jCm/3000/k5+f7fT4pKYmMjAy3W6R1z2ppKbI7pvawNOiXz6D1/kQOUQqKtuyro67JSorJyOFd07yelz5FQoiDksEIYx5rfuBnHPGYRwPrZB1hvXr14pdffmHDhg3s27cPi8XCFVdcQV5eHhdeeCHff/89W7Zs4YMPPmDJkiXt3l95eTllZWVs3LiR9957jxNOOIF9+/Yxc+bMMLyayIjLy2d33nknEyZMYNiwYYwYMYKXX36Z7du3M3nyZEBv5dm1axdvvvkmoI9O69WrFwMGDMBsNjN79mw++OADPvjgg2i+DC95mckYND1w2H/ATNf0JL2Dtc0MaXmQ06ftjUQpKHIkbSzunkGC0TvWNjUPyZfRZ0KIg07/8+GyN/VRZq7D8jMK9ICo//nRq5uLa6+9loULFzJs2DDq6ur4+uuvOfXUU/n888+ZMmUK55xzDlarlf79+/PCCy+0e399+/ZF0zTS0tI47LDDOOuss7jzzjs7pMN0qDSlopTlr51efPFFHn/8cWd2y6efftrZP2jSpEls3brVmYPh8ccf5+WXX2bXrl2kpKQwYMAA7rvvPs4555yA91dTU0NmZibV1dURbTUaMf1LSqsb+fimE/QJVb96BL55HAZeCpe82vYGvvkHfPUwDPk9XND+D3WgHvy/Nby5ZBt/PLE3D5zX3+v5rzeU84fXfqC4ewaf3uInI7cQQkRBY2MjJSUlzoTAIbPb9D5GdXv0gTFFI2OihehQ0Np7GMz5Oy5bigBuvPFGbrzxRp/PuaYMB7jnnnu45557OqBW7VeQlUJpdSO7qxr0oCiY/kTg0lJUFYnq+fXzTr2laJCP/kTg0tHaGpcxuBBCtM1ghN7yoy+exV2fooOds19RZQOY62Hnj/oT/uY78xSFy2dmq531u/WUBUf3yPJZRjpaCyGEiHUSFMWYApfO1uxYpmenTi+A7MMC20AUgqJfy2ow2+x0TjVRmO17eKejo3WTdLQWQggRoyQoijFuuYoc+Yl6nxT4MM3U5gRcHRgUOS+d9cjymyvKJHOfCSGEiHFx26foYNU9S+8gtruqASxB9ieClpai+gp9/p4OyBr6c/P0Hr6SNjokSkZrIYQQMU5aimJM9yw9m+n+ykrYtUJfGGh/ImgJimxNeo6jDvBL8/Qeg/z0JwLXPkXS0VoIEZvidDC2IHzvnQRFMaaguaXoiKa1YLdCRg/o3CvwDSSmgaG5AbADLqHVNVnZWF4HwKBC/y1FzuSN0lIkhIgxjkzQ9fX1Ua6JCJXjvQt2mhNPcvksxqQnm0hPTuB46zp9QTD9iUAvm9IZDuzVg6LM7pGpaLM1u6pRCgoyk8lN95/fwzWjdWvz1AkhREczGo1kZWU5JzlNTU2V76g4oZSivr6e8vJysrKyMBrblxdKgqIY1D0rhREVzUFRMP2JHFKyW4KiCHP2J/KTn8gh0SXLtdWunB2vhRAiFjiyLIc6+7uIrqysrLBkypagKAYdlgGDKrfoD4LpT+TgHJYf+Qn+fnEZedYaR58i0Dtbm3xMBSKEENGiaRr5+fnk5uZisViiXR0RBJPJ1O4WIgcJimLQ8abfSNDsVCflk9m5KPgNdGCuop+bO1m3NvIMcGsZslgVJEayVkIIERqj0Ri2E6yIP/JzPQYNtKwG4NfkwaFtoIOCov11TeysbEDToLiNoMho0Jxdo5pstojWSwghhAiFBEUxqFftSgB+ZEBoG+igoMhx6eywLp3ISG69x7+mac5LZjIsXwghRCySoCjWNNaQVbUWgC8b+4a2jQ4KilYF2MnaoWVSWBmWL4QQIvZIUBRrti9FUza22XP5uTYdayh5fVJdslpH0C/O/kRZAZWXSWGFEELEMgmKYs1WfWqP5fTHZleU1zYFvw1nS1FV+OrlQSnlMvKs9f5EDo7O1jIprBBCiFgkQVGsaQ6Kfk0+GmieGDZYHXD5bGdlA/sPmDEZNY7KzwhoHZPMfyaEECKGSVAUSxqrofRnAEo7DwWaJ4YNVgcERY5Won55GSSbAhu+migdrYUQQsQwCYpihd0Gy18FZYf0fFKzewB6i0zQOiAocuYnamW+M0/Sp0gIIUQsk+SNsWDdXJh3L9Ts1h/XljJ18zhqDVeyu6pn8NtLydb/tzaApQFMKeGrazPH9B5tZbJ2JZPCCiGEiGXSUhRt6+bCnKtaAqJmaea9zDTNIG/358FvMykdtOZLWhFoLbLZFWt26ZfPAh15Bi0drc3S0VoIIUQMkqAomuw2vYUI7z42WvOycfte1MsFQ9Mieglt8946DphtpCYaOTw3LeD1pKO1EEKIWCZBUTRtW+zVQuTKoEGu2ofa9n3w245gUOS4dFbcPROjIfDZ7qVPkRBCiFgmQVE01e0JqFjDfv+Bk1+RDIqaO1kfHWAma4eWjNYy+kwIIUTskaAomtK6BVRsD1nBbzu1ubN1BIKiYJM2OjgunzVJS5EQQogYJEFRNBWNhIwCwPclKDuwW+WwKXlQ8NtOicxUH01WG+tLa4DgOlkDmBJk7jMhhBCxS4KiaDIYYcxjzQ88AyMNDZhmmcCu6vZM9RHelqL1pbVYbIrsTon06BzcUH/H6DPpUySEECIWSVAUbf3Ph8vehIx89+UZBfynz3Tm249jd3Vj8NuNUFDkmAR2UI9MNC3wTtYASdLRWgghRAyT5I2xoP/50O9cfTRa3R69r1HRSGoXb4e169gVQ1mtVzWPPAv20hm4Jm+UjtZCCCFijwRFscJghN4nuS0qyNIvT8XSpLCOTtbBTO/h4AyKpE+REEKIGCSXz2KYo89OrARFtY0WNu+tA4Kb3sNBkjcKIYSIZRIUxTBHS9He2iaarEFmtY5AULR6VzVKQfesFLqkJQW9viRvFEIIEcskKIphnVNNpJj0OcxKq4LsbB2BoKg9l84AEmX0mRBCiBgmQVEM0zSNgqxkAHYHewnNERRZ6sESwug1H35uRydrcEneKH2KhIgpNrtiyeb9/N+qXSzZvB+bXQZDiEOTdLSOcd07p7J57wF2BhsUJWeCZgRlg8YqMOW1uy4tmayzQlq/pU+RfOEKESvmrSll2ifrKHVJ/ZGfmczUsf0ZU5zfyppCHHykpSjGdQ+1pUjTICVLvx+GrNZ7a5vYVdWApsHAIKf3cEiUjNZCxJR5a0q5YfZKt4AIoKy6kRtmr2TemtIo1UyI6JCWohjX3TEsP5RcRaZ0YD+8chZYGwEF2PXh/0np0G8snP0YJLadmdqRtPHwrmmkJYX2sUmiiUcSXua8zT/AQ/XNSzW9RSs5HboVwwm3QZ9Reh1bYzXD0hdg5TtQvUt/XcYkMCaCzaw/ziiAo6+A42+EhMSQ6hwqm12xeOM+5vy4jR+3VVDdYEUphUEDpTQU+n27HWyAUcPtcYJBI92ouNr4GefxDV21ahKMCRhQ+utTChISoFMX6HUKjPl7QO+jk93mlRerzWMuDio2u2LaJ+vw1W6r0HPsT/tkHWf2z8NoCC5RqxDxSoKiGOcYgba7Osig6OVRUL1Vv2+tdX/OboeGCvjpDf0GemCSkAxFJ8Lv/gXJaW6rOPoThXrpjHev4HcbPkPz+sQpUM312fqNfgPAAKYUyOkDo/4CR5zectL+/C+w+Fnvfdg8jtG+Gvhiqn5DA2MqGAx6gNQpF46+vN0BU4PZxkOfrObr9eXUNVrQNLDYwNxqY1jLaSgBK5OMn3GW9gM9KSPZaCYBRQJ2kpQdzXXQodXz9QJN1VCxGVb+C/qeA1e823al182FefdCzW6XhUb9kqsxBWxN+mVXzQgJSbhNQaMU2M2QYIKcI+CEWwMLYqMUhDmC03+v2M7a3dVU1pux2fUgNCnBiCMpu1KKJqsdm9KfSzQaMNtaHiebEkhLTuCo/EwuHFzAr+W1fLF6J132L+NcFtGPrXSiEYVyBhQaikQsGLFjw4CdZBJNJgyZ+aQNGosRYON8vQJ9z4XjJ0c8eG+02NhV1cD2inq++W2vVwuRKwWUVjeyvKSCEX1yIlovIWKFppSKyw4eL774Ik888QSlpaUMGDCAGTNmcNJJJ/ktv2jRIu68807Wrl1LQUEB99xzD5MnTw54fzU1NWRmZlJdXU1GRkY4XkJAlm3Zz7iXl9IrJ5WFd48KbKWXR8Hulc4v55AZkiAlA4pO5tHyYby8s5BpFwxkwohewW3n3Stgw2ftr0/xZZDeFZa80P5tuTGAqZN+Quo2wGdrldls4X///Q+rf/2N3+pT+ZH+2G12juZXcqminCyW2/thb74ibcDOcYaW5360H8lwwxquM35Cf20bJqwkYSVZsxPkbCk+OY9HW4HRurkw5yrw2T4Q4r6NSWiXvKpnZvezTzXvXjSXIMwG1JFEHakkYsHQHDhYMHk8ToTm4KLtZUaqDTlUpfchwXyAzg2/kW6rwajZsWOgSZlIwoLB+dg1AFEez3mWTaKeZNarIj60n8D5hsVcZFxMghbG44iGNvIWOOvhkLdhtyv21jWxvaKe7fvr2VFZz/aKenZW6IFQWU3rgy4M2BluWMdIbS0Fhr1owLCibHr0PIJtjSnsU2lY6ypISO9Kak4h/YaPxpggv61F4GxWK78um09D5S6SMvW+rk3VZaR07h6xz1Mw5++4DIref/99JkyYwIsvvsgJJ5zASy+9xKuvvsq6devo2bOnV/mSkhKKi4u59tpruf766/n++++58cYbeffdd7nkkksC2me0gqIdFfWc9PjXJCYY+PWvYzC01YzdWAePdg9z0KAzKwMlJz1F3zP+EMRKDfD3vLDVx/FhjXRjvl1BgzJgxkQiVlI0G66H3tFX3OixrEEZ0cCrvFKEJfhpjfMY31/m+1Ka3QYzij1aiMKw3+Yda5e95R0YrZuLmnOV89Kh8M95HEfe2mpgVNtoYUdzkLOzOejZXlHPjop6dlQ2tJkxPjXRSM/sVDolJbBim56yw4Cdm4wfc33Cp6RpgY9W3UMOu0dMZcjoiQGvIw5dP81/g4Il0+jGfp/PR+rzdNAHRcOHD+eYY45h5syZzmVHHXUUF154IdOnT/cqf++99zJ37lzWr1/vXDZ58mR+/vlnlixZEtA+oxUUWWx2+j7wP+wKlv/5dHLTk1tfoblVJlKUgpKkvhx2//LAVvjvFPjh1YjVR/ijgWbQIzHNoD92XPqKAKWgISGD1D9vbWlhs9toeKI/SfVlEhAFSClQmoGdN5SwvcbqbOnRW3v0/yvrLa1uw2jQyM9Mpmd2KoWdU+mZk0phdiqFnVPomZ1KdqdENE3DZlec+NhXDK79hr+bXiVbqwutvsDPI5+VwEi06qf5bzB48a0Afr8PHJkgwv15Cub8HXftnmazmRUrVvCnP/3JbflZZ53F4sWLfa6zZMkSzjrrLLdlo0ePZtasWVgsFkwmU8Tq214mo4FuGcmUVjeyu6qxzaDItn8rke6p0btpAz89NoYh985rs6xt3+aI10f4ovR+QR30k0fTINVWg23OJIyde4JmwF69i5SGssg36x1ENA007NQ+fxI7VB9qScWkUsglhRRSyVMp1BpS0ZIyyMjKJrNzDl26dKV7ThaF2Z3omZ1KflayM/1Fa4wGjReP2cngxTNCfos0DVDQa8mf2ZSciMHgvl/l8gH09/Nbay7j+rxXUeW6HfdnlZ9yPrcDaM1lVGvllHtrm6+ygWxHc623x7NuVW31Nbnf8a6r6wOPerfy969876TlkZ+V3V5HG98vCgVKoew2jvz5Mb2vXSsfNoOmB0b5S6ZhO318VC7Nxl1QtG/fPmw2G926dXNb3q1bN8rKynyuU1ZW5rO81Wpl37595Od75+JoamqiqanJ+bimpiYMtQ9N96wUSqsb2VXZwNGFWa2W/bkuk2MiWBfHB/ro+iU01NWRkpbWavnlNVmMiGB9hLdvUkczeNKTZKaY9C93Zde/4HYsgw+uiei+jb/Odd6XfB+hG2DczgC2+y+ggMrm2xbAYILkDH1UaVKG3mneeT/D437zzZTKkF/+htLaF7dqGnSmls5fB95HUxyiAvigGTTIYz9rl81nwAnnRr5OHuIuKHLQPMJNpZTXsrbK+1ruMH36dKZNm9bOWoZHQVYKbKsMKFfRtITb+FgtiXj/FU2DVa/dzIhbXm+13EtJkzhefeRcR0SO44fdHyuuwPzULxzWtRNDCjtzdM8shhRm0a/fBVhS/hzRy1k/2o/gR3tfNBTdtX2cZ1wWmR0d5NZmnMyAoSdBUw001uj/N9U2369tWW5uHllqt0D9fv0WpHB9FLaRR43BVw6zQPYQQBlN74zeVmmv1hofjwJqQA3oCyuweofrGDhff6tFA9+O21o+Vgv0eGuuJXwU7mTeRx/71jbr5aqhcldQ5cMl7oKiLl26YDQavVqFysvLvVqDHPLy8nyWT0hIICfH91DT++67jzvvvNP5uKamhsLCwnbWPjSOYfm7AgiKcrt2YVN1PkcYI590rVPdtjbLFObm8Pn2oZxlXNEhnY0PVY6A6HPbUBKTUjA32diy9wBb9h7gg5U7AUhOMHAGV/Cs8emI1WNx4fV0O3o0SsHPe6o56cczydRCyLF1iFIKbGgsH/oEA07p1/YKdrseGHkGS02egZTn/Rq9w/2BvWGre92ZTzEwCr/sRexb+/1/YcGVQa2T0rl7hGrTurgLihITExk6dCgLFizgoosuci5fsGABF1xwgc91RowYwSeffOK27PPPP2fYsGF++xMlJSWRlBT8TPCR0L1z4EHR0+OGMOihJ/jVMBETtogGIQfSitosc/85/Tlq6RRe4knOMq4Iy34dAYAEWO4+tw3leusU1j94Jg0WGz/vqOKn7ZX8tKOKVTuqqG208inHYrXfyoumZ8PaWqQUVJLG5ImTSEzU/6ZsdsUDK6/n7/YZgLxfbXF8rmfZzuUPJxwZ2EoGg36pLDmELPMl38Ib5wW/nge7gnIth37DR7d7W+Lg1G/4aPYsyKGr2t/m9060P09xedn/zjvv5NVXX+Vf//oX69ev54477mD79u3OvEP33XcfV111lbP85MmT2bZtG3feeSfr16/nX//6F7NmzeKuu+6K1ksIimOqj0CyWqclJ1DcI4tbLLeg8O4rF46xhkrvO8fRf3i+zbIpiUbO7J/L9dYpvGDTg9YGu0aDHSz2ltEGwewb4BXrOTxiuYydtixnfQ4VdqXf6uyJbLbn8Zb1dPo2vc711imc2T+XlEQj2Z0SGdUvlzvP6stb1wzn5wfP4v5z9JaHefbjuclyW9iOm2MbXx/xZ2dABHpH3lMumczntqHt38khQAEvWc+jYuSfnVPiRFTRSMgo8HkpJVCO9750xFTJVyT8MiYksHvEVKD173x7DHye4vJTPG7cOPbv389f//pXSktLKS4u5rPPPqOoSG+5KC0tZfv2lk6KvXv35rPPPuOOO+7ghRdeoKCggGeffTbgHEXR1j0rFQg8q/Xcm0/i/Ofhht0w1fQmBbTMfVZKNnMsJzPE8CuDtc0kNae9M2iB/ZJ3fAmu6jSSIW10snZ45apjufbNH0j6TR9K/Ib9PB61XgHo+VGON6zhFuMHHGfY6Jb3x5+XrOfxqE1vin3FdiGjDcu9Xuc+lcZGex4F7CdTqyMBhYYiWbMFtI/oMmI3JmPVDDTZIFE1kOSSzrqMHKZZJjDffpzbWmf2z+WVq471uUWDQWNg9yzn4//ZhzPZcjsPmd4k3+W4WRTUqUSsJGDCTprW5Jag0Kr0X1Kuv/ZKyWbJEXdzye9v9NrvmOJ85l3+Nq/NuYuJfBoHxz50nrm4LMABexIWjD6PZbVKYo89m0rSWWAfxhu2MVx98hHcd07/jqmwwQhjHkObc5WeODKEoYp7tBxKJU+RCMCQ0RP5CVrNU1QeA5+nuMxTFA3RylMEerK2gQ99DsDaaaPpFMDcY0opDr/vMxR2hht+pauPrMuuEjEzNeF1ztKWkaE1kNhKkFSekE/uA78G/TqsH99Cwqo3ecp6Kc9aL/J63jUL9D7SKNY2Md7wFZ21eqpIY7btDP5lO4drTj6CKWf1Y9Z3m/nPjzvYtr8Bu3LPIO3vdRqwM8Lwi1tmaSN2OmnWjs+loyXpWbRbyaQN+Jwio8EKf/9sHVv319MrJ5X7z+lPSmLryQ8ceWnKqhudpz/PzNvL7f3ISjG1TG9hUAywrSObKirIYq2xP2ab4mhtA4cl11J85JGMOfcStxYif/tevH43e754kqMr55FFFXY0Hxmsw5fROqdhIxnUYMQOJJCSmEySwYbB1xQmSrlPb+KYQ8/x2JSsj+DKK4biS2Hfelj/X6grg/R86HceHHct7PrRayoTm12xdPN+vvltNzW/fktnVUlW1x5Yegzn698qAcVZ/fOYdELvjmkh8uRj2pdalcQaey9KyQE0dqscKlQ6dcZMTsjXKOjeUzJai5BIRuuDRDSDIoBBD82nptHKgjtO5ohu6W2Wrzdb6f+gPq/S2mmjMWgaD879hXm/lFJrbnnLm9OMuNHnbXINHnZgNSRS1ekIjjqwTJ8S4441kJod3Iv4z9Ww5gMY8ygNx1zHQ5+s5su1ZVTW27D7qQdAUoJGTloS44cX8ceTDvN54jBb7c4gaXdVg/Ok7m/SVWtzp2/HMk0pjtV+5hrtE/qylRQs2NCwY8CAHSNgNpjQSCLDZMeoLPqw5vQCvQNrbWlL2mqlcJug1tqkJ01MTG09+OkAjlnRwf14O471zN8fw5hi7xQV4iDXHHjba8tYW5PCvNpe7KzSE31qmkb3zimM7NOF4w/LkclhRdyRoCgCoh0UjZnxDb+W1fLaH45lVN/cNsvvrKznxMf06UE2PDym1XQFAVMKXjoJylbDqffDqfcGt/7bl+kTYJ7/PBwzof31ESGZt6aUaZ+sc5sMND8zmalj+0tAJIQ46BzUGa0PVT06p/BrWW1AuYoAKg/o/Xc6p5rCExCB3gpy4h16i8+yf8LImyGxU+Drm5unEQhmHRF2Y4rzObN/HstLKiiv1bOkH9c7W1oAhBCHPAmK4oQjV1GgQVFFvd703Tk1sY2SQTrqAujcCyq3wsq34Pggstg6gqKkti//icgyGjRG9PGdo0sIIQ5VcTkk/1DU3ZHAMYBh+QBVzUFRdqcwB0XGBBipT+rHkufB1vrklG6aHC1FgY1aE0IIITqSBEVxoqWlqLGNkrqKA80tReEOigCOHg+dcqF6h95xOlDOliIJioQQQsQeCYriRDBZrQEqm4Oi7HBfPgN9ePLxN+j3v5uhD+cKRJP0KRJCCBG7JCiKE47LZ2U1jVhtbQchLX2KWs8fE7JhV0NiOuxdr48oa4vdDpYD+v1E6VMkhBAi9khQFCe6piVhMmrY7Io9tU1tlneOPovE5TOAlCw49mr9/ncz2i7vCIhALp8JIYSISRIUxQmDQSM/M/ARaI4+RWHvaO3q+Bv15IQ7lsK2Ja2XdVw604yQkBy5OgkhhBAhkqAojgQzAq0yUkPyXaXnwWB9DjO+e7r1smaXkWcyXboQQogYJEFRHHGMQAuks3VlpIbkezrhNkDT+xXtWeu/XFOt/r9cOhNCCBGjJCiKI4GOQFNKOfsUZUWqo7VDTh/of4F+//tn/JczOzpZS1AkhBAiNklQFEe6Z+l9cdrqU3TAbMPcPEIt4i1FACferv+/+j9Quc13GclRJIQQIsZJUBRHumelAm33KXLkKEpKMJBi6oCZ2AuGwGGngrLpWa59kRxFQgghYpwERXGkwKWlSCnlt5xrf6KwTQbblhPv0P9f+RYc2Of9vLm5T5HkKBJCCBGjJCiKI46O1gfMNqob/M855pziI5Ijzzz1PkVvMbI2wLKXvJ939CmSy2dCCCFilARFcSTZZKRLmh7otNbZ2jkcv1OEO1m70rSW1qLlL7eMNnOQyWCFEELEOAmK4kwguYoqHNmsO7KlCKDfeZDdBxqrYMUb7s9JR2shhBAxToKiOOO4hNbaCLTKjshm7YvB2Jy3CFjyAljNLc85Wo6kpUgIIUSMkqAoznQPIIFjh2Sz9mfw5ZCWB7W7YfWcluVmuXwmhBAitklQFGdaWooa/ZbpsGzWviQkwYgb9fvfzQC7ni9JOloLIYSIdRIUxRlHVuudrbQUOUefRSMoAhj6B0jKhP0bYcN/9WXS0VoIIUSMk6AoznQPqE+Ro6N1B44+c5WcAcf9Ub//3dOglEueIgmKhBBCxCYJiuKMIyjaW9tEo8Xms0xFNPsUOQyfDAnJsGsFbP2upaVILp8JIYSIURIUxZmsVJNz6o6yau9+RfpksFHsU+SQlgtHj9fvf/sU1Ffo9/dtBLvvYE4IIYSIJgmK4oymac5+Rb5GoNU1WbHa9SlAotpSBDDyFkCDLV9BY6W+7JNbYUYxrJsb1aoJIYQQniQoikMFrQzLd/QnSjEZSUnsgMlgW1O2GvAxR1tNKcy5SgIjIYQQMUWCojjUWlbrlv5EUepk7WC3wbx7/TzZHCjN+5NcShNCCBEzJCiKQ92zkgHfI9Aqoz0c32HbYqjZ3UoBBTW79HJCCCFEDJCgKA611qeoIhY6WQPU7QlvOSGEECLCJCiKQwWZ/nMVRXWKD1dp3cJbTgghhIgwCYrikKOlaHdVI3a7e0fmqE7x4apoJGQUAJqfAhpkdNfLCSGEEDFAgqI41C0jGYMGZpudfQea3J6raB59lhXtjtYGI4x5rPmBZ2DU/HjMo3o5IYQQIgZIUBSHTEYD3TL0ztaeI9BiInGjQ//z4bI3ISPffXlGgb68//nRqZcQQgjhQ0K0KyBC0z0rhdLqRnZXNTKkZ8vymJjiw1X/86Hfufoos7o9eh+iopHSQiSEECLmSFAUpwqyUmBbJbuq6t2Wx1RLkYPBCL1PinYthBBCiFbF3eWzyspKJkyYQGZmJpmZmUyYMIGqqqpW15k0aRKaprndjj/++I6pcIS4drZ2VVmv9ymKmZYiIYQQIk7EXUvRlVdeyc6dO5k3bx4A1113HRMmTOCTTz5pdb0xY8bw2muvOR8nJsZ30OCY6mOnS58ipVTLkPxOUe5oLYQQQsSZuAqK1q9fz7x581i6dCnDhw8H4JVXXmHEiBFs2LCBvn37+l03KSmJvLy8jqpqxPXI8s5VVNNoxRYrk8EKIYQQcSauLp8tWbKEzMxMZ0AEcPzxx5OZmcnixa1PF7Fw4UJyc3M58sgjufbaaykvL490dSPK16Swjv5EqYlGkk3SkVkIIYQIRly1FJWVlZGbm+u1PDc3l7KyMr/rnX322Vx66aUUFRVRUlLCX/7yF0477TRWrFhBUlKSz3WamppoamrJAVRTU9P+FxBGBc3zn1U3WKhrspKWlBB7I8+EEEKIOBITLUUPPfSQV0doz9uPP/4IgKZ5Z0hWSvlc7jBu3DjOPfdciouLGTt2LP/73//47bff+O9//+t3nenTpzs7c2dmZlJYWNj+FxpG6ckmMpL1mNZxCa0qVrJZCyGEEHEoJlqKbr75Zi6//PJWy/Tq1YtffvmFPXu8JxDdu3cv3boFPodWfn4+RUVFbNy40W+Z++67jzvvvNP5uKamJuYCo+6dU6kprWFXVQNHdkuPnWzWQgghRByKiaCoS5cudOnSpc1yI0aMoLq6muXLl3PccccBsGzZMqqrqxk5MvA5tPbv38+OHTvIz8/3WyYpKcnvpbVY0T0rmfWlNc6s1jGZo0gIIYSIEzFx+SxQRx11FGPGjOHaa69l6dKlLF26lGuvvZbzzjvPbeRZv379+OijjwCoq6vjrrvuYsmSJWzdupWFCxcyduxYunTpwkUXXRStlxIW3T1GoEmfIiGEECJ0cRUUAbz99tsMHDiQs846i7POOotBgwbx1ltvuZXZsGED1dXVABiNRlavXs0FF1zAkUceycSJEznyyCNZsmQJ6enp0XgJYVPgERRJS5EQQggRupi4fBaM7OxsZs+e3WoZpZTzfkpKCvPnz490taLCkdXaMSy/JXGjBEVCCCFEsOKupUi0aGkp0qf6qDzgmOJDOloLIYQQwZKgKI45slqX1TRitdmdfYqypU+REEIIETQJiuJYl7QkEo0GbHbFntomZ58iuXwmhBBCBE+CojhmMGjkN2e23lFR7+xTJB2thRBCiOBJUBTnCjL1S2i/ltbQPBesJG8UQgghQiBBUZxzjEBbs1ufm61TopGkBJkMVgghhAiWBEVxzjECbc0uPS+T9CcSQgghQiNBUZxzjEDbWF4HSH8iIYQQIlQSFMU5R0uRrblDkUzxIYQQQoRGgqI45+hT5CAtRUIIIURoJCiKc/mZyW6PpaVICCGECI0ERXEu2WSkS1qS87FM8SGEEEKERoKig0D3rJbWIhl9JoQQQoRGgqKDQIFLULSvrsnZ6VoIIYQQgZOgKM7NW1PKN7/tcz6e8cVGTnzsK+atKY1irYQQQoj4I0FRHJu3ppQbZq/kgNnmtrysupEbZq+UwEgIIYQIggRFccpmV0z7ZB2+LpQ5lk37ZJ1cShNCCCECJEFRnFpeUkFpdaPf5xVQWt3I8pKKjquUEEIIEcckKIpT5bX+A6JQygkhhBCHOgmK4lRuenLbhYIoJ4QQQhzqJCiKU8f1ziY/MxnNz/Maerbr43pnd2S1hBBCiIQ9RewAABDKSURBVLglQVGcMho0po7tD+AVGDkeTx3bH6PBX9gkhBBCCFcSFMWxMcX5zPz9MeR5zH+Wl5nMzN8fw5ji/CjVTAghhIg/CdGugGifMcX5nNk/j+UlFZTXNpKbrl8ykxYiIYQQIjgSFB0EjAaNEX1yol0NIYQQIq5JUBQgpfQkiDU1NVGuiRBCCCEC5ThvO87jrZGgKEC1tbUAFBYWRrkmQgghhAhWbW0tmZmZrZbRVCChk8But7N7927S09PRtEOnv05NTQ2FhYXs2LGDjIyMaFcnrsmxDC85nuEjxzJ85FiGVziOp1KK2tpaCgoKMBhaH18mLUUBMhgM9OjRI9rViJqMjAz5Aw8TOZbhJcczfORYho8cy/Bq7/Fsq4XIQYbkCyGEEEIgQZEQQgghBCBBkWhDUlISU6dOJSkpKdpViXtyLMNLjmf4yLEMHzmW4dXRx1M6WgshhBBCIC1FQgghhBCABEVCCCGEEIAERUIIIYQQgARFQgghhBCABEUHvenTp3PssceSnp5Obm4uF154IRs2bHAro5TioYceoqCggJSUFE499VTWrl3rVqapqYlbbrmFLl260KlTJ84//3x27tzpVqayspIJEyaQmZlJZmYmEyZMoKqqKtIvscPMnDmTQYMGOZOIjRgxgv/973/O5+U4hm769Olomsbtt9/uXCbHM3APPfQQmqa53fLy8pzPy7EM3q5du/j9739PTk4OqampHH300axYscL5vBzTwPTq1cvrs6lpGjfddBMQg8dRiYPa6NGj1WuvvabWrFmjVq1apc4991zVs2dPVVdX5yzz6KOPqvT0dPXBBx+o1atXq3Hjxqn8/HxVU1PjLDN58mTVvXt3tWDBArVy5Uo1atQoNXjwYGW1Wp1lxowZo4qLi9XixYvV4sWLVXFxsTrvvPM69PVG0ty5c9V///tftWHDBrVhwwZ1//33K5PJpNasWaOUkuMYquXLl6tevXqpQYMGqdtuu825XI5n4KZOnaoGDBigSktLnbfy8nLn83Isg1NRUaGKiorUpEmT1LJly1RJSYn64osv1KZNm5xl5JgGpry83O1zuWDBAgWor7/+WikVe8dRgqJDTHl5uQLUokWLlFJK2e12lZeXpx599FFnmcbGRpWZman++c9/KqWUqqqqUiaTSb333nvOMrt27VIGg0HNmzdPKaXUunXrFKCWLl3qLLNkyRIFqF9//bUjXlpUdO7cWb366qtyHENUW1urjjjiCLVgwQJ1yimnOIMiOZ7BmTp1qho8eLDP5+RYBu/ee+9VJ554ot/n5ZiG7rbbblN9+vRRdrs9Jo+jXD47xFRXVwOQnZ0NQElJCWVlZZx11lnOMklJSZxyyiksXrwYgBUrVmCxWNzKFBQUUFxc7CyzZMkSMjMzGT58uLPM8ccfT2ZmprPMwcRms/Hee+9x4MABRowYIccxRDfddBPnnnsuZ5xxhttyOZ7B27hxIwUFBfTu3ZvLL7+cLVu2AHIsQzF37lyGDRvGpZdeSm5uLkOGDOGVV15xPi/HNDRms5nZs2dz9dVXo2laTB5HCYoOIUop7rzzTk488USKi4sBKCsrA6Bbt25uZbt16+Z8rqysjMTERDp37txqmdzcXK995ubmOsscDFavXk1aWhpJSUlMnjyZjz76iP79+8txDMF7773HypUrmT59utdzcjyDM3z4cN58803mz5/PK6+8QllZGSNHjmT//v1yLEOwZcsWZs6cyRFHHMH8+fOZPHkyt956K2+++SYgn89Qffzxx1RVVTFp0iQgNo9jQlClRVy7+eab+eWXX/juu++8ntM0ze2xUsprmSfPMr7KB7KdeNK3b19WrVpFVVUVH3zwARMnTmTRokXO5+U4BmbHjh3cdtttfP755yQnJ/stJ8czMGeffbbz/sCBAxkxYgR9+vThjTfe4PjjjwfkWAbDbrczbNgw/v73vwMwZMgQ1q5dy8yZM7nqqquc5eSYBmfWrFmcffbZFBQUuC2PpeMoLUWHiFtuuYW5c+fy9ddf06NHD+dyxwgVz2i6vLzcGb3n5eVhNpuprKxstcyePXu89rt3716vXwHxLDExkcMPP5xhw4Yxffp0Bg8ezDPPPCPHMUgrVqygvLycoUOHkpCQQEJCAosWLeLZZ58lISHB+VrleIamU6dODBw4kI0bN8pnMwT5+fn079/fbdlRRx3F9u3bAfneDMW2bdv44osv+OMf/+hcFovHUYKig5xSiptvvpkPP/yQr776it69e7s937t3b/Ly8liwYIFzmdlsZtGiRYwcORKAoUOHYjKZ3MqUlpayZs0aZ5kRI0ZQXV3N8uXLnWWWLVtGdXW1s8zBSClFU1OTHMcgnX766axevZpVq1Y5b8OGDWP8+PGsWrWKww47TI5nOzQ1NbF+/Xry8/PlsxmCE044wSt1yW+//UZRUREg35uheO2118jNzeXcc891LovJ4xhUt2wRd2644QaVmZmpFi5c6DYssr6+3lnm0UcfVZmZmerDDz9Uq1evVldccYXPIZE9evRQX3zxhVq5cqU67bTTfA6JHDRokFqyZIlasmSJGjhw4EE1tPS+++5T33zzjSopKVG//PKLuv/++5XBYFCff/65UkqOY3u5jj5TSo5nMKZMmaIWLlyotmzZopYuXarOO+88lZ6errZu3aqUkmMZrOXLl6uEhAT1yCOPqI0bN6q3335bpaamqtmzZzvLyDENnM1mUz179lT33nuv13OxdhwlKDrIAT5vr732mrOM3W5XU6dOVXl5eSopKUmdfPLJavXq1W7baWhoUDfffLPKzs5WKSkp6rzzzlPbt293K7N//341fvx4lZ6ertLT09X48eNVZWVlB7zKjnH11VeroqIilZiYqLp27apOP/10Z0CklBzH9vIMiuR4Bs6R28VkMqmCggJ18cUXq7Vr1zqfl2MZvE8++UQVFxerpKQk1a9fP/Xyyy+7PS/HNHDz589XgNqwYYPXc7F2HDWllAqubUkIIYQQ4uAjfYqEEEIIIZCgSAghhBACkKBICCGEEAKQoEgIIYQQApCgSAghhBACkKBICCGEEAKQoEgIIYQQApCgSAgRIQ899BBHH310tKsR18xmM4cffjjff/99m2Wbmpro2bMnK1as6ICaCXFwkqBICBE0TdNavU2aNIm77rqLL7/8Mir1++CDDxg+fDiZmZmkp6czYMAApkyZ4nw+XgK2l19+maKiIk444YQ2yyYlJXHXXXdx7733dkDNhDg4SVAkhAhaaWmp8zZjxgwyMjLclj3zzDOkpaWRk5PT4XX74osvuPzyy/nd737H8uXLWbFiBY888ghms7nD69Jezz33nNus4m0ZP3483377LevXr49grYQ4eElQJIQIWl5envOWmZmJpmleyzxbYyZNmsSFF17I3//+d7p160ZWVhbTpk3DarVy9913k52dTY8ePfjXv/7ltq9du3Yxbtw4OnfuTE5ODhdccAFbt271W7dPP/2UE088kbvvvpu+ffty5JFHcuGFF/Lcc88B8PrrrzNt2jR+/vlnZ8vW66+/DsBTTz3FwIED6dSpE4WFhdx4443U1dU5t/3666+TlZXFp59+St++fUlNTeV3v/sdBw4c4I033qBXr1507tyZW265BZvN5lyvV69ePPzww1x55ZWkpaVRUFDgrI8/K1euZNOmTW6zipvNZm6++Wby8/NJTk6mV69eTJ8+3fl8Tk4OI0eO5N13321120II3yQoEkJ0mK+++ordu3fzzTff8NRTT/HQQw9x3nnn0blzZ5YtW8bkyZOZPHkyO3bsAKC+vp5Ro0aRlpbGN998w3fffUdaWhpjxozx2/KTl5fH2rVrWbNmjc/nx40bx5QpUxgwYICzZWvcuHEAGAwGnn32WdasWcMbb7zBV199xT333OO2fn19Pc8++yzvvfce8+bNY+HChVx88cV89tlnfPbZZ7z11lu8/PLL/Oc//3Fb74knnmDQoEGsXLmS++67jzvuuIMFCxb4PVbffPMNRx55JBkZGc5lzz77LHPnzmXOnDls2LCB2bNn06tXL7f1jjvuOL799lu/2xVCtCLoKWSFEMLFa6+9pjIzM72WT506VQ0ePNj5eOLEiaqoqEjZbDbnsr59+6qTTjrJ+dhqtapOnTqpd999Vyml1KxZs1Tfvn2V3W53lmlqalIpKSlq/vz5PutTV1enzjnnHAWooqIiNW7cODVr1izV2Njot27+zJkzR+Xk5Li9VkBt2rTJuez6669Xqampqra21rls9OjR6vrrr3c+LioqUmPGjHHb9rhx49TZZ5/td9+33XabOu2009yW3XLLLeq0005zOx6ennnmGdWrV682X5sQwpu0FAkhOsyAAQMwGFq+drp168bAgQOdj41GIzk5OZSXlwOwYsUKNm3aRHp6OmlpaaSlpZGdnU1jYyObN2/2uY9OnTrx3//+l02bNvHAAw+QlpbGlClTOO6446ivr2+1fl9//TVnnnkm3bt3Jz09nauuuor9+/dz4MABZ5nU1FT69Onj9hp69epFWlqa2zLHa3AYMWKE1+PW+v40NDSQnJzstmzSpEmsWrWKvn37cuutt/L55597rZeSktLm6xRC+CZBkRCiw5hMJrfHmqb5XGa32wGw2+0MHTqUVatWud1+++03rrzyylb31adPH/74xz/y6quvsnLlStatW8f777/vt/y2bds455xzKC4u5oMPPmDFihW88MILAFgslpBfQ2s0TfP7XJcuXaisrHRbdswxx1BSUsLDDz9MQ0MDl112Gb/73e/cylRUVNC1a9c29y2E8JYQ7QoIIYQ/xxxzDO+//z65ublufWuC1atXL1JTU50tPomJiW4doQF+/PFHrFYrTz75pLM1a86cOaFX3sPSpUu9Hvfr189v+SFDhjBz5kyUUm7BU0ZGBuPGjWPcuHH87ne/Y8yYMVRUVJCdnQ3AmjVrGDJkSNjqLcShRFqKhBAxa/z48XTp0oULLriAb7/9lpKSEhYtWsRtt93Gzp07fa7z0EMPcc8997Bw4UJKSkr46aefuPrqq7FYLJx55pmAHiSVlJSwatUq9u3bR1NTE3369MFqtfLcc8+xZcsW3nrrLf75z3+G7bV8//33PP744/z222+88MIL/Pvf/+a2227zW37UqFEcOHCAtWvXOpc9/fTTvPfee/z666/89ttv/Pvf/yYvL4+srCxnmW+//ZazzjorbPUW4lAiQZEQImalpqbyzTff0LNnTy6++GKOOuoorr76ahoaGvy2HJ1yyils2bKFq666in79+nH22WdTVlbG559/Tt++fQG45JJLGDNmDKNGjaJr1668++67HH300Tz11FM89thjFBcX8/bbb7sNd2+vKVOmsGLFCoYMGcLDDz/Mk08+yejRo/2Wz8nJ4eKLL+btt992LktLS+Oxxx5j2LBhHHvssWzdupXPPvvM2bK1ZMkSqqurvS6pCSECoymlVLQrIYQQB7NevXpx++23c/vttwe13urVqznjjDOcnc3bcumllzJkyBDuv//+EGsqxKFNWoqEECJGDRw4kMcff7zVZJUOTU1NDB48mDvuuCPyFRPiICUdrYUQIoZNnDgxoHJJSUk88MADEa6NEAc3uXwmhBBCCIFcPhNCCCGEACQoEkIIIYQAJCgSQgghhAAkKBJCCCGEACQoEkIIIYQAJCgSQgghhAAkKBJCCCGEACQoEkIIIYQAJCgSQgghhADg/wGd/OAO0E24pwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132093\n", + "Full nudge sequence is 0 dudd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[4] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 137\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132095\n", + "Full nudge sequence is 0 ddddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[5] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 211\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132100\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 107\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132104\n", + "Full nudge sequence is 0 dd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 79\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132108\n", + "Full nudge sequence is 0 dddddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dddddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[6] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 513\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132110\n", + "Full nudge sequence is 0 ddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[3] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 54\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132111\n", + "Full nudge sequence is 0 du\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is Series([], Name: NudgeSequenceReduced_Naive, dtype: object)\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 155\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132113\n", + "Full nudge sequence is 0 uddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 u\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[4] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 327\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132126\n", + "Full nudge sequence is 0 duu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 u\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[3] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 464\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132127\n", + "Full nudge sequence is 0 ddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 ddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 dd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[3] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 211\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132137\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 102\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132139\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 369\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132142\n", + "Full nudge sequence is 0 dd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 d\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[2] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 148\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132145\n", + "Full nudge sequence is 0 dddddd\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 dddddd\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 ddddd\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[6] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 147\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132152\n", + "Full nudge sequence is 0 u\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 u\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is Series([], Name: NudgeSequenceReduced_Correct, dtype: object)\n", + "[1] nudges this run\n", + "seq val is 1\n", + "RADIATOR:NAME\n", + "JD80-212 80um 45/135 deg 196\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 132158\n", + "Full nudge sequence is 0 duuuuu\n", + "Name: NudgeSequence, dtype: object\n", + "Reduced nudge sequence is 0 uuuu\n", + "Name: NudgeSequenceReduced_Naive, dtype: object\n", + "Reduced nudge sequence w/ backlash is 0 uuu\n", + "Name: NudgeSequenceReduced_Correct, dtype: object\n", + "[6] nudges this run\n", + "seq val is 1\n", + "seq val is 2\n", + "seq val is 3\n", + "seq val is 4\n", + "seq val is 5\n", + "seq val is 6\n", + "RADIATOR:NAME\n", + "JD80-212 80um 0/90 deg 286\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for runNum in backlash_runs_2025:\n", + " plot_run(df_2025_good,runNum)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [ + { + "datasetId": 7606862, + "sourceId": 12083762, + "sourceType": "datasetVersion" + } + ], + "dockerImageVersionId": 31040, + "isGpuEnabled": false, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/coherent_edge_nudges/cleanAndConvertData_txt_to_csv.py b/coherent_edge_nudges/cleanAndConvertData_txt_to_csv.py new file mode 100644 index 0000000..53fe783 --- /dev/null +++ b/coherent_edge_nudges/cleanAndConvertData_txt_to_csv.py @@ -0,0 +1,92 @@ + + +def clean_file(inputFilePath, ColumnName, outputFilePath, badValues=["<<","Network","disconnection",">>","<"]): + + print("starting file",inputFilePath) + # need to replace things like + # << Network disconnection >>, + # with nan. + # for run number, we may be able to use ccdb to recover some of the info. + + newFile = "Date-Time, "+ColumnName+"\n" + + last_time = "ooooooSpoookyOOOOOO" + + with open(inputFilePath,"r") as file: + + line_list = file.readlines() + + for line in line_list: + + # element zero is date, 1 is time, 3 is column from EPICS (assuming no spaces) + split_line = line.split() + + + # catches "<< Network disconnection >>", and can add bad vals (ie like run number of 0) + if split_line[2] in badValues: + print(split_line) + split_line[2] = "Undefined" + + continue # for now just skip if it is undefined or 0 + + output_time = split_line[0]+"T"+split_line[1] + # convert split_line[0] and split_line[1] to a python datetime friendly format for later + #output_line = output_time+","+split_line[2]# this breaks radiator name, which has spaces in the actual variable values, using [2:] should work + output_line = output_time+","+" ".join(split_line[2:]) + # some readback variables have multiple readings for each second + # don't have time precision to keep all readings, so just take first in those cases + if output_time==last_time: + continue + else: + last_time = output_time + + newFile += output_line+"\n" + + + with open(outputFilePath,"w") as file: + file.write(newFile) + + print("successfully wrote file",outputFilePath) + + +# takes the result of one myget command in a .txt file +# format Date-Time Column-Info +# and converted Date-Time to format that is python datetime friendly +# and cleans obvious bad values in Column +# then outputs as a csv file with two columns, datetime and column +# these will later be merged into a single csv +if __name__ == "__main__": + + run_periods = ["Spring2020","Spring2023","Spring2025"] + + for runPeriod in run_periods: + # all run configuration info + clean_file("rawData/"+runPeriod+"/cbrem_plane.txt","CBREM:PLANE","csv_data/initial_converted/"+runPeriod+"/cbrem_plane.csv") + clean_file("rawData/"+runPeriod+"/daq_status.txt","DAQ:STATUS","csv_data/initial_converted/"+runPeriod+"/daq_status.csv") + clean_file("rawData/"+runPeriod+"/goni_pitch_rbv.txt","GONI:PITCH.RBV","csv_data/initial_converted/"+runPeriod+"/goni_pitch_rbv.csv") + clean_file("rawData/"+runPeriod+"/goni_pitch.txt","GONI:PITCH","csv_data/initial_converted/"+runPeriod+"/goni_pitch.csv") + clean_file("rawData/"+runPeriod+"/goni_roll_rbv.txt","GONI:ROLL.RBV","csv_data/initial_converted/"+runPeriod+"/goni_roll_rbv.csv") + clean_file("rawData/"+runPeriod+"/goni_roll.txt","GONI:ROLL","csv_data/initial_converted/"+runPeriod+"/goni_roll.csv") + clean_file("rawData/"+runPeriod+"/goni_x_rbv.txt","GONI:X.RBV","csv_data/initial_converted/"+runPeriod+"/goni_x_rbv.csv") + clean_file("rawData/"+runPeriod+"/goni_x.txt","GONI:X","csv_data/initial_converted/"+runPeriod+"/goni_x.csv") + clean_file("rawData/"+runPeriod+"/goni_y_rbv.txt","GONI:Y.RBV","csv_data/initial_converted/"+runPeriod+"/goni_y_rbv.csv") + clean_file("rawData/"+runPeriod+"/goni_y.txt","GONI:Y","csv_data/initial_converted/"+runPeriod+"/goni_y.csv") + clean_file("rawData/"+runPeriod+"/goni_yaw_rbv.txt","GONI:YAW.RBV","csv_data/initial_converted/"+runPeriod+"/goni_yaw_rbv.csv") + clean_file("rawData/"+runPeriod+"/goni_yaw.txt","GONI:YAW","csv_data/initial_converted/"+runPeriod+"/goni_yaw.csv") + clean_file("rawData/"+runPeriod+"/run_number.txt","RunNumber","csv_data/initial_converted/"+runPeriod+"/run_number.csv",["<<","0"]) + + + # photon and electron beam info + clean_file("rawData/"+runPeriod+"/ac_x.txt","AC:X","csv_data/initial_converted/"+runPeriod+"/ac_x.csv") + clean_file("rawData/"+runPeriod+"/ac_y.txt","AC:Y","csv_data/initial_converted/"+runPeriod+"/ac_y.csv") + clean_file("rawData/"+runPeriod+"/ebeam_current.txt","EBEAM:CURRENT","csv_data/initial_converted/"+runPeriod+"/ebeam_current.csv") + clean_file("rawData/"+runPeriod+"/ebeam_energy.txt","EBEAM:ENERGY","csv_data/initial_converted/"+runPeriod+"/ebeam_energy.csv") + clean_file("rawData/"+runPeriod+"/ebeam_x.txt","EBEAM:X","csv_data/initial_converted/"+runPeriod+"/ebeam_x.csv") + clean_file("rawData/"+runPeriod+"/ebeam_y.txt","EBEAM:Y","csv_data/initial_converted/"+runPeriod+"/ebeam_y.csv") + clean_file("rawData/"+runPeriod+"/photonbeam_energy_desired.txt","PBEAM:SET","csv_data/initial_converted/"+runPeriod+"/photonbeam_energy_desired.csv") + clean_file("rawData/"+runPeriod+"/photonbeam_energy_uncertainty.txt","PBEAM:WIDTH","csv_data/initial_converted/"+runPeriod+"/photonbeam_energy_uncertainty.csv") + clean_file("rawData/"+runPeriod+"/photonbeam_energy.txt","PBEAM:ENERGY","csv_data/initial_converted/"+runPeriod+"/photonbeam_energy.csv") + clean_file("rawData/"+runPeriod+"/radiator_id.txt","RADIATOR:ID","csv_data/initial_converted/"+runPeriod+"/radiator_id.csv") + clean_file("rawData/"+runPeriod+"/radiator_name.txt","RADIATOR:NAME","csv_data/initial_converted/"+runPeriod+"/radiator_name.csv") + if runPeriod=='Spring2023' or runPeriod=='Spring2025': + clean_file("rawData/"+runPeriod+"/beam_lock.txt","AC:X","csv_data/initial_converted/"+runPeriod+"/beam_lock.csv") diff --git a/coherent_edge_nudges/merge_all_csv.ipynb b/coherent_edge_nudges/merge_all_csv.ipynb new file mode 100644 index 0000000..d096599 --- /dev/null +++ b/coherent_edge_nudges/merge_all_csv.ipynb @@ -0,0 +1,14868 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:18:01.523669Z", + "iopub.status.busy": "2025-06-09T15:18:01.523410Z", + "iopub.status.idle": "2025-06-09T15:18:03.168577Z", + "shell.execute_reply": "2025-06-09T15:18:03.167538Z", + "shell.execute_reply.started": "2025-06-09T15:18:01.523636Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read in each csv file\n", + "double check variable types and ranges look good" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:18:06.242246Z", + "iopub.status.busy": "2025-06-09T15:18:06.241431Z", + "iopub.status.idle": "2025-06-09T15:18:06.248159Z", + "shell.execute_reply": "2025-06-09T15:18:06.247219Z", + "shell.execute_reply.started": "2025-06-09T15:18:06.242217Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "file_list = [\"run_number.csv\",\"daq_status.csv\",\"cbrem_plane.csv\",\"goni_roll.csv\",\"goni_roll_rbv.csv\",\"goni_x.csv\",\"goni_x_rbv.csv\",\"goni_y.csv\",\"goni_y_rbv.csv\",\"goni_pitch.csv\",\"goni_pitch_rbv.csv\",\"goni_yaw.csv\",\"goni_yaw_rbv.csv\",\"ac_x.csv\",\"ac_y.csv\",\"ebeam_current.csv\",\"ebeam_energy.csv\",\"ebeam_x.csv\",\"ebeam_y.csv\",\"photonbeam_energy_desired.csv\",\"photonbeam_energy_uncertainty.csv\",\"photonbeam_energy.csv\",\"radiator_id.csv\",\"radiator_name.csv\"]\n", + "col_names = ['RunNumber','DAQ:STATUS','CBREM:PLANE','GONI:ROLL','GONI:ROLL.RBV','GONI:X','GONI:X.RBV','GONI:Y','GONI:Y.RBV','GONI:PITCH','GONI:PITCH.RBV','GONI:YAW','GONI:YAW.RBV','AC:X',\"AC:Y\",\"EBEAM:CURRENT\",\"EBEAM:ENERGY\",\"EBEAM:X\",\"EBEAM:Y\",\"CBREM:SET_ENERGY\",\"CBREM:ENERGY_UNC\",\"CBREM:ENERGY\",\"RADIATOR:ID\",\"RADIATOR:NAME\"]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:18:09.202811Z", + "iopub.status.busy": "2025-06-09T15:18:09.202520Z", + "iopub.status.idle": "2025-06-09T15:18:33.388030Z", + "shell.execute_reply": "2025-06-09T15:18:33.387366Z", + "shell.execute_reply.started": "2025-06-09T15:18:09.202790Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "\n", + "def read_dfs(run_period):\n", + " df_list = []\n", + "\n", + " # loop over run periods\n", + " if run_period=='Spring2023':\n", + " file_list.append('beam_lock.csv')\n", + " col_names.append('EBEAM:LOCK')\n", + " for i in range(len(file_list)):\n", + "\n", + " df_tmp = pd.read_csv(\"csv_data/initial_converted/\"+run_period+\"/\"+file_list[i])\n", + "\n", + " df_tmp.columns = ['Date-Time',col_names[i]]\n", + "\n", + "\n", + " df_list.append(df_tmp)\n", + " \n", + " return df_list" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df_list_spring20 = read_dfs('Spring2020')\n", + "df_list_spring23 = read_dfs('Spring2023')\n", + "df_list_spring25 = read_dfs('Spring2025')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Merge small dataframes into big dataframe\n", + "Do outer join on Date-Time, most variables can be forward-filled. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:18:33.389649Z", + "iopub.status.busy": "2025-06-09T15:18:33.389373Z", + "iopub.status.idle": "2025-06-09T15:19:49.714800Z", + "shell.execute_reply": "2025-06-09T15:19:49.713402Z", + "shell.execute_reply.started": "2025-06-09T15:18:33.389620Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "import functools as ft \n", + "\n", + "df_spring20 = ft.reduce(lambda left, right: pd.merge(left,right, on='Date-Time',how='outer'),df_list_spring20)\n", + "df_spring23 = ft.reduce(lambda left, right: pd.merge(left,right, on='Date-Time',how='outer'),df_list_spring23)\n", + "df_spring25 = ft.reduce(lambda left, right: pd.merge(left,right, on='Date-Time',how='outer'),df_list_spring25)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RADIATOR:NAME\n", + "Undefined 663\n", + "JD70-105 47um 0/90 deg 163\n", + "4.5x10-4 Al 40um 147\n", + "JD70-105 47um 45/135 deg 131\n", + "JD70-106 50um 0/90 deg 82\n", + "JD70-106 50um 45/135 deg 54\n", + "BLANK 49\n", + "RETRACTED 41\n", + "JD70-109 50um 45/135 deg 36\n", + "JD70-107 55um 45/135 deg 18\n", + "JD70-103 50um 0/90 deg 3\n", + "W Wire 20um 1\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "print(df_spring20['RADIATOR:NAME'].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:19:49.716390Z", + "iopub.status.busy": "2025-06-09T15:19:49.716088Z", + "iopub.status.idle": "2025-06-09T15:19:49.746539Z", + "shell.execute_reply": "2025-06-09T15:19:49.745528Z", + "shell.execute_reply.started": "2025-06-09T15:19:49.716365Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Date-Time RunNumber DAQ:STATUS CBREM:PLANE GONI:ROLL \\\n", + "0 2020-01-10T00:00:00 NaN NaN NaN NaN \n", + "1 2020-01-10T00:00:01 NaN NaN NaN NaN \n", + "2 2020-01-10T00:00:02 NaN NaN NaN NaN \n", + "3 2020-01-10T00:00:03 NaN NaN NaN NaN \n", + "4 2020-01-10T00:00:04 NaN NaN NaN NaN \n", + "5 2020-01-10T00:00:05 NaN NaN NaN NaN \n", + "6 2020-01-10T00:00:06 NaN NaN NaN NaN \n", + "7 2020-01-10T00:00:07 NaN NaN NaN NaN \n", + "8 2020-01-10T00:00:08 NaN NaN NaN NaN \n", + "9 2020-01-10T00:00:09 NaN NaN NaN NaN \n", + "\n", + " GONI:ROLL.RBV GONI:X GONI:X.RBV GONI:Y GONI:Y.RBV ... AC:Y \\\n", + "0 NaN NaN NaN NaN NaN ... -0.635395 \n", + "1 NaN NaN NaN NaN NaN ... NaN \n", + "2 NaN NaN NaN NaN NaN ... NaN \n", + "3 NaN NaN NaN NaN NaN ... NaN \n", + "4 NaN NaN NaN NaN NaN ... NaN \n", + "5 NaN NaN NaN NaN NaN ... NaN \n", + "6 NaN NaN NaN NaN NaN ... NaN \n", + "7 NaN NaN NaN NaN NaN ... -0.596252 \n", + "8 NaN NaN NaN NaN NaN ... -0.610045 \n", + "9 NaN NaN NaN NaN NaN ... NaN \n", + "\n", + " EBEAM:CURRENT EBEAM:ENERGY EBEAM:X EBEAM:Y CBREM:SET_ENERGY \\\n", + "0 156.0 11374.4 NaN NaN NaN \n", + "1 153.0 11374.3 -0.497845 0.995442 NaN \n", + "2 NaN 11374.4 NaN NaN NaN \n", + "3 154.5 11374.4 NaN NaN NaN \n", + "4 151.5 11374.4 NaN NaN NaN \n", + "5 153.0 11374.3 NaN NaN NaN \n", + "6 150.0 11374.5 -0.517417 1.006250 NaN \n", + "7 151.5 11374.5 NaN NaN NaN \n", + "8 153.0 11374.4 NaN NaN NaN \n", + "9 150.0 11374.4 NaN NaN NaN \n", + "\n", + " CBREM:ENERGY_UNC CBREM:ENERGY RADIATOR:ID RADIATOR:NAME \n", + "0 NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN \n", + "5 NaN NaN NaN NaN \n", + "6 NaN NaN NaN NaN \n", + "7 NaN NaN NaN NaN \n", + "8 NaN NaN NaN NaN \n", + "9 NaN NaN NaN NaN \n", + "\n", + "[10 rows x 25 columns]\n", + " Date-Time RunNumber DAQ:STATUS CBREM:PLANE GONI:ROLL \\\n", + "0 2023-01-21T00:00:06 NaN NaN NaN NaN \n", + "1 2023-01-21T00:00:07 NaN NaN NaN NaN \n", + "2 2023-01-21T00:00:08 NaN NaN NaN NaN \n", + "3 2023-01-21T00:00:09 NaN NaN NaN NaN \n", + "4 2023-01-21T00:00:10 NaN NaN NaN NaN \n", + "5 2023-01-21T00:00:21 NaN NaN NaN NaN \n", + "6 2023-01-21T00:00:22 NaN NaN NaN NaN \n", + "7 2023-01-21T00:00:25 NaN NaN NaN NaN \n", + "8 2023-01-21T00:00:26 NaN NaN NaN NaN \n", + "9 2023-01-21T00:00:35 NaN NaN NaN NaN \n", + "\n", + " GONI:ROLL.RBV GONI:X GONI:X.RBV GONI:Y GONI:Y.RBV ... EBEAM:CURRENT \\\n", + "0 NaN NaN NaN NaN NaN ... 3.0 \n", + "1 NaN NaN NaN NaN NaN ... 0.0 \n", + "2 NaN NaN NaN NaN NaN ... 3.0 \n", + "3 NaN NaN NaN NaN NaN ... 1.5 \n", + "4 NaN NaN NaN NaN NaN ... 0.0 \n", + "5 NaN NaN NaN NaN NaN ... 1.5 \n", + "6 NaN NaN NaN NaN NaN ... 0.0 \n", + "7 NaN NaN NaN NaN NaN ... 1.5 \n", + "8 NaN NaN NaN NaN NaN ... 0.0 \n", + "9 NaN NaN NaN NaN NaN ... 1.5 \n", + "\n", + " EBEAM:ENERGY EBEAM:X EBEAM:Y CBREM:SET_ENERGY CBREM:ENERGY_UNC \\\n", + "0 NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN NaN \n", + "5 NaN NaN NaN NaN NaN \n", + "6 NaN NaN NaN NaN NaN \n", + "7 NaN NaN NaN NaN NaN \n", + "8 NaN NaN NaN NaN NaN \n", + "9 NaN NaN NaN NaN NaN \n", + "\n", + " CBREM:ENERGY RADIATOR:ID RADIATOR:NAME EBEAM:LOCK \n", + "0 NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN \n", + "5 NaN NaN NaN NaN \n", + "6 NaN NaN NaN NaN \n", + "7 NaN NaN NaN NaN \n", + "8 NaN NaN NaN NaN \n", + "9 NaN NaN NaN NaN \n", + "\n", + "[10 rows x 26 columns]\n", + " Date-Time RunNumber DAQ:STATUS CBREM:PLANE GONI:ROLL \\\n", + "0 2025-05-03T20:00:09 NaN NaN NaN NaN \n", + "1 2025-05-03T20:00:10 NaN NaN NaN NaN \n", + "2 2025-05-03T20:00:17 NaN NaN NaN NaN \n", + "3 2025-05-03T20:00:18 NaN NaN NaN NaN \n", + "4 2025-05-03T20:00:19 NaN NaN NaN NaN \n", + "5 2025-05-03T20:00:20 NaN NaN NaN NaN \n", + "6 2025-05-03T20:00:29 NaN NaN NaN NaN \n", + "7 2025-05-03T20:00:30 NaN NaN NaN NaN \n", + "8 2025-05-03T20:00:32 NaN NaN NaN NaN \n", + "9 2025-05-03T20:00:34 NaN NaN NaN NaN \n", + "\n", + " GONI:ROLL.RBV GONI:X GONI:X.RBV GONI:Y GONI:Y.RBV ... EBEAM:CURRENT \\\n", + "0 NaN NaN NaN NaN NaN ... 1.5 \n", + "1 NaN NaN NaN NaN NaN ... 0.0 \n", + "2 NaN NaN NaN NaN NaN ... 1.5 \n", + "3 NaN NaN NaN NaN NaN ... 0.0 \n", + "4 NaN NaN NaN NaN NaN ... 1.5 \n", + "5 NaN NaN NaN NaN NaN ... 0.0 \n", + "6 NaN NaN NaN NaN NaN ... 1.5 \n", + "7 NaN NaN NaN NaN NaN ... 0.0 \n", + "8 NaN NaN NaN NaN NaN ... 1.5 \n", + "9 NaN NaN NaN NaN NaN ... 0.0 \n", + "\n", + " EBEAM:ENERGY EBEAM:X EBEAM:Y CBREM:SET_ENERGY CBREM:ENERGY_UNC \\\n", + "0 NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN NaN \n", + "5 NaN NaN NaN NaN NaN \n", + "6 NaN NaN NaN NaN NaN \n", + "7 NaN NaN NaN NaN NaN \n", + "8 NaN NaN NaN NaN NaN \n", + "9 NaN NaN NaN NaN NaN \n", + "\n", + " CBREM:ENERGY RADIATOR:ID RADIATOR:NAME EBEAM:LOCK \n", + "0 NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN \n", + "5 NaN NaN NaN NaN \n", + "6 NaN NaN NaN NaN \n", + "7 NaN NaN NaN NaN \n", + "8 NaN NaN NaN NaN \n", + "9 NaN NaN NaN NaN \n", + "\n", + "[10 rows x 26 columns]\n" + ] + } + ], + "source": [ + "print(df_spring20.head(10))\n", + "print(df_spring23.head(10))\n", + "print(df_spring25.head(10))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:20:11.346545Z", + "iopub.status.busy": "2025-06-09T15:20:11.346145Z", + "iopub.status.idle": "2025-06-09T15:20:15.135205Z", + "shell.execute_reply": "2025-06-09T15:20:15.134347Z", + "shell.execute_reply.started": "2025-06-09T15:20:11.346514Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# here we are curious how many non-null values each variable has out of the box\n", + "import matplotlib.pyplot as plt\n", + "\n", + "df_list = [df_spring20,df_spring23,df_spring25]\n", + "run_periods = [\"Spring2020\",\"Spring2023\",\"Spring2025\"]\n", + "\n", + "for i in range(len(df_list)):\n", + "\n", + " df_tmp = df_list[i]\n", + "\n", + " xvals = [i for i in range(len(df_tmp.columns))]\n", + " yvals = [df_tmp[variable].count() for variable in df_tmp.columns]\n", + "\n", + " ax = plt.subplot()\n", + " plt.subplots_adjust(bottom=0.35)\n", + " plt.bar(xvals,yvals)\n", + " plt.title('NonNull Counts for Each Variable in '+run_periods[i])\n", + " ax.set_xticks(xvals,df_tmp.columns)\n", + " plt.xticks(rotation=90)\n", + " plt.yscale('log')\n", + " plt.savefig('plots/nonNull_variableCounts_'+run_periods[i]+'.pdf')\n", + " plt.show()\n", + " plt.clf()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 11267760 entries, 0 to 11267759\n", + "Data columns (total 25 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Date-Time 11267760 non-null object \n", + " 1 RunNumber 1918 non-null float64\n", + " 2 DAQ:STATUS 5325 non-null float64\n", + " 3 CBREM:PLANE 1110 non-null float64\n", + " 4 GONI:ROLL 516 non-null float64\n", + " 5 GONI:ROLL.RBV 14984 non-null float64\n", + " 6 GONI:X 2782 non-null float64\n", + " 7 GONI:X.RBV 25302 non-null float64\n", + " 8 GONI:Y 685 non-null float64\n", + " 9 GONI:Y.RBV 22460 non-null float64\n", + " 10 GONI:PITCH 4733 non-null float64\n", + " 11 GONI:PITCH.RBV 22050 non-null float64\n", + " 12 GONI:YAW 5687 non-null float64\n", + " 13 GONI:YAW.RBV 19096 non-null float64\n", + " 14 AC:X 1603872 non-null float64\n", + " 15 AC:Y 1645795 non-null float64\n", + " 16 EBEAM:CURRENT 10272932 non-null float64\n", + " 17 EBEAM:ENERGY 5407203 non-null float64\n", + " 18 EBEAM:X 1445837 non-null float64\n", + " 19 EBEAM:Y 1196559 non-null float64\n", + " 20 CBREM:SET_ENERGY 9 non-null float64\n", + " 21 CBREM:ENERGY_UNC 1254246 non-null float64\n", + " 22 CBREM:ENERGY 1253187 non-null float64\n", + " 23 RADIATOR:ID 1011 non-null float64\n", + " 24 RADIATOR:NAME 1388 non-null object \n", + "dtypes: float64(23), object(2)\n", + "memory usage: 2.1+ GB\n", + "None\n", + "\n", + "RangeIndex: 3297897 entries, 0 to 3297896\n", + "Data columns (total 26 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Date-Time 3297897 non-null object \n", + " 1 RunNumber 924 non-null float64\n", + " 2 DAQ:STATUS 2606 non-null float64\n", + " 3 CBREM:PLANE 442 non-null float64\n", + " 4 GONI:ROLL 221 non-null float64\n", + " 5 GONI:ROLL.RBV 5218 non-null float64\n", + " 6 GONI:X 1471 non-null float64\n", + " 7 GONI:X.RBV 11577 non-null float64\n", + " 8 GONI:Y 295 non-null float64\n", + " 9 GONI:Y.RBV 5175 non-null float64\n", + " 10 GONI:PITCH 2395 non-null float64\n", + " 11 GONI:PITCH.RBV 9139 non-null float64\n", + " 12 GONI:YAW 2390 non-null float64\n", + " 13 GONI:YAW.RBV 7103 non-null float64\n", + " 14 AC:X 1107703 non-null float64\n", + " 15 AC:Y 1045117 non-null float64\n", + " 16 EBEAM:CURRENT 2930804 non-null float64\n", + " 17 EBEAM:ENERGY 2080558 non-null float64\n", + " 18 EBEAM:X 720395 non-null float64\n", + " 19 EBEAM:Y 646262 non-null float64\n", + " 20 CBREM:SET_ENERGY 7 non-null float64\n", + " 21 CBREM:ENERGY_UNC 608657 non-null float64\n", + " 22 CBREM:ENERGY 590860 non-null float64\n", + " 23 RADIATOR:ID 291 non-null float64\n", + " 24 RADIATOR:NAME 460 non-null object \n", + " 25 EBEAM:LOCK 46890 non-null float64\n", + "dtypes: float64(24), object(2)\n", + "memory usage: 654.2+ MB\n", + "None\n", + "\n", + "RangeIndex: 2456436 entries, 0 to 2456435\n", + "Data columns (total 26 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Date-Time 2456436 non-null object \n", + " 1 RunNumber 754 non-null float64\n", + " 2 DAQ:STATUS 1946 non-null float64\n", + " 3 CBREM:PLANE 359 non-null float64\n", + " 4 GONI:ROLL 139 non-null float64\n", + " 5 GONI:ROLL.RBV 3216 non-null float64\n", + " 6 GONI:X 150 non-null float64\n", + " 7 GONI:X.RBV 8648 non-null float64\n", + " 8 GONI:Y 151 non-null float64\n", + " 9 GONI:Y.RBV 6866 non-null float64\n", + " 10 GONI:PITCH 1619 non-null float64\n", + " 11 GONI:PITCH.RBV 4173 non-null float64\n", + " 12 GONI:YAW 1748 non-null float64\n", + " 13 GONI:YAW.RBV 5972 non-null float64\n", + " 14 AC:X 838757 non-null float64\n", + " 15 AC:Y 876164 non-null float64\n", + " 16 EBEAM:CURRENT 1923077 non-null float64\n", + " 17 EBEAM:ENERGY 1875877 non-null float64\n", + " 18 EBEAM:X 921310 non-null float64\n", + " 19 EBEAM:Y 813162 non-null float64\n", + " 20 CBREM:SET_ENERGY 1 non-null object \n", + " 21 CBREM:ENERGY_UNC 354609 non-null float64\n", + " 22 CBREM:ENERGY 354609 non-null float64\n", + " 23 RADIATOR:ID 223 non-null float64\n", + " 24 RADIATOR:NAME 326 non-null object \n", + " 25 EBEAM:LOCK 9121 non-null float64\n", + "dtypes: float64(23), object(3)\n", + "memory usage: 487.3+ MB\n", + "None\n" + ] + } + ], + "source": [ + "print(df_spring20.info(show_counts=True))\n", + "print(df_spring23.info(show_counts=True))\n", + "print(df_spring25.info(show_counts=True))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "df_spring25.drop('CBREM:SET_ENERGY',axis=1,inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:20:23.446934Z", + "iopub.status.busy": "2025-06-09T15:20:23.446445Z", + "iopub.status.idle": "2025-06-09T15:20:37.089317Z", + "shell.execute_reply": "2025-06-09T15:20:37.088391Z", + "shell.execute_reply.started": "2025-06-09T15:20:23.446911Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "# these are all set points or measurements for the controls \n", + "# nans occur during outer join when there is no updated value for a column \n", + "# forward filling is appropriate here, since it is the last measured value\n", + "df_spring20 = df_spring20.ffill() \n", + "df_spring23 = df_spring23.ffill()\n", + "df_spring25 = df_spring25.ffill()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:20:37.091270Z", + "iopub.status.busy": "2025-06-09T15:20:37.090760Z", + "iopub.status.idle": "2025-06-09T15:20:45.374751Z", + "shell.execute_reply": "2025-06-09T15:20:45.374059Z", + "shell.execute_reply.started": "2025-06-09T15:20:37.091236Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "# back fill to fill in initial rows \n", + "# ideally would drop nans instead, but some variables (like setpoint energy) are very sparse, which can result in large swaths of data being lost\n", + "df_spring20 = df_spring20.bfill() \n", + "df_spring23 = df_spring23.bfill()\n", + "df_spring25 = df_spring25.bfill()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:20:45.410720Z", + "iopub.status.busy": "2025-06-09T15:20:45.410399Z", + "iopub.status.idle": "2025-06-09T15:20:45.435123Z", + "shell.execute_reply": "2025-06-09T15:20:45.434337Z", + "shell.execute_reply.started": "2025-06-09T15:20:45.410697Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 11267760 entries, 0 to 11267759\n", + "Data columns (total 25 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Date-Time 11267760 non-null object \n", + " 1 RunNumber 11267760 non-null float64\n", + " 2 DAQ:STATUS 11267760 non-null float64\n", + " 3 CBREM:PLANE 11267760 non-null float64\n", + " 4 GONI:ROLL 11267760 non-null float64\n", + " 5 GONI:ROLL.RBV 11267760 non-null float64\n", + " 6 GONI:X 11267760 non-null float64\n", + " 7 GONI:X.RBV 11267760 non-null float64\n", + " 8 GONI:Y 11267760 non-null float64\n", + " 9 GONI:Y.RBV 11267760 non-null float64\n", + " 10 GONI:PITCH 11267760 non-null float64\n", + " 11 GONI:PITCH.RBV 11267760 non-null float64\n", + " 12 GONI:YAW 11267760 non-null float64\n", + " 13 GONI:YAW.RBV 11267760 non-null float64\n", + " 14 AC:X 11267760 non-null float64\n", + " 15 AC:Y 11267760 non-null float64\n", + " 16 EBEAM:CURRENT 11267760 non-null float64\n", + " 17 EBEAM:ENERGY 11267760 non-null float64\n", + " 18 EBEAM:X 11267760 non-null float64\n", + " 19 EBEAM:Y 11267760 non-null float64\n", + " 20 CBREM:SET_ENERGY 11267760 non-null float64\n", + " 21 CBREM:ENERGY_UNC 11267760 non-null float64\n", + " 22 CBREM:ENERGY 11267760 non-null float64\n", + " 23 RADIATOR:ID 11267760 non-null float64\n", + " 24 RADIATOR:NAME 11267760 non-null object \n", + "dtypes: float64(23), object(2)\n", + "memory usage: 2.1+ GB\n", + "None\n", + "\n", + "RangeIndex: 3297897 entries, 0 to 3297896\n", + "Data columns (total 26 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Date-Time 3297897 non-null object \n", + " 1 RunNumber 3297897 non-null float64\n", + " 2 DAQ:STATUS 3297897 non-null float64\n", + " 3 CBREM:PLANE 3297897 non-null float64\n", + " 4 GONI:ROLL 3297897 non-null float64\n", + " 5 GONI:ROLL.RBV 3297897 non-null float64\n", + " 6 GONI:X 3297897 non-null float64\n", + " 7 GONI:X.RBV 3297897 non-null float64\n", + " 8 GONI:Y 3297897 non-null float64\n", + " 9 GONI:Y.RBV 3297897 non-null float64\n", + " 10 GONI:PITCH 3297897 non-null float64\n", + " 11 GONI:PITCH.RBV 3297897 non-null float64\n", + " 12 GONI:YAW 3297897 non-null float64\n", + " 13 GONI:YAW.RBV 3297897 non-null float64\n", + " 14 AC:X 3297897 non-null float64\n", + " 15 AC:Y 3297897 non-null float64\n", + " 16 EBEAM:CURRENT 3297897 non-null float64\n", + " 17 EBEAM:ENERGY 3297897 non-null float64\n", + " 18 EBEAM:X 3297897 non-null float64\n", + " 19 EBEAM:Y 3297897 non-null float64\n", + " 20 CBREM:SET_ENERGY 3297897 non-null float64\n", + " 21 CBREM:ENERGY_UNC 3297897 non-null float64\n", + " 22 CBREM:ENERGY 3297897 non-null float64\n", + " 23 RADIATOR:ID 3297897 non-null float64\n", + " 24 RADIATOR:NAME 3297897 non-null object \n", + " 25 EBEAM:LOCK 3297897 non-null float64\n", + "dtypes: float64(24), object(2)\n", + "memory usage: 654.2+ MB\n", + "None\n", + "\n", + "RangeIndex: 2456436 entries, 0 to 2456435\n", + "Data columns (total 25 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Date-Time 2456436 non-null object \n", + " 1 RunNumber 2456436 non-null float64\n", + " 2 DAQ:STATUS 2456436 non-null float64\n", + " 3 CBREM:PLANE 2456436 non-null float64\n", + " 4 GONI:ROLL 2456436 non-null float64\n", + " 5 GONI:ROLL.RBV 2456436 non-null float64\n", + " 6 GONI:X 2456436 non-null float64\n", + " 7 GONI:X.RBV 2456436 non-null float64\n", + " 8 GONI:Y 2456436 non-null float64\n", + " 9 GONI:Y.RBV 2456436 non-null float64\n", + " 10 GONI:PITCH 2456436 non-null float64\n", + " 11 GONI:PITCH.RBV 2456436 non-null float64\n", + " 12 GONI:YAW 2456436 non-null float64\n", + " 13 GONI:YAW.RBV 2456436 non-null float64\n", + " 14 AC:X 2456436 non-null float64\n", + " 15 AC:Y 2456436 non-null float64\n", + " 16 EBEAM:CURRENT 2456436 non-null float64\n", + " 17 EBEAM:ENERGY 2456436 non-null float64\n", + " 18 EBEAM:X 2456436 non-null float64\n", + " 19 EBEAM:Y 2456436 non-null float64\n", + " 20 CBREM:ENERGY_UNC 2456436 non-null float64\n", + " 21 CBREM:ENERGY 2456436 non-null float64\n", + " 22 RADIATOR:ID 2456436 non-null float64\n", + " 23 RADIATOR:NAME 2456436 non-null object \n", + " 24 EBEAM:LOCK 2456436 non-null float64\n", + "dtypes: float64(23), object(2)\n", + "memory usage: 468.5+ MB\n", + "None\n" + ] + } + ], + "source": [ + "print(df_spring20.info(show_counts=True))\n", + "print(df_spring23.info(show_counts=True))\n", + "print(df_spring25.info(show_counts=True))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:21:15.780468Z", + "iopub.status.busy": "2025-06-09T15:21:15.780122Z", + "iopub.status.idle": "2025-06-09T15:21:17.120981Z", + "shell.execute_reply": "2025-06-09T15:21:17.120108Z", + "shell.execute_reply.started": "2025-06-09T15:21:15.780445Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "int64\n" + ] + } + ], + "source": [ + "# convert RunNumber, DAQ:STATUS, CBREM:PLANE to int \n", + "pd.set_option('display.max_rows', None)\n", + "\n", + "\n", + "def cast_types(df_tmp):\n", + " df_tmp.dropna(inplace=True)\n", + " df_tmp['RunNumber'] = df_tmp['RunNumber'].astype(int)\n", + " df_tmp['DAQ:STATUS'] = df_tmp['DAQ:STATUS'].astype(int)\n", + " df_tmp['CBREM:PLANE'] = df_tmp['CBREM:PLANE'].astype(int)\n", + " df_tmp['RADIATOR:ID'] = df_tmp['RADIATOR:ID'].astype(int)\n", + " return df_tmp\n", + "\n", + "df_spring20 = cast_types(df_spring20)\n", + "df_spring23 = cast_types(df_spring23)\n", + "df_spring25 = cast_types(df_spring25)\n", + "print(df_spring20['RunNumber'].dtype)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:21:17.325635Z", + "iopub.status.busy": "2025-06-09T15:21:17.325264Z", + "iopub.status.idle": "2025-06-09T15:21:17.355994Z", + "shell.execute_reply": "2025-06-09T15:21:17.354976Z", + "shell.execute_reply.started": "2025-06-09T15:21:17.325612Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "# good runs comes from RCDB query @is_dirc_production and @status_approved\n", + "good_runs_spring20 =[73266,73263,73262,73261,73260,73231,73230,73229,73228,73227,73226,73225,73224,73223,73222,73220,73219,73218,73217,73215,73214,73213,73212,73211,73210,73209,73208,73207,73191,73190,73188,73187,73186,73185,73184,73183,73182,73180,73179,73178,73177,73176,73175,73174,73173,73172,73171,73169,73168,73167,73166,73165,73164,73163,73162,73161,73160,73151,73150,73149,73148,73147,73146,73145,73144,73143,73132,73131,73130,73129,73127,73126,73125,73124,73123,73122,73121,73120,73119,73118,73117,73116,73115,73112,73108,73104,73102,73099,73096,73095,73094,73093,73092,73090,73089,73088,73087,73086,73085,73083,73082,73081,73079,73078,73077,73076,73075,73074,73073,73072,73071,73070,73069,73068,73067,73066,73065,73064,73063,73062,73061,73060,73059,73058,73057,73056,73055,73054,73053,73052,73051,73050,73049,73048,73047,73045,73044,73043,73042,73041,73040,73039,73038,72948,72947,72946,72944,72930,72929,72928,72927,72926,72925,72924,72923,72922,72921,72920,72919,72917,72916,72912,72911,72910,72909,72897,72890,72889,72888,72887,72883,72882,72881,72880,72879,72878,72872,72871,72870,72869,72868,72867,72864,72863,72862,72861,72860,72859,72858,72857,72855,72854,72852,72851,72850,72849,72848,72847,72846,72845,72844,72843,72842,72841,72840,72838,72837,72836,72835,72834,72833,72832,72831,72830,72829,72828,72827,72826,72825,72824,72823,72822,72816,72815,72814,72813,72812,72811,72801,72800,72799,72798,72797,72796,72795,72794,72793,72792,72791,72790,72789,72788,72786,72785,72783,72782,72781,72780,72779,72778,72776,72775,72774,72773,72772,72771,72770,72768,72763,72762,72761,72760,72759,72757,72756,72754,72753,72752,72751,72750,72749,72748,72747,72746,72745,72744,72743,72742,72741,72740,72739,72738,72737,72736,72734,72733,72732,72731,72730,72729,72728,72726,72725,72723,72722,72721,72720,72719,72717,72715,72714,72713,72710,72708,72707,72705,72704,72703,72702,72695,72690,72689,72688,72686,72684,72680,72679,72678,72677,72676,72673,72672,72670,72669,72668,72667,72666,72665,72663,72662,72661,72659,72658,72657,72656,72655,72654,72653,72651,72650,72649,72646,72645,72435,72434,72431,72428,72427,72426,72424,72423,72422,72420,72419,72418,72416,72414,72413,72412,72411,72410,72409,72408,72407,72406,72405,72404,72403,72401,72399,72398,72396,72395,72394,72393,72392,72391,72390,72389,72388,72387,72386,72385,72383,72381,72380,72379,72378,72377,72376,72375,72374,72372,72371,72370,72369,72368,72367,72366,72365,72364,72363,72362,72303,72302,72301,72299,72298,72297,72296,72295,72294,72293,72285,72284,72283,72282,72281,72280,72274,72273,72272,72267,72266,72265,72264,72263,72262,72261,72260,72259,72258,72257,72256,72251,72250,72249,72248,72247,72246,72245,72243,72241,72239,72238,72197,72196,72195,72194,72193,72191,72190,72189,72188,72186,72185,72184,72182,72181,72180,72179,72178,72177,72176,72175,72173,72172,72169,72168,72167,72166,72165,72164,72162,72160,72159,72158,72157,72156,72155,72154,72151,72149,72148,72147,72146,72145,72144,72142,72141,72138,72137,72136,72135,72134,72133,72132,72131,72130,72129,72128,72127,72126,72125,72124,72122,72121,72120,72119,72118,72117,72116,72114,72112,72111,72110,72109,72108,72107,72106,72105,72103,72102,72101,72100,72099,72095,72094,72092,72091,72090,72089,72087,72086,72085,72084,72083,72082,72081,72080,72079,72078,72077,72076,72075,72074,72073,72071,72070,72068,72067,72066,72065,72064,72063,72062,72061,72060,72059,72058,72057,72056,72055,72053,72052,72050,72048,72047,72046,72045,72043,72042,72041,72040,72039,72038,72037,72036,72034,72033,72031,72019,72018,72017,72016,72014,72013,72012,72011,72010,72009,72008,72007,72005,72004,72003,71999,71994,71993,71992,71991,71990,71982,71981,71980,71979,71978,71977,71976,71973,71972,71971,71970,71969,71968,71953,71952,71951,71950,71949,71947,71946,71945,71944,71943,71942,71940,71939,71938,71937,71936,71935,71934,71933,71927,71926,71925,71924,71923,71922,71921,71920,71919,71918,71916,71913,71912,71911,71910,71909,71908,71907,71906,71905,71904,71899,71898,71897,71896,71895,71894,71892,71891,71890,71889,71888,71887,71886,71885,71884,71883,71882,71881,71880,71879,71878,71877,71876,71875,71873,71872,71871,71870,71869,71868,71867,71865,71864,71863,71855,71854,71853,71852,71851,71850,71849,71848,71847,71846,71842,71841,71840,71839,71838,71837,71836,71835,71834,71833,71832,71831,71830,71827,71826,71825,71824,71823,71822,71821,71820,71819,71817,71815,71814,71813,71810,71809,71808,71807,71806,71800,71795,71794,71793,71792,71791,71790,71789,71786,71785,71784,71783,71782,71781,71780,71778,71777,71776,71775,71774,71773,71772,71770,71769,71768,71767,71766,71765,71763,71762,71761,71760,71759,71758,71757,71755,71754,71753,71752,71751,71748,71747,71743,71742,71740,71739,71737,71736,71735,71734,71729,71728,71727,71725,71724,71722,71721,71719,71718,71717,71716,71715,71714,71705,71704,71703,71701,71700,71699,71698,71697,71696,71695,71694,71693,71692,71691,71690,71689,71687,71686,71685,71684,71683,71681,71680,71679,71678,71677,71676,71675,71674,71672,71670,71669,71668,71667,71666,71663,71662,71661,71658,71656,71655,71654,71653,71652,71649,71648,71647,71646,71645,71644,71643,71641,71640,71638,71637,71635,71632,71631,71630,71629,71628,71627,71626,71625,71623,71619,71618,71617,71615,71614,71612,71603,71598,71597,71596,71594,71593,71592,71591,71590,71589,71588,71587,71586,71585,71563,71562,71561,71560,71559,71558,71557,71556,71554,71553,71551,71550,71545,71544,71543,71540,71539,71538,71537,71536,71535,71530,71529,71528,71527,71526,71525,71524,71522,71521,71520,71519,71518,71517,71516,71515,71514,71512,71511,71510,71502,71501,71500,71498,71497,71494,71493,71492,71491,71490,71487,71486,71485,71484,71483,71482,71478,71477,71475,71474,71473,71472,71470,71469,71468,71467,71466,71465,71464,71463,71462,71432,71431,71430,71429,71428,71406,71405,71404,71402,71401,71400,71396,71395,71382,71378,71377,71375,71373,71372,71371,71370,71369,71368,71365,71364,71363,71362,71358,71356,71355,71354,71353,71352,71351,71350]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:21:26.829248Z", + "iopub.status.busy": "2025-06-09T15:21:26.828925Z", + "iopub.status.idle": "2025-06-09T15:21:26.834114Z", + "shell.execute_reply": "2025-06-09T15:21:26.833089Z", + "shell.execute_reply.started": "2025-06-09T15:21:26.829226Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(11267760, 25)\n" + ] + } + ], + "source": [ + "print(df_spring20.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:21:30.751779Z", + "iopub.status.busy": "2025-06-09T15:21:30.751476Z", + "iopub.status.idle": "2025-06-09T15:24:55.991638Z", + "shell.execute_reply": "2025-06-09T15:24:55.990678Z", + "shell.execute_reply.started": "2025-06-09T15:21:30.751759Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "# need to change run number, so that run number for setup is same as for the actual data acquisition \n", + "# currently, run number only changes when DAQ:STATUS is 1, which is after radiator setup. \n", + "\n", + "# need to loop through runs. For each run, should see the sequence 0 -> 1 -> 2 for DAQ:STATUS. Once it goes 2->0, next run should start \n", + "\n", + "def fix_run_numbers(df_tmp):\n", + "\n", + " df_out = pd.DataFrame()\n", + "\n", + " run_list = df_tmp['RunNumber'].unique()\n", + " print(min(run_list),'to',max(run_list))\n", + "\n", + " for run_idx in range(len(run_list)):\n", + " if run_idx%100==0:\n", + " print(run_list[run_idx])\n", + " runVal = run_list[run_idx]\n", + " df_run = df_tmp[df_tmp['RunNumber']==runVal]\n", + "\n", + " if runVal == max(run_list): \n", + " df_out = pd.concat([df_out,df_run])\n", + " continue\n", + "\n", + "\n", + "\n", + " daq_on = False\n", + " for i, row in df_run.iterrows():\n", + " daq_status = row['DAQ:STATUS']\n", + "\n", + " if daq_status == 2:\n", + " #print(\"daq turned on\")\n", + " daq_on = True \n", + " \n", + " if daq_on and daq_status != 2:\n", + " #print(\"daq has been on, but not currently on\")\n", + " #print(\"currently assigned run number\",runVal)\n", + " #print(\"should reassign to run\",run_list[run_idx+1])\n", + "\n", + " # need to find index for original data frame\n", + " df_run.at[i,'RunNumber'] = run_list[run_idx+1]\n", + " \n", + " df_out = pd.concat([df_out,df_run])\n", + " return df_out\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Undefined' 'JD70-105 47um 0/90 deg' '4.5x10-4 Al 40um'\n", + " 'JD70-105 47um 45/135 deg' 'RETRACTED' 'BLANK' 'JD70-106 50um 0/90 deg'\n", + " 'JD70-106 50um 45/135 deg' 'W Wire 20um' 'JD70-103 50um 0/90 deg'\n", + " 'JD70-109 50um 45/135 deg' 'JD70-107 55um 45/135 deg']\n", + "[11000 0 11045 5000 16000 16045 12000 17045]\n" + ] + } + ], + "source": [ + "print(df_spring20['RADIATOR:NAME'].unique())\n", + "print(df_spring20['RADIATOR:ID'].unique())" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "71345 to 73267\n", + "71345\n", + "71445\n", + "71545\n", + "71645\n", + "71750\n", + "71850\n", + "71950\n", + "72050\n", + "72150\n", + "72250\n", + "72350\n", + "72450\n", + "72550\n", + "72650\n", + "72750\n", + "72850\n", + "72950\n", + "73050\n", + "73150\n", + "73250\n" + ] + } + ], + "source": [ + "df_spring20_fixed = fix_run_numbers(df_spring20)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "120286 to 121214\n", + "120286\n", + "120391\n", + "120491\n", + "120591\n", + "120691\n", + "120791\n", + "120891\n", + "120991\n", + "121091\n", + "121191\n" + ] + } + ], + "source": [ + "df_spring23_fixed = fix_run_numbers(df_spring23)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "131405 to 132158\n", + "131405\n", + "131505\n", + "131605\n", + "131705\n", + "131805\n", + "131905\n", + "132005\n", + "132105\n" + ] + } + ], + "source": [ + "df_spring25_fixed = fix_run_numbers(df_spring25)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "df_spring20 = df_spring20_fixed \n", + "df_spring23 = df_spring23_fixed \n", + "df_spring25 = df_spring25_fixed" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_56455/3073540703.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_spring20['goodRun'] = df_spring20['RunNumber'].isin(good_runs_spring20)\n" + ] + } + ], + "source": [ + "# remove runs where the fit script was broken\n", + "df_spring20 = df_spring20[df_spring20['RunNumber']>72094]\n", + "# set a goodRun flag equal to whether or not RunNumber is in the set of good runs - HAS TO BE AFTER FIXING RUN NUMBER!!\n", + "df_spring20['goodRun'] = df_spring20['RunNumber'].isin(good_runs_spring20)\n", + "df_spring23['goodRun'] = True \n", + "df_spring25['goodRun'] = True" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_56455/4212129611.py:4: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_spring20['Date-Time'] = pd.to_datetime(df_spring20['Date-Time'],errors='coerce')\n", + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_56455/4212129611.py:5: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_spring20['TimeStamp'] = df_spring20['Date-Time'].apply(time_convert)\n" + ] + } + ], + "source": [ + "from datetime import datetime\n", + "time_convert = lambda x: x.timestamp()\n", + "\n", + "df_spring20['Date-Time'] = pd.to_datetime(df_spring20['Date-Time'],errors='coerce')\n", + "df_spring20['TimeStamp'] = df_spring20['Date-Time'].apply(time_convert)\n", + "df_spring20.set_index('Date-Time',inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "df_spring23['Date-Time'] = pd.to_datetime(df_spring23['Date-Time'],errors='coerce')\n", + "df_spring23['TimeStamp'] = df_spring23['Date-Time'].apply(time_convert)\n", + "df_spring23.set_index('Date-Time',inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T15:24:58.897889Z", + "iopub.status.busy": "2025-06-09T15:24:58.897471Z", + "iopub.status.idle": "2025-06-09T15:25:07.959363Z", + "shell.execute_reply": "2025-06-09T15:25:07.958579Z", + "shell.execute_reply.started": "2025-06-09T15:24:58.897866Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "# one row somewhere has a weird Date-Time\n", + "df_spring25['Date-Time'] = pd.to_datetime(df_spring25['Date-Time'],errors='coerce')\n", + "df_spring25.dropna(inplace=True)\n", + "df_spring25['TimeStamp'] = df_spring25['Date-Time'].apply(time_convert)\n", + "df_spring25.set_index('Date-Time',inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "# output .csv files at this stage. Not used anywhere, but to save progress in case kernel dies. keep index since that is date-time\n", + "df_spring20.to_csv('csv_data/merged/Spring20_initialMerged.csv')\n", + "df_spring23.to_csv('csv_data/merged/Spring23_initialMerged.csv')\n", + "df_spring25.to_csv('csv_data/merged/Spring25_initialMerged.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "def reduce_seq(nudge_seq):\n", + " # backlash already accounted for, so just cancel out u and d \n", + " up_count = nudge_seq.count('u')\n", + " down_count = nudge_seq.count('d')\n", + " # final string will either be empty, or just either ups or downs (no mixed)\n", + " if up_count == down_count:\n", + " # same number of up and down nudges, has no effect\n", + " return ''\n", + " if up_count > down_count:\n", + " net_ups = up_count - down_count\n", + " out_str = \"\"\n", + " for i in range(net_ups):\n", + " out_str+=\"u\"\n", + " return out_str\n", + " if down_count > up_count:\n", + " net_downs = down_count - up_count\n", + " out_str = \"\"\n", + " for i in range(net_downs):\n", + " out_str+='d'\n", + " return out_str" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "d\n", + "u\n", + "uuu\n", + "\n" + ] + } + ], + "source": [ + "print(reduce_seq('uudd'))\n", + "print(reduce_seq('uuddd'))\n", + "print(reduce_seq('uuuuddd'))\n", + "print(reduce_seq('uuuud'))\n", + "print(reduce_seq(''))" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "def define_nudge(df_in):\n", + " # now define the nudge sequences for each run \n", + " run_list = df_in['RunNumber'].unique()\n", + " df_tmp = df_in.copy()\n", + "\n", + " df_final_out = pd.DataFrame()\n", + "\n", + "\n", + " # Run-level properties of the nudges\n", + " df_tmp['RunHasNudge'] = False # true if at least one nudge in run\n", + " df_tmp['NudgeDuringRun'] = False# only true if there was a nudge and DAQ is on (status 2)\n", + "\n", + " df_tmp['NudgeOccurred'] = False # true only for rows in with the pitch and yaw set points changed\n", + " df_tmp['TotalNudgeSize_thisRun'] = 0.0# \n", + " df_tmp['NudgeSequence'] = ''# \n", + " df_tmp['NudgeSequenceReduced_Correct'] = ''#\n", + " df_tmp['NudgeSequenceReduced_Naive'] = ''#\n", + " df_tmp['TotalNudges_thisRun'] = 0#\n", + " df_tmp['RunHasAbnormalNudge'] = False#\n", + " df_tmp['RunHasBacklash'] = False # true if control inputs reverse\n", + "\n", + "\n", + " df_tmp['ConfigChange_inProgress'] = False# True if switching radiator or PARA/PERP\n", + " df_tmp['BacklashNudge'] = False# true if the current nudge involves backlash\n", + "\n", + " df_tmp['NudgeNumber'] = 0# unique int for each nudge in the sequence\n", + "\n", + " # could iterate over reduced df of nonzero NudgeSizes\n", + " df_tmp['NudgePitchSize'] = df_tmp['GONI:PITCH'].diff().round(4)#\n", + " df_tmp['NudgeYawSize'] = df_tmp['GONI:YAW'].diff().round(4)#\n", + "\n", + " df_tmp['PitchMotionSize'] = df_tmp['GONI:PITCH.RBV'].diff().round(4)#\n", + " df_tmp['YawMotionSize'] = df_tmp['GONI:YAW.RBV'].diff().round(4)#\n", + "\n", + "\n", + " df_tmp['MotionDone'] = False\n", + " df_tmp[(df_tmp['PitchMotionSize']<0.0005)&(df_tmp['YawMotionSize']<0.0005)]['MotionDone'] = True\n", + "\n", + " df_tmp['NudgeEnSize_10s'] = df_tmp['CBREM:ENERGY'].shift(freq='-10s')\n", + "\n", + " # energy 5 seconds later, which is approx lag before energy changes\n", + " df_tmp['CBREM:ENERGY_LAG_ADJUSTED'] = df_tmp['CBREM:ENERGY'].shift(freq='-5s')\n", + "\n", + "\n", + " df_tmp = df_tmp.reset_index()\n", + "\n", + " pitch_increasing = False \n", + " pitch_decreasing = False \n", + "\n", + " yaw_increasing = False \n", + " yaw_decreasing = False\n", + "\n", + " for run_idx in range(len(run_list)):\n", + " \n", + " runVal = run_list[run_idx]\n", + " df_run = df_tmp[df_tmp['RunNumber']==runVal].copy()\n", + " df_run.reset_index(inplace=True,drop=True)\n", + "\n", + " first_time = df_run.loc[0,'TimeStamp']\n", + " # set first timestamp in run as the zero for the run \n", + " df_run['TimeStamp'] = df_run['TimeStamp']-first_time\n", + "\n", + " # if CBREM plane is 0, motor is switching between PARA and PERP configurations\n", + " # not really a nudge then, but has motor motion. \n", + " # need to not remove these though, to track motor motion. But check CBREM:PLANE before adding nudge\n", + " #df_run = df_run[(df_run['CBREM:PLANE']==1)|(df_run['CBREM:PLANE']==2)]\n", + " \n", + " run_has_nudge = False\n", + " run_has_abnormal_nudge = False\n", + "\n", + " run_has_backlash = False\n", + "\n", + " # get mode of df_run values for cbrem plane and roll (each are setpoints and should be consistent)\n", + " plane_val = df_run['CBREM:PLANE'].mode()[0]\n", + " roll_val = df_run['GONI:ROLL'].mode()[0]\n", + "\n", + " roll_0_90 = 0\n", + " roll_45_135 = 0\n", + " if runVal < 80000:\n", + " roll_0_90 = -10.5\n", + " roll_45_135 = 34.5\n", + " elif runVal< 130000:\n", + " roll_0_90 = 162\n", + " roll_45_135 = -153\n", + " elif runVal > 130000:\n", + " roll_0_90 = -16.6\n", + " roll_45_135 = 28.4\n", + " else:\n", + " print(\"run range not supported, exitting\")\n", + " exit(0)\n", + " # define orientation modes: 1 for 0/90 PARA, 2 0/90 PERP, 3 45/135 PARA, 4 45/135 PERP\n", + " orMode = 0\n", + "\n", + " if roll_val==roll_0_90:\n", + " if plane_val == 1:\n", + " # 1 is PARA\n", + " orMode = 1 # orMode is either 1 or 3\n", + " if plane_val==2:\n", + " orMode = 2 # orMode either 2 or 4\n", + "\n", + " if roll_val==roll_45_135:# for 45/135, add 2\n", + " if plane_val == 1:\n", + " orMode = 3\n", + " if plane_val==2:\n", + " orMode = 4\n", + " \n", + " # adjust to half integers \n", + " num_backlash_nudges_to_clear = 1.5\n", + " if orMode>=3:\n", + " num_backlash_nudges_to_clear = 2.5\n", + "\n", + " nudges_for_clearing_backlash = 0\n", + " print(\"RunNumber\",runVal)\n", + "\n", + " # df_nudge_rows are just the rows where the pitch or yaw changes \n", + " df_nudge_rows = df_run[(abs(df_run['NudgePitchSize'])>0.0005)|(abs(df_run['NudgeYawSize'])>0.0005)]\n", + "\n", + " total_nudge_size_this_run = 0.0\n", + " num_nudges = 0\n", + " nudge_string = \"\"\n", + " reduced_nudge_string = \"\" # just don't include backlash nudges first\n", + " nudge_has_backlash = False\n", + "\n", + " # eliminated looping over each row, now loop over nudge rows only (necessary to do backlash accounting)\n", + " for i, row in df_nudge_rows.iterrows():\n", + "\n", + " yawSetDiff = row['NudgeYawSize']\n", + " pitchSetDiff = row['NudgePitchSize']\n", + "\n", + " # checking to see if the motor direction has reversed\n", + " minStep = 0.0005\n", + " if yawSetDiff < -minStep:\n", + " # a previous step had yaw increase, but now decreasing\n", + " if yaw_increasing:\n", + " run_has_backlash = True \n", + " nudge_has_backlash = True\n", + " yaw_increasing = False\n", + " yaw_decreasing = True\n", + " \n", + " if yawSetDiff > minStep:\n", + " # a previous step had yaw decrease, but this time it increased\n", + " if yaw_decreasing:\n", + " run_has_backlash = True\n", + " nudge_has_backlash = True\n", + " yaw_decreasing = False\n", + " yaw_increasing = True\n", + " \n", + " if pitchSetDiff < -minStep:\n", + " if pitch_increasing:\n", + " run_has_backlash = True \n", + " nudge_has_backlash = True\n", + " pitch_increasing = False\n", + " pitch_decreasing = True \n", + " if pitchSetDiff > minStep:\n", + " if pitch_decreasing:\n", + " run_has_backlash = True \n", + " nudge_has_backlash = True\n", + " pitch_decreasing = False\n", + " pitch_increasing = True\n", + "\n", + " # the nudge size for this nudge\n", + " nudge_size = (yawSetDiff**2+pitchSetDiff**2)**0.5\n", + " if abs(pitchSetDiff)>1.0 or abs(yawSetDiff) > 1.0:\n", + " print(\"Abnormally large nudge\")\n", + " run_has_abnormal_nudge = True\n", + " # by def, exclude these from nudge sequence (after accounting for if it creates backlash above)\n", + " # still would go to offsetting backlash though, direction already tracked above. \n", + " if nudge_has_backlash:\n", + " nudges_for_clearing_backlash+=round(abs(nudge_size)/0.001,2)\n", + " continue\n", + " else:\n", + " # only add to nudge size if the size makes sense, ie don't add for config changes \n", + " total_nudge_size_this_run+=nudge_size\n", + "\n", + " # try to appropriately set up and down flags for each nudge based on orientation\n", + " # yaw changes for orModes of 1, 3, 4\n", + " if yawSetDiff>minStep:\n", + " # positive change in yaw causes negative change in energy\n", + " if orMode==1 or orMode==3 or orMode==4:\n", + " nudge_string+=\"d\"\n", + " num_nudges+=1\n", + " else:\n", + " print(\"YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is \",orMode)\n", + " elif yawSetDiff<-minStep:\n", + " if orMode==1 or orMode==3 or orMode==4:\n", + " nudge_string+=\"u\"\n", + " num_nudges+=1\n", + " else:\n", + " print(\"yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is \",orMode)\n", + " elif pitchSetDiff>minStep:\n", + " if orMode==2:\n", + " nudge_string+='d'\n", + " num_nudges+=1\n", + " else:\n", + " print(\"pitchSetDiff>minStep, but orMode not 2. orMode is \",orMode)\n", + " elif pitchSetDiff<-minStep:\n", + " if orMode==2:\n", + " nudge_string+='u'\n", + " num_nudges+=1\n", + " else:\n", + " print(\"pitchSetDiff<-minStep, but orMode not 2. orMode is \",orMode)\n", + " else:\n", + " print(\"nudge direction not set for \")\n", + " print(\"pitch diff of\",pitchSetDiff)\n", + " print('yaw diff of',yawSetDiff)\n", + " print('orMode is ',orMode)\n", + " print(\"roll val is \",roll_val)\n", + " \n", + " \n", + " run_has_nudge =True\n", + " row_has_nudge = True\n", + "\n", + " # set row-dependent variables\n", + " df_run.at[i,'NudgeOccurred'] = True # true only the moment the set value was changed\n", + " df_run.at[i,'NudgeNumber'] = num_nudges# only row with the nudge gets a number, all other rows are 0 \n", + "\n", + " # check if daq on and nudge occurred\n", + " if row['DAQ:STATUS']==2 and row_has_nudge:\n", + " df_run.at[i,'NudgeDuringRun'] = True\n", + " \n", + " if nudge_has_backlash:\n", + " df_run.at[i,'BacklashNudge'] = True\n", + "\n", + " nudges_for_clearing_backlash+=round(nudge_size/0.001,2)\n", + " print(\"Nudge Has Backlash\")\n", + " print(\"Nudges for clearing backlash: \",nudges_for_clearing_backlash)\n", + " print(\"Nudged needed to clear backlash\",num_backlash_nudges_to_clear)\n", + "\n", + " if nudges_for_clearing_backlash>=num_backlash_nudges_to_clear:\n", + " nudge_has_backlash = False\n", + " nudges_for_clearing_backlash = 0\n", + " print(\"Backlash cleared\")\n", + " else:\n", + " # create string of all non-backlash nudges\n", + " # this nudge is last char in nudge_string\n", + " if orMode!=0 and len(nudge_string)>=1:\n", + " reduced_nudge_string+=nudge_string[-1]\n", + "\n", + " \n", + " print('run nudge string is',nudge_string)\n", + " #print(\"total nudges for run is \",num_nudges)\n", + " df_run['RunHasBacklash'] = run_has_backlash\n", + " df_run['RunHasAbnormalNudge'] = run_has_abnormal_nudge\n", + " df_run['RunHasNudge'] = run_has_nudge\n", + " df_run['TotalNudges_thisRun'] = num_nudges\n", + "\n", + " df_run['NudgeSequence'] = nudge_string\n", + " df_run['NudgeSequenceReduced_Naive'] = reduce_seq(nudge_string)\n", + " df_run['NudgeSequenceReduced_Correct'] = reduce_seq(reduced_nudge_string)\n", + " # do this in the loop maybe\n", + " df_run['TotalNudgeSize_thisRun'] = total_nudge_size_this_run\n", + "\n", + " if len(nudge_string)!=max(df_run['NudgeNumber'].unique()):\n", + " print(\"Run \",runVal)\n", + " print(\"Nudge string \",nudge_string)\n", + " print(\"Max nudge number\",max(df_run['NudgeNumber'].unique()))\n", + " \n", + " df_final_out = pd.concat([df_final_out,df_run])\n", + "\n", + " return df_final_out\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DatetimeIndex(['2020-03-06 13:18:21', '2020-03-06 13:18:23',\n", + " '2020-03-06 13:18:24', '2020-03-06 13:18:25',\n", + " '2020-03-06 13:18:26', '2020-03-06 13:18:30',\n", + " '2020-03-06 13:18:31', '2020-03-06 13:18:33',\n", + " '2020-03-06 13:18:35', '2020-03-06 13:18:41',\n", + " ...\n", + " '2020-09-21 11:59:07', '2020-09-21 11:59:08',\n", + " '2020-09-21 11:59:12', '2020-09-21 11:59:13',\n", + " '2020-09-21 11:59:19', '2020-09-21 11:59:20',\n", + " '2020-09-21 11:59:21', '2020-09-21 11:59:24',\n", + " '2020-09-21 11:59:25', '2020-09-21 12:00:00'],\n", + " dtype='datetime64[ns]', name='Date-Time', length=7805727, freq=None)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_56455/2584711444.py:37: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_tmp[(df_tmp['PitchMotionSize']<0.0005)&(df_tmp['YawMotionSize']<0.0005)]['MotionDone'] = True\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RunNumber 72095\n", + "run nudge string is \n", + "RunNumber 72096\n", + "run nudge string is \n", + "RunNumber 72097\n", + "run nudge string is \n", + "RunNumber 72098\n", + "run nudge string is \n", + "RunNumber 72099\n", + "run nudge string is \n", + "RunNumber 72100\n", + "run nudge string is \n", + "RunNumber 72101\n", + "run nudge string is \n", + "RunNumber 72102\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dduuuuuuuuuuudd\n", + "RunNumber 72103\n", + "run nudge string is \n", + "RunNumber 72104\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 11.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is udduuuuuuuuuuu\n", + "RunNumber 72105\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1479.91\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 72106\n", + "run nudge string is \n", + "RunNumber 72107\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.7\n", + "Nudged needed to clear backlash 2.5\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.4\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.3899999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.38\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is duuuuudduuu\n", + "RunNumber 72108\n", + "run nudge string is \n", + "RunNumber 72109\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddddduuu\n", + "RunNumber 72110\n", + "run nudge string is \n", + "RunNumber 72111\n", + "run nudge string is \n", + "RunNumber 72112\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2006.32\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddddddddduu\n", + "RunNumber 72113\n", + "run nudge string is \n", + "RunNumber 72114\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72115\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddduuu\n", + "RunNumber 72116\n", + "run nudge string is u\n", + "RunNumber 72117\n", + "run nudge string is \n", + "RunNumber 72118\n", + "run nudge string is \n", + "RunNumber 72119\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2009.7\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uduuuuuuuddddd\n", + "RunNumber 72120\n", + "run nudge string is \n", + "RunNumber 72121\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72122\n", + "run nudge string is \n", + "RunNumber 72123\n", + "run nudge string is \n", + "RunNumber 72124\n", + "run nudge string is \n", + "RunNumber 72125\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72126\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72127\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dduuu\n", + "RunNumber 72128\n", + "run nudge string is \n", + "RunNumber 72129\n", + "run nudge string is \n", + "RunNumber 72130\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 4475.69\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 72131\n", + "run nudge string is \n", + "RunNumber 72132\n", + "run nudge string is \n", + "RunNumber 72133\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1427.24\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 72134\n", + "run nudge string is \n", + "RunNumber 72135\n", + "run nudge string is \n", + "RunNumber 72136\n", + "run nudge string is \n", + "RunNumber 72137\n", + "run nudge string is \n", + "RunNumber 72138\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2013.08\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is duu\n", + "RunNumber 72139\n", + "run nudge string is \n", + "RunNumber 72140\n", + "run nudge string is \n", + "RunNumber 72141\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72142\n", + "run nudge string is ddd\n", + "RunNumber 72143\n", + "run nudge string is \n", + "RunNumber 72144\n", + "run nudge string is \n", + "RunNumber 72145\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.97\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is udddddddddduuuduuuuu\n", + "RunNumber 72146\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72147\n", + "run nudge string is \n", + "RunNumber 72148\n", + "run nudge string is \n", + "RunNumber 72149\n", + "run nudge string is \n", + "RunNumber 72150\n", + "run nudge string is \n", + "RunNumber 72151\n", + "run nudge string is \n", + "RunNumber 72152\n", + "run nudge string is \n", + "RunNumber 72153\n", + "run nudge string is \n", + "RunNumber 72154\n", + "run nudge string is \n", + "RunNumber 72155\n", + "run nudge string is \n", + "RunNumber 72156\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72157\n", + "run nudge string is \n", + "RunNumber 72158\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1483.08\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72159\n", + "run nudge string is \n", + "RunNumber 72160\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72161\n", + "run nudge string is \n", + "RunNumber 72162\n", + "run nudge string is \n", + "RunNumber 72163\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1425.73\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uu\n", + "RunNumber 72164\n", + "run nudge string is \n", + "RunNumber 72165\n", + "run nudge string is \n", + "RunNumber 72166\n", + "run nudge string is \n", + "RunNumber 72167\n", + "run nudge string is \n", + "RunNumber 72168\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72169\n", + "run nudge string is \n", + "RunNumber 72170\n", + "run nudge string is \n", + "RunNumber 72171\n", + "run nudge string is dd\n", + "RunNumber 72172\n", + "run nudge string is \n", + "RunNumber 72173\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1484.39\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72174\n", + "run nudge string is \n", + "RunNumber 72175\n", + "run nudge string is \n", + "RunNumber 72176\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.6799999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "run nudge string is dddddddduuuuuuuuu\n", + "RunNumber 72177\n", + "run nudge string is \n", + "RunNumber 72178\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is dddd\n", + "RunNumber 72179\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1425.73\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uu\n", + "RunNumber 72180\n", + "run nudge string is \n", + "RunNumber 72181\n", + "run nudge string is \n", + "RunNumber 72182\n", + "run nudge string is \n", + "RunNumber 72183\n", + "run nudge string is \n", + "RunNumber 72184\n", + "run nudge string is \n", + "RunNumber 72185\n", + "run nudge string is \n", + "RunNumber 72186\n", + "run nudge string is \n", + "RunNumber 72187\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2013.23\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72188\n", + "run nudge string is \n", + "RunNumber 72189\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72190\n", + "run nudge string is dd\n", + "RunNumber 72191\n", + "run nudge string is \n", + "RunNumber 72192\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.7\n", + "Nudged needed to clear backlash 2.5\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.4\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.3899999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 5.359999999999999\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72193\n", + "run nudge string is \n", + "RunNumber 72194\n", + "run nudge string is \n", + "RunNumber 72195\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72196\n", + "run nudge string is \n", + "RunNumber 72197\n", + "run nudge string is \n", + "RunNumber 72198\n", + "run nudge string is \n", + "RunNumber 72199\n", + "run nudge string is \n", + "RunNumber 72200\n", + "run nudge string is \n", + "RunNumber 72201\n", + "run nudge string is \n", + "RunNumber 72202\n", + "run nudge string is \n", + "RunNumber 72203\n", + "run nudge string is \n", + "RunNumber 72204\n", + "run nudge string is \n", + "RunNumber 72205\n", + "run nudge string is \n", + "RunNumber 72206\n", + "run nudge string is \n", + "RunNumber 72207\n", + "run nudge string is \n", + "RunNumber 72208\n", + "run nudge string is \n", + "RunNumber 72209\n", + "run nudge string is \n", + "RunNumber 72210\n", + "run nudge string is \n", + "RunNumber 72211\n", + "run nudge string is \n", + "RunNumber 72212\n", + "run nudge string is \n", + "RunNumber 72213\n", + "run nudge string is \n", + "RunNumber 72214\n", + "run nudge string is \n", + "RunNumber 72215\n", + "run nudge string is \n", + "RunNumber 72216\n", + "run nudge string is \n", + "RunNumber 72217\n", + "run nudge string is \n", + "RunNumber 72218\n", + "run nudge string is \n", + "RunNumber 72219\n", + "run nudge string is \n", + "RunNumber 72220\n", + "run nudge string is \n", + "RunNumber 72221\n", + "run nudge string is \n", + "RunNumber 72222\n", + "run nudge string is \n", + "RunNumber 72223\n", + "run nudge string is \n", + "RunNumber 72224\n", + "run nudge string is \n", + "RunNumber 72225\n", + "run nudge string is \n", + "RunNumber 72226\n", + "run nudge string is \n", + "RunNumber 72227\n", + "run nudge string is \n", + "RunNumber 72228\n", + "run nudge string is \n", + "RunNumber 72229\n", + "run nudge string is \n", + "RunNumber 72230\n", + "run nudge string is \n", + "RunNumber 72231\n", + "run nudge string is \n", + "RunNumber 72232\n", + "run nudge string is \n", + "RunNumber 72233\n", + "run nudge string is \n", + "RunNumber 72234\n", + "run nudge string is \n", + "RunNumber 72235\n", + "run nudge string is \n", + "RunNumber 72236\n", + "run nudge string is \n", + "RunNumber 72237\n", + "run nudge string is \n", + "RunNumber 72238\n", + "run nudge string is \n", + "RunNumber 72239\n", + "run nudge string is \n", + "RunNumber 72240\n", + "run nudge string is \n", + "RunNumber 72241\n", + "run nudge string is \n", + "RunNumber 72242\n", + "run nudge string is \n", + "RunNumber 72243\n", + "run nudge string is \n", + "RunNumber 72244\n", + "run nudge string is \n", + "RunNumber 72245\n", + "run nudge string is \n", + "RunNumber 72246\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2011.28\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72247\n", + "run nudge string is \n", + "RunNumber 72248\n", + "run nudge string is \n", + "RunNumber 72249\n", + "run nudge string is \n", + "RunNumber 72250\n", + "run nudge string is \n", + "RunNumber 72251\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 72252\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72253\n", + "run nudge string is \n", + "RunNumber 72254\n", + "run nudge string is \n", + "RunNumber 72255\n", + "run nudge string is \n", + "RunNumber 72256\n", + "run nudge string is \n", + "RunNumber 72257\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddduuu\n", + "RunNumber 72258\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1551.74\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is duuuuuuuuuudddddduuuuu\n", + "RunNumber 72259\n", + "run nudge string is \n", + "RunNumber 72260\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuu\n", + "RunNumber 72261\n", + "run nudge string is \n", + "RunNumber 72262\n", + "run nudge string is \n", + "RunNumber 72263\n", + "run nudge string is \n", + "RunNumber 72264\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2014.28\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72265\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2976.12\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is duuddd\n", + "RunNumber 72266\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1484.39\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 72267\n", + "run nudge string is \n", + "RunNumber 72268\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddddddd\n", + "RunNumber 72269\n", + "run nudge string is \n", + "RunNumber 72270\n", + "run nudge string is \n", + "RunNumber 72271\n", + "run nudge string is \n", + "RunNumber 72272\n", + "run nudge string is \n", + "RunNumber 72273\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1428.85\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 72274\n", + "run nudge string is u\n", + "RunNumber 72275\n", + "run nudge string is \n", + "RunNumber 72276\n", + "run nudge string is \n", + "RunNumber 72277\n", + "run nudge string is \n", + "RunNumber 72278\n", + "run nudge string is \n", + "RunNumber 72279\n", + "run nudge string is \n", + "RunNumber 72280\n", + "run nudge string is \n", + "RunNumber 72281\n", + "run nudge string is \n", + "RunNumber 72282\n", + "run nudge string is \n", + "RunNumber 72283\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2014.88\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 72284\n", + "run nudge string is \n", + "RunNumber 72285\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1486.55\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 72286\n", + "run nudge string is \n", + "RunNumber 72287\n", + "run nudge string is \n", + "RunNumber 72288\n", + "run nudge string is \n", + "RunNumber 72289\n", + "run nudge string is \n", + "RunNumber 72290\n", + "run nudge string is \n", + "RunNumber 72291\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuu\n", + "RunNumber 72292\n", + "run nudge string is \n", + "RunNumber 72293\n", + "run nudge string is \n", + "RunNumber 72294\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1543.61\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "run nudge string is dddddddd\n", + "RunNumber 72295\n", + "run nudge string is \n", + "RunNumber 72296\n", + "run nudge string is \n", + "RunNumber 72297\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1429.61\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuu\n", + "RunNumber 72298\n", + "run nudge string is \n", + "RunNumber 72299\n", + "run nudge string is \n", + "RunNumber 72300\n", + "run nudge string is \n", + "RunNumber 72301\n", + "run nudge string is \n", + "RunNumber 72302\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2015.94\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 72303\n", + "run nudge string is \n", + "RunNumber 72304\n", + "run nudge string is \n", + "RunNumber 72305\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72306\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "run nudge string is \n", + "RunNumber 72307\n", + "run nudge string is \n", + "RunNumber 72308\n", + "run nudge string is \n", + "RunNumber 72309\n", + "run nudge string is \n", + "RunNumber 72310\n", + "run nudge string is \n", + "RunNumber 72311\n", + "run nudge string is \n", + "RunNumber 72312\n", + "run nudge string is \n", + "RunNumber 72313\n", + "run nudge string is \n", + "RunNumber 72314\n", + "run nudge string is \n", + "RunNumber 72315\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "run nudge string is \n", + "RunNumber 72316\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72317\n", + "run nudge string is \n", + "RunNumber 72318\n", + "run nudge string is \n", + "RunNumber 72319\n", + "run nudge string is \n", + "RunNumber 72320\n", + "run nudge string is \n", + "RunNumber 72321\n", + "run nudge string is \n", + "RunNumber 72322\n", + "run nudge string is \n", + "RunNumber 72323\n", + "run nudge string is \n", + "RunNumber 72324\n", + "run nudge string is \n", + "RunNumber 72325\n", + "run nudge string is \n", + "RunNumber 72326\n", + "run nudge string is \n", + "RunNumber 72327\n", + "run nudge string is \n", + "RunNumber 72328\n", + "run nudge string is \n", + "RunNumber 72329\n", + "run nudge string is \n", + "RunNumber 72330\n", + "run nudge string is \n", + "RunNumber 72331\n", + "run nudge string is \n", + "RunNumber 72332\n", + "run nudge string is \n", + "RunNumber 72333\n", + "run nudge string is \n", + "RunNumber 72334\n", + "run nudge string is \n", + "RunNumber 72335\n", + "run nudge string is \n", + "RunNumber 72336\n", + "run nudge string is \n", + "RunNumber 72337\n", + "run nudge string is \n", + "RunNumber 72338\n", + "run nudge string is \n", + "RunNumber 72339\n", + "run nudge string is \n", + "RunNumber 72340\n", + "run nudge string is \n", + "RunNumber 72341\n", + "run nudge string is \n", + "RunNumber 72342\n", + "run nudge string is \n", + "RunNumber 72343\n", + "run nudge string is \n", + "RunNumber 72344\n", + "run nudge string is \n", + "RunNumber 72345\n", + "run nudge string is \n", + "RunNumber 72346\n", + "run nudge string is \n", + "RunNumber 72347\n", + "run nudge string is \n", + "RunNumber 72348\n", + "run nudge string is \n", + "RunNumber 72349\n", + "run nudge string is \n", + "RunNumber 72350\n", + "run nudge string is \n", + "RunNumber 72351\n", + "run nudge string is \n", + "RunNumber 72352\n", + "run nudge string is \n", + "RunNumber 72353\n", + "run nudge string is \n", + "RunNumber 72354\n", + "run nudge string is \n", + "RunNumber 72355\n", + "run nudge string is \n", + "RunNumber 72356\n", + "run nudge string is \n", + "RunNumber 72357\n", + "run nudge string is \n", + "RunNumber 72358\n", + "run nudge string is \n", + "RunNumber 72359\n", + "run nudge string is \n", + "RunNumber 72360\n", + "run nudge string is \n", + "RunNumber 72361\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.69\n", + "Nudged needed to clear backlash 2.5\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.3899999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.38\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuu\n", + "RunNumber 72362\n", + "run nudge string is \n", + "RunNumber 72363\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.7\n", + "Nudged needed to clear backlash 2.5\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 4\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.4\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.3899999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.38\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1437.8999999999999\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 11.03\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddddddudd\n", + "RunNumber 72364\n", + "run nudge string is \n", + "RunNumber 72365\n", + "run nudge string is \n", + "RunNumber 72366\n", + "run nudge string is \n", + "RunNumber 72367\n", + "Abnormally large nudge\n", + "run nudge string is d\n", + "RunNumber 72368\n", + "run nudge string is \n", + "RunNumber 72369\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72370\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is uu\n", + "RunNumber 72371\n", + "run nudge string is \n", + "RunNumber 72372\n", + "run nudge string is \n", + "RunNumber 72373\n", + "run nudge string is \n", + "RunNumber 72374\n", + "run nudge string is \n", + "RunNumber 72375\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ud\n", + "RunNumber 72376\n", + "run nudge string is \n", + "RunNumber 72377\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72378\n", + "run nudge string is \n", + "RunNumber 72379\n", + "run nudge string is \n", + "RunNumber 72380\n", + "run nudge string is \n", + "RunNumber 72381\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72382\n", + "run nudge string is \n", + "RunNumber 72383\n", + "run nudge string is \n", + "RunNumber 72384\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72385\n", + "run nudge string is \n", + "RunNumber 72386\n", + "run nudge string is \n", + "RunNumber 72387\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72388\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uduuu\n", + "RunNumber 72389\n", + "run nudge string is \n", + "RunNumber 72390\n", + "run nudge string is \n", + "RunNumber 72391\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72392\n", + "run nudge string is \n", + "RunNumber 72393\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72394\n", + "run nudge string is \n", + "RunNumber 72395\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72396\n", + "run nudge string is \n", + "RunNumber 72397\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72398\n", + "run nudge string is \n", + "RunNumber 72399\n", + "run nudge string is \n", + "RunNumber 72400\n", + "run nudge string is \n", + "RunNumber 72401\n", + "run nudge string is \n", + "RunNumber 72402\n", + "run nudge string is \n", + "RunNumber 72403\n", + "run nudge string is \n", + "RunNumber 72404\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72405\n", + "run nudge string is \n", + "RunNumber 72406\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1486.55\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuu\n", + "RunNumber 72407\n", + "run nudge string is \n", + "RunNumber 72408\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72409\n", + "run nudge string is \n", + "RunNumber 72410\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1430.25\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuuu\n", + "RunNumber 72411\n", + "run nudge string is \n", + "RunNumber 72412\n", + "run nudge string is \n", + "RunNumber 72413\n", + "run nudge string is \n", + "RunNumber 72414\n", + "run nudge string is \n", + "RunNumber 72415\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72416\n", + "run nudge string is \n", + "RunNumber 72417\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2988.02\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 72418\n", + "run nudge string is \n", + "RunNumber 72419\n", + "run nudge string is \n", + "RunNumber 72420\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1431.76\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uud\n", + "RunNumber 72421\n", + "run nudge string is \n", + "RunNumber 72422\n", + "run nudge string is \n", + "RunNumber 72423\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 2\n", + "run nudge string is u\n", + "RunNumber 72424\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuuddddd\n", + "RunNumber 72425\n", + "run nudge string is \n", + "RunNumber 72426\n", + "run nudge string is \n", + "RunNumber 72427\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72428\n", + "run nudge string is \n", + "RunNumber 72429\n", + "run nudge string is \n", + "RunNumber 72430\n", + "run nudge string is \n", + "RunNumber 72431\n", + "run nudge string is \n", + "RunNumber 72432\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72433\n", + "run nudge string is d\n", + "RunNumber 72434\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuu\n", + "RunNumber 72435\n", + "run nudge string is \n", + "RunNumber 72436\n", + "run nudge string is \n", + "RunNumber 72437\n", + "run nudge string is \n", + "RunNumber 72438\n", + "run nudge string is \n", + "RunNumber 72439\n", + "run nudge string is \n", + "RunNumber 72440\n", + "run nudge string is \n", + "RunNumber 72441\n", + "run nudge string is \n", + "RunNumber 72442\n", + "run nudge string is \n", + "RunNumber 72443\n", + "run nudge string is \n", + "RunNumber 72444\n", + "run nudge string is \n", + "RunNumber 72445\n", + "run nudge string is \n", + "RunNumber 72446\n", + "run nudge string is \n", + "RunNumber 72447\n", + "run nudge string is \n", + "RunNumber 72448\n", + "run nudge string is \n", + "RunNumber 72449\n", + "run nudge string is \n", + "RunNumber 72450\n", + "run nudge string is \n", + "RunNumber 72451\n", + "run nudge string is \n", + "RunNumber 72452\n", + "run nudge string is \n", + "RunNumber 72453\n", + "run nudge string is \n", + "RunNumber 72454\n", + "run nudge string is \n", + "RunNumber 72455\n", + "run nudge string is \n", + "RunNumber 72456\n", + "run nudge string is \n", + "RunNumber 72457\n", + "run nudge string is \n", + "RunNumber 72458\n", + "run nudge string is \n", + "RunNumber 72459\n", + "run nudge string is \n", + "RunNumber 72460\n", + "run nudge string is \n", + "RunNumber 72461\n", + "run nudge string is \n", + "RunNumber 72462\n", + "run nudge string is \n", + "RunNumber 72463\n", + "run nudge string is \n", + "RunNumber 72464\n", + "run nudge string is \n", + "RunNumber 72465\n", + "run nudge string is \n", + "RunNumber 72466\n", + "run nudge string is \n", + "RunNumber 72467\n", + "run nudge string is \n", + "RunNumber 72468\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72469\n", + "run nudge string is \n", + "RunNumber 72470\n", + "run nudge string is \n", + "RunNumber 72471\n", + "run nudge string is \n", + "RunNumber 72472\n", + "run nudge string is \n", + "RunNumber 72473\n", + "run nudge string is \n", + "RunNumber 72474\n", + "run nudge string is \n", + "RunNumber 72475\n", + "run nudge string is \n", + "RunNumber 72476\n", + "run nudge string is \n", + "RunNumber 72477\n", + "run nudge string is \n", + "RunNumber 72478\n", + "run nudge string is \n", + "RunNumber 72479\n", + "run nudge string is \n", + "RunNumber 72480\n", + "run nudge string is \n", + "RunNumber 72481\n", + "run nudge string is \n", + "RunNumber 72482\n", + "run nudge string is \n", + "RunNumber 72483\n", + "run nudge string is \n", + "RunNumber 72484\n", + "run nudge string is \n", + "RunNumber 72485\n", + "run nudge string is \n", + "RunNumber 72486\n", + "run nudge string is \n", + "RunNumber 72487\n", + "run nudge string is \n", + "RunNumber 72488\n", + "run nudge string is \n", + "RunNumber 72489\n", + "run nudge string is \n", + "RunNumber 72490\n", + "run nudge string is \n", + "RunNumber 72491\n", + "run nudge string is \n", + "RunNumber 72492\n", + "run nudge string is \n", + "RunNumber 72493\n", + "run nudge string is \n", + "RunNumber 72494\n", + "run nudge string is \n", + "RunNumber 72495\n", + "run nudge string is \n", + "RunNumber 72496\n", + "run nudge string is \n", + "RunNumber 72497\n", + "run nudge string is \n", + "RunNumber 72498\n", + "run nudge string is \n", + "RunNumber 72499\n", + "run nudge string is \n", + "RunNumber 72500\n", + "run nudge string is \n", + "RunNumber 72501\n", + "run nudge string is \n", + "RunNumber 72502\n", + "run nudge string is \n", + "RunNumber 72503\n", + "run nudge string is \n", + "RunNumber 72504\n", + "run nudge string is \n", + "RunNumber 72505\n", + "run nudge string is \n", + "RunNumber 72506\n", + "run nudge string is \n", + "RunNumber 72507\n", + "run nudge string is \n", + "RunNumber 72508\n", + "run nudge string is \n", + "RunNumber 72509\n", + "run nudge string is \n", + "RunNumber 72510\n", + "run nudge string is \n", + "RunNumber 72511\n", + "run nudge string is \n", + "RunNumber 72512\n", + "run nudge string is \n", + "RunNumber 72513\n", + "run nudge string is \n", + "RunNumber 72514\n", + "run nudge string is \n", + "RunNumber 72515\n", + "run nudge string is \n", + "RunNumber 72516\n", + "run nudge string is \n", + "RunNumber 72517\n", + "run nudge string is \n", + "RunNumber 72518\n", + "run nudge string is \n", + "RunNumber 72519\n", + "run nudge string is \n", + "RunNumber 72520\n", + "run nudge string is \n", + "RunNumber 72521\n", + "run nudge string is \n", + "RunNumber 72522\n", + "run nudge string is \n", + "RunNumber 72523\n", + "run nudge string is \n", + "RunNumber 72524\n", + "run nudge string is \n", + "RunNumber 72525\n", + "run nudge string is \n", + "RunNumber 72526\n", + "run nudge string is \n", + "RunNumber 72527\n", + "run nudge string is \n", + "RunNumber 72528\n", + "run nudge string is \n", + "RunNumber 72529\n", + "run nudge string is \n", + "RunNumber 72530\n", + "run 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"RunNumber 72550\n", + "run nudge string is \n", + "RunNumber 72551\n", + "run nudge string is \n", + "RunNumber 72552\n", + "run nudge string is \n", + "RunNumber 72553\n", + "run nudge string is \n", + "RunNumber 72554\n", + "run nudge string is \n", + "RunNumber 72555\n", + "run nudge string is \n", + "RunNumber 72556\n", + "run nudge string is \n", + "RunNumber 72557\n", + "run nudge string is \n", + "RunNumber 72558\n", + "run nudge string is \n", + "RunNumber 72559\n", + "run nudge string is \n", + "RunNumber 72560\n", + "run nudge string is \n", + "RunNumber 72561\n", + "run nudge string is \n", + "RunNumber 72562\n", + "run nudge string is \n", + "RunNumber 72563\n", + "run nudge string is \n", + "RunNumber 72564\n", + "run nudge string is \n", + "RunNumber 72565\n", + "run nudge string is \n", + "RunNumber 72566\n", + "run nudge string is \n", + "RunNumber 72567\n", + "run nudge string is \n", + "RunNumber 72568\n", + "run nudge string is \n", + "RunNumber 72569\n", + "run nudge string is \n", + "RunNumber 72570\n", + "run nudge string is \n", + "RunNumber 72571\n", + "run nudge string is \n", + "RunNumber 72572\n", + "run nudge string is \n", + "RunNumber 72573\n", + "run nudge string is \n", + "RunNumber 72574\n", + "run nudge string is \n", + "RunNumber 72575\n", + "run nudge string is \n", + "RunNumber 72576\n", + "run nudge string is \n", + "RunNumber 72577\n", + "run nudge string is \n", + "RunNumber 72578\n", + "run nudge string is \n", + "RunNumber 72579\n", + "run nudge string is \n", + "RunNumber 72580\n", + "run nudge string is \n", + "RunNumber 72581\n", + "run nudge string is \n", + "RunNumber 72582\n", + "run nudge string is \n", + "RunNumber 72583\n", + "run nudge string is \n", + "RunNumber 72584\n", + "run nudge string is \n", + "RunNumber 72585\n", + "run nudge string is \n", + "RunNumber 72586\n", + "run nudge string is \n", + "RunNumber 72587\n", + "run nudge string is \n", + "RunNumber 72588\n", + "run nudge string is \n", + "RunNumber 72589\n", + "run nudge string is \n", + "RunNumber 72590\n", + "run nudge string is \n", + "RunNumber 72591\n", + "run nudge string is \n", + "RunNumber 72592\n", + "run nudge string is \n", + "RunNumber 72593\n", + "run nudge string is \n", + "RunNumber 72594\n", + "run nudge string is \n", + "RunNumber 72595\n", + "run nudge string is \n", + "RunNumber 72596\n", + "run nudge string is \n", + "RunNumber 72597\n", + "run nudge string is \n", + "RunNumber 72598\n", + "run nudge string is \n", + "RunNumber 72599\n", + "run nudge string is \n", + "RunNumber 72600\n", + "run nudge string is \n", + "RunNumber 72601\n", + "run nudge string is \n", + "RunNumber 72602\n", + "run nudge string is \n", + "RunNumber 72603\n", + "run nudge string is \n", + "RunNumber 72604\n", + "run nudge string is \n", + "RunNumber 72605\n", + "run nudge string is \n", + "RunNumber 72606\n", + "run nudge string is \n", + "RunNumber 72607\n", + "run nudge string is \n", + "RunNumber 72608\n", + "run nudge string is \n", + "RunNumber 72609\n", + "run nudge string is \n", + "RunNumber 72610\n", + "run nudge string is \n", + "RunNumber 72611\n", + "run nudge string is \n", + "RunNumber 72612\n", + "run nudge string is \n", + "RunNumber 72613\n", + "run nudge string is \n", + "RunNumber 72614\n", + "run nudge string is \n", + "RunNumber 72615\n", + "run nudge string is \n", + "RunNumber 72616\n", + "run nudge string is \n", + "RunNumber 72617\n", + "run nudge string is \n", + "RunNumber 72618\n", + "run nudge string is \n", + "RunNumber 72619\n", + "run nudge string is \n", + "RunNumber 72620\n", + "run nudge string is \n", + "RunNumber 72621\n", + "run nudge string is \n", + "RunNumber 72622\n", + "run nudge string is \n", + "RunNumber 72623\n", + "run nudge string is \n", + "RunNumber 72624\n", + "run nudge string is \n", + "RunNumber 72625\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2753.2\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "run nudge string is \n", + "RunNumber 72626\n", + "run nudge string is \n", + "RunNumber 72627\n", + "run nudge string is \n", + "RunNumber 72628\n", + "run nudge string is \n", + "RunNumber 72629\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 100.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1560.14\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Abnormally large nudge\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1557.99\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3107.92\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1502.72\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1551.61\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 1.5\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 1.5\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 1.5\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1567.68\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3101.08\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1557.37\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1555.21\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "run nudge string is \n", + "RunNumber 72630\n", + "run nudge string is \n", + "RunNumber 72631\n", + "run nudge string is \n", + "RunNumber 72632\n", + "run nudge string is \n", + "RunNumber 72633\n", + "run nudge string is \n", + "RunNumber 72634\n", + "run nudge string is \n", + "RunNumber 72635\n", + "run nudge string is \n", + "RunNumber 72636\n", + "run nudge string is \n", + "RunNumber 72637\n", + "run nudge string is \n", + "RunNumber 72638\n", + "run nudge string is \n", + "RunNumber 72639\n", + "run nudge string is \n", + "RunNumber 72640\n", + "run nudge string is \n", + "RunNumber 72641\n", + "run nudge string is \n", + "RunNumber 72642\n", + "run nudge string is \n", + "RunNumber 72643\n", + "run nudge string is \n", + "RunNumber 72644\n", + "run nudge string is \n", + "RunNumber 72645\n", + "run nudge string is \n", + "RunNumber 72646\n", + "run nudge string is \n", + "RunNumber 72647\n", + "run nudge string is \n", + "RunNumber 72648\n", + "run nudge string is \n", + "RunNumber 72649\n", + "run nudge string is \n", + "RunNumber 72650\n", + "run nudge string is uu\n", + "RunNumber 72651\n", + "run nudge string is \n", + "RunNumber 72652\n", + "run nudge string is \n", + "RunNumber 72653\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 72654\n", + "run nudge string is \n", + "RunNumber 72655\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72656\n", + "run nudge string is \n", + "RunNumber 72657\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuuuu\n", + "RunNumber 72658\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1569.64\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Abnormally large nudge\n", + "run nudge string is duuuuuudd\n", + "RunNumber 72659\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72660\n", + "run nudge string is \n", + "RunNumber 72661\n", + "run nudge string is \n", + "RunNumber 72662\n", + "run nudge string is \n", + "RunNumber 72663\n", + "run nudge string is \n", + "RunNumber 72664\n", + "run nudge string is \n", + "RunNumber 72665\n", + "run nudge string is \n", + "RunNumber 72666\n", + "Abnormally large nudge\n", + "run nudge string is dd\n", + "RunNumber 72667\n", + "run nudge string is \n", + "RunNumber 72668\n", + "run nudge string is \n", + "RunNumber 72669\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72670\n", + "run nudge string is \n", + "RunNumber 72671\n", + "run nudge string is \n", + "RunNumber 72672\n", + "run nudge string is \n", + "RunNumber 72673\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuuu\n", + "RunNumber 72674\n", + "run nudge string is \n", + "RunNumber 72675\n", + "run nudge string is \n", + "RunNumber 72676\n", + "run nudge string is \n", + "RunNumber 72677\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is d\n", + "RunNumber 72678\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1565.21\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is dddduuuu\n", + "RunNumber 72679\n", + "run nudge string is \n", + "RunNumber 72680\n", + "run nudge string is \n", + "RunNumber 72681\n", + "run nudge string is \n", + "RunNumber 72682\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 340.4\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2984.47\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 1.5\n", + "run nudge string is \n", + "RunNumber 72683\n", + "run nudge string is \n", + "RunNumber 72684\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72685\n", + "run nudge string is \n", + "RunNumber 72686\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddddddddddduuuuu\n", + "RunNumber 72687\n", + "run nudge string is \n", + "RunNumber 72688\n", + "run nudge string is \n", + "RunNumber 72689\n", + "run nudge string is \n", + "RunNumber 72690\n", + "run nudge string is \n", + "RunNumber 72691\n", + "run nudge string is \n", + "RunNumber 72692\n", + "run nudge string is \n", + "RunNumber 72693\n", + "run nudge string is \n", + "RunNumber 72694\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 4685.01\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1590.69\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 1.5\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1568.3700000000001\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1564.36\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72695\n", + "run nudge string is \n", + "RunNumber 72696\n", + "run nudge string is \n", + "RunNumber 72697\n", + "run nudge string is \n", + "RunNumber 72698\n", + "run nudge string is \n", + "RunNumber 72699\n", + "run nudge string is \n", + "RunNumber 72700\n", + "run nudge string is \n", + "RunNumber 72701\n", + "run nudge string is \n", + "RunNumber 72702\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72703\n", + "run nudge string is dd\n", + "RunNumber 72704\n", + "run nudge string is \n", + "RunNumber 72705\n", + "run nudge string is \n", + "RunNumber 72706\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "run nudge string is uud\n", + "RunNumber 72707\n", + "run nudge string is d\n", + "RunNumber 72708\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 11.03\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.6799999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "run nudge string is udduuuuuuuudddduuu\n", + "RunNumber 72709\n", + "run nudge string is \n", + "RunNumber 72710\n", + "run nudge string is \n", + "RunNumber 72711\n", + "run nudge string is \n", + "RunNumber 72712\n", + "run nudge string is \n", + "RunNumber 72713\n", + "run nudge string is \n", + "RunNumber 72714\n", + "run nudge string is \n", + "RunNumber 72715\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72716\n", + "run nudge string is \n", + "RunNumber 72717\n", + "run nudge string is \n", + "RunNumber 72718\n", + "run nudge string is \n", + "RunNumber 72719\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuu\n", + "RunNumber 72720\n", + "run nudge string is \n", + "RunNumber 72721\n", + "run nudge string is \n", + "RunNumber 72722\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2049.5699999999997\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is duuuu\n", + "RunNumber 72723\n", + "run nudge string is \n", + "RunNumber 72724\n", + "run nudge string is \n", + "RunNumber 72725\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1574.09\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72726\n", + "run nudge string is \n", + "RunNumber 72727\n", + "run nudge string is \n", + "RunNumber 72728\n", + "run nudge string is \n", + "RunNumber 72729\n", + "run nudge string is \n", + "RunNumber 72730\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuuuu\n", + "RunNumber 72731\n", + "run nudge string is \n", + "RunNumber 72732\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 11.03\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is duuddd\n", + "RunNumber 72733\n", + "run nudge string is \n", + "RunNumber 72734\n", + "run nudge string is \n", + "RunNumber 72735\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddddduuuuuuu\n", + "RunNumber 72736\n", + "run nudge string is \n", + "RunNumber 72737\n", + "run nudge string is \n", + "RunNumber 72738\n", + "run nudge string is \n", + "RunNumber 72739\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1575.5\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72740\n", + "run nudge string is \n", + "RunNumber 72741\n", + "run nudge string is \n", + "RunNumber 72742\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uddddddd\n", + "RunNumber 72743\n", + "run nudge string is \n", + "RunNumber 72744\n", + "run nudge string is \n", + "RunNumber 72745\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1563.72\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 72746\n", + "run nudge string is \n", + "RunNumber 72747\n", + "run nudge string is \n", + "RunNumber 72748\n", + "run nudge string is \n", + "RunNumber 72749\n", + "Abnormally large nudge\n", + "run nudge string is dddd\n", + "RunNumber 72750\n", + "run nudge string is \n", + "RunNumber 72751\n", + "run nudge string is \n", + "RunNumber 72752\n", + "Abnormally large nudge\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1579.71\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "run nudge string is \n", + "RunNumber 72753\n", + "run nudge string is \n", + "RunNumber 72754\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1607.61\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuuuuuudddddddddddd\n", + "RunNumber 72755\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72756\n", + "run nudge string is \n", + "RunNumber 72757\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72758\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1565.82\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72759\n", + "run nudge string is \n", + "RunNumber 72760\n", + "run nudge string is \n", + "RunNumber 72761\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3116.14\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuu\n", + "RunNumber 72762\n", + "run nudge string is \n", + "RunNumber 72763\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72764\n", + "run nudge string is ddd\n", + "RunNumber 72765\n", + "run nudge string is \n", + "RunNumber 72766\n", + "run nudge string is \n", + "RunNumber 72767\n", + "run nudge string is \n", + "RunNumber 72768\n", + "run nudge string is \n", + "RunNumber 72769\n", + "run nudge string is \n", + "RunNumber 72770\n", + "run nudge string is \n", + "RunNumber 72771\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuudddddd\n", + "RunNumber 72772\n", + "run nudge string is \n", + "RunNumber 72773\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1565.29\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 72774\n", + "run nudge string is \n", + "RunNumber 72775\n", + "run nudge string is \n", + "RunNumber 72776\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72777\n", + "run nudge string is \n", + "RunNumber 72778\n", + "run nudge string is \n", + "RunNumber 72779\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72780\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "run nudge string is ddddddu\n", + "RunNumber 72781\n", + "run nudge string is u\n", + "RunNumber 72782\n", + "run nudge string is \n", + "RunNumber 72783\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72784\n", + "run nudge string is \n", + "RunNumber 72785\n", + "run nudge string is \n", + "RunNumber 72786\n", + "run nudge string is \n", + "RunNumber 72787\n", + "run nudge string is \n", + "RunNumber 72788\n", + "run nudge string is \n", + "RunNumber 72789\n", + "run nudge string is \n", + "RunNumber 72790\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72791\n", + "run nudge string is \n", + "RunNumber 72792\n", + "run nudge string is \n", + "RunNumber 72793\n", + "run nudge string is \n", + "RunNumber 72794\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72795\n", + "run nudge string is \n", + "RunNumber 72796\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1579.71\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddd\n", + "RunNumber 72797\n", + "run nudge string is \n", + "RunNumber 72798\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuu\n", + "RunNumber 72799\n", + "run nudge string is \n", + "RunNumber 72800\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72801\n", + "run nudge string is \n", + "RunNumber 72802\n", + "run nudge string is \n", + "RunNumber 72803\n", + "run nudge string is \n", + "RunNumber 72804\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72805\n", + "run nudge string is \n", + "RunNumber 72806\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uu\n", + "RunNumber 72807\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1578.3\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72808\n", + "run nudge string is \n", + "RunNumber 72809\n", + "run nudge string is \n", + "RunNumber 72810\n", + "run nudge string is \n", + "RunNumber 72811\n", + "run nudge string is \n", + "RunNumber 72812\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.6799999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is uuudddduddduuuud\n", + "RunNumber 72813\n", + "run nudge string is \n", + "RunNumber 72814\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1557.14\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 72815\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.7\n", + "Nudged needed to clear backlash 2.5\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 4\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.4\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.3899999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.38\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 4\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 4\n", + "run nudge string is uuuuuuuddddddddddddddd\n", + "RunNumber 72816\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuuu\n", + "RunNumber 72817\n", + "run nudge string is \n", + "RunNumber 72818\n", + "run nudge string is \n", + "RunNumber 72819\n", + "run nudge string is \n", + "RunNumber 72820\n", + "run nudge string is \n", + "RunNumber 72821\n", + "run nudge string is \n", + "RunNumber 72822\n", + "run nudge string is \n", + "RunNumber 72823\n", + "run nudge string is \n", + "RunNumber 72824\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2042.85\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuu\n", + "RunNumber 72825\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72826\n", + "run nudge string is \n", + "RunNumber 72827\n", + "run nudge string is dddd\n", + "RunNumber 72828\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuu\n", + "RunNumber 72829\n", + "run nudge string is \n", + "RunNumber 72830\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72831\n", + "run nudge string is \n", + "RunNumber 72832\n", + "run nudge string is \n", + "RunNumber 72833\n", + "run nudge string is \n", + "RunNumber 72834\n", + "run nudge string is \n", + "RunNumber 72835\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2044.83\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuu\n", + "RunNumber 72836\n", + "run nudge string is \n", + "RunNumber 72837\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1576.9\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "run nudge string is dddddu\n", + "RunNumber 72838\n", + "run nudge string is \n", + "RunNumber 72839\n", + "run nudge string is \n", + "RunNumber 72840\n", + "run nudge string is \n", + "RunNumber 72841\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1604.8\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuuddddd\n", + "RunNumber 72842\n", + "run nudge string is \n", + "RunNumber 72843\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72844\n", + "run nudge string is \n", + "RunNumber 72845\n", + "run nudge string is \n", + "RunNumber 72846\n", + "run nudge string is \n", + "RunNumber 72847\n", + "run nudge string is \n", + "RunNumber 72848\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2044.83\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uu\n", + "RunNumber 72849\n", + "run nudge string is \n", + "RunNumber 72850\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1578.3\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddd\n", + "RunNumber 72851\n", + "run nudge string is \n", + "RunNumber 72852\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is uuuuudddddu\n", + "RunNumber 72853\n", + "run nudge string is \n", + "RunNumber 72854\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "run nudge string is duuuu\n", + "RunNumber 72855\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is d\n", + "RunNumber 72856\n", + "run nudge string is \n", + "RunNumber 72857\n", + "run nudge string is \n", + "RunNumber 72858\n", + "run nudge string is \n", + "RunNumber 72859\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uu\n", + "RunNumber 72860\n", + "run nudge string is \n", + "RunNumber 72861\n", + "run nudge string is \n", + "RunNumber 72862\n", + "run nudge string is \n", + "RunNumber 72863\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72864\n", + "run nudge string is \n", + "RunNumber 72865\n", + "run nudge string is \n", + "RunNumber 72866\n", + "run nudge string is \n", + "RunNumber 72867\n", + "run nudge string is \n", + "RunNumber 72868\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.69\n", + "Nudged needed to clear backlash 2.5\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.3899999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.38\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72869\n", + "run nudge string is \n", + "RunNumber 72870\n", + "run nudge string is \n", + "RunNumber 72871\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1563.65\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is udu\n", + "RunNumber 72872\n", + "run nudge string is \n", + "RunNumber 72873\n", + "run nudge string is \n", + "RunNumber 72874\n", + "run nudge string is \n", + "RunNumber 72875\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72876\n", + "run nudge string is \n", + "RunNumber 72877\n", + "run nudge string is \n", + "RunNumber 72878\n", + "run nudge string is \n", + "RunNumber 72879\n", + "run nudge string is \n", + "RunNumber 72880\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72881\n", + "run nudge string is \n", + "RunNumber 72882\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 72883\n", + "run nudge string is \n", + "RunNumber 72884\n", + "run nudge string is \n", + "RunNumber 72885\n", + "run nudge string is \n", + "RunNumber 72886\n", + "run nudge string is \n", + "RunNumber 72887\n", + "run nudge string is d\n", + "RunNumber 72888\n", + "run nudge string is \n", + "RunNumber 72889\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1564.49\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuu\n", + "RunNumber 72890\n", + "run nudge string is \n", + "RunNumber 72891\n", + "run nudge string is \n", + "RunNumber 72892\n", + "run nudge string is \n", + "RunNumber 72893\n", + "run nudge string is \n", + "RunNumber 72894\n", + "run nudge string is \n", + "RunNumber 72895\n", + "run nudge string is \n", + "RunNumber 72896\n", + "run nudge string is \n", + "RunNumber 72897\n", + "run nudge string is \n", + "RunNumber 72898\n", + "run nudge string is \n", + "RunNumber 72899\n", + "run nudge string is \n", + "RunNumber 72900\n", + "run nudge string is \n", + "RunNumber 72901\n", + "run nudge string is \n", + "RunNumber 72902\n", + "run nudge string is \n", + "RunNumber 72903\n", + "run nudge string is \n", + "RunNumber 72904\n", + "run nudge string is \n", + "RunNumber 72905\n", + "run nudge string is \n", + "RunNumber 72906\n", + "run nudge string is \n", + "RunNumber 72907\n", + "run nudge string is \n", + "RunNumber 72908\n", + "run nudge string is \n", + "RunNumber 72909\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.97\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 72910\n", + "run nudge string is \n", + "RunNumber 72911\n", + "run nudge string is \n", + "RunNumber 72912\n", + "run nudge string is \n", + "RunNumber 72913\n", + "run nudge string is \n", + "RunNumber 72914\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 100.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 110.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 180.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 170.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 210.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 200.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 210.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 170.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 200.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 200.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 190.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 150.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 170.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 170.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 170.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 170.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 160.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 170.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 90.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 190.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 180.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 200.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 180.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddddddduddddddddddudddddudddddduddddddudddddduddddddudddddduddddddudddddudddddudddddudddddudddddudddddddudddddudddddudddddduddddudddddudddddddudddddduddddddu\n", + "RunNumber 72915\n", + "run nudge string is \n", + "RunNumber 72916\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuddddddddddduuduuuduuu\n", + "RunNumber 72917\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 4.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 5.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 4.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 4.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "run nudge string is uuuuuudddduuduuuuduuuuuduuuuduuuduuuuuuuud\n", + "RunNumber 72918\n", + "run nudge string is \n", + "RunNumber 72919\n", + "run nudge string is \n", + "RunNumber 72920\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1576.95\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 72921\n", + "run nudge string is \n", + "RunNumber 72922\n", + "run nudge string is \n", + "RunNumber 72923\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is du\n", + "RunNumber 72924\n", + "run nudge string is \n", + "RunNumber 72925\n", + "run nudge string is \n", + "RunNumber 72926\n", + "run nudge string is \n", + "RunNumber 72927\n", + "run nudge string is \n", + "RunNumber 72928\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuu\n", + "RunNumber 72929\n", + "run nudge string is \n", + "RunNumber 72930\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2046.76\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 72931\n", + "run nudge string is \n", + "RunNumber 72932\n", + "run nudge string is \n", + "RunNumber 72933\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1581.85\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 72934\n", + "run nudge string is \n", + "RunNumber 72935\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.6799999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "run nudge string is uddd\n", + "RunNumber 72936\n", + "run nudge string is \n", + "RunNumber 72937\n", + "run nudge string is \n", + "RunNumber 72938\n", + "run nudge string is \n", + "RunNumber 72939\n", + "run nudge string is \n", + "RunNumber 72940\n", + "run nudge string is \n", + "RunNumber 72941\n", + "run nudge string is \n", + "RunNumber 72942\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1633.1\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 72943\n", + "run nudge string is \n", + "RunNumber 72944\n", + "run nudge string is \n", + "RunNumber 72945\n", + "run nudge string is \n", + "RunNumber 72946\n", + "run nudge string is \n", + "RunNumber 72947\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 72948\n", + "run nudge string is \n", + "RunNumber 72949\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddddddddddddduuuuuuuuuuuuddddduuuuuuuu\n", + "RunNumber 72950\n", + "run nudge string is \n", + "RunNumber 72951\n", + "run nudge string is \n", + "RunNumber 72952\n", + "run nudge string is \n", + "RunNumber 72953\n", + "run nudge string is \n", + "RunNumber 72954\n", + "run nudge string is \n", + "RunNumber 72955\n", + "run nudge string is \n", + "RunNumber 72956\n", + "run nudge string is \n", + "RunNumber 72957\n", + "run nudge string is \n", + "RunNumber 72958\n", + "run nudge string is \n", + "RunNumber 72959\n", + "run nudge string is \n", + "RunNumber 72960\n", + "run nudge string is \n", + "RunNumber 72961\n", + "run nudge string is \n", + "RunNumber 72962\n", + "run nudge string is u\n", + "RunNumber 72963\n", + "run nudge string is \n", + "RunNumber 72964\n", + "run nudge string is \n", + "RunNumber 72965\n", + "run nudge string is \n", + "RunNumber 72966\n", + "run nudge string is \n", + "RunNumber 72967\n", + "run nudge string is \n", + "RunNumber 72968\n", + "run nudge string is \n", + "RunNumber 72969\n", + "run nudge string is \n", + "RunNumber 72970\n", + "run nudge string is \n", + "RunNumber 72971\n", + "run nudge string is \n", + "RunNumber 72972\n", + "run nudge string is \n", + "RunNumber 72973\n", + "run nudge string is \n", + "RunNumber 72974\n", + "run nudge string is \n", + "RunNumber 72975\n", + "run nudge string is \n", + "RunNumber 72976\n", + "run nudge string is \n", + "RunNumber 72977\n", + "run nudge string is \n", + "RunNumber 72978\n", + "run nudge string is \n", + "RunNumber 72979\n", + "run nudge string is \n", + "RunNumber 72980\n", + "run nudge string is \n", + "RunNumber 72981\n", + "run nudge string is \n", + "RunNumber 72982\n", + "run nudge string is \n", + "RunNumber 72983\n", + "run nudge string is \n", + "RunNumber 72984\n", + "run nudge string is \n", + "RunNumber 72985\n", + "run nudge string is \n", + "RunNumber 72986\n", + "run nudge string is \n", + "RunNumber 72987\n", + "run nudge string is \n", + "RunNumber 72988\n", + "run nudge string is \n", + "RunNumber 72989\n", + "run nudge string is \n", + "RunNumber 72990\n", + "run nudge string is \n", + "RunNumber 72991\n", + "run nudge string is \n", + "RunNumber 72992\n", + "run nudge string is \n", + "RunNumber 72993\n", + "run nudge string is \n", + "RunNumber 72994\n", + "run nudge string is \n", + "RunNumber 72995\n", + "run nudge string is \n", + "RunNumber 72996\n", + "run nudge string is \n", + "RunNumber 72997\n", + "run nudge string is \n", + "RunNumber 72998\n", + "run nudge string is \n", + "RunNumber 72999\n", + "run nudge string is \n", + "RunNumber 73000\n", + "run nudge string is \n", + "RunNumber 73001\n", + "run nudge string is \n", + "RunNumber 73002\n", + "run nudge string is \n", + "RunNumber 73003\n", + "run nudge string is \n", + "RunNumber 73004\n", + "run nudge string is \n", + "RunNumber 73005\n", + "run nudge string is \n", + "RunNumber 73006\n", + "run nudge string is \n", + "RunNumber 73007\n", + "run nudge string is \n", + "RunNumber 73008\n", + "run nudge string is \n", + "RunNumber 73009\n", + "run nudge string is \n", + "RunNumber 73010\n", + "run nudge string is \n", + "RunNumber 73011\n", + "run nudge string is uuu\n", + "RunNumber 73012\n", + "run nudge string is \n", + "RunNumber 73013\n", + "run nudge string is \n", + "RunNumber 73014\n", + "run nudge string is \n", + "RunNumber 73015\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddddddd\n", + "RunNumber 73016\n", + "run nudge string is \n", + "RunNumber 73017\n", + "run nudge string is \n", + "RunNumber 73018\n", + "run nudge string is \n", + "RunNumber 73019\n", + "run nudge string is \n", + "RunNumber 73020\n", + "run nudge string is \n", + "RunNumber 73021\n", + "run nudge string is \n", + "RunNumber 73022\n", + "run nudge string is \n", + "RunNumber 73023\n", + "run nudge string is \n", + "RunNumber 73024\n", + "run nudge string is \n", + "RunNumber 73025\n", + "run nudge string is \n", + "RunNumber 73026\n", + "run nudge string is \n", + "RunNumber 73027\n", + "run nudge string is \n", + "RunNumber 73028\n", + "run nudge string is \n", + "RunNumber 73029\n", + "run nudge string is \n", + "RunNumber 73030\n", + "run nudge string is \n", + "RunNumber 73031\n", + "run nudge string is \n", + "RunNumber 73032\n", + "run nudge string is \n", + "RunNumber 73033\n", + "run nudge string is \n", + "RunNumber 73034\n", + "run nudge string is \n", + "RunNumber 73035\n", + "run nudge string is \n", + "RunNumber 73036\n", + "run nudge string is \n", + "RunNumber 73037\n", + "run nudge string is \n", + "RunNumber 73038\n", + "run nudge string is \n", + "RunNumber 73039\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "run nudge string is uuuuud\n", + "RunNumber 73040\n", + "run nudge string is \n", + "RunNumber 73041\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is duuuuuuuuuuuuu\n", + "RunNumber 73042\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73043\n", + "run nudge string is \n", + "RunNumber 73044\n", + "run nudge string is \n", + "RunNumber 73045\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is d\n", + "RunNumber 73046\n", + "run nudge string is \n", + "RunNumber 73047\n", + "run nudge string is \n", + "RunNumber 73048\n", + "run nudge string is \n", + "RunNumber 73049\n", + "run nudge string is \n", + "RunNumber 73050\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73051\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuu\n", + "RunNumber 73052\n", + "run nudge string is \n", + "RunNumber 73053\n", + "run nudge string is \n", + "RunNumber 73054\n", + "run nudge string is \n", + "RunNumber 73055\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2047.72\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuuu\n", + "RunNumber 73056\n", + "run nudge string is u\n", + "RunNumber 73057\n", + "run nudge string is \n", + "RunNumber 73058\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1576.25\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uu\n", + "RunNumber 73059\n", + "run nudge string is \n", + "RunNumber 73060\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73061\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73062\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuu\n", + "RunNumber 73063\n", + "run nudge string is \n", + "RunNumber 73064\n", + "run nudge string is \n", + "RunNumber 73065\n", + "run nudge string is \n", + "RunNumber 73066\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2047.72\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuuuuuuuddddddduuuuu\n", + "RunNumber 73067\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 73068\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73069\n", + "run nudge string is \n", + "RunNumber 73070\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73071\n", + "run nudge string is \n", + "RunNumber 73072\n", + "run nudge string is \n", + "RunNumber 73073\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1559.52\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 73074\n", + "run nudge string is \n", + "RunNumber 73075\n", + "run nudge string is \n", + "RunNumber 73076\n", + "run nudge string is \n", + "RunNumber 73077\n", + "run nudge string is \n", + "RunNumber 73078\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuuuuu\n", + "RunNumber 73079\n", + "run nudge string is \n", + "RunNumber 73080\n", + "run nudge string is \n", + "RunNumber 73081\n", + "run nudge string is \n", + "RunNumber 73082\n", + "run nudge string is \n", + "RunNumber 73083\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73084\n", + "run nudge string is \n", + "RunNumber 73085\n", + "run nudge string is \n", + "RunNumber 73086\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73087\n", + "run nudge string is \n", + "RunNumber 73088\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1559.52\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 73089\n", + "run nudge string is \n", + "RunNumber 73090\n", + "run nudge string is \n", + "RunNumber 73091\n", + "run nudge string is \n", + "RunNumber 73092\n", + "run nudge string is \n", + "RunNumber 73093\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuddddddddd\n", + "RunNumber 73094\n", + "run nudge string is \n", + "RunNumber 73095\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73096\n", + "run nudge string is \n", + "RunNumber 73097\n", + "run nudge string is \n", + "RunNumber 73098\n", + "run nudge string is \n", + "RunNumber 73099\n", + "run nudge string is \n", + "RunNumber 73100\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73101\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is u\n", + "RunNumber 73102\n", + "run nudge string is \n", + "RunNumber 73103\n", + "run nudge string is \n", + "RunNumber 73104\n", + "run nudge string is \n", + "RunNumber 73105\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73106\n", + "run nudge string is \n", + "RunNumber 73107\n", + "run nudge string is \n", + "RunNumber 73108\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is d\n", + "RunNumber 73109\n", + "run nudge string is d\n", + "RunNumber 73110\n", + "run nudge string is \n", + "RunNumber 73111\n", + "run nudge string is \n", + "RunNumber 73112\n", + "run nudge string is \n", + "RunNumber 73113\n", + "run nudge string is \n", + "RunNumber 73114\n", + "run nudge string is \n", + "RunNumber 73115\n", + "run nudge string is \n", + "RunNumber 73116\n", + "run nudge string is \n", + "RunNumber 73117\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73118\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73119\n", + "run nudge string is \n", + "RunNumber 73120\n", + "run nudge string is \n", + "RunNumber 73121\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is uu\n", + "RunNumber 73122\n", + "run nudge string is \n", + "RunNumber 73123\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is d\n", + "RunNumber 73124\n", + "run nudge string is \n", + "RunNumber 73125\n", + "run nudge string is \n", + "RunNumber 73126\n", + "run nudge string is d\n", + "RunNumber 73127\n", + "run nudge string is \n", + "RunNumber 73128\n", + "run nudge string is \n", + "RunNumber 73129\n", + "run nudge string is \n", + "RunNumber 73130\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuuuu\n", + "RunNumber 73131\n", + "run nudge string is \n", + "RunNumber 73132\n", + "run nudge string is \n", + "RunNumber 73133\n", + "run nudge string is \n", + "RunNumber 73134\n", + "run nudge string is \n", + "RunNumber 73135\n", + "run nudge string is \n", + "RunNumber 73136\n", + "run nudge string is \n", + "RunNumber 73137\n", + "run nudge string is \n", + "RunNumber 73138\n", + "run nudge string is \n", + "RunNumber 73139\n", + "run nudge string is \n", + "RunNumber 73140\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73141\n", + "run nudge string is \n", + "RunNumber 73142\n", + "run nudge string is \n", + "RunNumber 73143\n", + "run nudge string is \n", + "RunNumber 73144\n", + "run nudge string is \n", + "RunNumber 73145\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73146\n", + "run nudge string is \n", + "RunNumber 73147\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "run nudge string is uu\n", + "RunNumber 73148\n", + "run nudge string is \n", + "RunNumber 73149\n", + "run nudge string is \n", + "RunNumber 73150\n", + "run nudge string is \n", + "RunNumber 73151\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2047.72\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuuuuu\n", + "RunNumber 73152\n", + "run nudge string is \n", + "RunNumber 73153\n", + "run nudge string is \n", + "RunNumber 73154\n", + "run nudge string is \n", + "RunNumber 73155\n", + "run nudge string is \n", + "RunNumber 73156\n", + "run nudge string is \n", + "RunNumber 73157\n", + "run nudge string is \n", + "RunNumber 73158\n", + "run nudge string is \n", + "RunNumber 73159\n", + "run nudge string is \n", + "RunNumber 73160\n", + "run nudge string is uu\n", + "RunNumber 73161\n", + "run nudge string is \n", + "RunNumber 73162\n", + "run nudge string is \n", + "RunNumber 73163\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73164\n", + "run nudge string is \n", + "RunNumber 73165\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73166\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is uu\n", + "RunNumber 73167\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is dd\n", + "RunNumber 73168\n", + "run nudge string is \n", + "RunNumber 73169\n", + "run nudge string is \n", + "RunNumber 73170\n", + "Abnormally large nudge\n", + "run nudge string is d\n", + "RunNumber 73171\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 49311.45\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddddddduuuudd\n", + "RunNumber 73172\n", + "run nudge string is \n", + "RunNumber 73173\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1634.24\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is duuddd\n", + "RunNumber 73174\n", + "run nudge string is \n", + "RunNumber 73175\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddddddddddddddddddduuu\n", + "RunNumber 73176\n", + "run nudge string is \n", + "RunNumber 73177\n", + "run nudge string is \n", + "RunNumber 73178\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 7.1\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 4\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is dddddddddddu\n", + "RunNumber 73179\n", + "run nudge string is \n", + "RunNumber 73180\n", + "run nudge string is \n", + "RunNumber 73181\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73182\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddddddddddddddddduuddddddddduuuuuu\n", + "RunNumber 73183\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73184\n", + "run nudge string is ddd\n", + "RunNumber 73185\n", + "run nudge string is \n", + "RunNumber 73186\n", + "run nudge string is \n", + "RunNumber 73187\n", + "run nudge string is \n", + "RunNumber 73188\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddddd\n", + "RunNumber 73189\n", + "run nudge string is \n", + "RunNumber 73190\n", + "run nudge string is \n", + "RunNumber 73191\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1595.42\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 4\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uddddddddddddddddddduuuuudddddddddd\n", + "RunNumber 73192\n", + "run nudge string is \n", + "RunNumber 73193\n", + "run nudge string is \n", + "RunNumber 73194\n", + "run nudge string is \n", + "RunNumber 73195\n", + "run nudge string is \n", + "RunNumber 73196\n", + "run nudge string is \n", + "RunNumber 73197\n", + "run nudge string is \n", + "RunNumber 73198\n", + "run nudge string is \n", + "RunNumber 73199\n", + "run nudge string is \n", + "RunNumber 73200\n", + "run nudge string is \n", + "RunNumber 73201\n", + "run nudge string is \n", + "RunNumber 73202\n", + "run nudge string is \n", + "RunNumber 73203\n", + "run nudge string is \n", + "RunNumber 73204\n", + "run nudge string is \n", + "RunNumber 73205\n", + "run nudge string is \n", + "RunNumber 73206\n", + "run nudge string is \n", + "RunNumber 73207\n", + "run nudge string is \n", + "RunNumber 73208\n", + "run nudge string is \n", + "RunNumber 73209\n", + "run nudge string is \n", + "RunNumber 73210\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "run nudge string is ddddd\n", + "RunNumber 73211\n", + "run nudge string is \n", + "RunNumber 73212\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1628.04\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 73213\n", + "run nudge string is \n", + "RunNumber 73214\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1629.05\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is duddddd\n", + "RunNumber 73215\n", + "run nudge string is \n", + "RunNumber 73216\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1604.47\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is dddddddddduuddddduuuddd\n", + "RunNumber 73217\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.69\n", + "Nudged needed to clear backlash 2.5\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 4\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.3899999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.38\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuu\n", + "RunNumber 73218\n", + "run nudge string is \n", + "RunNumber 73219\n", + "run nudge string is \n", + "RunNumber 73220\n", + "run nudge string is \n", + "RunNumber 73221\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2058.16\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is duuu\n", + "RunNumber 73222\n", + "run nudge string is \n", + "RunNumber 73223\n", + "run nudge string is \n", + "RunNumber 73224\n", + "run nudge string is \n", + "RunNumber 73225\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1623.01\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uu\n", + "RunNumber 73226\n", + "run nudge string is \n", + "RunNumber 73227\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1620.94\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "run nudge string is dddddd\n", + "RunNumber 73228\n", + "run nudge string is \n", + "RunNumber 73229\n", + "run nudge string is \n", + "RunNumber 73230\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1605.21\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 4\n", + "run nudge string is ddddd\n", + "RunNumber 73231\n", + "run nudge string is \n", + "RunNumber 73232\n", + "run nudge string is \n", + "RunNumber 73233\n", + "run nudge string is \n", + "RunNumber 73234\n", + "run nudge string is \n", + "RunNumber 73235\n", + "run nudge string is \n", + "RunNumber 73236\n", + "run nudge string is \n", + "RunNumber 73237\n", + "run nudge string is \n", + "RunNumber 73238\n", + "run nudge string is \n", + "RunNumber 73239\n", + "run nudge string is \n", + "RunNumber 73240\n", + "run nudge string is \n", + "RunNumber 73241\n", + "run nudge string is \n", + "RunNumber 73242\n", + "run nudge string is \n", + "RunNumber 73243\n", + "run nudge string is \n", + "RunNumber 73244\n", + "run nudge string is \n", + "RunNumber 73245\n", + "run nudge string is \n", + "RunNumber 73246\n", + "run nudge string is \n", + "RunNumber 73247\n", + "run nudge string is \n", + "RunNumber 73248\n", + "run nudge string is \n", + "RunNumber 73249\n", + "run nudge string is \n", + "RunNumber 73250\n", + "run nudge string is \n", + "RunNumber 73251\n", + "run nudge string is \n", + "RunNumber 73252\n", + "run nudge string is \n", + "RunNumber 73253\n", + "run nudge string is \n", + "RunNumber 73254\n", + "run nudge string is \n", + "RunNumber 73255\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 73256\n", + "run nudge string is \n", + "RunNumber 73257\n", + "run nudge string is \n", + "RunNumber 73258\n", + "run nudge string is \n", + "RunNumber 73259\n", + "run nudge string is \n", + "RunNumber 73260\n", + "run nudge string is \n", + "RunNumber 73261\n", + "run nudge string is \n", + "RunNumber 73262\n", + "run nudge string is \n", + "RunNumber 73263\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddudddd\n", + "RunNumber 73264\n", + "run nudge string is \n", + "RunNumber 73265\n", + "run nudge string is \n", + "RunNumber 73266\n", + "run nudge string is dd\n", + "RunNumber 73267\n", + "run nudge string is \n" + ] + } + ], + "source": [ + "#df_spring20 = pd.read_csv('csv_data/merged/Spring20_initialMerged.csv')\n", + "print(df_spring20.index)\n", + "df_spring20_final = define_nudge(df_spring20)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "df_spring20_final.to_csv(\"csv_data/merged/Spring2020Merged_goodRuns.csv\",index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_56455/2584711444.py:37: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_tmp[(df_tmp['PitchMotionSize']<0.0005)&(df_tmp['YawMotionSize']<0.0005)]['MotionDone'] = True\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RunNumber 120286\n", + "run nudge string is \n", + "RunNumber 120287\n", + "run nudge string is \n", + "RunNumber 120288\n", + "run nudge string is \n", + "RunNumber 120289\n", + "run nudge string is \n", + "RunNumber 120290\n", + "run nudge string is \n", + "RunNumber 120291\n", + "run nudge string is \n", + "RunNumber 120292\n", + "run nudge string is \n", + "RunNumber 120293\n", + "run nudge string is \n", + "RunNumber 120294\n", + "run nudge string is \n", + "RunNumber 120295\n", + "run nudge string is \n", + "RunNumber 120296\n", + "run nudge string is \n", + "RunNumber 120297\n", + "run nudge string is \n", + "RunNumber 120298\n", + "run nudge string is \n", + "RunNumber 120299\n", + "run nudge string is \n", + "RunNumber 120300\n", + "run nudge string is \n", + "RunNumber 120301\n", + "run nudge string is \n", + "RunNumber 120302\n", + "run nudge string is \n", + "RunNumber 120303\n", + "run nudge string is \n", + "RunNumber 120304\n", + "run nudge string is \n", + "RunNumber 120305\n", + "run nudge string is \n", + "RunNumber 120306\n", + "run nudge string is \n", + "RunNumber 120307\n", + "run nudge string is \n", + "RunNumber 120308\n", + "run nudge string is \n", + "RunNumber 120309\n", + "run nudge string is \n", + "RunNumber 120310\n", + "run nudge string is \n", + "RunNumber 120311\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.12\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1766.74\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3059.95\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 44.6\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1574.1999999999998\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1475.51\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1476.26\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 5597.929999999999\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 174.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 175.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 175.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1723.62\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 70.01\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 70.01\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 70.01\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1688.35\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1466.53\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1540.26\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1489.4\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1490.15\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120312\n", + "run nudge string is \n", + "RunNumber 120313\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "run nudge string is dud\n", + "RunNumber 120314\n", + "run nudge string is \n", + "RunNumber 120315\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 971.83\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120316\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120317\n", + "run nudge string is \n", + "RunNumber 120318\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120319\n", + "run nudge string is \n", + "RunNumber 120320\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120321\n", + "run nudge string is \n", + "RunNumber 120322\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 971.83\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120323\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120324\n", + "run nudge string is \n", + "RunNumber 120325\n", + "run nudge string is \n", + "RunNumber 120326\n", + "run nudge string is \n", + "RunNumber 120327\n", + "run nudge string is \n", + "RunNumber 120328\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120329\n", + "run nudge string is \n", + "RunNumber 120330\n", + "run nudge string is \n", + "RunNumber 120331\n", + "run nudge string is \n", + "RunNumber 120332\n", + "run nudge string is \n", + "RunNumber 120333\n", + "run nudge string is \n", + "RunNumber 120334\n", + "run nudge string is \n", + "RunNumber 120335\n", + "run nudge string is \n", + "RunNumber 120336\n", + "run nudge string is \n", + "RunNumber 120337\n", + "run nudge string is \n", + "RunNumber 120338\n", + "run nudge string is \n", + "RunNumber 120339\n", + "run nudge string is \n", + "RunNumber 120340\n", + "run nudge string is \n", + "RunNumber 120341\n", + "run nudge string is \n", + "RunNumber 120342\n", + "run nudge string is \n", + "RunNumber 120343\n", + "run nudge string is \n", + "RunNumber 120344\n", + "run nudge string is \n", + "RunNumber 120345\n", + "run nudge string is \n", + "RunNumber 120346\n", + "run nudge string is \n", + "RunNumber 120347\n", + "run nudge string is \n", + "RunNumber 120348\n", + "run nudge string is \n", + "RunNumber 120349\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120350\n", + "run nudge string is \n", + "RunNumber 120351\n", + "run nudge string is \n", + "RunNumber 120352\n", + "run nudge string is \n", + "RunNumber 120353\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 971.83\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120354\n", + "run nudge string is \n", + "RunNumber 120355\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120356\n", + "run nudge string is \n", + "RunNumber 120362\n", + "run nudge string is \n", + "RunNumber 120363\n", + "run nudge string is \n", + "RunNumber 120364\n", + "run nudge string is \n", + "RunNumber 120365\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120366\n", + "run nudge string is \n", + "RunNumber 120367\n", + "run nudge string is \n", + "RunNumber 120368\n", + "run nudge string is \n", + "RunNumber 120369\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120370\n", + "run nudge string is \n", + "RunNumber 120371\n", + "run nudge string is \n", + "RunNumber 120372\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 971.83\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120373\n", + "run nudge string is \n", + "RunNumber 120374\n", + "run nudge string is \n", + "RunNumber 120375\n", + "run nudge string is \n", + "RunNumber 120376\n", + "run nudge string is \n", + "RunNumber 120377\n", + "run nudge string is \n", + "RunNumber 120378\n", + "run nudge string is \n", + "RunNumber 120379\n", + "run nudge string is \n", + "RunNumber 120380\n", + "run nudge string is \n", + "RunNumber 120381\n", + "run nudge string is \n", + "RunNumber 120382\n", + "run nudge string is \n", + "RunNumber 120383\n", + "run nudge string is \n", + "RunNumber 120384\n", + "run nudge string is \n", + "RunNumber 120385\n", + "run nudge string is \n", + "RunNumber 120386\n", + "run nudge string is \n", + "RunNumber 120387\n", + "run nudge string is \n", + "RunNumber 120388\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120389\n", + "run nudge string is \n", + "RunNumber 120390\n", + "run nudge string is \n", + "RunNumber 120391\n", + "run nudge string is \n", + "RunNumber 120392\n", + "run nudge string is \n", + "RunNumber 120393\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120394\n", + "run nudge string is \n", + "RunNumber 120395\n", + "run nudge string is \n", + "RunNumber 120396\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120397\n", + "run nudge string is \n", + "RunNumber 120398\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 971.83\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120399\n", + "run nudge string is \n", + "RunNumber 120400\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120401\n", + "run nudge string is \n", + "RunNumber 120402\n", + "run nudge string is \n", + "RunNumber 120403\n", + "run nudge string is \n", + "RunNumber 120404\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2111.84\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 120405\n", + "run nudge string is \n", + "RunNumber 120406\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuudddddd\n", + "RunNumber 120407\n", + "run nudge string is \n", + "RunNumber 120408\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120409\n", + "run nudge string is \n", + "RunNumber 120410\n", + "run nudge string is \n", + "RunNumber 120411\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 971.83\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120412\n", + "run nudge string is d\n", + "RunNumber 120413\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120414\n", + "run nudge string is \n", + "RunNumber 120415\n", + "run nudge string is \n", + "RunNumber 120416\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120417\n", + "run nudge string is \n", + "RunNumber 120418\n", + "run nudge string is \n", + "RunNumber 120419\n", + "run nudge string is \n", + "RunNumber 120420\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1492.22\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddduu\n", + "RunNumber 120421\n", + "run nudge string is \n", + "RunNumber 120422\n", + "run nudge string is \n", + "RunNumber 120423\n", + "run nudge string is \n", + "RunNumber 120424\n", + "run nudge string is \n", + "RunNumber 120425\n", + "run nudge string is \n", + "RunNumber 120426\n", + "run nudge string is \n", + "RunNumber 120427\n", + "run nudge string is \n", + "RunNumber 120428\n", + "run nudge string is \n", + "RunNumber 120429\n", + "run nudge string is \n", + "RunNumber 120430\n", + "run nudge string is \n", + "RunNumber 120431\n", + "run nudge string is \n", + "RunNumber 120432\n", + "run nudge string is \n", + "RunNumber 120433\n", + "run nudge string is \n", + "RunNumber 120434\n", + "run nudge string is \n", + "RunNumber 120435\n", + "run nudge string is \n", + "RunNumber 120436\n", + "run nudge string is \n", + "RunNumber 120437\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.36\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120438\n", + "run nudge string is \n", + "RunNumber 120439\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120440\n", + "run nudge string is \n", + "RunNumber 120441\n", + "run nudge string is \n", + "RunNumber 120442\n", + "run nudge string is \n", + "RunNumber 120443\n", + "run nudge string is \n", + "RunNumber 120444\n", + "run nudge string is \n", + "RunNumber 120445\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120446\n", + "run nudge string is \n", + "RunNumber 120447\n", + "run nudge string is \n", + "RunNumber 120448\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120449\n", + "run nudge string is \n", + "RunNumber 120450\n", + "run nudge string is \n", + "RunNumber 120451\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.74\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120452\n", + "run nudge string is \n", + "RunNumber 120453\n", + "run nudge string is \n", + "RunNumber 120454\n", + "run nudge string is \n", + "RunNumber 120455\n", + "run nudge string is \n", + "RunNumber 120456\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120457\n", + "run nudge string is \n", + "RunNumber 120458\n", + "run nudge string is \n", + "RunNumber 120459\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120460\n", + "run nudge string is \n", + "RunNumber 120461\n", + "run nudge string is \n", + "RunNumber 120462\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120463\n", + "run nudge string is \n", + "RunNumber 120464\n", + "run nudge string is \n", + "RunNumber 120465\n", + "run nudge string is \n", + "RunNumber 120466\n", + "run nudge string is \n", + "RunNumber 120467\n", + "run nudge string is \n", + "RunNumber 120468\n", + "run nudge string is \n", + "RunNumber 120469\n", + "run nudge string is \n", + "RunNumber 120470\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.74\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120471\n", + "run nudge string is \n", + "RunNumber 120472\n", + "run nudge string is \n", + "RunNumber 120473\n", + "run nudge string is \n", + "RunNumber 120474\n", + "run nudge string is \n", + "RunNumber 120475\n", + "run nudge string is \n", + "RunNumber 120476\n", + "run nudge string is \n", + "RunNumber 120477\n", + "run nudge string is \n", + "RunNumber 120478\n", + "run nudge string is \n", + "RunNumber 120479\n", + "run nudge string is \n", + "RunNumber 120480\n", + "run nudge string is \n", + "RunNumber 120481\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120482\n", + "run nudge string is \n", + "RunNumber 120483\n", + "run nudge string is \n", + "RunNumber 120484\n", + "run nudge string is \n", + "RunNumber 120485\n", + "run nudge string is \n", + "RunNumber 120486\n", + "run nudge string is \n", + "RunNumber 120487\n", + "run nudge string is \n", + "RunNumber 120488\n", + "run nudge string is \n", + "RunNumber 120489\n", + "run nudge string is \n", + "RunNumber 120490\n", + "run nudge string is \n", + "RunNumber 120491\n", + "run nudge string is \n", + "RunNumber 120492\n", + "run nudge string is \n", + "RunNumber 120493\n", + "run nudge string is \n", + "RunNumber 120494\n", + "run nudge string is \n", + "RunNumber 120495\n", + "run nudge string is \n", + "RunNumber 120496\n", + "run nudge string is \n", + "RunNumber 120497\n", + "run nudge string is \n", + "RunNumber 120498\n", + "run nudge string is \n", + "RunNumber 120499\n", + "run nudge string is \n", + "RunNumber 120500\n", + "run nudge string is \n", + "RunNumber 120501\n", + "run nudge string is \n", + "RunNumber 120502\n", + "run nudge string is \n", + "RunNumber 120503\n", + "run nudge string is \n", + "RunNumber 120504\n", + "run nudge string is \n", + "RunNumber 120505\n", + "run nudge string is \n", + "RunNumber 120506\n", + "run nudge string is \n", + "RunNumber 120507\n", + "run nudge string is \n", + "RunNumber 120508\n", + "run nudge string is \n", + "RunNumber 120509\n", + "run nudge string is \n", + "RunNumber 120510\n", + "run nudge string is \n", + "RunNumber 120511\n", + "run nudge string is \n", + "RunNumber 120512\n", + "run nudge string is \n", + "RunNumber 120513\n", + "run nudge string is \n", + "RunNumber 120514\n", + "run nudge string is \n", + "RunNumber 120515\n", + "run nudge string is \n", + "RunNumber 120516\n", + "run nudge string is \n", + "RunNumber 120517\n", + "run nudge string is \n", + "RunNumber 120518\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120519\n", + "run nudge string is \n", + "RunNumber 120520\n", + "run nudge string is \n", + "RunNumber 120521\n", + "run nudge string is \n", + "RunNumber 120522\n", + "run nudge string is \n", + "RunNumber 120523\n", + "run nudge string is \n", + "RunNumber 120524\n", + "run nudge string is \n", + "RunNumber 120525\n", + "run nudge string is \n", + "RunNumber 120526\n", + "run nudge string is \n", + "RunNumber 120527\n", + "run nudge string is \n", + "RunNumber 120528\n", + "run nudge string is \n", + "RunNumber 120529\n", + "run nudge string is \n", + "RunNumber 120530\n", + "run nudge string is \n", + "RunNumber 120531\n", + "run nudge string is \n", + "RunNumber 120532\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120533\n", + "run nudge string is \n", + "RunNumber 120534\n", + "run nudge string is \n", + "RunNumber 120535\n", + "run nudge string is \n", + "RunNumber 120536\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.74\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120537\n", + "run nudge string is \n", + "RunNumber 120538\n", + "run nudge string is \n", + "RunNumber 120539\n", + "run nudge string is \n", + "RunNumber 120540\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120541\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.7\n", + "Nudged needed to clear backlash 2.5\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 4\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.4\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is d\n", + "RunNumber 120542\n", + "run nudge string is \n", + "RunNumber 120543\n", + "run nudge string is \n", + "RunNumber 120544\n", + "run nudge string is \n", + "RunNumber 120545\n", + "run nudge string is \n", + "RunNumber 120546\n", + "run nudge string is \n", + "RunNumber 120547\n", + "run nudge string is \n", + "RunNumber 120548\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120549\n", + "run nudge string is \n", + "RunNumber 120550\n", + "run nudge string is \n", + "RunNumber 120551\n", + "run nudge string is \n", + "RunNumber 120552\n", + "run nudge string is \n", + "RunNumber 120553\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120554\n", + "run nudge string is \n", + "RunNumber 120555\n", + "run nudge string is \n", + "RunNumber 120556\n", + "run nudge string is \n", + "RunNumber 120557\n", + "run nudge string is \n", + "RunNumber 120558\n", + "run nudge string is \n", + "RunNumber 120559\n", + "run nudge string is \n", + "RunNumber 120560\n", + "run nudge string is \n", + "RunNumber 120561\n", + "run nudge string is \n", + "RunNumber 120562\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.74\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120563\n", + "run nudge string is \n", + "RunNumber 120564\n", + "run nudge string is \n", + "RunNumber 120565\n", + "run nudge string is \n", + "RunNumber 120566\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1477.56\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120567\n", + "run nudge string is \n", + "RunNumber 120568\n", + "run nudge string is \n", + "RunNumber 120569\n", + "run nudge string is \n", + "RunNumber 120570\n", + "run nudge string is \n", + "RunNumber 120571\n", + "run nudge string is \n", + "RunNumber 120572\n", + "run nudge string is \n", + "RunNumber 120573\n", + "run nudge string is \n", + "RunNumber 120574\n", + "run nudge string is \n", + "RunNumber 120575\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120576\n", + "run nudge string is \n", + "RunNumber 120577\n", + "run nudge string is \n", + "RunNumber 120578\n", + "run nudge string is \n", + "RunNumber 120579\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120580\n", + "run nudge string is \n", + "RunNumber 120581\n", + "run nudge string is \n", + "RunNumber 120582\n", + "run nudge string is \n", + "RunNumber 120583\n", + "run nudge string is \n", + "RunNumber 120584\n", + "run nudge string is \n", + "RunNumber 120585\n", + "run nudge string is \n", + "RunNumber 120586\n", + "run nudge string is \n", + "RunNumber 120587\n", + "run nudge string is \n", + "RunNumber 120588\n", + "run nudge string is \n", + "RunNumber 120589\n", + "run nudge string is \n", + "RunNumber 120590\n", + "run nudge string is \n", + "RunNumber 120591\n", + "run nudge string is \n", + "RunNumber 120592\n", + "run nudge string is \n", + "RunNumber 120593\n", + "run nudge string is \n", + "RunNumber 120594\n", + "run nudge string is \n", + "RunNumber 120595\n", + "run nudge string is \n", + "RunNumber 120596\n", + "run nudge string is \n", + "RunNumber 120597\n", + "run nudge string is \n", + "RunNumber 120598\n", + "run nudge string is \n", + "RunNumber 120599\n", + "run nudge string is \n", + "RunNumber 120600\n", + "run nudge string is \n", + "RunNumber 120601\n", + "run nudge string is \n", + "RunNumber 120602\n", + "run nudge string is \n", + "RunNumber 120603\n", + "run nudge string is \n", + "RunNumber 120604\n", + "run nudge string is \n", + "RunNumber 120605\n", + "run nudge string is \n", + "RunNumber 120606\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.74\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120607\n", + "run nudge string is \n", + "RunNumber 120608\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120609\n", + "run nudge string is \n", + "RunNumber 120610\n", + "run nudge string is \n", + "RunNumber 120611\n", + "run nudge string is \n", + "RunNumber 120612\n", + "run nudge string is \n", + "RunNumber 120613\n", + "run nudge string is \n", + "RunNumber 120614\n", + "run nudge string is \n", + "RunNumber 120615\n", + "run nudge string is \n", + "RunNumber 120616\n", + "run nudge string is \n", + "RunNumber 120617\n", + "run nudge string is \n", + "RunNumber 120618\n", + "run nudge string is \n", + "RunNumber 120619\n", + "run nudge string is \n", + "RunNumber 120620\n", + "run nudge string is \n", + "RunNumber 120621\n", + "run nudge string is \n", + "RunNumber 120622\n", + "run nudge string is \n", + "RunNumber 120623\n", + "run nudge string is \n", + "RunNumber 120624\n", + "run nudge string is \n", + "RunNumber 120625\n", + "run nudge string is \n", + "RunNumber 120626\n", + "run nudge string is \n", + "RunNumber 120627\n", + "run nudge string is \n", + "RunNumber 120628\n", + "run nudge string is \n", + "RunNumber 120629\n", + "run nudge string is \n", + "RunNumber 120630\n", + "run nudge string is \n", + "RunNumber 120631\n", + "run nudge string is \n", + "RunNumber 120632\n", + "run nudge string is \n", + "RunNumber 120633\n", + "run nudge string is \n", + "RunNumber 120634\n", + "run nudge string is \n", + "RunNumber 120635\n", + "run nudge string is \n", + "RunNumber 120636\n", + "run nudge string is \n", + "RunNumber 120637\n", + "run nudge string is \n", + "RunNumber 120638\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120639\n", + "run nudge string is \n", + "RunNumber 120640\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120641\n", + "run nudge string is \n", + "RunNumber 120642\n", + "run nudge string is \n", + "RunNumber 120643\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.74\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120644\n", + "run nudge string is \n", + "RunNumber 120645\n", + "run nudge string is \n", + "RunNumber 120646\n", + "run nudge string is \n", + "RunNumber 120647\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120648\n", + "run nudge string is \n", + "RunNumber 120649\n", + "run nudge string is \n", + "RunNumber 120650\n", + "run nudge string is \n", + "RunNumber 120651\n", + "run nudge string is \n", + "RunNumber 120652\n", + "run nudge string is \n", + "RunNumber 120653\n", + "run nudge string is \n", + "RunNumber 120654\n", + "run nudge string is \n", + "RunNumber 120655\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120656\n", + "run nudge string is \n", + "RunNumber 120657\n", + "run nudge string is \n", + "RunNumber 120658\n", + "run nudge string is \n", + "RunNumber 120659\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120660\n", + "run nudge string is \n", + "RunNumber 120661\n", + "run nudge string is \n", + "RunNumber 120662\n", + "run nudge string is \n", + "RunNumber 120663\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.74\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120664\n", + "run nudge string is \n", + "RunNumber 120665\n", + "run nudge string is \n", + "RunNumber 120666\n", + "run nudge string is \n", + "RunNumber 120667\n", + "run nudge string is \n", + "RunNumber 120668\n", + "run nudge string is \n", + "RunNumber 120669\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120670\n", + "run nudge string is \n", + "RunNumber 120671\n", + "run nudge string is \n", + "RunNumber 120672\n", + "run nudge string is \n", + "RunNumber 120673\n", + "run nudge string is \n", + "RunNumber 120674\n", + "run nudge string is \n", + "RunNumber 120675\n", + "run nudge string is \n", + "RunNumber 120676\n", + "run nudge string is \n", + "RunNumber 120677\n", + "run nudge string is \n", + "RunNumber 120678\n", + "run nudge string is \n", + "RunNumber 120679\n", + "run nudge string is \n", + "RunNumber 120680\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120681\n", + "run nudge string is \n", + "RunNumber 120682\n", + "run nudge string is \n", + "RunNumber 120683\n", + "run nudge string is \n", + "RunNumber 120684\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120685\n", + "run nudge string is \n", + "RunNumber 120686\n", + "run nudge string is \n", + "RunNumber 120687\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.74\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120688\n", + "run nudge string is \n", + "RunNumber 120689\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120690\n", + "run nudge string is \n", + "RunNumber 120691\n", + "run nudge string is \n", + "RunNumber 120692\n", + "run nudge string is \n", + "RunNumber 120693\n", + "run nudge string is \n", + "RunNumber 120694\n", + "run nudge string is \n", + "RunNumber 120695\n", + "run nudge string is \n", + "RunNumber 120696\n", + "run nudge string is \n", + "RunNumber 120697\n", + "run nudge string is \n", + "RunNumber 120698\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120699\n", + "run nudge string is \n", + "RunNumber 120700\n", + "run nudge string is \n", + "RunNumber 120701\n", + "run nudge string is \n", + "RunNumber 120702\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120703\n", + "run nudge string is \n", + "RunNumber 120704\n", + "run nudge string is \n", + "RunNumber 120705\n", + "run nudge string is \n", + "RunNumber 120706\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.74\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is \n", + "RunNumber 120707\n", + "run nudge string is \n", + "RunNumber 120708\n", + "run nudge string is \n", + "RunNumber 120709\n", + "run nudge string is \n", + "RunNumber 120710\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuu\n", + "RunNumber 120711\n", + "run nudge string is \n", + "RunNumber 120712\n", + "run nudge string is \n", + "RunNumber 120713\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120714\n", + "run nudge string is \n", + "RunNumber 120715\n", + "run nudge string is \n", + "RunNumber 120716\n", + "run nudge string is \n", + "RunNumber 120717\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120718\n", + "run nudge string is \n", + "RunNumber 120719\n", + "run nudge string is \n", + "RunNumber 120720\n", + "run nudge string is \n", + "RunNumber 120721\n", + "run nudge string is \n", + "RunNumber 120722\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 990.1\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "run nudge string is u\n", + "RunNumber 120723\n", + "run nudge string is \n", + "RunNumber 120724\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 376.8\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 896.8\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120725\n", + "run nudge string is \n", + "RunNumber 120726\n", + "run nudge string is \n", + "RunNumber 120727\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120728\n", + "run nudge string is \n", + "RunNumber 120729\n", + "run nudge string is \n", + "RunNumber 120730\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120731\n", + "run nudge string is \n", + "RunNumber 120732\n", + "run nudge string is \n", + "RunNumber 120733\n", + "run nudge string is \n", + "RunNumber 120734\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120735\n", + "run nudge string is \n", + "RunNumber 120736\n", + "run nudge string is \n", + "RunNumber 120737\n", + "run nudge string is \n", + "RunNumber 120738\n", + "run nudge string is \n", + "RunNumber 120739\n", + "run nudge string is \n", + "RunNumber 120740\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.74\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.7\n", + "Nudged needed to clear backlash 2.5\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.4\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.3899999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.38\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "run nudge string is dudduuudddduuudduuuuuuuu\n", + "RunNumber 120741\n", + "run nudge string is \n", + "RunNumber 120742\n", + "run nudge string is \n", + "RunNumber 120743\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120744\n", + "run nudge string is \n", + "RunNumber 120745\n", + "run nudge string is \n", + "RunNumber 120746\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120747\n", + "run nudge string is \n", + "RunNumber 120748\n", + "run nudge string is \n", + "RunNumber 120749\n", + "run nudge string is \n", + "RunNumber 120750\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120751\n", + "run nudge string is \n", + "RunNumber 120752\n", + "run nudge string is \n", + "RunNumber 120753\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 968.23\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is dddduuuuu\n", + "RunNumber 120754\n", + "run nudge string is \n", + "RunNumber 120755\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120756\n", + "run nudge string is \n", + "RunNumber 120757\n", + "run nudge string is \n", + "RunNumber 120758\n", + "run nudge string is \n", + "RunNumber 120759\n", + "run nudge string is \n", + "RunNumber 120760\n", + "run nudge string is \n", + "RunNumber 120761\n", + "run nudge string is \n", + "RunNumber 120762\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2129.84\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120763\n", + "run nudge string is \n", + "RunNumber 120764\n", + "run nudge string is \n", + "RunNumber 120765\n", + "run nudge string is \n", + "RunNumber 120766\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120767\n", + "run nudge string is \n", + "RunNumber 120768\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 966.39\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is duuuuuuu\n", + "RunNumber 120769\n", + "run nudge string is \n", + "RunNumber 120770\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120771\n", + "run nudge string is \n", + "RunNumber 120772\n", + "run nudge string is \n", + "RunNumber 120773\n", + "run nudge string is \n", + "RunNumber 120774\n", + "run nudge string is \n", + "RunNumber 120775\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120776\n", + "run nudge string is \n", + "RunNumber 120777\n", + "run nudge string is \n", + "RunNumber 120778\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120779\n", + "run nudge string is \n", + "RunNumber 120780\n", + "run nudge string is \n", + "RunNumber 120781\n", + "run nudge string is \n", + "RunNumber 120782\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 966.39\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120783\n", + "run nudge string is \n", + "RunNumber 120784\n", + "run nudge string is dddd\n", + "RunNumber 120785\n", + "run nudge string is \n", + "RunNumber 120786\n", + "run nudge string is \n", + "RunNumber 120787\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1573.5\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 120788\n", + "run nudge string is \n", + "RunNumber 120789\n", + "run nudge string is \n", + "RunNumber 120790\n", + "run nudge string is \n", + "RunNumber 120791\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120792\n", + "run nudge string is \n", + "RunNumber 120793\n", + "run nudge string is \n", + "RunNumber 120794\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120795\n", + "run nudge string is \n", + "RunNumber 120796\n", + "run nudge string is \n", + "RunNumber 120797\n", + "run nudge string is \n", + "RunNumber 120798\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 966.39\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120799\n", + "run nudge string is \n", + "RunNumber 120800\n", + "run nudge string is \n", + "RunNumber 120801\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 1.5\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is \n", + "RunNumber 120802\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120803\n", + "run nudge string is \n", + "RunNumber 120804\n", + "run nudge string is \n", + "RunNumber 120805\n", + "run nudge string is \n", + "RunNumber 120806\n", + "run nudge string is \n", + "RunNumber 120807\n", + "run nudge string is \n", + "RunNumber 120808\n", + "run nudge string is \n", + "RunNumber 120809\n", + "run nudge string is \n", + "RunNumber 120810\n", + "run nudge string is \n", + "RunNumber 120811\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120812\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120813\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 966.39\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120814\n", + "run nudge string is \n", + "RunNumber 120815\n", + "run nudge string is \n", + "RunNumber 120816\n", + "run nudge string is \n", + "RunNumber 120817\n", + "run nudge string is ddddd\n", + "RunNumber 120818\n", + "run nudge string is \n", + "RunNumber 120819\n", + "run nudge string is \n", + "RunNumber 120820\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120821\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is dd\n", + "RunNumber 120822\n", + "run nudge string is \n", + "RunNumber 120823\n", + "run nudge string is \n", + "RunNumber 120824\n", + "run nudge string is \n", + "RunNumber 120825\n", + "run nudge string is \n", + "RunNumber 120826\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 4\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 104.7\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 104.7\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1484.17\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 8025.2\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "run nudge string is uuuuuuuuuduu\n", + "RunNumber 120827\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 4128.91\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 40.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 60.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1403.75\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1383.45\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 210.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 100.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 40.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1291.87\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.12\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 70.01\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 70.01\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 70.01\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 71.11\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 984.18\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 799.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 17.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3136.2299999999996\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 4418.4400000000005\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Abnormally large nudge\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3221.92\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 70.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 70.01\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 70.01\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 70.01\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 914.88\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1572.32\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 1.5\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1435.5\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1439.28\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120828\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1441.27\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uu\n", + "RunNumber 120829\n", + "run nudge string is \n", + "RunNumber 120830\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120831\n", + "run nudge string is \n", + "RunNumber 120832\n", + "run nudge string is \n", + "RunNumber 120833\n", + "run nudge string is \n", + "RunNumber 120834\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1475.44\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 120835\n", + "run nudge string is \n", + "RunNumber 120836\n", + "run nudge string is \n", + "RunNumber 120837\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.33\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddduuuuu\n", + "RunNumber 120838\n", + "run nudge string is \n", + "RunNumber 120839\n", + "Abnormally large nudge\n", + "run nudge string is u\n", + "RunNumber 120840\n", + "run nudge string is \n", + "RunNumber 120841\n", + "run nudge string is \n", + "RunNumber 120842\n", + "run nudge string is \n", + "RunNumber 120843\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2055.26\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120844\n", + "run nudge string is \n", + "RunNumber 120845\n", + "run nudge string is \n", + "RunNumber 120846\n", + "run nudge string is \n", + "RunNumber 120847\n", + "run nudge string is \n", + "RunNumber 120848\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1476.2\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddd\n", + "RunNumber 120849\n", + "run nudge string is \n", + "RunNumber 120850\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 971.95\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddduuuuu\n", + "RunNumber 120851\n", + "run nudge string is \n", + "RunNumber 120852\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is dd\n", + "RunNumber 120853\n", + "run nudge string is \n", + "RunNumber 120854\n", + "run nudge string is \n", + "RunNumber 120855\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120856\n", + "run nudge string is \n", + "RunNumber 120857\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1475.44\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddd\n", + "RunNumber 120858\n", + "run nudge string is \n", + "RunNumber 120859\n", + "run nudge string is \n", + "RunNumber 120860\n", + "run nudge string is \n", + "RunNumber 120861\n", + "run nudge string is \n", + "RunNumber 120862\n", + "run nudge string is \n", + "RunNumber 120863\n", + "run nudge string is \n", + "RunNumber 120864\n", + "run nudge string is \n", + "RunNumber 120865\n", + "run nudge string is \n", + "RunNumber 120866\n", + "run nudge string is \n", + "RunNumber 120867\n", + "run nudge string is \n", + "RunNumber 120868\n", + "run nudge string is \n", + "RunNumber 120869\n", + "run nudge string is \n", + "RunNumber 120870\n", + "run nudge string is \n", + "RunNumber 120871\n", + "run nudge string is \n", + "RunNumber 120872\n", + "run nudge string is \n", + "RunNumber 120873\n", + "run nudge string is \n", + "RunNumber 120874\n", + "run nudge string is \n", + "RunNumber 120875\n", + "run nudge string is \n", + "RunNumber 120876\n", + "run nudge string is \n", + "RunNumber 120877\n", + "run nudge string is \n", + "RunNumber 120878\n", + "run nudge string is \n", + "RunNumber 120879\n", + "run nudge string is \n", + "RunNumber 120880\n", + "run nudge string is \n", + "RunNumber 120881\n", + "run nudge string is \n", + "RunNumber 120882\n", + "run nudge string is \n", + "RunNumber 120883\n", + "run nudge string is \n", + "RunNumber 120884\n", + "run nudge string is \n", + "RunNumber 120885\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 971.95\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120886\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is dduuuuu\n", + "RunNumber 120887\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120888\n", + "run nudge string is \n", + "RunNumber 120889\n", + "run nudge string is \n", + "RunNumber 120890\n", + "run nudge string is \n", + "RunNumber 120891\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120892\n", + "run nudge string is \n", + "RunNumber 120893\n", + "run nudge string is \n", + "RunNumber 120894\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1475.44\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddu\n", + "RunNumber 120895\n", + "run nudge string is \n", + "RunNumber 120896\n", + "run nudge string is \n", + "RunNumber 120897\n", + "run nudge string is \n", + "RunNumber 120898\n", + "run nudge string is \n", + "RunNumber 120899\n", + "run nudge string is \n", + "RunNumber 120900\n", + "run nudge string is \n", + "RunNumber 120901\n", + "run nudge string is \n", + "RunNumber 120902\n", + "run nudge string is \n", + "RunNumber 120903\n", + "run nudge string is \n", + "RunNumber 120904\n", + "run nudge string is \n", + "RunNumber 120905\n", + "run nudge string is \n", + "RunNumber 120906\n", + "run nudge string is \n", + "RunNumber 120907\n", + "run nudge string is \n", + "RunNumber 120908\n", + "run nudge string is \n", + "RunNumber 120909\n", + "run nudge string is \n", + "RunNumber 120910\n", + "run nudge string is \n", + "RunNumber 120911\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.71\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120912\n", + "run nudge string is \n", + "RunNumber 120913\n", + "run nudge string is \n", + "RunNumber 120914\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120915\n", + "run nudge string is \n", + "RunNumber 120916\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 120917\n", + "run nudge string is \n", + "RunNumber 120918\n", + "run nudge string is \n", + "RunNumber 120919\n", + "run nudge string is \n", + "RunNumber 120920\n", + "run nudge string is \n", + "RunNumber 120921\n", + "run nudge string is \n", + "RunNumber 120922\n", + "run nudge string is \n", + "RunNumber 120923\n", + "run nudge string is \n", + "RunNumber 120924\n", + "run nudge string is \n", + "RunNumber 120925\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120926\n", + "run nudge string is \n", + "RunNumber 120927\n", + "run nudge string is \n", + "RunNumber 120928\n", + "run nudge string is \n", + "RunNumber 120929\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120930\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "run nudge string is d\n", + "RunNumber 120931\n", + "run nudge string is ddd\n", + "RunNumber 120932\n", + "run nudge string is \n", + "RunNumber 120933\n", + "run nudge string is \n", + "RunNumber 120934\n", + "run nudge string is \n", + "RunNumber 120935\n", + "run nudge string is \n", + "RunNumber 120936\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 971.95\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120937\n", + "run nudge string is \n", + "RunNumber 120938\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1441.93\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 120939\n", + "run nudge string is \n", + "RunNumber 120940\n", + "run nudge string is \n", + "RunNumber 120941\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is d\n", + "RunNumber 120942\n", + "run nudge string is \n", + "RunNumber 120943\n", + "run nudge string is \n", + "RunNumber 120944\n", + "run nudge string is \n", + "RunNumber 120945\n", + "run nudge string is \n", + "RunNumber 120946\n", + "run nudge string is \n", + "RunNumber 120947\n", + "run nudge string is \n", + "RunNumber 120948\n", + "run nudge string is \n", + "RunNumber 120949\n", + "run nudge string is \n", + "RunNumber 120950\n", + "run nudge string is \n", + "RunNumber 120951\n", + "run nudge string is \n", + "RunNumber 120952\n", + "run nudge string is \n", + "RunNumber 120953\n", + "run nudge string is \n", + "RunNumber 120954\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120955\n", + "run nudge string is \n", + "RunNumber 120956\n", + "run nudge string is \n", + "RunNumber 120957\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120958\n", + "run nudge string is \n", + "RunNumber 120959\n", + "run nudge string is \n", + "RunNumber 120960\n", + "run nudge string is \n", + "RunNumber 120961\n", + "run nudge string is \n", + "RunNumber 120962\n", + "run nudge string is \n", + "RunNumber 120963\n", + "run nudge string is \n", + "RunNumber 120964\n", + "run nudge string is \n", + "RunNumber 120965\n", + "run nudge string is \n", + "RunNumber 120966\n", + "run nudge string is \n", + "RunNumber 120967\n", + "run nudge string is \n", + "RunNumber 120968\n", + "run nudge string is \n", + "RunNumber 120969\n", + "run nudge string is \n", + "RunNumber 120970\n", + "run nudge string is \n", + "RunNumber 120971\n", + "run nudge string is \n", + "RunNumber 120972\n", + "run nudge string is \n", + "RunNumber 120973\n", + "run nudge string is \n", + "RunNumber 120974\n", + "run nudge string is \n", + "RunNumber 120975\n", + "run nudge string is \n", + "RunNumber 120976\n", + "run nudge string is \n", + "RunNumber 120977\n", + "run nudge string is \n", + "RunNumber 120978\n", + "run nudge string is \n", + "RunNumber 120979\n", + "run nudge string is \n", + "RunNumber 120980\n", + "run nudge string is \n", + "RunNumber 120981\n", + "run nudge string is \n", + "RunNumber 120982\n", + "run nudge string is \n", + "RunNumber 120983\n", + "run nudge string is \n", + "RunNumber 120984\n", + "run nudge string is \n", + "RunNumber 120985\n", + "run nudge string is \n", + "RunNumber 120986\n", + "run nudge string is \n", + "RunNumber 120987\n", + "run nudge string is \n", + "RunNumber 120988\n", + "run nudge string is \n", + "RunNumber 120989\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 973.47\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 120990\n", + "run nudge string is \n", + "RunNumber 120991\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1441.93\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 120992\n", + "run nudge string is \n", + "RunNumber 120993\n", + "run nudge string is \n", + "RunNumber 120994\n", + "run nudge string is \n", + "RunNumber 120995\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120996\n", + "run nudge string is \n", + "RunNumber 120997\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 120998\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is duuddddduuu\n", + "RunNumber 120999\n", + "run nudge string is \n", + "RunNumber 121000\n", + "run nudge string is \n", + "RunNumber 121001\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 973.09\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 121002\n", + "run nudge string is \n", + "RunNumber 121003\n", + "run nudge string is \n", + "RunNumber 121004\n", + "run nudge string is \n", + "RunNumber 121005\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121006\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is u\n", + "RunNumber 121007\n", + "run nudge string is \n", + "RunNumber 121008\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121009\n", + "run nudge string is dddd\n", + "RunNumber 121010\n", + "run nudge string is \n", + "RunNumber 121011\n", + "run nudge string is \n", + "RunNumber 121012\n", + "run nudge string is \n", + "RunNumber 121013\n", + "run nudge string is \n", + "RunNumber 121014\n", + "run nudge string is \n", + "RunNumber 121015\n", + "run nudge string is \n", + "RunNumber 121016\n", + "run nudge string is \n", + "RunNumber 121017\n", + "run nudge string is \n", + "RunNumber 121018\n", + "run nudge string is \n", + "RunNumber 121019\n", + "run nudge string is \n", + "RunNumber 121020\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121021\n", + "run nudge string is \n", + "RunNumber 121022\n", + "run nudge string is \n", + "RunNumber 121023\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121024\n", + "run nudge string is \n", + "RunNumber 121025\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 121026\n", + "run nudge string is \n", + "RunNumber 121027\n", + "run nudge string is \n", + "RunNumber 121028\n", + "run nudge string is \n", + "RunNumber 121029\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2106.78\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uduuuu\n", + "RunNumber 121030\n", + "run nudge string is \n", + "RunNumber 121031\n", + "run nudge string is \n", + "RunNumber 121032\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121033\n", + "run nudge string is \n", + "RunNumber 121034\n", + "run nudge string is \n", + "RunNumber 121035\n", + "run nudge string is \n", + "RunNumber 121036\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1351.9\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 121037\n", + "run nudge string is \n", + "RunNumber 121038\n", + "run nudge string is \n", + "RunNumber 121039\n", + "run nudge string is \n", + "RunNumber 121040\n", + "run nudge string is \n", + "RunNumber 121041\n", + "run nudge string is \n", + "RunNumber 121042\n", + "run nudge string is \n", + "RunNumber 121043\n", + "run nudge string is \n", + "RunNumber 121044\n", + "run nudge string is \n", + "RunNumber 121045\n", + "run nudge string is \n", + "RunNumber 121046\n", + "run nudge string is \n", + "RunNumber 121047\n", + "run nudge string is \n", + "RunNumber 121048\n", + "run nudge string is \n", + "RunNumber 121049\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121050\n", + "run nudge string is \n", + "RunNumber 121051\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1475.44\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 121052\n", + "run nudge string is \n", + "RunNumber 121053\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.33\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.6799999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "run nudge string is dduuuuu\n", + "RunNumber 121054\n", + "run nudge string is \n", + "RunNumber 121055\n", + "run nudge string is \n", + "RunNumber 121056\n", + "run nudge string is \n", + "RunNumber 121057\n", + "run nudge string is \n", + "RunNumber 121058\n", + "run nudge string is \n", + "RunNumber 121059\n", + "run nudge string is \n", + "RunNumber 121060\n", + "run nudge string is \n", + "RunNumber 121061\n", + "run nudge string is \n", + "RunNumber 121062\n", + "Abnormally large nudge\n", + "run nudge string is u\n", + "RunNumber 121063\n", + "run nudge string is \n", + "RunNumber 121064\n", + "run nudge string is \n", + "RunNumber 121065\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121066\n", + "run nudge string is \n", + "RunNumber 121067\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121068\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1475.44\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddd\n", + "RunNumber 121069\n", + "run nudge string is \n", + "RunNumber 121070\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 971.95\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 121071\n", + "run nudge string is \n", + "RunNumber 121072\n", + "run nudge string is \n", + "RunNumber 121073\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121074\n", + "run nudge string is \n", + "RunNumber 121075\n", + "run nudge string is \n", + "RunNumber 121076\n", + "run nudge string is \n", + "RunNumber 121077\n", + "run nudge string is \n", + "RunNumber 121078\n", + "run nudge string is \n", + "RunNumber 121079\n", + "run nudge string is \n", + "RunNumber 121080\n", + "run nudge string is \n", + "RunNumber 121081\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121082\n", + "run nudge string is \n", + "RunNumber 121083\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121084\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 121085\n", + "run nudge string is \n", + "RunNumber 121086\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.71\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 121087\n", + "run nudge string is \n", + "RunNumber 121088\n", + "run nudge string is \n", + "RunNumber 121089\n", + "run nudge string is \n", + "RunNumber 121090\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121091\n", + "run nudge string is \n", + "RunNumber 121092\n", + "run nudge string is \n", + "RunNumber 121093\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121094\n", + "run nudge string is \n", + "RunNumber 121095\n", + "run nudge string is \n", + "RunNumber 121096\n", + "run nudge string is \n", + "RunNumber 121097\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1475.44\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 121098\n", + "run nudge string is \n", + "RunNumber 121099\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 972.71\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "run nudge string is dd\n", + "RunNumber 121100\n", + "run nudge string is \n", + "RunNumber 121101\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121102\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.69\n", + "Nudged needed to clear backlash 2.5\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 4\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.3899999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.38\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 7.1\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 4\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 7.1\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 4\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuddddduuuuuuuuuuu\n", + "RunNumber 121103\n", + "run nudge string is \n", + "RunNumber 121104\n", + "run nudge string is \n", + "RunNumber 121105\n", + "run nudge string is \n", + "RunNumber 121106\n", + "run nudge string is \n", + "RunNumber 121107\n", + "run nudge string is \n", + "RunNumber 121108\n", + "run nudge string is \n", + "RunNumber 121109\n", + "run nudge string is \n", + "RunNumber 121110\n", + "run nudge string is \n", + "RunNumber 121111\n", + "run nudge string is \n", + "RunNumber 121112\n", + "run nudge string is \n", + "RunNumber 121113\n", + "run nudge string is \n", + "RunNumber 121114\n", + "run nudge string is \n", + "RunNumber 121115\n", + "run nudge string is \n", + "RunNumber 121116\n", + "run nudge string is \n", + "RunNumber 121117\n", + "run nudge string is \n", + "RunNumber 121118\n", + "run nudge string is \n", + "RunNumber 121119\n", + "run nudge string is \n", + "RunNumber 121120\n", + "run nudge string is \n", + "RunNumber 121121\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121122\n", + "run nudge string is \n", + "RunNumber 121123\n", + "run nudge string is \n", + "RunNumber 121124\n", + "run nudge string is \n", + "RunNumber 121125\n", + "run nudge string is \n", + "RunNumber 121126\n", + "run nudge string is \n", + "RunNumber 121127\n", + "run nudge string is \n", + "RunNumber 121128\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121129\n", + "run nudge string is \n", + "RunNumber 121130\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 973.62\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 121131\n", + "run nudge string is \n", + "RunNumber 121132\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1441.34\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is dddduuu\n", + "RunNumber 121133\n", + "run nudge string is \n", + "RunNumber 121134\n", + "run nudge string is \n", + "RunNumber 121135\n", + "run nudge string is \n", + "RunNumber 121136\n", + "run nudge string is \n", + "RunNumber 121137\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 285.7\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 121138\n", + "run nudge string is \n", + "RunNumber 121139\n", + "run nudge string is \n", + "RunNumber 121140\n", + "run nudge string is \n", + "RunNumber 121141\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121142\n", + "run nudge string is \n", + "RunNumber 121143\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 973.62\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 121144\n", + "run nudge string is \n", + "RunNumber 121145\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121146\n", + "run nudge string is \n", + "RunNumber 121147\n", + "run nudge string is \n", + "RunNumber 121148\n", + "Abnormally large nudge\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 4\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1351.95\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 4\n", + "run nudge string is \n", + "RunNumber 121149\n", + "run nudge string is \n", + "RunNumber 121150\n", + "run nudge string is \n", + "RunNumber 121151\n", + "run nudge string is \n", + "RunNumber 121152\n", + "run nudge string is \n", + "RunNumber 121153\n", + "run nudge string is \n", + "RunNumber 121154\n", + "run nudge string is \n", + "RunNumber 121155\n", + "run nudge string is \n", + "RunNumber 121156\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121157\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is u\n", + "RunNumber 121158\n", + "run nudge string is \n", + "RunNumber 121159\n", + "run nudge string is \n", + "RunNumber 121160\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 286.4\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 121161\n", + "run nudge string is \n", + "RunNumber 121162\n", + "run nudge string is \n", + "RunNumber 121163\n", + "run nudge string is \n", + "RunNumber 121164\n", + "run nudge string is \n", + "RunNumber 121165\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121166\n", + "run nudge string is \n", + "RunNumber 121167\n", + "run nudge string is \n", + "RunNumber 121168\n", + "run nudge string is \n", + "RunNumber 121169\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuuuuddddddddddduuuu\n", + "RunNumber 121170\n", + "run nudge string is \n", + "RunNumber 121171\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 974.0\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 121172\n", + "run nudge string is \n", + "RunNumber 121173\n", + "run nudge string is \n", + "RunNumber 121174\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1441.3\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is dddu\n", + "RunNumber 121175\n", + "run nudge string is \n", + "RunNumber 121176\n", + "run nudge string is \n", + "RunNumber 121177\n", + "run nudge string is \n", + "RunNumber 121178\n", + "run nudge string is \n", + "RunNumber 121179\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121180\n", + "run nudge string is \n", + "RunNumber 121181\n", + "run nudge string is \n", + "RunNumber 121182\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 966.1\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "run nudge string is u\n", + "RunNumber 121183\n", + "run nudge string is u\n", + "RunNumber 121184\n", + "run nudge string is \n", + "RunNumber 121185\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 370.7\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 900.7\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 121186\n", + "run nudge string is \n", + "RunNumber 121187\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1441.3\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 121188\n", + "run nudge string is \n", + "RunNumber 121189\n", + "run nudge string is \n", + "RunNumber 121190\n", + "run nudge string is \n", + "RunNumber 121191\n", + "run nudge string is \n", + "RunNumber 121192\n", + "run nudge string is \n", + "RunNumber 121193\n", + "run nudge string is \n", + "RunNumber 121194\n", + "run nudge string is \n", + "RunNumber 121195\n", + "run nudge string is \n", + "RunNumber 121196\n", + "run nudge string is \n", + "RunNumber 121197\n", + "run nudge string is \n", + "RunNumber 121198\n", + "run nudge string is \n", + "RunNumber 121199\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121200\n", + "run nudge string is \n", + "RunNumber 121201\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 121202\n", + "run nudge string is \n", + "RunNumber 121203\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 973.62\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 121204\n", + "run nudge string is \n", + "RunNumber 121205\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1441.3\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 121206\n", + "run nudge string is \n", + "RunNumber 121207\n", + "run nudge string is \n", + "RunNumber 121208\n", + "run nudge string is \n", + "RunNumber 121209\n", + "run nudge string is \n", + "RunNumber 121210\n", + "run nudge string is \n", + "RunNumber 121211\n", + "run nudge string is \n", + "RunNumber 121212\n", + "run nudge string is \n", + "RunNumber 121213\n", + "run nudge string is \n", + "RunNumber 121214\n", + "run nudge string is \n" + ] + } + ], + "source": [ + "#df_spring23 = pd.read_csv('csv_data/merged/Spring23_initialMerged.csv')\n", + "df_spring23_final = define_nudge(df_spring23)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "df_spring23_final.to_csv(\"csv_data/merged/Spring2023Merged_goodRuns.csv\",index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_56455/2584711444.py:37: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df_tmp[(df_tmp['PitchMotionSize']<0.0005)&(df_tmp['YawMotionSize']<0.0005)]['MotionDone'] = True\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RunNumber 131405\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "run nudge string is \n", + "RunNumber 131406\n", + "run nudge string is \n", + "RunNumber 131407\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1096.1\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 593.37\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.69\n", + "Nudged needed to clear backlash 2.5\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.3899999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.38\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.69\n", + "Nudged needed to clear backlash 2.5\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.3899999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 3.38\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is duuddddduuuuuuuuuuuuduudddddduuuu\n", + "RunNumber 131408\n", + "run nudge string is \n", + "RunNumber 131409\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1461.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is uddddddddddu\n", + "RunNumber 131410\n", + "run nudge string is \n", + "RunNumber 131411\n", + "run nudge string is \n", + "RunNumber 131412\n", + "run nudge string is \n", + "RunNumber 131413\n", + "run nudge string is \n", + "RunNumber 131414\n", + "run nudge string is \n", + "RunNumber 131415\n", + "run nudge string is \n", + "RunNumber 131416\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2008.37\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuuddduuddduuddddddudduudd\n", + "RunNumber 131417\n", + "run nudge string is \n", + "RunNumber 131418\n", + "run nudge string is \n", + "RunNumber 131419\n", + "run nudge string is \n", + "RunNumber 131420\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131421\n", + "run nudge string is dddddd\n", + "RunNumber 131422\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1736.8\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is dddddddd\n", + "RunNumber 131423\n", + "run nudge string is \n", + "RunNumber 131424\n", + "run nudge string is \n", + "RunNumber 131425\n", + "run nudge string is \n", + "RunNumber 131426\n", + "run nudge string is \n", + "RunNumber 131427\n", + "run nudge string is \n", + "RunNumber 131428\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131429\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.6799999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 4\n", + "run nudge string is uuuuuddd\n", + "RunNumber 131430\n", + "run nudge string is \n", + "RunNumber 131431\n", + "run nudge string is \n", + "RunNumber 131432\n", + "run nudge string is \n", + "RunNumber 131433\n", + "run nudge string is \n", + "RunNumber 131434\n", + "run nudge string is \n", + "RunNumber 131435\n", + "run nudge string is \n", + "RunNumber 131436\n", + "run nudge string is \n", + "RunNumber 131437\n", + "run nudge string is \n", + "RunNumber 131438\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2009.67\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddddduuuuuuuu\n", + "RunNumber 131439\n", + "run nudge string is \n", + "RunNumber 131440\n", + "run nudge string is \n", + "RunNumber 131441\n", + "run nudge string is \n", + "RunNumber 131442\n", + "run nudge string is \n", + "RunNumber 131443\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddddduuu\n", + "RunNumber 131444\n", + "run nudge string is \n", + "RunNumber 131445\n", + "run nudge string is \n", + "RunNumber 131446\n", + "run nudge string is \n", + "RunNumber 131447\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1381.91\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddudddddddddduuuuuuu\n", + "RunNumber 131448\n", + "run nudge string is \n", + "RunNumber 131449\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 1.5\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is \n", + "RunNumber 131450\n", + "run nudge string is \n", + "RunNumber 131451\n", + "run nudge string is \n", + "RunNumber 131452\n", + "run nudge string is \n", + "RunNumber 131453\n", + "run nudge string is \n", + "RunNumber 131454\n", + "run nudge string is \n", + "RunNumber 131455\n", + "run nudge string is \n", + "RunNumber 131456\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1458.24\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 131457\n", + "run nudge string is \n", + "RunNumber 131458\n", + "run nudge string is \n", + "RunNumber 131459\n", + "run nudge string is \n", + "RunNumber 131460\n", + "run nudge string is \n", + "RunNumber 131461\n", + "run nudge string is \n", + "RunNumber 131462\n", + "run nudge string is \n", + "RunNumber 131463\n", + "run nudge string is \n", + "RunNumber 131464\n", + "run nudge string is \n", + "RunNumber 131465\n", + "run nudge string is \n", + "RunNumber 131466\n", + "run nudge string is \n", + "RunNumber 131467\n", + "run nudge string is \n", + "RunNumber 131468\n", + "run nudge string is \n", + "RunNumber 131469\n", + "run nudge string is \n", + "RunNumber 131470\n", + "run nudge string is \n", + "RunNumber 131471\n", + "run nudge string is \n", + "RunNumber 131472\n", + "run nudge string is \n", + "RunNumber 131473\n", + "run nudge string is \n", + "RunNumber 131474\n", + "run nudge string is \n", + "RunNumber 131475\n", + "run nudge string is \n", + "RunNumber 131476\n", + "run nudge string is \n", + "RunNumber 131477\n", + "run nudge string is \n", + "RunNumber 131478\n", + "run nudge string is \n", + "RunNumber 131479\n", + "run nudge string is \n", + "RunNumber 131480\n", + "run nudge string is \n", + "RunNumber 131481\n", + "run nudge string is \n", + "RunNumber 131482\n", + "run nudge string is \n", + "RunNumber 131483\n", + "run nudge string is \n", + "RunNumber 131484\n", + "run nudge string is \n", + "RunNumber 131485\n", + "run nudge string is \n", + "RunNumber 131486\n", + "run nudge string is \n", + "RunNumber 131487\n", + "run nudge string is \n", + "RunNumber 131488\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2016.34\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 1\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1530.7\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 1\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 1\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 1\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 1\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 1\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 1\n", + "Abnormally large nudge\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 1\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1755.1100000000001\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 649.8\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 7.1\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 1\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 7.1\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 1\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1515.1399999999999\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "run nudge string is ddddddddddddddddddddddddddddudddddddddddddddddddddddddddddddd\n", + "RunNumber 131489\n", + "run nudge string is \n", + "RunNumber 131490\n", + "run nudge string is \n", + "RunNumber 131491\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuddd\n", + "RunNumber 131492\n", + "run nudge string is \n", + "RunNumber 131493\n", + "run nudge string is \n", + "RunNumber 131494\n", + "run nudge string is \n", + "RunNumber 131495\n", + "run nudge string is \n", + "RunNumber 131496\n", + "run nudge string is \n", + "RunNumber 131497\n", + "run nudge string is \n", + "RunNumber 131498\n", + "run nudge string is \n", + "RunNumber 131499\n", + "run nudge string is \n", + "RunNumber 131500\n", + "run nudge string is \n", + "RunNumber 131501\n", + "run nudge string is \n", + "RunNumber 131502\n", + "run nudge string is \n", + "RunNumber 131503\n", + "run nudge string is \n", + "RunNumber 131504\n", + "run nudge string is \n", + "RunNumber 131505\n", + "run nudge string is \n", + "RunNumber 131506\n", + "run nudge string is \n", + "RunNumber 131507\n", + "run nudge string is \n", + "RunNumber 131508\n", + "run nudge string is \n", + "RunNumber 131509\n", + "run nudge string is \n", + "RunNumber 131510\n", + "run nudge string is \n", + "RunNumber 131511\n", + "run nudge string is \n", + "RunNumber 131512\n", + "run nudge string is \n", + "RunNumber 131513\n", + "run nudge string is \n", + "RunNumber 131514\n", + "run nudge string is \n", + "RunNumber 131515\n", + "run nudge string is \n", + "RunNumber 131516\n", + "run nudge string is \n", + "RunNumber 131517\n", + "run nudge string is \n", + "RunNumber 131518\n", + "run nudge string is \n", + "RunNumber 131519\n", + "run nudge string is \n", + "RunNumber 131520\n", + "run nudge string is \n", + "RunNumber 131521\n", + "run nudge string is \n", + "RunNumber 131522\n", + "run nudge string is \n", + "RunNumber 131523\n", + "run nudge string is \n", + "RunNumber 131524\n", + "run nudge string is \n", + "RunNumber 131525\n", + "run nudge string is \n", + "RunNumber 131526\n", + "run nudge string is \n", + "RunNumber 131527\n", + "run nudge string is \n", + "RunNumber 131528\n", + "run nudge string is \n", + "RunNumber 131529\n", + "run nudge string is \n", + "RunNumber 131530\n", + "run nudge string is \n", + "RunNumber 131531\n", + "run nudge string is \n", + "RunNumber 131532\n", + "run nudge string is \n", + "RunNumber 131533\n", + "run nudge string is \n", + "RunNumber 131534\n", + "run nudge string is \n", + "RunNumber 131535\n", + "run nudge string is \n", + "RunNumber 131536\n", + "run nudge string is \n", + "RunNumber 131537\n", + "run nudge string is \n", + "RunNumber 131538\n", + "run nudge string is \n", + "RunNumber 131539\n", + "run nudge string is \n", + "RunNumber 131540\n", + "run nudge string is \n", + "RunNumber 131541\n", + "run nudge string is \n", + "RunNumber 131542\n", + "run nudge string is \n", + "RunNumber 131543\n", + "run nudge string is \n", + "RunNumber 131544\n", + "run nudge string is \n", + "RunNumber 131545\n", + "run nudge string is \n", + "RunNumber 131546\n", + "run nudge string is \n", + "RunNumber 131547\n", + "run nudge string is \n", + "RunNumber 131548\n", + "run nudge string is \n", + "RunNumber 131549\n", + "run nudge string is \n", + "RunNumber 131550\n", + "run nudge string is \n", + "RunNumber 131551\n", + "run nudge string is \n", + "RunNumber 131552\n", + "run nudge string is \n", + "RunNumber 131553\n", + "run nudge string is \n", + "RunNumber 131554\n", + "run nudge string is \n", + "RunNumber 131555\n", + "run nudge string is \n", + "RunNumber 131556\n", + "run nudge string is \n", + "RunNumber 131557\n", + "run nudge string is \n", + "RunNumber 131558\n", + "run nudge string is \n", + "RunNumber 131559\n", + "run nudge string is \n", + "RunNumber 131560\n", + "run nudge string is \n", + "RunNumber 131561\n", + "run nudge string is \n", + "RunNumber 131562\n", + "run nudge string is \n", + "RunNumber 131563\n", + "run nudge string is \n", + "RunNumber 131564\n", + "run nudge string is \n", + "RunNumber 131565\n", + "run nudge string is \n", + "RunNumber 131566\n", + "run nudge string is \n", + "RunNumber 131567\n", + "run nudge string is \n", + "RunNumber 131568\n", + "run nudge string is \n", + "RunNumber 131569\n", + "run nudge string is \n", + "RunNumber 131570\n", + "run nudge string is \n", + "RunNumber 131571\n", + "run nudge string is \n", + "RunNumber 131572\n", + "run nudge string is \n", + "RunNumber 131573\n", + "run nudge string is \n", + "RunNumber 131574\n", + "run nudge string is \n", + "RunNumber 131575\n", + "run nudge string is \n", + "RunNumber 131576\n", + "run nudge string is \n", + "RunNumber 131577\n", + "run nudge string is \n", + "RunNumber 131578\n", + "run nudge string is \n", + "RunNumber 131579\n", + "run nudge string is \n", + "RunNumber 131580\n", + "run nudge string is \n", + "RunNumber 131581\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "run nudge string is \n", + "RunNumber 131582\n", + "run nudge string is \n", + "RunNumber 131583\n", + "run nudge string is \n", + "RunNumber 131584\n", + "run nudge string is \n", + "RunNumber 131585\n", + "run nudge string is \n", + "RunNumber 131586\n", + "run nudge string is \n", + "RunNumber 131587\n", + "run nudge string is \n", + "RunNumber 131588\n", + "run nudge string is \n", + "RunNumber 131589\n", + "run nudge string is \n", + "RunNumber 131590\n", + "run nudge string is \n", + "RunNumber 131591\n", + "run nudge string is \n", + "RunNumber 131592\n", + "run nudge string is \n", + "RunNumber 131593\n", + "run nudge string is \n", + "RunNumber 131594\n", + "run nudge string is \n", + "RunNumber 131595\n", + "run nudge string is \n", + "RunNumber 131596\n", + "run nudge string is \n", + "RunNumber 131597\n", + "run nudge string is \n", + "RunNumber 131598\n", + "run nudge string is \n", + "RunNumber 131599\n", + "run nudge string is \n", + "RunNumber 131600\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "run nudge string is d\n", + "RunNumber 131601\n", + "run nudge string is \n", + "RunNumber 131602\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1533.62\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 131603\n", + "run nudge string is \n", + "RunNumber 131604\n", + "run nudge string is \n", + "RunNumber 131605\n", + "run nudge string is \n", + "RunNumber 131606\n", + "run nudge string is \n", + "RunNumber 131607\n", + "run nudge string is \n", + "RunNumber 131608\n", + "run nudge string is \n", + "RunNumber 131609\n", + "run nudge string is \n", + "RunNumber 131610\n", + "run nudge string is \n", + "RunNumber 131611\n", + "run nudge string is \n", + "RunNumber 131612\n", + "run nudge string is \n", + "RunNumber 131613\n", + "run nudge string is \n", + "RunNumber 131614\n", + "run nudge string is \n", + "RunNumber 131615\n", + "run nudge string is \n", + "RunNumber 131616\n", + "run nudge string is \n", + "RunNumber 131617\n", + "run nudge string is \n", + "RunNumber 131618\n", + "run nudge string is \n", + "RunNumber 131619\n", + "run nudge string is \n", + "RunNumber 131620\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1356.67\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 131621\n", + "run nudge string is \n", + "RunNumber 131622\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuu\n", + "RunNumber 131623\n", + "run nudge string is \n", + "RunNumber 131624\n", + "run nudge string is \n", + "RunNumber 131625\n", + "run nudge string is \n", + "RunNumber 131626\n", + "run nudge string is \n", + "RunNumber 131627\n", + "run nudge string is \n", + "RunNumber 131628\n", + "run nudge string is \n", + "RunNumber 131629\n", + "run nudge string is \n", + "RunNumber 131630\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131631\n", + "run nudge string is \n", + "RunNumber 131632\n", + "run nudge string is \n", + "RunNumber 131633\n", + "run nudge string is \n", + "RunNumber 131634\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1534.36\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "run nudge string is uuuuuuud\n", + "RunNumber 131635\n", + "run nudge string is \n", + "RunNumber 131636\n", + "run nudge string is \n", + "RunNumber 131637\n", + "run nudge string is \n", + "RunNumber 131638\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131639\n", + "run nudge string is \n", + "RunNumber 131640\n", + "run nudge string is \n", + "RunNumber 131641\n", + "run nudge string is \n", + "RunNumber 131642\n", + "run nudge string is \n", + "RunNumber 131643\n", + "run nudge string is \n", + "RunNumber 131644\n", + "run nudge string is \n", + "RunNumber 131645\n", + "run nudge string is \n", + "RunNumber 131646\n", + "run nudge string is \n", + "RunNumber 131647\n", + "run nudge string is \n", + "RunNumber 131648\n", + "run nudge string is \n", + "RunNumber 131649\n", + "run nudge string is \n", + "RunNumber 131650\n", + "run nudge string is \n", + "RunNumber 131651\n", + "run nudge string is \n", + "RunNumber 131652\n", + "run nudge string is \n", + "RunNumber 131653\n", + "run nudge string is \n", + "RunNumber 131654\n", + "run nudge string is \n", + "RunNumber 131655\n", + "run nudge string is \n", + "RunNumber 131656\n", + "run nudge string is \n", + "RunNumber 131657\n", + "run nudge string is \n", + "RunNumber 131658\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is uu\n", + "RunNumber 131659\n", + "run nudge string is \n", + "RunNumber 131660\n", + "run nudge string is \n", + "RunNumber 131661\n", + "run nudge string is \n", + "RunNumber 131662\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuu\n", + "RunNumber 131663\n", + "run nudge string is \n", + "RunNumber 131664\n", + "run nudge string is \n", + "RunNumber 131665\n", + "run nudge string is \n", + "RunNumber 131666\n", + "run nudge string is \n", + "RunNumber 131667\n", + "run nudge string is \n", + "RunNumber 131668\n", + "run nudge string is \n", + "RunNumber 131669\n", + "run nudge string is \n", + "RunNumber 131670\n", + "run nudge string is \n", + "RunNumber 131671\n", + "run nudge string is \n", + "RunNumber 131672\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2064.45\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddddddddduuuuuuuuduuuuuuuuuuuuddddddddddduuuuuuuuuuuudddddd\n", + "RunNumber 131673\n", + "run nudge string is \n", + "RunNumber 131674\n", + "run nudge string is \n", + "RunNumber 131675\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131676\n", + "run nudge string is \n", + "RunNumber 131677\n", + "run nudge string is ddd\n", + "RunNumber 131678\n", + "run nudge string is \n", + "RunNumber 131679\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131680\n", + "run nudge string is \n", + "RunNumber 131681\n", + "run nudge string is \n", + "RunNumber 131682\n", + "run nudge string is \n", + "RunNumber 131683\n", + "run nudge string is \n", + "RunNumber 131684\n", + "run nudge string is \n", + "RunNumber 131685\n", + "run nudge string is \n", + "RunNumber 131686\n", + "run nudge string is \n", + "RunNumber 131687\n", + "run nudge string is \n", + "RunNumber 131688\n", + "run nudge string is \n", + "RunNumber 131689\n", + "run nudge string is \n", + "RunNumber 131690\n", + "run nudge string is \n", + "RunNumber 131691\n", + "run nudge string is \n", + "RunNumber 131692\n", + "run nudge string is \n", + "RunNumber 131693\n", + "run nudge string is \n", + "RunNumber 131694\n", + "run nudge string is \n", + "RunNumber 131695\n", + "run nudge string is \n", + "RunNumber 131696\n", + "run nudge string is \n", + "RunNumber 131697\n", + "run nudge string is \n", + "RunNumber 131698\n", + "run nudge string is \n", + "RunNumber 131699\n", + "run nudge string is \n", + "RunNumber 131700\n", + "run nudge string is \n", + "RunNumber 131701\n", + "run nudge string is \n", + "RunNumber 131702\n", + "run nudge string is \n", + "RunNumber 131703\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1461.69\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is dddddddd\n", + "RunNumber 131704\n", + "run nudge string is \n", + "RunNumber 131705\n", + "run nudge string is \n", + "RunNumber 131706\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2059.24\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddddddddduuuuuu\n", + "RunNumber 131707\n", + "run nudge string is \n", + "RunNumber 131708\n", + "run nudge string is \n", + "RunNumber 131709\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddduuuudd\n", + "RunNumber 131710\n", + "run nudge string is \n", + "RunNumber 131711\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131712\n", + "run nudge string is \n", + "RunNumber 131713\n", + "run nudge string is \n", + "RunNumber 131714\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1461.69\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is dddd\n", + "RunNumber 131715\n", + "run nudge string is \n", + "RunNumber 131716\n", + "run nudge string is \n", + "RunNumber 131717\n", + "run nudge string is \n", + "RunNumber 131718\n", + "run nudge string is \n", + "RunNumber 131719\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2061.15\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddddddddduudddduuudddd\n", + "RunNumber 131720\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "run nudge string is uuuuuuuuuuuud\n", + "RunNumber 131721\n", + "run nudge string is \n", + "RunNumber 131722\n", + "run nudge string is \n", + "RunNumber 131723\n", + "run nudge string is \n", + "RunNumber 131724\n", + "run nudge string is \n", + "RunNumber 131725\n", + "run nudge string is \n", + "RunNumber 131726\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1530.02\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 131727\n", + "run nudge string is \n", + "RunNumber 131728\n", + "run nudge string is \n", + "RunNumber 131729\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131730\n", + "run nudge string is \n", + "RunNumber 131731\n", + "run nudge string is \n", + "RunNumber 131732\n", + "run nudge string is \n", + "RunNumber 131733\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 4\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131734\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddddddd\n", + "RunNumber 131735\n", + "run nudge string is \n", + "RunNumber 131736\n", + "run nudge string is \n", + "RunNumber 131737\n", + "run nudge string is \n", + "RunNumber 131738\n", + "run nudge string is \n", + "RunNumber 131739\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131740\n", + "run nudge string is \n", + "RunNumber 131741\n", + "run nudge string is ddddddd\n", + "RunNumber 131742\n", + "run nudge string is \n", + "RunNumber 131743\n", + "run nudge string is \n", + "RunNumber 131744\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1534.21\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 131745\n", + "run nudge string is d\n", + "RunNumber 131746\n", + "run nudge string is \n", + "RunNumber 131747\n", + "run nudge string is \n", + "RunNumber 131748\n", + "run nudge string is \n", + "RunNumber 131749\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1350.56\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 131750\n", + "run nudge string is \n", + "RunNumber 131751\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuu\n", + "RunNumber 131752\n", + "run nudge string is \n", + "RunNumber 131753\n", + "run nudge string is \n", + "RunNumber 131754\n", + "run nudge string is \n", + "RunNumber 131755\n", + "run nudge string is \n", + "RunNumber 131756\n", + "run nudge string is \n", + "RunNumber 131757\n", + "run nudge string is \n", + "RunNumber 131758\n", + "run nudge string is \n", + "RunNumber 131759\n", + "run nudge string is \n", + "RunNumber 131760\n", + "run nudge string is \n", + "RunNumber 131761\n", + "run nudge string is \n", + "RunNumber 131762\n", + "run nudge string is \n", + "RunNumber 131763\n", + "run nudge string is \n", + "RunNumber 131764\n", + "run nudge string is \n", + "RunNumber 131765\n", + "run nudge string is \n", + "RunNumber 131766\n", + "run nudge string is \n", + "RunNumber 131767\n", + "run nudge string is \n", + "RunNumber 131768\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131769\n", + "run nudge string is \n", + "RunNumber 131770\n", + "run nudge string is \n", + "RunNumber 131771\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1534.21\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 131772\n", + "run nudge string is \n", + "RunNumber 131773\n", + "run nudge string is \n", + "RunNumber 131774\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1350.56\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 131775\n", + "run nudge string is \n", + "RunNumber 131776\n", + "run nudge string is \n", + "RunNumber 131777\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuu\n", + "RunNumber 131778\n", + "run nudge string is \n", + "RunNumber 131779\n", + "run nudge string is \n", + "RunNumber 131780\n", + "run nudge string is \n", + "RunNumber 131781\n", + "run nudge string is \n", + "RunNumber 131782\n", + "run nudge string is \n", + "RunNumber 131783\n", + "run nudge string is \n", + "RunNumber 131784\n", + "run nudge string is \n", + "RunNumber 131785\n", + "run nudge string is \n", + "RunNumber 131786\n", + "run nudge string is \n", + "RunNumber 131787\n", + "run nudge string is \n", + "RunNumber 131788\n", + "run nudge string is \n", + "RunNumber 131789\n", + "run nudge string is \n", + "RunNumber 131790\n", + "run nudge string is \n", + "RunNumber 131791\n", + "run nudge string is \n", + "RunNumber 131792\n", + "run nudge string is \n", + "RunNumber 131793\n", + "run nudge string is \n", + "RunNumber 131794\n", + "run nudge string is \n", + "RunNumber 131795\n", + "run nudge string is \n", + "RunNumber 131796\n", + "run nudge string is \n", + "RunNumber 131797\n", + "run nudge string is \n", + "RunNumber 131798\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131799\n", + "run nudge string is \n", + "RunNumber 131800\n", + "run nudge string is \n", + "RunNumber 131801\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1534.21\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 131802\n", + "run nudge string is \n", + "RunNumber 131803\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131804\n", + "run nudge string is \n", + "RunNumber 131805\n", + "run nudge string is \n", + "RunNumber 131806\n", + "run nudge string is \n", + "RunNumber 131807\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1456.71\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuu\n", + "RunNumber 131808\n", + "run nudge string is \n", + "RunNumber 131809\n", + "run nudge string is \n", + "RunNumber 131810\n", + "run nudge string is \n", + "RunNumber 131811\n", + "run nudge string is \n", + "RunNumber 131812\n", + "run nudge string is \n", + "RunNumber 131813\n", + "run nudge string is \n", + "RunNumber 131814\n", + "run nudge string is \n", + "RunNumber 131815\n", + "run nudge string is \n", + "RunNumber 131816\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2071.78\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuuuuu\n", + "RunNumber 131817\n", + "run nudge string is \n", + "RunNumber 131818\n", + "run nudge string is \n", + "RunNumber 131819\n", + "Abnormally large nudge\n", + "run nudge string is dddd\n", + "RunNumber 131820\n", + "run nudge string is dd\n", + "RunNumber 131821\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131822\n", + "run nudge string is \n", + "RunNumber 131823\n", + "run nudge string is \n", + "RunNumber 131824\n", + "run nudge string is \n", + "RunNumber 131825\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1456.71\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is duuuuuuuuu\n", + "RunNumber 131826\n", + "run nudge string is \n", + "RunNumber 131827\n", + "run nudge string is \n", + "RunNumber 131828\n", + "run nudge string is \n", + "RunNumber 131829\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 1\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2057.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 131830\n", + "run nudge string is \n", + "RunNumber 131831\n", + "run nudge string is \n", + "RunNumber 131832\n", + "run nudge string is \n", + "RunNumber 131833\n", + "run nudge string is \n", + "RunNumber 131834\n", + "run nudge string is \n", + "RunNumber 131835\n", + "Abnormally large nudge\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1530.72\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 20.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "Abnormally large nudge\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 29908.190000000002\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1544.71\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 758.62\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1538.46\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131836\n", + "run nudge string is \n", + "RunNumber 131837\n", + "run nudge string is \n", + "RunNumber 131838\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131839\n", + "run nudge string is \n", + "RunNumber 131840\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.69\n", + "Nudged needed to clear backlash 2.5\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.3899999999999997\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is uu\n", + "RunNumber 131841\n", + "run nudge string is \n", + "RunNumber 131842\n", + "run nudge string is \n", + "RunNumber 131843\n", + "run nudge string is \n", + "RunNumber 131844\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131845\n", + "run nudge string is \n", + "RunNumber 131846\n", + "run nudge string is \n", + "RunNumber 131847\n", + "run nudge string is \n", + "RunNumber 131848\n", + "run nudge string is \n", + "RunNumber 131849\n", + "run nudge string is \n", + "RunNumber 131850\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131851\n", + "run nudge string is \n", + "RunNumber 131852\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131853\n", + "run nudge string is \n", + "RunNumber 131854\n", + "run nudge string is \n", + "RunNumber 131855\n", + "run nudge string is \n", + "RunNumber 131856\n", + "run nudge string is \n", + "RunNumber 131857\n", + "run nudge string is \n", + "RunNumber 131858\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131859\n", + "run nudge string is \n", + "RunNumber 131860\n", + "run nudge string is \n", + "RunNumber 131861\n", + "run nudge string is \n", + "RunNumber 131862\n", + "run nudge string is \n", + "RunNumber 131863\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1465.9\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 4\n", + "run nudge string is ddddd\n", + "RunNumber 131864\n", + "run nudge string is \n", + "RunNumber 131865\n", + "run nudge string is \n", + "RunNumber 131866\n", + "run nudge string is d\n", + "RunNumber 131867\n", + "run nudge string is \n", + "RunNumber 131868\n", + "run nudge string is \n", + "RunNumber 131869\n", + "run nudge string is \n", + "RunNumber 131870\n", + "run nudge string is d\n", + "RunNumber 131871\n", + "run nudge string is \n", + "RunNumber 131872\n", + "run nudge string is \n", + "RunNumber 131873\n", + "run nudge string is \n", + "RunNumber 131874\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2138.72\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 131875\n", + "run nudge string is \n", + "RunNumber 131876\n", + "run nudge string is \n", + "RunNumber 131877\n", + "run nudge string is \n", + "RunNumber 131878\n", + "run nudge string is \n", + "RunNumber 131879\n", + "run nudge string is \n", + "RunNumber 131880\n", + "run nudge string is \n", + "RunNumber 131881\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1638.63\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 11.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dduu\n", + "RunNumber 131882\n", + "run nudge string is \n", + "RunNumber 131883\n", + "run nudge string is \n", + "RunNumber 131884\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131885\n", + "run nudge string is \n", + "RunNumber 131886\n", + "run nudge string is \n", + "RunNumber 131887\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1465.9\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is dddddddddduu\n", + "RunNumber 131888\n", + "run nudge string is \n", + "RunNumber 131889\n", + "run nudge string is \n", + "RunNumber 131890\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2136.88\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uddd\n", + "RunNumber 131891\n", + "run nudge string is d\n", + "RunNumber 131892\n", + "Abnormally large nudge\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 1\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1634.09\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is \n", + "RunNumber 131893\n", + "run nudge string is \n", + "RunNumber 131894\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uu\n", + "RunNumber 131895\n", + "run nudge string is \n", + "RunNumber 131896\n", + "run nudge string is \n", + "RunNumber 131897\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131898\n", + "run nudge string is \n", + "RunNumber 131899\n", + "run nudge string is \n", + "RunNumber 131900\n", + "run nudge string is \n", + "RunNumber 131901\n", + "run nudge string is \n", + "RunNumber 131902\n", + "run nudge string is \n", + "RunNumber 131903\n", + "run nudge string is \n", + "RunNumber 131904\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1465.9\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddddudddddddd\n", + "RunNumber 131905\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 4\n", + "run nudge string is d\n", + "RunNumber 131906\n", + "run nudge string is \n", + "RunNumber 131907\n", + "run nudge string is \n", + "RunNumber 131908\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2135.65\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddd\n", + "RunNumber 131909\n", + "run nudge string is \n", + "RunNumber 131910\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131911\n", + "run nudge string is \n", + "RunNumber 131912\n", + "run nudge string is \n", + "RunNumber 131913\n", + "run nudge string is \n", + "RunNumber 131914\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131915\n", + "run nudge string is \n", + "RunNumber 131916\n", + "run nudge string is \n", + "RunNumber 131917\n", + "run nudge string is \n", + "RunNumber 131918\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1459.03\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuu\n", + "RunNumber 131919\n", + "run nudge string is \n", + "RunNumber 131920\n", + "run nudge string is \n", + "RunNumber 131921\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 131922\n", + "run nudge string is \n", + "RunNumber 131923\n", + "run nudge string is \n", + "RunNumber 131924\n", + "run nudge string is \n", + "RunNumber 131925\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2136.88\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddddd\n", + "RunNumber 131926\n", + "run nudge string is \n", + "RunNumber 131927\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131928\n", + "run nudge string is \n", + "RunNumber 131929\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131930\n", + "run nudge string is \n", + "RunNumber 131931\n", + "run nudge string is \n", + "RunNumber 131932\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1459.03\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is duuuuuuud\n", + "RunNumber 131933\n", + "run nudge string is \n", + "RunNumber 131934\n", + "run nudge string is \n", + "RunNumber 131935\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131936\n", + "run nudge string is \n", + "RunNumber 131937\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1634.09\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 131938\n", + "run nudge string is \n", + "RunNumber 131939\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131940\n", + "run nudge string is \n", + "RunNumber 131941\n", + "run nudge string is \n", + "RunNumber 131942\n", + "run nudge string is \n", + "RunNumber 131943\n", + "run nudge string is \n", + "RunNumber 131944\n", + "run nudge string is \n", + "RunNumber 131945\n", + "run nudge string is \n", + "RunNumber 131946\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 1.5\n", + "run nudge string is \n", + "RunNumber 131947\n", + "run nudge string is \n", + "RunNumber 131948\n", + "run nudge string is \n", + "RunNumber 131949\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131950\n", + "run nudge string is \n", + "RunNumber 131951\n", + "run nudge string is \n", + "RunNumber 131952\n", + "run nudge string is \n", + "RunNumber 131953\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2141.23\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddduuuuuuuuudddd\n", + "RunNumber 131954\n", + "run nudge string is \n", + "RunNumber 131955\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 681.6\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 131956\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 681.6\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 131957\n", + "run nudge string is \n", + "RunNumber 131958\n", + "run nudge string is \n", + "RunNumber 131959\n", + "run nudge string is \n", + "RunNumber 131960\n", + "run nudge string is \n", + "RunNumber 131961\n", + "run nudge string is \n", + "RunNumber 131962\n", + "run nudge string is \n", + "RunNumber 131963\n", + "run nudge string is \n", + "RunNumber 131964\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuddd\n", + "RunNumber 131965\n", + "run nudge string is \n", + "RunNumber 131966\n", + "run nudge string is \n", + "RunNumber 131967\n", + "run nudge string is \n", + "RunNumber 131968\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1634.09\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dduuu\n", + "RunNumber 131969\n", + "run nudge string is \n", + "RunNumber 131970\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 131971\n", + "run nudge string is \n", + "RunNumber 131972\n", + "run nudge string is \n", + "RunNumber 131973\n", + "run nudge string is \n", + "RunNumber 131974\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1468.08\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "run nudge string is udddddddu\n", + "RunNumber 131975\n", + "run nudge string is \n", + "RunNumber 131976\n", + "run nudge string is \n", + "RunNumber 131977\n", + "run nudge string is \n", + "RunNumber 131978\n", + "run nudge string is \n", + "RunNumber 131979\n", + "run nudge string is \n", + "RunNumber 131980\n", + "run nudge string is \n", + "RunNumber 131981\n", + "run nudge string is \n", + "RunNumber 131982\n", + "run nudge string is \n", + "RunNumber 131983\n", + "run nudge string is \n", + "RunNumber 131984\n", + "run nudge string is \n", + "RunNumber 131985\n", + "run nudge string is \n", + "RunNumber 131986\n", + "run nudge string is \n", + "RunNumber 131987\n", + "run nudge string is \n", + "RunNumber 131988\n", + "run nudge string is \n", + "RunNumber 131989\n", + "run nudge string is \n", + "RunNumber 131990\n", + "run nudge string is \n", + "RunNumber 131991\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.8\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.8\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 1.5\n", + "run nudge string is \n", + "RunNumber 131992\n", + "run nudge string is uuuuuu\n", + "RunNumber 131993\n", + "run nudge string is \n", + "RunNumber 131994\n", + "run nudge string is \n", + "RunNumber 131995\n", + "run nudge string is \n", + "RunNumber 131996\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2144.52\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uuuuu\n", + "RunNumber 131997\n", + "run nudge string is \n", + "RunNumber 131998\n", + "Abnormally large nudge\n", + "run nudge string is ddddddd\n", + "RunNumber 131999\n", + "run nudge string is \n", + "RunNumber 132000\n", + "run nudge string is \n", + "RunNumber 132001\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1313.71\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is d\n", + "RunNumber 132002\n", + "run nudge string is \n", + "RunNumber 132003\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1459.8\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uu\n", + "RunNumber 132004\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 11.03\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is duuuuuud\n", + "RunNumber 132005\n", + "run nudge string is \n", + "RunNumber 132006\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2138.34\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 132007\n", + "run nudge string is \n", + "RunNumber 132008\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 132009\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is uudddddddddd\n", + "RunNumber 132010\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 8.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is udddddddduuuu\n", + "RunNumber 132011\n", + "run nudge string is \n", + "RunNumber 132012\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 132013\n", + "run nudge string is \n", + "RunNumber 132014\n", + "run nudge string is \n", + "RunNumber 132015\n", + "run nudge string is \n", + "RunNumber 132016\n", + "run nudge string is \n", + "RunNumber 132017\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1468.78\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 132018\n", + "run nudge string is \n", + "RunNumber 132019\n", + "run nudge string is \n", + "RunNumber 132020\n", + "run nudge string is \n", + "RunNumber 132021\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2141.5\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 132022\n", + "run nudge string is \n", + "RunNumber 132023\n", + "run nudge string is \n", + "RunNumber 132024\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1633.79\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 132025\n", + "run nudge string is \n", + "RunNumber 132026\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 132027\n", + "run nudge string is \n", + "RunNumber 132028\n", + "run nudge string is \n", + "RunNumber 132029\n", + "run nudge string is \n", + "RunNumber 132030\n", + "run nudge string is \n", + "RunNumber 132031\n", + "run nudge string is \n", + "RunNumber 132032\n", + "run nudge string is \n", + "RunNumber 132033\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1459.73\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 4\n", + "run nudge string is duuuuuuuuuu\n", + "RunNumber 132034\n", + "run nudge string is \n", + "RunNumber 132035\n", + "run nudge string is \n", + "RunNumber 132036\n", + "run nudge string is \n", + "RunNumber 132037\n", + "run nudge string is \n", + "RunNumber 132038\n", + "run nudge string is \n", + "RunNumber 132039\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1474.4099999999999\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 150.05\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 121.55\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 36.8\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 36.1\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 150.05\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 98.5\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuuuuuuuuuuuuuuduuuuuuuuuuuuuuuuuuuuuudududdddd\n", + "RunNumber 132040\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 99.98\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 1.5\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 99.98\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1515.8\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 70.7\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 1.5\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 99.98\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 1.5\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 323.87\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "run nudge string is \n", + "RunNumber 132041\n", + "run nudge string is \n", + "RunNumber 132042\n", + "run nudge string is \n", + "RunNumber 132043\n", + "run nudge string is \n", + "RunNumber 132044\n", + "run nudge string is \n", + "RunNumber 132045\n", + "run nudge string is d\n", + "RunNumber 132046\n", + "run nudge string is \n", + "RunNumber 132047\n", + "run nudge string is \n", + "RunNumber 132048\n", + "run nudge string is dddd\n", + "RunNumber 132049\n", + "run nudge string is \n", + "RunNumber 132050\n", + "run nudge string is \n", + "RunNumber 132051\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 132052\n", + "run nudge string is ddd\n", + "RunNumber 132053\n", + "run nudge string is \n", + "RunNumber 132054\n", + "run nudge string is \n", + "RunNumber 132055\n", + "run nudge string is \n", + "RunNumber 132056\n", + "run nudge string is \n", + "RunNumber 132057\n", + "run nudge string is \n", + "RunNumber 132058\n", + "Abnormally large nudge\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2287.91\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 11.05\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 11.05\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 11.05\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 11.05\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1080.04\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.04\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Abnormally large nudge\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1409.24\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "yawSetDiff less than -minStep, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 73.5\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1425.59\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "YawSetDiff less than min step, but orMode not in 1, 3, 4. orMode is 0\n", + "run nudge string is \n", + "RunNumber 132059\n", + "run nudge string is \n", + "RunNumber 132060\n", + "run nudge string is \n", + "RunNumber 132061\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1432.8\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is duuuu\n", + "RunNumber 132062\n", + "run nudge string is \n", + "RunNumber 132063\n", + "run nudge string is \n", + "RunNumber 132064\n", + "run nudge string is \n", + "RunNumber 132065\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 1\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 132066\n", + "run nudge string is \n", + "RunNumber 132067\n", + "run nudge string is \n", + "RunNumber 132068\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 132069\n", + "run nudge string is \n", + "RunNumber 132070\n", + "run nudge string is \n", + "RunNumber 132071\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1452.46\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uuu\n", + "RunNumber 132072\n", + "run nudge string is \n", + "RunNumber 132073\n", + "run nudge string is \n", + "RunNumber 132074\n", + "run nudge string is \n", + "RunNumber 132075\n", + "run nudge string is \n", + "RunNumber 132076\n", + "run nudge string is \n", + "RunNumber 132077\n", + "run nudge string is \n", + "RunNumber 132078\n", + "run nudge string is \n", + "RunNumber 132079\n", + "run nudge string is \n", + "RunNumber 132080\n", + "run nudge string is \n", + "RunNumber 132081\n", + "run nudge string is \n", + "RunNumber 132082\n", + "run nudge string is \n", + "RunNumber 132083\n", + "run nudge string is \n", + "RunNumber 132084\n", + "run nudge string is \n", + "RunNumber 132085\n", + "run nudge string is \n", + "RunNumber 132086\n", + "run nudge string is \n", + "RunNumber 132087\n", + "run nudge string is \n", + "RunNumber 132088\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 612.14\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1127.41\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 905.94\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 17.0\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1852.42\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 18.03\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 38.91\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 7.07\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff<-minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 7.07\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 7.07\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1353.97\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1419.46\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 3\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1347.17\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is duuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuduuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuudddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddduuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuuddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddduuuuuuudd\n", + "RunNumber 132089\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 132090\n", + "run nudge string is \n", + "RunNumber 132091\n", + "run nudge string is \n", + "RunNumber 132092\n", + "run nudge string is \n", + "RunNumber 132093\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2007.4\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dudd\n", + "RunNumber 132094\n", + "run nudge string is \n", + "RunNumber 132095\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1461.86\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddddd\n", + "RunNumber 132096\n", + "run nudge string is \n", + "RunNumber 132097\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 132098\n", + "run nudge string is \n", + "RunNumber 132099\n", + "run nudge string is \n", + "RunNumber 132100\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 4\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 70.7\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1432.69\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 132101\n", + "run nudge string is \n", + "RunNumber 132102\n", + "run nudge string is \n", + "RunNumber 132103\n", + "run nudge string is \n", + "RunNumber 132104\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2008.06\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 132105\n", + "run nudge string is \n", + "RunNumber 132106\n", + "run nudge string is \n", + "RunNumber 132107\n", + "run nudge string is \n", + "RunNumber 132108\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1461.86\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddddd\n", + "RunNumber 132109\n", + "run nudge string is \n", + "RunNumber 132110\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1465.02\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 132111\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "run nudge string is du\n", + "RunNumber 132112\n", + "run nudge string is uuuuuuu\n", + "RunNumber 132113\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 0.99\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.98\n", + "Nudged needed to clear backlash 2.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.9699999999999998\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is uddd\n", + "RunNumber 132114\n", + "run nudge string is \n", + "RunNumber 132115\n", + "run nudge string is \n", + "RunNumber 132116\n", + "run nudge string is \n", + "RunNumber 132117\n", + "run nudge string is \n", + "RunNumber 132118\n", + "run nudge string is \n", + "RunNumber 132119\n", + "run nudge string is \n", + "RunNumber 132120\n", + "run nudge string is \n", + "RunNumber 132121\n", + "run nudge string is \n", + "RunNumber 132122\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 132123\n", + "run nudge string is \n", + "RunNumber 132124\n", + "run nudge string is \n", + "RunNumber 132125\n", + "run nudge string is \n", + "RunNumber 132126\n", + "pitchSetDiff>minStep, but orMode not 2. orMode is 1\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2013.3\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is duu\n", + "RunNumber 132127\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 10.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is ddd\n", + "RunNumber 132128\n", + "run nudge string is \n", + "RunNumber 132129\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 132130\n", + "run nudge string is \n", + "RunNumber 132131\n", + "run nudge string is \n", + "RunNumber 132132\n", + "run nudge string is ddddddd\n", + "RunNumber 132133\n", + "run nudge string is \n", + "RunNumber 132134\n", + "run nudge string is \n", + "RunNumber 132135\n", + "run nudge string is \n", + "RunNumber 132136\n", + "run nudge string is \n", + "RunNumber 132137\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1352.93\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 132138\n", + "run nudge string is \n", + "RunNumber 132139\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1434.5\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 132140\n", + "run nudge string is \n", + "RunNumber 132141\n", + "run nudge string is \n", + "RunNumber 132142\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2008.72\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dd\n", + "RunNumber 132143\n", + "run nudge string is \n", + "RunNumber 132144\n", + "run nudge string is \n", + "RunNumber 132145\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1461.86\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is dddddd\n", + "RunNumber 132146\n", + "run nudge string is \n", + "RunNumber 132147\n", + "run nudge string is \n", + "RunNumber 132148\n", + "run nudge string is \n", + "RunNumber 132149\n", + "Abnormally large nudge\n", + "run nudge string is \n", + "RunNumber 132150\n", + "run nudge string is \n", + "RunNumber 132151\n", + "run nudge string is \n", + "RunNumber 132152\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1435.17\n", + "Nudged needed to clear backlash 2.5\n", + "Backlash cleared\n", + "run nudge string is u\n", + "RunNumber 132153\n", + "run nudge string is \n", + "RunNumber 132154\n", + "run nudge string is \n", + "RunNumber 132155\n", + "run nudge string is \n", + "RunNumber 132156\n", + "run nudge string is \n", + "RunNumber 132157\n", + "run nudge string is \n", + "RunNumber 132158\n", + "Abnormally large nudge\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2010.71\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 1.0\n", + "Nudged needed to clear backlash 1.5\n", + "Nudge Has Backlash\n", + "Nudges for clearing backlash: 2.0\n", + "Nudged needed to clear backlash 1.5\n", + "Backlash cleared\n", + "run nudge string is duuuuu\n" + ] + } + ], + "source": [ + "# things broke, Date-Time disappeared, so just reread\n", + "#df_spring25 = pd.read_csv('csv_data/merged/Spring25_initialMerged.csv')\n", + "#print(df_spring25.index)\n", + "df_spring25_final = define_nudge(df_spring25)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T16:28:48.323588Z", + "iopub.status.busy": "2025-06-09T16:28:48.322795Z", + "iopub.status.idle": "2025-06-09T16:30:13.040360Z", + "shell.execute_reply": "2025-06-09T16:30:13.039543Z", + "shell.execute_reply.started": "2025-06-09T16:28:48.323546Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "df_spring25_final.to_csv(\"csv_data/merged/Spring2025Merged_goodRuns.csv\",index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BacklashNudge\n", + "False 1544\n", + "True 321\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "df_spring25_nudges = df_spring25_final[df_spring25_final['NudgeOccurred']]\n", + "print(df_spring25_nudges['BacklashNudge'].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BacklashNudge\n", + "False 894\n", + "True 512\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "df_spring20_nudges = df_spring20_final[df_spring20_final['NudgeOccurred']]\n", + "print(df_spring20_nudges['BacklashNudge'].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [ + { + "datasetId": 7576391, + "sourceId": 12040156, + "sourceType": "datasetVersion" + } + ], + "dockerImageVersionId": 31040, + "isGpuEnabled": false, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/coherent_edge_nudges/multinudge_combined.ipynb b/coherent_edge_nudges/multinudge_combined.ipynb new file mode 100644 index 0000000..74d077c --- /dev/null +++ b/coherent_edge_nudges/multinudge_combined.ipynb @@ -0,0 +1,5780 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Look at runs with multiple nudges \n", + "Useful for getting better estimate of energy change per nudge" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2025-06-09T16:13:09.005543Z", + "iopub.status.busy": "2025-06-09T16:13:09.005200Z", + "iopub.status.idle": "2025-06-09T16:13:09.013975Z", + "shell.execute_reply": "2025-06-09T16:13:09.013041Z", + "shell.execute_reply.started": "2025-06-09T16:13:09.005518Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.ticker as ticker\n", + "import statistics\n", + "pd.set_option('display.max_columns',500)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T16:13:18.498952Z", + "iopub.status.busy": "2025-06-09T16:13:18.498621Z", + "iopub.status.idle": "2025-06-09T16:13:38.621233Z", + "shell.execute_reply": "2025-06-09T16:13:38.620288Z", + "shell.execute_reply.started": "2025-06-09T16:13:18.498919Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_57317/1971075393.py:1: DtypeWarning: Columns (31,32,33) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df_2020 = pd.read_csv(\"csv_data/merged/Spring2020Merged_goodRuns.csv\")\n", + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_57317/1971075393.py:2: DtypeWarning: Columns (32,33,34) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df_2023 = pd.read_csv(\"csv_data/merged/Spring2023Merged_goodRuns.csv\")\n", + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_57317/1971075393.py:3: DtypeWarning: Columns (31,32,33) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df_2025 = pd.read_csv(\"csv_data/merged/Spring2025Merged_goodRuns.csv\")\n" + ] + } + ], + "source": [ + "df_2020 = pd.read_csv(\"csv_data/merged/Spring2020Merged_goodRuns.csv\")\n", + "df_2023 = pd.read_csv(\"csv_data/merged/Spring2023Merged_goodRuns.csv\")\n", + "df_2025 = pd.read_csv(\"csv_data/merged/Spring2025Merged_goodRuns.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "# select runs with multiple nudges. Not removing runs with backlash, but manually go through to make sure nudges are monotonic. Some 45/135 runs are flagged as backlash, when it seems like there isn't any\n", + "def select_data(df_in):\n", + " df_out = df_in[(df_in['goodRun'])&(df_in['RunHasNudge'])&(df_in['TotalNudges_thisRun']>=1)]\n", + " return df_out" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df_2020_good = select_data(df_2020)\n", + "df_2023_good = select_data(df_2023)\n", + "df_2025_good = select_data(df_2025)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GONI:ROLL\n", + " 34.50 459078\n", + "-10.50 400132\n", + " 0.00 14680\n", + " 29.55 9966\n", + " 10.00 191\n", + " 20.00 65\n", + "Name: count, dtype: int64\n", + "CBREM:PLANE\n", + "1 461271\n", + "2 404648\n", + "0 18193\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "print(df_2020_good['GONI:ROLL'].value_counts())\n", + "print(df_2020_good['CBREM:PLANE'].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "# copy viz code from other notebook (or make it a utility aviailble to all would be better)\n", + "nudge_list_2020 = df_2020_good['RunNumber'].unique()\n", + "nudge_list_2023 = df_2023_good['RunNumber'].unique()\n", + "nudge_list_2025 = df_2025_good['RunNumber'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[72102 72105 72107 72109 72112 72116 72119 72127 72130 72133 72138 72142\n", + " 72145 72158 72160 72173 72176 72178 72179 72190 72246 72251 72257 72258\n", + " 72260 72264 72265 72266 72273 72274 72283 72285 72294 72297 72302 72363\n", + " 72367 72370 72375 72388 72406 72410 72420 72423 72424 72434 72650 72653\n", + " 72657 72658 72659 72666 72673 72677 72678 72684 72686 72703 72707 72708\n", + " 72719 72722 72725 72730 72732 72739 72742 72745 72749 72754 72757 72761\n", + " 72771 72773 72780 72781 72796 72798 72812 72814 72815 72816 72824 72827\n", + " 72828 72835 72837 72841 72848 72850 72852 72854 72855 72859 72868 72871\n", + " 72882 72887 72889 72909 72916 72917 72920 72923 72928 72930 73039 73041\n", + " 73045 73051 73055 73056 73058 73062 73066 73067 73073 73078 73088 73093\n", + " 73108 73121 73123 73126 73130 73147 73151 73160 73166 73167 73171 73173\n", + " 73175 73178 73182 73184 73188 73191 73210 73212 73214 73217 73225 73227\n", + " 73230 73263 73266]\n" + ] + } + ], + "source": [ + "print(nudge_list_2020)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Date-Time', 'RunNumber', 'DAQ:STATUS', 'CBREM:PLANE', 'GONI:ROLL',\n", + " 'GONI:ROLL.RBV', 'GONI:X', 'GONI:X.RBV', 'GONI:Y', 'GONI:Y.RBV',\n", + " 'GONI:PITCH', 'GONI:PITCH.RBV', 'GONI:YAW', 'GONI:YAW.RBV', 'AC:X',\n", + " 'AC:Y', 'EBEAM:CURRENT', 'EBEAM:ENERGY', 'EBEAM:X', 'EBEAM:Y',\n", + " 'CBREM:SET_ENERGY', 'CBREM:ENERGY_UNC', 'CBREM:ENERGY', 'RADIATOR:ID',\n", + " 'RADIATOR:NAME', 'goodRun', 'TimeStamp', 'RunHasNudge',\n", + " 'NudgeDuringRun', 'NudgeOccurred', 'TotalNudgeSize_thisRun',\n", + " 'NudgeSequence', 'NudgeSequenceReduced_Correct',\n", + " 'NudgeSequenceReduced_Naive', 'TotalNudges_thisRun',\n", + " 'RunHasAbnormalNudge', 'RunHasBacklash', 'ConfigChange_inProgress',\n", + " 'BacklashNudge', 'NudgeNumber', 'NudgePitchSize', 'NudgeYawSize',\n", + " 'PitchMotionSize', 'YawMotionSize', 'MotionDone', 'NudgeEnSize_10s',\n", + " 'CBREM:ENERGY_LAG_ADJUSTED'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "print(df_2020_good.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import matplotlib.ticker as ticker\n", + "import numpy as np\n", + "import statistics\n", + "pd.set_option('display.max_columns',500)\n", + "\n", + "\n", + "# plot energy vs time for all nudges that arent backlash \n", + "# subplot has size of change in pitch/yaw\n", + "def plot_run(df_in, runNumber):\n", + "\n", + " print(\"plotting for run \",runNumber)\n", + "\n", + " # min and max coherent edge energy to include\n", + " minE = 8550\n", + " maxE = 8650\n", + " expectedE = 8600\n", + " roll_0_90 = -10.5\n", + " roll_45_135 = 34.5\n", + "\n", + " if (runNumber>80000) and (runNumber < 130000):\n", + " minE = 8520\n", + " maxE = 8720\n", + " expectedE = 8620\n", + " elif runNumber>130000:\n", + " minE = 8800\n", + " maxE = 9000\n", + " expectedE = 8900\n", + "\n", + " df_run = df_in[df_in['RunNumber']==runNumber]\n", + " df_run_nudges = df_run[(df_run['NudgeOccurred'])&(~df_run['BacklashNudge'])]\n", + " nudge_list = df_run_nudges['NudgeNumber'].unique()\n", + "\n", + " fig, (ax1, ax2) = plt.subplots(2,1,sharex=True)\n", + " \n", + " set_energy_drawn = False\n", + " nudge_label_set = False\n", + "\n", + " nudge_times = []\n", + " pitchDiffs = []\n", + " yawDiffs = []\n", + "\n", + " first_nudge_time = -1000\n", + " max_nudge_time = 0\n", + "\n", + " print(\"Total number of nudges this run is \",df_run['TotalNudges_thisRun'].unique())\n", + " print(\"Nudge list is \",nudge_list)\n", + " print(\"Nudge has backlash count\",df_run['BacklashNudge'].value_counts())\n", + " print(\"Nudge occurred value counts: \",df_run['NudgeOccurred'].value_counts())\n", + " \n", + " for seq in nudge_list:\n", + "\n", + " df_this_nudge = df_run_nudges[df_run_nudges['NudgeNumber']==seq]\n", + " nudge_time = df_this_nudge['TimeStamp'].min()\n", + " print('Nudge number',seq,'occurs at time',nudge_time)\n", + "\n", + " if first_nudge_time==-1000:\n", + " first_nudge_time = nudge_time\n", + "\n", + " current_pitchDiff = df_this_nudge['NudgePitchSize'].unique()[0] \n", + " current_yawDiff = df_this_nudge['NudgeYawSize'].unique()[0]\n", + "\n", + " # no clue what is causing this, nudges should never be this big. Config change?\n", + " if abs(current_pitchDiff)>1 or abs(current_yawDiff)>1:\n", + " #print(df_this_nudge)\n", + " continue\n", + "\n", + " pitchDiffs.append(current_pitchDiff)\n", + " yawDiffs.append(current_yawDiff)\n", + " nudge_times.append(nudge_time)\n", + " \n", + " if nudge_time>max_nudge_time:\n", + " max_nudge_time = nudge_time\n", + "\n", + " # plot the nudge with a vertical red line, add label if label not set yet\n", + " if not nudge_label_set:\n", + " ax1.axvline(nudge_time,color='r',linestyle='--',label='Nudge')\n", + " nudge_label_set = True\n", + " else:\n", + " ax1.axvline(nudge_time,color='r',linestyle='--')\n", + " \n", + " # draw the desired energy and a green shaded +/- 10 MeV band\n", + " if not set_energy_drawn:\n", + " ax1.axhline(y=expectedE,color='g',linestyle='--',label='Set Energy')\n", + " ax1.axhspan(expectedE-10,expectedE+10,color='g',alpha=0.1)\n", + " set_energy_drawn = True\n", + " \n", + " # get the time when the DAQ turned on (status 2)\n", + " df_daq_on = df_in[(df_in['RunNumber']==runNumber)&(df_in['DAQ:STATUS']==2)]\n", + "\n", + " # initialize to large value. If daq never turned on, defaults to first nudge time\n", + " daq_on_time = 10000\n", + " set_daq_on_time = False\n", + " if not df_daq_on.empty:\n", + " daq_on_time = df_daq_on['TimeStamp'].min()\n", + " set_daq_on_time = True\n", + " print('daq on at time',daq_on_time)\n", + "\n", + "\n", + " ax2.plot(nudge_times,yawDiffs,label='YawDiff',marker='o')\n", + " ax2.plot(nudge_times,pitchDiffs,label='PitchDiff',marker='o')\n", + " ax2.set_ylabel('Difference (Degrees)')\n", + " plt.xlabel(\"Time Stamp (s)\")\n", + " ax2.legend()\n", + " \n", + " if set_daq_on_time:\n", + " ax1.axvline(daq_on_time,color='black',label='DAQ On')\n", + "\n", + " # want the later of the daq turning on and the last nudge\n", + " end_time = max(daq_on_time,max_nudge_time)\n", + " # want the earliest of the daq turning on and the first nudge\n", + " first_time = min(first_nudge_time,daq_on_time)\n", + " \n", + " df_vis = df_in[(df_in['RunNumber']==runNumber)&(df_in['TimeStamp']>=(first_time-30))&(df_in['TimeStamp']<=(end_time+30))&(df_in['CBREM:ENERGY']minE)]\n", + "\n", + " ax1.plot(df_vis['TimeStamp'],df_vis['CBREM:ENERGY'],color='b')\n", + " ax1.yaxis.set_minor_locator(ticker.MultipleLocator(5))\n", + "\n", + " \n", + " print(\"Unique CBREM:PLANE values:\",df_vis['CBREM:PLANE'].unique())\n", + " plane_values = df_vis['CBREM:PLANE'].mode()\n", + " roll_values = df_vis['GONI:ROLL'].mode()\n", + " # get radiator name and orientation, strip deg and add plane info\n", + " radiator_val = df_vis['RADIATOR:NAME'].mode()[0]\n", + " if \"Undefined\" not in radiator_val:\n", + " radiator_val = radiator_val.strip('deg')\n", + "\n", + "\n", + " if radiator_val==\"Undefined\":\n", + " # this indicates a communication issue in EPICS, as Undefined is set in cleanAndConvert for bad values of inputs\n", + " # reset using known roll vals for 0/90 and 45/135\n", + " print(\"Undefined radiator name is most common, value counts are:\")\n", + " print(df_vis['RADIATOR:NAME'].value_counts())\n", + " print(\"most common roll value is \",roll_values[0])\n", + " \n", + " if roll_values[0]==roll_0_90:\n", + " radiator_val = \"0/90\" \n", + " elif roll_values[0]==roll_45_135:\n", + " radiator_val = \"45/135\"\n", + " print(\"resetting radiator_val to \",radiator_val)\n", + "\n", + " if plane_values[0]==1:\n", + " radiator_val+='PARA '\n", + " elif plane_values[0]==2:\n", + " radiator_val+='PERP '\n", + "\n", + " print(\"plane_values are\",plane_values)\n", + " print('roll_values are',roll_values)\n", + " print('roll values are',df_vis['GONI:ROLL'].value_counts())\n", + " print('roll values are',df_in[df_in['RunNumber']==runNumber]['GONI:ROLL'].value_counts())\n", + "\n", + " titleStr = 'Run '+str(runNumber)+\" \"+radiator_val\n", + " \n", + " ax1.set_title(titleStr)\n", + "\n", + " ax1.set_ylabel(\"Photon Energy (GeV)\")\n", + " ax1.legend()\n", + "\n", + " plt.savefig(\"plots/multiNudge/plot_run_\"+str(runNumber)+\".pdf\")\n", + " \n", + " plt.show()\n", + "\n", + " plt.clf()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# if a plot has no nudges drawn, it means all nudges were backlash\n", + "#for runVal in nudge_list_2020:\n", + "# plot_run(df_2020_good,runVal)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 72274\n", + "Total number of nudges this run is [1]\n", + "Nudge list is [1]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5079\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5078\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 268.0\n", + "daq on at time 142.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 34.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "34.5 185\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "34.5 5079\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [1] nudges for run 72274\n", + "energy change is 5.802000000001499\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 72274 is 5.802000000001499\n", + "plotting for run 72297\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 7036\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 7034\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 3520.0\n", + "Nudge number 3 occurs at time 3566.0\n", + "daq on at time 1763.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 34.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "34.5 1613\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "34.5 7037\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 72297\n", + "energy change is 13.127999999998792\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 72297 is 6.563999999999396\n", + "plotting for run 72410\n", + "Total number of nudges this run is [7]\n", + "Nudge list is [2 3 4 5 6 7]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6725\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6719\n", + "True 7\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 416.0\n", + "Nudge number 3 occurs at time 430.0\n", + "Nudge number 4 occurs at time 444.0\n", + "Nudge number 5 occurs at time 451.0\n", + "Nudge number 6 occurs at time 475.0\n", + "Nudge number 7 occurs at time 483.0\n", + "daq on at time 299.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 34.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "34.5 234\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "34.5 6726\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [7] nudges for run 72410\n", + "energy change is 48.24200000000019\n", + "num_nudges_better is 5.9\n", + "energy change per nudge for run 72410 is 8.176610169491557\n", + "plotting for run 72657\n", + "Total number of nudges this run is [8]\n", + "Nudge list is [4 5 6 7 8]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6752\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6747\n", + "True 8\n", + "Name: count, dtype: int64\n", + "Nudge number 4 occurs at time 686.0\n", + "Nudge number 5 occurs at time 697.0\n", + "Nudge number 6 occurs at time 705.0\n", + "Nudge number 7 occurs at time 708.0\n", + "Nudge number 8 occurs at time 723.0\n", + "daq on at time 502.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 34.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "34.5 114\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + " 34.5 6675\n", + "-10.5 80\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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zQ69evRAREaH1cjzp702XLl1CaGgorl69ivfeew+AaljzxIkT6NChA4QQ0nnq0aMHgDdXamb08ccf49y5czh16hRWr14NOzs7jcsDrV27FpaWlmjXrp3Ubs2aNeHt7Y2AgAAoFAqt4if94VAmFStVq1aVPshbtGgBhUKBX375BX/88Yf0JmdpaalxftirV6/yLa70S9WzS3aSk5OlIaO//vpLYxKhaV5VOiGEVpOfxX9zgt6e+A0AKSkp+PXXX/HOO++gdu3aObaVW4mJiTh06BDKly+vcRhzz549CA8Px/Tp0zXW9/X1xbVr1zJtT9+WPhQ2c+ZMfP7559J+Ozs7nWNNH6a7du2aWqIcFhaGV69eZbveVDptvjc3b96EEELjUhdPnjxByZIlsXTpUowbN05t36VLl3Dp0iVMmDABZmZmmepaWlpqTOjy8+c94zFevHiBxYsXY/HixZn2lyxZEl26dMnxAoq3z9+hQ4cQHR2t92VBypQpAw8PD9y5cyfHsum/R9pecJDxvelt6RcF/fHHH/jjjz8y7V+/fj1mz56t9sdYqVKlpPYaNWqEqlWrolmzZhg/fjz27NkDALhz5440pzSrIe4DBw6gffv2Wr0G0g8mZlSsLVy4EH/++Se+/vprdOvWDSYmJvD29sbvv/+O5ORkqfcrIiICp06d0rhmlD6sXbsWHh4e+PDDDzXuT+8pO3LkCLZv357l/K8GDRqgTJkyOHjwIBQKhfRGHRoaiitXrmhcvyijyMhI7NmzB7Vr14alpWWm/bt27cKrV6/wzTff6PgKtadQKPD5558jIiIiy/l26X/l9+3bV+P+rl27YuTIkWrrPKWlpWHjxo1o0KCB1Avn7e2t8YpEXbRr1w6WlpYICAhQS8zSFw7NaY5TSEgI/v33X7Ru3TrH4xw9ejTT9t69e8PHxwfz5s3TeIVseg9n+tykt3l7eyM8PBwvXryQ1sNLSUnBgQMHso1HH9zc3DS+pvnz5+P48ePYv38/nJ2ds23jjz/+QEJCgnQVI6C6GrNhw4YoXbq0XuO9d+8enj59muOc1NTUVGzbtg3Ozs55vmpZoVBg/fr1KF++PH755ZdM+/fs2YPFixdj//79mRYazqhJkyYYMGAA1q9fj6CgIDRq1Ej62VizZk2mOBMTE9GlSxesW7eOiVkBY2JGxVrJkiUxdepUfPHFF9i8eTP69euH/v37Y/Xq1ejXrx/8/PwQERGBhQsX5ltSdubMGdy4cQNffvllllfZ9ejRA/v378e0adPg5OSkNmxjb28vTdo1MTHB0qVL8fHHH6NLly4YMWIE4uPj8e2338Lc3BxTp06V6vXp0wdly5ZFvXr14OzsjLt372Lx4sV48eJFlquhr127FlZWVjkmeJpo6oF78eKFtNRCbGystMDslStXMH78ePj5+WWqExoaisDAQPTq1SvLJUGGDBmClStXomfPnpg/fz5cXFzw448/Ijg4GIcOHdIq3pcvX+L48eMA3vS07d+/H6VKlUKpUqWkK2cdHR3x1VdfYfr06XB0dJQWmJ05cyaGDRsmfW8A1RBz06ZNUbNmTWny/8KFCyGTyfDtt99mG4+bm5vGYW5LS0s4OTlpXOIlKSkJmzdvRuPGjVG1alWN7fbq1Qtff/01evfujUmTJiEpKQk//PBDgQxhpV8x/LaAgADI5XK1fY8ePUKfPn3Qu3dvVKhQATKZDMePH8eyZctQvXp1qbdZoVDgr7/+wpQpUzQeM73H6cGDBwCA8+fPS5P503vNr169ivHjx6NHjx4oV64cTExMcO3aNSxduhROTk6YOHGi1N7//vc/pKam4r333oObmxuePHmC5cuX4/Lly/D399fpyllN9u/fj9DQUCxYsEDjuapRowZWrFiBtWvXZpuYAcC3336Lbdu2Yfr06QgMDMSGDRtQtWrVLHvqO3XqhF27duHly5fS1aFUAAw2u42oAGW3sGdiYqIoW7asqFixojT5e/369aJq1arC0tJSVKtWTWzbti3Lyf+aFpYEIGbMmKFVbH5+fkImk4n79+9nWQYaJvOmPzRdqLBz507x7rvvCktLS+Hg4CA6d+6sNrlaCCHmzZsnateuLRwcHIRcLhelSpUSXbt2FWfPntUYw+PHj4WJiYkYMGCAVq8ro1KlSonu3btn+ZpMTEyEvb298PX1FcOHDxdBQUFZtpV+gcORI0eyPWZYWJgYMGCAcHR0FJaWlqJhw4bi77//1jrm9AV4tT3n33//vahUqZIwNzcXZcuWFTNmzBApKSlqZcaNGyeqVasm7OzshKmpqfDw8BD9+vUTwcHBWsf1tuwm/2/atEmrBZT37dsnateuLaysrES5cuXEihUrspz8//YFG1n9HuRlAWNNk/9fv34tunbtKry9vYWVlZUwNzcXFStWFF988YXahPhDhw4JAOLBgwca287udyldWFiY6NevnyhfvrywtrYW5ubmoly5cuKzzz4Tjx8/Vmtv7dq1on79+sLR0VGYmpqKkiVLirZt24oDBw5o9VpzWnT4o48+Eubm5iI8PDzLNnr37i1MTU1FWFiY9BqzurBm0qRJAoCYOXOmACCWLVuWZbuBgYECgFi8eLFWr4X0QyaEFovMEBHlUkREBFxcXDBhwgQsXLjQ0OFQEZc+hH3hwgVDh0KUK0zMiChfvHz5EhcvXsSKFSuwb98+nDt3DnXr1jV0WEREhRqXyyCifLF371507NgRISEh2Lx5M5MyIiItsMeMiIiIqJBgjxkRERFRIcHEjIiIiKiQYGJGREREVEhwgVkjo1QqERoaCjs7O40LdhIREVHhI/5bSNvDwyPbW3UxMTMyoaGh8PT0NHQYRERElAtPnjzReA/gdEzMjEz6TZafPHmit1sExcfHS/cODA0NhY2NjV7aJSIqUuLjgf/eKxEaCuTlvTIvbWmqq8/YcnN8ylFMTAw8PT2lz/GsMDEzMunDl/b29npLzDLey83e3p6JGRGRJlZWgL+/6mtnZ8DMzDBtaaqrz9hyc3zSWk7TkLiOmZGJiYmBg4MDoqOj9dpjln4T37i4OCZmREREeqbt5zevyiQiIiIqJDiUSUREpI20NODAAdXXbdsCpnn4CM1LW5rq6jO23Byf9IZDmUaGQ5lERAYSHw/8916JuLi8T/7PbVua6uozttwcn3Kk7ec301wjlapIRaoiVW9t5Ue7RERFiiIV6dPcUxWpQF7eK/PSlqa6+owtN8enHGn72crEzEisXLkSK1euhEKhAAA8inoEW4WtXtpOiE+Qvn4Y+RDWKdZ6aZeIqCiRxSeg4n9fP4x8CJGH98q8tKWprj5jy83xKWdxsXFalWNiZiRGjRqFUaNGSV2hJjITWJha6KVthalC+trC1EJv7RIRFSWyt94rRR7eK/PSlqa6+owtN8ennCXIEnIuBCZmRsvUxBRmcv2sHZOxHTO5md7aJSIqSmRvvVeKPLxX5qUtTXX1GVtujk85MzXRLuXichlEREREhQR7zIiIiKhA7d5hiXWrbKBQvFkFv8cnCRgwVLvhvqLMqBOzJ0+e4OHDh0hISECpUqVQvXp1WFhwrJuIiPRPmJsh6rs50teGaktTXX3Glpvj62rZAjvcvqleN/iWKfoNToBJMR/LM7p1zB49eoRVq1Zhy5YtePLkCTKGb25ujiZNmmD48OHo3r07TIrgdzd98v+1R9fgWNJRL20mxCegorvqGpu7z+/C2oZX2BARUf4QAqjg5oakRBMs/CEKTs5KjBhUEikpMpy68gJePoqcGzFCryNfw9fLt2jdkmns2LHw9fXF3bt38c033+DGjRuIjo5GSkoKwsLCsG/fPrz//vuYPn06atasiXPnzhk6ZCIiIsog/IUJkhJNYGIi0LNPAtp1TEKlqqo1vm7d4IUERjWUaW5ujvv376NUqVKZ9rm4uKBly5Zo2bIlZsyYgX379uHRo0d49913DRApEREVOQoFzE+dAQCkNG4AyOWGaUtTXX3Glpvj6+BRiCr1KO2pgLm5alvV6mm4fsUcN6+Zol1HvUZrdIwqMVu0aJHWZdu3b5+PkRARUXEjS0qGc4eeAIDnz+9C5GHaR17a0lRXn7Hl5vi6ePhAlchlHLKsVoM9ZumMaigTAGrXro0VK1YgMjLS0KEQERGRjh4/VPUJefmkSduq/peY3bzOxMzoErMGDRrgq6++goeHBz755BMcPnzY0CERERGRlh6F/Ndj5p2xxyxN2hcfJ9NYr7gwusRs9erVCAsLw88//4wXL17ggw8+gLe3N7755hs8fvzY0OERERFRNh6GZO4xc3JWwtVNASFkuH3TqGZZ6Z3RJWYAYGlpif79++PIkSO4d+8e+vfvj7Vr16JcuXJo27YtfvvtN0OHqHcrV65EtWrVeDEDEREZtfQeM+8MiRkAVK3O4UzASBOzjHx8fPDtt9/i4cOH2Lp1K86fP49PPvnE0GHp3ahRo3Dz5k0uAUJEREYrLlaGiFeqxKyst/p6ZdV8VYnZnK/tUb+6i9rjs0EloVRqblMIYPyIEpnq1K/ugtaNSyH4lnH1wBlXtFk4evQo/P39sX37dpiamsLPz8/QIREREdFbHj1UJWUlHRWwd1Bf375Ji2T8uMwOsTEmiI1R7zd69sQUI8bEoVbd1Ext3r9rit82ab4y9NkTYMfvVpjydazG/Qf3W2Du1/ZITVGf13b0XLi0lEdBM9rE7PHjxwgICEBAQAAePnyIJk2a4Mcff0TPnj1hZWVl6PCIiKiIEWamiP72K+lrQ7Wlqa4+Y8vN8bWVvoaZt4bV/Zu2SMGpKy8QFamelM2fZYcTRy1x/IiFxsTsxBHVrRjrNUjBNwuipe37dllixRI73Mmmx2zdKlvcDS5cQ6dGl5ht3rwZ/v7+OHr0KFxdXTFgwAAMHToUFSpUMHRoRERUlJmbI37sCMO3pamuPmPLzfE1+PeEOU4eU79/9dVLqiTI6635Zem8fBSZbsnUtmMSThy1xImjFhgzMS5TneP/JWYftE9SS9xiY2VYscQOwbc0J15CADeuqtKg71dHwrvcm5hMDZgdGV1iNmjQIHTo0AE7d+5E+/bti+T9MImIiIxZaiowuLcj4uM0f0aXr6g5MdOkWctkAMD50+ZIiJfB2ubNEGhqKhB00vy/cklq9SpXfbMER2KCDFbW6kOnL8JM8DpCDrlcoGPXRFhaah1SvjK6xOzp06dwcXExdBhERFTcKBQwu3wNAJBa2zfPt2TKdVua6uozttwc/y13bpsiPs4E1jZK9O6XoLbP1k5g0PCETHWy4l1OAU+vNDx5ZIqgk+Zo1TZZ2nfxnDni40zg5KxANV/1ZM+5lBIlHRWIfC3HvTum8K2tPgx646qqJ61CpbRCk5QBRpiYZUzKfv31V6xatQohISEICgqCl5cXli1bBh8fH3Tp0sWAURIRUVEjS0pGqRYdAOjnlky5bUtTXX3Glpvjv+36f0lPrTqp+HZRTN6OJwOatkzGJn9T7PjNSq3na/s21ZzyJs2T8fYAmkym6jU7/a8cwbc0JGbXVDFW9808b82QjHYc8KeffsL//vc/tG/fHlFRUVAoVGPSJUqUwLJly7RuJy0tDV999RV8fHxgZWWFcuXK4ZtvvoHyretyb926hc6dO8PBwQF2dnZo2LCh2oK2ycnJGD16NJydnWFjY4POnTvj6dOnam1ERkaif//+cHBwgIODA/r374+oqKhcnwMiIqLC6PplVdJTo5Z+kp6mLVS9ZDt+t0bPDs7SY8sGG9X+lska61WqoupFu3M7cz9UemJWjYmZfixfvhxr1qzBtGnTIM/QjVqvXj1cu3ZN63YWLFiAVatWYcWKFbh16xYWLlyIRYsWYfny5VKZ+/fv4/3330eVKlVw7NgxXLlyBdOnT4dlhr7PcePGYceOHdi6dStOnjyJuLg4dOzYUUoYAaBPnz64fPkyAgMDERgYiMuXL6N///55PBNERESFS3qPWY2a+kl6WrVNwgftE1GpSmqmR/NWSWjfOUljvcrVVMfXdAFA+lBmdV/t57sVBKMbykwXEhKCOnXqZNpuYWGB+Ph4rdsJCgpCly5d0KGDqlvW29sbW7Zswfnz56Uy06ZNQ/v27bFw4UJpW7ly5aSvo6OjsXbtWvz6669o3bo1AGDjxo3w9PTEoUOH0LZtW9y6dQuBgYE4ffo0GjRoAABYs2YNGjVqhODgYFSuXFmn15+YloiE1Mxj9CYyE1iavkkYNZVJJ4MMVmbqS4skpCYAGn6P3i6bmJoIAZG5YD6WBQBrM+tclU1KS4JSZLE6oY5lrUytIJOp1rxJTkuGQmS+7Ds3ZS1NLWEiU/2tlKJIQZoy6zcLXcpayC0gN5HrXDZVkYpUZdZvquZyc5iamOpcNk2ZhhRFSpZlzUzMYCY307msQqlAskLzX80AYGpiCnO5uc5llUKJpDTNb/q6lpXL5LAwVV1BJoRAYlqiXsrq8nufl/cIXcoW6fcIU9W5EFn8yGvzey/TcC51eY9Ilx5HxvYSUhNgIfLvPSJj4qDpPCiVwI2rbgAgDR/m+T3CFFj5q+o1ZvUekaCh+fKVVecg+Jap2u99fJwMDx+oXrNPlRgkpCoK5D1CG0abmPn4+ODy5cvw8vJS275//35Uq1ZN63bef/99rFq1Cnfu3EGlSpVw5coVnDx5UhoOVSqV2Lt3L7744gu0bdsWly5dgo+PD6ZOnYqPPvoIAHDhwgWkpqbigw8+kNr18PBAjRo1cOrUKbRt2xZBQUFwcHCQkjIAaNiwIRwcHHDq1KksE7Pk5GQkJ7/54YiJUY3V119TH9AwWbGlT0v82vVX6XnNn2pm+YbeqEwj/PHxH2rbaq2qBWj4+anlWgv7+u6Tnjdf3xxPY55mLgigklMlHB14VHrefnN73Im4o7FsGfsyODPsjPS8+2/dceXFFY1lHa0ccW3Em97Q/jv6I+hpkMayVqZWuDfmnvTcb7cfjoQc0VgWAJ7975n09Zj9Y7D37t4sy94dfVd6k558aDJ+v/l7lmWvfnYVTtZOAIBZx2dh/ZX1WZY9PfQ0PB08AQALTi7Aqgursix7ZMARVHZW/cwsP7McS04vybLs3j57UdutNgBg7cW1mP3P7CzL/t7zdzT2bAwA2HRtE6YdmZZl2fUfrUfrcqo/RLbf3o7/HfhflmVXdVyFTpU6AQD239uPz/Z8lmXZJW2XoFf1XgCAYw+PYeDOgVmWndNyDgbVHgQAOPPsDHr+3jPLsl81+Qoj3lVd4n8t/Bo6bO6QZdn/NfwfJjSeAAC4G3EXLTe0zLLsZ+98hunNpgMAnsU8Q8O1DbMsO7DWQMxtNRcA8DrxNWquqpll2Z7VemJZu2UAVH+IVVxeMcuyHSp2wM+dfpaeZ1c2L+8RDX5pgNeJrzWWLU7vEf27An+sq5VlWW3eI6xTgLe7EHR5j0hXc1UtJJirt1dzVS3sGZZ/7xHvOdbOdHw1ryoC8XdgZpEmXX1pqPeIL+suATAeTx6ZYt3O+5j5z1TVjpdVAbEOsA1Fw62qjpaCeI/QhtEmZpMmTcKoUaOQlJQEIQTOnj2LLVu2YN68efjll1+0bmfy5MmIjo5GlSpVIJfLoVAoMGfOHOm2TuHh4YiLi8P8+fMxe/ZsLFiwAIGBgejWrRuOHj2KZs2aISwsDObm5ihZsqRa266urggLCwMAhIWFabya1MXFRSqjybx58zBr1iytXw8REZFBPa8LAChbKdKg64EBgE2JRDiXUuDVSzlmDmoO4K1E3e2yAaLKnkwIkXU/byG3Zs0azJ49G0+ePAEAlC5dGjNnzsTQoUO1bmPr1q2YNGkSFi1ahOrVq+Py5csYN24clixZgoEDByI0NBSlS5fGJ598gs2bN0v1OnfuDBsbG2zZsgWbN2/G4MGD1Xq2AKBNmzYoX748Vq1ahblz52L9+vUIDg5WK1OxYkUMHToUU6ZM0Rifph4zT09PnL1/FiVLlMxUPjfDFAnxCajorvoL+8rjK7DWcIVNsRqm4FAmAA5lciiTQ5lvl5XFJ8DdvSKSTIFnD65keeWjVkOZ8QkoX1bV65Z+ZaO27xHpcQDA/ceqODK2d//xFVg4OObfUGZisnT8oHM38PilvVqZbRvssWOrPfoNjcWCpapbIRnyPSJgVQkErLGBUgm1nwdzc4Ep37xC8zaqn+v8fo94Hfkavl6+iI6Ohr29fdbls9xjBPz8/ODn54dXr15BqVTman2zSZMmYcqUKejduzcAwNfXF48ePcK8efMwcOBAODs7w9TUNNPwaNWqVXHy5EkAgJubG1JSUhAZGanWaxYeHo7GjRtLZV68eJHp+C9fvoSrq2uW8VlYWMDCwiLTditTK7U3laxoU+bt8trUeXtuWmEvm/GDSJ9l0z849V3WXG6u9ZyE/CprJn/z5qfPsqYmptIbsD7Lyk3ksDbR7uddl7ImMhOtf490KSuTyfKlLKDb731+lS0Mv/f6fo8QZqaInaIajrOytgfMcv5dyvL33vpNW+m3NdL2PUJjHNZvbcswF03f7xHpx49ItEbLplWQlKj5OsKatd4kmYZ8j/AbFQ+/UdnNPc/8c51f7xHaMOrELJ2zs3Ou6yYkJGS6e4BcLpeWyzA3N8e7776bqafrzp070vy2d955B2ZmZvj777/x8ccfAwCeP3+O69evSxcMNGrUCNHR0Th79izq168PADhz5gyio6Ol5I2IiAoxc3PEfjnB8G1pqqvP2LQ8/oWT5kj63gTm5gKlPdV7+lxcFfiwU9a9SJQ1o0vM7t+/jzlz5mDdunUAgLJlyyIu7s29s+RyOU6ePKn1VY6dOnXCnDlzULZsWVSvXh2XLl3CkiVLMGTIEKnMpEmT0KtXLzRt2hQtWrRAYGAgdu/ejWPHjgEAHBwcMHToUEyYMAFOTk5wdHTExIkT4evrK12lWbVqVbRr1w5+fn5YvXo1AGD48OHo2LGjzldkEhERGVroU9XwZ72GKfh9T4SBoyk6jC4xW758Odzc3KTnkZGR+Prrr6VhzG3btmHp0qVYtSrrK9rebm/69OkYOXIkwsPD4eHhgU8//RRff/21VKZr165YtWoV5s2bhzFjxqBy5cr4888/8f7770tlli5dClNTU3z88cdITExEq1atEBAQoLbG2qZNmzBmzBjp6s3OnTtjxYoVeTofRERUQJRKmAbfBQCkVa6ITEvNF1RbmurqMzYtjx92qSyAkvAonfW8ONKd0U3+r1GjBpYvX44WLVoAAOzs7HDlyhVpXbHjx49j2LBhuHv3riHDzDcxMTFwcHDAtUfX4FjSUS9tZpz8f/f5XY2T/4mIiruMk+7zfEumPLSlqa4+Y9P2+COxEj9hJMZOisUX02Pz7XhFhbaT/41u5f9Hjx7Bx8dHej5s2DA4ODhIz729vTPdComIiIj06wlUa6p5lGGPmT4ZXWJmYmKC8PBw6fnSpUvh5OQkPX/x4gXMzLS78oOIiIhy5zHKAgCHMvXM6BKz6tWr49ChQ1nuP3DgAGrUqFGAERERERU/7DHLH0aXmA0ePBhz5szB3r2Zb5mze/duzJ8/H4MHDzZAZERERMVDPKwRCdU8Z/aY6ZfRXZXp5+eHI0eOoFOnTqhSpQoqV64MmUyG27dvIzg4GN27d4efn5+hwyQiIiqy0nvL7OwUsHcwqmsICz2j6zEDIN0GqVKlSggODsbt27dRsWJFbNq0Cb/99puhwyMiIirSpPllHlnfvolyx+h6zNL17t1buo1ScbBy5UqsXLkSCgW7jImIDEGYmSJuzGfS14ZqS1NdfcamzfHvtuoPHOb8svxgVOuYxcfHw8bGJt/KGwOuY0ZERIa2eK4dlsy3Q99B8Vj4Q7ShwzEKRXIdswoVKmDu3LkIDQ3NsowQAn///Tc+/PBD/PDDDwUYHRERUfEQ+kyVPrDHTP+Maijz2LFj+OqrrzBr1izUrl0b9erVg4eHBywtLREZGYmbN28iKCgIZmZmmDp1KoYPH27okImIqKhQKiF/8gwAoPAsnedbMuW6LU119RmbFscPvauaW8Y5ZvpnVIlZ5cqV8fvvv+Pp06f4/fffceLECZw6dQqJiYlwdnZGnTp1sGbNGrRv3x4m+flDSUT5TqlUQpmmNHQYVABMTE2M4j1blpgEV9+GAPRwS6Y8tKWprj5jy+jeXTkOH7BEfKzszcbUVASfTgTggNKlEgHIsqpOuWBUiVm6MmXKYPz48Rg/fryhQyGifJCSmILYV7GAAGR80y/ShOqbDDtnO5hbmRs6nGLpwlkzTBhVAnFx6smxIg0IfyHPtq6XVyoAft/0ySgTMyIqupRKJWJfxcLOxg6OTo78Y7yoE8DriNeIfRWLkqVLGkXPWVHz1x9WuBus+VaGpqYCTZonw9PrzVwyWVoarNdvQh1cgqfnZAgmZnrFxIyIChVlmhIQgKOTIyytLA0dDhUARydHxMbFQpmmhIk5E7OC9jJc1Sv22Zg4dOmeqLbP0ysNJR3VF2+QxSfAff0oAMBzTC6YIIsRJmZEVOjIIGNPWXEi45C1Ib18qUqGfWulomadVANHQ/zThIiIqBh7Fa5KBZxduPRFYcDEjIiokBs2ZBh6dOth6DCoiEofyizlwqugCwOjTcy8vb3xzTff4PHjx4YOhYgIw4YMg4WpBRYtWKS2/a+//oKFqYWBoiJ9EqZyxA8biPhhAyFMs79aMT/b0lQ3t+2lpABRkapUQNvETJ/ngTIz2jlmEyZMQEBAAL755hu0aNECQ4cORdeuXWFhUTzeANOUaUhV6GcuQMZ2UhWpemuXKDfSFGmqJRSE6k4exkIIAUtLS3y36DsM9RuKkiVL/rfjzf68tJ3XNgo1oVo2I1WRCqEoxK/R1ASvFs168zwv75V5aUtT3Vy2FxamSqzkcgEb+2SkajOaqc/zUIykKbVbjNdoE7PRo0dj9OjRuHLlCtatW4cxY8Zg5MiR6NOnD4YMGYK6desaOkS9evsm5kqhRHJasl7azthOcloy5Gn8C4gMR6FQQAghPYxJy5Ytcf/+fSycvxBz588FoJ5Uzf5mNnbv2o0z589IdZb/sBwrlq9A8N1gAKrXP3XKVGwI2AC5XI6BgwZmOh+xsbEYPWo0du/aDXt7e4yfMB57du9BzVo18d3i7wAAKSkpmPn1TGzduhXRUdGoVr0a5sydg6bNmhbkKdFK+mtLUaRAkcZ5TgUpNEzVmeFUSoFUZTLA0cx8oxTanVyjTczS1apVC99//z2+++47/Pjjj5g8eTJ++ukn1KhRA2PHjsXgwYMhkxn/1T6jRo3CqFGjpJuYe5XwyvYmqLqIN4+XvvYu6V3kbvxOxiUpKQlPIp/AzNQM5qYZ1keKj8+6klwOWFpqV9bEBLCyyrmsjr8HJiYmMDUzxZy5c9Cvbz+MGzcOZcqUgalc9TZrbmoOuYkcMplM7XWZmphChjfbFi1ZhA0BG7DmlzWoVq0alixegl1/7UKLli2kMlO/mIrTQaex86+dcHV1xYwZM3D50mXUqV1HKjNk0BA8evgIW7ZsgYeHB3bu2InOHTvjytUrqFixok6vLb8pTZUwNTFFGfsysLQsxEukCAG8eqX62tkZyMtnS17a0lQ3l+3dTlCV83CXw6ekT/7HXozFyGO0Kmf0iVlqaip27NgBf39//P3332jYsCGGDh2K0NBQTJs2DYcOHcLmzZsNHabemcnNYCbXvCBgbtrKj3aJckMhV0Amk8FEZgITWYZpsHbZ/CHSvj2wd++b565uQEKC5rLNmgHHjr157lPuzYdMRjr21sn++9e9W3d8V/s7zJo5C2vXrpVeg4nMRPojMePrenvb999/j6lTp6Jnj54AgNWrV+PgwYOQQXVOYmNjsWHDBmzevBltWrcBAAT4B8DDw0M6b/fv38fWLVvx9OlTeHh4AAAmTZqEAwcOYH3AesydO1en15bf0s9NoX//iY8H3Eurvo6L0zl511tbmurmsr2I/3703Vxl2p97fZ6HYkTb82u0idnFixfh7++PLVu2QC6Xo3///li6dCmqVKkilfnggw/QtGnh67YnoqJtwYIFaNmyJSZMmKBTvejoaDx//hyNGjWStpmamqJevXrSMOaDBw+QmpqK+vXrS2UcHBxQuXJl6fnFixchhEClSpXU2k9OToaTk1NuXhIVUS9eqP53dTVsHPSG0SZm7777Ltq0aYOffvoJH330EczMMmei1apVQ+/evQ0QHRHpXVxc1vvkb82LDA/Puuzbt/x5+DDXIWWladOmaNu2Lb788ksMGjQow6FNMs2bS03VbeJ0ev23p2hkbFepVEIul+PChQuQv3VubG1tdToeFW1MzAofo03MHjx4AC8vr2zL2NjYwN/fv4AiIqJ8pctwSX6V1cH8+fNRu3ZttV6rUqVKISwsDEIIKbG6fPmytN/BwQHu7u44ffq01NuflpaGCxcuSBc0lS9fHmZmZjh79iw8PT0BADExMbh79y6aNWsGAKhTpw4UCgXCw8PRpEmTfHl9VDQwMSt8jDYxyykpIyIyJF9fX/Tt2xfLly+XtjVv3hwvX77EwoUL0aNHDwQGBmL//v1qF/KMHTsW8+fPR8WKFVG1alUsWbIEUVFR0n47OzsMHDgQkyZNgqOjI1xcXDBjxgyYmLyZw1apUiX07dsXAwYMwOLFi1GnTh28evUKR44cga+vL9q3b19g54EKNyZmhY/RLjBbsmRJODo6Zno4OTmhdOnSaNasGXvLiMigvv32W7UhxqpVq+LHH3/EypUrUatWLZw9exYTJ05UqzNhwgQMGDAAgwYNQqNGjWBnZ4euXbuqlVmyZAkaNWqEjh07onXr1njvvfdQtWpVtSsa/f39MWDAAEyYMAGVK1dG586dcebMGamXjQhgYlYYyYSxLRT0n6VLl2LOnDn48MMPUb9+fQghcO7cOQQGBmL8+PEICQnBr7/+iuXLl8PPz8/Q4epN+nIZ0dHR+lsuIz5emncSFxfH5TLIoJKSkhASEgIfH5/CvXRCIRIfH4/SpUtj8eLFGDp0qKHD0ZnRfM/j44H0OXr6uCozt21pqpvL9kqVUl2UfPUq4OtbALEXY9p+fhvtUObJkycxe/ZsfPbZZ2rb0y8t//PPP1GzZk388MMPRSoxIyK6dOkSbt++jfr16yM6OhrffPMNAKBLly4GjqyIMzUFBg5887Wh2tJUNxftpaa+WSlGpx4zfZ4HysRoe8xsbW1x+fJlVKhQQW37vXv3ULt2bcTFxeH+/fuoWbMm4rNbbNLIsMeMijqj6T0xoEuXLmHYsGEIDg6Gubk53nnnHSxZsgS+Wnd5FC78nhtGaChQurTqQuWUlMwXN5N+FfkeM0dHR+zevRvjx49X27579244OjoCUCUcdnZ2hgiPiCjf1KlTBxcuXDB0GGTk0ueXubgwKStMjDYxmz59OkaMGIGjR4+ifv36kMlkOHv2LPbt24dVq1YBAP7++2/p8nEiIqI8EeLNHSWsrfN+S6bctqWpbg7t/fQT8MUXquHLdMr/bt2o88R/fZ4HysRoEzM/Pz9Uq1YNK1aswPbt2yGEQJUqVXD8+HE0btwYAHRedbswe/sm5kREVMASEvQ36T0vbWmqm0N7mzdnvUZzixYFGDvlyCgTs9TUVAwfPhzTp0/Hli1bDB1OgXj7JuZERETaev5c9f/27UC9em+2y+WAu7thYiLNjHIdMzMzM+zYscPQYRARERV6QrxJzGrWBDw93zw8PDgSWdgYZWIGAF27dsXOnTsNHQYREVGhFhPzZkoYe8cKP6McygSAChUq4Ntvv8WpU6fwzjvvZFriYcyYMQaKjIiIqPBI7y2zt1fN1afCzWgTs19++QUlSpTAhQsXMl02LpPJmJgRERHhTWLG3jLjYLRDmSEhIVk+Hjx4YOjwiKiYCQ8Px6effoqyZcvCwsICbm5uaNu2LYKCgrRuY+bMmahdu7ZW5WQyWaZHlSpV8vAKqKhiYmZcjLbHLF1KSgpCQkJQvnx5mPLWEERkIN27d0dqairWr1+PcuXK4cWLFzh8+DBev36dL8erXr06Dh06pLYtv98DU1JSYG5unq/HKNTkcqBHjzdfG6otTXWzaU/viZk+zwNlJoxUfHy8GDJkiJDL5UIul4v79+8LIYQYPXq0mDdvntbtpKamimnTpglvb29haWkpfHx8xKxZs4RCoZDKDBw4UABQezRo0ECtnefPn4t+/foJV1dXYW1tLerUqSN+//13tTKvX78W/fr1E/b29sLe3l7069dPREZG6vS6o6OjBQARHR2tU73sxMXFSa8rLi5Ob+0S5UZiYqK4efOmSExMNHQoWouMjBQAxLFjx7ItFxUVJfz8/ESpUqWEnZ2daNGihbh8+bIQQgh/f/9M7zP+/v4a25kxY4aoVatWtsfy8vISc+bMEYMHDxa2trbC09NTrF69Wq3M06dPxccffyxKlCghHB0dRefOnUVISIi0f+DAgaJLly5i7ty5wt3dXXh5eQkhhPj3339FrVq1hIWFhXjnnXfEjh07BABx6dIloVQqRfny5cWiRYvUjnXt2jUhk8nEvXv3MsVqjN9zYzJhghCA6n8yHG0/v412KHPq1Km4cuUKjh07pnZvtdatW2Pbtm1at7NgwQKsWrUKK1aswK1bt7Bw4UIsWrQIy5cvVyvXrl07PH/+XHrs27dPbX///v0RHByMXbt24dq1a+jWrRt69eqFS5cuSWX69OmDy5cvIzAwEIGBgbh8+TL69++fyzNAVLzEp8Rn+UhKS9K6bGJqolZldWFrawtbW1vs3LkTycnJGssIIdChQweEhYVh3759uHDhAurWrYtWrVrh9evX6NWrFyZMmIDq1atL7zO9evXS7SS9ZfHixahXrx4uXbqEkSNHYsSIEbh9+zYAICEhAS1atICtrS1OnDiBkydPwtbWFu3atUNKSorUxuHDh3Hr1i38/fff2LNnD2JjY9GpUyf4+vri4sWL+PbbbzF58mSpvEwmw5AhQ+Dv768Wy7p169CkSROUL18+T6+JdMehTCNTMHmi/pUtW1YEBQUJIYSwtbWVeszu3r0r7OzstG6nQ4cOYsiQIWrbunXrJvr16yc9T/+rMTs2NjZiw4YNatscHR3FL7/8IoQQ4ubNmwKAOH36tLQ/KChIABC3b9/WOl72mFFRl1XvCWYiy0f7Te3VylrPsc6ybDP/ZmplnRc6ayynqz/++EOULFlSWFpaisaNG4upU6eKK1euSPsPHz4s7O3tRVJSklq98uXLSz1Z2vSEpZczMTERNjY2ao+hQ4dKZby8vNTex5RKpXBxcRE//fSTEEKItWvXisqVKwulUimVSU5OFlZWVuLAgQNCCNV7n6urq0hOTpbK/PTTT8LJyUnt+7NmzRqpx0wIIUJDQ4VcLhdnzpwRQgiRkpIiSpUqJQICAjS+HvaY5a8WLVQ9Zps2GTqS4q3I95i9fPkSLi4umbbHx8dDpsNqee+//z4OHz6MO3fuAACuXLmCkydPon379mrljh07BhcXF1SqVAl+fn4IDw/P1M62bdvw+vVrKJVKbN26FcnJyWjevDkAICgoCA4ODmjQoIFUp2HDhnBwcMCpU6eyjC85ORkxMTFqDyIqfLp3747Q0FDs2rULbdu2xbFjx1C3bl0EBAQAAC5cuIC4uDg4OTlJPWy2trYICQnB/fv3dT5e5cqVcfnyZbXHnDlz1MrUrFlT+lomk8HNzU1677pw4QLu3bsHOzs7KRZHR0ckJSWpxePr66s2ryw4OBg1a9ZUG6moX7++2nHd3d3RoUMHrFu3DgCwZ88eJCUloWfPnjq/zkIlPl61GqtMpvraUG1pqptNe6Ghqv/11mOmz/NAmRjtbPl3330Xe/fuxejRowFASsbWrFmDRo0aad3O5MmTER0djSpVqkAul0OhUGDOnDn45JNPpDIffvghevbsCS8vL4SEhGD69Olo2bIlLly4AAsLCwDAtm3b0KtXLzg5OcHU1BTW1tbYsWOH1G0fFhamMZF0cXFBWFhYlvHNmzcPs2bN0vr1EBVVcVOzuNEfALmJ+gTk8InhWZQETGTqf48+HPswT3FlZGlpiTZt2qBNmzb4+uuvMWzYMMyYMQODBg2CUqmEu7s7jh07lqleiRIldD6Wubk5KlSokG0ZMzMztecymQzK/+5crVQq8c4772DTpk2Z6pUqVUr6+u01IoUQmf74FUJkamPYsGHo378/li5dCn9/f/Tq1QvWXETLIDiUaVyMNjGbN28e2rVrh5s3byItLQ3ff/89bty4gaCgIBw/flzrdrZt24aNGzdi8+bNqF69Oi5fvoxx48bBw8MDAwcOBAC1eR41atRAvXr14OXlhb1796Jbt24AgK+++gqRkZE4dOgQnJ2dsXPnTvTs2RP//PMPfH19AUBjT56mN7mMpk6div/973/S85iYGHh6emr9+oiKChtz7W+UnF9ldVWtWjXpDiV169ZFWFgYTE1N4e3trbG8ubk5FApFvsWTUd26dbFt2za4uLjA3t5e63pVqlTBpk2bkJycLP1hev78+Uzl2rdvDxsbG/z000/Yv38/Tpw4obfYSXsJCaqV/wEmZsbCaIcyGzdujH///RcJCQkoX748Dh48CFdXVwQFBeGdd97Rup1JkyZhypQp6N27N3x9fdG/f3+MHz8e8+bNy7KOu7s7vLy8cPfuXQDA/fv3sWLFCqxbtw6tWrVCrVq1MGPGDNSrVw8rV64EALi5ueHFixeZ2nr58iVcXV2zPJaFhQXs7e3VHkRUuERERKBly5bYuHEjrl69ipCQEPz+++9YuHAhunTpAkB1YVKjRo3w0Ucf4cCBA3j48CFOnTqFr776SkpsvL29ERISgsuXL+PVq1dZXkgAAGlpaQgLC1N7aHqPyUrfvn3h7OyMLl264J9//kFISAiOHz+OsWPH4unTp1nW69OnD5RKJYYPH45bt27hwIED+O677wCo//Epl8sxaNAgTJ06FRUqVNBpJIOyFhsLXLlmgiuoqXpcM8GVK0DIQ81/4Kf3lllZqVb+p8LPaHvMANXch/Xr1+epjYSEBJiYqOencrlc6u7XJCIiAk+ePIH7f39+JPx3E7Ls2mnUqBGio6Nx9uxZaT7GmTNnEB0djcaNG+fpNRCRYdna2qJBgwZYunQp7t+/j9TUVHh6esLPzw9ffvklAFXSsm/fPkybNg1DhgzBy5cv4ebmhqZNm0p/nHXv3h3bt29HixYtEBUVBX9/fwwaNEjjMW/cuCG9B6WzsLBAUlKSxvJvs7a2xokTJzB58mR069YNsbGxKF26NFq1apXtH4D29vbYvXs3RowYgdq1a8PX1xdff/01+vTpozbvDACGDh2KuXPnYsiQIVrFRNlLTgYqVQLCwqwAXFFtlPJda/yKvugH9aHpjMOYvFm5kSiIKxHyi0KhEMHBweKff/4Rx48fV3toa+DAgaJ06dJiz549IiQkRGzfvl04OzuLL774QgghRGxsrJgwYYI4deqUCAkJEUePHhWNGjUSpUuXFjExMUII1RVHFSpUEE2aNBFnzpwR9+7dE999952QyWRi79690rHatWsnatasKYKCgkRQUJDw9fUVHTt21Ok186pMKup4hZ7x2bhxozAzMxMJCQlq20+ePClMTU1FWFhYtvWN5nseF6e6vBFQfV3AbT148KaKO56pHm4K4eys2maHaPEA3mrt/fabat/77+ct3LzGTtp/fhttj9np06fRp08fPHr0KNPEU5lMpvU8jeXLl2P69OkYOXIkwsPD4eHhgU8//RRff/01AFWv17Vr17BhwwZERUXB3d0dLVq0wLZt22BnZwdANcF23759mDJlCjp16oS4uDhUqFAB69evV7u6c9OmTRgzZgw++OADAEDnzp2xYsUKfZwOIqICs2HDBpQrVw6lS5fGlStXMHnyZHz88cewsrICoLqa/MmTJ5g+fTo+/vjjbKdrkPaio1X/u7spERpWWvXkXhwUljZo1kSBf4Ps0QF7Uc/PXBoP+2/BAc4vMyJGm5h99tlnqFevHvbu3Qt3d3edlsjIyM7ODsuWLcOyZcs07reyssKBAwdybKdixYr4888/sy3j6OiIjRs35iZMIqJCIywsDF9//TXCwsLg7u6Onj17qi3VsWXLFgwdOhS1a9fGr7/+asBI9UwuB9L/2NbHLZl0bCsqSvW/gwOAum/qyuXAr+vSUMs3GbfSquHWlsx1K1bMW7hq9HkeKBOZeLu7yUjY2NjgypUrOV4uXtTExMTAwcEB0dHRersQID4+Hra2tgCAuLi4TJfHExWkpKQkhISEwMfHJ9OcJSqa+D3Xzl9/AR99BDRsCAQFZd5/6RJw5Ejm7TY2QO/eQC5WZSE90vbz22h7zBo0aIB79+4Vu8SMiIiKJ7UeMw3q1FE9yLgZbWI2evRoTJgwAWFhYfD19c20kGLGFa+JiIiMXfocM/Z8FW1Gm5h1794dANQuw5bJZNKCrQW1SCMRERUT8fFA+h1cwsNVY4QF2JbUY2adCtiUUK+rz9hyUpDHKoaMNjELCQkxdAhERFTc/LdupSHaetNjJjTX1WdsOSnIYxUzRpuYeXl5GToEIiKiAiP1mHEF/yLN6G7JNHLkSMTFvbmZ8a+//qr2PCoqSm3tsKJi5cqVqFatGt59911Dh0JERAYg9Zg5GOViCqQlo0vMVq9eLd0CCQBGjRqF8PBw6XlycrJW644Zm1GjRuHmzZs4d+6coUMhIiIDeHNVJhOzoszoErO3l10z0mXYiIiIdPKmx8ywcVD+MrrEjIioMBo0aBBkMhlkMhnMzMzg6uqKNm3aYN26dVAqlRrrfPDBB5DL5Th9+rTG/adOnUL79u1RsmRJWFpawtfXF4sXL9bqqvMnT55g6NCh8PDwgLm5Oby8vDB27FhERETk6XWS4byZY8YOiaKMiRkRkZ60a9cOz58/x8OHD7F//360aNECY8eORceOHZGWlqZW9vHjxwgKCsLnn3+OtWvXZmprx44daNasGcqUKYOjR4/i9u3bGDt2LObMmYPevXtnO1rw4MED1KtXD3fu3MGWLVtw7949rFq1CocPH0ajRo3w+vVrvb/2YsHEBGjWTPUwyePHZy7aknrMSsoy19VnbDkpyGMVQ0Z5VebXX38Na2trAEBKSgrmzJkDh/+WQk7gJbxERYoQwmC/19bW1jrdh9fCwgJubm4AgNKlS6Nu3bpo2LAhWrVqhYCAAAwbNkwq6+/vj44dO2LEiBGoX78+li1bJt0OLT4+Hn5+fujcuTN+/vlnqc6wYcPg6uqKzp0747fffkOvXr00xjFq1CiYm5vj4MGD0o3Fy5Ytizp16qB8+fKYNm0afvrpJwCAt7c3hg8fjnv37uH3339HyZIl8dVXX2H48OG6naziwMoKOHbMIG0JkaHHzNUyc119xpaTgjxWMWR0qW7Tpk0RHByMS5cu4dKlS2jcuDEePHggPQ8ODkbTpk0NHSYR6UlCQgJsbW0N8tBHQtiyZUvUqlUL27dvl7YJIeDv749+/fqhSpUqqFSpEn777Tdp/8GDBxEREYGJEydmaq9Tp06oVKkStmzRcKdqAK9fv8aBAwcwcuRIKSlL5+bmhr59+2Lbtm1qPW6LFy9GvXr1cOnSJYwcORIjRozA7du38/rSSY+SkoDUVNXXXPm/aDO6HrNjzNKJyMhUqVIFV69elZ4fOnQICQkJaNu2LQCgX79+WLt2LQYPHgwAuHPnDgCgatWqWbaXXuZtd+/ehRAiy7pVq1ZFZGQkXr58CZf/Vm9v3749Ro4cCQCYPHkyli5dimPHjqFKlSq5eLWUH9J7y0xMAFtbg4ZC+czoEjMiKl6sra3V1ios6GPrQ/qt4tKtXbsWvXr1gqmp6i34k08+waRJkxAcHIzKlSur1cuqPXNz81zHAkAtnoz3FpbJZHBzc1Nbhoj+Ex8PeHurvn74MO+3ZNKhrfT5ZQ4OgCxBQ119xpaTgjxWMcTEjIgKNZlMJs29Mla3bt2Cj48PANVQ486dO5GamirN8wIAhUKBdevWYcGCBahYsaJUr3Hjxpnau337NmrXrq3xWBUqVIBMJsPNmzfx0UcfaaxbsmRJODs7S9vMzMzUyshksiyvJC32Xr0ySFtv1jDLpq4+Y8tJQR6rmDG6OWZERMbkyJEjuHbtGrp37w4A2LRpE8qUKYMrV67g8uXL0mPZsmVYv3490tLS0LZtWzg6OmLx4sWZ2tu1axfu3r2LQYMGaTyek5MT2rRpgx9//BGJiYlq+8LCwrBp0yb06tVLp4sayPDSEzPOLyv6mJgREelJcnIywsLC8OzZM1y8eBFz585Fly5d0LFjRwwYMACAahizR48eqFGjhtpjyJAhiIqKwt69e2FjY4PVq1fjr7/+wvDhw3H16lU8fPgQa9euxaBBgzBs2LBsbz23YsUKJCcno23btjhx4gSePHmCwMBAtGnTBqVLl8acOXMK6pSQnmQcyqSijYkZEZGeBAYGwt3dHd7e3mjXrh2OHj2KH374AX/99RfkcjkuXLiAK1euSL1nGdnZ2eGDDz6Q1jTr0aMHjh49isePH6NJkybw8fHBsGHDMHnyZKxZsybbOCpWrIjz58+jfPny6NWrF8qXL4/hw4ejRYsWCAoKgqOjY768fso/7DErPmTCiO9pFBUVhbNnzyI8PDzTfIj0v06LipUrV2LlypVQKBS4c+cOoqOjYW9vr5e24+PjYfvfZT5xcXFGP5+HjFtSUhJCQkLg4+MDS0tLQ4dTaCQlJaFLly548uQJjh8/jlKlShk6JL0xmu95fPybSyLj4vI++V+HthYuBCZPBgYMANb/qKGuPmPTc+ykEhMTAwcHhxw/v4128v/u3bvRt29fxMfHw87OTm2+hEwmK3KJ2ahRozBq1CjpG0tExYulpSX++usvLFu2DCdOnNDY60ZFF3vMig+jTcwmTJiAIUOGYO7cuXq7pJ2IqDCztLTElClTDB1G8WViAtSr9+brAmxLbY6Zprr6jC0nBXmsYshoE7Nnz55hzJgxTMqIiKhgWFkB584ZpC21HjNNdfUZW04K8ljFkNGmum3btsX58+cNHQYREVG+41WZxYfR9ph16NABkyZNws2bN+Hr65tpgcTOnTsbKDIi0gcjvi6JdMTvdc44x6z4MNrEzM/PDwDwzTffZNonk8mgUCgKOiQi0gO5XA4ASElJyXQTbiqaUlJSALz53hdaCQlAtWqqr2/eBPIylSaHtmJigOXLVRc9AsDdu6r/S5TIoq4+Y8tj7JQ3RpuY8XYhREWTqakprK2t8fLlS5iZmcGEk4uLNKVSiZcvX8La2lq6d2ihJQTw6NGbr/OxrW++ATTc+AFublnU1WdsOSnIYxVDhfy3gIiKG5lMBnd3d4SEhOBR+ps/FWkmJiYoW7YsbxP1n6QkwN9f9XXfvkD6knWVKwPVqwOIN1hoVACMOjE7fvw4vvvuO9y6dQsymQxVq1bFpEmT0KRJE0OHRkR5YG5ujooVK0pDXFS0mZubs2c0gz/+AF6/BsqWBdavBwr7CC/pl9EmZhs3bsTgwYPRrVs3jBkzBkIInDp1Cq1atUJAQAD69Olj6BCJKA9MTEwK9yrwRHmkgAniYAsRBSD1zfZVq1T/DxvGpKw4MtpbMlWtWhXDhw/H+PHj1bYvWbIEa9aswa1btwwUWf7S9pYOuuAtmYiItJCLWxHNmgV8/33mqVgKhUBsbNZDt3I58Pgx4OGhZRy8JVOhp+3nt9H2HT948ACdOnXKtL1z584ICQkxQERERETq1qwBIiNVy11kfGSXlAHAZ59lkZRRkWe0Q5menp44fPgwKlSooLb98OHD8PT0NFBU+SfjTcyJiMgAZLI3y0RocaGCUgm8eKH6+sQJwNU1Q1NJiXDo+QEcTGJhcvpUpiUn3lqaM+c4dIwtTwryWMWQ0Q5l/vTTTxg3bhyGDBmCxo0bQyaT4eTJkwgICMD333+PTz/91NAh5gsOZRIRGYdXr95cUZmcDJibGzYeMixtP7+NtsdsxIgRcHNzw+LFi/Hbb78BUM0727ZtG7p06WLg6IiIqLgLC1P97+TEpIy0Z7SJGQB07doVXbt2NXQYREREmTx/rvrf3d2wcZBxMdrJ/+XKlUNERESm7VFRUShXrpwBIiIioiItIUG1wmv16qqvc5DeY+bmlve2cqybl/Z0VZDHKoaMtsfs4cOHGifCJycn49mzZwaIiIiIijQhVPeGTP86B9kmZjq2lWPdvLSnq4I8VjFkdInZrl27pK8PHDgABwcH6blCocDhw4fh7e1tgMiIiIjeyDYxI8qC0SVmH330EQDV/fQGDhyots/MzAze3t5YrOnOr0RERAUofY4ZEzPShdHNMVMqlVAqlShbtizCw8Ol50qlEsnJyQgODkbHjh21bi8tLQ1fffUVfHx8YGVlhXLlyuGbb76BUqmUygwaNAgymUzt0bBhw0xtBQUFoWXLlrCxsUGJEiXQvHlzJCYmSvsjIyPRv39/ODg4wMHBAf3790dUVFSezgcRERVO6T1mnPxPujC6HrN0+lrdf8GCBVi1ahXWr1+P6tWr4/z58xg8eDAcHBwwduxYqVy7du3g7+8vPTd/69rnoKAgtGvXDlOnTsXy5cthbm6OK1euqN2Yt0+fPnj69CkCAwMBAMOHD0f//v2xe/duvbwWIiIqPDiUSblhtIkZABw/fhzfffcdbt26BZlMhqpVq2LSpElo0qSJ1m0EBQWhS5cu6NChAwDA29sbW7Zswfnz59XKWVhYwC2b367x48djzJgxmDJlirStYsWK0te3bt1CYGAgTp8+jQYNGgAA1qxZg0aNGiE4OBiVK1fWOmYiIir8mJhRbhjdUGa6jRs3onXr1rC2tsaYMWPw+eefw8rKCq1atcLmzZu1buf999/H4cOHcefOHQDAlStXcPLkSbRv316t3LFjx+Di4oJKlSrBz88P4eHh0r7w8HCcOXMGLi4uaNy4MVxdXdGsWTOcPHlSKhMUFAQHBwcpKQOAhg0bwsHBAadOncoyvuTkZMTExKg9iIjIAGQywMtL9cjhVkRJSap7ZAJZJGY6tKVV3by0p6uCPFZxJIxUlSpVxJIlSzJtX7x4sahSpYrW7SiVSjFlyhQhk8mEqampkMlkYu7cuWpltm7dKvbs2SOuXbsmdu3aJWrVqiWqV68ukpKShBBCBAUFCQDC0dFRrFu3Tly8eFGMGzdOmJubizt37gghhJgzZ46oWLFipuNXrFgx0/EymjFjhgCQ6REdHa31a8xJXFyc1G5cXJze2iUiKq4ePhQCEMLcXAil0tDRUGEQHR2t1ee30faYPXjwAJ06dcq0vXPnzjrNP9u2bRs2btyIzZs34+LFi1i/fj2+++47rF+/XirTq1cvdOjQATVq1ECnTp2wf/9+3LlzB3v37gUA6UKBTz/9FIMHD0adOnWwdOlSVK5cGevWrZPakWn4y0IIoXF7uqlTpyI6Olp6PHnyROvXRkREhpFxGJOdSqQLo51j5unpicOHD6NChQpq2w8fPgxPT0+t25k0aRKmTJmC3r17AwB8fX3x6NEjzJs3L9NyHOnc3d3h5eWFu3fvSs8BoFq1amrlqlatisePHwMA3Nzc8OLFi0xtvXz5Eq6urlnGZ2FhAQsLC61fDxERGR7nl1FuGW1iNmHCBIwZMwaXL19G48aNIZPJcPLkSQQEBOD777/Xup2EhAS1KycBQC6Xqy2X8baIiAg8efJESsi8vb3h4eGB4OBgtXJ37tzBhx9+CABo1KgRoqOjcfbsWdSvXx8AcObMGURHR6Nx48Zax0tERAaSmAg0bar6+sQJwMoqy6I5rmGmQ1ta1c1Le7oqyGMVQ0abmI0YMQJubm5YvHgxfvvtNwCqHqpt27ahS5cuWrfTqVMnzJkzB2XLlkX16tVx6dIlLFmyBEOGDAEAxMXFYebMmejevTvc3d3x8OFDfPnll3B2dpZuoC6TyTBp0iTMmDEDtWrVQu3atbF+/Xrcvn0bf/zxhxRbu3bt4Ofnh9WrVwNQLZfRsWNHXpFJRGQMlEog/Yr9bP54B7ToMdOhLa3q5qU9XRXksYoho03MAKBr165ScpRby5cvx/Tp0zFy5EiEh4fDw8MDn376Kb7++msAqt6za9euYcOGDYiKioK7uztatGiBbdu2wc7OTmpn3LhxSEpKwvjx4/H69WvUqlULf//9N8qXLy+V2bRpE8aMGYMPPvgAgGo+3IoVK/IUPxERGY4QQPfuwJEj6tvT1xbnUCbpSiaEcd+BNCUlRboDQEZly5Y1UET5KyYmBg4ODoiOjoa9vb1e2oyPj4etrS0AVQ+hjY2NXtolIipS4uOB/94rERcH2Njg3j0gw5KVamQyYP9+oG1b7drKSxx5ak9XBXmsIkTbz2+j7TG7e/cuhgwZkmkNsPSrHBUKhYEiIyKi4uLcOdX/desCW7ao73NwALK5totII6NNzAYNGgRTU1Ps2bMH7u7u2S45QURElB/SE7PGjYFKlQwbCxUNRpuYXb58GRcuXECVKlUMHQoRERVT6YnZu+8aNg4qOow2MatWrRpevXpl6DCIiKg4cXaWvkxLAy5cUH2dq8QsQ1t6qZuX9vRxfNILo0rMMt4ncsGCBfjiiy8wd+5c+Pr6wszMTK2svibGExERAVBNcn/5Unp686rq6ks7O0DnVY/eaivPdfPSnj6OT3pjVIlZiRIl1OaSCSHQqlUrtTKc/E9ERAUhfRjznXcAE6O9wSEVNkaVmB09etTQIRjMypUrsXLlSiacREQGcP068OiR+rZdu1T/c34Z6ZPRr2NW3HAdMyKighUcDFSrlvUi97/9BvTsqWOjiYnAf7fsw/79ut+S6e26eWlPVwV5rCKkyK5jlpCQgEmTJmHnzp1ITU1F69at8cMPP8CZExGJiCgfHDqkSsocHQXKvf7vVkR16wImcpQtC3TokItGlUrg+PE3X+e1bl7a01VBHqsYMrrEbMaMGQgICEDfvn1haWmJLVu2YMSIEfj9998NHRoRERWgkBAgNPTN8xIlgOrV9X+cf/9V/T9uZCqmz66venKCK95T/jC6xGz79u1Yu3YtevfuDQDo168f3nvvPSgUCsjlcgNHR0RE+vLoEXDsmOoOQBkplcC+fapRtLeNHAmsWKG6HZK+pCdmjRtwji/lP6NLzJ48eYImTZpIz+vXrw9TU1OEhobC09PTgJEREVFeJCcD//yjSrj27wdu3cq+vIkJUK7cmyTs3j3gxx9VPWedOqmXlcuBmjUBCwvdYnr6FHj8WHWsBu9y2I7yn9ElZgqFAubm5mrbTE1NkZaWZqCIiIgot0JCgMBAVSJ25Ih675hcDjRoAHh4ZK5Xtqyqd6x8+TfbVqwARo8G5s5VPTTVmT4dqFBBfbtMBtSrp3lkMv12zLVqvblvN1F+MrrETAiBQYMGwSLDnz1JSUn47LPP1K4m3L59uyHCIyKibCQlASdOvOkVCw5W3+/uDrRrp7ror3VroGRJ7dv+/HMgJQVYtUq1Kn9GkZGqni8/P811y5RRDZtmTPSAN8OY772nfRxEeWF0idnAgQMzbevXr58BIqGi5NYtoG1b4MULzftNTFR/vZuYvHlkfJ7dPl2f67MtXdrOOCfHwwPo3Rt464YaRLny4MGbROzoUSAh4c0+uVx1A/APP1Q9atXK2/yw//1P9XhbQgKwfDmwZYsqecsoPFw1ZNmiBTB+vPrx9+1T/d+48X8brK1zH9zb8tKWprr6jC03xye94DpmRobrmGVNCNWb79sThQHVG62Tk+bVuVNTgYYNgYsX8z9GY/Luu8D69UDVqoaOhIxNUpJqNYX0ZOzOHfX97u5vErHWrVVzwgzp+XNVUvZ2711Gjx6phkKJcqvIrmNGRYsQqgm/MTFAbKzq/6y+1mZ/dkvqlCsHDBsGeHurbz92TJWUlSyp+jB5e+hECFW76Q+FIuvnud1n6HYy3lBCCOCvv1S3m6lTRzVX5/PPNSe16T0LWf1Pxcf9++q9YomJb/bJ5aqhwPRkrGbNwvUz4u6ueh+YP1/zLSAbN2ZSRgWHPWZGprD2mC1ZohoKeJtSqerByi7BSk3N6yvQjy1bVMN3BDx7pkpiAwP1015OCZxMpl0ZY/u/MMSQX68lo+fPVYlZRh4e6r1iDg6Z6xEVJ+wxowK1aVPehwJtbQF7e8DOTvW/Nl9r2mZtnfnDIyEB2LoV+PNP1TDL25o3Z1KWUenSqrk1v/wCTJyoSqLzIv3PP/4ZWHSZmqr3ivn6Fq5eMb1ISgK6d1d9/eefgKWlYdrSVFefseXm+KQ37DEzEhlvYn7nzp1C12O2fLn6CtwZ2drmnGDZ2moeKiPDS0kB4uIyb3872crL//psq7D8XxhiyK/X8jZra1VSpqe3pMIrPv7NmhlxeVz5Py9taaqrz9hyc3zKkbY9ZkzMjExhHcokIirymJhlfXzKkbaf3+yjICIiIiokmJgRERERFRJMzIiIiIgKCSZmRERERIUEl8swMunXasTkdf2CDOIzLJUfExMDRcbVRomISCXjbUViYtRXZi7ItjTV1WdsuTk+5Sj9czunay55VaaRefr0KTw9PQ0dBhEREeXCkydPUKZMmSz3MzEzMkqlEqGhobCzs4MsD6s3xsTEwNPTE0+ePNHbshuUGc9zweB5Lhg8zwWD57lgFPR5FkIgNjYWHh4eMMlm4U4OZRoZExOTbDNtXdnb2/MXvwDwPBcMnueCwfNcMHieC0ZBnmcHLe5Nxsn/RERERIUEEzMiIiKiQoKJWTFlYWGBGTNmwMLCwtChFGk8zwWD57lg8DwXDJ7nglFYzzMn/xMREREVEuwxIyIiIiokmJgRERERFRJMzIiIiIgKCSZmRERERIUEEzMiIiKiQoKJGREREVEhwcSMiIiIqJBgYkZERERUSDAxIyIiIiokmJgRERERFRJMzIiIiIgKCSZmRERERIUEEzMiIiKiQoKJGREREVEhwcSMiIiIqJBgYkZERERUSDAxIyIiIiokmJgRERERFRJMzIiIiIgKCSZmRERERIUEEzMiIiKiQoKJGREREVEhwcSMiIiIqJBgYkZERERUSDAxIyIiIiokmJgRERERFRKmhg6AdKNUKhEaGgo7OzvIZDJDh0NERERaEEIgNjYWHh4eMDHJul+MiZmRCQ0Nhaenp6HDICIiolx48uQJypQpk+V+JmZGxs7ODoDqG2tvb2/gaIiIiEgbMTEx8PT0lD7Hs8LEzMikD1/a29szMSMiIjIyOU1D4uR/IiIiokKCiRkRERFRIcHEjIiIiKiQ4BwzIiKiQkwIgbS0NCgUCkOHQtmQy+UwNTXN81JWTMyIiIgKqZSUFDx//hwJCQmGDoW0YG1tDXd3d5ibm+e6DSZmREREhZBSqURISAjkcjk8PDxgbm7OhcULKSEEUlJS8PLlS4SEhKBixYrZLiKbHSZmREREhVBKSgqUSiU8PT1hbW1t6HAoB1ZWVjAzM8OjR4+QkpICS0vLXLXDyf9ERESFWG57Xqjg6eN7xe82ERERUSHBxIyIiIiKtJkzZ6J27dqZtrm6ukImk2Hnzp1ZbitoMiGE0LZwdHQ0duzYgX/++QcPHz5EQkICSpUqhTp16qBt27Zo3LhxfsZKUN1ry8HBAdHR0bwlExFREZaUlISQkBD4+Pjker4SACiUAmdDXiM8Ngkudpao7+MIuUn+XEQghECbNm0gl8tx4MABtX0//vgjpk6dimvXrqFs2bJ5PtbDhw/h4+MjPbe1tUXZsmXRvHlzjBs3DhUrVpT2xcXFITk5GU5OTgCAW7duoVq1atixYwcaNmyIkiVL4sGDB5m2WVhY6BRTdt8zbT+/tZr8//z5c3z99dfYtGkT3NzcUL9+fdSuXRtWVlZ4/fo1jh49iu+++w5eXl6YMWMGevXqpdMLISIiIv0LvP4cs3bfxPPoJGmbu4MlZnSqhnY13PV+PJlMBn9/f/j6+mL16tX49NNPAQAhISGYPHkyli9frpekLKNDhw6hevXqSEhIwLVr1/D999+jVq1a2L17N1q1agVAlbTZ2tpKde7fvw8A6NKli3Slq6ZthqDVUGatWrXg4OCAs2fP4sGDB9i6dSsWL16M2bNn48cff8SJEyfw6tUrTJ8+HUuWLMF3332X33ETERFRNgKvP8eIjRfVkjIACItOwoiNFxF4/Xm+HNfT0xPff/89Jk6ciJCQEAghMHToUDRv3hz//PMPfHx8YGVlhcqVK+P777+X6l27dg0mJiZ49eoVACAyMhImJibo2bOnVGbevHlo1KiR2vGcnJzg5uaGcuXKoUuXLjh06BAaNGiAoUOHSovyZhzKnDlzJjp16gRANVlfJpNp3GYoWvWY3bhxA6VKlcq2jJWVFT755BN88sknePnypV6CIyIiojeEEEhMzfkOAAqlwIxdN6BprpIAIAMwc9dNvFfBWathTSszuU7JysCBA7Fjxw4MHjwY3bt3x/Xr13Ht2jX8+OOP+O233+Ds7IxTp05h+PDhcHd3x8cff4waNWrAyckJx48fR/fu3XHixAk4OTnhxIkTUrvHjh1Ds2bNsj22iYkJxo4di65du+LChQuoX7++2v6JEyfC29sbgwcPxvPnquTU1tY20zZD0Soxyykpy2t5IiIiylliqgLVvj6Qc8EcCABhMUnwnXlQq/I3v2kLa3Pdlj79+eefUaNGDfzzzz/4448/4OrqilmzZkn7fXx8cOrUKfz222/4+OOPIZPJ0LRpUxw7dgzdu3fHsWPHMHDgQKxfvx43b95EpUqVcOrUKYwfPz7HY1epUgWAah7a24mZra0tSpQoAQBwc3OTtmvaZgg6X5W5fv167N27V3r+xRdfoESJEmjcuDEePXqk1+CIiIjIOLm4uGD48OGoWrUqunbtCgBYtWoV6tWrh1KlSsHW1hZr1qzB48ePpTrNmzfHsWPHAADHjx9HixYt0LRpUxw/fhznzp1DYmIi3nvvvRyPnX5dozHeKUHnlf/nzp2Ln376CQAQFBSEFStWYNmyZdizZw/Gjx+P7du36z1IIiIiUg0p3vymbY7lzoa8xiD/czmWCxj8Lur7OGp13NwwNTWFqakq1fjtt98wfvx4LF68GI0aNYKdnR0WLVqEM2fOSOWbN2+OsWPH4t69e7h+/TqaNGmC+/fv4/jx44iKisI777wDOzu7HI9769YtAFC7atNY6JyYPXnyBBUqVAAA7Ny5Ez169MDw4cPx3nvvoXnz5vqOj4iIiP4jk8m0GlJsUrEU3B0sERadpHGemQyAm4MlmlQslW9LZ7ztn3/+QePGjTFy5EhpW/qVkOnS55nNnj0btWrVgr29PZo1a4Z58+YhMjIyx/llgOoeoz/88AN8fHxQp04dvb+O/KbzUKatrS0iIiIAAAcPHkTr1q0BAJaWlkhMTNRvdERERKQzuYkMMzpVA6BKwjJKfz6jU7UCS8oAoEKFCjh//jwOHDiAO3fuYPr06Th3Tr1XL32e2caNG6XOnpo1ayIlJQWHDx/W2AEUERGBsLAwPHjwALt27ULr1q1x9uxZrF27FnJ57nr6DEnnxKxNmzYYNmwYhg0bhjt37qBDhw4AVFduent76zs+IiIiyoV2NdzxU7+6cHNQX+jUzcESP/Wrmy/rmGXns88+Q7du3dCrVy80aNAAERERar1n6Vq0aAGFQiElYTKZDE2aNAEAvP/++5nKt27dGu7u7vD19cWUKVNQtWpVXL16FS1atMjX15NfdFr5HwCioqLw1Vdf4cmTJxgxYgTatWsHAJgxYwbMzc0xbdq0fAmUVLjyPxFR8WCMK/8Xd/pY+V/nxIwMi4kZEVHxoK/EjAqOPhKzXN3E/J9//kG/fv3QuHFjPHv2DADw66+/4uTJk7lpjoiIiIiQi8Tszz//RNu2bWFlZYWLFy8iOTkZABAbG4u5c+fqPUAiIiKi4kLnxGz27NlYtWoV1qxZAzMzM2l748aNcfHiRb0GR0RERFSc6JyYBQcHo2nTppm229vbIyoqSh8xERERERVLOidm7u7uuHfvXqbtJ0+eRLly5fQSFBEREVFxpHNi9umnn2Ls2LE4c+YMZDIZQkNDsWnTJkycOFHjeiREREREpB2db8n0xRdfIDo6Gi1atEBSUhKaNm0KCwsLTJw4EZ9//nl+xEhERERULOicmAHAnDlzMG3aNNy8eRNKpRLVqlWDra2tvmMjIiIiKlZytY4ZAISGhiIiIgK+vr6wtbUF16klIiKinMycORO1a9c2eBsZyWQy7Ny5U3p++/ZtNGzYEJaWltJxNG3LDzonZhEREWjVqhUqVaqE9u3b4/nz5wCAYcOGYcKECXoPkIiIiPJAqQBC/gGu/aH6X6nI90MOGjQIMpkMMpkMZmZmKFeuHCZOnIj4+HhMnDgRhw8fViv70Ucf5XsMrq6uaNOmDdatWwelUqlW9vnz5/jwww+l5zNmzICNjQ2Cg4OlWDVtyw86J2bjx4+HmZkZHj9+DGtra2l7r169EBgYqNfgiIiIKA9u7gKW1QDWdwT+HKr6f1kN1fZ81q5dOzx//hwPHjzA7Nmz8eOPP2LixImwtbWFk5NTvh8/YwwPHz7E/v370aJFC4wdOxYdO3ZEWlqaVM7NzQ0WFhbS8/v37+P999+Hl5eXFKumbflB58Ts4MGDWLBgAcqUKaO2vWLFinj06JHeAntbZGQk+vfvDwcHBzg4OKB///45rpsmhMDMmTPh4eEBKysrNG/eHDdu3FArk5ycjNGjR8PZ2Rk2Njbo3Lkznj59mqtjBwQEoGbNmrC0tISbm1umiyEOHDiAhg0bws7ODqVKlUL37t0REhKSq/NBRESUrZu7gN8GADGh6ttjnqu253NyZmFhATc3N3h6eqJPnz7o27cvdu7cqTYMOXPmTKxfvx5//fWX1Lt17NgxAMDTp0/Ru3dvODo6wsbGBvXq1cOZM2fUjvHrr7/C29sbDg4O6N27N2JjYzXGULp0adStWxdffvkl/vrrL+zfvx8BAQFSuYxDmTKZDBcuXMA333wDmUyGmTNnatyWX3ROzOLj49V6ytK9evVKLdvUtz59+uDy5csIDAxEYGAgLl++jP79+2dbZ+HChViyZAlWrFiBc+fOwc3NDW3atFH7xo0bNw47duzA1q1bcfLkScTFxaFjx45QKN509Wpz7CVLlmDatGmYMmUKbty4gcOHD6Nt27bS/gcPHqBLly5o2bIlLl++jAMHDuDVq1fo1q2bns4QEREVeUIAKfE5P5JigP1fANA0//u/bYGTVeW0aU8P88itrKyQmpqqtm3ixIn4+OOPpZ6t58+fo3HjxoiLi0OzZs0QGhqKXbt24cqVK/jiiy/UhiDv37+PnTt3Ys+ePdizZw+OHz+O+fPn5xhHy5YtUatWLWzfvl3j/ufPn6N69eqYMGECnj9/jokTJ2rcll90viqzadOm2LBhA7799lsAqsxSqVRi0aJFaNGihd4DBIBbt24hMDAQp0+fRoMGDQAAa9asQaNGjRAcHIzKlStnqiOEwLJlyzBt2jQp+Vm/fj1cXV2xefNmfPrpp4iOjsbatWvx66+/onXr1gCAjRs3wtPTE4cOHULbtm21OnZkZCS++uor7N69G61atZJiqF69uvT1xYsXoVAoMHv2bJiYqPLhiRMnokuXLkhNTVW7vRUREZFGqQnAXA89NCRUPWnzPbUr/mUoYG6T66OdPXsWmzdvVvuMBABbW1tYWVkhOTkZbm5u0vaAgAC8fPkS586dg6OjIwCgQoUKanWVSiUCAgJgZ2cHAOjfvz8OHz6MOXPm5BhPlSpVcPXqVY373NzcYGpqCltbWykmW1vbTNvyi849ZosWLcLq1avx4YcfIiUlBV988QVq1KiBEydOYMGCBfkRI4KCguDg4CAlRgDQsGFDODg44NSpUxrrhISEICwsDB988IG0zcLCAs2aNZPqXLhwAampqWplPDw8UKNGDamMNsf++++/oVQq8ezZM1StWhVlypTBxx9/jCdPnkh16tWrB7lcDn9/fygUCkRHR+PXX3/FBx98kG1SlpycjJiYGLUHERFRYbdnzx7Y2trC0tISjRo1QtOmTbF8+XKt6l6+fBl16tSRkjJNvL29paQMUN2ZKDw8XKv2hRCQyWRalS1oOveYVatWDVevXsVPP/0EuVyO+Ph4dOvWDaNGjYK7u3t+xIiwsDC4uLhk2u7i4oKwsLAs6wCAq6ur2nZXV1dpLlxYWBjMzc1RsmTJTGXS62tz7AcPHkCpVGLu3Ln4/vvv4eDggK+++gpt2rTB1atXYW5uDm9vbxw8eBA9e/bEp59+CoVCgUaNGmHfvn3ZvvZ58+Zh1qxZ2ZYhIqJiwsxa1XuVk0engE09ci7X9w/Aq7F2x9VRixYt8NNPP8HMzAweHh46jQxZWVnlHNJb7aWP4Gnj1q1b8PHx0TqegqRTj1lqaipatGiBmJgYzJo1C3v27MG+ffswe/bsXCVl6RPqsnucP38eADRmttpkvG/v16bO22VyOrZSqURqaip++OEHtG3bFg0bNsSWLVtw9+5dHD16FIAqwRs2bBgGDhyIc+fO4fjx4zA3N0ePHj2yXQNu6tSpiI6Olh4Ze+GIiKiYkclUQ4o5Pcq3BOw9AGT1eScD7EurymnTXi56l2xsbFChQgV4eXllm5SZm5urzesGgJo1a+Ly5ct4/fq1zsfNyZEjR3Dt2jV0795d723rg049ZmZmZrh+/breuv8+//xz9O7dO9sy3t7euHr1Kl68eJFp38uXLzP1iKVLHwMOCwtTSxrDw8OlOm5ubkhJSUFkZKRar1l4eDgaN24slcnp2OntV6tWTdpfqlQpODs74/HjxwCAlStXwt7eHgsXLpTKpM9nO3PmDBo2bKjxdVhYWOTrRRVERFQEmciBdgtUV19CBvWLAP77DG83X1XOwLy9vXHgwAEEBwfDyckJDg4O+OSTTzB37lx89NFHmDdvHtzd3XHp0iV4eHigUaNGWrednJyMsLAwKBQKvHjxAoGBgZg3bx46duyIAQMG5OOryj2d55gNGDAAa9eu1cvBnZ2dUaVKlWwf6WPT0dHROHv2rFT3zJkziI6OlhKot/n4+MDNzQ1///23tC0lJQXHjx+X6rzzzjswMzNTK/P8+XNcv35dKqPNsd977z0AQHBwsFTm9evXePXqFby8vAAACQkJkMvVfwHSn2vb9UpERKS1ap2BjzcA9m+NaNl7qLZX62yYuN7i5+eHypUro169eihVqhT+/fdfmJub4+DBg3BxcUH79u3h6+uL+fPnZ/oczUlgYCDc3d3h7e2Ndu3a4ejRo/jhhx/w119/6dxWQZEJHe+lNHr0aGzYsAEVKlRAvXr1YGOjfpXGkiVL9Bpgug8//BChoaFYvXo1AGD48OHw8vLC7t27pTJVqlTBvHnz0LVrVwDAggULMG/ePPj7+6NixYqYO3cujh07huDgYGnC4IgRI7Bnzx4EBATA0dEREydOREREBC5cuCB907Q59kcffYR79+7h559/hr29PaZOnYoHDx7g8uXLMDMzw5EjR9C6dWvMnDkTn3zyCWJjY/Hll1/i9u3buHXrllbj6QAQExMDBwcHREdHw97ePu8nloiICqWkpCSEhITAx8cHlpaWuW9IqVDNOYt7Adi6quaUFYKesqIou++Ztp/fOk/+v379OurWrQsAuHPnjtq+/LzCYdOmTRgzZox0BWXnzp2xYsUKtTLBwcGIjo6Wnn/xxRdITEzEyJEjERkZiQYNGuDgwYNqV3EsXboUpqam+Pjjj5GYmIhWrVohICBALZPW5tgbNmzA+PHj0aFDB5iYmKBZs2YIDAyUxtVbtmyJzZs3Y+HChVi4cCGsra3RqFEjBAYGap2UERER6cxEDvg0MXQUpCWde8zIsNhjRkRUPOitx4wKjD56zHSeY0ZERERE+UPnocyuXbtqHLKUyWSwtLREhQoV0KdPH42r8RMRERFR1nTuMXNwcMCRI0dw8eJFKUG7dOkSjhw5grS0NGzbtg21atXCv//+q/dgiYiIiIoynXvM3Nzc0KdPH6xYsUK656NSqcTYsWNhZ2eHrVu34rPPPsPkyZNx8uRJvQdMRERUnHAquPHQx/dK5x6ztWvXYty4cVJSBgAmJiYYPXo0fv75Z8hkMnz++ee4fv16noMjIiIqrtKv6k9ISDBwJKSt9O+VLrefepvOPWZpaWm4ffs2KlWqpLb99u3b0i0VLC0tC+3NQYmIiIyBXC5HiRIlpBtzW1tb87O1kBJCICEhAeHh4ShRokSeFq/VOTHr378/hg4dii+//BLvvvsuZDIZzp49i7lz50q3Nzh+/DiqV6+e66CIiIjoze0F05MzKtxKlCghfc9yS+d1zBQKBebPn48VK1ZI95B0dXXF6NGjMXnyZMjlcjx+/BgmJiYoU6ZMnoKjzLiOGRFR8aNQKJCammroMCgbZmZm2faUafv5nacFZmNiYgCACUIBYmJGRERkfPJ1gdm0tDQcOnQIW7Zskca7Q0NDERcXl7toiYiIiEj3OWaPHj1Cu3bt8PjxYyQnJ6NNmzaws7PDwoULkZSUhFWrVuVHnERERERFns49ZmPHjkW9evUQGRmpdvPtrl274vDhw3oNjoiIiKg40bnH7OTJk/j3339hbm6utt3LywvPnj3TW2BERERExY3OPWZKpVJaryyjp0+fws7OTi9BERERERVHOidmbdq0wbJly6TnMpkMcXFxmDFjBtq3b6/P2IiIiIiKFZ2XywgNDUWLFi0gl8tx9+5d1KtXD3fv3oWzszNOnDgBFxeX/IqVwOUyiIiIjJG2n986zzHz8PDA5cuXsWXLFly8eBFKpRJDhw5F37591S4GICIiIiLd5GmBWSp47DEjIiIyPvnWY3bkyBFs374dDx8+hEwmQ7ly5dC9e3c0bdo0TwETERERFXc6Tf7/7LPP0Lp1a2zZsgURERF4+fIlNm7ciBYtWmD06NH5FSMRERFRsaB1YrZjxw74+/tj3bp1ePXqFYKCgnD69Gm8fPkSa9aswc8//4xdu3blZ6xERERERZrWc8w6d+6M6tWrY968eRr3T548Gbdv38Zff/2l1wBJHeeYERERGR+938T84sWL6Nq1a5b7u3fvjgsXLugWJRERERFJtE7MXr16hdKlS2e5v3Tp0oiIiNBLUERERETFkdaJWUpKSqb7Y2ZkamqKlJQUvQRFREREVBzptFzG9OnTYW1trXFfQkKCXgIiIiIiKq60TsyaNm2K4ODgHMsQERERUe5onZgdO3YsH8MgIiIiIp0WmCUiIiKi/KNVYjZ//nzEx8dr1eCZM2ewd+/ePAVFREREVBxplZjdvHkTXl5eGDFiBPbv34+XL19K+9LS0nD16lX8+OOPaNy4MXr37s2FT4mIiIhyQas5Zhs2bMDVq1excuVK9O3bF9HR0ZDL5bCwsJCuxqxTpw6GDx+OgQMHwsLCIl+DJiIiIiqKtJ5jVrNmTaxevRoRERG4ePEifv/9d6xZswYHDhzAixcvcP78eQwfPjzfkrLIyEj0798fDg4OcHBwQP/+/REVFZVtHSEEZs6cCQ8PD1hZWaF58+a4ceOGWpnk5GSMHj0azs7OsLGxQefOnfH06VOdjh0QEACZTKbxER4eLpW7du0amjVrBisrK5QuXRrffPMNtLwjFhERGZgiLQ03/t2L83t+xo1/90KRlmaQtjTV1Wds+Rk75Uzre2Ua2ocffoinT5/i559/BgAMHz4c3t7e2L17d5Z1FixYgDlz5iAgIACVKlXC7NmzceLECQQHB8POzg4AMGLECOzevRsBAQFwcnLChAkT8Pr1a1y4cAFyuVyrYycmJiI6Olrt2IMGDUJSUpJ0NWtMTAwqVaqEFi1aYNq0abhz5w4GDRqEGTNmYMKECVqfB94rk4io4F06sB4eQbPgijd3uHkBJ4Q2moE6bQcWWFua6kbCFjIAJRCX59jyM/biTtvPb6NIzG7duoVq1arh9OnTaNCgAQDg9OnTaNSoEW7fvo3KlStnqiOEgIeHB8aNG4fJkycDUPWOubq6YsGCBfj0008RHR2NUqVK4ddff0WvXr0AAKGhofD09MS+ffvQtm3bXB375cuXKF26NNauXYv+/fsDAH766SdMnToVL168kHoV58+fj+XLl+Pp06eQyWRanQsmZkREBevSgfWodWoMAMAkw1u18r9PzyuNf9A6KclLW1nVTf8Ul+UxtvyMnfLhJuaGFBQUBAcHBykxAoCGDRvCwcEBp06d0lgnJCQEYWFh+OCDD6RtFhYWaNasmVTnwoULSE1NVSvj4eGBGjVqSGVyc+wNGzbA2toaPXr0UHsNzZo1Uxvqbdu2LUJDQ/Hw4UMdzgYRERUURVoaPIJmAVBPRjI+9wiahdioCCTERWf7iI2KQOmgmblqK7u6Mpl6Upab2PQRu3vQLA5r6oFOt2QylLCwMLi4uGTa7uLigrCwsCzrAICrq6vadldXVzx69EgqY25ujpIlS2Yqk14/N8det24d+vTpAysrK7V4vL29Mx0nfZ+Pj4/GtpKTk5GcnCw9j4mJ0ViOiIj07/aZA6iOCCCLQQ0TGVTDesvKadWeHZDrtrKrq4/YcpJT7G6IwI0zB1D9vQ56OV5xZdAes5kzZ2Y5aT79cf78eQDQONQnhMhxCPDt/drUebuMLscOCgrCzZs3MXToUK1iyar9dPPmzZMuOnBwcICnp2e2sRMRkf4kRj4zdAhGhecr73LdY3bv3j3cv38fTZs2hZWVlVYJz9s+//xz9O7dO9sy3t7euHr1Kl68eJFp38uXLzP1iKVzc3MDoOqNcnd3l7aHh4dLddzc3JCSkoLIyEi1XrPw8HA0btxYKqPLsX/55RfUrl0b77zzTqZ43u5hS79iM6vXAABTp07F//73P+l5TEwMkzMiogJiVbK0VuWuNPsFFd/9INsyd88dRK3jw3LVlrZ1cxtbTrQ9vrbni7Kmc49ZREQEWrdujUqVKqF9+/Z4/vw5AGDYsGE6XV0IAM7OzqhSpUq2D0tLSzRq1AjR0dE4e/asVPfMmTOIjo6WEqi3+fj4wM3NDX///be0LSUlBcePH5fqvPPOOzAzM1Mr8/z5c1y/fl0qo8ux4+Li8Ntvv2nsLWvUqBFOnDiBlJQUadvBgwfh4eGRaYgzIwsLC9jb26s9iIioYFRp0BYv4CRNcH+bUgBhcEKNJl1hbeuQ7aNGk665biununmNTV+xV2nQVvsASSOdE7Px48fD1NQUjx8/hrW1tbS9V69eCAwM1Gtw6apWrYp27drBz88Pp0+fxunTp+Hn54eOHTuqXRVZpUoV7NixA4BqeHDcuHGYO3cuduzYgevXr2PQoEGwtrZGnz59AAAODg4YOnQoJkyYgMOHD+PSpUvo168ffH190bp1a52ODQDbtm1DWloa+vbtm+k19OnTBxYWFhg0aBCuX7+OHTt2YO7cufjf//6nc08jEREVDLmpKUIbzQCATElJ+vPnjWZAbprzAFRe2squrhBvrszMbWz5GTvpRuczePDgQRw4cABlypRR216xYkVpUn1+2LRpE8aMGSNdQdm5c2esWLFCrUxwcLDaemJffPEFEhMTMXLkSERGRqJBgwY4ePCgtIYZACxduhSmpqb4+OOPkZiYiFatWiEgIEBaw0zbYwPA2rVr0a1bt0wXEwCqJPDvv//GqFGjUK9ePZQsWRL/+9//1IYpiYio8KnTdiAuAZnW7wqXOeG5jut35aWtrOpGyTKvY5ab2PIzdtKezuuY2dnZ4eLFi6hYsSLs7Oxw5coVlCtXDufOnUO7du0QERGRcyOUa1zHjIjIMBRpabh95gASI5/BqmRpVGnQNtc9RHlpS1NdAHqLLT9jL87ybYHZDh06oG7duvj2229hZ2eHq1evwsvLC71794ZSqcQff/yR5+Apa0zMiIiIjI+2n986p7iLFi1C8+bNcf78eaSkpOCLL77AjRs38Pr1a/z77795CpqIiIioONN58n+1atVw9epV1K9fH23atEF8fDy6deuGS5cuoXz58vkRIxEREVGxYBT3yqQ3OJRJRERkfPLtXpn+/v74/fffM23//fffsX79el2bIyIiIqL/6JyYzZ8/H87Ozpm2u7i4YO7cuXoJioiIiKg40jkxe/TokcYbbnt5eeHx48d6CYqIiIioONI5MXNxccHVq1czbb9y5QqcnJz0EhQRERFRcaRzYta7d2+MGTMGR48ehUKhgEKhwJEjRzB27Ngcb0hORERERFnTeR2z2bNn49GjR2jVqhVM/1vpV6lUYsCAAZxjRkRERJQHuV4u486dO7hy5QqsrKzg6+sLLy8vfcdGGnC5DCIiIuOTbyv/p6tUqRIqVaqU2+pERERE9BadEzOFQoGAgAAcPnwY4eHhUCqVavuPHDmit+CIiIiIihOdE7OxY8ciICAAHTp0QI0aNSCTyfIjLiIiIqJiR+fEbOvWrfjtt9/Qvn37/IiHiIiIqNjSebkMc3NzVKhQIT9iISIiIirWdE7MJkyYgO+//x689zkRERGRfuk8lHny5EkcPXoU+/fvR/Xq1WFmZqa2f/v27XoLjoiIiKg40TkxK1GiBLp27ZofsRAREREVazonZv7+/vkRBxEREVGxp/McMwBIS0vDoUOHsHr1asTGxgIAQkNDERcXp9fgiIiIiIoTnXvMHj16hHbt2uHx48dITk5GmzZtYGdnh4ULFyIpKQmrVq3KjziJiIiIijyde8zGjh2LevXqITIyElZWVtL2rl274vDhw3oNjoiIiKg4ydVVmf/++y/Mzc3Vtnt5eeHZs2d6C4yIiIiouNG5x0ypVEKhUGTa/vTpU9jZ2eklKCIiIqLiSOfErE2bNli2bJn0XCaTIS4uDjNmzOBtmoiIiIjyQCZ0XML/2bNnaNmyJeRyOe7evYt69erh7t27cHZ2xokTJ+Di4pJfsRKAmJgYODg4IDo6Gvb29oYOh4iIiLSg7ee3znPMSpcujcuXL2Pr1q24cOEClEolhg4dir59+6pdDEBEREREutGpxyw1NRWVK1fGnj17UK1atfyMi7LAHjMiIiLjo+3nt05zzMzMzJCcnAyZTJbnAImIiIhInc6T/0ePHo0FCxYgLS0tP+IhIiIiKrZ0nmN25swZHD58GAcPHoSvry9sbGzU9m/fvl1vwREREREVJzonZiVKlED37t3zIxYiIiKiYk3noUx/f/9sH/klMjIS/fv3h4ODAxwcHNC/f39ERUVlW0cIgZkzZ8LDwwNWVlZo3rw5bty4oVYmOTkZo0ePhrOzM2xsbNC5c2c8ffpUp2MHBARAJpNpfISHhwMAjh07hi5dusDd3R02NjaoXbs2Nm3apJdzQ0REREWDzokZAKSlpeHQoUNYvXo1YmNjAQChoaGIi4vTa3AZ9enTB5cvX0ZgYCACAwNx+fJl9O/fP9s6CxcuxJIlS7BixQqcO3cObm5uaNOmjRQzAIwbNw47duzA1q1bcfLkScTFxaFjx45qdzfI6di9evXC8+fP1R5t27ZFs2bNpHXdTp06hZo1a+LPP//E1atXMWTIEAwYMAC7d+/W85kiIiIioyV09PDhQ1GlShVhbW0t5HK5uH//vhBCiLFjx4pPP/1U1+a0cvPmTQFAnD59WtoWFBQkAIjbt29rrKNUKoWbm5uYP3++tC0pKUk4ODiIVatWCSGEiIqKEmZmZmLr1q1SmWfPngkTExMRGBiY62OHh4cLMzMzsWHDhmxfV/v27cXgwYNzePXqoqOjBQARHR2tUz0iIiIyHG0/v3XuMRs7dizq1auHyMhItQVlu3btisOHD+spXVQXFBQEBwcHNGjQQNrWsGFDODg44NSpUxrrhISEICwsDB988IG0zcLCAs2aNZPqXLhwAampqWplPDw8UKNGDalMbo69YcMGWFtbo0ePHtm+rujoaDg6OmZbJjk5GTExMWoPIiIiKpp0TsxOnjyJr776Cubm5mrbvby88OzZM70FllFYWJjGWz25uLggLCwsyzoA4Orqqrbd1dVV2hcWFgZzc3OULFky2zK6HnvdunXo06dPtndC+OOPP3Du3DkMHjw4yzIAMG/ePGlum4ODAzw9PbMtT0RERMZL58RMqVSqzb9K9/TpU9jZ2enU1syZM7OcNJ/+OH/+PABoXNRWCJHjYrdv79emzttldDl2UFAQbt68iaFDh2bZ/rFjxzBo0CCsWbMG1atXzzaWqVOnIjo6Wno8efIk2/JERERkvHReLqNNmzZYtmwZfv75ZwCqpCUuLg4zZsxA+/btdWrr888/R+/evbMt4+3tjatXr+LFixeZ9r18+TJTj1g6Nzc3AKoeL3d3d2l7eHi4VMfNzQ0pKSmIjIxU6zULDw9H48aNpTK6HPuXX35B7dq18c4772iM6/jx4+jUqROWLFmCAQMGZPWyJRYWFrCwsMixHBERERUBuk5ee/bsmahUqZKoWrWqMDU1FQ0bNhROTk6icuXK4sWLF7maEJeT9An4Z86ckbadPn1aq8n/CxYskLYlJydrnPy/bds2qUxoaKjGyf/aHDs2NlbY2tqK5cuXa4zp6NGjwsbGRqxYsULHM/AGJ/8TEREZH20/v3W6iXm6xMREbN26FRcuXIBSqUTdunXRt2/fbOdU5dWHH36I0NBQrF69GgAwfPhweHl5qS03UaVKFcybNw9du3YFACxYsADz5s2Dv78/KlasiLlz5+LYsWMIDg6Whl1HjBiBPXv2ICAgAI6Ojpg4cSIiIiJw4cIFyOVyrY8NAGvXrsXnn3+O0NDQTPPWjh07hg4dOmDs2LEYM2aMtN3c3DzHCwAy4k3MiYiIjI/Wn9/aZHl16tQRr1+/FkIIMWvWLBEfH5/XxFFnERERom/fvsLOzk7Y2dmJvn37isjISLUyAIS/v7/0XKlUihkzZgg3NzdhYWEhmjZtKq5du6ZWJzExUXz++efC0dFRWFlZiY4dO4rHjx/rfGwhhGjUqJHo06ePxvgHDhwoAGR6NGvWTKfzwB4zIiIi46PXHjMrKyvcvXsXZcqUgVwux/PnzzVeqUj5jz1mRERExkfbz2+tJv/Xrl0bgwcPxvvvvw8hBL777jvY2tpqLPv111/nLmIiIiKiYk6rHrPg4GDMmDED9+/fx8WLF1GtWjWYmmbO6WQyGS5evJgvgZIKe8yIiIiMj7af3zpP/jcxMcly0VXKf0zMiIiIjI+2n99aLTBbt25dREZGAgBmzJiR5TAmEREREeWeVonZrVu3EB8fDwD45ptvEBcXl69BERERERVHnPxPREREVEhw8r+R4RwzIiIi48PJ/0UUEzMiIiLjo9d1zDJSKpV5CoyIiIiINNMqMdu1axc+/PBDmJmZYdeuXdmW7dy5s14CIyIiIiputBrKzDh8aWKS9YWcMpkMCoVCrwGSOg5lEhERGR+9DmVmHL7kUCYRERFR/tBqHTMiIiIiyn86Tf5XKpUICAjA9u3b8fDhQ8hkMvj4+KBHjx7o378/ZDJZfsVJREREVORp3WMmhEDnzp0xbNgwPHv2DL6+vqhevToePXqEQYMGoWvXrvkZJxEREVGRp3WPWUBAAE6cOIHDhw+jRYsWavuOHDmCjz76CBs2bMCAAQP0HiQRERFRcaB1j9mWLVvw5ZdfZkrKAKBly5aYMmUKNm3apNfgiIiIiIoTrROzq1evol27dlnu//DDD3HlyhW9BEVERERUHGmdmL1+/Rqurq5Z7nd1dUVkZKRegiIiIiIqjrROzBQKhcYbl6eTy+VIS0vTS1BERERExZHWk/+FEBg0aBAsLCw07k9OTtZbUERERETFkdaJ2cCBA3MswysyiYiIiHJP68TM398/P+MgIiIiKvZ4SyYiIiKiQoKJGREREVEhwcSMiIiIqJBgYkZERERUSDAxIyIiIiokmJgRERERFRJMzIiIiIgKCSZmRERERIUEEzMiIiKiQoKJGREREVEhofUtmahwEEIAAGJiYgwcCREREWkr/XM7/XM8K0zMjExsbCwAwNPT08CREBERka5iY2Ph4OCQ5X6ZyCl1o0JFqVQiNDQUdnZ2kMlkuW4nJiYGnp6eePLkCezt7fUYIWXE81wweJ4LBs9zweB5LhgFfZ6FEIiNjYWHhwdMTLKeScYeMyNjYmKCMmXK6K09e3t7/uIXAJ7ngsHzXDB4ngsGz3PBKMjznF1PWTpO/iciIiIqJJiYERERERUSTMyKKQsLC8yYMQMWFhaGDqVI43kuGDzPBYPnuWDwPBeMwnqeOfmfiIiIqJBgjxkRERFRIcHEjIiIiKiQYGJGREREVEgwMSMiIiIqJJiYFSEzZ86ETCZTe7i5uUn7hRCYOXMmPDw8YGVlhebNm+PGjRtqbSQnJ2P06NFwdnaGjY0NOnfujKdPnxb0SynUcjrPgwYNyrS/YcOGam3wPGvn2bNn6NevH5ycnGBtbY3atWvjwoUL0n7+TOtHTueZP9N55+3tnekcymQyjBo1CgB/lvUhp3NsLD/HTMyKmOrVq+P58+fS49q1a9K+hQsXYsmSJVixYgXOnTsHNzc3tGnTRrr/JgCMGzcOO3bswNatW3Hy5EnExcWhY8eOUCgUhng5hVZ25xkA2rVrp7Z/3759avt5nnMWGRmJ9957D2ZmZti/fz9u3ryJxYsXo0SJElIZ/kznnTbnGeDPdF6dO3dO7fz9/fffAICePXsC4M+yPuR0jgEj+TkWVGTMmDFD1KpVS+M+pVIp3NzcxPz586VtSUlJwsHBQaxatUoIIURUVJQwMzMTW7dulco8e/ZMmJiYiMDAwHyN3Zhkd56FEGLgwIGiS5cuWe7nedbO5MmTxfvvv5/lfv5M60dO51kI/kznh7Fjx4ry5csLpVLJn+V8kvEcC2E8P8fsMSti7t69Cw8PD/j4+KB379548OABACAkJARhYWH44IMPpLIWFhZo1qwZTp06BQC4cOECUlNT1cp4eHigRo0aUhlSyeo8pzt27BhcXFxQqVIl+Pn5ITw8XNrH86ydXbt2oV69eujZsydcXFxQp04drFmzRtrPn2n9yOk8p+PPtP6kpKRg48aNGDJkCGQyGX+W88Hb5zidMfwcMzErQho0aIANGzbgwIEDWLNmDcLCwtC4cWNEREQgLCwMAODq6qpW5//t3X9M1PUfB/AnJiLH8fNE7tC4a5SHwYWnZEP7MVgqp2y6i7rSDZhjkzUV7fyxmps4pqUNSpjDsUhIGYrZWikLI0TIMuuIBmQgcaiVzqVWCnh48P7+0fp8O+EO0gMPfD622/y83u/P596f115zL973OQgLC5PGLl++jEmTJiE4ONjpHHKdZwAwGAwoKytDTU0NcnNz8e233yIxMRE2mw0A8zxcHR0dKCwsxGOPPYaqqipkZmZi7dq1+OCDDwCANe0mQ+UZYE2728cff4w//vgD6enpAFjLI+HOHANjp44njto70YgzGAzSv3U6HeLj4xEZGYnS0lLpAcd//+QA/P3A6Z2xOw1nzoPEVZ5fe+01mEwmaTwmJgZxcXFQq9U4duwYjEaj0+syz476+/sRFxeHHTt2AAD0ej1aWlpQWFiI1NRUaR5r+t4MJ8+safcqLi6GwWBAeHi4Q5y17D6D5Xis1DF3zMYxPz8/6HQ6nDt3TvrW4J1d/5UrV6Sf0pRKJXp7e3H9+nWnc2igf+d5MCqVCmq1WhpnnodHpVLh8ccfd4jNnDkTFy5cAADWtJsMlWdn57Cm78758+dRXV2NjIwMKcZadq/BcjwYT61jNmbjmM1mw9mzZ6FSqfDII49AqVRK31IB/v4M/uTJk5g3bx4AYM6cOfD29naYc+nSJTQ3N0tzaKB/53kwV69excWLF6Vx5nl45s+fj9bWVodYW1sb1Go1ALCm3WSoPA+GNX339u3bh6lTp2LJkiVSjLXsXoPleDAeW8ej9jUDGnFms1nU1taKjo4Ocfr0aZGcnCz8/f1FZ2enEEKIt956SwQGBoqPPvpINDU1iVdeeUWoVCrx119/SdfIzMwU06dPF9XV1aKhoUEkJiaK2NhYYbfb79dteRxXeb5x44Ywm83iq6++ElarVZw4cULEx8eLadOmMc//0ZkzZ8TEiRPF9u3bxblz50RZWZmQyWTiwIED0hzW9L0bKs+saffp6+sTERERYvPmzQPGWMvu4SzHY6mO2ZiNIyaTSahUKuHt7S3Cw8OF0WgULS0t0nh/f7/YunWrUCqVwsfHRzz77LOiqanJ4Ro9PT1i9erVIiQkRPj6+ork5GRx4cKF0b4Vj+Yqz93d3WLhwoUiNDRUeHt7i4iICJGWljYgh8zz8Hz66aciJiZG+Pj4iKioKFFUVOQwzpp2D1d5Zk27T1VVlQAgWltbB4yxlt3DWY7HUh17CSHE6O3PEREREZEzfMaMiIiIyEOwMSMiIiLyEGzMiIiIiDwEGzMiIiIiD8HGjIiIiMhDsDEjIiIi8hBszIiIiIg8BBszIhq3srOzMWvWrPu9jDGtt7cXjz76KE6dOjXkXJvNhoiICFgsllFYGdH4xMaMiMYkLy8vl6/09HRs2LABX3zxxX1Z35EjR/DUU08hMDAQ/v7+iI6OhtlslsbHStNYVFQEtVqN+fPnDznXx8cHGzZswObNm0dhZUTjExszIhqTLl26JL3effddBAQEOMR2794NuVwOhUIx6murrq7Gyy+/jJSUFJw5cwYWiwXbt29Hb2/vqK/lXhUUFCAjI2PY81esWIH6+nqcPXt2BFdFNH6xMSOiMUmpVEqvwMBAeHl5DYjduSuVnp6OZcuWYceOHQgLC0NQUBC2bdsGu92OjRs3IiQkBNOnT8f777/v8F6//vorTCYTgoODoVAosHTpUnR2djpd29GjR/H0009j48aN0Gq1mDFjBpYtW4aCggIAQElJCbZt24YffvhB2uErKSkBAOTl5UGn08HPzw8PP/wwXn31Vdy8eVO6dklJCYKCgnD06FFotVrIZDKkpKSgq6sLpaWl0Gg0CA4Oxpo1a9DX1yedp9FokJOTg+XLl0MulyM8PFxajzMNDQ1ob2/HkiVLpFhvby9Wr14NlUqFyZMnQ6PR4M0335TGFQoF5s2bh/LycpfXJqLBsTEjogdKTU0NfvvtN9TV1SEvLw/Z2dlITk5GcHAwvvnmG2RmZiIzMxMXL14EAHR3dyMhIQFyuRx1dXX48ssvIZfLkZSU5HQHTKlUoqWlBc3NzYOOm0wmmM1mREdHSzt8JpMJADBhwgTk5+ejubkZpaWlqKmpwaZNmxzO7+7uRn5+Pg4ePIjPPvsMtbW1MBqNqKysRGVlJfbv34+ioiJ8+OGHDue9/fbbeOKJJ9DQ0IDXX38d69evx+eff+40V3V1dZgxYwYCAgKkWH5+Pj755BNUVFSgtbUVBw4cgEajcThv7ty5qK+vd3pdInJhVP9kOhHRCNi3b58IDAwcEN+6dauIjY2VjtPS0oRarRZ9fX1STKvVimeeeUY6ttvtws/PT5SXlwshhCguLhZarVb09/dLc2w2m/D19RVVVVWDrufmzZti8eLFAoBQq9XCZDKJ4uJicevWLadrc6aiokIoFAqHewUg2tvbpdiqVauETCYTN27ckGKLFi0Sq1atko7VarVISkpyuLbJZBIGg8Hpe2dlZYnExESH2Jo1a0RiYqJDPu60e/duodFohrw3IhqIO2ZE9ECJjo7GhAn//68vLCwMOp1OOn7ooYegUChw5coVAIDFYkF7ezv8/f0hl8shl8sREhKCW7du4eeffx70Pfz8/HDs2DG0t7djy5YtkMvlMJvNmDt3Lrq7u12u78SJE1iwYAGmTZsGf39/pKam4urVq+jq6pLmyGQyREZGOtyDRqOBXC53iP1zD/+Ij48fcOzqWbCenh5MnjzZIZaeno7GxkZotVqsXbsWx48fH3Cer6/vkPdJRINjY0ZEDxRvb2+HYy8vr0Fj/f39AID+/n7MmTMHjY2NDq+2tjYsX77c5XtFRkYiIyMD7733HhoaGvDjjz/i0KFDTuefP38eixcvRkxMDI4cOQKLxYI9e/YAAG7fvn3X9+CKl5eX07EpU6bg+vXrDrHZs2fDarUiJycHPT09eOmll5CSkuIw59q1awgNDR3yvYlooIn3ewFERJ5s9uzZOHToEKZOnerwrNV/pdFoIJPJpJ2vSZMmOTycDwDfffcd7HY7cnNzpV29ioqKu1/8HU6fPj3gOCoqyul8vV6PwsJCCCEcGriAgACYTCaYTCakpKQgKSkJ165dQ0hICACgubkZer3ebesmepBwx4yIyIUVK1ZgypQpWLp0Kerr62G1WnHy5ElkZWXhl19+GfSc7OxsbNq0CbW1tbBarfj++++xcuVK3L59GwsWLADwd6NmtVrR2NiI33//HTabDZGRkbDb7SgoKEBHRwf279+PvXv3uu1eTp06hV27dqGtrQ179uzB4cOHkZWV5XR+QkICurq60NLSIsXeeecdHDx4ED/99BPa2tpw+PBhKJVKBAUFSXPq6+uxcOFCt62b6EHCxoyIyAWZTIa6ujpERETAaDRi5syZWLlyJXp6epzuoD333HPo6OhAamoqoqKiYDAYcPnyZRw/fhxarRYA8MILLyApKQkJCQkIDQ1FeXk5Zs2ahby8POzcuRMxMTEoKytz+FUU98psNsNisUCv1yMnJwe5ublYtGiR0/kKhQJGoxFlZWVSTC6XY+fOnYiLi8OTTz6Jzs5OVFZWSjt8X3/9Nf78888BH28S0fB4CSHE/V4EERGNLI1Gg3Xr1mHdunX/6bympiY8//zz0hcghvLiiy9Cr9fjjTfeuMuVEj3YuGNGRERO6XQ67Nq1y+Uv1P2HzWZDbGws1q9fP/ILIxqn+PA/ERG5lJaWNqx5Pj4+2LJlywivhmh840eZRERERB6CH2USEREReQg2ZkREREQego0ZERERkYdgY0ZERETkIdiYEREREXkINmZEREREHoKNGREREZGHYGNGRERE5CHYmBERERF5iP8Bdj3NVdnS03wAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [8] nudges for run 72657\n", + "energy change is 47.844999999999345\n", + "num_nudges_better is 4.9\n", + "energy change per nudge for run 72657 is 9.76428571428558\n", + "plotting for run 72745\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5978\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5977\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 1800.0\n", + "daq on at time 411.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 34.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "34.5 540\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "34.5 5979\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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kk0+yXZ/ZwnXw4EFs27YNbdu21WifADBgwAC1dY6Ojjh06JBaeUBAAI4cOYK9e/fC3t4+1/3/+eefSExMVLss8r4yMjLw1Vdf4cWLFzn2b1uzZg3Mzc1z7G/i6+uL4cOH49SpU8pEKD09HevXr0fDhg2VrWeurq7Z3rmnDR8fH5ibm2Pt2rUqSVfmoJd59SmKiIjAiRMn0KpVqzyPk9171r17d7i5ucHf3x+VK1dWW5/b5wBQvAbR0dF4+vSp8hJVamoq9u3bl2s8upBfn8OtW7eiUaNGKFu2rE7j/ffff/Hw4cM8+4CmpaVh8+bNsLe3z/Y90Qc7OzsEBASgX79+WLJkCSZPnqzvkCgHTLqoyCpZsiQmT56Mb775Br///jt69eoFPz8/rFy5Er169cKgQYPw4sULLFiwIN8SrlOnTuHatWv43//+l2N/os8++wx79+7FlClTYGdnp3IpxdbWFh4eHir1k5OT8fvvv6NJkybZXtowNzfPdliMtWvXQiqVqqyLjIxEz5490b17d1SuXBkSiQRHjhzBokWL4OnpqXE/oewuVTx9+lQ53MDr16+Vg6NeunQJY8eOxaBBg9S2efz4MYKDg9GtW7ccB7Tt378/li1bhs8//xwBAQFwcHDA8uXLcfPmTRw4cECjeJ89e4YjR44AeNNCtnfvXpQuXRqlS5dW3mFaqlQpTJ06FdOmTUOpUqWUg6POnDkTAwcOVHlvWrVqhWbNmqFGjRrKjvQLFiyARCLJ81KYo6Njtpeezc3NYWdnl+37mdfnAFB0zJ4+fTq6d++OCRMmIDk5GT/99BMyMjI0ep3eR358DjMyMvDXX39h0qRJ2R7zzz//BADcvXsXAHD27Fllq09ma/fly5cxduxYfPbZZ6hYsSKMjIxw5coV/Pjjj7Czs8P48eOV+/v666+RlpaGDz/8EI6Ojnjw4AGWLFmCixcvIigo6J36CObm9u3b2V6KLleuXJ53fvbu3RsLFy7E999/jxEjRuTbdxq9J/0MD0akO7kNSpmUlCQqVKggqlSpItLT04UQQqxbt064u7sLc3Nz4eHhITZv3iz69OkjXFxclNvlNigiADFjxgyNYhs0aJCQSCTizp07OdYBkOOjefPmavU3bNjwToO+Zjf45MuXL4Wvr69wdXUVFhYWwtTUVFSpUkV88803IiYmRqP9li5dWnTt2jXHczIyMhK2trbCy8tLDB48WISFheW4r7lz5woA4uDBg7keMyoqSvTu3VuUKlVKmJubi0aNGon9+/drFK8Qbwaj1PQ1X7x4sahataowNTUVFSpUEDNmzBCpqakqdcaMGSM8PDyEjY2NMDY2Fs7OzqJXr17i5s2bGseVVW6Do2r6Ofj7779FrVq1hIWFhahYsaJYunSpmDFjhsj69Y9sBrTN6e9Am8E8s3qfz+GBAwcEAHH37t1s953b31KmqKgo0atXL1GpUiVhaWkpTE1NRcWKFcXQoUPF/fv3Vfa3Zs0a0aBBA1GqVClhbGwsSpYsKdq2bSv27dun0blqOmBubp9HAGLKlCnKutkNjpppz549AoCYNWuWEOL9B3cl3ZMIocFAK0RE2Xjx4gUcHBwwbtw4LFiwQN/hUBGXeVn53Llz+g6F6J0w6SIirT179gznz5/H0qVL8ffff+PMmTOoU6eOvsMiIjJoHJGeiLS2Z88edOjQAREREfj999+ZcBERaYAtXUREREQFgC1dRERERAWASRcRERFRAWDSRURERFQAivTgqOnp6Zg5cyY2bNignFG+b9++mDp1qsr0DeHh4Zg4cSKOHDkCuVwOT09P/PHHH6hQoYLK/oQQaNeuHYKDg7F9+3aV0ahfvXqFUaNGYefOnQCATp06YcmSJShRooTG8crlcjx+/Bg2NjacF4uIiKiQEP8NAu3s7Jzr9FBFOumaP38+AgMDsW7dOnh6euLs2bPo168fZDIZRo8eDQC4c+cOmjZtigEDBmDWrFmQyWQIDw+Hubm52v4WLVqUYzLUs2dPPHz4EMHBwQCAwYMHw8/PD7t27dI43sePH6N8+fLvcKZERESkbw8ePMh19oAiffdihw4dUKZMGeX8ZADQtWtXWFpa4rfffgOgmNvMxMREuZyTS5cuoUOHDjhz5gycnJxUWrrCw8Ph4eGBkydPKudnO3nyJBo3bowbN26gWrVqGsUbGxuLEiVK4MGDBwU2hUNCQoJyrrrHjx/DysqqQI5LRESkEwkJwH+/Y3j8GNDD71hcXBzKly+PmJgYyGSyHOsV6Zaupk2bIjAwELdu3ULVqlVx6dIlHD9+HIsWLQKguJy3Z88efPPNN2jbti0uXLgANzc3TJ48WeXSYWJiInr06IGlS5dmOz9aWFgYZDKZyoS4jRo1gkwmQ2hoaI5JV0pKClJSUpTLr1+/BqCYb6+gkq635w6ztbVl0kVERIWLhQUQFKR4bm8PmJjoLZS8ugYV6Y70EydORI8ePVC9enWYmJigdu3aGDNmDHr06AEAiI6ORnx8PAICAuDj44N//vkHvr6+6NKli3IyXAAYO3YsmjRpgs6dO2d7nKioKDg4OKiVOzg4ICoqKsf4/P39IZPJlA9eWiQiItKSiQnQt6/ioceESxNFuqVr8+bNWL9+PX7//Xd4enri4sWLGDNmDJydndGnTx/I5XIAQOfOnTF27FgAQK1atRAaGorAwEA0b94cO3fuxMGDB3HhwoVcj5VddiuEyDXrnTx5Mr7++mvlcmbzJBERERU9RTrpmjBhAiZNmoTu3bsDALy8vBAZGQl/f3/06dMH9vb2MDY2hoeHh8p27u7uOH78OADg4MGDuHPnjtpdiF27dsVHH32Ew4cPw9HREU+fPlU7/rNnz1CmTJkc4zMzM4OZmdl7niUREVExlp4O7NuneN62LWBsuKmN4UamA4mJiWq3bkqlUmULl6mpKerXr4+bN2+q1Ll16xZcXFwAAJMmTcLAgQNV1nt5eeHHH39Ex44dAQCNGzdGbGwsTp8+jQYNGgAATp06hdjYWDRp0iRfzo2osMvIyEBaWpq+w6B8ZmJiotJ3lPImBHD2LPDyJVC/PlCqlL4jMnApKUCHDorn8fFMuvSlY8eOmDt3LipUqABPT09cuHABCxcuRP/+/ZV1JkyYgG7duqFZs2bw9vZGcHAwdu3ahcOHDwMAHB0ds+08X6FCBbi5uQFQtIz5+Phg0KBBWLlyJQDFkBEdOnTQ+M5FouJCCIGoqCjExMToOxQqICVKlICjoyPHH9TQjh1Aly6K5/XqAWfO6DUc0qEinXQtWbIE06ZNw/DhwxEdHQ1nZ2cMGTIE06dPV9bx9fVFYGAg/P39MWrUKFSrVg1bt25F06ZNtTrWhg0bMGrUKLRp0waAYnDUpUuX6vR8iIqCzITLwcEBlpaW/CEuwoQQSExMRHR0NADAyclJzxEVDvfuvXl+8SKQkQGwsbBoKNLjdBU2cXFxkMlkiI2NLdBxuqytrQEA8fHxHDKC8lVGRgZu3boFBwcH2NnZ6TscKiAvXrxAdHQ0qlatykuNGvjhB2D8+DfLfn7AunUA/3+Sg4QE4L/fMcTH622cLk1+v4v0kBFEZFgy+3BZWlrqORIqSJnvN/vwaSYjQ3X5t9+AW7f0EwvpFpMuIipwvKRYvPD91s5/93qhVas3ZbkM+UiFCJMuIiIiA5KZdLm6Apndi5880Vs4pEMG25H+wYMHuHfvHhITE1G6dGl4enpyTCsiKpL69u2LmJgY7NixQ9+hkAHITLqMjIDSpRXPe/QA3N2BmjX1F5fBMjUFMm9cMzXVbyx5MKiWrsjISEyePBmurq5wdXVF8+bN8cknn6BevXqQyWRo3bo1tmzZohxni4iooPTt2xcSiQQBAQEq5Tt27ODlM9Kpt5Oudu3elL81Ox29zcQEGDFC8TDwaYAMJukaPXo0vLy8cPv2bcyePRvXrl1DbGwsUlNTERUVhb///htNmzbFtGnTUKNGDZzhwCVEVMDMzc0xf/58vHr1St+hUBGW2ZHeyAgYOFAxpSAAvHiht5BIRwwm6TI1NcWdO3fw559/onfv3qhevTpsbGxgbGwMBwcHtGzZEjNmzMCNGzewYMECREZG6jtkIipmWrVqBUdHR/j7+2e7fubMmahVq5ZK2aJFi+Dq6qpczsjIwNdff40SJUrAzs4O33zzDbKO3PP69Wt8+eWXsLKygpOTE3788Ue0aNECY8aMUdZJTU3FN998g7Jly8LKygoNGzZUDupMhVtmS1fm6Bplyyr+fflSP/EYvIwM4PBhxSPrrZ8GxmCSru+++w6lMy9e56Fdu3b47LPP8jkiIiowCQk5P5KTNa+blKRZ3XcklUoxb948LFmyBA8fPnynffzwww/45ZdfsGbNGhw/fhwvX77E9u3bVep8/fXXOHHiBHbu3In9+/fj2LFjOH/+vEqdfv364cSJE9i0aRMuX76Mzz//HD4+Prh9+/Y7nx8ZhrcvLwJvpgFauhRYu1YvIRm25GTA21vxyPp9YWAMJukCgFq1amHp0qVsuicqbqytc3507apa18Eh57qffKJa19U1+3rvwdfXF7Vq1cKMGTPeaftFixZh8uTJ6Nq1K9zd3REYGAiZTKZc//r1a6xbtw7ff/89Pv74Y3zwwQcICgpCxlv/g79z5w42btyILVu24KOPPkKlSpUwfvx4NG3aFEFBQe91fqR/WZOuypXfrBs9uuDjId0xqKSrYcOGmDp1KpydndGjRw+EhIToO6QCsWzZMnh4eKB+/fr6DoWINDB//nysW7cO169f12q72NhYPHnyBI0bN1aWGRsbo169esrlu3fvIi0tDQ0aNFCWyWQylXlcz58/DyEEqlatCmtra+XjyJEjuHPnznucGRmCt/t0AUD79sB/0/oiPl4/MZFuGNSQEStXrsTixYuxZcsWBAUFoU2bNihfvjz69++Pvn37okKFCvoOMV+MGDECI0aMUE4jQFTs5PZLknXamP/m8cuWUZb/R749iZ0ONWvWDG3btsX//vc/9M3s5QzAyMhIrX+WtqOwZ26f9Y7It/crl8shlUpx7tw5tWl1rN+zJY/0L2tLl1QKfP45MGSIYl16OmBsUL/epCmDaukCFHcH+fn54eDBg/j333/h5+eHNWvWoGLFimjbti3++OMPfYdIRLpmZZXzw9xc87oWFprV1YGAgADs2rULoaGhyrLSpUsjKipKJUG6ePGi8rlMJoOTkxNOnjypLEtPT8e5c+eUy5UqVYKJiQlOnz6tLIuLi1Ppq1W7dm1kZGQgOjoalStXVnk4Ojrq5PxIf7J2pAeAt4epNPBuS5QLg0u63ubm5oZvv/0W9+7dw6ZNm3D27Fn06NFD32EREcHLywtffvkllixZoixr0aIFnj17hgULFuDOnTtYtmwZ9u7dq7Ld6NGjERAQgO3bt+PGjRsYPnw4YmJilOttbGzQp08fTJgwAYcOHcK1a9fQv39/GBkZKVu/qlatii+//BK9e/fGtm3bEBERgTNnzmD+/Pn4+++/C+T8Kf9kbekCmHQVFQaddAHAoUOH0KdPH/Tt2xcZGRkYNGiQvkMiIgIAfPvttyqtWu7u7li+fDmWLVuGmjVr4vTp0xg/frzKNuPGjUPv3r3Rt29fNG7cGDY2NvD19VWps3DhQjRu3BgdOnRAq1at8OGHH8Ld3R3mb7X6BQUFoXfv3hg3bhyqVauGTp064dSpUyhfvnz+njTlu+ySLqn0zbifKSkFHxPphkRk7YBgAO7fv4+1a9di7dq1uHfvHj766CMMGDAAn3/+OSyyXj4oQjL7dMXGxsLW1rZAjpmQkKDsAxIfHw8rHV16IcpOcnIyIiIi4ObmppJAUO4SEhJQtmxZ/PDDDxgwYIC+w9Ea33ftjBgBLF8OTJ8OzJr1ptzGRtH98d9/gUqV9BefwUlNBRYvVjwfPVovUwFp+vttUF3xfv/9dwQFBeHQoUMoU6YMevfujQEDBqDy2/fLEhEVcRcuXMCNGzfQoEEDxMbGYvbs2QCAzp076zkyKgjZtXQBiu6N8fG8vKjG1BSYMEHfUWjEoJKuvn37on379tixYwfatWsHo6yfOCKiYuL777/HzZs3YWpqirp16+LYsWOwt7fXd1hUALLrSA+86dfFy4uFl0ElXQ8fPoSDg4O+wyAi0qvatWur3NFIxUtuLV2A4vJinToFG5NBy8gAMmdsqFNHPVs1IAbVlPR2wvXbb7/hww8/hLOzs3KexUWLFuGvv/7SV3hERET5LqekK7NLc7duQFRUwcZk0JKTgQYNFA8Dv/ZqUElXphUrVuDrr79Gu3btEBMTo5z+okSJEli0aJF+gyMiIspHWUekzzRy5JvnEREFFw/pjkEmXUuWLMGqVaswZcoUldGW69WrhytXrugxMiIiovyVU5+uwYMBT0/F86xzu1PhYJBJV0REBGrXrq1WbmZmhoSEBI33k56ejqlTp8LNzQ0WFhaoWLEiZs+eDXnmJ/o/4eHh6NSpE2QyGWxsbNCoUSPcv39fuX7IkCGoVKkSLCwsULp0aXTu3Bk3btxQ2cerV6/g5+cHmUwGmUwGPz8/lQEPiYiINJHT5UXgTb8uJl2Fk0EmXW5ubipTZ2Tau3cvPDw8NN7P/PnzERgYiKVLlyI8PBwLFizAd999pzKC9J07d9C0aVNUr14dhw8fxqVLlzBt2jSVsWTq1q2LoKAghIeHY9++fRBCoE2bNsrLngDQs2dPXLx4EcHBwQgODsbFixfh5+f3bi8AEREVW7klXZn9uph0FU4GdfdipgkTJmDEiBFITk6GEAKnT5/Gxo0b4e/vj9WrV2u8n7CwMHTu3Bnt27cHALi6umLjxo04e/asss6UKVPQrl07LFiwQFlWsWJFlf0MHjxY+dzV1RVz5sxBzZo1ce/ePVSqVAnh4eEIDg7GyZMn0bBhQwDAqlWr0LhxY9y8eRPVqlV7p9eBiIiKH02SLgPvL045MMiWrn79+mHGjBn45ptvkJiYiJ49eyIwMBCLFy9G9+7dNd5P06ZNERISglu3bgEALl26hOPHj6Ndu3YAALlcjj179qBq1apo27YtHBwc0LBhQ+zYsSPHfSYkJCAoKAhubm7K6TbCwsIgk8mUCRcANGrUCDKZTGUy3KxSUlIQFxen8iAiouItp470AFu6CjuDTLoAYNCgQYiMjER0dDSioqLw4MEDrae/mDhxInr06IHq1avDxMQEtWvXxpgxY5STZkdHRyM+Ph4BAQHw8fHBP//8A19fX3Tp0gVHjhxR2dfy5cthbW0Na2trBAcHY//+/TD9b6qBqKiobMcXc3BwQFQu9/X6+/sr+4DJZDLOmUZkoKKjozFkyBBUqFABZmZmcHR0RNu2bREWFqbxPmbOnIlatWppVE8ikag9qlev/h5nQIVJTh3pASZd2TIxAWbMUDwyJ6g0UAZ5efFt7zMC8+bNm7F+/Xr8/vvv8PT0xMWLFzFmzBg4OzujT58+yg71nTt3xtixYwEAtWrVQmhoKAIDA9G8eXPlvr788ku0bt0aT548wffff48vvvgCJ06cUPb9kkgkascXQmRbnmny5Mn4+uuvlctxcXFMvIgMUNeuXZGWloZ169ahYsWKePr0KUJCQvDy5ct8OZ6npycOHDigUmZsnL9f16mpqcr/SJJ+adKR/uHDgovH4JmaAjNn6jsKjRhUS9edO3fQv39/5XKFChVQqlQp5aN06dK4efOmxvubMGECJk2ahO7du8PLywt+fn4YO3Ys/P39ASgSOmNjY7XO+e7u7ip3LwKATCZDlSpV0KxZM/z555+4ceMGtm/fDgBwdHTE06dP1Y7/7NkzlClTJsf4zMzMYGtrq/IgIsMSExOD48ePY/78+fD29oaLiwsaNGiAyZMnK/uLAkBsbCwGDx4MBwcH2NraomXLlrh06RIAYO3atZg1axYuXbqkbLlau3Ztjsc0NjaGo6OjyuPt/4C6urpi3rx56N+/P2xsbFChQgX8/PPPKvt49OgRunXrhpIlS8LOzg6dO3fGvXv3lOv79u2LTz/9FP7+/nB2dkbVqlUBAKGhoahVqxbMzc1Rr1497NixAxKJBBcvXoQQApUrV8b333+vcqyrV6/CyMgId+7cedeXmd6iSZ+u774DsuTlVAgYVNK1ZMkSODo6KpdfvXqFyZMn48cff8SPP/6I+vXr48cff9R4f4mJiWrzN0qlUmULl6mpKerXr6+WyN26dQsuLi657lsIgZT/JsBq3LgxYmNjcfr0aeX6U6dOITY2Fk2aNNE4XqLiKiE1IcdHcnqyxnWT0pI0qquNzG4FO3bsUP7NZyWEQPv27REVFYW///4b586dQ506dfDxxx/j5cuX6NatG8aNGwdPT088efIET548Qbdu3bR7kbL44YcfUK9ePVy4cAHDhw/HsGHDlEPZJCYmwtvbG9bW1jh69CiOHz8Oa2tr+Pj4IDU1VbmPkJAQhIeHY//+/di9ezdev36Njh07wsvLC+fPn8e3336LiRMnKutLJBL0798fQUFBKrH88ssv+Oijj1CpUqX3OidSyC3penvO87fuCSve5HLg2jXFI8uQUAZHGBBPT09x8OBB5bK1tbW4c+eOcvnw4cOicuXKGu+vT58+omzZsmL37t0iIiJCbNu2Tdjb24tvvvlGWWfbtm3CxMRE/Pzzz+L27dtiyZIlQiqVimPHjgkhhLhz546YN2+eOHv2rIiMjBShoaGic+fOolSpUuLp06fK/fj4+IgaNWqIsLAwERYWJry8vESHDh20Ov/Y2FgBQMTGxmq13fuIj48XAAQAER8fX2DHpeIpKSlJXL9+XSQlJamUYyZyfLTb0E6lruVcyxzrNg9qrlLXfoF9tvW09eeff4qSJUsKc3Nz0aRJEzF58mRx6dIl5fqQkBBha2srkpOTVbarVKmSWLlypRBCiBkzZoiaNWvmeawZM2YIIyMjYWVlpfIYMGCAso6Li4vo1auXclkulwsHBwexYsUKIYQQa9asEdWqVRNyuVxZJyUlRVhYWIh9+/YJIRTfj2XKlBEpKSnKOitWrBB2dnYq78+qVasEAHHhwgUhhBCPHz8WUqlUnDp1SgghRGpqqihdurRYu3ZtjueU0/tO2fvkEyEAIYKCsl8/bJhi/YwZBRmVAYuPV7wggOK5Hmj6+21QfboiIyPh5uamXB44cCBkMply2dXVFQ+1uJC9ZMkSTJs2DcOHD0d0dDScnZ0xZMgQTJ8+XVnH19cXgYGB8Pf3x6hRo1CtWjVs3boVTZs2BQCYm5vj2LFjWLRoEV69eoUyZcqgWbNmCA0NVek8v2HDBowaNQpt2rQBAHTq1AlLly5959eCiAxH165d0b59exw7dgxhYWEIDg7GggULsHr1avTt2xfnzp1DfHw87OzsVLZLSkp6p0tu1apVw86dO1XKbGxsVJZr1KihfC6RSODo6Ijo6GgAwLlz5/Dvv/+qbZOcnKwSj5eXl0o/rps3b6JGjRoq4xQ2aNBAZR9OTk5o3749fvnlFzRo0AC7d+9GcnIyPv/8c63Pk7KXW0d6gJ3pCzODSrqMjIwQHR0NV1dXAFC7lPj06VOYaHFngo2NDRYtWpTnfI39+/dX6Uv2NmdnZ/z99995HqtUqVJYv369xrER0Rvxk+NzXCc1Uv3liR4fnWNdI4nq9Zh7o++9V1xvMzc3R+vWrdG6dWtMnz4dAwcOxIwZM9C3b1/I5XI4OTnh8OHDatuVKFFC62OZmpqicuXKudbJ+l0okUiUXSfkcjnq1q2LDRs2qG1XunRp5XMrKyuVdSKbm3+EEGr7GDhwIPz8/PDjjz8iKCgI3bp1g6WlZe4nRRrL7fIi8KYzPcfqKnwMKunKvGMn6/+sMu3btw8ffPBBAUdFRPnNytQq70r5XFdbHh4eyjH96tSpg6ioKBgbGyv/05iVqampyiwW+alOnTrYvHmzslO/pqpXr44NGzYgJSUFZmZmAKAymHSmdu3awcrKCitWrMDevXtx9OhRncVOTLqKMoPqSN+vXz/MnTsXe/bsUVu3a9cuBAQEoF+/fnqIjIiKqxcvXqBly5ZYv349Ll++jIiICGzZsgULFixA5/96Nbdq1QqNGzfGp59+in379uHevXsIDQ3F1KlTlUmLq6srIiIicPHiRTx//jzHTvmAYt7YqKgolUd2d0jn5Msvv4S9vT06d+6MY8eOISIiAkeOHMHo0aNz7aLRs2dPyOVyDB48WDntWeadim+3gEmlUvTt2xeTJ09G5cqV0bhxY41jo9z9/DMQEqJ4nlPSxcuLhZdBtXQNGjQIBw8eRMeOHVG9enVUq1YNEokEN27cwM2bN9G1a1cMGjRI32ESUTFibW2Nhg0b4scff8SdO3eQlpaG8uXLY9CgQfjf//4HQJGQ/P3335gyZQr69++PZ8+ewdHREc2aNVMOG9O1a1ds27YN3t7eiImJQVBQEPr27ZvtMa9duwYnJyeVMjMzMyRr2LRhaWmJo0ePYuLEiejSpQtev36NsmXL4uOPP8615cvW1ha7du3CsGHDUKtWLXh5eWH69Ono2bOnSj8vABgwYIBy2ArSnbd7s+Q0li5bugovicjugr2ebdq0CZs2bVJO31OlShX06NFDqymACqO4uDjIZDLExsYW2JhdCQkJsLa2BgDEx8er9fEg0qXk5GRERETAzc1N7UecDNOGDRvQr18/xMbGwiKziQXAiRMn0KJFCzx8+DDX8QgBvu/a6NwZ2LkT+OknYOTI7OusXg0MGgR07KioW+wlJAD//Y4hPh7Qw++Ypr/fBtXSlal79+5FPsEiIjJEv/76KypWrIiyZcvi0qVLmDhxIr744gtlwpWSkoIHDx5g2rRp+OKLL/JMuEg7mc0gb+W3ajLX7dqlaBn7bzrh4svEBBg//s1zA2YwSVdCQoJWrSza1iciorxFRUVh+vTpiIqKgpOTEz7//HPMnTtXuX7jxo0YMGAAatWqhd9++02PkRZNmUlXLjPI4e3Z8T7/HHj9Ouf+X8WCqaliiP5CwGDepsqVK2PevHl4/PhxjnWEENi/fz8++eQT/PTTTwUYHRFR8fDNN9/g3r17ykuCP/74o8pwEH379kVGRgbOnTuHsmXL6jHSokmTpOvjj99MNZiYCBTQTbGkAwbT0nX48GFMnToVs2bNQq1atVCvXj04OzvD3Nwcr169wvXr1xEWFgYTExNMnjwZgwcP1nfIREREOqVJ0mVsDIwd+ybxysgw+Ktq+UsuBzLnS65QwaCb/Qwm6apWrRq2bNmChw8fYsuWLTh69ChCQ0ORlJQEe3t71K5dG6tWrUK7du3U5lMkIiIqCjRJugDV0eqLfUtXUhKQOZuNnjrSa8pgkq5M5cqVw9ixYzF27Fh9h1Jgli1bhmXLlhXYwIlERGSYNE26jN/69U5Pz794SLfYZGQARowYgevXr+PMmTP6DoWIiPSILV1FG5MuIiIiA8Gkq2hj0kVERGQgNE26JJI3dZh0FR5MuoiIiAyEpkkX8Ka1i0lX4cGki4goD3379oVEIoFEIoGJiQnKlCmD1q1b45dffoFcLs92mzZt2kAqleLkyZPZrg8NDUW7du1QsmRJmJubw8vLCz/88INGN9Q8ePAAAwYMgLOzM0xNTeHi4oLRo0fjxYsX73WepH9Muoo2g0y6XF1dMXv2bNzPHHeDiEjPfHx88OTJE9y7dw979+6Ft7c3Ro8ejQ4dOiA9y+1j9+/fR1hYGL766iusWbNGbV/bt29H8+bNUa5cORw6dAg3btzA6NGjMXfuXHTv3h25TYl79+5d1KtXD7du3cLGjRvx77//IjAwECEhIWjcuDFevnyp83OngsOk6x0YGwPDhysexgY3KIMqYYB++uknUadOHSGVSkWrVq3Exo0bRXJysr7DynexsbECgIiNjS2wY8bHxwsAAoCIj48vsONS8ZSUlCSuX78ukpKS9B2KVvr06SM6d+6sVh4SEiIAiFWrVqmUz5w5U3Tv3l2Eh4cLGxsblb+t+Ph4YWdnJ7p06aK2v507dwoAYtOmTTnG4uPjI8qVKycSExNVyp88eSIsLS3F0KFDlWUuLi5i7ty5ol+/fsLa2lqUL19erFy5UtPT1pnC+r7rg7e3EIAQGzfmXdfWVlH31q38j4typ+nvt0G2dI0cORLnzp3DuXPn4OHhgVGjRsHJyQlfffUVzp8/r+/wiEhHhBBISEjQy0Pk0pqkqZYtW6JmzZrYtm2byjkFBQWhV69eqF69OqpWrYo//vhDuf6ff/7BixcvMD5zgt63dOzYEVWrVsXGjRuzPd7Lly+xb98+DB8+XDkBdSZHR0d8+eWX2Lx5s8q5/fDDD6hXrx4uXLiA4cOHY9iwYbhx48b7njrlE7Z0FW0GmXRlqlmzJhYvXoxHjx5hxowZWL16NerXr4+aNWvil19+0cmXJhHpT2JiIqytrfXySExM1Mk5VK9eHffu3VMuHzhwAImJiWjbti0AoFevXiqXGG/dugUAcHd3z3F/mXWyun37NoQQOW7r7u6OV69e4dmzZ8qydu3aYfjw4ahcuTImTpwIe3t7HD58WJtTJD1g0qUFIYBnzxQPA88LDDrpSktLwx9//IFOnTph3LhxqFevHlavXo0vvvgCU6ZMwZdffqnvEImomBNCQPLWL+SaNWvQrVs3GP/Xt6RHjx44deoUbt68qbZdTvszNTV951gAqMRTo0YN5XOJRAJHR0dER0e/0/4p/2mTMzDp+k9iIuDgoHjo6D9T+cUgk67z589j5MiRcHJywsiRI+Hp6YmrV6/i+PHj6NevH6ZMmYKdO3di+/btue4nPT0dU6dOhZubGywsLFCxYkXMnj1b7W6j8PBwdOrUCTKZDDY2NmjUqJGyE//Lly8xcuRIVKtWDZaWlqhQoQJGjRqF2NhYlX28evUKfn5+kMlkkMlk8PPzQ0xMjE5fF6KixtLSEvHx8Xp5WFpa6uQcwsPD4fbfvG8vX77Ejh07sHz5chgbG8PY2Bhly5ZFeno6fvnlFwBAlSpVlNtl58aNG6hatWq26ypXrgyJRILr16/nuG3JkiVhb2+vLDPJMhOyRCLJ8Y5L0j9eXizaDLKbf/369dG6dWusWLECn376qdqXBgB4eHige/fuue5n/vz5CAwMxLp16+Dp6YmzZ8+iX79+kMlkGD16NADgzp07aNq0KQYMGIBZs2ZBJpMhPDwc5ubmAIDHjx/j8ePH+P777+Hh4YHIyEgMHToUjx8/xp9//qk8Vs+ePfHw4UMEBwcDAAYPHgw/Pz/s2rVLVy8LUZEjkUhgZcCT0+bl4MGDuHLlinKu2A0bNqBcuXLYsWOHSr2QkBD4+/tj7ty5aNu2LUqVKoUffvgBTZo0Uam3c+dO3L59G4sWLcr2eHZ2dmjdujWWL1+OsWPHqvTrioqKwoYNG9C7d2+Vli4qXJh0FXH52p3/Hd27d08n+2nfvr3o37+/SlmXLl1Er169lMvdunVTWdbEH3/8IUxNTUVaWpoQQojr168LAOLkyZPKOmFhYQKAuHHjhsb75d2LVNQV1rvY+vTpI3x8fMSTJ0/Ew4cPxblz58TcuXOFtbW16NChg0hPTxdCCFGzZk0xceJEte3j4uKEmZmZ2LFjhxBCiC1btgipVCoGDRokLl26JCIiIsTq1atFyZIlxcCBA3ON5datW8Le3l589NFH4siRI+L+/fti79694oMPPhBVqlQRL168UNZ1cXERP/74o8r2NWvWFDNmzHi/F0RLhfV914emTRV3JP75Z951XV0Vdd/66Sme4uMVLwSgeK4HhfruRRcXF53sp2nTpggJCVF2Sr106RKOHz+Odu3aAQDkcjn27NmDqlWrom3btnBwcEDDhg3V/peaVWxsLGxtbZV9NsLCwiCTydCwYUNlnUaNGkEmkyE0NDTH/aSkpCAuLk7lQUSGKTg4GE5OTnB1dYWPjw8OHTqEn376CX/99RekUinOnTuHS5cuoWvXrmrb2tjYoE2bNsoO9Z999hkOHTqE+/fv46OPPoKbmxsGDhyIiRMnYtWqVbnGUaVKFZw9exaVKlVCt27dUKlSJQwePBje3t4ICwtDqVKl8uX8qWBo09KVOSRVlmHiyJAVUBKolRIlSoiSJUuqPUqVKiWcnZ1Fs2bNxC+//JLnfuRyuZg0aZKQSCTC2NhYSCQSMW/ePOX6J0+eCADC0tJSLFy4UFy4cEH4+/sLiUQiDh8+nO0+nz9/LipUqCCmTJmiLJs7d66oUqWKWt0qVaqoHC+rGTNmKFuZ3n6wpYuKKrZ4ZC8pKUm0adNGuLu7i+joaH2Ho3N83zXXpImiwWbbtrzrVqumqHvkSP7HZdDY0vV+pk+fDiMjI7Rv3x6zZs3CzJkz0b59exgZGWHEiBGoWrUqhg0bluf/CDdv3oz169fj999/x/nz57Fu3Tp8//33WLduHQAoO5N27twZY8eORa1atTBp0iR06NABgYGBavuLi4tD+/bt4eHhgRkzZqisy64PhchyV1NWkydPRmxsrPLx4MGDPF8bIip6zM3N8ddff6F37944evSovsMhPWKfrqLNIDvSHz9+HHPmzMHQoUNVyleuXIl//vkHW7duRY0aNfDTTz9h0KBBOe5nwoQJmDRpkrLDvZeXFyIjI+Hv748+ffrA3t4exsbG8PDwUNnO3d0dx48fVyl7/fo1fHx8YG1tje3bt6t07nd0dMTTp0/Vjv/s2TOUKVMmx/jMzMxgZmaW8wtBRMWGubk5Jk2apO8wSM+YdL0DY2OgT583zw2YQbZ07du3D61atVIr//jjj7Fv3z4AigH/7t69m+t+EhMTYWSkeopSqVTZwmVqaor69eurjZ9z69YtlX5lcXFxaNOmDUxNTbFz507lnY2ZGjdujNjYWJw+fVpZdurUKcTGxqrdnURERJQTJl3vwMwMWLtW8TDwhgyDTAlLlSqFXbt2KW/DzrRr1y5lJ9GEhATY2Njkup+OHTti7ty5qFChAjw9PXHhwgUsXLgQ/fv3V9aZMGECunXrhmbNmsHb2xvBwcHYtWuXcsTm169fo02bNkhMTMT69etVOryXLl0aUqkU7u7u8PHxwaBBg7By5UoAiiEjOnTogGrVqunqZSEioiKOSVfRZpBJ17Rp0zBs2DAcOnQIDRo0gEQiwenTp/H3338r+1rt378fzZs3z3U/S5YswbRp0zB8+HBER0fD2dkZQ4YMwfTp05V1fH19ERgYCH9/f4waNQrVqlXD1q1b0bRpUwDAuXPncOrUKQCKgQnfFhERAVdXVwCK8XlGjRqFNm3aAAA6deqEpUuX6uT1ICpqhIFP1UG6xfdbc+9y92L37sDnnwOzZgHlyuVfbAZLiDcj0Vtaavbi6YlEGOhfw4kTJ7B06VLcvHkTQghUr14dI0eOLNKX6+Li4iCTyZRDUhSEhIQEWFtbAwDi4+ML9UCVZPgyMjJw69YtODg4wM7OTt/hUAF58eIFoqOjUbVqVUgzm2coW/XrA2fPArt3A+3b5173ww+Bt0cl+vZbYOrU/I3PICUkAP/9jiE+HtDD75imv98G19KVlpaGwYMHY9q0adi4caO+wyEiHZJKpShRooRy7j9LS0uOnl6ECSGQmJiI6OholChRggmXBrRp6erSBTh/HkhOViwnJORfXKQbBpd0mZiYYPv27Zg2bZq+QyGifODo6AgAnHS5GClRooTyfafcaZN0jRuneEycCCxYAKSm5m9s9P4MLukCFP2sduzYga+//lrfoRCRjkkkEjg5OcHBwQFpaWn6DofymYmJCVu4tKBN0pXJ1FTxL5Muw2eQSVflypXx7bffIjQ0FHXr1lXrZzRq1Cg9RUZEuiKVSvljTJTF+yRdxeX/MOvWAbt2AY6OQEAAYF2IeigYZNK1evVqlChRAufOncO5c+dU1kkkEiZdRERUpBX3lq5bt4BJkwAjI+D774H/BgoAAAwbBiQlKZ43bw583k4vIb4Tg0y6IiIi9B0CERFRgXuX8QQyJ0gpSknXr78C27crnteq9eauzPT0NwkXUPhuHjDIpCtTamoqIiIiUKlSJRgb+ND+RERE74t9uhRSUt48/288crVyQJGEQSoFPvtMUWDgXRYMchqgxMREDBgwAJaWlvD09MT9+/cBKPpyBQQE6Dk6IiKi/ME+XQpvt/hljnsKvBkeI1NaGgBzc2DLFsUjyzR9hsYgk67Jkyfj0qVLOHz4sMo8h61atcLmzZv1GBkREVH+YUuXwn9TJANQvYSYNelKTy+YeHTFIK/Z7dixA5s3b0ajRo1UBk708PDAnTt39BhZ/li2bBmWLVuGDE6gRURUrL1L0lUU+3Rp1dJViBhk0vXs2TM4ODiolSckJBTJ0atHjBiBESNGKKcRICKi4knXLV1yOXDgAPDs2fvHVlBMTYHY2DfLebZ0GcA0QJoyyKSrfv362LNnD0aOHAkAykRr1apVaNy4sT5DIyIiyje67tO1axfw6afvHZZeXbqkeF0kkhw60hciBpl0+fv7w8fHB9evX0d6ejoWL16Ma9euISwsDEeOHNF3eERERPnifZKusDBg2jTFxNeZ/rsPDQ4OQI0auokxPz18CNy4oV42ZgyweDEvL+aLJk2a4MSJE/j+++9RqVIl/PPPP6hTpw7CwsLg5eWl7/CIiIjyxbskXRUqvHk+Zw7w1VdAmTKK5cyWoTZtgN9+002M+Wn1amDQIPXyzHHSd+5ULWdLl454eXlh3bp1+g6DiIiowLxL0uXpCZw6BTRsqFh+/PhN0pXZz8vMTHcx5iejLGMqNGoEnDyp6La1dy8wf77qerZ06YhcLse///6L6OhoyN++dxRAs2bN9BQVERFR/nmXpAsAGjQA6tQBzp8HPv8cuHpVMWRVZktXYUm6sp63jY3i34sXgXZvTfdTuzZw4QJbunTi5MmT6NmzJyIjIyGyzIkgkUg4tAIRERVJ75p0AUD16oqk684dYNkywMICCAlRrCssSVfWlq7MmxLftm8fcPiwIuliS5cODB06FPXq1cOePXvg5ORUJIeJICIiyup9kq5Fi4Dff1c8Hz9edV1RSbpmzFD0TztxQrGsnAYosxnMwKcBMsik6/bt2/jzzz9RuXJlfYdCRERUYN4n6SpdWjEF4Z9/qq8rKklXqVKKfzOnY16+HLh61RxeXnuwZMm7vW4FySCnAWrYsCH+/fdffYdBRERUoN4n6QKyvxwHFN6kK7NPVyY7O8W/maPwA8DRo4rLqdev529sumCQSdfIkSMxbtw4rF27FufOncPly5dVHppKT0/H1KlT4ebmBgsLC1SsWBGzZ89W65gfHh6OTp06QSaTwcbGBo0aNVJOsg0AP//8M1q0aAFbW1tIJBLExMSoHevVq1fw8/ODTCaDTCaDn59ftvWIiIhy8r5JV9YkJVPmWF6GLut5y2RvEi0AqFpV8a9xNtfpXr3Kv7h0xSAvL3bt2hUA0L9/f2WZRCKBEEKrjvTz589HYGAg1q1bB09PT5w9exb9+vWDTCbD6NGjAQB37txB06ZNMWDAAMyaNQsymQzh4eEqE20nJibCx8cHPj4+mDx5crbH6tmzJx4+fIjg4GAAwODBg+Hn54ddu3a902tARESkrZySrsLa0mVqqhgO49w5oGxZoH59RXl2SVdsqy7Ai984DZC2IiIidLKfsLAwdO7cGe3btwcAuLq6YuPGjTh79qyyzpQpU9CuXTssWLBAWVaxYkWV/YwZMwYAcPjw4WyPEx4ejuDgYJw8eRIN/xsoJXPKops3b6JatWo6OR8iIira3relq0SJ7MsLa9IlkQCVKikeb3NyUt+2Q8o2lK0qx6LFir5thsggLy+6uLjk+tBU06ZNERISglu3bgEALl26hOPHj6Pdf3c5yOVy7NmzB1WrVkXbtm3h4OCAhg0bYseOHVrFGxYWBplMpky4AKBRo0aQyWQIDQ3Val9ERFR8vW/S1aMH0K0b0LYtYG//prxs2fePrSBkTbqyLmfq0gX44w8gKAj4uMWbq1+PHhth/fp8DPA9GVRL1/Dhw7FgwQJY/9cT8LfffoOvr69yOSYmBj179sTff/+t0f4mTpyI2NhYVK9eHVKpFBkZGZg7dy569OgBAIiOjkZ8fDwCAgIwZ84czJ8/H8HBwejSpQsOHTqE5s2ba3ScqKgoODg4qJU7ODggKioqx+1SUlKQ8tbsnXFxcQCAtIw0pGUUzOAjbx+nII9LRETqhDAGIEGGPB1pGSLP+lmVcQJ+26B4HhcH7NkjgcwW+Li1QFohGOJSDgneTk0EMpCWIVevaAR82kXx9OhBOYA3Q0W8fClHWgGP56npb6dBJV0rV67EzJkzlUnWiBEj8OGHHyqXU1JSsG/fPo33t3nzZqxfvx6///47PD09cfHiRYwZMwbOzs7o06ePskN9586dMXbsWABArVq1EBoaisDAQI2TLgDZjiWW2QctJ/7+/pg1a5ZaeWRMJKwzcrgFRccSExKVz++9ugfLVMsCOS4REalLy3ADYILH8Y9Q6lVKnvXz0shH8W9k7HvvqkBEJ1gBeNMs9zLpBSJexeS6TeduAs9+u4UT+BCvUApPX6Qh4lVk/gaaRfzreI3qGVTSlXX0+azL2powYQImTZqE7t27A1DM5xgZGQl/f3/06dMH9vb2MDY2hoeHh8p27u7uOH78uMbHcXR0xNOnT9XKnz17hjKZE2BlY/Lkyfj666+Vy3FxcShfvjyMJEYwMy6YC/AZxm/+N2BmbFZgxyUiouwo/qNuZmwKM4P6hS4YZsYmKsumxsZ5/i7VrpWIXeiEs6iL+jiLW9fNEHnbGlXdC+7KTaIkMe9KMLCkS9cSExNhlOWCsFQqVbZwmZqaon79+rh586ZKnVu3bmnVd6xx48aIjY3F6dOn0aBBAwDAqVOnEBsbiyZNmuS4nZmZGcyy6d1obGQME6lJNlvo3tvHMZGaFNhxiYgoG0KRdJlIpcXy+9jEWHVEeWOpUZ6vg+S/9fZ4rixr+6ETwi5Ho7xLwVxmNDbSLJ0q0klXx44dMXfuXFSoUAGenp64cOECFi5cqDIUxYQJE9CtWzc0a9YM3t7eCA4Oxq5du1TuVIyKikJUVJRywNYrV67AxsYGFSpUQKlSpeDu7g4fHx8MGjQIK1euBKAYMqJDhw4Gcefigm9t8Cw6+96I6WlWAH4GAEwZVxrGJkX6I0FEZLCsrAWinvyXdBj4yOr5Re3uRQ1u9xNGEqQ0bQxHAfSvHoNf1pSAEBLci5AWWNKlKYP7hZ0+fTosLRX9ilJTUzF37lzIZDIAipYrbSxZsgTTpk3D8OHDER0dDWdnZwwZMgTTp09X1vH19UVgYCD8/f0xatQoVKtWDVu3bkXTpk2VdQIDA1X6XjVr1gwAEBQUhL59+wIANmzYgFGjRqFNmzYAgE6dOmHp0qXavwD5YPcOc9y5ndv/FAYBAP74vWDiISKi3Bn6dDb5JbshI/JkYYEXfyvmPvoWibh42RLnz5giId7wBmiQiPftOKVDLVq00Ghy60OHDhVANAUvLi4OMpkMVyKvoFTJUjrb72+/WOLVy+w/fGmpaVgY8AMA4OtJ42BiWvyas4mI9O3QfjOcDnvT3WR/aDQ8PkjXY0T6cSTEDD193wxBP39xDHr1067BpeenpXDkoDkWBb7C5z2TdB1itl6+egkvFy/ExsbC1tY2x3oG1dKV0+Cj9H78+uf8gU1MSMTCAH8AwLDR/WFpxbsXiYgK2us4iUrSVVxbuiRGqu1AOY3TlRsrG8U+EuIN70U0vLY3IiKiYsZItf94sU263uXyoiQhEWXcvFDGzQuShETY/Jd0bVhnhdTUfAjyPTDpIiIi0jPpu/RlKoLUR6TXrAeU9MVLSF+8BACUKKkYoeD6FRNsCFJcvRECCFxihSnjZHj+TH+pD5MuIiIiPZOypQtANpcT3+F18OufoHw+dUIJ7N1ljvNnTPDtFBnWrrJCbIz+XlwmXURERHpmJFVt0SmuSVfW8zZ6h9fBrVIG/j78TLm8JtAKL168SXdKltLf/YNMuoiIiPSMLV0K7zRkRDZq1kmD/48xAICnT6RI/G/4iA+bp6CUXTZzORYQg7p78W0xMTE4ffo0oqOjlSPIZ+rdu7eeoiIiItK9rEkXJAYzmlOBkkje/+7FTB82U8xdefdfY4wYUBIAYGWlv4QLMNCka9euXfjyyy+RkJAAGxsblbG7JBIJky4iIipSpNLimWRlpd6R/t335VwuA9Y2csS/frMTKyv9vs4GeXlx3Lhx6N+/P16/fo2YmBi8evVK+Xj58qW+wyMiItIptctq+glD79QvL+adJAkjCVJr10Rq7ZoQb3UCs7AA/tr/XKVu5hhe+mKQSdejR48watQo5XRARd2yZcvg4eGB+vXr6zsUIiLSA/bpUsh63prMvQgLCzw/8jeeH/lbkWm9pbpHOgYOj1cus6UrG23btsXZs2f1HUaBGTFiBK5fv44zZ87oOxQiItKDrJcXi2vSpauO9G9r/UkyrKzlsLKWo3nLlPff4XswyD5d7du3x4QJE3D9+nV4eXnBxER1PsBOnTrpKTIiIiLd44j0CrqYBiirps1TcfNRlGL/en5dDTLpGjRoEABg9uzZauskEgkyMjIKOiQiIqJ8w8uLCu80DVBiEko3aAEAeHb6MISlhXodA3k9DTLpyjpEBBERUVHGy4sK73T3ohAwvv9Q+dyQGWSfLiIiouIkP/oyFUZqI9JrOPdiYWGwSdeRI0fQsWNHVK5cGVWqVEGnTp1w7NgxfYdFRESkc7y8qKCLuRcNmUEmXevXr0erVq1gaWmJUaNG4auvvoKFhQU+/vhj/P777/oOj4iISKeYdCmodaQvYq+DQfbpmjt3LhYsWICxY8cqy0aPHo2FCxfi22+/Rc+ePfUYHRERkW5lnfC6uE4DlDXJKmrJp0G2dN29excdO3ZUK+/UqRMiIiL0EBEREVH+YUuXgi6nATJEBnk65cuXR0hIiFp5SEgIypcvr4eIiIiI8g+TLgW1Eek1eR0kEqRVr4q06lUN/oUzyMuL48aNw6hRo3Dx4kU0adIEEokEx48fx9q1a7F48WJ9h0dERKRTWS8vGnjukG/epaVLWFrg2elD+ROQjhlkS9ewYcOwadMmXLlyBWPGjMHo0aNx9epVbN68GUOGDNF4P+np6Zg6dSrc3NxgYWGBihUrYvbs2WrjgIWHh6NTp06QyWSwsbFBo0aNcP/+feX6lJQUjBw5Evb29rCyskKnTp3w8OFDlX28evUKfn5+kMlkkMlk8PPzQ0xMzHu9DkREVDxIOWQEgGyGzihiQ0YYZEsXAPj6+sLX1/e99jF//nwEBgZi3bp18PT0xNmzZ9GvXz/IZDKMHj0aAHDnzh00bdoUAwYMwKxZsyCTyRAeHg5zc3PlfsaMGYNdu3Zh06ZNsLOzw7hx49ChQwecO3cO0v/ahHv27ImHDx8iODgYADB48GD4+flh165d73UORERU9PHyokLWJKuovQ4GmXRVrFgRZ86cgZ2dnUp5TEwM6tSpg7t372q0n7CwMHTu3Bnt27cHALi6umLjxo0qk2lPmTIF7dq1w4IFC1SOnyk2NhZr1qzBb7/9hlatWgFQDGlRvnx5HDhwAG3btkV4eDiCg4Nx8uRJNGzYEACwatUqNG7cGDdv3kS1atW0Ov+k9CQkpiWqlRtJjGBu/CYZzK5OJgkksDCxyLNuduVJaUkQyP5/F1n3q6u6AGBpYvlOdZPTkyEXOc9ioE1dC2MLSP77K09JT0GGyHnKKW3qmhubw0ii+C9cakYq0uXpOqlrJjWD9L9J27Spm5aRhjR5Wo51TaWmMDYy1rpuujwdqRmpOdY1MTKBidRE67oZ8gykZOQ8Ua2xkTFMpaZa15ULOZLTk3VSVyqRwszYDAAghEBSepJO6mrzd58f3xHZ1eV3hO6/IyRGqnMMJ6cnITEt+/pF+TtCLsxVltPkKUhMy/7vI/M7QpKYhJLenyDZSOBF8LZspwEqiO8ITRhk0nXv3r1s51dMSUnBo0ePNN5P06ZNERgYiFu3bqFq1aq4dOkSjh8/jkWLFgFQTDe0Z88efPPNN2jbti0uXLgANzc3TJ48GZ9++ikA4Ny5c0hLS0ObNm2U+3V2dsYHH3yA0NBQtG3bFmFhYZDJZMqECwAaNWoEmUyG0NDQHJOulJQUpKS8eePj4uIAAA1WNQDM1eu3dGuJ33x/Uy7XWFEjxy/rxuUa488v/lQuN1zdEC+TXqpXzOaz32JdCzyMe6i+AkBVu6o41OfNtfN2v7fDrRe3sq1bzrYcTg08pVzu+kdXXHp6Kdu6pSxK4cqwK8plv+1+CHsYlm1dC2ML/DvqX+XyoF2DcDDiYLZ1AeDR128+M6P2jsKe23tyrHt75G3lF/DEAxOx5fqWHOteHnoZdpaK/xjMOjIL6y6ty7HuyQEnUV6muAlk/vH5CDwXmGPdg70Popq94jOz5NQSLDy5MMe6e3ruQS3HWgCANefXYM6xOTnW3fL5FjQp3wQAsOHKBkw5OCXHuus+XYdWFRX/ydh2Yxu+3vd1jnUDOwSiY1XF3cZ7/92LobuH5lh3YduF6ObZDQBw+N5h9NnRJ8e6c1vORd9afQEApx6dwudbPs+x7tSPpmJY/WEAgCvRV9D+9/Y51v260dcY12QcAOD2i9to+WvLHOsOrTsU05pPAwA8inuERmsa5Vi3T80+mPfxPADAy6SXqBFYI8e6n3t8jkU+iwAo/pNVZUmVHOu2r9IeP3f8WbmcW918+Y4AULNMTfz95d/KZX5H6P47Ypn7dQCllcuN1zQCrKOzrVuUvyNm1l0JYLByudf2nsCFo9nWVX5HCIGTSbfh3RfAmuz/7griO0ITBpV07dy5U/l83759kMlkyuWMjAyEhITA1dVV4/1NnDgRsbGxqF69OqRSKTIyMjB37lz06NEDABAdHY34+HgEBARgzpw5mD9/PoKDg9GlSxccOnQIzZs3R1RUFExNTVGyZEmVfZcpUwZRUYpZy6OiouDg4KB2fAcHB2Wd7Pj7+2PWrFkanw8RERVNrlUSYWMrx+s4I9g6RSPO4oW+Q9ILqxJJcHVLx70IY1hYpyLJ/oa+Q9IpiRCGMzuk0X896CQSCbKGZWJiAldXV/zwww/o0KGDRvvbtGkTJkyYgO+++w6enp64ePEixowZg4ULF6JPnz54/PgxypYtix49eqiMdN+pUydYWVlh48aN+P3339GvXz+VFikAaN26NSpVqoTAwEDMmzcP69atw82bN1XqVKlSBQMGDMCkSZOyjS+7lq7y5cvj9J3TKFmipFr9fLm8mJCImhVqAgBuP7kNSytLXjrg5UVeXnyHury8mL91gaL/HZGSJMXLlxLI7JJhZFx8vyNEhgmeRRvBtkQapGY5/y0rLy8mJMLBuQqSjYGoO5cgrCzV6ub3d8TLVy/h5eKF2NhY2Nra5lw/xzV6kHlXoZubG86cOQN7e/v32t+ECRMwadIkdO/eHQDg5eWFyMhI+Pv7o0+fPrC3t4exsTE8PDxUtnN3d8fx48cBAI6OjkhNTcWrV69UWruio6PRpEkTZZ2nT5+qHf/Zs2coU6ZMjvGZmZnBzMxMrdzC2ELlSyAnmtTJs66JetHbX4J5MYS6b//I6LJu5o+iruuaSk017gOQX3VNpG8SGl3WNTYyVn656rKu1EgKSyPNPu/a1DWSGGn8d6RNXYlEki91AR393b9nXUP4uy+K3xEWlgJlLQUA0/8eeSuS3xFSoGw5ueIJNPy7F4BVmuJzLPL4LOfXd4RG+9PZnnQoIiLivRMuAEhMTFS2nmWSSqXK5M7U1BT169dXa6G6desWXFxcAAB169aFiYkJ9u/fr1z/5MkTXL16VZl0NW7cGLGxsTh9+rSyzqlTpxAbG6usQ0RERMWbQbV0ve3IkSP4/vvvER4eDolEAnd3d0yYMAEfffSRxvvo2LEj5s6diwoVKsDT0xMXLlzAwoUL0b9/f2WdCRMmoFu3bmjWrBm8vb0RHByMXbt24fDhwwAAmUyGAQMGYNy4cbCzs0OpUqUwfvx4eHl5Ke9mdHd3h4+PDwYNGoSVK1cCUAwZ0aFDB63vXCQiIqKiySBbutavX49WrVrB0tISo0aNwldffQULCwt8/PHHKn2v8rJkyRJ89tlnGD58ONzd3TF+/HgMGTIE3377rbKOr68vAgMDsWDBAnh5eWH16tXYunUrmjZtqqzz448/4tNPP8UXX3yBDz/8EJaWlti1a5dyjC4A2LBhA7y8vNCmTRu0adMGNWrUwG+//QYiIiLKRxIJ0iuUQ3qFcgY/sJdBdaTP5O7ujsGDB2Ps2LEq5QsXLsSqVasQHh6up8jyV1xcHGQyGa5EXkGpkqUK5JiJCYmo4qS4BT2zIz0RERFpTtOO9AbZ0nX37l107NhRrbxTp06IiIjQQ0RERERE78cgk67y5csjJCRErTwkJATly5fXQ0RERERE78cgO9KPGzcOo0aNwsWLF9GkSRNIJBIcP34ca9euxeLFi/UdHhERERmKpCTY+3QFADwP3gpYaD6cSEEzyKRr2LBhcHR0xA8//IA//vgDgKKf1+bNm9G5c2c9R0dERESGQiIXML1wSfnc4Dqqv8Ugky5AcVehr6+vvsMgIiIi0gmDTboAIDU1FdHR0crBTDNVqFBBTxERERERvRuDTLpu376N/v37IzQ0VKVcCAGJRIKMjJznryIiIiIyRAaZdPXt2xfGxsbYvXs3nJyclBOGEhERERVWBpl0Xbx4EefOnUP16tX1HQoRERGRThjkOF0eHh54/vy5vsMoMMuWLYOHhwfq16+v71CIiIgKnQy7UsiwK5iZXN6HwUwDFBcXp3x+9uxZTJ06FfPmzYOXlxdMTExU6uY2xH5hxmmAiIiICh9NpwEymMuLJUqUUOm7JYTAxx9/rFKHHemJiIiosDKYpOvQoUP6DoGIiIgo3xhM0tW8eXN9h0BERESFTVIS7Lr6AQBebP3NoKcBMqiO9ImJiRgxYgTKli0LBwcH9OzZs1h1qCciIiLtSOQCZsfDYHY8DBK5QXRTz5FBJV0zZszA2rVr0b59e3Tv3h379+/HsGHD9B0WERER0XszmMuLALBt2zasWbMG3bt3BwD06tULH374ITIyMiCVSvUcHREREdG7M6iWrgcPHuCjjz5SLjdo0ADGxsZ4/PixHqMiIiIien8GlXRlZGTA1NRUpczY2Bjp6el6ioiIiIhINwzq8qIQAn379oWZmZmyLDk5GUOHDoWVlZWybNu2bfoIj4iIiOidGVRLV58+feDg4ACZTKZ89OrVC87OziplmkpPT8fUqVPh5uYGCwsLVKxYEbNnz4ZcLlfW6du3LyQSicqjUaNGKvu5c+cOfH19Ubp0adja2uKLL77A06dPVeq8evUKfn5+yhj9/PwQExPzXq8HERER5U1uaQG5peEOFZHJoFq6goKCdLq/+fPnIzAwEOvWrYOnpyfOnj2Lfv36QSaTYfTo0cp6Pj4+Ksd++xJnQkIC2rRpg5o1a+LgwYMAgGnTpqFjx444efIkjIwUeWvPnj3x8OFDBAcHAwAGDx4MPz8/7Nq1S6fnRERERG8IK0tERf2r7zA0YlBJl66FhYWhc+fOaN++PQDA1dUVGzduxNmzZ1XqmZmZwdHRMdt9nDhxAvfu3cOFCxeU8ykFBQWhVKlSOHjwIFq1aoXw8HAEBwfj5MmTaNiwIQBg1apVaNy4MW7evIlq1arl41kSERFRYVCkk66mTZsiMDAQt27dQtWqVXHp0iUcP34cixYtUql3+PBhODg4oESJEmjevDnmzp0LBwcHAEBKSgokEolKPzNzc3MYGRnh+PHjaNWqFcLCwiCTyZQJFwA0atQIMpkMoaGhOSZdKSkpSElJUS5nTvqdLk9HWkaarl6GXL19nLSMtAI7LhERUVGRLtfshr8inXRNnDgRsbGxqF69OqRSKTIyMjB37lz06NFDWeeTTz7B559/DhcXF0RERGDatGlo2bIlzp07BzMzMzRq1AhWVlaYOHEi5s2bByEEJk6cCLlcjidPngAAoqKilEna2xwcHBAVFZVjfP7+/pg1a5ZauVzIkZKeks0Wuvf2cVLSUyBN53hoRERUeEiSU+DUbyQA4EnQEghzszy20D25kOddCUU86dq8eTPWr1+P33//HZ6enrh48SLGjBkDZ2dn9OnTBwDQrVs3Zf0PPvgA9erVg4uLC/bs2YMuXbqgdOnS2LJlC4YNG4affvoJRkZG6NGjB+rUqaMyYKtEIlE7vhAi2/JMkydPxtdff61cjouLQ/ny5eFSwkV5KTO/JZgmKJ+7lnRVuUuUiIjI4CUkwOTAEQCAq215QA+/Y3HSOI3qFemka8KECZg0aZJyhHsvLy9ERkbC399fmXRl5eTkBBcXF9y+fVtZ1qZNG9y5cwfPnz+HsbExSpQoAUdHR7i5uQEAHB0d1e5mBIBnz56hTJkyOcZnZmamctkyk4nUBCZSE63O9V29fZyCPC4REZFOZPkdgx5+xzT97TSoISN0LTExUXl3YSapVKoyZERWL168wIMHD+Dk5KS2zt7eHiVKlMDBgwcRHR2NTp06AQAaN26M2NhYnD59Wln31KlTiI2NRZMmTXR0NkRERFSYFemWro4dO2Lu3LmoUKECPD09ceHCBSxcuBD9+/cHAMTHx2PmzJno2rUrnJyccO/ePfzvf/+Dvb09fH19lfsJCgqCu7s7SpcujbCwMIwePRpjx45VdpB3d3eHj48PBg0ahJUrVwJQDBnRoUMH3rlIREREAIp40rVkyRJMmzYNw4cPR3R0NJydnTFkyBBMnz4dgKLV68qVK/j1118RExMDJycneHt7Y/PmzbCxsVHu5+bNm5g8eTJevnwJV1dXTJkyBWPHjlU51oYNGzBq1Ci0adMGANCpUycsXbq04E6WiIiIDJpECCH0HQQpxMXFQSaTITY2tuA60ickwNraGoCi5Y8d6YmIqFBJSAD++x1DfLx+OtJr+PtdpFu6CpvM/DdzvK6CkJDw5u7FuLg4ZGRkFNixiYiI3ttbv2OIiwP08DuW+budVzsWky4D8vr1awBA+fLl9XJ8Z2dnvRyXiIhIJ/T8O/b69etc54jm5UUDIpfL8fjxY9jY2OQ6vpcuZI4J9uDBgwK7lGkIiut5A8X33IvreQPF99x53sXrvAH9n7sQAq9fv4azs7PaqAlvY0uXATEyMkK5cuUK9Ji2trbF7o8TKL7nDRTfcy+u5w0U33PneRc/+jz33Fq4MhXpcbqIiIiIDAWTLiIiIqICwKSrmDIzM8OMGTOynYaoKCuu5w0U33MvrucNFN9z53kXr/MGCs+5syM9ERERUQFgSxcRERFRAWDSRURERFQAmHQRERERFQAmXUREREQFgEkXERERUQFg0kVERERUAJh0ERERERUAJl1EREREBYBJFxEREVEBYNJFREREVACYdBEREREVACZdRERERAWASRcRERFRAWDSRURERFQAmHQRERERFQAmXUREREQFgEkXERERUQFg0kVERERUAJh0ERERERUAJl1EREREBYBJFxEREVEBYNJFREREVACYdBEREREVACZdRERERAWASRcRERFRAWDSRURERFQAjPUdAL0hl8vx+PFj2NjYQCKR6DscIiIi0oAQAq9fv4azszOMjHJuz2LSZUAeP36M8uXL6zsMIiIiegcPHjxAuXLlclzPpMuA2NjYAFC8aba2tnqOhoiIiDQRFxeH8uXLK3/Hc8Kky4BkXlK0tbVl0kVERKSBDLnA6YiXiH6dDAcbczRwKwWpkX666OTVNYhJFxERERVKwVefYNau63gSm6wsc5KZY0ZHD/h84KTHyLLHuxeJiIio0Am++gTD1p9XSbgAICo2GcPWn0fw1Sd6iixnTLqIiIioUMmQC8zadR0im3WZZbN2XUeGPLsa+sPLi4VMRkYG0tLS9B0G5UIqlcLY2JjDfhAR5ZPTES/VWrjeJgA8iU3G6YiXaFzJruACywOTrkIkPj4eDx8+hBCGlbmTOktLSzg5OcHU1FTfoRARFTnRr3NOuN6lXkFh0lVIZGRk4OHDh7C0tETp0qXZimKghBBITU3Fs2fPEBERgSpVquQ6UB4REWnPwcZcp/UKCpOuQiItLQ1CCJQuXRoWFhb6DodyYWFhARMTE0RGRiI1NRXm5ob1R09EVNg1cCsFJ5k5omKTs+3XJQHgKFMMH2FI+F/wQoYtXIUDW7eIiPKP1EiCGR09ACgSrLdlLs/o6KG38bpywl8GIiIiKnR8PnDCil514ChTvZrgKDPHil51OE4XkSGYOXMmatWqpVZWpkwZSCQS7NixI8cyIiIyHD4fOOH4xJbYOKgRFnevhY2DGuH4xJYGmXABgERocStcbGwstm/fjmPHjuHevXtITExE6dKlUbt2bbRt2xZNmjTJz1iLvLi4OMhkMsTGxqpNA5ScnIyIiAi4ubm9Vx+hgpwuQQiB1q1bQyqVYt++fSrrli9fjsmTJ+PKlSuoUKHCex/r3r17cHNzUy5bW1ujQoUKaNGiBcaMGYMqVaoo18XHxyMlJQV2dorbiMPDw+Hh4YHt27ejUaNGKFmyJO7evatWZmZmpnE8unq/iIjI8OX2+/02jTrSP3nyBNOnT8eGDRvg6OiIBg0aoFatWrCwsMDLly9x6NAhfP/993BxccGMGTPQrVs3nZ0I6U5BT5cgkUgQFBQELy8vrFy5EkOGDAEAREREYOLEiViyZIlOEq63HThwAJ6enkhMTMSVK1ewePFi1KxZE7t27cLHH38MQJGQWVtbK7e5c+cOAKBz587KPnPZlREREb0PjS4v1qxZEzKZDKdPn8bdu3exadMm/PDDD5gzZw6WL1+Oo0eP4vnz55g2bRoWLlyI77//Pr/jJi3pa7qE8uXLY/HixRg/fjwiIiIghMCAAQPQokULHDt2DG5ubrCwsEC1atWwePFi5XZXrlyBkZERnj9/DgB49eoVjIyM8Pnnnyvr+Pv7o3HjxirHs7Ozg6OjIypWrIjOnTvjwIEDaNiwIQYMGICMjAwAqpcXZ86ciY4dOwJQdH6XSCTZlhEREb0vjVq6rl27htKlS+dax8LCAj169ECPHj3w7NkznQRHORNCICktQ6O6GXKBGTuv5ThdggTAzJ3X8WFle40uNVqYSLVKRPr06YPt27ejX79+6Nq1K65evYorV65g+fLl+OOPP2Bvb4/Q0FAMHjwYTk5O+OKLL/DBBx/Azs4OR44cQdeuXXH06FHY2dnh6NGjyv0ePnwYzZs3z/XYRkZGGD16NHx9fXHu3Dk0aNBAZf348ePh6uqKfv364ckTReJpbW2tVkZERPS+NEq68kq43rc+aS8pLQMe0/flXVEDAkBUXDK8Zv6jUf3rs9vC0lS7Id5+/vlnfPDBBzh27Bj+/PNPlClTBrNmzVKud3NzQ2hoKP744w988cUXkEgkaNasGQ4fPoyuXbvi8OHD6NOnD9atW4fr16+jatWqCA0NxdixY/M8dvXq1QEo+n1lTbqsra1RokQJAICjo6OyPLsyIiKi96H13Yvr1q3Dnj17lMvffPMNSpQogSZNmiAyMlKnwVHR4eDggMGDB8Pd3R2+vr4AgMDAQNSrVw+lS5eGtbU1Vq1ahfv37yu3adGiBQ4fPgwAOHLkCLy9vdGsWTMcOXIEZ86cQVJSEj788MM8j515rwgvExIRkT5pPSL9vHnzsGLFCgBAWFgYli5dikWLFmH37t0YO3Ystm3bpvMgSZ2FiRTXZ7fVqO7piJfoG3Qmz3pr+9XXaPReCxOpRsfNytjYGMbGio/cH3/8gbFjx+KHH35A48aNYWNjg++++w6nTp1S1m/RogVGjx6Nf//9F1evXsVHH32EO3fu4MiRI4iJiUHdunVhY2OT53HDw8MBQOXuRiIiooKmddL14MEDVK5cGQCwY8cOfPbZZxg8eDA+/PBDtGjRQtfxUQ4kEonGl/g+qlJao+kSPqpSusBG7z127BiaNGmC4cOHK8sy7xjMlNmva86cOahZsyZsbW3RvHlz+Pv749WrV3n25wIAuVyOn376CW5ubqhdu7bOz4OIiEhTWl9etLa2xosXLwAA//zzD1q1agUAMDc3R1JSkm6jI50wxOkSKleujLNnz2Lfvn24desWpk2bhjNnVFvjMvt1rV+/XpnQ16hRA6mpqQgJCck2yX/x4gWioqJw9+5d7Ny5E61atcLp06exZs0aSKXv1kJHRESkC1onXa1bt8bAgQMxcOBA3Lp1C+3btweguMPR1dVV1/GRjhjadAlDhw5Fly5d0K1bNzRs2BAvXrxQafXK5O3tjYyMDGWCJZFI8NFHHwEAmjZtqla/VatWcHJygpeXFyZNmgR3d3dcvnwZ3t7e+Xo+REREedFqRHoAiImJwdSpU/HgwQMMGzYMPj4+AIAZM2bA1NQUU6ZMyZdAi4OiNiJ9ccYR6YmIig9NR6TXOumi/FMQSRcVDL5fRETFh6ZJ1ztNeH3s2DH06tULTZo0waNHjwAAv/32G44fP/5u0Wph+fLlyh+yunXr4tixY7nWP3LkCOrWrQtzc3NUrFgRgYGBanW2bt0KDw8PmJmZKefb0/a4ffv2hUQiUXk0atTo/U6WiIiIigytk66tW7eibdu2sLCwwPnz55GSkgIAeP36NebNm6fzAN+2efNmjBkzBlOmTMGFCxfw0Ucf4ZNPPlEZ2+ltERERaNeuHT766CNcuHAB//vf/zBq1Chs3bpVWScsLAzdunWDn58fLl26BD8/P3zxxRcqQxdoelwfHx88efJE+fj777/z54UgIiKiwkdoqVatWmLdunVCCCGsra3FnTt3hBBCXLhwQZQpU0bb3WmlQYMGYujQoSpl1atXF5MmTcq2/jfffCOqV6+uUjZkyBDRqFEj5fIXX3whfHx8VOq0bdtWdO/eXavj9unTR3Tu3Fmr88kqNjZWABCxsbFq65KSksT169dFUlLSex2DCgbfLyKi4iO33++3ad3SdfPmTTRr1kyt3NbWFjExMe+fBeYgNTUV586dQ5s2bVTK27Rpg9DQ0Gy3CQsLU6vftm1bnD17FmlpabnWydynNsc9fPgwHBwcULVqVQwaNAjR0dG5nlNKSgri4uJUHkRERFQ0aZ10OTk54d9//1UrP378OCpWrKiToLLz/PlzZGRkoEyZMirlZcqUQVRUVLbbREVFZVs/PT0dz58/z7VO5j41Pe4nn3yCDRs24ODBg/jhhx9w5swZtGzZUnn5NTv+/v6QyWTKR/ny5fN4FYiIiKiw0jrpGjJkCEaPHo1Tp05BIpHg8ePH2LBhA8aPH5/tOEu6lnX+PCFErnPqZVc/a7km+8yrTrdu3dC+fXt88MEH6NixI/bu3Ytbt26pzFOZ1eTJkxEbG6t8PHjwIMe6REREVLhpPQ3QN998g9jYWHh7eyM5ORnNmjWDmZkZxo8fj6+++io/YgQA2NvbQyqVqrVqRUdHq7VCZXJ0dMy2vrGxMezs7HKtk7nPdzkuoGgRdHFxwe3bt3OsY2ZmBjMzsxzXExERUdHxTkNGzJ07F8+fP8fp06dx8uRJPHv2DN9++62uY1NhamqKunXrYv/+/Srl+/fvR5MmTbLdpnHjxmr1//nnH9SrVw8mJia51snc57scF1BMR/PgwQM4ORXsSO9ERERkoN61p/7t27dFcHCwSExMFEIIIZfL33VXGtu0aZMwMTERa9asEdevXxdjxowRVlZW4t69e0IIISZNmiT8/PyU9e/evSssLS3F2LFjxfXr18WaNWuEiYmJ+PPPP5V1Tpw4IaRSqQgICBDh4eEiICBAGBsbi5MnT2p83NevX4tx48aJ0NBQERERIQ4dOiQaN24sypYtK+Li4jQ+v+J29+KMGTNEzZo19b6PtwEQ27dvVy6Hh4eLhg0bCjMzM+VxsivLqii+X0RElD1N717UOul6/vy5aNmypZBIJMLIyEg5ZET//v3F119//W7RamHZsmXCxcVFmJqaijp16ogjR44o1/Xp00c0b95cpf7hw4dF7dq1hampqXB1dRUrVqxQ2+eWLVtEtWrVhImJiahevbrYunWrVsdNTEwUbdq0EaVLlxYmJiaiQoUKok+fPuL+/ftanVuBJF0Z6ULcPSrE5S2KfzPS329/eejTp48AIAAIY2Nj4ebmJsaNGyfi4+PF69evxfPnz1XqajvshiZJV9YYHBwcRKtWrcSaNWtERkaGSt0nT56I5ORk5fIXX3whWrZsKe7du6eMNbuyrJh0EREVH5omXVr36Ro7dixMTExw//59uLu7K8u7deuGsWPH4ocfftBFA1yOhg8fnmOH/bVr16qVNW/eHOfPn891n5999hk+++yzdz6uhYUF9u3bl+v2BuH6TiB4IhD3+E2ZrTPgMx/w6JRvh/Xx8UFQUBDS0tJw7NgxDBw4EAkJCVixYgWsra3z7bjZxZCRkYGnT58iODgYo0ePxp9//omdO3fC2Fjxp+Do6Kiy3Z07d9C+fXu4uLjkWkZERJQXrft0/fPPP5g/fz7KlSunUl6lShVERkbqLDDSses7gT96qyZcABD3RFF+fWe+HdrMzAyOjo4oX748evbsiS+//BI7duzAzJkzUatWLQDAzJkzsW7dOvz111/KaZQOHz4MAHj48CG6d++OUqVKwcrKCvXq1VOZMQBQTEPl6uoKmUyG7t274/Xr19nGULZsWdSpUwf/+9//8Ndff2Hv3r0qybpEIsGOHTuUz8+dO4fZs2dDIpFg5syZ2ZYRERFpQuuWroSEBFhaWqqVP3/+nHfiFSQhgLREzerKM4C930BxhU1tRwAkihawii0AI2ne+zOxBHIZpiMvFhYWysFpM40fPx7h4eGIi4tDUFAQAKBUqVKIj49H8+bNUbZsWezcuROOjo44f/485HK5cts7d+5gx44d2L17N169eoUvvvgCAQEBmDt3bq5xtGzZEjVr1sS2bdswcOBAtfVPnjxBq1at4OPjg/Hjx8Pa2hpDhw5VKyMiItKE1klXs2bN8OuvvyrvVpRIJJDL5fjuu+/g7e2t8wApB2mJwDxnHe1MKFrAAjQcnPV/jwFTq3c60unTp/H777/j448/Vim3traGhYUFUlJSVC7xrV27Fs+ePcOZM2dQqlQpAEDlypVVtpXL5Vi7di1sbGwAAH5+fggJCckz6QKA6tWr4/Lly9muc3R0hLGxMaytrZUxWVtbq5URERFpQuuk67vvvkOLFi1w9uxZpKam4ptvvsG1a9fw8uVLnDhxIj9ipEJu9+7dsLa2Rnp6OtLS0tC5c2csWbIEy5cvz3Pbixcvonbt2sqEKzuurq7KhAtQjJGW1xRMmUQeg+sSERHpitZJl4eHBy5fvowVK1ZAKpUiISEBXbp0wYgRIzgmVUEysVS0OGkiMhTYkPuNAgCAL/8EXHIee0zl2Frw9vbGihUrYGJiAmdnZ+UYaZqwsLDIO5ws+8tsfdVEeHg43NzcNI6HiIjoXWmVdKWlpaFNmzZYuXIlZs2alV8xkSYkEs0v8VVqqbhLMe4Jsu/XJVGsr9RSsz5dWrKyslK7JJgdU1NTZGRkqJTVqFEDq1evxsuXL3Nt7XoXBw8exJUrVzB27Fid7peIiCg7Wt29aGJigqtXr/JyTGFjJFUMCwEAyPre/bfsE5AvCZc2XF1dcfnyZdy8eRPPnz9HWloaevToAUdHR3z66ac4ceIE7t69i61btyIsLEyrfaekpCAqKgqPHj3C+fPnMW/ePHTu3BkdOnRA79698+mMiIiI3tB6yIjevXtjzZo1+REL5SePTsAXvwK2WS4B2zoryvNxnC5NDRo0CNWqVUO9evVQunRpnDhxAqampvjnn3/g4OCAdu3awcvLCwEBAZBKtUsQg4OD4eTkBFdXV/j4+ODQoUP46aef8Ndff2m9LyIionchEUJkd70pRyNHjsSvv/6KypUro169erCyUr3EtXDhQp0GWJzExcVBJpMhNjYWtra2KuuSk5MREREBNzc3mJubv/tB5BmKPl7xTwHrMoo+XHpu4SqKdPZ+ERGRwcvt9/ttWnekv3r1KurUqQMAuHXrlso6XnYsBIykgNtH+o6CiIio2NE66Tp06FB+xEFERERUpGndp4uIiIiItKd1S5evr2+2lxElEgnMzc1RuXJl9OzZE9WqVdNJgERERERFgdYtXTKZDAcPHsT58+eVydeFCxdw8OBBpKenY/PmzahZsyZHpyciIiJ6i9YtXY6OjujZsyeWLl0KIyNFziaXyzF69GjY2Nhg06ZNGDp0KCZOnIjjx4/rPODiTsubTUlP+D4REVFWWrd0rVmzBmPGjFEmXABgZGSEkSNH4ueff4ZEIsFXX32Fq1ev6jTQ4i5zLKnU1FQ9R0KaSExMBKA+RRERERVfWrd0paen48aNG6hatapK+Y0bN5RTuJibm3P4CB0zNjaGpaUlnj17BhMTE5WklwyHEAKJiYmIjo5GiRIlOPAqEREpaZ10+fn5YcCAAfjf//6H+vXrQyKR4PTp05g3b55yOpUjR47A09NT58EWZxKJBE5OToiIiEBkZKS+w6E8lChRAo6OjvoOg4iIDIjWI9JnZGQgICAAS5cuxdOnTwEAZcqUwciRIzFx4kRIpVLcv38fRkZGKFeuXL4EXVRpMqKtXC7nJUYDZ2JiwhYuIqJiRNMR6bVOurIeBECuByDNafqmERERkeHQ9Pf7nToGpaen48CBA9i4caOy79bjx48RHx//btESERERFXFa9+mKjIyEj48P7t+/j5SUFLRu3Ro2NjZYsGABkpOTERgYmB9xEhERERVqWrd0jR49GvXq1cOrV69gYWGhLPf19UVISIhOgyMiIiIqKrRu6Tp+/DhOnDgBU1NTlXIXFxc8evRIZ4ERERERFSVat3TJ5XLleFxve/jwIWxsbHQSFBEREVFRo3XS1bp1ayxatEi5LJFIEB8fjxkzZqBdu3a6jI2IiIioyNB6yIjHjx/D29sbUqkUt2/fRr169XD79m3Y29vj6NGjcHBwyK9YizwOGUFERFT4aPr7rXWfLmdnZ1y8eBEbN27E+fPnIZfLMWDAAHz55ZcqHeuJiIiI6I33GhyVdIstXURERIVPvrV0HTx4ENu2bcO9e/cgkUhQsWJFdO3aFc2aNXuvgImIiIiKMq060g8dOhStWrXCxo0b8eLFCzx79gzr16+Ht7c3Ro4cmV8xEhERERV6Gidd27dvR1BQEH755Rc8f/4cYWFhOHnyJJ49e4ZVq1bh559/xs6dO/MzViIiIqJCS+M+XZ06dYKnpyf8/f2zXT9x4kTcuHEDf/31l04DLE7Yp4uIiKjw0fmE1+fPn4evr2+O67t27Ypz585pFyURERFRMaFx0vX8+XOULVs2x/Vly5bFixcvdBIUERERUVGjcdKVmpqqNt/i24yNjZGamqqToIiIiIiKGq2GjJg2bRosLS2zXZeYmKiTgIiIiIiKIo2TrmbNmuHmzZt51iEiIiIidRonXYcPH87HMIiIiIiKNq0GRyUiIiKid6NR0hUQEICEhASNdnjq1Cns2bPnvYIiIiIiKmo0SrquX78OFxcXDBs2DHv37sWzZ8+U69LT03H58mUsX74cTZo0Qffu3TmwJxEREVEWGvXp+vXXX3H58mUsW7YMX375JWJjYyGVSmFmZqa8a7F27doYPHgw+vTpAzMzs3wNmoiIiKiw0bhPV40aNbBy5Uq8ePEC58+fx5YtW7Bq1Srs27cPT58+xdmzZzF48OB8T7iWL18ONzc3mJubo27dujh27Fiu9Y8cOYK6devC3NwcFStWRGBgoFqdrVu3wsPDA2ZmZvDw8MD27du1Pq4QAjNnzoSzszMsLCzQokULXLt27f1OloiIiIoOUYhs2rRJmJiYiFWrVonr16+L0aNHCysrKxEZGZlt/bt37wpLS0sxevRocf36dbFq1SphYmIi/vzzT2Wd0NBQIZVKxbx580R4eLiYN2+eMDY2FidPntTquAEBAcLGxkZs3bpVXLlyRXTr1k04OTmJuLg4jc8vNjZWABCxsbHv8OoQERGRPmj6+63xhNeGoGHDhqhTpw5WrFihLHN3d8enn36a7UTcEydOxM6dOxEeHq4sGzp0KC5duoSwsDAAQLdu3RAXF4e9e/cq6/j4+KBkyZLYuHGjRscVQsDZ2RljxozBxIkTAQApKSkoU6YM5s+fjyFDhmh0fpzwmoiIqPDR+YTX+paamopz586hTZs2KuVt2rRBaGhottuEhYWp1W/bti3Onj2LtLS0XOtk7lOT40ZERCAqKkqljpmZGZo3b55jbERERFS8aDUNkD49f/4cGRkZKFOmjEp5mTJlEBUVle02UVFR2dZPT0/H8+fP4eTklGOdzH1qctzMf7OrExkZmeM5paSkICUlRbkcFxeXY10iIiIq3ApNS1cmiUSisiyEUCvLq37Wck32qas6b/P394dMJlM+ypcvn2NdIiIiKtzeOen6999/sW/fPiQlJQF4k8zkF3t7e0ilUrVWrejoaLUWpkyOjo7Z1jc2NoadnV2udTL3qclxHR0dAUCr2ABg8uTJiI2NVT4ePHiQY10iIiIq3LROul68eIFWrVqhatWqaNeuHZ48eQIAGDhwIMaNG6fzADOZmpqibt262L9/v0r5/v370aRJk2y3ady4sVr9f/75B/Xq1YOJiUmudTL3qclx3dzc4OjoqFInNTUVR44cyTE2QNHvy9bWVuVBRERERZS2t0X6+fmJtm3bigcPHghra2tx584dIYQQ+/btEx4eHtruTiuZQzesWbNGXL9+XYwZM0ZYWVmJe/fuCSGEmDRpkvDz81PWzxwyYuzYseL69etizZo1akNGnDhxQkilUhEQECDCw8NFQEBAjkNG5HRcIRRDRshkMrFt2zZx5coV0aNHDw4ZQUREVAxo+vutddJVpkwZcfHiRSGEUEm67t69K6ysrN4hVO0sW7ZMuLi4CFNTU1GnTh1x5MgR5bo+ffqI5s2bq9Q/fPiwqF27tjA1NRWurq5ixYoVavvcsmWLqFatmjAxMRHVq1cXW7du1eq4Qgghl8vFjBkzhKOjozAzMxPNmjUTV65c0ercmHQREREVPvk2TpeNjQ3Onz+PKlWqwMbGBpcuXULFihVx5swZ+Pj44MWLF/nRIFcscJwuIiKiwiffxulq1qwZfv31V+WyRCKBXC7Hd999B29v73eLloiIiKiI03qcru+++w4tWrTA2bNnkZqaim+++QbXrl3Dy5cvceLEifyIkYiIiKjQ07qly8PDA5cvX0aDBg3QunVrJCQkoEuXLrhw4QIqVaqUHzESERERFXqFau7Foo59uoiIiAqffOvTFRQUhC1btqiVb9myBevWrdN2d0RERETFgtZJV0BAAOzt7dXKHRwcMG/ePJ0ERURERFTUaJ10RUZGws3NTa3cxcUF9+/f10lQREREREWN1kmXg4MDLl++rFZ+6dIl5XyGRERERKRK66Sre/fuGDVqFA4dOoSMjAxkZGTg4MGDGD16NLp3754fMRIREREVelqP0zVnzhxERkbi448/hrGxYnO5XI7evXuzTxcRERFRDt55yIhbt27h0qVLsLCwgJeXF1xcXHQdW7HDISOIiIgKH01/v7Vu6cpUtWpVVK1a9V03JyIiIipWtE66MjIysHbtWoSEhCA6OhpyuVxl/cGDB3UWHBEREVFRoXXSNXr0aKxduxbt27fHBx98AIlEkh9xERERERUpWiddmzZtwh9//IF27drlRzxERERERZLWQ0aYmpqicuXK+RELERERUZGlddI1btw4LF68GJwnm4iIiEhzWl9ePH78OA4dOoS9e/fC09MTJiYmKuu3bdums+CIiIiIigqtk64SJUrA19c3P2IhIiIiKrK0TrqCgoLyIw4iIiKiIk3rPl0AkJ6ejgMHDmDlypV4/fo1AODx48eIj4/XaXBERERERYXWLV2RkZHw8fHB/fv3kZKSgtatW8PGxgYLFixAcnIyAgMD8yNOIiIiokJN65au0aNHo169enj16hUsLCyU5b6+vggJCdFpcERERERFxTvdvXjixAmYmpqqlLu4uODRo0c6C4yIiIioKNG6pUsulyMjI0Ot/OHDh7CxsdFJUERERERFjdZJV+vWrbFo0SLlskQiQXx8PGbMmMGpgYiIiIhyIBFaDi3/6NEjtGzZElKpFLdv30a9evVw+/Zt2Nvb4+jRo3BwcMivWIu8uLg4yGQyxMbGwtbWVt/hEBERkQY0/f3Wuk9X2bJlcfHiRWzatAnnzp2DXC7HgAED8OWXX6p0rCciIiKiN7Rq6UpLS0O1atWwe/dueHh45GdcxRJbuoiIiAofTX+/terTZWJigpSUFEgkkvcOkIiIiKg40boj/ciRIzF//nykp6fnRzxERERERZLWfbpOnTqFkJAQ/PPPP/Dy8oKVlZXK+m3btuksOCIiIqKiQuukq0SJEujatWt+xEJERERUZGmddAUFBeVHHERERERFmtZ9ugAgPT0dBw4cwMqVK/H69WsAwOPHjxEfH6/T4IiIiIiKCq1buiIjI+Hj44P79+8jJSUFrVu3ho2NDRYsWIDk5GQEBgbmR5xEREREhZrWLV2jR49GvXr18OrVK5XBUH19fRESEqLT4IiIiIiKCq1buo4fP44TJ07A1NRUpdzFxQWPHj3SWWBERERERYnWLV1yuRwZGRlq5Q8fPoSNjY1OgiIiIiIqarROulq3bo1FixYplyUSCeLj4zFjxgy0a9dOl7ERERERFRlazb0IKO5S9Pb2hlQqxe3bt1GvXj3cvn0b9vb2OHr0KBwcHPIr1iKPcy8SEREVPpr+fmvdp8vZ2RkXL17Epk2bcO7cOcjlcgwYMABffvmlSsd6IiIiInpDo5auOnXqICQkBCVLlsTs2bMxfvx4WFpaFkR8xQpbuoiIiAofTX+/NerTFR4ejoSEBADArFmzOAgqERERkZY0Srpq1aqFfv36YdasWRBC4Pvvv8fs2bOzfeSXV69ewc/PDzKZDDKZDH5+foiJicl1GyEEZs6cCWdnZ1hYWKBFixa4du2aSp2UlBSMHDkS9vb2sLKyQqdOnfDw4UOtjy2RSNQeHCiWiIiIMml0efHmzZuYMWMG7ty5g/Pnz8PDwwPGxurdwSQSCc6fP58vgX7yySd4+PAhfv75ZwDA4MGD4erqil27duW4zfz58zF37lysXbsWVatWxZw5c3D06FHcvHlTObzFsGHDsGvXLqxduxZ2dnYYN24cXr58iXPnzkEqlWp8bIlEgqCgIPj4+CjLZDKZVv3ceHmRiIio8NH491toSSKRiKdPn2q72Xu5fv26ACBOnjypLAsLCxMAxI0bN7LdRi6XC0dHRxEQEKAsS05OFjKZTAQGBgohhIiJiREmJiZi06ZNyjqPHj0SRkZGIjg4WKtjAxDbt29/r/OMjY0VAERsbOx77YeIiIgKjqa/3xpdXqxTpw5evXoFAJgxYwasra3fLyXUUlhYGGQyGRo2bKgsa9SoEWQyGUJDQ7PdJiIiAlFRUWjTpo2yzMzMDM2bN1duc+7cOaSlpanUcXZ2xgcffKCso82xv/rqK9jb26N+/foIDAyEXC7P9bxSUlIQFxen8iAiIqKiSeuO9LNnzy7wjvRRUVHZjv/l4OCAqKioHLcBgDJlyqiUlylTRrkuKioKpqamKFmyZK51NDn2t99+iy1btuDAgQPo3r07xo0bh3nz5uV6Xv7+/sp+YjKZDOXLl8+1PhERERVeGo3TldmRvmnTpsqO9Dm1dk2fPl3jg8+cOROzZs3Ktc6ZM2cAKPpMZSWEyLb8bVnXa7JN1jqaHHvq1KnK57Vq1QKgSFDfLs9q8uTJ+Prrr5XLcXFxTLyIiIiKKI2SrrVr12LGjBnYvXs3JBIJ9u7dm2NHem2Srq+++grdu3fPtY6rqysuX76Mp0+fqq179uyZWktWJkdHRwCKlionJydleXR0tHIbR0dHpKam4tWrVyqtXdHR0WjSpImyjrbHBhSXIOPi4vD06dMc65mZmcHMzCzHfRAREVHRoVHSVa1aNWzatAkAYGRkhJCQEJ1M92Nvbw97e/s86zVu3BixsbE4ffo0GjRoAAA4deoUYmNjlclRVm5ubnB0dMT+/ftRu3ZtAEBqaiqOHDmC+fPnAwDq1q0LExMT7N+/H1988QUA4MmTJ7h69SoWLFjwzscGgAsXLsDc3BwlSpTQ7MUgIiKiIk3raYDy6hyeH9zd3eHj44NBgwZh5cqVABTDNnTo0AHVqlVT1qtevTr8/f3h6+sLiUSCMWPGYN68eahSpQqqVKmCefPmwdLSEj179gSgGNJhwIABGDduHOzs7FCqVCmMHz8eXl5eaNWqlcbH3rVrF6KiotC4cWNYWFjg0KFDmDJlCgYPHsyWLCIiIgKgYdK1c+dOfPLJJzAxMcHOnTtzrdupUyedBJbVhg0bMGrUKOWdhp06dcLSpUtV6ty8eROxsbHK5W+++QZJSUkYPnw4Xr16hYYNG+Kff/5RjtEFAD/++COMjY3xxRdfICkpCR9//DHWrl2rHKNLk2ObmJhg+fLl+PrrryGXy1GxYkXMnj0bI0aMyJfXgoiIiAofjQZHNTIyUt7FZ2SU8w2PEokEGRkZOg2wOOHgqERERIWPpr/fGrV0vX1JUR+XF4mIiIgKO43G6SIiIiKi96NVR3q5XI61a9di27ZtuHfvHiQSCdzc3PDZZ5/Bz88vz/GviIiIiIorjVu6hBDo1KkTBg4ciEePHsHLywuenp6IjIxE37594evrm59xEhERERVqGrd0rV27FkePHkVISAi8vb1V1h08eBCffvopfv31V/Tu3VvnQRIREREVdhq3dG3cuBH/+9//1BIuAGjZsiUmTZqEDRs26DQ4IiIioqJC46Tr8uXL8PHxyXH9J598gkuXLukkKCIiIqKiRuOk6+XLl7nONVimTBm8evVKJ0ERERERFTUaJ10ZGRnZTnKdSSqVIj09XSdBERERERU1GnekF0Kgb9++Oc4lmJKSorOgiIiIiIoajZOuPn365FmHdy4SERFRgZJnAJGhQPxTwLoM4NIEMJLmvZ0eaJx0BQUF5WccRERERNq5vhMIngjEPX5TZusM+MwHPDrpL64ccBogIiIiKnyu7wT+6K2acAFA3BNF+fWd+okrF0y6iIiIqHCRZyhauCCyWflfWfAkRT0DwqSLiIiICpfIUPUWLhUCiHukqGdAmHQRERFR4RL/VLf1CgiTLiIiIipcrHMerP2d6hUQJl1ERERUuLg0UdylCEkOFSSAbVlFPQPCpIuIiIgKFyOpYlgIAOqJ13/LPgEGN14Xky4iIiIqfDw6AV/8Ctg6qZbbOivKDXCcLo0HRyUiIiIyKB6dgOrti96I9EREREQGx0gKuH2k7yg0wqTLgAihGNAtLi5Oz5EQERGRpjJ/tzN/x3PCpMuAvH79GgBQvnx5PUdCRERE2nr9+jVkMlmO6yUir7SMCoxcLsfjx49hY2MDiSSn22B1Iy4uDuXLl8eDBw9ga2ubr8cyJMX1vIHie+7F9byB4nvuPO/idd6A/s9dCIHXr1/D2dkZRkY536PIli4DYmRkhHLlyhXoMW1tbYvdHydQfM8bKL7nXlzPGyi+587zLn70ee65tXBl4pARRERERAWASRcRERFRAWDSVUyZmZlhxowZMDMz03coBaq4njdQfM+9uJ43UHzPneddvM4bKDznzo70RERERAWALV1EREREBYBJFxEREVEBYNJFREREVACYdBEREREVACZdRZS/vz8kEgnGjBmjLBNCYObMmXB2doaFhQVatGiBa9euqWyXkpKCkSNHwt7eHlZWVujUqRMePnxYwNFr79GjR+jVqxfs7OxgaWmJWrVq4dy5c8r1RfHc09PTMXXqVLi5ucHCwgIVK1bE7NmzIZfLlXWKynkfPXoUHTt2hLOzMyQSCXbs2KGyXlfn+erVK/j5+UEmk0Emk8HPzw8xMTH5fHY5y+2809LSMHHiRHh5ecHKygrOzs7o3bs3Hj9+rLKPwnjeQN7v+duGDBkCiUSCRYsWqZQXxnPX5LzDw8PRqVMnyGQy2NjYoFGjRrh//75yfWE8byDvc4+Pj8dXX32FcuXKwcLCAu7u7lixYoVKHYM/d0FFzunTp4Wrq6uoUaOGGD16tLI8ICBA2NjYiK1bt4orV66Ibt26CScnJxEXF6esM3ToUFG2bFmxf/9+cf78eeHt7S1q1qwp0tPT9XAmmnn58qVwcXERffv2FadOnRIRERHiwIED4t9//1XWKYrnPmfOHGFnZyd2794tIiIixJYtW4S1tbVYtGiRsk5ROe+///5bTJkyRWzdulUAENu3b1dZr6vz9PHxER988IEIDQ0VoaGh4oMPPhAdOnQoqNNUk9t5x8TEiFatWonNmzeLGzduiLCwMNGw4f/bu/+omPL/D+DP9FMm0y810jazQlFJihbtdliUH7tsG4OWOo5zOBbVSVjrHKzj566sOn5suxaLFZbd0+JQSIXo7ExjiyVpWGxpF6dFvybz+v6xx/1+ppraHxnN9XqcM3/c933dO+/nxPXynrlTKAUHBxucwxxzE7X9M3/u+++/p8DAQPLw8KBNmzYZ7DPH7G3lLisrI2dnZ0pOTia1Wk03b96ko0eP0v3794Uac8xN1Hb2WbNmkbe3N+Xk5JBWq6UvvviCLC0t6YcffhBqOnp2brpE5vHjx9S7d2/Kzs6m8PBwoenS6/Ukk8lo3bp1Qm1dXR1JpVLavn07Ef11Ebe2tqaMjAyh5t69e9SpUyc6ceKESXP8E4sXL6awsDCj+8Wafdy4cTRz5kyDsaioKPrggw+ISLy5m16M2yvn1atXCQBdvHhRqCkoKCAAdO3atRecqm2tNR7PFRYWEgC6ffs2EYkjN5Hx7Hfv3qUePXpQSUkJyeVyg6ZLDNlbyq1UKoW/4y0RQ26ilrP7+fnRJ598YjA2cOBAWrZsGRGZR3Z+e1FkPvzwQ4wbNw4jR440GNdqtaisrMTo0aOFMVtbW4SHh+PChQsAAJVKBZ1OZ1Dj4eEBf39/oaYjyszMREhICCZNmgQ3NzcEBQXhyy+/FPaLNXtYWBhOnz6N0tJSAMDly5dx7tw5jB07FoB4czfVXjkLCgoglUoRGhoq1LzxxhuQSqVm81pUV1fDwsICjo6OAMSdW6/XY/r06UhOToafn1+z/WLMrtfrcezYMfTp0wcRERFwc3NDaGiowdtwYsz9XFhYGDIzM3Hv3j0QEXJyclBaWoqIiAgA5pGdmy4RycjIgFqtxtq1a5vtq6ysBAC4u7sbjLu7uwv7KisrYWNjAycnJ6M1HVF5eTm2bduG3r174+TJk5gzZw4WLFiAb775BoB4sy9evBhTp06Fr68vrK2tERQUhISEBEydOhWAeHM31V45Kysr4ebm1uz8bm5uZvFa1NXVYcmSJZg2bZrwC3/FnHv9+vWwsrLCggULWtwvxuxVVVV48uQJ1q1bh8jISGRlZeG9995DVFQUcnNzAYgz93Opqano168fPD09YWNjg8jISGzduhVhYWEAzCO71Qt/BmYSd+7cQXx8PLKysmBnZ2e0zsLCwmCbiJqNNfV3al4mvV6PkJAQrFmzBgAQFBSEK1euYNu2bZgxY4ZQJ7bsBw4cwN69e/Htt9/Cz88PGo0GCQkJ8PDwQGxsrFAnttzGtEfOlurN4bXQ6XSYMmUK9Ho9tm7d2ma9uedWqVTYvHkz1Gr1P56jOWd/fpPMhAkTkJiYCAAYMGAALly4gO3btyM8PNzoseac+7nU1FRcvHgRmZmZkMvlyMvLw9y5c9G9e/dm7+78r46UnVe6REKlUqGqqgrBwcGwsrKClZUVcnNzkZqaCisrK2EVoGknX1VVJeyTyWRoaGjAo0ePjNZ0RN27d0e/fv0Mxvr27SvczSOTyQCIL3tycjKWLFmCKVOmICAgANOnT0diYqKw0inW3E21V06ZTIb79+83O//vv//eoV8LnU6HyZMnQ6vVIjs7W1jlAsSbOz8/H1VVVfDy8hKud7dv30ZSUhIUCgUAcWZ3dXWFlZVVm9c7seUGgNraWixduhQpKSl455130L9/f8ybNw9KpRKfffYZAPPIzk2XSLz99tsoLi6GRqMRHiEhIYiJiYFGo0HPnj0hk8mQnZ0tHNPQ0IDc3FwMHToUABAcHAxra2uDmoqKCpSUlAg1HdGwYcNw/fp1g7HS0lLI5XIAwOuvvy7K7DU1NejUyfCvsKWlpfC/YbHmbqq9cg4ZMgTV1dUoLCwUai5duoTq6uoO+1o8b7hu3LiBU6dOwcXFxWC/WHNPnz4dP//8s8H1zsPDA8nJyTh58iQAcWa3sbHBoEGDWr3eiTE38NefdZ1O1+o1zyyyv/CP6rOX5n/vXiT667Z6qVRKR44coeLiYpo6dWqLt9V7enrSqVOnSK1W04gRIzrc1wc0VVhYSFZWVrR69Wq6ceMG7du3j+zt7Wnv3r1CjRizx8bGUo8ePYSvjDhy5Ai5urrSokWLhBqx5H78+DEVFRVRUVERAaCUlBQqKioS7tJrr5yRkZHUv39/KigooIKCAgoICHipt9G3llun09G7775Lnp6epNFoqKKiQnjU19cL5zDH3ERt/8ybanr3IpF5Zm8r95EjR8ja2prS09Ppxo0blJaWRpaWlpSfny+cwxxzE7WdPTw8nPz8/CgnJ4fKy8tp586dZGdnR1u3bhXO0dGzc9MlYk2bLr1eT8uXLyeZTEa2trb01ltvUXFxscExtbW1NG/ePHJ2dqbOnTvT+PHj6ddffzXxzP+5H3/8kfz9/cnW1pZ8fX0pPT3dYL8Ys//5558UHx9PXl5eZGdnRz179qSPP/7Y4B9cseTOyckhAM0esbGxRNR+OR88eEAxMTHk4OBADg4OFBMTQ48ePTJRyuZay63ValvcB4BycnKEc5hjbqK2f+ZNtdR0mWP2v5N7x44d1KtXL7Kzs6PAwECD76kiMs/cRG1nr6iooLi4OPLw8CA7Ozvy8fGhjRs3kl6vF87R0bNbEBG92LU0xhhjjDHGn+lijDHGGDMBbroYY4wxxkyAmy7GGGOMMRPgposxxhhjzAS46WKMMcYYMwFuuhhjjDHGTICbLsYYY4wxE+CmizFmtlasWIEBAwa87GmYtYaGBvTq1Qvnz59vs7a+vh5eXl5QqVQmmBlj4sNNF2OsQ7KwsGj1ERcXh4ULF+L06dMvZX6HDx9GaGgopFIpHBwc4Ofnh6SkJGG/uTSE6enpkMvlGDZsWJu1tra2WLhwIRYvXmyCmTEmPtx0McY6pIqKCuHx+eefo2vXrgZjmzdvhkQiafZLnk3h1KlTmDJlCqKjo1FYWAiVSoXVq1ejoaHB5HP5r9LS0jBr1qy/XR8TE4P8/Hz88ssvL3BWjIkTN12MsQ5JJpMJD6lUCgsLi2ZjTVeT4uLiMHHiRKxZswbu7u5wdHTEypUr0djYiOTkZDg7O8PT0xNff/21wXPdu3cPSqUSTk5OcHFxwYQJE3Dr1i2jczt69CjCwsKQnJwMHx8f9OnTBxMnTkRaWhoAYNeuXVi5ciUuX74srMzt2rULAJCSkoKAgAB06dIFr732GubOnYsnT54I5961axccHR1x9OhR+Pj4wN7eHtHR0Xj69Cl2794NhUIBJycnzJ8/H8+ePROOUygUWLVqFaZNmwaJRAIPDw9hPsao1WqUlZVh3LhxwlhDQwPmzZuH7t27w87ODgqFAmvXrhX2u7i4YOjQodi/f3+r52aMNcdNF2NMVM6cOYPffvsNeXl5SElJwYoVKzB+/Hg4OTnh0qVLmDNnDubMmYM7d+4AAGpqajB8+HBIJBLk5eXh3LlzkEgkiIyMNLpyJZPJcOXKFZSUlLS4X6lUIikpCX5+fsLKnFKpBAB06tQJqampKCkpwe7du3HmzBksWrTI4PiamhqkpqYiIyMDJ06cwNmzZxEVFYXjx4/j+PHj2LNnD9LT0/Hdd98ZHPfpp5+if//+UKvV+Oijj5CYmIjs7Gyjr1VeXh769OmDrl27CmOpqanIzMzEwYMHcf36dezduxcKhcLguMGDByM/P9/oeRljRpjk12ozxth/sHPnTpJKpc3Gly9fToGBgcJ2bGwsyeVyevbsmTDm4+NDb775prDd2NhIXbp0of379xMR0Y4dO8jHx4f0er1QU19fT507d6aTJ0+2OJ8nT57Q2LFjCQDJ5XJSKpW0Y8cOqqurMzo3Yw4ePEguLi4GWQFQWVmZMDZ79myyt7enx48fC2MRERE0e/ZsYVsul1NkZKTBuZVKJY0ZM8boc8fHx9OIESMMxubPn08jRowweD2a2rx5MykUijazMcYM8UoXY0xU/Pz80KnT/1/a3N3dERAQIGxbWlrCxcUFVVVVAACVSoWysjI4ODhAIpFAIpHA2dkZdXV1uHnzZovP0aVLFxw7dgxlZWVYtmwZJBIJkpKSMHjwYNTU1LQ6v5ycHIwaNQo9evSAg4MDZsyYgQcPHuDp06dCjb29Pby9vQ0yKBQKSCQSg7HnGZ4bMmRIs+3WPntVW1sLOzs7g7G4uDhoNBr4+PhgwYIFyMrKanZc586d28zJGGuOmy7GmKhYW1sbbFtYWLQ4ptfrAQB6vR7BwcHQaDQGj9LSUkybNq3V5/L29sasWbPw1VdfQa1W4+rVqzhw4IDR+tu3b2Ps2LHw9/fH4cOHoVKpsGXLFgCATqf71xlaY2FhYXSfq6srHj16ZDA2cOBAaLVarFq1CrW1tZg8eTKio6MNah4+fIhu3bq1+dyMMUNWL3sCjDH2Mg0cOBAHDhyAm5ubwWeb/imFQgF7e3thxcrGxsbgg+4A8NNPP6GxsREbN24UVuMOHjz47yffxMWLF5tt+/r6Gq0PCgrCtm3bQEQGzVnXrl2hVCqhVCoRHR2NyMhIPHz4EM7OzgCAkpISBAUFtdu8GXtV8EoXY+yVFhMTA1dXV0yYMAH5+fnQarXIzc1FfHw87t692+IxK1aswKJFi3D27FlotVoUFRVh5syZ0Ol0GDVqFIC/mjCtVguNRoM//vgD9fX18Pb2RmNjI9LS0lBeXo49e/Zg+/bt7Zbl/Pnz2LBhA0pLS7FlyxYcOnQI8fHxRuuHDx+Op0+f4sqVK8LYpk2bkJGRgWvXrqG0tBSHDh2CTCaDo6OjUJOfn4/Ro0e327wZe1Vw08UYe6XZ29sjLy8PXl5eiIqKQt++fTFz5kzU1tYaXfkKDw9HeXk5ZsyYAV9fX4wZMwaVlZXIysqCj48PAOD9999HZGQkhg8fjm7dumH//v0YMGAAUlJSsH79evj7+2Pfvn0GX8fwXyUlJUGlUiEoKAirVq3Cxo0bERERYbTexcUFUVFR2LdvnzAmkUiwfv16hISEYNCgQbh16xaOHz8urMwVFBSgurq62VuOjLG2WRARvexJMMYY+28UCgUSEhKQkJDwj44rLi7GyJEjhZsJ2jJp0iQEBQVh6dKl/3KmjL26eKWLMcZeYQEBAdiwYUOrXwb7XH19PQIDA5GYmPjiJ8aYCPEH6Rlj7BUXGxv7t+psbW2xbNmyFzwbxsSL315kjDHGGDMBfnuRMcYYY8wEuOlijDHGGDMBbroYY4wxxkyAmy7GGGOMMRPgposxxhhjzAS46WKMMcYYMwFuuhhjjDHGTICbLsYYY4wxE+CmizHGGGPMBP4PGQpbyIxi2+IAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 72745\n", + "energy change is 3.7660000000014406\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 72745 is 3.7660000000014406\n", + "plotting for run 72773\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 7429\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 7428\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 1354.0\n", + "daq on at time 1519.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 34.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "34.5 188\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "34.5 7430\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 72773\n", + "energy change is 8.728000000000975\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 72773 is 8.728000000000975\n", + "plotting for run 72816\n", + "Total number of nudges this run is [5]\n", + "Nudge list is [4 5]\n", + "Nudge has backlash count BacklashNudge\n", + "False 3193\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 3191\n", + "True 5\n", + "Name: count, dtype: int64\n", + "Nudge number 4 occurs at time 97.0\n", + "Nudge number 5 occurs at time 111.0\n", + "daq on at time 219.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 34.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "34.5 182\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "34.5 3196\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [5] nudges for run 72816\n", + "energy change is 17.200000000000728\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 72816 is 8.600000000000364\n", + "plotting for run 73073\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 2510\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 2509\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 333.0\n", + "daq on at time 143.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 34.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "34.5 200\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "34.5 2511\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 73073\n", + "energy change is 9.9325000000008\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 73073 is 9.9325000000008\n", + "plotting for run 73088\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 2477\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 2475\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 2198.0\n", + "Nudge number 3 occurs at time 2202.0\n", + "daq on at time 469.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 34.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "34.5 1626\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "34.5 2478\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 73088\n", + "energy change is 17.774999999999636\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 73088 is 8.887499999999818\n", + "plotting for run 73188\n", + "Total number of nudges this run is [5]\n", + "Nudge list is [4 5]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6412\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6410\n", + "True 5\n", + "Name: count, dtype: int64\n", + "Nudge number 4 occurs at time 349.0\n", + "Nudge number 5 occurs at time 367.0\n", + "daq on at time 464.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 34.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "34.5 173\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + " 34.5 6352\n", + "-10.5 63\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [5] nudges for run 73188\n", + "energy change is 19.292500000001382\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 73188 is 9.646250000000691\n", + "plotting for run 73214\n", + "Total number of nudges this run is [7]\n", + "Nudge list is [6 7]\n", + "Nudge has backlash count BacklashNudge\n", + "False 7329\n", + "True 5\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 7327\n", + "True 7\n", + "Name: count, dtype: int64\n", + "Nudge number 6 occurs at time 773.0\n", + "Nudge number 7 occurs at time 788.0\n", + "daq on at time 858.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 34.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "34.5 146\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + " 34.5 7191\n", + "-10.5 143\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [7] nudges for run 73214\n", + "energy change is 16.813333333335322\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 73214 is 8.406666666667661\n", + "plotting for run 72105\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6700\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6699\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 192.0\n", + "daq on at time 270.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 139\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 6701\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 72105\n", + "energy change is 9.293999999999869\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 72105 is 9.293999999999869\n", + "plotting for run 72142\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [1 2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6559\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6556\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 50.0\n", + "Nudge number 2 occurs at time 74.0\n", + "Nudge number 3 occurs at time 93.0\n", + "daq on at time 200.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 200\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 6559\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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I6UGdzUmZtGLFClSsWBHz58/nmnicnZ3x+PFjqS+XxMREREREqCyOrVu3wsHBAd98843c9ZKaqHPnzuHgwYPo3LnzV+3Pzs4OoaGhMrfOnTvDwMAAoaGhWLJkCVdekkQ9f/4cp06dQoMGDb5q/4URCoX44YcfkJiYiBkzZsgts3XrVhgYGGDgwIFy1/v6+uLhw4dSV3zl5uZi165daNasGVfL5ezsjMaNG3M3V1dXpeP19vaGgYEBtm/fLrVcMnhiz549C318TEwMLl26JNNcI28/8l4zW1tbNG/eHKGhodyPgbwkTaDDhw+Xu11nZ2fEx8dLXSGWnZ2NkydPFhpPSfH19UVqaioOHjwotXzHjh1wcHDgktOIiAjExcWhd+/ecrfD4/FQo0YNuLm5QSgUYs2aNahfv75UIqXo+0LTWrZsiSFDhuD48eNyxwMjpRPVSJEyqWLFipg1axamT5+OPXv2YNCgQRg8eDA2b96MQYMGYeTIkUhMTMSKFSsKrL7/WleuXMH9+/cxe/bsAvvnfPvttzhx4gTmzJkDS0tLqWYgU1NTuLu7c/cfPHiABw8eABDXiqSnp+Ovv/4CIO6Y6+7uDgMDA7lDPGzfvh18Pl9qXUZGBjp37oyoqCisXr0aubm5Uvu3trZGtWrVijxOef1P3r9/z106//nzZ25Aztu3b2PSpEkYOXKkzGPevXuHkJAQ9O3bt8BBVIcNG4YNGzbgu+++w7Jly2BjY4ONGzfi0aNHOHPmTJGxAuLO0uHh4QD+q7E4ceIErK2tYW1tzV1ZaWFhgblz52LevHmwsLDgBuRcuHAhRowYIfXadOjQAa1atUK9evW4zuYrVqwAj8fDTz/9VGg8dnZ2cpt9DQwMYGlpKff1zMzMxJ49e+Dl5cX1Wcqvb9++mD9/Pvr164dp06YhMzMTa9euVejqspLwzTffoGPHjhgzZgxSUlJQvXp17N27FyEhIdi1axf3mfjrr79Qp04duVey/fjjj2jTpg0sLS3x/PlzrF27Fm/evOFeP4mSeF8o48aNG3IH5HR3dy/yfPLTTz9h//79mDdvnkpiIxqgofGrCCkRhQ2EmJGRwapUqcJq1KjBDf63Y8cO5ubmxgwMDJi7uzvbv38/8/PzkxrcMiYmhgFgP//8s8w2AbAFCxYoFNvIkSMZj8djz549K7AMgAJvrVu3liorGQxQ3q2omOQNOCg5zoJufn5+RR6jtbU16927d4HHpKOjw0xNTVndunXZqFGjWGRkZIHbCggIYADYuXPnCt1nXFwcGzJkCLOwsGAGBgasefPm7PTp00XGKhEaGqrwc84YY2vWrGE1a9Zkenp6rEqVKmzBggUsOztbqszEiROZu7s7MzExYQKBgDk4OLBBgwaxR48eKRxXfoUNyLl7926FBpz9999/Wf369ZmhoSGrWrUqW79+Pfc+ygtyBo8s6HMgef4OHDhQ5DF8/vyZjR8/ntnZ2TE9PT1Wr149tnfvXqkyjo6OBb5/fXx8mL29PdPV1WV2dnbM39+fvXjxQm7Zr3lfFDQgZ36FfQYBSO1P3nMqMW3aNAaAhYeHM8ZKbkBXohk8xoq4hIYQQuRITEyEjY0NpkyZghUrVmg6HFIKXb16Fc2aNcOdO3eKvAKQEG1FTXuEEKV8+PABN2/exPr16wFAqTG1CMmradOmRQ6HQYi2o87mhBClHD9+HN26dUNMTAz27NmDhg0bajokQgjRGGraI4QQQggpJqqRIoQQQggpJkqkCCGEEEKKiRIpQgghhJBioqv2VEgkEuHdu3cwMTFRavJYQgghhGgO+zKYsIODQ5HTPFEipULv3r2Do6OjpsMghBBCSDG8fv1a7rygeVEipUKSiVJfv36tsmlIyqW0NEAyd9a7d0CFCpqN52tp+/Foe3yElENpaWncHILv3r1DBfpclqiUlBQ4OjoqNOE5JVIqJGnOMzU1pUSqJBkaAsHB4v+trAA5M9+XKtp+PNoeHyHlUN75O01NTSmRUhFFuuXQOFIqlJKSAjMzMyQnJ1MiRQghpMSkpaXB2NgYAJCamkqJVAlT5vubrtojhBBCCCmmUpdI5ebmYu7cuXBxcYGhoSGqVq2KxYsXQyQSSZWLjo5Gjx49YGZmBhMTEzRv3hyvXr3i1n///feoVq0aDA0NYW1tDR8fHzx8+FBqG58+fcLgwYNhZmYGMzMzDB48GElJSeo4TFKY3Fzg+HHxLTdX09F8PW0/Hm2PjxBCNKjU9ZFavnw5goKCsGPHDtSuXRvXr1/H0KFDYWZmhgkTJgAAnj17hhYtWmD48OFYtGgRzMzMEB0dDQMDA247jRo1wsCBA1GlShV8/PgRCxcuRKdOnRATE8O1PQ8YMABv3rxBSEgIAGDUqFEYPHgwjh49qv4DJ//JygK6dQMAfHyViqv35b+NDQwALy9AT0+dwRVDnuNBaiog0LKPpYLxCYVC5OTkqDEwogm6urpS/XMIKe9KXR+pbt26wdbWFlu3buWW9e7dG0ZGRvjjjz8AiGej19XV5e4r4s6dO/Dw8MDTp09RrVo1REdHw93dHZcvX0azZs0AAJcvX4anpycePnwIV1fXIrdJfaRUJC0N+NI3oEG9XNy6U/BJfeZMIDBQXYEVU57jQWqq9l0VV0R8jDHExcVRbW05Ym5uDjs7OxofT4Ooj5RqKfP9rWU/fYvWokULBAUF4fHjx6hZsyZu376NixcvYvXq1QDEg2AeP34c06dPR+fOnREVFQUXFxfMmjULPXv2lLvNtLQ0BAcHw8XFhRv3KTIyEmZmZlwSBQDNmzeHmZkZIiIi5CZSWVlZyMrK4u6npKSU3IETGVnQw+274tbp+vWBvGOmJScDz54B589rJrbyRJJE2djYwMjIiL5cyzDGGNLT0xEfHw8AsLe313BEhGheqUukZsyYgeTkZNSqVQt8Ph9CoRABAQHo378/ACA+Ph6pqalYtmwZlixZguXLlyMkJAS9evVCaGgoWrduzW1r48aNmD59OtLS0lCrVi2cPn0ael/ageLi4mBjYyOzfxsbG8TFxcmNLTAwEIsWLVLBURN5XsIJjPFgZATcvAnk/f6+fx+oUwe4cwcQiaSTLFJyhEIhl0RZWlpqOhyiBoaGhgDE51obGxtq5iPlXqn7etm/fz927dqFPXv24ObNm9ixYwd++eUX7NixAwC4Tuc+Pj6YNGkS6tevj5kzZ6Jbt24ICgqS2tbAgQMRFRWF8PBw1KhRA3369EFmZia3Xt4va8ZYgb+4Z82aheTkZO72+vXrkjpsIsdzVAUAVK0qnUQBgKuruG9UaioQE6OB4MoJSZ8oIyMjDUdC1EnyelOfOEJKYY3UtGnTMHPmTPTr1w8AULduXbx8+RKBgYHw8/ODlZUVBAIB3N3dpR7n5uaGixcvSi2TXI1Xo0YNNG/eHBUrVsShQ4fQv39/2NnZ4f379zL7//DhA2xtbeXGpq+vD319/RI6UlKUGLgAAFxcZNcJBEDt2kBUlLhWqlo1NQdXzlBzXvlCrzch/yl1NVLp6ekyEwjy+XyuJkpPTw9NmjTBo0ePpMo8fvwYTk5OhW6bMcb1cfL09ERycjKuXr3Krb9y5QqSk5Ph5eVVEodCvlLeGil5PDzEf2/fVlNAhBBCyh211Ui9fv0aL168QHp6OqytrVG7du1i1d50794dAQEBqFKlCmrXro2oqCisWrUKw4YN48pMmzYNffv2RatWrdC2bVuEhITg6NGjCAsLAwA8f/4c+/fvR6dOnWBtbY23b99i+fLlMDQ0RJcuXQCIa7C8vb0xcuRIbN68GYB4+INu3bopdMUeUSE9PWD9ejzf4g3cLgOJ1Jfj4f7XNtoenxby9/dHUlISDh8+rOlQCCGqxlToxYsXbObMmczJyYnp6OgwHo/H3fT19VmHDh3Yn3/+yYRCocLbTElJYRMmTGBVqlRhBgYGrGrVqmzOnDksKytLqtzWrVtZ9erVmYGBAfPw8GCHDx/m1r19+5Z98803zMbGhunq6rLKlSuzAQMGsIcPH0ptIzExkQ0cOJCZmJgwExMTNnDgQPbp0yeFY01OTmYAWHJyssKPIYpr0IAxgLEjR+SvP3tWvN7FRb1xlScZGRnswYMHLCMjQ9OhKM3Pz48BYIGBgVLLDx06xL721Ojn58d8fHy+ahvarDS/7mVFamoqA8AAsNTUVE2HU+Yo8/2tsnGkJkyYgODgYHTq1Ak9evRA06ZNUalSJRgaGuLjx4+4d+8eLly4gL1790IgECA4OBhNmjRRRSgaQ+NIqQ5jgLk5kJIC3Lsn7g+VX2KieI5dQDwcAr0EJS8zMxMxMTFwcXGRGvC2NPD398f+/fthYGCA58+fo2LFigCAw4cPw9fXF19zaizrNVKl+XUvK2gcKdXSirn29PT08OzZM/z1118YMmQIatWqBRMTEwgEAtjY2KBdu3ZYsGABHj58iBUrVuDly5eqCoWUNUIhPh29CMkwXfI6mwOApSVQqZL4/7t31RNasQiFQFiY+CYUajoaWdoe31fo0KED7OzsEFjAqK0LFy5E/fr1pZatXr0azs7O3H2hUIjJkyfD3NwclpaWmD59ukwS9vnzZwwcOBAVKlSAvb09fv31V7Rp0wYTJ07kymRnZ2P69OmoVKkSKlSogGbNmnHdEQgh2ktlidTPP/8Ma2trhcp26dIF3377rapCIWVNZiZifMTTAdnaiFDYlfelop9UZibQtq34lmf4Da1R3PjS0gq+5d9OYWUzMoouW0x8Ph9Lly7FunXr8ObNm2JtY+XKldi2bRu2bt2Kixcv4uPHjzh06JBUmcmTJ+PSpUs4cuQITp8+jQsXLuDmzZtSZYYOHYpLly5h3759uHPnDr777jt4e3vjyZMnxT4+QojqqbSzef369TFixAgMHDiQqzYnpCRwV+y5FN78Uq8e8O+/wI4dwLt3sutr1AD8/FQRIeGmlZGnSxfxJMgSNjZAerr8sq1bi2vDJJydgYQE6TJf0Qzn6+uL+vXrY8GCBVJTTylq9erVmDVrFnr37g0ACAoKwsmTJ7n1nz9/xo4dO7Bnzx60b98eABAcHAwHBweuzLNnz7B37168efOGWz516lSEhIQgODgYS5cuLfbxEUJUS6WJVLNmzTB37lxMmzYNPXv2xIgRI7gTCSFfg0uknAv/Am3USPz36lXxTZ4GDcQJFym/li9fjnbt2mHKlClKPS45ORmxsbHw9PTklgkEAjRu3Jhr3nv+/DlycnLQtGlTroyZmZnU1b83b94EYww1a9aU2n5WVhaNGE+IllNpIrV582asWbMGBw4c4DqeOzo6YtiwYfD390eVKlVUuXtShv2XSIkKLdezJ7B0KRAbK7vu0CHgzRvg8WNKpFQiNbXgdfmnFfkyd5tc+ef3efGi2CEVpFWrVujcuTNmz54Nf3//PLvWkenvpOxo3pLH5x/EMu92RSIR+Hw+bty4ITPlinFhNXuEEI1T+ThSBgYGGDx4MAYPHoyYmBiuL8HixYvRvn17DB8+HH369FF1GKSM4UY1L6JGSiAAZs2Sv+7DB2DfPuDVq5KOjgAAlLmKSFVllbBs2TLUr19fqlbI2toacXFxUlND3bp1i1tvZmYGe3t7XL58Ga1atQIA5Obm4saNG2jYsCEAoFq1atDV1cXVq1e5SdFTUlLw5MkTbu7PBg0aQCgUIj4+Hi1btlTJ8RFCVEOtI5u7uLjgp59+wosXL7Bv3z5cv36dm2yYEGUoWiNVGMlA95RIEUA83dTAgQOxbt06blmbNm3w4cMHrFixAs+ePcOGDRtw4sQJqcdNmDABy5Ytw6FDh/Dw4UOMHTsWSUlJ3HoTExP4+flh2rRpCA0Nxf379zFs2DDo6OhwyVnNmjUxcOBADBkyBH///TdiYmJw7do1LF++HP/++69ajp8QUjxqnyImNDQUfn5+8Pf3h1AoxMiRI9UdAiklzp8HrK0Bff18NwsjPEN1AEV3Ni+MpGWZRt4gEj/99JNUk5ubmxs2btyIDRs2wMPDA1evXsXUqVOlHjNlyhQMGTIE/v7+8PT0hImJCXx9faXKrFq1Cp6enujWrRs6dOiA//3vf3Bzc5Magyk4OBhDhgzBlClT4Orqih49euDKlStcLRYhRDupbEDOvF69eoXt27dj+/btePHiBVq2bInhw4fju+++g6Ghoap3rzE0IOfXmTABWLu24PV17D7gdowZdAyKN23JsWNA9+5Aw4bAjRvFDLIkZGcDa9aI/58wQfumYSkkPhqYsXjS0tJQqVIlrFy5EsOHD9d0OEqj113zaEBO1VLm+1ulfaT27NmD4OBghIaGwtbWFkOGDMHw4cNRvXp1Ve6WlBFPn4r/Ll8ODBggu97Ozho6X/EOltRIabxpT08PmDZNw0EUQtvjKwWioqLw8OFDNG3aFMnJyVi8eDEAwMfHR8OREUK+lkoTKX9/f3Tt2hWHDx9Gly5doJP/6htCCvHsmfhv48ZA5colv31JH6mEBPEQRoUN7EnI1/rll1/w6NEj6OnpoVGjRrhw4QKsJHMYEUJKLZUmUm/evIGNjY0qd0E0gDHgjz/kD3AJiJOegQOBfFd7K0UoBJ4/F/9frZqclZJRoRs2lL2UXkFmZuL591JSxLVStWoVP96vUkLHozLaHl8p0KBBA9zQaPsxIURVVJpI5U2i/vjjDwQFBSEmJgaRkZFwcnLC6tWr4eLiUuaqtzds2IANGzZAWMbmJZPYtAkYN67wMtbWQOfOxd/H69dATo64VUmmNiozE5AMbpia+lWXw1epIp70WKOJVAkej0poe3yEEKJBamlr27RpEyZPnowuXbogKSmJSzDMzc2xevVqdYSgVuPGjcODBw9w7do1TYdS4t68AWbOFP/ftSswbJj07cvQOfjrr6/bj6RZz8VFtRUgWtNPihBCSKmk8gE5AWDdunXYsmULevbsiWXLlnHLGzduLHMpMdEu8fFAbu5/98eNAz5/Bpo3B/75RzbJOXMG6NgROHIECAoqfhIk6Wiu6usSKJEihBDyNdSSSMXExKBBgwYyy/X19ZH2FTO3E9WaM0c8vUp+urrAli3yk6TWrcV9j+LjgcuXgf/9r3j7liRSMv2jSpikwzmNJUUIIaQ41NK05+LiIjWtgsSJEyfg7u6ujhCIkhgDtm8X/8/ni6daEQgAAwNxclWnjvzH6eoC3bqJ/z90qPj7lzTtUY0UIYQQbaaWGqlp06Zh3LhxyMzMBGMMV69exd69exEYGIjff/9dHSEQJUVHi6/KMzAAPn0S/1VUz57A7t3A4cPAzz8X7+o9atojhBBSGqglkRo6dChyc3Mxffp0pKenY8CAAahUqRLWrFmDfv36qSMEoqTTp8V/W7VSLokCAG9v8VQuz56JB9LM/3geD/j2W6BLF/mPZ+y/GilVN+1JEqnXrwGRCKChzgghhChDLYkUAIwcORIjR45EQkICRCIRjS+l5U6dEv/t2FH5xxobA998I66R2rdPfpkDB8TjRFlby66LixMPkKmjAzg7y3mwri6wYMF//38FBwdx02VOjni/Dg5ftbniKcHjUQltj6+Y4uPjMW/ePJw4cQLv379HxYoV4eHhgYULF8LT01OhbSxcuBCHDx+W23Uhf7lFixbJLHd1dcXDhw+LEz4hREuoLZGSoJF8tV92NhAeLv6/OIkUAGzYIK7NysmRXbdzJ3D/PhAYCKxaJbte0qxXpUoB087p6QELFxYvsHwEAqBSJXHT3rZtQNWq0uv5fKBTJ6BixRLZnXwleDwqoe3xFVPv3r2Rk5ODHTt2oGrVqnj//j3Onj2Ljx8/qmR/tWvXxpkzZ6SWCQSqPQVnZ2dDT9vmbiSkrGEq9PTpUzZ06FDuvqOjI6tYsSJ3s7KyYg8fPlRlCBqVnJzMALDk5GRNh6KUsDDGAMZsbRkTCkt++ydPirevr8/Yq1ey64ODxes7dCj5fcvTqpV4fwXdqlRhLDZWPbGUNhkZGezBgwcsIyND06Eo5dOnTwwACwsLK7RcUlISGzlyJLO2tmYmJiasbdu27NatW4wxxoKDgxkAqVtwcLDc7SxYsIB5eHgUui8nJycWEBDAhg4dyoyNjZmjoyPbvHmzVJk3b96wPn36MHNzc2ZhYcF69OjBYmJiuPV+fn7Mx8eHLV26lNnb2zMnJyfGGGOXLl1iHh4eTF9fnzVq1IgdOnSIAWBRUVFMJBKxatWqsZ9//llqX3fv3mU8Ho89ffpUJtbS+rqXJampqdz7LjU1VdPhlDnKfH+r9OfQunXrYGdnx93/9OkT5s+fzzXr7d+/H7/++iuCgoJUGQZRkqRZr0MH1fQZ6thRPExCeDgwaJB4TKq8IiPFfwvsHyUSiXvDA4Cb21cHOW8e8Msv0uNlSTx4IK6t8vEBQkNVNB9fCR9PiStmfGnZBQ9twtfhw0BgoFBZHZ4ODHUNCy1bQU+50daNjY1hbGyMw4cPo3nz5tDX15cpwxhD165dYWFhgX///RdmZmbYvHkz2rdvj8ePH6Nv3764d+8eQkJCuJomMzMzpeLIb+XKlfjpp58we/Zs/PXXXxgzZgxatWqFWrVqIT09HW3btkXLli1x/vx5CAQCLFmyBN7e3rhz5w5X83T27FmYmpri9OnTYIzh8+fP6N69O7p06YI9e/bg5cuXmDhxIrdPHo+HYcOGITg4WGpcv23btqFly5aopuqOioSUdqrM6GrXrs3OnTvH3Tc2NmbPnj3j7oeFhbHq1aurMgSNKq01Uk2aiGtitm9X3T4uXSq8FghgbM2aAh6cmvpfIRX/Env8mDELC/Gu7O0Zq1FD9ta8OWMvX37FTtR4PMVSSHyF1UxgIQq8ddndRaqsUYBRgWVbB7eWKmu1wkqmTHH89ddfrGLFiszAwIB5eXmxWbNmsdu3b3Prz549y0xNTVlmZqbU46pVq8bVFClS0yQpp6OjwypUqCB1Gz58OFfGycmJDRo0iLsvEomYjY0N27RpE2OMsa1btzJXV1cmEom4MllZWczQ0JCdPHmSMSaukbK1tWVZWVlcmU2bNjFLS0up12jLli1cjRRjjL17947x+Xx25coVxhhj2dnZzNramm0v4CRANVKaRzVSqqU1NVIvX76Ei4sLd3/EiBFSv9icnZ3x5s0bVYZAlPTxI3D9uvj/4vaPUoSXF7Br139z4eZXsSIwdKjq9q+oGjXEI7h36gTExsov8+QJsHcvMGOGemMjX6d3797o2rUrLly4gMjISISEhGDFihX4/fff4e/vjxs3biA1NRWWlpZSj8vIyMAzyWWlSnB1dcWRI0eklpmYmEjdr1evHvc/j8eDnZ0d4uPjAQA3btzA06dPZR6TmZkpFU/dunWl+kU9evQI9erVg0Gey2ebSuZO/MLe3h5du3bFtm3b0LRpUxw7dgyZmZn47rvvlD5OQsoblSZSOjo6iI+Ph/OXS69+/fVXqfXv37+Hbhm6CqgsOHtWXPVQu7bqr2AbOFB803YtWohHPn/8WHbd/v3AunVAVJT649J2qbNSC1zH15EeFj9+anyBZXV40k2JLya8+Kq48jIwMEDHjh3RsWNHzJ8/HyNGjMCCBQvg7+8PkUgEe3t7hIWFyTzO3Nxc6X3p6emhehEDo+U/H/J4PIhEIgCASCRCo0aNsHv3bpnHWee5/LVCvkmlGWPg5RvMjTEms40RI0Zg8ODB+PXXXxEcHIy+ffvCSCVt2YSULSpNpCRXqeT/9SNx8uRJ1CloiGyiEZLxozp10mwc2sbaWv5QDWlp4kSqoJq18kyZfkuqKqssd3d3HD58GADQsGFDxMXFQSAQcD8G89PT0+MmYVe1hg0bYv/+/bCxsYGpqanCj6tVqxZ2796NrKwsri/YdUm1cx5dunRBhQoVsGnTJpw4cQLnz58vsdgJKctU2qt16NChCAgIwPHjx2XWHT16FMuWLcNQJdtvcnNzMXfuXLi4uMDQ0BBVq1bF4sWLuV9tEtHR0ejRowfMzMxgYmKC5s2b49WX4as/fvyIH3/8Ea6urjAyMkKVKlUwfvx4JCcnS23j06dPGDx4MMzMzGBmZobBgwcjKSlJuSehFGHs68aPKo8kU0g+eQKkpGg2FqK4xMREtGvXDrt27cKdO3cQExODAwcOYMWKFfDx8QEAdOjQAZ6enujZsydOnjyJFy9eICIiAnPnzuUSEWdnZ8TExODWrVtISEhAVlZWgfvMzc1FXFyc1O39+/cKxzxw4EBYWVnBx8cHFy5cQExMDMLDwzFhwoRCu0gMGDAAIpEIo0aNQnR0NE6ePIlffvkFAKRqqvh8Pvz9/TFr1ixUr15d4bG0CCn3VN1hq1+/fozH4zE3NzfWs2dP5uvry9zc3JiOjg777rvvlN7ekiVLmKWlJTt27BiLiYlhBw4cYMbGxmz16tVcmadPnzILCws2bdo0dvPmTfbs2TN27Ngx9v79e8aY+LLeXr16sSNHjrCnT5+ys2fPsho1arDevXtL7cvb25vVqVOHRUREsIiICFanTh3WrVs3hWMtbZ3NHz8W9yfW09POPs8cLeucXbmyOJTz54u5AS07HhnF7GyuzTIzM9nMmTNZw4YNmZmZGTMyMmKurq5s7ty5LD09nSuXkpLCfvzxR+bg4MB0dXWZo6MjGzhwIHv1ZdyOzMxM1rt3b2Zubl7k8AfIN1QCAKavr8+VcXJyYr/++qvU4zw8PNiCBQu4+7GxsWzIkCHMysqK6evrs6pVq7KRI0dy5xjJ8Af5Xbp0idWrV4/p6emxRo0asT179jAAMsPPPHv2jAFgK1asKPT5K62ve1lCnc1VS5nvbx5jchrLS9i+ffuwb98+PP7SyaRGjRro379/saaH6datG2xtbbF161ZuWe/evWFkZIQ//vgDANCvXz/o6upy9xVx4MABDBo0CGlpaRAIBIiOjoa7uzsuX76MZs2aAQAuX74MT09PPHz4EK6urkVuMyUlBWZmZkhOTlaqKl5TNm4Exo0D2rYFzp3TdDSFSEsTD58OAKmpQAXVNfUookcP4OhRYM0aYPz4gss9ewZcuyZnRWYmDIb2gzdCYJCaqPHjkVHI852ZmYmYmBi4uLhIdWYm2m337t0YOnQokpOTYWj439ASly5dQps2bfDmzRvY2toW+Hh63TUvLS0Nxl8+l6mpqTJ948jXUeb7Wy0jm/fr16/E5tRr0aIFgoKC8PjxY9SsWRO3b9/GxYsXsXr1agDiDpnHjx/H9OnT0blzZ0RFRcHFxQWzZs1Cz549C9yu5MmSjDQcGRkJMzMzLokCgObNm8PMzAwRERFyE6msrCypqv2UUtbWU2qa9XR1Acl4N1pwsULDhuJEqrAO558/i8fLSkiQt9YAwGGMb3gBa7TgeGRo2fNNlLdz505UrVoVlSpVwu3btzFjxgz06dOHS6KysrLw+vVrzJs3D3369Ck0iSKESFNZIpWWlqZUhqxo+RkzZiA5ORm1atUCn8+HUChEQEAA+vfvD0A8f1ZqaiqWLVuGJUuWYPny5QgJCUGvXr0QGhqK1q1by2wzMTERP/30E77//ntuWVxcnNz5AG1sbBAXFyc3tsDAQLnzaZUGubniASeBUpBI6ekBP/+s6Sg4kn5ShXU437JFnERZWQF5rnAHIJ6S5+JF4LcHLTEnCdC6aSi17PkmyouLi8P8+fMRFxcHe3t7fPfddwgICODW7927F8OHD0f9+vWVqsknhEB1faTs7OxYQEAAe/v2bYFlRCIRO3XqFPP29mZLly5VaLt79+5llStXZnv37mV37txhO3fuZBYWFtzAcW/fvmUAWP/+/aUe1717d9avXz+Z7SUnJ7NmzZoxb29vlp2dzS0PCAhgNWvWlClfvXp1FhgYKDe2zMxMlpyczN1ev35davpISQbItLRkLDdX09GULi9fip87gYAxeV1GsrIYq1RJXOb332XXi0SMNW0qXj9njurjLUnUV6Z8otdd86iPlGppxYCcYWFhmDt3LhYtWoT69eujcePGcHBwgIGBAT59+oQHDx4gMjISurq6mDVrFkaNGqXQdqdNm4aZM2dyTYV169bFy5cvERgYCD8/P1hZWUEgEMDd3V3qcW5ubrh48aLUss+fP8Pb2xvGxsY4dOiQ1BgudnZ2cq+o+fDhQ4HV3vr6+nKnmigNJM167duLJ+rVaiKReN4WQDyzsYanVHF0BCwtgcRE4N49oHFj6fV79gBv3wL29uIpcfLjMRFmDktAr6s22LCBYfp0HrSqS52WPd+EEKJNVJZIubq64sCBA3jz5g0OHDiA8+fPIyIiAhkZGbCyskKDBg2wZcsWdOnSBTpKnJjT09NlyvP5fG74Az09PTRp0gSPHj2SKvP48WM4OTlx91NSUtC5c2fo6+vjyJEjMh0mPT09kZycjKtXr3LjYF25cgXJycnw8vJS6rkoDSTjR2l9sx4AZGQAkhHztaCzOY8nbt47cwYYPhzIn2ffvi3+O3EiIDfPzsiAz2g7uOIBHiXVgqeneGT3/OrUEV8QoPY8Rsueb0II0SpqqCErUX5+fqxSpUrc8Ad///03s7KyYtOnT+fK/P3330xXV5f99ttv7MmTJ2zdunWMz+ezCxcuMMbElzQ3a9aM1a1blz19+pTFxsZyt9w87Vre3t6sXr16LDIykkVGRrK6deuWyeEPkpIY4/PFTUsvXmg6GgVo4XABixcXPm9gxYri51muL8ezE4OKnH/wy1tYvcrg8Afk69DrrnnUtKdaWtG0pyrr1q3DvHnzMHbsWMTHx8PBwQHff/895s+fz5Xx9fVFUFAQAgMDMX78eLi6uuLgwYNo0aIFAPGcVVeuXAEAmSkbYmJiuFGMd+/ejfHjx6PTl2G+e/TogfXr16vhKNUrNBQQCoGaNYE8lXZECdOmAXXrikcKkKdJEyDPNJNyDcIuOP77Gz5lGsqsW70aOH8euHRJPGUNIYQQ7aCWcaTKq9IyjtS4ceImox9+EE93ovW0bBypr6bA8fz6KzB5MtCtm3ioBW2Jj8YTKp/oddc8GkdKtZT5/qZeo6T0jB9VjklqoSIixH2/CSGEaAdKpMq5Fy+Ap0/FV+q1aaPpaEhB6tcHjIyAjx+Bhw81HQ0hhBAJSqTKOcnVep6e0K5L7okUXV1AMsh+vlE8SDH5+/uDx+OBx+NBV1cXtra26NixI7Zt2yYzCbpEp06dwOfzcfnyZbnrIyIi0KVLF1SsWBEGBgaoW7cuVq5cCaFQWGQ8r1+/xvDhw+Hg4AA9PT04OTlhwoQJSExM/KrjJISolloSKWdnZyxevBivJGPREK1RKpv1BAJg7FjxTVDqrpeQpeDxSJr3Ll1SU1wSZe35zsPb2xuxsbF48eIFTpw4gbZt22LChAno1q0bcnNzpcq+evUKkZGR+OGHH6Tm+pQ4dOgQWrdujcqVKyM0NBQPHz7EhAkTEBAQgH79+qGw7qjPnz9H48aN8fjxY+zduxdPnz5FUFAQzp49C09PT3z8+LHEj50QUkJUfQkhY4ytXbuWNWzYkPH5fNahQwe2d+9elpmZqY5da5S2D3+Qmyu+LB9gLCJC09GQopw8KX6tqlbVdCT/Kc2Xwfv5+TEfHx+Z5WfPnmUA2JYtW6SWL1y4kPXr149FR0czExMTqUvOU1NTmaWlJevVq5fM9o4cOcIAsH379hUYi7e3N6tcuTJLT0+XWh4bG8uMjIzY6NGjuWVOTk4sICCADR06lBkbGzNHR0e2efNmRQ+7RJTm172soOEPVEuZ72+11Ej9+OOPuHHjBm7cuAF3d3eMHz8e9vb2+OGHH3CzsAnKiErdvAl8+iS+LL9JE01HQ4rSvLl4MM7nz8WVQ+PHS98mTwbu3tV0lABjDGlpaWq/sRK6ALldu3bw8PDA33//LXVMwcHBGDRoEGrVqoWaNWvizz//5NafOnUKiYmJmCqZ3DmP7t27o2bNmti7d6/c/X38+BEnT57E2LFjuUmEJezs7DBw4EDs379f6vhWrlyJxo0bIyoqCmPHjsWYMWPwkDrPEaIRaq2n9/DwwJo1a/DLL79g48aNmDFjBjZt2oQ6depgwoQJGDp0KHg8njpDKtckzXrt2pWyFhvGxDMAA+JZgEv7e0bB4zE1BRo2BK5fBzZtkr+pBw+AkBDNxCeRnp7OXZatTiV5CXitWrVw584d7v6ZM2eQnp6Ozp07AwAGDRqErVu3YujQoQDEMycA4qmoCtqepEx+T548AWOswMe6ubnh06dP+PDhAzeRepcuXTB27FgA4oncf/31V4SFhaFWrVrFOFpCyNdQ69dnTk4ODh06hODgYJw+fRrNmzfH8OHD8e7dO8yZMwdnzpzBnj171BlSuSbpaP5lvNHSIz0d+PKFUibGkVLieLZvB/78U3YIhFevgJ07/5sST1PxlRWMMakfdVu3bkXfvn0h+PKLo3///pg2bRoePXoEV1dXqccVtD09Pb1ixwJAKp569epx//N4PNjZ2SE+Pr5Y2yeEfB21JFI3b95EcHAw9u7dCz6fj8GDB+PXX3+V+vXUqVMntGrVSh3hEIi/DyMixP+Xqo7m5Vzt2sCiRbLL794VJ1La8F1qZGSE1NRUjey3pERHR8Ply/yCHz9+xOHDh5GTk4NNeaoChUIhtm3bhuXLl6NGjRrc4+TNxfnw4UPUr19f7r6qV68OHo+HBw8eoGfPnnIfW7FiRVhZWXHL8k6wDoiTqYKuNCSEqJZaEqkmTZqgY8eO2LRpE3r27ClzEgAAd3d39OvXTx3hEADh4UBOjngu2mrVNB0N+VqSiZITE4HcXM021fJ4vFI9yvK5c+dw9+5dTJo0CYB4qqjKlSvj8OHDUuXOnj2LwMBABAQEoHPnzrCwsMDKlStlEqkjR47gyZMnWL16tdz9WVpaomPHjti4cSMmTZok1U8qLi4Ou3fvxpAhQ6jbAyFaSi2n2+fPn8OpiEncKlSogODgYHWEQ1CKm/WIXJaW4q5Lku5Mdnaajqh0yMrKQlxcHIRCId6/f4+QkBAEBgaiW7duGDJkCABxs963336LOnXqSD3WyckJM2bMwPHjx+Hj44PNmzejX79+GDVqFH744QeYmpri7NmzmDZtGkaMGIEuXboUGMf69evh5eWFzp07Y8mSJXBxccH9+/cxbdo0VKpUCQEBASp9HgghxaeWq/aKSqKI+pXK8aNIgfh8cT9wAHj/XrOxlCYhISGwt7eHs7MzvL29ERoairVr1+Kff/4Bn8/HjRs3cPv2bfTu3VvmsSYmJujUqRM3ptS3336L0NBQvHr1Ci1btoSLiwtGjBiBGTNmYMuWLYXGUaNGDVy/fh3VqlVD3759Ua1aNYwaNQpt27ZFZGQkLCwsVHL8hJCvp5ZJiytWrCi3WprH48HAwADVq1eHv78/dwVMabdhwwZs2LABQqEQjx8/1rpJi9+8ARwdxZfSJyQAFStqOiIllcNJixVRty5w7544SS7RBJkmLS6WzMxM+Pj44PXr1wgPD4e1tbWmQyox9LprHk1arFpaN2nx/PnzoaOjg65du2LRokVYuHAhunbtCh0dHYwbNw41a9bEmDFjivzVVlqMGzcODx48wLVr1zQdilxnzoj/NmlSCpMoUiDJhXXa0OGcAAYGBvjnn38wZMgQnD9/XtPhEEJURC19pC5evIglS5Zg9OjRUss3b96MU6dO4eDBg6hXrx7Wrl2LkSNHqiOkcq3UN+sJBICf33//l3YldDwqS6TK2vOtRgYGBpg5c6amwyCEqJBazoonT57E8uXLZZa3b98eU6ZMASAeYI5OOKonEv1XI1VqEyl9ffGASmVFCR2PJJEq8T5SZe35JoSQEqSWpj0LCwscPXpUZvnRo0e5TpRpaWkwMTFRRzjl2p07wIcP4i4vzZtrOhpSkiRDIFDTHiGEqI9aaqTmzZuHMWPGIDQ0FE2bNgWPx8PVq1fx77//IigoCABw+vRptG7dWh3hlGuSZr02bYBiDrSseYyJR9sGACOjsjFFTAkcj8qa9hSITw3XrBAtQq83If9RSyI1cuRIuLu7Y/369fj777/BGEOtWrUQHh7ODV4naeIjqlUmxo9KTy9bV+2V0PGoLJEqJD7J4Lrp6ekyE+6Ssiv9S2Itb3BlQsoblSdSOTk5GDVqFObNm1fg7OdEPTIygAsXxP+X2v5RpECSpj11jiPF5/Nhbm7OzfNmZGREI3CXYYwxpKenIz4+Hubm5uDz+ZoOiRCNU3kipauri0OHDmHevHmq3hUpwoULQFYWULkykGeeVVJG5K2RYkx9LZ52X4ZRp0lzyw9zc3PudSekvFNL056vry8OHz6MyZMnq2N3pAB5m/Wo0qDskSRSmZniFjh1XbvB4/Fgb28PGxsb5OTkqGenRGN0dXWpJoqQPNSSSFWvXh0//fQTIiIi0KhRI5kRWMePH6+OMMq9Uj9+FClUhQriW1qauFZK3RfB8vl8+oIlhJQ7akmkfv/9d5ibm+PGjRu4ceOG1Doej0eJlBq8fy8e+gAA2rfXbCxEdWxsgJgY8etdrZqmoyGEkLJPLYlUTEyMOnZDCiEZhLNhQ6AMTflF8pEkUtRdiRBC1EOt8z1kZ2cjJiYG1apVg4CmmlCrMtWsx+cD33773/+lXQkej0qGQChrzzchhJQgtWQz6enp+PHHH7Fjxw4AwOPHj1G1alWMHz8eDg4ONDWMijFWRsaPkjAwAA4c0HQUJacEj0clo5uXteebEEJKkFqmiJk1axZu376NsLAwGBgYcMs7dOiA/fv3K7Wt3NxczJ07Fy4uLjA0NETVqlWxePFiiEQiqXLR0dHo0aMHzMzMYGJigubNm+PVq1fc+t9++w1t2rSBqakpeDwekpKSZPb16dMnDB48GGZmZjAzM8PgwYPlltN29+8DsbGAoSHwv/9pOhqiSiqbb48QQohcakmkDh8+jPXr16NFixZSg/W5u7vj2bNnSm1r+fLlCAoKwvr16xEdHY0VK1bg559/xrp167gyz549Q4sWLVCrVi2EhYXh9u3bmDdvnlQSl56eDm9vb8yePbvAfQ0YMAC3bt1CSEgIQkJCcOvWLQwePFipeLWBpDaqVSvx/LOk7FLZ6OaEEELkUkvT3ocPH2AjOcPnkZaWpvQoyJGRkfDx8UHXrl0BAM7Ozti7dy+uX7/OlZkzZw66dOmCFStWcMuqVq0qtZ2JEycCAMLCwuTuJzo6GiEhIbh8+TKaNWsGANiyZQs8PT3x6NEjuJaiES3LVLMeIL6+vyxNEVOCx6OSpr2y9nwTQkgJUksi1aRJExw/fhw//vgjAHDJkyQxUUaLFi0QFBSEx48fo2bNmrh9+zYuXryI1atXAwBEIhGOHz+O6dOno3PnzoiKioKLiwtmzZqFnj17KryfyMhImJmZcUkUADRv3hxmZmaIiIiQm0hlZWUhKyuLu5+SkgIAyBHmIEeomYEKs7KAsDABAB7atMtBjlAjYZQsYQ4kM3zlCHMADT23JaYEj8fCkgdAgIsXGRwcZNfz+UAFY8DYmEFHzm8YHg/4rg/DhIl5msrL2vNNSBmQ9ztFk98xZZUyz6daEqnAwEB4e3vjwYMHyM3NxZo1a3D//n1ERkYiPDxcqW3NmDEDycnJqFWrFvh8PoRCIQICAtC/f38A4mkqUlNTsWzZMixZsgTLly9HSEgIevXqhdDQULRu3Vqh/cTFxcmtRbOxsUFcXFyBx7lo0SKZ5S+TXsJYaKzEUZacyxcNkZHhCGubXFSoFIOYTxoJo0Tx0tJR48v/Lz69AMs20mg8X6skj8ekMh+GRi7ISNdBbGyhey1wzdWrADOKh893n0s8PkJIyUhPS+f+f/HpBYzoc1miUj+nKlxWLYmUl5cXLl26hF9++QXVqlXDqVOn0LBhQ0RGRqJu3bpKbWv//v3YtWsX9uzZg9q1a+PWrVuYOHEiHBwc4Ofnx3U69/HxwaRJkwAA9evXR0REBIKCghROpADIbXZkjBXYHDlr1iypaXBSUlLg6OgIHZ4O9AWa6Zx05bwpAKBl20wY6JaNDlI8wX/VavoCfTANPbclpSSPx8EeiLj7Fu/eyh+mQJjLQ1oaD+mpOmBMdv3FMANs/80UC6fZomEjEarXzC1zzzchZYEw3+dSU98xZVU6L73oQl+obTCnunXrcsMffI1p06Zh5syZ6NevH7fdly9fIjAwEH5+frCysoJAIIC7u7vU49zc3HDx4kWF92NnZ4f3ci59+vDhA2wlHVHy0dfXh76c3twCHQF0+bpyHqF6F8MMAQCt2+VoLIaSxstzHLp8XbBSflwlfTw21uKbfOzLTSR3badvUvH4oT4izuuje1t7VKjAAMagA3EtrKi+JYyMgZFj0+A/Kg06arlchRCSn26+80ZZOb9rC4GO4umR2hIpkUiEp0+fIj4+XmaoglatWim8nfT0dOjkO3vz+Xxum3p6emjSpAkePXokVebx48dwcnJSeD+enp5ITk7G1atX0bRpUwDAlStXkJycDC8vL4W3o0kfE3m4e0v84WrZNquI0oSI+1Ct//0TenSwwptXAmRwP8q+/HhIEN/mTTfD8X8M0Laj/PdVvfo5aNWO3nOEkLJPLYnU5cuXMWDAALx8+RIsX3sCj8eDUKh4D+ju3bsjICAAVapUQe3atREVFYVVq1Zh2LBhXJlp06ahb9++aNWqFdq2bYuQkBAcPXpU6gq9uLg4xMXF4enTpwCAu3fvwsTEBFWqVIGFhQXc3Nzg7e2NkSNHYvPmzQCAUaNGoVu3bqXmir2L4fpgjAe32jmwtZNfA0FIfrZ2Ipy/EY/nT8WnB15GJqzbia+S/XDuOCJvmGLpQlNcvqSPy5fkNycIBAy3nsahooWc9kNCCClD1JJIjR49Go0bN8bx48dhb2+v9JAHea1btw7z5s3D2LFjER8fDwcHB3z//feYP38+V8bX1xdBQUEIDAzE+PHj4erqioMHD6JFixZcmaCgIKmO4ZJaseDgYPj7+wMAdu/ejfHjx6PTl3EDevTogfXr1xc7dnU7f078JVfWaqMYXweZndpx/5d22ng8+vqAW+1c8Z3MXFh0El94YVknF7Uap6Ndpyxs21wBqZ9lP8uH/zJEZoYO4mL5qGiRq86wCSFE7XgsfxWRClSoUAG3b99G9erVVb0rrZKSkgIzMzPcfXkXFhUt1LpvxoBmdWzw9rUAu/9ORJsOZSuZItqrTRNrPHmki/1HE9CidbamwyGkTEpPS0cNe/H1tE9in8CoAl21V5I+fvqIuk51kZycDFNT00LLquXnb7NmzbgmNKIez57y8fa1AHp6DM286MuMqI+llbgZOTFBO2rXCCFEldTStPfjjz9iypQpiIuLQ926daGrK311Qb169dQRRrly4UuzXhPPbBgaUT8Voj4WXxKpj5RIEULKAbUkUr179wYAqQ7hPB6PG5NJmc7mRDHnQ8WJVOsyeOUULy0dttXEyff7Z3fASnmVtrYfj7Lx/VcjJX8sK0IIKUvUkkjFxMSoYzfki5wcIOKCOJFqVcY6mkvopGdoOoQSpe3Ho0x8lpbUtEcIKT/UkkgpM34T+XpR1/WQ+lkHFpZC1K5H8y8R9eJqpBIpkSKElH0qPdONHTsWqan/zVfzxx9/SN1PSkpCly5dVBlCucQNe9Ami0aeJmpnaSVuqqc+UoSQ8kClZ7rNmzcjPf2/+WrGjRuH+Ph47n5WVhZOnjypyhDKpfAviRSNLE00wYKu2iOElCMqPdPlH6JKDUNWlXvJSTzcukHTwhDNoeEPCCHlCZ3pypiIC/oQiXioXjMHlSrTtDBE/SSJ1KePOhDRW5AQUsapbdJioh5cs14Zro1iOjxktfDk/i/ttP14lI3P4stVeyIRD0mfdLj7hBBSFqk8kZo/fz6MjMTjzmRnZyMgIABmZmYAINV/ipSMC+Whf5ShIRL//UvTUZQcbT8eJePT1QXMzEVITtJBYgIlUoSQsk2liVSrVq3w6NEj7r6XlxeeP38uU4aUjJcxfLyIEUAgYPBsQdPCEM2xsPwvkarhquloCCFEdVSaSIWFhaly81prw4YN2LBhg9pHbJeMZt6oaTaMTahjP9EcSysRYp5Rh3NCSNlHZzkVGDduHB48eIBr166pdb+SRKpMN+vhy5QlLnVh61IXvLTS3zys7cdTnPgkY0lRIkUIKeuos3kZIRQCl8LLfkdzCX7iR02HUKK0/XiUjY+GQCCElBd0lisjbt/URXKSDszMRfBoSNPCEM2SDMpJo5sTQso6OsuVEZJmvf+1zgKfr+FgSLlHExcTQsoLOsuVEefLwfhRpPT4b+JiyuoJIWWb2vpIJSUl4erVq4iPj4co33DHQ4YMUVcYZVLqZx5uXNUDALQu4x3NSelAfaS0E2PiaaTk0dUFKhjT1b6EKEstidTRo0cxcOBApKWlwcTEBDzefx9kHo9HidRXirioh9xcHpxdclHFWb1DLhAijyX1kdJKfn0scPakgdx1PB7D8jXJGOivfVeOEqLN1JJITZkyBcOGDcPSpUu5Uc5JyZGMZt6ynNRGMR0esht4cP+Xdtp+PMWJz+LL8AcfE3XAGMDTvsMqd5I+8QpMogCAMR4OHTCkRIoQJaklkXr79i3Gjx9PSZSKSDqal5tmPUNDJIT/q+koSo62H08x4pPUSOXk8JCSzIOZuWyT0fs4HQStNcaH9/JrrWzsRJg2NwWGhsqHTGTduiFu/nd2yUX4jXipdU8fC9C+uQ1u3dBFTo64mY8Qohi1JFKdO3fG9evXUbVqVXXsrlx5+0YHTx/rQkeHwatlOUmkiNYzMACMTURI/ayDw38ZwtpGul/kqxd8rF5hgs8phTf98fkMcxZ/VmWo5cbNa+LsqGGTbAjynflr1sqFubkISUk6eHBXl4ZQKWWePNLFhTBjMDld3AQChs5dM1G1OnX7UBW1JFJdu3bFtGnT8ODBA9StWxe6+X7u9OjRQx1hlEkXvtRG1W+UI/dXPyGaYmUtTqRmTzYvsEz9htnw+TZDpukv4YMO1q8yweZ1xujum4l6DVTzxX4+VI+7UCM/QyOGQf7pZWa6pajr4uNs2ER2Hk4dHaBh02ycO2WA61f0KJEqZX4Ybo/nz+S/jwHglwBTzFmcAv9RadApZrfF9DQefl1ujOh78qsrDSswzPsppVz201VLIjVy5EgAwOLFi2XW8Xg8tc9JV5ZIhj0oN816AHjpGbBu2gYA8OFqGJhR6W770fbjKW58U2d/xq5gI+S7SBcAwBcAPXplYKB/eoHjnr1+ycc/B40w5QdzTJ4pWyvF44nnlcxf26Wo1M88+H1niezsgjtw3b+ti3W/JxVr+9qEMeDml0SqQWP5SVLjZuJE6toVPQwfk6bO8MhXccXzZ3rQ02Po3U+2f9uzJwJcjdTHvOlmmDfdTO4WzM1F8O2Tju8GZKCihezn6X0cH1N/MMPTx4W3+WZn8bDjz6+bpSH2nQ4WzzbDu7fyTwxVq+diYWCyVlUcqCWRyj/cASkZIhFwIax8zK8nhTEIXr3h/i/1tP14ihmfb58M+PbJKPZuF69IQfg5Azy4q4sRAy3klnF1y8HZyx+K1Zn9xXM+srN5qGAskolTmAvs32WEv/80Qu9+GWjToXR/vmKe8ZH0SQf6+gzudeUnUk2ai2uqrl8puGZDm7x9o4O5U80KbB52q52DRctTil0DU3p0AwB4tsjCL+uTZdYyBuzcaoSA+aZIS5X/ZCQl6SD4N2ME/2Zc6J7s7IWYMP0zDA2lzwMZGTzMnWqGMyEGuHxJD83/J1vrqYj49zro080Kz58WnJpcv6KHt2/42HUwEXpa8lYtdXPt5ebmYuHChdi9ezfi4uJgb28Pf39/zJ07Fzp5PjHR0dGYMWMGwsPDIRKJULt2bfz555+oUqUKACArKwtTp07F3r17kZGRgfbt22Pjxo2oXLkyt41Pnz5h/PjxOHLkCABxE+S6detgbm6u1mMuyP07uviYyIexiQgNGhfvjUuItrKyFmH975+w4Vdj5ObKrr97Sw+PonUReVEPXi2Vf//HPBef/mq552L5atkvoArGDL9vNMaMiWbY90+i3A7YtvbCUtExW9KsV8cjp8Avn/oNc8DnM8S+5ePtGx1Uqqy9P4BFImDSmIrc/KLyRF7URzffTDTzKuvnxu4AgI7fZMpdy+MBfiPS0XdQOlI/y0+k7t/Rxa5gI5wP1Ye8BiIeD2jTPgvLVidzF5Lk9+CeLv7YWgFL5pni6NkEuT9uPqfwcORvQ0Tfk596nA/Vx/OnAlRyzMW8JSkyn63UzzzMnmKGS+H6mDLOHN/2E/8AcnTK1WgfMLUlUuHh4fjll18QHR0NHo8HNzc3TJs2DS1btlRqO8uXL0dQUBB27NiB2rVr4/r16xg6dCjMzMwwYcIEAMCzZ8/QokULDB8+HIsWLYKZmRmio6NhYPDfpb8TJ07E0aNHsW/fPlhaWmLKlCno1q0bbty4Af6XtoYBAwbgzZs3CAkJAQCMGjUKgwcPxtGjR0voWfk6kqv1vFpmlYqTOSHKatsxC207yq8Nmj7BDLuDK2B3sFGxEqkXXxIp56pysjQA0+d+RsgxA7x5JUCLBrZyy1SukosDxxK1vl9I1HXxCaKwH1xGFRhq18vBnSg9XL+sh0rfyv9iVsTHRB7ex8lvmrGwFMHW7uuStD+2GeFSuD4MDEUIXJUMg3w1JHt2VMCFUH2cPalfxhOpigD+BwBo37nwWlMDA8DAQP7z3rp9Flq3/7pa10kzPuOvvYaIuq4Hn45W0DeQfk2YCLh1UxcZ6YVXEdo5CPHn0UQ4V5X/mbKwFMGvjwX+3m+Ev/eLRwL4YcpnzFqguYtS1JJI7dq1C0OHDkWvXr0wfvx4MMYQERGB9u3bY/v27RgwYIDC24qMjISPjw+6du0KAHB2dsbevXtx/fp1rsycOXPQpUsXrFixgluW94rB5ORkbN26FX/88Qc6dOjAxejo6IgzZ86gc+fOiI6ORkhICC5fvoxmzZoBALZs2QJPT088evQIrq6uX/WclIRwmhaGlGODh6Zjd3AF/HvEEB8TU2BhqdyX84vn4i96lwISqQrGDCs3JGGMf0Wkp8v+vM7N4eHNKwGGfGeBw6cSYF5R882yHxN1kCEn1mtfmusaFlFz3aRZNu5E6WHtLyY4fUJ2zCknFyEmz/pc6Hyeb1/z0a65dYG1Hzo6DAuWpmDE2IL7YTEGhBwz4BLA/Ou2b6kAAJi98DP6DJRtPhbm8r4kUgaYvejrv2A/p/CQkyO//biihUiD46R5AxCghmuWxpN5WzsRxoxPw6plJgVewAEANVxz0KlLptwf//oG4n5ehdWGtuuUhfVbP2HLemNkf3lNbG01W3uqlkQqICAAK1aswKRJk7hlEyZMwKpVq/DTTz8plUi1aNECQUFBePz4MWrWrInbt2/j4sWLWL16NQBxf6zjx49j+vTp6Ny5M6KiouDi4oJZs2ahZ8+eAIAbN24gJycHnTp14rbr4OCAOnXqICIiAp07d0ZkZCTMzMy4JAoAmjdvDjMzM0RERCiVSGXkZiA9R7YToA5PBwaC/05W8spI8MCDoe5/nXwTkzNwNVL8Zm3aKhnpOTkFls3IyQCD/JO8qsoCgJGuUbHKZuZmQsQK/mBUyPN/Zm4WhIVcYGQoMORG0s/KzYKQFXyyUaasgcAAOjzxF0W2MBu5IvlfxoqU5eV53YUiITcBZlHb1efrg68j/kbLEeYgR1TwE6HH14NAR6B02VxRLnLyxJeekw6W56G6OrrQ5etyZbOFBX9R5y0rFAmRJSz4B4BARwA9vl6hZavVBup4mODebQP8uccQo39Mg4iJkJlbcE1K3u1KmvbsndLlfvb4PD5atAbuxrwHYwwZudJf2O9j+fi2U2U8eaSLb7taoE49yfuFIVck/l8gYBg4PBm16/33vCjzuVem7LGDJpg0Sn7NmYRbgxSk5+QW+Flu5MXD1iBjPHygi4cP5Fdz21XOQO+BKXLX8cDDbxtskfpZB4ZGIlQwlv4ci0TAxwQBFsw0Q7YoGyO//+/NJIkhJVkHC6fZIORI4f11mnhloO+wD0iX81Zu04EHHR2Ghw908fxFDuwqFfx+L+pzv3a5BTb8UhEikfxsyblaNibPTYR39zSphKqkzhGMAbeu6yMlWfxZ19XRhQ5PB1mZACCeFaRl+2S57w11nSMkn/tRk9PhWu+zVK0Tn8fnYqhUJRtuHqkFJp6KniM69kjHNz1TpM4R6TmKnU+UOUcoSi2J1PPnz9G9e3eZ5T169MDs2bOV2taMGTOQnJyMWrVqgc/nQygUIiAgAP379wcAxMfHIzU1FcuWLcOSJUuwfPlyhISEoFevXggNDUXr1q0RFxcHPT09VKxYUWrbtra2iIuLAwDExcXBxsZGZv82NjZcmfyysrKQlfXfi5mSIj7ZNN3SFJAzoHA7l3b4w/cP7n69TfVkTtYSnpU98Vefv7j7XgtmIif7AGD2Ep3+dQbyvDE9bD3w78D/BlBss6MN3qS8kbvdmpY1EeoXyt3vsqcLHic+llu2smllXBlxhbvf+8/euP3+ttyyFoYWuDvmLnd/8KHBiHwTKbesocAQT8c/5e6PPDoS52LOyS0LAO++f8L9Pz50Ko49Dymw7JMfn3BJ2owzM3DgwYECy94ZfQeWRpYAgEXhi7Dj9o4Cy14efhmOZo4AgOUXlyPoRlCBZc8NOQdXK3Hive7KOqy6vEpqvVE2IPltfv/DfdQ1aQ4A2HpzK5ZcWFLgdg98dwBejl4AgN13d2POuTkFlt3Rcwc6VBXXvv798G9MPjm5wLJB3YLQvab483ri6QlM/ns0F1+9IA+k5znHrOq8Cn1r9wUAhL0Ig99hvwK3G9AuAP71/QEAV95ewXcHviuw7NyWczGmyRgAwN34u+i6p6v8glVGALe3IHCBKVYvN4FIJEJaThpgHAv4tQNMY6WKj240GvNazwMAPH8m/tBMudYDU2KvyWzaz8MPS9svBQB8zPiIekH1ZPffox6w7SKi75kg+p78EA8cTQLGNAQMxDUjXWt0xW/df+PW11hXo8DnQZlzhPlfEQBsIRAw8PkQfwnl/e1S/STaHu4J8Ao5R4h4QK9+QNp/5z7rCjYY12Qc7t3RxV97jTB3YTZmxtcGBLJJswO/DpJ2iM8JW3d/wvK49tLnCAbg3BLgwhwEzLZGQGGnf50coP52QD8FAh0BhjUYzq06+eIIrrlOgesG+efit5PfolHTbFy7rI8xvx7DPacfCtxNoeeIO/2Bv/cUEiTw4pkexg+1BwwTxTF/YWFkAT6PD30DBouGYbhT5XvA4rncbRR6jrj3HfDXnwXs3QEAsO2zL7ati5BZq65zxOhjowssu6rzKvT6co448/wMaq5X8zkCwOTmkzHFawoA4EniE7Tb2a7AsnnPEYpSSyLl6OiIs2fPonr16lLLz549C0dHR6W2tX//fuzatQt79uxB7dq1cevWLUycOBEODg7w8/PjrhD08fHhasDq16+PiIgIBAUFoXXr1gVumzEmMw9gUWXyCgwMxKJFi5Q6nuLKfdJG/E/V01JJVLnA4yGnVk1NR1FiGID71l/+18LXUio+jUYiR519qBDxC9ISzfA5hQdAB4AZkGUGPPgOaL5W7sMy0nn4EPclI7R4KreMQuzuAKMao17SXHSv6QNAXKPw86Uv3QqujwGSXIBTK4Eeo4q/n6LkGCD5UUMAwKlLH+Dqlou6m+riY4aSl6LrMKDeXqlFFS1rYqSfPzIyxOPWvY+rDNwcATTdKPPw1IjBSE/TgXvdHLRql4Xl+XMQHoB2cwGdXODCbEBUQOdO6/tATz+g0g0AgK7AEAvG//el+vTQVryMkZ9ESbTvnIVrl/URf6sJ4FRAISEfZ0OM8PmjOJF6fq8d8M5UvC7XEDi9XPx/i6VA+zm4nefH1uyzs7Hz2kEgcjJwaRqQYSm16Y95Wi7fvOoA4Jns/mvvA77rX+hx4NGXcRZNXwEVPqCaRXUY6RpCJBTh/t37AG4CleX/SCXqwWNM9ddbb9q0CRMnTsSwYcPg5eUFHo+HixcvYvv27VizZg2+//57hbfl6OiImTNnYty4cdyyJUuWYNeuXXj48CGys7NRoUIFLFiwAHPnzuXKzJgxAxcvXsSlS5dw7tw5tG/fHh8/fpSqlfLw8EDPnj2xaNEibNu2DZMnT0ZSUpLU/s3NzfHrr79i6NChMrHJq5FydHTE1WdXUdG8okz5r2naa9fcEo8e6GPN1jh06ZlaaNmy1rSnTNnS0LSXV96qeG1p2lO0uU7dTXsSOZm6+Bgv/hyJmAi7dxhg85qK6Ng1FRt3Sn/ZSrb78IF4ShQzcyGuP4uRu10+jw99gbgforymPUXKXrlkgEE9xFcCj5n0EeYWIvDAg4D/329YhyppaOedLre5Q9FzxIVzRhj2nQPsKwlx7cF78HjKnU8U/dxv32KEOVPMYWWTi+/kNO/t/8MMHxP4WP/7J/j2ySh0u+lpPAiY9GdZUtbUTLbfkbLniPt3Bej0PxsYGIowc7HsVWTJn/jYv9MUb18XfqVO6w5p2LwnFnx+weeIzyk6ePtaul5Cn68PHo+HN6/42PG7IcLOyJ8iLfz2C1R1Fsg9RzAGtKzjjPdxAvxx+C2at8zgPvfpaemoYS+uzbz96jaMKshun84RsmUVbdr7+Okj6jrVRXJyMkxNTQssD6ipRmrMmDGws7PDypUr8eef4ipKNzc37N+/Hz4+PkptKz09XWqYAwDg8/lcTZSenh6aNGmCR48eSZV5/PgxnJzEP0saNWoEXV1dnD59Gn369AEAxMbG4t69e1wHdU9PTyQnJ+Pq1ato2rQpAODKlStITk6Gl5eX3Nj09fWhry97Oa6hwFDqJFAQRcoA4jnKHj3QB4/H0K4dK/JxeU+YRdGGsnm/OEqyrOSLrqTL6vH1FG5TV1VZXf5/J6CSLCvQEXAnzJIsy9fhw0hHsfd7kWV1ATOT/5LeLt1ysXkNcD3SEAZ8I7njCEmu2HOpKlToc8fj8RT+fOYt27YNMHxMKrZuMsamX+WPhQWYYdKMz5g6p+hO0QXFEBEqPtG37ZDJJQyKxgso/vkc4JeOoLXGeP1SUODxVHLMRTffjCK3a2QOSNdxKv6ZU+Rz714nF/aVhIh9y8fCabLdNCQsrYRo2CQHPJ5swudYRYgpsz/DxEBOkpLnHGFkCdha5i8h5OLo1CULn1OSkZX1XzY3rL8FblzVw8Uz5qg+8r+kN+/n/tkTPt7HCaCvz+DlxYNBAa+pka5Rka93uT5H5KHD01Hqs6EItQ1/4OvrC19f36/eTvfu3REQEIAqVaqgdu3aiIqKwqpVqzBs2DCuzLRp09C3b1+0atUKbdu2RUhICI4ePYqwsDAAgJmZGYYPH44pU6bA0tISFhYWmDp1KurWrctdxefm5gZvb2+MHDkSmzdvBiAe/qBbt24av2JPMi1M3fo5sLDUusYWQjSqXoMcGBiK8OkjH48fClDLXbZWT3LFnpNLwTV+JWXWQvF4OPFyJmfOSOfhxFFD/LrcBI5Oueg7qHgDmIad+TLDwVdewl4UPT3g910fcXC/kdzxhnR0AN/vMrRiOBYeD1ixJgn7dhlBXuUVTwdo0ToL3w1IV8vE2CamDCZ5EsfOXTNx46oezpwwgP9I+bWHl86LX9eGTbNhoPhvRqJmakmkqlatimvXrsHSUjplT0pKQsOGDfH8ufwOePKsW7cO8+bNw9ixYxEfHw8HBwd8//33mD9/PlfG19cXQUFBCAwMxPjx4+Hq6oqDBw+iRYsWXJlff/0VAoEAffr04Qbk3L59OzeGFADs3r0b48eP567u69GjB9avX1/cp6HEPHkkftnK1WjmefDSM2DVpgsAICHsX62bUkVZ2n482h5ffnp6QONmObgYpo/Ll/TkJlIx3BhSqr9k3NAQmLdE/lVuALBscS7W/WKCyWMrYtqP5jLreTzxeFrL1yTJHX/p9Us+nj7WBZ/P0LKN6s8JdTxyUcej4OPRJu06ZaFdJ+08T3b8JhNLF5ji0nl9pKXyUMFY9kdxxAVxIvU/mpBeq6mlj5SOjo7cq+Dev3+PKlWqSPUrKktSUlJgZmaGuy/vwqJiQdX6xfM+Tvzr9msHtiuNeGnpsP/SNyA29gmYnL4BpYm2H4+2xyfPr8uN8UuAKbr3ykDQ9k8y6/v2sMTFMH38uumT3HGI1IkxYMYEM+zeXqHQchUthBg6Kh16+tKn7Oh7Avxz0AhNmmfh8KlEVYZKShBjwP88bPDyhQC/7/6Ib7pnyqyvX90WCR/4+DskQWZg0bx9pJ7EPpHbR4oUn9b0kZJMrQIAJ0+ehJnZfxMmCoVCnD17Fs7OzqoMocwqjwkUIYrybCH+0rl8UQ+MQaajMTcYZzXNj0jO4wEr1iZj5oIUuYM+vo/lY9p4M9y7rYdVy0wK3E5BI8AT7cTjAR2+ycTWTcY4E6Ivk0g9fihAwgc+DAxFqN+oLI/OXvqpNJGSDIDJ4/Hg5yc9doSuri6cnZ2xcuVKVYZACCmH6jfKhr4+w4d4Pk6f0Jf64SEUikffBgqeHkYTxP0dZRsIbO1EOHo2Ads2V8DTR/JP2aZmDENHFTxSONFOHbzFidShP41w7bL0hSWSCYabNM+BnGuYiBZRaSIluZLOxcUF165dg5WVlSp3RwghAMTzijVsko3Ii/oY2k/mcioAQAVjEaysS0fNrp4eMPpHSpTKmub/y4adgxBx7/h49kR+D33vrppteiZFU0tn85gY+eO0EEKIqoz6IRWx7/jIltMqwuMB/QbJH7uJEHXR0wNOX/rAXUCUX4UKIrjX1Z5aUyKf2oY/CA8Pxy+//ILo6GjweDy4ublh2rRpaNmypbpCIISUI526ZKFTl3hNh0FIoSwsRTIdyUnpIn967hK2a9cudOjQAUZGRhg/fjx++OEHGBoaon379tizp/B5jAiRweMht0pl5FapLNuLuDTS9uPR9vgIIUSD1DL8gZubG0aNGsXNfSexatUqbNmyBdHR0aoOQSNUOfwBIYSQ8ouGP1AtZYY/UEuN1PPnz9G9e3eZ5T169KD+U4QQQggptdSSSDk6OuLs2bMyy8+ePQtHR0d1hEAIIYQQUuLU0tl8ypQpGD9+PG7dugUvLy/weDxcvHgR27dvx5o1a9QRAilLMjJg5d0bAJAQchBqmShLlbT9eLQ9PkII0SC1JFJjxoyBnZ0dVq5ciT///BOAuN/U/v374ePjo44QSBnCEzHoRd3m/i/t0zZr+/Foe3yEEKJJahv+wNfXF76+vuraHSGEEEKIyqktkQKA7OxsxMfHcyOeS1SpUkWdYRBCCCGElAi1JFJPnjzBsGHDEBERIbWcMQYejwehUPMTh5akDRs2YMOGDWXuuAghhBAiTS2JlL+/PwQCAY4dOwZ7e3vwyvigfuPGjcO4ceO4caQIIYQQUjapJZG6desWbty4gVq1aqljd4QQQgghaqGWRMrd3R0JCQnq2BUpJ4SWZWukeG0/Hm2PjxBCNEVliVRKSgr3//LlyzF9+nQsXboUdevWha6urlTZooZfJyQvVsEI72PuajqMEqPtx6Pt8RFCiCapLJEyNzeX6gvFGEP79u2lypTVzuaEEEIIKR9UlkiFhoaqatOEEEIIIVpBZYlU69atVbVpUt5lZMCy92AAQOLBP0r/lCXafjzaHh8hhGiQSictTk9Px7hx41CpUiXY2NhgwIAB1OmcfDWeiEH/YiT0L0aCJyr9E5Zo+/Foe3yEEKJJKk2kFixYgO3bt6Nr167o168fTp8+jTFjxqhyl4QQQgghaqPS4Q/+/vtvbN26Ff369QMADBo0CP/73/8gFArB5/NVuWtCCCGEEJVTaY3U69ev0bJlS+5+06ZNIRAI8O7dO1XulhBCCCFELVSaSAmFQujp6UktEwgEyM3NVeVuCSGEEELUQqVNe4wx+Pv7Q19fn1uWmZmJ0aNHo0KFCtyyv//+W5VhEEIIIYSohEprpPz8/GBjYwMzMzPuNmjQIDg4OEgtU0Zubi7mzp0LFxcXGBoaomrVqli8eDFEIhFXxt/fHzweT+rWvHlzqe08e/YMvr6+sLa2hqmpKfr06YP3799Llfn06RMGDx7MxTl48GAkJSUV+/kgJUdkZAiRUdm5DF/bj0fb4yOEEE1RaY1UcHBwiW9z+fLlCAoKwo4dO1C7dm1cv34dQ4cOhZmZGSZMmMCV8/b2ltp/3ibGtLQ0dOrUCR4eHjh37hwAYN68eejevTsuX74MHR1xfjlgwAC8efMGISEhAIBRo0Zh8ODBOHr0aIkfF1Ecq2CEuLinmg6jxGj78Wh7fIQQoklqmbS4JEVGRsLHxwddu3YFADg7O2Pv3r24fv26VDl9fX3Y2dnJ3calS5fw4sULREVFcfP8BQcHw8LCAufOnUOHDh0QHR2NkJAQXL58Gc2aNQMAbNmyBZ6ennj06BFcXV1VeJSEEEIIKQ1KXSLVokULBAUF4fHjx6hZsyZu376NixcvYvXq1VLlwsLCYGNjA3Nzc7Ru3RoBAQGwsbEBAGRlZYHH40n13TIwMICOjg4uXryIDh06IDIyEmZmZlwSBQDNmzeHmZkZIiIi5CZSWVlZyMrK4u5LJm7OFeUiR5hTkk8DIYSQcizvd0qOMIe+Y0pYrkjxi+JKXSI1Y8YMJCcno1atWuDz+RAKhQgICED//v25Mt988w2+++47ODk5ISYmBvPmzUO7du1w48YN6Ovro3nz5qhQoQJmzJiBpUuXgjGGGTNmQCQSITY2FgAQFxfHJV552djYIC4uTm5sgYGBWLRokcxyERMhKzdLziNIcfAys2A/9EcAQGzwOjAD/SIeod20/Xi0PT5CyqO83ylZuVng59LYjCVJxERFF/qi1CVS+/fvx65du7Bnzx7Url0bt27dwsSJE+Hg4AA/Pz8AQN++fbnyderUQePGjeHk5ITjx4+jV69esLa2xoEDBzBmzBisXbsWOjo66N+/Pxo2bCg1UCiPx5PZP2NM7nIAmDVrFiZPnszdT0lJgaOjI5zMnbgmRFIC0tKgeyYcAOBs6gjkuQK0VNL249H2+Agph9L00rj/nSs6S10JT75eCj9F4bKlLpGaNm0aZs6cyY2WXrduXbx8+RKBgYFcIpWfvb09nJyc8OTJE25Zp06d8OzZMyQkJEAgEMDc3Bx2dnZwcXEBANjZ2clcxQcAHz58gK2trdz96OvrSzUXSujydaHL11X6WEkB8jyXunxdqfulkrYfj7bHR0g5pJvvc0nfMSVLmedTpcMfqEJ6ejp3VZ0En8+XGv4gv8TERLx+/Rr29vYy66ysrGBubo5z584hPj4ePXr0AAB4enoiOTkZV69e5cpeuXIFycnJ8PLyKqGjIYQQQkhpVupqpLp3746AgABUqVIFtWvXRlRUFFatWoVhw4YBAFJTU7Fw4UL07t0b9vb2ePHiBWbPng0rKyv4+vpy2wkODoabmxusra0RGRmJCRMmYNKkSVwncjc3N3h7e2PkyJHYvHkzAPHwB926daMr9gghhBACoBQmUuvWrcO8efMwduxYxMfHw8HBAd9//z3mz58PQFw7dffuXezcuRNJSUmwt7dH27ZtsX//fpiYmHDbefToEWbNmoWPHz/C2dkZc+bMwaRJk6T2tXv3bowfPx6dOnUCAPTo0QPr169X38ESQgghRKvxGGNM00GUVSkpKTAzM0NycjJ1Ni9JaWmAsbH4/9TU0t/5WduPR9vjI6QcSktLg/GXz2Vqaip1Ni9hynx/l7oaqdJEkqNKxpMiJSTtv6tVkJICCIWai6UkaPvxaHt8hJRDaXk+lykpKRDS57JESb63FalrohopFXrz5g0cHR01HQYhhBBCiuH169eoXLlyoWUokVIhkUiEd+/ewcTEpMCxp0jxSMboev36NTWbajl6rUoXer1KD3qtVIcxhs+fP8PBwUFmpID8qGlPhXR0dIrMZMnXMTU1pRNIKUGvVelCr1fpQa+VapiZmSlUrtSNI0UIIYQQoi0okSKEEEIIKSZKpEippK+vjwULFsidkodoF3qtShd6vUoPeq20A3U2J4QQQggpJqqRIoQQQggpJkqkCCGEEEKKiRIpQgghhJBiokSKEEIIIaSYKJEihBBCCCkmSqQIIYQQQoqJEilCCCGEkGKiRIoQQgghpJgokSKEEEIIKSZKpAghhBBCiokSKUIIIYSQYqJEihBCCCGkmCiRIoQQQggpJkqkCCGEEEKKiRIpQgghhJBiokSKEEIIIaSYKJEihBBCCCkmSqQIIYQQQoqJEilCCCGEkGKiRIoQQgghpJgokSKEEEIIKSZKpAghhBBCiokSKUIIIYSQYqJEihBCCCGkmCiRIoQQQggpJkqkCCGEEEKKSaDpAMoykUiEd+/ewcTEBDweT9PhEEIIIUQBjDF8/vwZDg4O0NEpvM6JEikVevfuHRwdHTUdBiGEEEKK4fXr16hcuXKhZSiRUiETExMA4hfC1NRUw9EQQgghRBEpKSlwdHTkvscLQ4mUCkma80xNTSmRKkkiIfAyAkh9DxjbAk5egA5f01EVn7Yfj7bHRwghKqJItxyNdzbfuHEjXFxcYGBggEaNGuHChQuFlg8PD0ejRo1gYGCAqlWrIigoSKbMwYMH4e7uDn19fbi7u+PQoUNS68+fP4/u3bvDwcEBPB4Phw8fltkGYwwLFy6Eg4MDDA0N0aZNG9y/f/+rjpWUgAdHgNV1gB3dgIPDxX9X1xEvL420/Xi0PT5CCNEwjSZS+/fvx8SJEzFnzhxERUWhZcuW+Oabb/Dq1Su55WNiYtClSxe0bNkSUVFRmD17NsaPH4+DBw9yZSIjI9G3b18MHjwYt2/fxuDBg9GnTx9cuXKFK5OWlgYPDw+sX7++wNhWrFiBVatWYf369bh27Rrs7OzQsWNHfP78ueSeAKKcB0eAP4cAKe+kl6fEipeXti93bT8ebY+PEEK0AI8xxjS182bNmqFhw4bYtGkTt8zNzQ09e/ZEYGCgTPkZM2bgyJEjiI6O5paNHj0at2/fRmRkJACgb9++SElJwYkTJ7gy3t7eqFixIvbu3SuzTR6Ph0OHDqFnz57cMsYYHBwcMHHiRMyYMQMAkJWVBVtbWyxfvhzff/+9QseXkpICMzMzJCcnU9Pe1xIJxTUh+b/UOTzA1B4Ye6V0NDuJhMCGpsDn2AIKaPh4FIrPAZh4t3Q834QQogRlvr811kcqOzsbN27cwMyZM6WWd+rUCREREXIfExkZiU6dOkkt69y5M7Zu3YqcnBzo6uoiMjISkyZNkimzevVqhWOLiYlBXFyc1L709fXRunVrREREFJhIZWVlISsri7ufkpKi8D5JEV5GFJJEAQATr19WVq6S1PbjYUDKW/Hr4tJS08EQojUYY8jNzYVQKNR0KKQQfD4fAoGgRIYm0lgilZCQAKFQCFtbW6nltra2iIuLk/uYuLg4ueVzc3ORkJAAe3v7AssUtM2C9iN5XP7tvHz5ssDHBQYGYtGiRQrvhygh9b2mIyDy0OtCCCc7OxuxsbFIT0/XdChEAUZGRrC3t4eent5XbUfjV+3lzwYZY4VmiPLK51+u7DZLKrZZs2Zh8uTJ3H3J5ZOkBBjbFl0GAAb+Jb6qTNu9jAB2f1t0OU0dj6LxKfq6EFLGiUQixMTEgM/nw8HBAXp6ejQQs5ZijCE7OxsfPnxATEwMatSoUeSgm4XRWCJlZWUFPp8vU1MUHx8vUxMkYWdnJ7e8QCCApaVloWUK2mZB+wHENVP29vYKb0dfXx/6+voK74cowclL3CcnJRaAvG59X/rsVGtXOvrsVGun3cejaHylIWklRA2ys7MhEong6OgIIyMjTYdDimBoaAhdXV28fPkS2dnZMDAwKPa2NHbVnp6eHho1aoTTp09LLT99+jS8vOSfnD09PWXKnzp1Co0bN4aurm6hZQrapjwuLi6ws7OT2k52djbCw8OV2g4pQTp8wHv5lzv5f+V9ue+9rHQkUYD2H4+2x0eIlvqamg2iXiX1Wmn0FZ88eTJ+//13bNu2DdHR0Zg0aRJevXqF0aNHAxA3lQ0ZMoQrP3r0aLx8+RKTJ09GdHQ0tm3bhq1bt2Lq1KlcmQkTJuDUqVNYvnw5Hj58iOXLl+PMmTOYOHEiVyY1NRW3bt3CrVu3AIg7l9+6dYsbdoHH42HixIlYunQpDh06hHv37sHf3x9GRkYYMGCA6p8YIp97D6DPTvHVbHmZOoiXu/fQTFzFpe3Ho+3xEUKINmAatmHDBubk5MT09PRYw4YNWXh4OLfOz8+PtW7dWqp8WFgYa9CgAdPT02POzs5s06ZNMts8cOAAc3V1Zbq6uqxWrVrs4MGDUutDQ0MZxO0VUjc/Pz+ujEgkYgsWLGB2dnZMX1+ftWrVit29e1epY0tOTmYAWHJyslKPI0UQ5jL2/Dxjdw6I/wpzNR3R19H249H2+AjRAhkZGezBgwcsIyND06GUCQsWLGAeHh4yy2xsbBgAdujQoQKXKaqw10yZ72+lxpFKTk7GoUOHcOHCBbx48QLp6emwtrZGgwYN0LlzZ2r2yofGkSKEkPIhMzMTMTEx3EwdX0MoYrga8xHxnzNhY2KApi4W4OuopuM6YwwdO3YEn8/HyZMnpdZt3LgRs2bNwt27d1GlSpWv3teLFy/g4uLC3Tc2NkaVKlXQpk0bTJw4ETVq1ODWpaamIisri+v/HB0dzc1U0rx5c1SsWBHPnz+XWaZMP+XCXrMSH0cqNjYW8+fPx+7du2FnZ4emTZuifv36MDQ0xMePHxEaGopffvkFTk5OWLBgAfr27avwgRBCCCFELOReLBYdfYDY5Exumb2ZARZ0d4d3HftCHlk8PB4PwcHBqFu3LjZv3syNkxgTE4MZM2Zg3bp1JZJE5XXmzBnUrl0b6enpuHv3LtasWQMPDw8cPXoU7du3ByBOsoyNjbnHPHv2DADg4+PDXQ0pb5kmKNRHysPDA2ZmZrh69SqeP3+Offv2YeXKlViyZAk2btyI8+fPIyEhAfPmzcOqVavwyy+/qDpuQgghpEwJuReLMbtuSiVRABCXnIkxu24i5F5BMw18HUdHR6xZswZTp05FTEwMGGMYPnw42rRpgwsXLsDFxQWGhoZwdXXFmjVruMfdvXsXOjo6SEhIAAB8+vQJOjo6+O6777gygYGB8PT0lNqfpaUl7OzsULVqVfj4+ODMmTNo1qwZhg8fzg1kunDhQtSvX5/7v3v37gDEHcR5PJ7cZZqiUI3U/fv3YW1tXWgZQ0ND9O/fH/3798eHDx9KJDhCCCGktGKMISNHsRHOhSKGBUfuyx1shEF8rezCIw/wv+pWCjXzGerylUou/Pz8cOjQIQwdOhS9e/fGvXv3cPfuXWzcuBF//vknrKysEBERgVGjRsHe3h59+vRBnTp1YGlpifDwcPTu3Rvnz5+HpaUlzp8/z203LCwMrVu3LnTfOjo6mDBhAnx9fXHjxg00bdpUav3UqVPh7OyMoUOHIjZWnEwaGxvLLNMUhRKpopKory1PCCGElDUZOUK4zz9ZdEEFMABxKZmou/CUQuUfLO4MIz3lhor87bffUKdOHVy4cAF//fUXbG1tpWbrcHFxQUREBP7880/06dMHPB4PrVq1QlhYGHr37o2wsDD4+flhx44dePDgAWrWrImIiAiZadvkqVWrFgBxP6r8iZSxsTHMzc0B/DfOIwC5yzRB6eEPduzYgePHj3P3p0+fDnNzc3h5eRU6fQohhBBCtJeNjQ1GjRoFNzc3+Pr6AgCCgoLQuHFjWFtbw9jYGFu2bOGGCgKANm3aICwsDAAQHh6Otm3bolWrVggPD8e1a9eQkZGB//3vf0Xum8mZpaS0UHpk86VLl2LTpk0AxJMIr1+/HqtXr8axY8cwadIk/P333yUeJCGEEFLaGOry8WBxZ4XKXo35CP/ga0WW2z60CZq6WCi07+IQCAQQCMSpwZ9//olJkyZh5cqV8PT0hImJCX7++WdcuXKFK9+mTRtMmDABT58+xb1799CyZUs8e/YM4eHhSEpKQqNGjWBiYlLkfqOjowFA6qq+0kLpROr169eoXr06AODw4cP49ttvMWrUKPzvf/9DmzZtSjo+QgghpFTi8XgKN6+1rGENezMDxCVnFjQpE+zMDNCyhrXKhkLI78KFC/Dy8sLYsWO5ZZIr5SQk/aSWLFkCDw8PmJqaonXr1ggMDMSnT5+K7B8FiOcpXLt2LVxcXNCgQYMSPw5VU7ppz9jYGImJiQDEU6906NABAGBgYICMjIySjY4QQggpB/g6PCzo7g6gwEmZsKC7u9qSKACoXr06rl+/jpMnT+Lx48eYN28erl2TrjWT9JPatWsXV5lSr149ZGdn4+zZs3IrWBITExEXF4fnz5/jyJEj6NChA65evYqtW7eCzy99004pnUh17NgRI0aMwIgRI/D48WN07doVgPjKPmdn55KOjxBCCCkXvOvYY9OghrAzkx4c0s7MAJsGNVTJOFKFGT16NHr16oW+ffuiWbNmSExMlKqdkmjbti2EQiGXNPF4PLRs2RIA0KJFC5nyHTp0gL29PerWrYuZM2fCzc0Nd+7cQdu2bVV6PKqi1MjmAJCUlIS5c+fi9evXGDNmDLy9vQEACxYsgJ6eHubMmaOSQEsjGtmcEELKh9I6snl5VlIjmyudSBHFUSJFCCHlQ0kmUkQ9SiqRUrppDxB3QBs0aBC8vLzw9u1bAMAff/yBixcvFmdzhBBCCCGlktKJ1MGDB9G5c2cYGhri5s2byMrKAgB8/vwZS5cuLfEACSGEEEK0ldKJ1JIlSxAUFIQtW7ZAV1eXW+7l5YWbN2+WaHCEEEIIIdpM6UTq0aNHaNWqlcxyU1NTJCUllURMhBBCCCGlgtKJlL29PZ4+fSqz/OLFi6hatWqJBEUIIYQQUhoonUh9//33mDBhAq5cuQIej4d3795h9+7dmDp1qtzxJQghhBBCyiqlp4iZPn06kpOT0bZtW2RmZqJVq1bQ19fH1KlT8cMPP6giRkIIIYQQraR0IgUAAQEBmDNnDh48eACRSAR3d3cYGxuXdGyEEEIIIVqtWONIAcC7d++QmJiIunXrwtjYGDSuJyGEEFK2LFy4EPXr19f4NvLi8Xg4fPgwd//hw4do3rw5DAwMuP3IW6YqSidSiYmJaN++PWrWrIkuXbogNjYWADBixAhMmTJF6QA2btzIjSraqFEjXLhwodDy4eHhaNSoEQwMDFC1alUEBQXJlDl48CDc3d2hr68Pd3d3HDp0SOn9pqam4ocffkDlypVhaGgINzc3bNq0SenjI4QQQpQiEgIxF4C7f4n/ioQq3Z2/vz94PB54PB50dXVRtWpVTJ06FWlpaZg6dSrOnj0rVbZnz54qj8HW1hYdO3bEtm3bIBKJpMrGxsbim2++4e4vWLAAFSpUwKNHj7hY5S1TFaUTqUmTJkFXVxevXr2CkZERt7xv374ICQlRalv79+/HxIkTMWfOHERFRaFly5b45ptv8OrVK7nlY2Ji0KVLF7Rs2RJRUVGYPXs2xo8fj4MHD3JlIiMj0bdvXwwePBi3b9/G4MGD0adPH1y5ckWp/U6aNAkhISHYtWsXoqOjMWnSJPz444/4559/lDpGQgghRGEPjgCr6wA7ugEHh4v/rq4jXq5C3t7eiI2NxfPnz7FkyRJs3LgRU6dOhbGxMSwtLVW67/wxvHjxAidOnEDbtm0xYcIEdOvWDbm5uVw5Ozs76Ovrc/efPXuGFi1awMnJiYtV3jKVYUqytbVlt27dYowxZmxszJ49e8YYY+z58+esQoUKSm2radOmbPTo0VLLatWqxWbOnCm3/PTp01mtWrWkln3//fesefPm3P0+ffowb29vqTKdO3dm/fr1U2q/tWvXZosXL5Yq07BhQzZ37lwFjkwsOTmZAWDJyckKP4YQQkjpk5GRwR48eMAyMjKKv5H7/zC2wIyxBab5bmbi2/1/SihaaX5+fszHx0dq2YgRI5idnR1bsGAB8/DwYIwxtmDBAgZA6hYaGsoYY+z169esb9++rGLFiszIyIg1atSIXb58mXuch4cH27lzJ3NycmKmpqasb9++LCUlpdAYGGPs7NmzDADbsmULtwwAO3ToEPd/3pu8GBcsWCD3uAt7zZT5/la6RiotLU2qJkoiISFBKkMsSnZ2Nm7cuIFOnTpJLe/UqRMiIiLkPiYyMlKmfOfOnXH9+nXk5OQUWkayTUX326JFCxw5cgRv374FYwyhoaF4/PgxOnfuXOAxZWVlISUlRepGCCGknGIMyE5T7JaZApyYDvF3v8yGxH9CZojLKbK9r+y3bGhoyH2vSkydOhV9+vThao5iY2Ph5eWF1NRUtG7dGu/evcORI0dw+/ZtTJ8+XapJ7tmzZzh8+DCOHTuGY8eOITw8HMuWLSsyjnbt2sHDwwN///233PWxsbGoXbs2pkyZgtjYWEydOlXuMlVS+qq9Vq1aYefOnfjpp58AiDt9iUQi/Pzzz2jbtq3C20lISIBQKIStra3UcltbW8TFxcl9TFxcnNzyubm5SEhIgL29fYFlJNtUdL9r167FyJEjUblyZQgEAujo6OD3339HixYtCjymwMBALFq0qOiDJ4QQUvblpANLHUpoYwxIeQcsc1Ss+Ox3gF6FYu3p6tWr2LNnD9q3by+13NjYGIaGhsjKyoKdnR23fPv27fjw4QOuXbsGCwsLAED16tWlHisSibB9+3aYmJgAAAYPHoyzZ88iICCgyHhq1aqFO3fuyF1nZ2cHgUAAY2NjLiZjY2OZZaqkdCL1888/o02bNrh+/Tqys7Mxffp03L9/Hx8/fsSlS5eUDoDH40ndZ4zJLCuqfP7limyzqDJr167F5cuXceTIETg5OeH8+fMYO3Ys7O3t0aFDB7mxzZo1C5MnT+bup6SkwNFRwTc9IYQQoiHHjh2DsbExcnNzkZOTAx8fH6xbtw4bN24s8rG3bt1CgwYNuCRKHmdnZy6JAsSzpMTHxysUW1F5gaYpnUi5u7vjzp072LRpE/h8PtLS0tCrVy+MGzcO9vb2Cm/HysoKfD5fpvYpPj5eprZIws7OTm55gUDAdSYrqIxkm4rsNyMjA7Nnz8ahQ4fQtWtXAEC9evVw69Yt/PLLLwUmUvr6+ko1bxJCCCnDdI3ENUOKeBkB7P626HID/wKcvBTbtxLatm2LTZs2QVdXFw4ODtDV1VX4sYaGhkWHk297ktYsRURHR8PFxUXheNRNqT5SOTk5aNu2LVJSUrBo0SIcO3YM//77L5YsWaJUEgUAenp6aNSoEU6fPi21/PTp0/Dykv8m8fT0lCl/6tQpNG7cmHuRCioj2aYi+83JyUFOTg50dKSfHj6fr/ALTwghpJzj8cTNa4rcqrUDTB0AFFTzwgNMK4nLKbI9JWtwKlSogOrVq8PJyanQJEpPTw9CofRwDJKKho8fPyq1T0WcO3cOd+/eRe/evUt82yVFqURKV1cX9+7dK7EqtsmTJ+P333/Htm3buCEGXr16hdGjRwMQN5UNGTKEKz969Gi8fPkSkydPRnR0NLZt24atW7dKdSSbMGECTp06heXLl+Phw4dYvnw5zpw5g4kTJyq8X1NTU7Ru3RrTpk1DWFgYYmJisH37duzcuRO+vr4lcuyEEEIIR4cPeC//cif/d+yX+97LxOU0yNnZGXfu3MGjR4+QkJCAnJwc9O/fH3Z2dujZsycuXbqE58+f4+DBg4iMjFRq21lZWYiLi8Pbt29x8+ZNLF26FD4+PujWrZtULqBtlL5qb8iQIdi6dWuJ7Lxv375YvXo1Fi9ejPr16+P8+fP4999/4eTkBEDcGz/v2E4uLi74999/ERYWhvr16+Onn37C2rVrpTJVLy8v7Nu3D8HBwahXrx62b9+O/fv3o1mzZgrvFwD27duHJk2aYODAgXB3d8eyZcsQEBDAJVuEEEJIiXLvAfTZCZjma+ExdRAvd++hmbjyGDlyJFxdXdG4cWNYW1vj0qVL0NPTw6lTp2BjY4MuXbqgbt26WLZsGfh85ZK+kJAQ2Nvbw9nZGd7e3ggNDcXatWvxzz//KL0tdeIxptw1kj/++CN27tyJ6tWro3HjxqhQQfqqgFWrVpVogKVZSkoKzMzMkJycDFNTU02HQwghREUyMzMRExPDzZjxVURCcZ+p1PeAsa24T5SGa6LKosJeM2W+v5XubH7v3j00bNgQAPD48WOpddrcq54QQggpFXT4gEtLTUdBFKR0IhUaGqqKOAghhBBCSh2l+0gRQgghhBAxpWukfH195Tbh8Xg8GBgYoHr16hgwYABcXV1LJEBCCCGEEG2ldI2UmZkZzp07h5s3b3IJVVRUFM6dO4fc3Fzs378fHh4exRrlnBBCCCGkNFG6RsrOzg4DBgzA+vXruQErRSIRJkyYABMTE+zbtw+jR4/GjBkzcPHixRIPmBBCCNFWSl4ITzSopF4rpWuktm7diokTJ0qN+q2jo4Mff/wRv/32G3g8Hn744Qfcu3evRAIkhBBCtJ1kNPD09HQNR0IUJXmtlJkORx6la6Ryc3Px8OFD1KxZU2r5w4cPuWHjDQwMaCgEQggh5Qafz4e5uTk3Ea+RkRF9D2opxhjS09MRHx8Pc3Pzrx7sU+lEavDgwRg+fDhmz56NJk2agMfj4erVq1i6dCk3hHt4eDhq1679VYERQgghpYmdnR0AcMkU0W7m5ubca/Y1lB7ZXCgUYtmyZVi/fj3ev38PALC1tcWPP/6IGTNmgM/n49WrV9DR0UHlypW/OsDSjEY2J4SQ8kcoFCInJ0fTYZBC6OrqFloTpcz3t9KJVP4dAaAkoQCUSBFCCCGljzLf38UakDM3NxdnzpzB3r17uTbgd+/eITU1tTibI4QQQggplZTuI/Xy5Ut4e3vj1atXyMrKQseOHWFiYoIVK1YgMzMTQUFBqoiTEEIIIUTrKF0jNWHCBDRu3BifPn2CoaEht9zX1xdnz54t0eAIIYQQQrSZ0jVSFy9exKVLl6Cnpye13MnJCW/fvi2xwAghhBBCtJ3SNVIikYgbLyqvN2/ewMTEpESCIoQQQggpDZROpDp27IjVq1dz93k8HlJTU7FgwQJ06dKlJGMjhBBCCNFqSg9/8O7dO7Rt2xZ8Ph9PnjxB48aN8eTJE1hZWeH8+fOwsbFRVaylDg1/QAghhJQ+ynx/K91HysHBAbdu3cLevXtx8+ZNiEQiDB8+HAMHDpTqfE4IIYQQUtYVaxwpQ0NDDBs2DOvXr8fGjRsxYsSIYidRGzduhIuLCwwMDNCoUSNcuHCh0PLh4eFo1KgRDAwMULVqVbnDLRw8eBDu7u7Q19eHu7s7Dh06VKz9RkdHo0ePHjAzM4OJiQmaN2+OV69eFes4CSGEEFL2KJ1InTt3Dj/88AO6deuG7t27Y8KECTh//nyxdr5//35MnDgRc+bMQVRUFFq2bIlvvvmmwGQlJiYGXbp0QcuWLREVFYXZs2dj/PjxOHjwIFcmMjISffv2xeDBg3H79m0MHjwYffr0wZUrV5Ta77Nnz9CiRQvUqlULYWFhuH37NubNmwcDA4NiHSshhBBCyh6l+kiNHj0av/32GypWrIiaNWuCMYYnT54gKSkJY8eOxbp165TaebNmzdCwYUNs2rSJW+bm5oaePXsiMDBQpvyMGTNw5MgRREdHS8V0+/ZtREZGAgD69u2LlJQUnDhxgivj7e2NihUrYu/evQrvt1+/ftDV1cUff/yh1DHlRX2kCCGEkNJHJVPEHDp0CMHBwdi2bRsSEhIQGRmJy5cv48OHD9iyZQt+++03HDlyROEgs7OzcePGDXTq1ElqeadOnRARESH3MZGRkTLlO3fujOvXr3MTRBZURrJNRfYrEolw/Phx1KxZE507d4aNjQ2aNWuGw4cPF3pMWVlZSElJkboRQgghpOxSOJEKDg7G5MmT4e/vz82vBwA6OjoYNmwYJk6ciK1btyq844SEBAiFQtja2kott7W1RVxcnNzHxMXFyS2fm5uLhISEQstItqnIfuPj45Gamoply5bB29sbp06dgq+vL3r16oXw8PACjykwMBBmZmbczdHRUYFnghBCCCGllcKJ1M2bN+Hr61vg+t69e+PGjRtKB5A3KQMAxpjMsqLK51+uyDYLKyMSiQAAPj4+mDRpEurXr4+ZM2eiW7duhc4lOGvWLCQnJ3O3169fF1iWEEIIIaWfwsMfJCQkoFKlSgWur1SpEhITExXesZWVFfh8vkztU3x8vExtkYSdnZ3c8gKBAJaWloWWkWxTkf1aWVlBIBDA3d1dqoybmxsuXrxY4DHp6+tDX1+/wPWEEEIIKVsUrpHKzs6WmV8vL4FAgOzsbIV3rKenh0aNGuH06dNSy0+fPg0vLy+5j/H09JQpf+rUKTRu3Bi6urqFlpFsU5H96unpoUmTJnj06JFUmcePH8PJyUnhYySEEEJI2abUgJzz5s2DkZGR3HXp6elK73zy5MkYPHgwGjduDE9PT/z222949eoVRo8eDUDcVPb27Vvs3LkTgPgKvfXr12Py5MkYOXIkIiMjsXXrVu5qPACYMGECWrVqheXLl8PHxwf//PMPzpw5I1WTVNR+AWDatGno27cvWrVqhbZt2yIkJARHjx5FWFiY0sdJCCGEkLJJ4USqVatWMjU08sooo2/fvkhMTMTixYsRGxuLOnXq4N9//+VqfWJjY6XGdnJxccG///6LSZMmYcOGDXBwcMDatWvRu3dvroyXlxf27duHuXPnYt68eahWrRr279+PZs2aKbxfAPD19UVQUBACAwMxfvx4uLq64uDBg2jRooVSx0gIIYSQskvpufaI4mgcKUIIIaT0Uck4UoQQQgghRJpCidSyZcuQlpam0AavXLmC48ePf1VQhBBCCCGlgUKJ1IMHD+Dk5IQxY8bgxIkT+PDhA7cuNzcXd+7cwcaNG+Hl5YV+/fpRMxYhhBBCygWFOpvv3LkTd+7cwYYNGzBw4EAkJyeDz+dDX1+fu1qvQYMGGDVqFPz8/GgsJUIIIYSUC0p3NmeM4c6dO3jx4gUyMjJgZWWF+vXrw8rKSlUxllrU2ZwQQggpfZT5/lZqHClAPLWKh4cHPDw8ih0gIYQQQkhZQFftEUIIIYQUEyVShBBCCCHFRIkUIYQQQkgxUSJFCCGEEFJMxU6knj59ipMnTyIjIwOA+Go+QgghhJDyROlEKjExER06dEDNmjXRpUsXxMbGAgBGjBiBKVOmlHiAhBBCCCHaSulEatKkSRAIBHj16hWMjIy45X379kVISEiJBkcIIYQQos2UHkfq1KlTOHnyJCpXriy1vEaNGnj58mWJBUYIIYQQou2UrpFKS0uTqomSSEhIoKlhCCGEEFKuKJ1ItWrVCjt37uTu83g8iEQi/Pzzz2jbtm2JBkcIIYQQos2Ubtr7+eef0aZNG1y/fh3Z2dmYPn067t+/j48fP+LSpUuqiJEQQgghRCspXSPl7u6OO3fuoGnTpujYsSPS0tLQq1cvREVFoVq1aqqIkZD/t3fvcVHV+f/AXwMOFwVRQRnGCxD7FeOyppAEG5lsIph5y3Vc/aJU9pDdVG7mLV00txTbTM1bbiZWPgQNLbeoQFG8oRkgqVFqIt5gWdTlInKb+fz+6Mv5NQ7gDAIzg6/n4zGPms95n/N5f+bzmObd5xzOISIiMkkywRtAtRtDnh5NREREpsGQ32+DV6S2b9+OPXv26LTv2bMHO3bsMPRwRERERGbL4EJq1apVcHJy0mnv06cP3n77bYMT2LRpE9zd3WFjYwM/Pz8cPXq0xfisrCz4+fnBxsYGjz32GLZs2aITk5qaCi8vL1hbW8PLywv79u17qH5nzZoFmUyGtWvXGjw+IiIi6rwMLqSKiorg7u6u0+7q6oqrV68adKyUlBTExMTgjTfeQF5eHoKDgxEeHt7scQoLCzF69GgEBwcjLy8Pixcvxty5c5GamirFZGdnQ6VSISIiAvn5+YiIiMDkyZNx6tSpVvX7+eef49SpU1AqlQaNjYiIiB4BwkD9+/cXX3zxhU77559/Lvr27WvQsYYNGyaioqK02gYNGiQWLlzYZPz8+fPFoEGDtNpmzZolnnrqKen95MmTRVhYmFbMqFGjxJQpUwzu9/r166Jv377i3LlzwtXVVbz33nt6j00IIcrLywUAUV5ebtB+REREZDyG/H4bvCI1ZcoUzJ07F4cOHYJarYZarUZmZiaio6MxZcoUvY9TV1eHnJwchIaGarWHhobixIkTTe6TnZ2tEz9q1Ch8//33qK+vbzGm8Zj69qvRaBAREYHXX38d3t7eeo2ptrYWFRUVWi8iIiLqvAwupP7+978jICAAf/zjH2FrawtbW1uEhoYiJCTEoGukysrKoFar4ezsrNXu7OyMkpKSJvcpKSlpMr6hoQFlZWUtxjQeU99+ExMT0aVLF8ydO1fvMa1cuRIODg7Sq3///nrvS0RERObH4BtyWllZISUlBStWrEB+fj5sbW3h6+sLV1fXViUgk8m03gshdNoeFH9/uz7HbCkmJycH69atQ25ubou53G/RokWIi4uT3ldUVLCYIiIi6sQMLqQaDRw4EAMHDmx1x05OTrC0tNRZfSotLdVZLWqkUCiajO/SpQscHR1bjGk8pj79Hj16FKWlpRgwYIC0Xa1WIz4+HmvXrsWVK1eazM/a2prPGyQiInqEGFxIqdVqJCUl4eDBgygtLYVGo9HanpmZqddxrKys4Ofnh4yMDEyYMEFqz8jIwLhx45rcJzAwEP/617+02tLT0+Hv7w+5XC7FZGRkIDY2VismKChI734jIiLw3HPPafUzatQoRERE4KWXXtJrfERERNT5GVxIRUdHIykpCc8//zx8fHwMOvV1v7i4OERERMDf3x+BgYHYunUrrl69iqioKAC/niq7ceOG9JDkqKgobNiwAXFxcXj11VeRnZ2Nbdu2YdeuXVr5PfPMM0hMTMS4cePwxRdf4MCBAzh27Jje/To6OkorXI3kcjkUCgU8PT1bPV4iIiLqXAwupJKTk7F7926MHj36oTtXqVS4desW3nzzTRQXF8PHxwdpaWnS9VbFxcVa93Zyd3dHWloaYmNjsXHjRiiVSqxfvx4vvviiFBMUFITk5GQsWbIES5cuhYeHB1JSUhAQEKB3v0RERET6MPhZe0qlEocPH36o66MeFXzWHhERkflp12ftxcfHY926dTCw/iIiIiLqdAw+tXfs2DEcOnQIX3/9Nby9vaWLvBvt3bu3zZIjIiIiMmUGF1I9evTQ+ms3IiIiokeVwYXU9u3b2yMPIiIiIrNj8DVSANDQ0IADBw7ggw8+QGVlJQDg5s2bqKqqatPkiIiIiEyZwStSRUVFCAsLw9WrV1FbW4uRI0fC3t4eq1evRk1NDbZs2dIeeRIRERGZHINXpKKjo+Hv7487d+7A1tZWap8wYQIOHjzYpskRERERmbJW/dXe8ePHYWVlpdXu6uqKGzdutFliRERERKbO4BUpjUYDtVqt0379+nXY29u3SVJERERE5sDgQmrkyJFYu3at9F4mk6GqqgoJCQlt8tgYIiIiInNh8CNibty4gZCQEFhaWuLixYvw9/fHxYsX4eTkhCNHjqBPnz7tlavZ4SNiiIiIzI8hv98GXyPVt29fnDlzBsnJycjJyYFGo8Err7yCadOmaV18TkRERNTZGbQiVV9fD09PT3z55Zfw8vJqz7w6Ba5IERERmZ92e2ixXC5HbW0tZDLZQyVIRERE1BkYfLH5nDlzkJiYiIaGhvbIh4iIiMhsGHyN1KlTp3Dw4EGkp6fD19cX3bp109q+d+/eNkuOiIiIyJQZXEj16NEDL774YnvkQkRERGRWDC6ktm/f3h55EBEREZkdg6+RAoCGhgYcOHAAH3zwASorKwEAN2/eRFVVVZsmR0RERGTKDC6kioqK4Ovri3HjxuG1117Df/7zHwDA6tWrMW/ePIMT2LRpE9zd3WFjYwM/Pz8cPXq0xfisrCz4+fnBxsYGjz32GLZs2aITk5qaCi8vL1hbW8PLywv79u0zqN/6+nosWLBAugZMqVRi+vTpuHnzpsHjIyIios7L4EIqOjoa/v7+uHPnjtYNOCdMmICDBw8adKyUlBTExMTgjTfeQF5eHoKDgxEeHo6rV682GV9YWIjRo0cjODgYeXl5WLx4MebOnYvU1FQpJjs7GyqVChEREcjPz0dERAQmT56MU6dO6d1vdXU1cnNzsXTpUuTm5mLv3r24cOECxo4da9D4iIiIqHMz+BExTk5OOH78ODw9PWFvb4/8/Hw89thjuHLlCry8vFBdXa33sQICAjB06FBs3rxZanv88ccxfvx4rFy5Uid+wYIF2L9/PwoKCqS2qKgo5OfnIzs7GwCgUqlQUVGBr7/+WooJCwtDz549sWvXrlb1CwCnT5/GsGHDUFRUhAEDBug1Pt6Qk4iIyPy02w05AUCj0UCtVuu0X79+Hfb29nofp66uDjk5OQgNDdVqDw0NxYkTJ5rcJzs7Wyd+1KhR+P7771FfX99iTOMxW9MvAJSXl0Mmk6FHjx56jY+IiIg6P4MLqZEjR2Lt2rXSe5lMhqqqKiQkJGD06NF6H6esrAxqtRrOzs5a7c7OzigpKWlyn5KSkibjGxoaUFZW1mJM4zFb029NTQ0WLlyIqVOntliZ1tbWoqKiQutFREREnZfBhdR7772HrKwseHl5oaamBlOnToWbmxtu3LiBxMREgxO4/3EzQogWH0HTVPz97focU99+6+vrMWXKFGg0GmzatKmFkQArV66Eg4OD9Orfv3+L8URERGTeDL6PlFKpxJkzZ5CcnIycnBxoNBq88sormDZtmtbF5w/i5OQES0tLnVWg0tJSndWiRgqFosn4Ll26wNHRscWYxmMa0m99fT0mT56MwsJCZGZmPvA86aJFixAXFye9r6ioYDFFRETUiem1IjV06FDcuXMHAPDmm29CCIGXXnoJGzZswKZNmzBz5kyDiigAsLKygp+fHzIyMrTaMzIyEBQU1OQ+gYGBOvHp6enw9/eHXC5vMabxmPr221hEXbx4EQcOHJAKtZZYW1uje/fuWi8iIiLqxIQebGxsxLVr14QQQlhYWIh///vf+uz2QMnJyUIul4tt27aJH3/8UcTExIhu3bqJK1euCCGEWLhwoYiIiJDiL1++LLp27SpiY2PFjz/+KLZt2ybkcrn47LPPpJjjx48LS0tLsWrVKlFQUCBWrVolunTpIk6ePKl3v/X19WLs2LGiX79+4syZM6K4uFh61dbW6j2+8vJyAUCUl5c/7EdFREREHcSQ32+9Tu098cQTeOmll/D0009DCIF//OMfsLOzazL2b3/7m95FnEqlwq1bt/Dmm2+iuLgYPj4+SEtLg6urKwCguLhY655S7u7uSEtLQ2xsLDZu3AilUon169drPfsvKCgIycnJWLJkCZYuXQoPDw+kpKQgICBA736vX7+O/fv3S2P/rUOHDuHZZ5/Ve4xERETUeel1H6mff/4ZCQkJ+OWXX5CbmwsvLy906aJbg8lkMuTm5rZLouaI95EiIiIyP4b8fht8Q04LCwuUlJSgT58+D5Xko4CFFBERkflp8xty/vZi84SEhGZP6xERERE9SvQqpAoKCnD37l0Av/7VXlVVVbsmRURERGQOjHqxOREREZE548Xm7YjXSBEREZkfXmxuIlhIERERmR9Dfr8NfkSMRqNpdWJEREREnYlehdT+/fsRHh4OuVwu3aiyOWPHjm2TxIiIiIhMnV6n9n57Os/Covk/9JPJZFCr1W2aoDnjqT0iIiLz0+an9n57Oo+n9oiIiIh+pdd9pIiIiIhIl0EXm2s0GiQlJWHv3r24cuUKZDIZ3N3dMWnSJEREREAmk7VXnkREREQmR+8VKSEExo4di5kzZ+LGjRvw9fWFt7c3ioqKEBkZiQkTJrRnnkREREQmR+8VqaSkJBw5cgQHDx7EiBEjtLZlZmZi/Pjx+PjjjzF9+vQ2T5KIiIjIFOm9IrVr1y4sXrxYp4gCgJCQECxcuBA7d+5s0+SIiIiITJnehdQPP/yAsLCwZreHh4cjPz+/TZIiIiIiMgd6F1K3b9+Gs7Nzs9udnZ1x586dNkmKiIiIyBzoXUip1eomH1TcyNLSEg0NDW2SFBEREZE50PticyEEIiMjYW1t3eT22traNkuKiIiIyBzoXUjNmDHjgTH8iz3qCGqNwHeFt1FaWYM+9jYY5t4Llhbmew8zUx+PqedHRGRMehdS27dvb5cENm3ahHfeeQfFxcXw9vbG2rVrERwc3Gx8VlYW4uLicP78eSiVSsyfPx9RUVFaMampqVi6dCl++eUXeHh44K233tK5z9WD+hVCYPny5di6dSvu3LmDgIAAbNy4Ed7e3m37AZBBvjlXjOX/+hHF5TVSm4uDDRJe8EKYj4sRM2sdUx+PqedHRGRsRn1ETEpKCmJiYvDGG28gLy8PwcHBCA8Px9WrV5uMLywsxOjRoxEcHIy8vDwsXrwYc+fORWpqqhSTnZ0NlUqFiIgI5OfnIyIiApMnT8apU6cM6nf16tVYs2YNNmzYgNOnT0OhUGDkyJGorKxsvw+EWvTNuWL85dNcrR91ACgpr8FfPs3FN+eKjZRZ65j6eEw9PyIiUyATQghjdR4QEIChQ4di8+bNUtvjjz+O8ePHY+XKlTrxCxYswP79+1FQUCC1RUVFIT8/H9nZ2QAAlUqFiooKfP3111JMWFgYevbsiV27dunVrxACSqUSMTExWLBgAYBfrwFzdnZGYmIiZs2apdf4DHl6NLVMrRF4OjFT50e9kQyAc3cbZMQ9YxanndQagefWZOHfFU1fW2js8eiTn8LBBscWhJjF501EZAhDfr8NetZeW6qrq0NOTg4WLlyo1R4aGooTJ040uU92djZCQ0O12kaNGoVt27ahvr4ecrkc2dnZiI2N1YlZu3at3v0WFhaipKREqy9ra2sMHz4cJ06caLaQqq2t1brovqKiooVPgAzxXeHtZosoABAASipq4LssveOSakemPh4BoLi8Bt8V3kagh6Ox0yEiMhqjndorKyuDWq3WuTeVs7MzSkpKmtynpKSkyfiGhgaUlZW1GNN4TH36bfynIbkBwMqVK+Hg4CC9+vfv32wsGaa0svkiioyH80JEjzqjrUg1ksm0TwsIIXTaHhR/f7s+x2yrmN9atGgR4uLipPcVFRUsptpIH3sbveKSXnoSw9x7tXM2D++7wtuI3H76gXHGGo+++ek7L0REnZXRCiknJydYWlrqrPCUlpY2ewd1hULRZHyXLl3g6OjYYkzjMfXpV6FQAPh1ZcrFxaXJmKZYW1s3e58tejjD3HvBxcEGJeU1aOqivsZrdoL/p7dZXLMT/D+9TXo8+uZnDkUrEVF7MtqpPSsrK/j5+SEjI0OrPSMjA0FBQU3uExgYqBOfnp4Of39/yOXyFmMaj6lPv+7u7lAoFFoxdXV1yMrKajY3al+WFjIkvOAF4Ncf8d9qfJ/wgpdZFFGA6Y/H1PMjIjIVRr39QVxcHD788EN89NFHKCgoQGxsLK5evSrdF2rRokVaN/mMiopCUVER4uLiUFBQgI8++gjbtm3DvHnzpJjo6Gikp6cjMTERP/30ExITE3HgwAHExMTo3a9MJkNMTAzefvtt7Nu3D+fOnUNkZCS6du2KqVOndsyHQzrCfFyw+X+HQuGgfTpJ4WCDzf871Ozua2Tq4zH1/IiITIIwso0bNwpXV1dhZWUlhg4dKrKysqRtM2bMEMOHD9eKP3z4sBgyZIiwsrISbm5uYvPmzTrH3LNnj/D09BRyuVwMGjRIpKamGtSvEEJoNBqRkJAgFAqFsLa2Fs8884w4e/asQWMrLy8XAER5eblB+1HLGtQaceJSmfg877o4calMNKg1xk7poZj6eEw9PyKitmbI77dR7yPV2fE+UkRERObHLO4j9ShorFF5PykiIiLz0fi7rc9aEwupdtT4OBneAoGIiMj8VFZWwsHBocUYntprRxqNBjdv3oS9vX2L958iwzXeo+vatWs8bWriOFfmhfNlPjhX7UcIgcrKSiiVSlhYtPx3eVyRakcWFhbo16+fsdPo1Lp3787/gJgJzpV54XyZD85V+3jQSlQjo97+gIiIiMicsZAiIiIiaiUWUmSWrK2tkZCQwEfymAHOlXnhfJkPzpVp4MXmRERERK3EFSkiIiKiVmIhRURERNRKLKSIiIiIWomFFBEREVErsZAik7Vs2TLIZDKtl0KhkLYLIbBs2TIolUrY2tri2Wefxfnz542Y8aPlyJEjeOGFF6BUKiGTyfD5559rbddnfmprazFnzhw4OTmhW7duGDt2LK5fv96Bo3g0PGiuIiMjdb5rTz31lFYM56pjrFy5Ek8++STs7e3Rp08fjB8/Hj///LNWDL9bpoWFFJk0b29vFBcXS6+zZ89K21avXo01a9Zgw4YNOH36NBQKBUaOHCk945Da1927dzF48GBs2LChye36zE9MTAz27duH5ORkHDt2DFVVVRgzZgzUanVHDeOR8KC5AoCwsDCt71paWprWds5Vx8jKysJrr72GkydPIiMjAw0NDQgNDcXdu3elGH63TIwgMlEJCQli8ODBTW7TaDRCoVCIVatWSW01NTXCwcFBbNmypYMypEYAxL59+6T3+szPf//7XyGXy0VycrIUc+PGDWFhYSG++eabDsv9UXP/XAkhxIwZM8S4ceOa3YdzZTylpaUCgMjKyhJC8LtlirgiRSbt4sWLUCqVcHd3x5QpU3D58mUAQGFhIUpKShAaGirFWltbY/jw4Thx4oSx0qX/o8/85OTkoL6+XitGqVTCx8eHc2gEhw8fRp8+fTBw4EC8+uqrKC0tlbZxroynvLwcANCrVy8A/G6ZIhZSZLICAgLw8ccf49tvv8U///lPlJSUICgoCLdu3UJJSQkAwNnZWWsfZ2dnaRsZjz7zU1JSAisrK/Ts2bPZGOoY4eHh2LlzJzIzM/Huu+/i9OnTCAkJQW1tLQDOlbEIIRAXF4enn34aPj4+APjdMkVdjJ0AUXPCw8Olf/f19UVgYCA8PDywY8cO6UJYmUymtY8QQqeNjKc188M57HgqlUr6dx8fH/j7+8PV1RVfffUVJk6c2Ox+nKv2NXv2bPzwww84duyYzjZ+t0wHV6TIbHTr1g2+vr64ePGi9Nd79//fVWlpqc7/qVHH02d+FAoF6urqcOfOnWZjyDhcXFzg6uqKixcvAuBcGcOcOXOwf/9+HDp0CP369ZPa+d0yPSykyGzU1taioKAALi4ucHd3h0KhQEZGhrS9rq4OWVlZCAoKMmKWBECv+fHz84NcLteKKS4uxrlz5ziHRnbr1i1cu3YNLi4uADhXHUkIgdmzZ2Pv3r3IzMyEu7u71nZ+t0yQ8a5zJ2pZfHy8OHz4sLh8+bI4efKkGDNmjLC3txdXrlwRQgixatUq4eDgIPbu3SvOnj0r/vznPwsXFxdRUVFh5MwfDZWVlSIvL0/k5eUJAGLNmjUiLy9PFBUVCSH0m5+oqCjRr18/ceDAAZGbmytCQkLE4MGDRUNDg7GG1Sm1NFeVlZUiPj5enDhxQhQWFopDhw6JwMBA0bdvX86VEfzlL38RDg4O4vDhw6K4uFh6VVdXSzH8bpkWFlJkslQqlXBxcRFyuVwolUoxceJEcf78eWm7RqMRCQkJQqFQCGtra/HMM8+Is2fPGjHjR8uhQ4cEAJ3XjBkzhBD6zc+9e/fE7NmzRa9evYStra0YM2aMuHr1qhFG07m1NFfV1dUiNDRU9O7dW8jlcjFgwAAxY8YMnXngXHWMpuYJgNi+fbsUw++WaZEJIURHr4IRERERdQa8RoqIiIiolVhIEREREbUSCykiIiKiVmIhRURERNRKLKSIiIiIWomFFBEREVErsZAiIiIiaiUWUkRkMpYtW4YnnnjC2GmYtbq6Ovzud7/D8ePHHxhbW1uLAQMGICcnpwMyI+qcWEgRUYeQyWQtviIjIzFv3jwcPHjQKPmlpqYiICAADg4OsLe3h7e3N+Lj46Xt5lLkbd26Fa6urvjDH/7wwFhra2vMmzcPCxYs6IDMiDonFlJE1CGKi4ul19q1a9G9e3ettnXr1sHOzg6Ojo4dntuBAwcwZcoUTJo0Cd999x1ycnLw1ltvoa6ursNzeVjvv/8+Zs6cqXf8tGnTcPToURQUFLRjVkSdFwspIuoQCoVCejk4OEAmk+m03b/qExkZifHjx+Ptt9+Gs7MzevTogeXLl6OhoQGvv/46evXqhX79+uGjjz7S6uvGjRtQqVTo2bMnHB0dMW7cOFy5cqXZ3L788ks8/fTTeP311+Hp6YmBAwdi/PjxeP/99wEASUlJWL58OfLz86UVtKSkJADAmjVr4Ovri27duqF///7461//iqqqKunYSUlJ6NGjB7788kt4enqia9eumDRpEu7evYsdO3bAzc0NPXv2xJw5c6BWq6X93NzcsGLFCkydOhV2dnZQKpVSPs3Jzc3FpUuX8Pzzz0ttdXV1mD17NlxcXGBjYwM3NzesXLlS2u7o6IigoCDs2rWrxWMTUdNYSBGRScvMzMTNmzdx5MgRrFmzBsuWLcOYMWPQs2dPnDp1ClFRUYiKisK1a9cAANXV1RgxYgTs7Oxw5MgRHDt2DHZ2dggLC2t2hUmhUOD8+fM4d+5ck9tVKhXi4+Ph7e0traCpVCoAgIWFBdavX49z585hx44dyMzMxPz587X2r66uxvr165GcnIxvvvkGhw8fxsSJE5GWloa0tDR88skn2Lp1Kz777DOt/d555x38/ve/R25uLhYtWoTY2FhkZGQ0+1kdOXIEAwcORPfu3aW29evXY//+/di9ezd+/vlnfPrpp3Bzc9Pab9iwYTh69GizxyWiFhj7qclE9OjZvn27cHBw0GlPSEgQgwcPlt7PmDFDuLq6CrVaLbV5enqK4OBg6X1DQ4Po1q2b2LVrlxBCiG3btglPT0+h0WikmNraWmFrayu+/fbbJvOpqqoSo0ePFgCEq6urUKlUYtu2baKmpqbZ3Jqze/du4ejoqDVWAOLSpUtS26xZs0TXrl1FZWWl1DZq1Cgxa9Ys6b2rq6sICwvTOrZKpRLh4eHN9h0dHS1CQkK02ubMmSNCQkK0Po/7rVu3Tri5uT1wbESkiytSRGTSvL29YWHx//9T5ezsDF9fX+m9paUlHB0dUVpaCgDIycnBpUuXYG9vDzs7O9jZ2aFXr16oqanBL7/80mQf3bp1w1dffYVLly5hyZIlsLOzQ3x8PIYNG4bq6uoW8zt06BBGjhyJvn37wt7eHtOnT8etW7dw9+5dKaZr167w8PDQGoObmxvs7Oy02hrH0CgwMFDnfUvXMt27dw82NjZabZGRkThz5gw8PT0xd+5cpKen6+xna2v7wHESUdNYSBGRSZPL5VrvZTJZk20ajQYAoNFo4OfnhzNnzmi9Lly4gKlTp7bYl4eHB2bOnIkPP/wQubm5+PHHH5GSktJsfFFREUaPHg0fHx+kpqYiJycHGzduBADU19e3egwtkclkzW5zcnLCnTt3tNqGDh2KwsJCrFixAvfu3cPkyZMxadIkrZjbt2+jd+/eD+ybiHR1MXYCRERtaejQoUhJSUGfPn20rhUylJubG7p27SqtLFlZWWldDA4A33//PRoaGvDuu+9Kq2a7d+9uffL3OXnypM77QYMGNRs/ZMgQbN68GUIIrYKre/fuUKlUUKlUmDRpEsLCwnD79m306tULAHDu3DkMGTKkzfImepRwRYqIOpVp06bByckJ48aNw9GjR1FYWIisrCxER0fj+vXrTe6zbNkyzJ8/H4cPH0ZhYSHy8vLw8ssvo76+HiNHjgTwa2FVWFiIM2fOoKysDLW1tfDw8EBDQwPef/99XL58GZ988gm2bNnSZmM5fvw4Vq9ejQsXLmDjxo3Ys2cPoqOjm40fMWIE7t69i/Pnz0tt7733HpKTk/HTTz/hwoUL2LNnDxQKBXr06CHFHD16FKGhoW2WN9GjhIUUEXUqXbt2xZEjRzBgwABMnDgRjz/+OF5++WXcu3ev2RWq4cOH4/Lly5g+fToGDRqE8PBwlJSUID09HZ6engCAF198EWFhYRgxYgR69+6NXbt24YknnsCaNWuQmJgIHx8f7Ny5U+vWAg8rPj4eOTk5GDJkCFasWIF3330Xo0aNajbe0dEREydOxM6dO6U2Ozs7JCYmwt/fH08++SSuXLmCtLQ0aQUtOzsb5eXlOqf7iEg/MiGEMHYSRESkzc3NDTExMYiJiTFov7Nnz+K5556TLrh/kD/96U8YMmQIFi9e3MpMiR5tXJEiIupEfH19sXr16hZvQNqotrYWgwcPRmxsbPsnRtRJ8WJzIqJOZsaMGXrFWVtbY8mSJe2cDVHnxlN7RERERK3EU3tERERErcRCioiIiKiVWEgRERERtRILKSIiIqJWYiFFRERE1EospIiIiIhaiYUUERERUSuxkCIiIiJqJRZSRERERK30/wB9YqrzmT6bLQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 72142\n", + "energy change is 25.833999999998923\n", + "num_nudges_better is 3.0\n", + "energy change per nudge for run 72142 is 8.611333333332974\n", + "plotting for run 72158\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 7571\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 7569\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 1453.0\n", + "Nudge number 3 occurs at time 1471.0\n", + "daq on at time 1591.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 193\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 7572\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 72158\n", + "energy change is 22.424999999999272\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 72158 is 11.212499999999636\n", + "plotting for run 72173\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6826\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6824\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 221.0\n", + "Nudge number 3 occurs at time 232.0\n", + "daq on at time 329.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 169\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 6827\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 72173\n", + "energy change is 15.82799999999952\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 72173 is 7.91399999999976\n", + "plotting for run 72190\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [1 2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6967\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6965\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 123.0\n", + "Nudge number 2 occurs at time 134.0\n", + "daq on at time 185.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 118\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 6967\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 72190\n", + "energy change is 14.430000000000291\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 72190 is 7.2150000000001455\n", + "plotting for run 72266\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6859\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6858\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 366.0\n", + "daq on at time 344.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 83\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 6860\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 72266\n", + "energy change is 12.22666666666737\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 72266 is 12.22666666666737\n", + "plotting for run 72285\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 7560\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 7559\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 197.0\n", + "daq on at time 341.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 205\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 7561\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 72285\n", + "energy change is 13.768000000001848\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 72285 is 13.768000000001848\n", + "plotting for run 72367\n", + "Total number of nudges this run is [1]\n", + "Nudge list is [1]\n", + "Nudge has backlash count BacklashNudge\n", + "False 9694\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 9693\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 3966.0\n", + "daq on at time 4332.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 427\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 9414\n", + " 0.0 280\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [1] nudges for run 72367\n", + "energy change is 15.523999999999432\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 72367 is 15.523999999999432\n", + "plotting for run 72406\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6872\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6870\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 286.0\n", + "Nudge number 3 occurs at time 338.0\n", + "daq on at time 366.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 139\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 6873\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 72406\n", + "energy change is 12.126000000000204\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 72406 is 6.063000000000102\n", + "plotting for run 72434\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [3 4]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6205\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6203\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 3 occurs at time 246.0\n", + "Nudge number 4 occurs at time 260.0\n", + "daq on at time 289.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 103\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 6207\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 72434\n", + "energy change is 14.540000000000873\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 72434 is 7.270000000000437\n", + "plotting for run 72650\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [1 2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 4459\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 4457\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 2951.0\n", + "Nudge number 2 occurs at time 2961.0\n", + "daq on at time 642.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 1985\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 4345\n", + " 0.0 114\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 72650\n", + "energy change is 6.145999999998821\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 72650 is 3.0729999999994106\n", + "plotting for run 72703\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [1 2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6326\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6324\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 52.0\n", + "Nudge number 2 occurs at time 123.0\n", + "daq on at time 198.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 196\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 6326\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 72703\n", + "energy change is 23.357500000000073\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 72703 is 11.678750000000036\n", + "plotting for run 72707\n", + "Total number of nudges this run is [1]\n", + "Nudge list is [1]\n", + "Nudge has backlash count BacklashNudge\n", + "False 3439\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 3438\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 549.0\n", + "daq on at time 242.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 368\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 3439\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [1] nudges for run 72707\n", + "energy change is 5.03400000000147\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 72707 is 5.03400000000147\n", + "plotting for run 72725\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 667\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 665\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 123.0\n", + "Nudge number 3 occurs at time 138.0\n", + "daq on at time 160.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 98\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 668\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 72725\n", + "energy change is 18.187999999998283\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 72725 is 9.093999999999141\n", + "plotting for run 72739\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 3445\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 3443\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 1190.0\n", + "Nudge number 3 occurs at time 1800.0\n", + "daq on at time 1857.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 462\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 3446\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 72739\n", + "energy change is 30.126000000002023\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 72739 is 15.063000000001011\n", + "plotting for run 72749\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [1 2 3 4]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5725\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5721\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 270.0\n", + "Nudge number 2 occurs at time 271.0\n", + "Nudge number 3 occurs at time 285.0\n", + "Nudge number 4 occurs at time 302.0\n", + "daq on at time 383.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 139\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 5612\n", + " 0.0 113\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 72749\n", + "energy change is 48.1200000000008\n", + "num_nudges_better is 4.0\n", + "energy change per nudge for run 72749 is 12.0300000000002\n", + "plotting for run 72780\n", + "Total number of nudges this run is [7]\n", + "Nudge list is [1 2 3 4 5 6]\n", + "Nudge has backlash count BacklashNudge\n", + "False 1438\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 1432\n", + "True 7\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 1347.0\n", + "Nudge number 2 occurs at time 1371.0\n", + "Nudge number 3 occurs at time 1385.0\n", + "Nudge number 4 occurs at time 1386.0\n", + "Nudge number 5 occurs at time 1404.0\n", + "Nudge number 6 occurs at time 1414.0\n", + "daq on at time 185.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 660\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 1439\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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27Vu8fPkSIpEI5cuXx759+wBwPw7SL0ud9SIzenp6SpP3X1GsWDFZnXXr1oWLiwsaNmyIMWPG4NixYwrx6bdjJP+gweakQFq0aBGKFi2KGTNmyA7xODk54fnz53I7l+joaAQFBWmtHf7+/rC3t0fLli2VPi/tibpw4QIOHjyIFi1aqFUnAAwcOFDp8/b29nj8+DHi4uLkyqXzD0kTGIFAgLZt2+LQoUP48eOHLO7du3e4ePGi3GGWnCAWi/Hnn38iOjoakyZNUhrj7+8PQ0ND9OrVS+nzHTt2xNOnT+XO+BKJRNixYwdq164t6+VycnJCjRo1ZLcKFSpo3F4vLy8YGhpi69atcuXSyRM7dOiQ6evDwsJw7do1hcM1ypZz8eJFhZuNjQ3q1KmDixcvyn4MpJfVeuDk5ITIyEi5M8RSUlJw+vTpTNuTUzp27Ii4uDgcPHhQrnzbtm2wt7eXJadBQUGIiIhA586dldbD4/FQrlw5uLi4QCwWY+XKlahatapcIqXuepHb6tevjz59+uD48eNK5wMj+RP1SJECqWjRopgyZQomTpyIXbt2oXfv3vD29sbff/+N3r17Y/DgwYiOjsaiRYtUdt//qhs3buDx48f466+/VI7P+d///oeTJ09i6tSpsLKykjsMZG5uDldXV7n4pKQk7Nq1C56enrKxKhn5+PigQ4cOaNasGcaMGQNra2tcv34dfn5+cHV1lUvqZs2ahZo1a6JNmzaYPHmybEJOa2trjBs3Tq33qWz8yefPn2Wnzv/48UM2Ief9+/cxZswYDB48WOE1nz59wqlTp9CtWzeVk6gOGDAAa9euRZcuXbBgwQIUL14c69atw7Nnz3Du3Dm12vvlyxcEBgYCSOuxOHnyJIoVK4ZixYrJzqy0tLTEtGnTMH36dFhaWsom5Jw5cyYGDRok9900bdoUDRo0QJUqVWSDzRctWgQej4c5c+Zk2h5bW1ulh30NDQ1hZWWldMoOddaDbt26YcaMGejevTsmTJiApKQkrFq1Sq2zy3JCy5Yt0axZM/zxxx+IjY1F2bJlsXv3bpw6dQo7duyQ/U8cOHAAlStXVnom28iRI9GoUSNYWVnh9evXWLVqFT58+CD7/qRyYr3QxJ07d5ROyOnq6prl9mTOnDnYu3cvpk+frpW2kVyQS/NXEZIjMpsIMTExkZUqVYqVK1dONvnftm3bmIuLCzM0NGSurq5s7969rG/fvszR0VH2urCwMAaALV68WKFOAMzX11ettg0ePJjxeDz26tUrlTEAVN4aNmyoEL9z5061Jhq9cOECa968ObO1tWVGRkasfPnybNy4cSwqKkoh9vbt26xJkybM2NiYmZubsw4dOihM5qlKsWLFWOfOnVW+Jz09PWZubs7c3NzYkCFDWHBwsMq65s2bxwCwCxcuZLrMiIgI1qdPH2ZpackMDQ1ZnTp12NmzZ9VqL2OMXbx4UaPPfOXKlax8+fJMX1+flSpVivn6+rKUlBS5GB8fH+bq6srMzMyYQCBg9vb2rHfv3uzZs2dqtyujzCbkVHc9OHHiBKtatSozMjJipUuXZmvWrJFNKpkelEweqer/QPr57d+/P8v38OPHDzZq1Chma2vL9PX1WZUqVdju3bvlYhwcHFT+T7Vv357Z2dkxoVDIbG1tWb9+/dibN2+Uxv7KeqFqQs6MpJ+dqlv65Sn7TKUmTJjAALDAwEDGWM5N6EpyB4+xLE6hIYQQJaKjo1G8eHGMGzcOixYtyu3mkHzo5s2bqF27Nh48eJDlGYCE5FV0aI8QopEvX77g7t27WLNmDQBoNKcWIenVqlUry+kwCMnraLA5IUQjx48fR5s2bRAWFoZdu3ahevXqud0kQgjJNXRojxBCCCEkm6hHihBCCCEkmyiRIoQQQgjJJkqkCCGEEEKyic7a0yKJRIJPnz7BzMxMKxd/JYQQQkjOYz8nE7a3t8/yMk+USGnRp0+f4ODgkNvNIIQQQkg2vH//Xul1QdOjREqLpBdKff/+vdYuQ5JRfHy87LpSnz59UrhwLSGEEJJt8fGA9NqFnz4ByvYxymK+fAHKluXKXr4EihVTHgtkXb8OxMbGwsHBQa0LnlMipUXSw3nm5uY6S6TSX9PN3NycEilCCCE5x8gI2LKFu29tDQiF6sUIBID0Att2doCxsfJYIOv6dUidYTk0j5QWxcbGwsLCAjExMTrtkTI1NQUAxMXFUSJFCCGEaEiT/TedtUcIIYQQkk10aI8QQggh6hGJgNOnufstWnCH7NSJSUoCFizgyiZPBgwNlccCWdefx9ChPS3KjUN79+8noGrVTgBCEBf3ig7t5VNJScC9ewCPB9jackMKDAx+rc4vX4DwcKB8+bRtWGEikQC3bnFjW/X1ATMzwNQ07a+REfd5a1NSEjfONjGR+x4sLLS7PEJyXHw89w8DAHFxqgebZ4yJjARsbLiyz5+B4sWVxwJZ168Dmuy/836qR9QWFgbUrGkE4BSAj5BIcrtFOSs5GahbF3j4EGjaFDh2DEg3tl6nPnwAli8Hvn4F+vQBGjfOubrPnwcGD+a+z/SsrLiEyt6e2x45OADu7kDXrop1MMa9/soV4OpV7u+zZ9xzNjbA1KnAkCG/npzlNZ8/A35+wPXrXGLk5wfUqcM9t2oVMGaM6tfq6XHb7yJFgHnzgN69gZEjgb//5hKvESO48ow/kMPDgb59gW/fAB8foGNHrh0ODmmxKSlAz57AwYNpryteHOjWjdu/lC8PzJql/USuMLp2DXjzBmjQgPtO0jt6lPs/iI4G6tcHTp7U7H8iORmIiOBOLgsPl/+b/n5yMrBpE/e/quo7jo8Hdu8G/v0XiIoCnJyA/fvTxmSr8vgxMHcut4w2bbj3Eh0NVKvGrV+aiowExo3jPovixYEzZ4Aszv4v9KhHSgvWrl2LtWvXQiwW4/nz5zrrkRo9mttZSL1/H4+SJTXL5qX//DnF3BwoXTpnEp7794GqVdMeb9qUdhJIdjDGbbxiY4EfP7i/0lv6x2XKAF26cDtakQhYswaYPj3tx5OLCxAamvXyHj8GVq7kNoxjxwKlSqU99/07MGkS16P99i1XZmLCnbQSEcFtJFW5cIE7qzg6Oi1puno17Uzi9IyMuN4QgFu+ry+XCOq69zw1FVi0CLh7l+uVWbAg7Qdqdj19ClSqBLkfED17Ajt3cvd79+bu29lxCdOPH9x3KP0eM6pVC7h9W76+Bg2APXu4XsInT7jPctcuYNmytBg9Pe41pUtzsTVqAIMGAZs3c8/r63PrUcYfOsHB3Lq0cydw6RK3ThkZAatXpyWDhU18PCAWc9uR7Hj8GKhcmbvv5gY8eJD23MuXQPXq3HogNWaM/HeZ3pMnwJw5wMePXNL86RP3P6eJokW5//GaNbnHd+5w60h0NJdkx8bKx588CXh5yZf98w/3Ppo0Adq25davkBDly6tUifsx0bZt1m07fJj7cXroEPf+pLZu5X4oyFCPlCJGtCYmJoYBYDExMVpf1tevjJmYMMalB9wtJCRe9vzw4YzxeIzZ2DD28mXa65KTGdu5k7GtWxkLCmJMT0++jpy4GRkx5uHBWN++jM2YwdiLF9l7j0FB8vUWL86YOh9taipj3t6Mubkx5uLCWMmSjFlYaPZea9ZkbPFixqpVSyuzt+f+CgSMHT3K2IEDjP37L2P//MPY6tVc/Jw5jE2dyti4cfL1lS7N2MePXPsuXmTMwUH++REjGIuN5Z6XSBiLjmbs4UPGTp/mvqvZs7Nus0DAWJ06jE2YwNiRI4xFRXHf9/r1aW0HGCtfnrHduxkTi7P3vWjq61fGmjRRbO/48Zm34csXxgYOZKxzZ8YWLeLK4uMZW7eOsSVLGJs7N60ua2vur4cHY2/fMvb6NWO1a3Nlu3fL1ysWM/bjB2OfPjH24AG3bqRvl6Eh9xozM+6xra38epDZTSjk1juAW98OHGAsJYUxT0/F2HLlGLOyUiyvV09rX0WeduoU9/nxeIytXJm9OrZvT/sc9fQYGz2asbp1GWvfnlvvpZ/vnj1pcSdPytcRG8utmwKB8u9YX58xR0eu3k6dGPvzT8bmz2dsyxbu/zUwMG3dARgrU4ar88YNbtuYvq6yZbl128CAe7xli3xbXr+WX+6KFdx9c/PM18O2bbltgZMTY1WrMvb0qXy979/Lv7+qVdPWxaVLM3yocXGMAUwCsEO7EtnatVy7lMUwgLvPGGOfP6eVff6sOlbZa3OBJvtv6KA9hZa2E6mxYxmrUYPbKQ0dyq13lSuLGPCaAYydP5/AGON28un/qTZsSKvjzz/TyqU7EH19LtnIiZuhoeI/dfv23LKvXOESvD/+4BKsf/5h7MQJxhISlL/fc+fSdvzSjWD9+tw/ert2XHJQqRK3UUhv5crMNzJ8PmNFijBWqhRjlStzG8QWLRjr0oWxPn0UN1JFijC2cSNjIhFjxsbqJ2MZb46OXILH46VtYPfsYezVK/W+/6NHuZ26iQm34TU3Z6x5cy7JuniRSzJUSUjgPjdpwgEwVqUKV6dEot7ys+PlS8YqVuSWZ2LCWOPG8p/J1auqXztggHzs+/eMLV+u+LkOHMjYnTuqP/crVzJvY0qK/LLatOHKnz3j1o+M9ZUsySVWZ84w5u/P2MGDjEVGcglf+rhVq9KWcfQol5w3asSYl5diQjV4MLfeCoVc2fXrv/zR5ztTpqR9Ji1bav56Hx/GihXL/H/QyipteyHdFhYvzlhEBPd/sHu3/I+Otm25H56nT3NJd1SUev8vycmMhYVx2xiAsd9/T2vbb79x7/Xs2bQfEv36cc+NHs1tZ6TOn5dvvzT5WbmSsRIl0soXLWLs+HHGRo5U/oOxTRv5eidOTHvO35/7H5B+HlOnZngzPxOdc/hd9hpPT+UxlEiRX6bNROrjR+Ubho0bkxhwQ/Z49Wr5DUH6f4xLl5TX0bZtzrVTJGLs+XNu51KrFle/hwf3nLKdEsCYpSXXi5LxV440IaxZk7FjxzLfQFavzr2/iIi0RGjGDMYuXGDs9m1upxgeziUbWW0Iw8O59vTuzf1Nvw1YuZJrT82aXFLXrBn3+XXpwiVJQ4YwNmoUt6GaMYOx//7jNqjpN3oAY4MGcb0iuhYbyyVe6ZPF2rW5pDWnBQam/cotWZKxkBDusz92jPu+pMuvU4dbBywtGVu4kHvtgwdpCac0uVi+nNshZfzuZ87kdlw1anA7GgMD7pe/qSn33lQl6ulJJFzS9+SJ/A4nLo7bObm7M/a//zGWmJh5HXv2cOvM/v2q4x494hL3xo0Z+/tvrgdVSrpD7dIl6zYXNCNGpH2nVavKP7djB/c/deaM8teGhma+fViyhLuFhaW9JjExbZvk4cH9P0vjy5ThEpNfdfmyfGJTrVpaz3N6kyenxbi7cwlWUhLXy53xvVSqxCU+0h/TRkaMPX6cVtfNm4z16sUl9i1byn+mX79yy5f+iD56NO11vr5cWcOGaflMSgpjT+7Esx7YyUrjpdznI4cSKZJTtJVIffsm32UtvdnbM/b1axwDNik8V64ctyMHuB4YOztuxwIoHlby9s7R5soEB3P1Ozlxj6U7727duISjZUv5pI/H4345HT/OHXaRdr83bMjtpKZO5X4JtW3L/QKT/uOnvxUtmrZhTL9DzG3Pn3OHOjt3lt945ZboaMYmTZI/1NC4MXc4NSds25aWANWsyX2f6c2apXqnV6IEt7MAuORF2WGx9En4zZs50+a84MED7n3p6Sk5fFLA9e4t/91eusQlE2/fppWZmSn+EAoMlE+A7t3jDpHVqsWtO6qSL8a4pDZ9L7qhIXd4PrOEWVNHjnCHCufO5Q5XK3PlCtfznT5ZSv9ZNG3KHVlYt46xd+/SXhcZmXlP9OfP3A8MaT2//cYdhgQYq1BB/tD66tXyyyxfPu1/OOOtVKkMC6JESjvevXvHLl++zE6dOsXu3LnDkpKSdLXoXKOtRMrPL209+/137lfsrFncBiMuLo4B+gxoJpeQBAZyO8WMx/kdHLgNS/qyP//M0ebKPHvG1W9uzv2zS5f3/XtajEjEbWiaN1f8Z5X+E2fWzR8dzSUpw4bJ92DcuKGd91TQhIdzPS76+mmfe5s2XO9RdojFjP31V1pd//uf8g19fDx3SMHDgzvk2aoVl+xn/P5fvODqyJj45+SOLq9p0YJ7n6NG5XZLdKttW+U77QYN5B/Hx3O9jAEBjB06JN+bk/5wqrquXOF6Nf385HusckPGdV36wyLjOC5N3b+vOBYw/ZAPxrj/Nelh+PQ3ExMJK2P9nQ357RFbtljEAO5/VU5KCmNr1nC3lBSuLD6e61rt0kV+I5AxVtlrc0GeSaTevHnDJk+ezBwdHZmenh7j8Xiym4GBAWvatCnbt28fE+tqlKuOaSuRWrKEG19StCj3Sz89LpECA8BCQ+PZgQPceBGpr1+5QyJly3K/QC5d4hKP9P8oCsfEc0hUVNoypDtqQ0PVh9aePePGCGT8R+7cWb3lvXvHHcZL/4uNqOfNG26cEJ+f9rl366Y4SDUz8fHyO4KpUzUb0J6ayo31GjGCGzN08CBXfv48l3DVqiW/bhdU0h86Jibc/29h0bAh976bNJHvRcl4+/w5rbc9/W3u3Nx+B7/u61du7Oj//sd9Hhm397/i8uW0E5RKllR9yDs1lfshfu4ct11I/z/86BH3emvrnGtXXpEnEqlRo0YxMzMz1rlzZ7Zt2zb25MkTFhsby1JTU9nnz5/Z+fPn2cyZM1mFChVYpUqV2M2C1B//ky7P2pNKn0jFqdktGh0tvwFavFg7bROJ0g61SW8KgxSVePNG/jW9e2unfUTRs2eMde+e9tnr6THWvz/3nWTm06e0nZ9QmLM7gMJGIuFOBAC4XpKC7uvXtDMdAe7sPca4XmVliVRQkPx4Jult167cfR/5QXQ0Y7duccNFskN6lMHCIidblTdosv/W2jxSEyZMwMSJE1GsWLEsY0+cOIGEhAT873//00ZTck1+umjx2LHcfESWloC/P+DsrJ323b8PBAUBxYpx8/lUrZr1NCEpKfKT5A0Zwk2SSHTn/n1u7qz//uMe8/lAuXLc3GXDhsnHhoRw89Z8+MBNIhoQwE12SLJv+3ZuLh87O26i1YI2kWp6Bw8C0l2BsTHw4gU3Ce3Hj1lPDFm7NrcNs7Xl5t+iCztogVjMTVYHIKxkfZQux4exMTcdlLIY1K/PbTBSUoB167iy4cO5CdWUxQKKr80Fmuy/aUJOLcpPiVReV7Fi2szc8+cDU6bkbnsKq+vXgWnTuNnXAW6y0pcv057/7z+gRw9uo1qxIjfBX5kyudPWgiQlhftx8+kTsGUL0K9fbrcoZyUncxObvnkDzJ7NlXXuzE1iKt10pp+3MSN9feC33zSfmZxkQ7ov4sOzeDhUMIZQyK2jUsEXEnG+yTy4IhSd4v4t8BNy6mmzIVWrVsWaNWvwLf00qYRkw9mz3OUTjh7les9I7qhTBzh3DjhwgHscFcX9ZYybEbp9e2672KQJN1M3JVE5Q18fGDWKu790Kfd5FyQHDwIDBqQlUQA3i3z6/ZexMSAUKn/9iBFcjzolUbolFHArYmpq2jopkQCt/2eI6ZiLzjiEsDcF/7pHWk2kateujWnTpsHe3h49evTAeenPWEI05OAAdO/OHTKijWXua9SI+xsTwyVOw4Zx1+diDBg6lOsZKFIkN1tY8Awdyv1Qf/SIu/5ZQSJNyAHgr7+4H01Dh8rH8Hjc9eeUUVVOtCt9YisWAwkJ3CVvvn1LS54+R1Ii9Uv+/vtvREREYOPGjfj8+TOaN28OJycnzJ49G+/evdPmonPV2rVr4erqiprSCyoRUsAULcpdUw4APDyAjRu5Hd3y5cD69ap7Dkj2FSnCXbMP4HqlChKRiPvbuzd3Yeju3ZX/YDpyhLte5aZNwN69wO+/cxeJzs7FecmvS/9/npoK/Pkn0KuXfExCgm7blBu0mkgBgKGhIby9vXHhwgW8fPkS3t7e8Pf3R+nSpdGiRQvs27dP203QuREjRiA0NBS3bt3K7aYQohV6etzAZ4Abu2Ziwh129fFRfXV78utGj+Y++7NnuRMACgppIpXVxbNdXLhDnAMHAl27cmP1Dh1KG3pDdCtjIvX0qWJMQmLB3yBoPZFKz9nZGXPmzMGbN2+wZ88e3L59Gz169NBlEwghOWTTJm6HNmIENwi9TZvcblHB5+QEdOnC3V+2LFebkqPUTaRI3pIxkfr+nbt/4XgiGuEigAxn8xVQOk2kAODixYvo27cv+vXrB7FYjMGDB+u6CYSQHODlxSVTa9YAlSvndmsKj3HjuL+7dnFTAhQElEjlT3x+Wg90+kSqSBHAGNwxvcLQI6WT1fbdu3fYunUrtm7dijdv3qB+/fpYt24dunTpAiMjI100gRBCCoSaNbkz2i5f5uZKWrAgt1v06yiRykeEQmDRItl96dQHcomUFR/GbmWBh0BC8s95oIyNgVat0u6rqA+A4uM8Tqur7a5du7BlyxZcvHgRNjY26NOnDwYOHIiyZctqc7GEEFKgjRvHJVIbNgBTpwJmZrndol9DiVQ+oq8PTJggeyhNpP76C0hM5MqKFNeHSfUKwEMgPvnnl2pqChw/nmV9ABQf53FaPbTXr18/mJqa4vDhw3j//j38/PwoiSKEkF/Upg1Qvjw3/cTmzbndml8nTaRyaRJr8guknUY7dnB/ixTh5v+SdjpNmgSsWpUrTdMZreb/Hz58QHHp7KWEEEJyhJ4eNzHtsGHclBMjRuTv3hzqkcpHxGLg7l3ufvXqEArls99LlwA+xCij/xFAKQDc2aa3bogR9TAcNZ2jMXu/i/wlYtLVB0D+cT7IrrXaI5U+ifr333/x22+/wd7eHm/fvgUArFixAkeOHNGoTpFIhGnTpsHZ2RlGRkYoXbo0Zs+eDYlEIhf35MkTtGvXDhYWFjAzM0OdOnWUzl3FGEPLli3B4/Fw+PBhuee+ffsGb29vWFhYwMLCAt7e3vguPQhMCCG5qE8fwNoaePuWmwIgP6NEKh9JSgJq1eJuSUlyV3Dp3Rtwd+diRq0sg1NoIXtuxy4+Tj0siTlH3fHy3g+V9Sk8zgd0ctbe+vXrMXbsWLRq1Qrfv3+HWCwGABQpUgQrVqzQqK6FCxdiw4YNWLNmDZ48eYJFixZh8eLFWL16tSzm1atXqFevHipWrIhLly7h/v37mD59OgwNDRXqW7FiBXgqJr7p2bMnQkJCcOrUKZw6dQohISHw9vbWqL2EEKINRkZcTxQALFmSvy8bQ4lU/rVoEdCuHTev18SJaeVCiNACZ2BtpbhizlthjORkHTZS25gOuLi4sICAAMYYY6ampuzVq1eMMcYePnzIrKysNKqrdevWbMCAAXJlnTp1Yr1795Y97tatm9xjVUJCQljJkiVZeHg4AyBrI2OMhYaGMgDs+vXrsrLg4GAGgD19+lSttsbExDAALCYmRq34nBAXF8cAMAAsLi5OZ8slhOje58+MGRoyBjB2+XJutyb7hgzh3sOcObndEpKluDjuywK4+1nEVK8qkoWnv61cqaI+derXAU323zrpkQoLC0O1atUUyg0MDBCv4Wxd9erVw/nz5/H8+XMAwP3793H16lW0+nlapUQiwfHjx1G+fHm0aNECxYsXR+3atRUO2yUkJKBHjx5Ys2YNbG1tFZYTHBwMCwsL1K5dW1ZWp04dWFhYICgoSKM2E0KINhQvzh3iA7heqfyKeqQKroVzUvC//wFD+yTiCurJyt+/z8VG5TCdJFLOzs4ICQlRKD958iRcXV01qmvSpEno0aMHKlasCKFQiGrVqsHHx0c2Q3pkZCTi4uKwYMECeHl54cyZM+jYsSM6deqEwMBAWT1jxoyBp6cn2rdvr3Q5ERERSgfKFy9eHBEREUpfk5ycjNjYWLkbIYRo09ix3N///uMu15MfUSJVcDVtLMH+/cCGxT9QD9cwDXMA5JvhT2rRyWo7YcIEjBgxAklJSWCM4ebNm9i9ezf8/PywadMmjerau3cvduzYgV27dqFSpUoICQmBj48P7O3t0bdvX9mg8/bt22PMmDEAgKpVqyIoKAgbNmxAw4YNcfToUVy4cAH37t3LdFnKxk4xxlSOqfLz88OsWbM0ej+EEPIrKlQA2rblEqnly7m5pfIbSqQKD0NwGVRBSqR00iPVv39/+Pr6YuLEiUhISEDPnj2xYcMGrFy5Et27d9eorgkTJmDy5Mno3r073Nzc4O3tjTFjxsDPzw8AYG1tDYFAoNDT5eLiIjtr78KFC3j16hWKFCkCgUAAwc//3s6dO6NRo0YAAFtbW3z+/Flh+V++fIGNiitkTpkyBTExMbLb+4LUd0kIybPGj+f+btsGfPmSu23JDkqkCo+CmEjpbLUdPHgwBg8ejKioKEgkkmzPL5WQkAA9Pfn8j8/ny3qi9PX1UbNmTTzL0Mf9/PlzODo6AgAmT56MQYMGyT3v5uaG5cuXo23btgCAunXrIiYmBjdv3kStWrUAADdu3EBMTAw8PT2Vts3AwAAGBgbZel+EEJJd9esDNWoAt28D69YBvr653SLNUCKVjwiFaSuYqku4KIsxNgYaNoTRx5LAy3SJlLLYrOrPa7Q+9D2H9e3bl5UoUYIdO3aMhYWFsUOHDjFra2s2ceJEWcyhQ4eYUChkGzduZC9evGCrV69mfD6fXblyRWW9yHDWHmOMeXl5sSpVqrDg4GAWHBzM3NzcWJs2bdRuK521RwjRlT17uBOdrK0ZS0jI7dZopl07ru3//JPbLSHa5u/Pfdca7EpzRZ45a+/Vq1cYMGCA7HGpUqVgaWkpuxUrVkyh5ygrq1evxv/+9z8MHz4cLi4uGD9+PIYOHYo5c+bIYjp27IgNGzZg0aJFcHNzw6ZNm3Dw4EHUq1cvk5oV7dy5E25ubmjevDmaN2+OKlWq4N9//9WoDkII0YXOnQFHRyAqCshvmynqkSo8pNM5Sq/LVxDwGNPeNG4+Pj4wNjbG/PnzAQBmZmaYMWOG7LDe3r17UapUKWzIj6Mj1RAbGwsLCwvExMTA3NxcJ8uMj4+HqakpACAuLg4m6aedJYQUaCtWAGPGcNfhe/KEu5RMftCiBXDmDJcA9u6d260hmZJIuJULAFxclK9kymJEIuD4cRwKtkPnhbXw22/A1atKYoGs69cBTfbfWs3/z507JzfjOMAN6C5dujQAwMnJSWGsEiGEkOwZOBCYORN4/hw4fpw7my8/oB6pfCQxEahcmbsfFwco+7GuLObrV6BDBxiiJYATaWOkMsYCWdefx2g11Xv79i2cnZ1ljwcNGgQLCwvZYycnJ3z48EGbTSCEkELDzAwYOpS7n58m6JQmUvng+rTkF0nP2rtzB7h1K5cbk0O0mkjp6ekhMjJS9nj58uWwsrKSPf78+TOE+WVUPiGE5AOjRnE9O5cv558dFfVIFR4mSLuaSa1awKPHyudlzE+0mkhVqlQJ586dU/n86dOnUVnahUcIIeSXlSgB/LzQA5Yuzd22qIsSqcLDA3cwoEfaSPMPn/LJQL5MaPUd9O/fH/PmzcPx48cVnvvvv/+wYMEC9O/fX5tNIISQQmfcOO7vgQPAmze52hS1UCJVeAgghv+KH/Dw4B7/nAIyX9Pqajt48GBcuHABbdu2RcWKFVGhQgXweDw8ffoUz549Q+fOnTF48GBtNoEQQgodd3egaVPg3Dlg5Uru0jF5GSVShY/0ZLyCkEhpvU9t9+7d2LVrF8qXL49nz57h6dOnKFeuHHbu3Il9+/Zpe/G5Yu3atXB1dUXNmjVzuymEkEJKetmYTZuA799ztSlZEou5v5RIFR4FKZHSyWrbvXt3ja+pl5+NGDECI0aMkM1DQQghuta8OXcW+aNHwMaNwMSJud0i1ahHKh8RCtOy9MwuEZMxxtiYu47Rz/uyRIrHV4zNqv48RmsTcsbHx2s0GaSm8fkBTchJCMlNW7cC/ftzA9Bfvwb09XO7RcqVLQu8egUEBQF16+Z2a4gu1KsHXLsGHDwIdOqU261RpMn+W2uH9sqWLYv58+fj06dPKmMYYzh79ixatmyJVatWaasphBBSKPXoAdjaAh8/Anv35nZrVKMeqcKHDu2p4dKlS5g2bRpmzZqFqlWrokaNGrC3t4ehoSG+ffuG0NBQBAcHQygUYsqUKRgyZIi2mkIIIYWSgQE3r9Rff3FTIfTuDfDy4LQ9lEjlIxIJ8O4dd79UKdWXiMkYIxIB169zZXXqQE+P+7IlIgnwJl0skHX9eYzWVtsKFSpg//79+PDhA/bv34/Lly8jKCgIiYmJsLa2RrVq1fDPP/+gVatW0MsHH5S2MMYgEokglo62/EXJyclwdHSU3efTVMF5Bp/Ph0AgAC8v7slIgTV0KDB3LnD/PnD+PHc2X15DiVQ+kpgISK9YktklYjLGfP0K1K/PlX3+DD097pq7kqQU+Vgg6/rzGK2vtiVLlsSYMWMwZswYbS8q30lJSUF4eDgSEhJyrE6JRCK7CHR4eHihTlLzImNjY9jZ2UE/rw5WIQWOpSV3Db7Vq7leKUqkSF4gO7SnlVHaukWrbS6RSCQICwsDn8+Hvb099PX1c6SnQiwWIzGRmzXWycmJeqTyCMYYUlJS8OXLF4SFhaFcuXKU5BKd8fEB1q4FTp3izuLLaxeUoESq8KExUuSXpaSkQCKRwMHBAcbGxjlWb/pDhIaGhpRI5SFGRkYQCoV4+/YtUlJSYGhomNtNIoVE6dLcmVEHDgDLlgGbN+d2i+TRRYsLn7REKv8PdaCfxLmMeiUKF/q+SW6RTs2zYwcQHp67bcmIeqQKn4LUI0VbdUIIKQRq1wZ++w1ITQXWrMnt1sijRKrwoUSKEC3p168fOnTokNvNIKRAkvZKrV+fdoJUbmOMLhFTGFEipSEnJyfMnj0b76RzQ5B8rV+/fuDxeFiwYIFc+eHDh+nUfkLysLZtuVnEv30DtmzJ7dZw0s/8QolUPiAQAMOHczdVX5iyGEND7iyHypUBQ8O0RAp68rHq1J/H6CSRGjduHI4cOYLSpUujWbNm2LNnD5KTk3Wx6FxRGC5abGhoiIULF+Lbt2+53RRCiJr4fGDsWO7+8uXySUxukR7WA/LNfrNwMzDgTgFdu5a7r26MuTnw8CF3MzdPS6T4QvlYderPY3SSSI0cORJ37tzBnTt34OrqilGjRsHOzg5//vkn7t69q4sm6NSIESMQGhqKW7du5XZTtKZp06awtbWFn5+f0udnzpyJqlWrypWtWLECTk5OssdisRhjx45FkSJFYGVlhYkTJyLjpR9//PiBXr16wcTEBHZ2dli+fDkaNWoEHx8fWUxKSgomTpyIEiVKwMTEBLVr18alS5dy6J0SUrD07QtYWQFhYUBAQG63hhKpwooO7WWTu7s7Vq5ciY8fP8LX1xebNm1CzZo14e7ujs2bNyvsRAut+HjVt6SkLGP1EhOhl5jIzS6bVb3ZxOfzMX/+fKxevRofPnzIVh1Lly7F5s2b4e/vj6tXr+Lr168IyLBlHzt2LK5du4ajR4/i7NmzuHLlikLy3b9/f1y7dg179uzBgwcP0KVLF3h5eeHFixfZfn+EFFTGxtxREwBYsoQbo5Sb6NBePsMY8OULd1O18iiLkUiAJ0+4m0SSlkiJM8SqU38eo9PVNjU1FQEBAdiyZQvOnj2LOnXqYODAgfj06ROmTp2Kc+fOYdeuXbpsUt5kaqr6uVatgOPH0x4XLw6kmxmdD6D6z/usQQMgMDAt1skJiIqSr+8XVtSOHTuiatWq8PX1hb+/v8avX7FiBaZMmYLOnTsDADZs2IDTp0/Lnv/x4we2bduGXbt2oUmTJgCALVu2wN7eXhbz6tUr7N69Gx8+fJCVjx8/HqdOncKWLVswf/78bL8/QgqqESOARYuAGzeAoCDubL7cQj1S+UxCArffAVRfwkVZTFQU4OrKlWW8REz6WCDr+vMYnay2d+/exZYtW7B7927w+Xx4e3tj+fLlqFixoiymefPmaNCggS6aQ3LQwoUL8fvvv2PcuHEavS4mJgbh4eGoW7eurEwgEKBGjRqynsnXr18jNTUVtWrVksVYWFigQoUKssd3794FYwzly5eXqz85ORlWVlbZeUuEFHg2NoC3N7BpE3fZmLyQSPF4+eL6tCSH0CViNFSzZk00a9YM69evR4cOHSAUChViXF1d0b17d100J+/L7LzkjFP/RkbKPRSLxbh//z4AwL1aNchFv3mTI81Lr0GDBmjRogX++usv9OvXT1aup6encKg2NTVVo7qlr894JmD6eiUSCfh8Pu7cuaMwi7tpZj17hBRyY8dyidThw8CLF0C5crnTDppDqnAqSGOkdLLqvn79Go6OjpnGmJiYYEteOR83t2nSlZkxViyGxMiIuy/9m516NbBgwQJUrVpVrleoWLFiiIiIAGNMlgiFhITInrewsICdnR2uX78u64kUiUS4c+cOqlfnDk6WKVMGQqEQN2/ehIODAwAgNjYWL168QMOGDQEA1apVg1gsRmRkJOpLryxOCMmSiwvQujU3UmDFCu4kqdxAiVThVJASKZ10pGaVRJH8zc3NDb169cLq1atlZY0aNcKXL1+waNEivHr1CmvXrsXJkyflXjd69GgsWLAAAQEBePr0KYYPH47v37/LnjczM0Pfvn0xYcIEXLx4EY8fP8aAAQOgp6cnS87Kly+PXr16oU+fPjh06BDCwsJw69YtLFy4ECdOnNDJ+yckv5Iekd+yBYiOzp02UCJVONG19jRUtGhRWFpaKtysrKxQokQJNGzYkHqj8rk5c+bIHXJzcXHBunXrsHbtWri7u+PmzZsYL51W+adx48ahT58+6NevH+rWrQszMzN07NhRLmbZsmWoW7cu2rRpg6ZNm+K3336Di4uL3AV/t2zZgj59+mDcuHGoUKEC2rVrhxs3bsh6sQghyjVqBFSvzp3gu3597rSBLlhcOBWkHike08GcA8uXL8e8efPQsmVL1KpVC4wx3Lp1C6dOncKYMWMQFhaGf//9F6tXr8bgwYO13RydiY2NhYWFBWJiYmBubi73XFJSEsLCwuDs7CyXFPwqsViMe/fuAeAOe2UcN5TfxcfHo0SJEli6dCkGDhyY283RmLa+d0Kya9cuoFcv7kSpt2+5Cah16fFjbrJra2vujHeSx8XHp51ZruqsOmUxkZHcWQ4A8PkzBv1VHP7+wDzfFPw1yyAtFsi6fh3IbP+dkU46U69evYq5c+di2LBhcuV///03zpw5g4MHD6JKlSpYtWpVgUqkyK+7d+8enj59ilq1aiEmJgazZ88GALRv3z6XW0ZIwdClCzB5MvD+PbBzJ6Dr3yd0aC+fEQi4WV2l99WNMTQEypSR3Ze7REzG2Kzqz2N00srTp09j4cKFCuVNmjSRnTbfqlUrTJ48WRfNIfnMkiVL8OzZM+jr68PDwwNXrlyBtbV1bjeLkAJBKARGj+YuaLx0KdC/v26nIaBEKp8xMAC2btU8xtwcePlS9lCWSOkJFGOzqj+P0cm/i6WlJf777z+F8v/++w+WlpYAuEM2ZmZmumiO1hWGa+3pSrVq1XDnzh3ExcXh69evOHv2LNzc3HK7WYQUKIMHc/u5J0+AU6d0u2xKpAqngjRGSier7vTp0/HHH3/g4sWLqFWrFng8Hm7evIkTJ05gw4YNAICzZ8/KTmnP70aMGIERI0bIjrESQkheZm4ODBnCXTJmyRLuAgq6QolUPsNY2tU0jI25mVTViZFI0q6sYW0NvZ+ZlETMgPh0sUDW9ecxOll1Bw8eDFdXV6xZswaHDh0CYwwVK1ZEYGAgPD09AUDjmbEJIYTknFGjuPmkLl4E7t7lzubTBUqk8pmEhKwHgyuLiYqSG2wuu0RMcqp8LJAnBptrQuurbmpqKoYMGYLp06dj9+7d2l4cIYSQbHBwALp14wacL13K/dUFSqQKp4J0iRitj5ESCoUICAjQ9mIIIYT8IumBgb17ubP4dIESqcKpII2R0slg844dO+Lw4cO6WBQhhJBsqlYN+P13QCwGVq7UzTLFYu4vJVKFS0FKpHSy6pYtWxZz5sxBUFAQPDw8YJLhmOeoUaN00QxCCCFZGDcOuHAB2LgRmD4d0Pb5MtQjVThJx5AXhEvE6GTV3bRpE4oUKYI7d+7gzp07cs/xeDxKpAghJI/w8gJcXYHQUGDTprTDfdpCiVThVJB6pHRyaC8sLEzl7fXr17poAskhkZGRGDp0KEqVKgUDAwPY2tqiRYsWCA4OVruOmTNnomrVqmrF8Xg8hVvFihV/4R0QQjKjpweMHcvdX7ECSE3V7vIokSqcKJHKppSUFDx79gwi6X9ONohEIkybNg3Ozs4wMjJC6dKlMXv2bEgyfBtPnjxBu3btYGFhATMzM9SpUwfv3r0DAHz9+hUjR45EhQoVYGxsjFKlSmHUqFGIiYmRq+Pbt2/w9vaGhYUFLCws4O3tje/fv2e77QVB586dcf/+fWzbtg3Pnz/H0aNH0ahRI3z9+lUry6tUqRLCw8PlblevXtXKsqRSUlK0Wj8heV2vXtyZ6h8+APv3a3dZdNHifIbPB/73P+6m6ktTFqOvD5Qowd309WWJFANPPlad+vMapgPx8fFswIABjM/nMz6fz169esUYY2zkyJHMz89Po7rmzp3LrKys2LFjx1hYWBjbv38/MzU1ZStWrJDFvHz5kllaWrIJEyawu3fvslevXrFjx46xz58/M8YYe/jwIevUqRM7evQoe/nyJTt//jwrV64c69y5s9yyvLy8WOXKlVlQUBALCgpilStXZm3atFG7rTExMQwAi4mJUXguMTGRhYaGssTERI3ef1ZEIhG7desWu3XrFhOJRDla97dv3xgAdunSpUzjvn//zgYPHsyKFSvGzMzMWOPGjVlISAhjjLEtW7YwAHK3LVu2KK3H19eXubu7Z7osR0dHNm/ePNa/f39mamrKHBwc2N9//y0X8+HDB9a1a1dWpEgRZmlpydq1a8fCwsJkz/ft25e1b9+ezZ8/n9nZ2TFHR0fGGGPXrl1j7u7uzMDAgHl4eLCAgAAGgN27d49JJBJWpkwZtnjxYrllPXz4kPF4PPby5Uul7dXW905ITpszhzGAsWrVGJNItLecbdu45bRoob1lkLxn2jTue//zz9xuiXKZ7b8z0kkiNWrUKObh4cGuXLnCTExMZInUkSNHWNWqVTWqq3Xr1mzAgAFyZZ06dWK9e/eWPe7WrZvcY3Xs27eP6evrs9TUVMYYY6GhoQwAu379uiwmODiYAWBPnz5Vq87sJlJxyXEqb4mpiZnGxiTEsMvBl9nl4MvsR+KPLOvVRGpqKjM1NWU+Pj4sKSlJaYxEImG//fYba9u2Lbt16xZ7/vw5GzduHLOysmLR0dEsISGBjRs3jlWqVImFh4ez8PBwlpCQoLQudRMpS0tLtnbtWvbixQvm5+fH9PT02JMnTxhjXBJfrlw5NmDAAPbgwQMWGhrKevbsySpUqMCSk5MZY1wiZWpqyry9vdmjR4/Yw4cPWWxsLLO0tGS9e/dmjx8/ZidOnGDly5eXJVKMMTZv3jzm6uoq154xY8awBg0aqGwvJVIkv4iKYszIiNvZXbigveX4+3PLaN1ae8sgec+MGdz3Pnx4brdEuTyXSJUqVYoFBwczxhgzNTWVJVIvXrxgZmZmGtXl5+fHHB0d2bNnzxhjjIWEhLDixYuzXbt2McYYE4vFzNTUlM2ePZs1b96cFStWjNWqVYsFBARkWu8///zDrK2tZY/9/f2ZhYWFQpyFhQXbvHmz0jqSkpJYTEyM7Pb+/ftsJVKYCZW3VjtbycUazzNWGdtgs/wO3XqRtUKMpg4cOMCKFi3KDA0NmaenJ5syZQq7f/++7Pnz588zc3NzhUSrTJkysp4idRIkaZyenh4zMTGRuw0cOFAW4+joKJc0SyQSVrx4cbZ+/XrGGPc9VqhQgUnS/aROTk5mRkZG7PTp04wxLpGysbGRJVaMMbZ+/XpmZWUl9/38888/conUp0+fGJ/PZzdu3GCMMZaSksKKFSvGtm7dqvI9USJF8pPhw7mdXatWWcdm199/c8to3157yyB5z8yZ3Pc+bFhut0Q5TRIpnYyR+vLlC4oXL65QHh8fD56G19GZNGkSevTogYoVK0IoFKJatWrw8fFBjx49AHCDoePi4rBgwQJ4eXnhzJkz6NixIzp16oTAwECldUZHR2POnDkYOnSorCwiIkJpm4sXL46IiAil9fj5+cnGU1lYWMDBwUGj95YfdO7cGZ8+fcLRo0fRokULXLp0CdWrV8fWn1frll5g2MrKCqamprJbWFgYXr16pfHyKlSogJCQELnbvHnz5GKqVKkiu8/j8WBra4vIyEhZe16+fAkzMzNZWywtLZGUlCTXHjc3N+jr68seP3v2DFWqVIGhoaGsrFatWnLLtbOzQ+vWrbF582YAwLFjx5CUlIQuXbpo/D4JyYvGjOFOUz9xgjuLTxtosHk+Ex/PrRQ8Hndf3ZjIyLSyyMi0webJqfKx6tSfx+hk1a1ZsyaOHz+OkSNHAoAsefrnn39Qt25djerau3cvduzYgV27dqFSpUoICQmBj48P7O3t0bdvX9mg8/bt22PMmDEAgKpVqyIoKAgbNmxQuDBybGwsWrduDVdXV/j6+so9pyzJY4ypTP6mTJmCsdLTXX7WnZ1kKm5KnMrn+Hryg+8ix0fKPRaLxbh//z4AoFrVanLPvRn9RuO2KGNoaIhmzZqhWbNmmDFjBgYNGgRfX1/069cPEokEdnZ2uHTpksLrihQpovGy9PX1UbZs2UxjhEKh3GMejydbDyQSCTw8PLBTyfUuihUrJrufcW4zZd8zY4rXMhg0aBC8vb2xfPlybNmyBd26dYOx9MKbhORzZcsCHToAAQHAsmXcdAg5jRKpwqkgXSJGJ6uun58fvLy8EBoaCpFIhJUrV+Lx48cIDg5W2UukyoQJEzB58mR0794dANeT8PbtW/j5+aFv376wtraGQCCAq6ur3OtcXFwUzvb68eMHvLy8YGpqioCAALkdsq2tLT5//qyw/C9fvsBGeuHFDAwMDGBgYKDR+1HGRF/9izRmjBWLxTASGAEAjIRG2a5XE66urrKZ66tXr46IiAgIBAI4OTkpjdfX14dYOp2xllWvXh179+5F8eLFYW5urvbrKlasiJ07dyI5OVn2nd6+fVshrlWrVjAxMcH69etx8uRJXL58OcfaTkheMH48l0j9+y8wdy5ga5uz9VMiVTjR9Aca8vT0xLVr15CQkIAyZcrgzJkzsLGxQXBwMDw8PDSqKyEhAXp68s3m8/myHgh9fX3UrFkTz549k4t5/vw5HB0dZY9jY2PRvHlz6Ovr4+jRo3KHcACgbt26iImJwc2bN2VlN27cQExMDDw9PTVqc0ERHR2N33//HTt27MCDBw8QFhaG/fv3Y9GiRWjfvj0AoGnTpqhbty46dOiA06dP482bNwgKCsK0adNkiYiTkxPCwsIQEhKCqKgoJCcnq1ymSCRCRESE3E1ZgqtKr169YG1tjfbt2+PKlSsICwtDYGAgRo8ejQ8fPqh8Xc+ePSGRSDBkyBA8efIEp0+fxpIlSwDI91Ty+Xz069cPU6ZMQdmyZTXuYSUkr/P0BOrUAVJSgLVrc75+SqQKJ+lufPN2IYZjLd7AMfMX5GXaHrCV0/r27ctKlCghm/7g0KFDzNramk2cOFEWc+jQISYUCtnGjRvZixcv2OrVqxmfz2dXrlxhjDEWGxvLateuzdzc3NjLly9lZ4+Fh4fLTRng5eXFqlSpwoKDg1lwcDBzc3Mr1NMfJCUlscmTJ7Pq1aszCwsLZmxszCpUqMCmTZsmd+ZdbGwsGzlyJLO3t2dCoZA5ODiwXr16sXfv3snq6dy5MytSpEiW0x8gw1QJAJiBgYEsxtHRkS1fvlzude7u7szX11f2ODw8nPXp04dZW1szAwMDVrp0aTZ48GDZ9yKd/iCja9eusSpVqjB9fX3m4eHBdu3apfSszVevXjEAbNGiRVl+hjTYnORHBw5wA4MtLRmLj8/ZuufN4+pOdw4Jycvi4rgvDODuqxvz+XNa2efP7OzZtIfS27EDierVrwN57qw9xriz6Z49e8auXLnCAgMD5W6aiI2NZaNHj2alSpVihoaGrHTp0mzq1KlyZ1wxxp2tVbZsWWZoaMjc3d3Z4cOHZc9dvHhR6Q4agNz8QtHR0axXr17MzMyMmZmZsV69erFv376p3daClkgVdjt27GBCoVBhuoarV68ygUDAIiIisqyDEimSH4lEjJUuze3b1q7N2bpnzeLqHTo0Z+slWpJDiRRjjEVHM9a0sUhWPH9mcr5MpHTSmXr9+nX07NkTb9++VRiwy+PxNBovY2ZmhhUrVmDFihWZxg0YMAADBgxQ+lyjRo2UDhzOyNLSEjt27FC7baRg2b59O0qXLo0SJUrg/v37mDRpErp27QojI27sWXJyMt6/f4/p06eja9euKsfOEZLf8fncGXwjRwLLlwNDh+bcpNN0aK/wsrQEzv6XBB/Tf7ASPohTfZ5VnqaTVXfYsGGoUaMGjh8/Djs7O42nPCAkN0RERGDGjBmIiIiAnZ0dunTpIjf1wu7duzFw4EBUrVoV//77by62lBDt698fmDEDePkSOHoU6NgxZ+qV/o6mRCqf4POBVq3S7qsbo68PSM+UTjfVDPh8mJaxBV4BP+L11Ks/j9HJqvvixQscOHAgy9PYCclLJk6ciIkTJ6p8vl+/fujXr5/uGkRILjIxAf74A5g/H1i6NOcSKeqRymcMDYHjxzWPKVKEm0tKSazZ4O7AZCAuSQAYCrKuP4/RyVl7tWvXxsuXL3WxKEIIIVry559cZ8K1a8D16zlTJyVSxNSU+0uH9jIxcuRIjBs3DhEREXBzc1OYQDH9zNSEEELyJjs7oFcvYMsWrldq//5fr1OaSOWTozhEC6SJ1I8fuduO7NJJItW5c2cAkBv8zePxZLNH62pyRkIIIb9m3DgukTp0CHj9Gihd+tfqox6pfCY+HpBePi0ykjvmq05MZCQgPSHn8+e05+PjYTpkMIBdOHUKWLkoGaNnWWZefx6jk1U3LCxMF4shhBCiZZUqAV5ewKlTwIoVwKpVv1YfJVL5UEJCzsT85JpyT3Z/1QYhRmvw2rxAJ6tu+hnFC4O1a9di7dq11NNGCCmQxo/nEil/f2DmTO409uyiRIq44CmOoi3a4b/8cp1iOVodbD58+HDEpRs99u+//8o9/v79O1pJT3MsQEaMGIHQ0FDcunUrt5tCCCE57vffAXd3rtNhw4Zfq4sSKQIALngCAIhPyH/TI2k1kfr777+RkK6LbsSIEYhMd/pjcnIyTp8+rc0mEEIIyWE8HtcrBQCrVwOZXC4zS5RIEQAwAdcVlZDAXWYkP9FqIpVx9nB1ZhMnhBCS93XrBpQoAUREALt2Zb8eSqQIABiD63SRSHhIhkEut0YzOplHihQc/fr1A4/HA4/Hg1AohI2NDZo1a4bNmzdDIpEofU3z5s3B5/NxXcXEM0FBQWjVqhWKFi0KQ0NDuLm5YenSpWqNMXv//j0GDhwIe3t76Ovrw9HREaNHj0Z0dPQvvU9CSOaEQmD0aO7+0qXcxdGygxIpAqQlUgCQAONcbInmKJEiGvPy8kJ4eDjevHmDkydPonHjxhg9ejTatGkDkXSr+NO7d+8QHByMP//8E/7+/gp1BQQEoGHDhihZsiQuXryIp0+fYvTo0Zg3bx66d++eaS/m69evUaNGDTx//hy7d+/Gy5cvsWHDBpw/fx5169bF169fc/y9E0LSDB7MzQH0+DGQ3VEalEjlM3p6QMOG3E1PRQqhLEYgACwsuFv6L/tnrLDhbxAKue19fO0mmdefx2h91Z0xYwaMjbnsMiUlBfPmzYOFhQUAyI2fItyhz1/9TMRiMRITEwEA8fHx4Ksxy52xsbFG1z80MDCAra0tAKBEiRKoXr066tSpgyZNmmDr1q0YNGiQLHbLli1o06YN/vjjD9SqVQsrVqyAyc95QeLj4zF48GC0a9cOGzdulL1m0KBBsLGxQbt27bBv3z5069ZNaTtGjBgBfX19nDlzRnYh4VKlSqFatWooU6YMpk6divXr1wMAnJycMGTIELx8+RL79+9H0aJFMW3aNAwZMkTt900IkVekCJdMLV/O9Up5eWleByVS+YyREXDpkuYxlpbA9++ZxpoU5UIO9diPYcMAg3xyhE+r6V6DBg3w7Nkz3Lt3D/fu3YOnpydev34te/zs2TM0aNBAm03IVxISEmBqavpLNwsLCzRo0AANGjSAhYWFWq/JiYT2999/h7u7Ow4dOiQrY4xhy5Yt6N27NypWrIjy5ctj3759sufPnDmD6OhojJeOWk2nbdu2KF++PHbv3q10eV+/fsXp06cxfPhwWRIlZWtri169emHv3r1yPVpLly5FjRo1cO/ePQwfPhx//PEHnj59+qtvnZBCbfRoblbyc+eAkBDNX0+JFJEyM+P++vgA6a4Pn+dpddW9lFXWSgqUihUr4sGDB7LH586dQ0JCAlq0aAEA6N27N/z9/dG/f38AwPPnzwEALi4uKuuTxmT04sULMMZUvtbFxQXfvn3Dly9fUPznDLqtWrXC8OHDAQCTJk3C8uXLcenSJVSsWDEb75YQAgCOjkCXLsCePcCyZcD27Zq9nhIpIjVzJjBwIHf/3btcbYpG8scByELC2NgYcXFxv3SLiYnB5cuXcfnyZcTExKj1Gumh118lveSPlL+/P7p16wbBzy1kjx49cOPGDTx79kzhdarq09fXz3ZbAMi1J/01HXk8HmxtbeWm4yCEZM+4cdzf3buBDx80e630nBJKpPKJ+HigWDHupmr2TGUxkZHcmCc9Pe6+ktgB3eKxZD43l4Z4zz7V9ecxlEjlITweDyYmJr98MzIygpGRkdrxmoyPysyTJ0/g7OwMgDv0dvjwYaxbtw4CgQACgQAlSpSASCTC5s2bAQDlypWTvU6Zp0+fonz58kqfK1u2LHg8HkJDQ1W+tmjRorC2tpaVZbxYNo/HU3mmISFEfTVqcGODRSJuXilN0EWL86GoKO6maQxjyk/vTBcrXQ9EyfnnyiD0G0AHUsWpSBWnKpQxxiBhEkhYzu3MWbqpzBhYjtYtrVNZvRcuXMDDhw8x2mc0JEyCHTt2oGTJkjgUcEg+7vwFLFiwAHPmzkGz5s1gaWmJJUuX4EDdA3JxR48exYsXL7Bs+TKl76GoZVE0bdYU69atw2if0XLjpCIiIrBz5054e3tzrf35jyv9vOXej5IybZIwCRhjSBWngi+mPQcpOHzG8BAYKMDffzNMmiKSjXfJSmoqH4AeoCdCqpjmGszzxKmQ/iRNFacCGfZtKmNUvS5DOU+P+2EvBl91/TqQcZ+dGUqktCDjtfbefn8LU7GpXIw4VQyRRIRUUSr0RDnXMZi+hyVFlAK9HD59VCKRICkpCe8+vINYLEZkZCTOnj6LxYsWo1WrVujesztSRCnw9/dHh44dUL6ifI+SXQk7TJ48GUeOHkHbdm2xeu1q9OndB4MHD8awP4bB3NwcFy9exF+T/0L/Af3RtHlTpIhSlLZl2fJlaNywMVq0aIGZs2bC0ckRT0Kf4K/Jf8He3h4zZs2QvZaBQSQRydXFGINYIlZZvzakilIhkojwIfYD+ImUSJGCo2JdwLmsE8Je6mPJmm/oN+y7Wq+LTy4FwBDRiZ8R9i1/HMopzHjxCSj38/6bb2/AUhSHhiiL0fsejbI/y95+fweJMF5p7PckKwDGEEGgsn5diPsRl3XQT5RIacGIESMwYsQIxMbGwsLCAno8PRgI5M/jFElEEPFEssktc0r6unK6bqkzp8/AuZQzBAIBihYtCrcqbli6fCm8+3hDT08Pd+/cxYMHD7BuwzqF5Zubm6Nps6bYtnUb2rVvh87/6wwbWxss9FuIpr83RWxsLABg7vy5GD9B8Wy+9MqVL4dr169h7uy58O7ljejoaNjYctMmTJ0+FVZWVnLxPCj5PHjQymekivQ70efry8aOEVJQDPnzB6b4WGH7RksMHJao1rgniZj7sWdoIFDYTpK8hydIO+RmIDAAU/KdKYvRE+inK9OH5OfrMsYa6nMrjRh8lfXrQgJP/bPZdbYl//79O27evInIyEiFcSl9+vTRVTNyhUBPACE/w/gcPg888HJ8R67tRMp/iz/8tyhOrJmeRw0PJItUX3zr0GH5w33169dH/fr1AQBJSUno3LEzdvy7A/3690OxYsUyXZaTkxM2bd6UZbtfvHqhUHbrbi5cVJrHJXRCvhACPiVSpGDp2jMZS+aK8fG9AGeOmaF956QsXyMRc9soA32+wnaS5D28dN+RkC8EU/KdKYvRy1Am+fk4Y6xQyCXWIghU1q8LAj31t8862ZL/999/6NWrF+Lj42FmZqawsy/oiRRRn6GhIQ4GHMTqlatx9cpVdOzUMbebRAhRk6Eh0H9IPJbMN8ffq0zRrlMSsvotR9MfkPQEP0c8iJF/hj7oZNUdN24cBgwYgPnz5+fYqfak4DI0NMSESRNyuxmEkGzoMygBa5aZ4f49fdwI0ked3zIfgygWcZkWX0ADzfMDpsdDSjV32X11YyR8PiTGRrL7qmKlHUEppkVU1p/X6CSR+vjxI0aNGkVJFCGEFHBW1hJ06ZWAf/1NsGGVKer8lvk1L0XSeaTyTwdE4WZkhKjAE5rHWBZFRMTLLGP5xtyhvKSq1QCj/HHxeZ3MI9WiRQvcvn1bF4sihBCSywYPjwOPx3D2pCFevsg8QxL97JGiQ3sESFsPxPlnGind9Ei1bt0aEyZMQGhoKNzc3BQmRmzXrp0umpHnMDCAerMLFyY/1xchBVGZcmI0b5WE08eNsHGNKRatjFEZK5ZOyEmH9gjSTcgpyh+H9QAdJVKDBw8GAMyePVvhOR6PJ5tvqTDR43OdgYmJiTA0Mszl1hBdSUxMBADoCeiiAqRgGzoyHqePG+HALmNMnPYD1sWUT3xLg83zF15CIorVagQA+HLzEpixkVoxvKivsC1XFQAQ8SIEzNpSaazgZwKldz8UvAQzpfXnNTpZdekyHIr0+HrQN9HHly9fAICbmTsHEnAmSftVl5yULJslluQyxiVRX758gb6Jfo5PlEpIXlOrbgqqeaTg3h19bPvHBOP++qE0Tvxz+gM+n3qk8gXGIHj3QXZf3Rgek4D3s9OExyRp/fIZYvl63DPiFInq+vMY+g2Qi0wtTRGHONmFc3k5kElJmARRP69ZpG+oDz0e7bDzAunhPH0TfZhammYRTUj+x+MBQ0bG4Y9+ltj6jzGGj/kBIyWdC9QjRdKTHuKl6Q+UCAwMxJIlS/DkyRPweDy4uLhgwoQJsokYCyMejwczKzNIikogEeVMr11iQiKGtRkGADh95TSM8kG3aGGhJ9CjnihSqLRqlwQHRxHevxXgwG5jeA9QnC1aNv1B/tlvEi2SjZHKR/08Omnpjh070L9/f3Tq1AmjRo0CYwxBQUFo0qQJtm7dip49e+qiGXmWnp4e9PRzZgfLT+Xj7du33H0hHwL9/LMyEkIKFoEAGPRHPHwnW2DjGlP06peAjL8lRDTYnKQj4Oe/Himd/DyeN28eFi1ahL1792LUqFEYPXo09u7diwULFmDOnDm6aIJOrV27Fq6urqhZs2ZuN4UQQnJVd+8EWBSR4PVLAc6dkr9uGmNpY6To0B4BAL182COlk0Tq9evXaNu2rUJ5u3btEBYWposm6NSIESMQGhqKW7dy4VpuhBCSh5iaMfTuHw8A2LBKfnxg+vOQaLA5AQDBz55JSqQycHBwwPnz5xXKz58/DwcHB100gRBCSC7pPzQeQiHDjSAD3LudNo+g9LAeQD1S+QaPh9SK5ZFasTxUXkhRSQzj6YHp63O39CdBZYiVTcgpMFBdfx6js2vtjRo1CiEhIfD09ASPx8PVq1exdetWrFy5UhdNIIQQkkvs7CXo0CUR+3cZ4+81ptiw9RuAtIHmACVS+QUzNsKXmxc1jmHWlgiPUjwClTGWZ8KtCClWxcGMP+dAi7VPJ6vuH3/8AVtbWyxduhT79u0DALi4uGDv3r1o3769LppACCEkFw35Mw77dxnj+GFDvH/Lh4OjWK5HigabE4AuEZOpjh07omPHjrpaHCGEkDzEtbIIDX9PQuAFQ/yzzgSzF8bSoT2iQDr9gTgfXSJGJ2OkSpcujehoxas4f//+HaVLl9ZFEwghhOSyoSO5Qee7txvj+zee7Iw9AArTIpC8ibukS2MUq9UYvIREtWN4UV9hZ+0MO2tn8KK+qowVpCYBABJjUoF45fXnNTpZdd+8eaP0enrJycn4+PGjLppACCEklzX4PRkulVKREK+HnVtN0s1qzvLLuGLCGIRPn0P49Hmml4jJGMNjEvBSUrgbk6iM5etxzyUzA3TrapcvrhKj1UTq6NGjOHr0KADg9OnTssdHjx5FQEAA5syZAycnJ43qFIlEmDZtGpydnWFkZITSpUtj9uzZCtfze/LkCdq1awcLCwuYmZmhTp06ePfunez55ORkjBw5EtbW1jAxMUG7du3w4cMHuTq+ffsGb29vWFhYwMLCAt7e3vj+/Xu2PgtCCCnseDxurBQAbN5ggsQEmkOKyLOzE8EB3L766hVjJCXm/Qxbq6tvhw4dAHCXQunbt6/cc0KhEE5OTli6dKlGdS5cuBAbNmzAtm3bUKlSJdy+fRv9+/eHhYUFRo8eDQB49eoV6tWrh4EDB2LWrFmwsLDAkydPYGhoKKvHx8cH//33H/bs2QMrKyuMGzcObdq0wZ07d8D/eZC2Z8+e+PDhA06dOgUAGDJkCLy9vfHff/9l9yMhhJBCrUOXRCycbY6IcD4O7TUGQAPNSRp9feAVykAfqQCAhAQejIzz9vqh1URK2kvk7OyMW7duwdra+pfrDA4ORvv27dG6dWsAgJOTE3bv3o3bt2/LYqZOnYpWrVph0aJFsrL0Y7FiYmLg7++Pf//9F02bNgXAXcbGwcEB586dQ4sWLfDkyROcOnUK169fR+3atQEA//zzD+rWrYtnz56hQoUKarc5UZSIhFTFa0zp8fRgKEhL7pTFSPHAg5HQKMtYZeWJqYmyi+ZmVW9OxQKAsdA4W7FJoiRImOprD2oSayQwAu/nMYNkUTLETPWpIJrEGgoMZReEThGnQCQR5UisAd8A/J9T+2oSmypORaokVWWsPl8fAj2BxrEiiQgp4hSVsUI9IYR8ocaxYokYyeJklbECPQH0+foax0qYBEmipByJ5fP4MBBwM3EzxpAoUj1eQ5NYTf7vtbGNUBar020ED+g96BuWzLHGuhXcBJ0CAW0j8ss2gpeaAJEeIPj5kSr7v+elW/dSxakKiUZCagIkP2Myxgr5QgghgiESkQQjfI1NgpGF4nvUxTZCXTrpUM3J2cvr1auHDRs24Pnz5yhfvjzu37+Pq1evYsWKFQC45O348eOYOHEiWrRogXv37sHZ2RlTpkyR9ZDduXMHqampaN68uaxee3t7VK5cGUFBQWjRogWCg4NhYWEhS6IAoE6dOrCwsEBQUJDSRCo5ORnJyWlfZmxsLACg1j+1AEOFcPzu/Dv+7fiv7HGV9VVUboDrlqyLA10PyB7X3lQbXxO/KgYq2Y812tYIH2I/KD4BoLxVeVzsmzaHR6tdrfA8+rnS2JLmJXFj0A3Z4877OuP+5/tKYy2NLPHwj4eyx94B3gj+EKw01khghJejXsoeD/5vMC6EXVAaCwAfx6aNqxt1chSOvziuMvbFyBeyjeqkc5OwP3S/ytgHwx7AytgKADArcBa23d+mMvb6wOtwsOAmk114dSE23NmgMvZCnwuoYM2tL6tvrMay68tUxh7veRxVbasCAPzv+mPulbkqY/d32Q9PB08AwM6HOzH1wlSVsds6bEPT0tyPhkNPD2Hs6bEqYze02YC25bkrEZx8eRLDjg1TGbusxTJ0q9QNAHDpzSX0PdxXZey83+ehX9V+AIAbH2+gy/4uKmOn1Z+GP2r+AQB4GPkQrXe1Vhk7ts5YjPMcBwB4Ef0Cv2//XWXsMI9hmN5wOgDgY+xH1PGvozK2r3tfzG8yHwDwNfErqmyoojK2i2sXrPBaAYD74VRudTmVsa3LtcbGthtljzOL1co2AoC7jTtO9Dohe6zzbURKEUD/PZKTuUSKz2e0jchH24h9FYEuodx9ZdsI4xQg/uf9I8+PoHONPnLP195UF1GmirF7H+9F7yq9AQAmiEcSjNBoYyug+BOFNuhiG6EunZ0nERgYiLZt26Js2bIoV64c2rVrhytXrmhcz6RJk9CjRw9UrFgRQqEQ1apVg4+PD3r06AEAiIyMRFxcHBYsWAAvLy+cOXMGHTt2RKdOnRAYGAgAiIiIgL6+PooWLSpXt42NDSIiImQxxYsXV1h+8eLFZTEZ+fn5ycZTWVhY0KzthBCijNF3GNbZIntYyjEfTRpEdMIYP3uqUk1ytyFq4DGm/THxO3bsQP/+/dGpUyf89ttvYIwhKCgIAQEB2Lp1K3r27Kl2XXv27MGECROwePFiVKpUCSEhIfDx8cGyZcvQt29ffPr0CSVKlECPHj2wa9cu2evatWsHExMT7N69G7t27UL//v3leo8AoFmzZihTpgw2bNiA+fPnY9u2bXj27JlcTLly5TBw4EBMnjxZoW3KeqQcHBxw89VNFC1SVCFeK4f24hPgXsodAPAi/AWMTYzp0B5129OhvWzE0qE97campgKhd4sgOYmHajVSoG+SQNsINWJzexvBS0hEiXotIWA8fLl5CamGQsVDewmJKOXZEgAQfv0cBGbm4EV9hW25qgCAsCdBkFhZKo0V8oUoVqsR3D5dwFNROew4+gG1f1P8P9X2NuLrt69wc3RDTEwMzM3NVcYDOjq0N2/ePCxatAhjxoyRlY0ePRrLli3DnDlzNEqkJkyYgMmTJ6N79+4AADc3N7x9+xZ+fn7o27cvrK2tIRAI4OrqKvc6FxcXXL16FQBga2uLlJQUfPv2Ta5XKjIyEp6enrKYz58Vp6f/8uULbGxslLbNwMAABgYGCuVGAiO5f2xV1InJMlaoWJR+w5aVvBCbfseRk7HSHV1Ox+rz9dU+pq6tWCE/LUnJyViBnkC2cc3JWL4eH8Z66q3vmsTq8fTU/j/SJJbH42klFsih//tfjM2V/3shULde+h0wbSO0GZtj2wgLY3x9eFP2UAAo/t9bGOPL45uy54Gfl4j5xp2NZ5hJLAMQ+egGhA2sgRBAkmwEY2HmB8+0tY1Ql04O7b1+/Rpt27ZVKG/Xrp3G46cSEhKgl2HmNj6fLxvYrq+vj5o1ayr0JD1//hyOjo4AAA8PDwiFQpw9e1b2fHh4OB49eiRLpOrWrYuYmBjcvJm2wty4cQMxMTGyGEIIIYTkPOOfZ+rNm2GOl8/z9vwYOmmdg4MDzp8/j7Jly8qVnz9/XuNxRG3btsW8efNQqlQpVKpUCffu3cOyZcswYMAAWcyECRPQrVs3NGjQAI0bN8apU6fw33//4dKlSwAACwsLDBw4EOPGjYOVlRUsLS0xfvx4uLm5yc7ic3FxgZeXFwYPHoy///4bADf9QZs2bTQ6Y48QQgghmrG04jpHnj0RYvoEc+w+ovzEibxAJ4nUuHHjMGrUKISEhMDT0xM8Hg9Xr17F1q1bsXLlSo3qWr16NaZPn47hw4cjMjIS9vb2GDp0KGbMmCGL6dixIzZs2AA/Pz+MGjUKFSpUwMGDB1GvXj1ZzPLlyyEQCNC1a1ckJiaiSZMm2Lp1q2wOKQDYuXMnRo0aJTu7r127dlizZs0vfhqEEEJIPpWYCGuvzgCAqFMHASMlh2SVxXz9BlvXmgCAiNBbgGVR5bEArL06wy/JGS/K7cXLF/r4/j1vXz9IJ4PNASAgIABLly7FkyfcaYwuLi6YMGEC2rdvr4vF54rY2FhYWFjg4duHsCxqqZNlJsQnoJwddzq1dLA5IYQQkhN48Qmw+7mPCQ9/AaZkH6MsRu9LFGzLcCdCRby6D0kxa6WxAGSPd+/+gJ49SsClcirOBX3R7hvLIM8NNge4XqKOHTvqanGEEEIIyceEP8e7i1WfmJgn6HQEV0pKCiIjIxWui1eqVCldNoMQQggheZyAzx0wE4ny9vX2dJJIvXjxAgMGDEBQUJBcOWMMPB4PYjFNxkYIIYSQNAKhNJHK5YZkQSeJVL9+/SAQCHDs2DHY2dnJJjQjhBBCCFFG8PPcL0qkAISEhODOnTuoWLGiLhZHCCGEkHxO1iOVmrc7X3SSSLm6uiIqKkoXiyKEEEKIFomtsj4LXVkMU3E0KmOs9LHgZ4ZSaHukYmNjZfcXLlyIiRMnYv78+XBzc4NQKD/1fFanFuY3a9euxdq1a2nsFyGEkAKFmRjjc9hDjWMkxawRHvNBrVjpY70X3LG9QjvYvEiRInJjoRhjaNKkiVxMQR1sPmLECIwYMUI2jxQhhBBCNCMs7D1SFy9e1FbVhBBCCCngZIf2CusYqYYNG2qrakIIIYTkhsREWHX2BgBEH/xX5SViFGK+foNtFU8AQMSDILlLxMjFArLHn9ftAlCIe6QAICEhARMmTMDhw4eRmpqKpk2bYtWqVbC2ttbmYgkhhBCiBTwJg8HVYNl9ZdeYUxajJxZD7+fYaT2xGBIVsQBkj4U8Lkoi4UEiAfTy6CX3tNosX19fbN26Fa1bt0b37t1x9uxZ/PHHH9pcJCGEEEIKAEG689Lycq+UVnukDh06BH9/f3Tv3h0A0Lt3b/z2228Qi8Xg8/naXDQhhBBC8jGBIK2/SyziAfoMYjHXM5WX5vXWao/U+/fvUb9+fdnjWrVqQSAQ4NOnT9pcLCGEEELyufSJVGoq4DfTDI6WdqhS2gavXuSdzhit9kiJxWLo6+vLL1AggCgv99ERQgghJNcJ0mUofbta4kGIEIzx8DWajxtBBihTLiH3GpeOVhMpxhj69esHAwMDWVlSUhKGDRsGExMTWdmhQ4e02QxCCCGE5DN8PsDjMTDGw81gA7nnvkbnnZHnWk2k+vbtq1DWu3dvbS6SEEIIIVokMVYy5YEaMcrO8FMWm/6xQMAd1gOAPgPjERWlhxNHjPJUIsVjjKl6b+QXSWc2vxd2D0WLFNXJMhPiE+Ba0hUAEPohFMYmxjpZLiGEEJLTKjk4ID6OS5r2HY/AnZsGWDirqOxxLc9krSz32/dvqOZcDTExMVlexk4nFy0ubDJea0/CJEgWaefLzij9cpJFyeCL8s6APEIIIUQTQ0dH4/hhc5QumwLXarF4/TotqenZ3gaXQl6jmE3OX2ZOwiRZB/1EPVJaJO2RivoapbMLM8fHx6OoBZetf4v5JjcWjRBCCMnPYmOBaVP1sH+fHqKjeShbjmHJEjFatc7ZVCY2NhbWltbUI5VXCPlCCPnCrANzaFm5sVxCCCGFQFIS0Lkzd//gQcDQUL2Y79+B8uW5sufPgSJFlMcCmdZvVRRYvw5ISQY2bwZevuDhxnUB2rfLsXcIABrtOymRIoQQQoh6xGLgxIm0++rGpKQAX76k3c8sNqv6AcyeDZQqxeVhuX1pX0qkCCGEEJKvlCgB+Prmdis4eef8QUIIIYSQfIYSKUIIIYSQbKJEihBCCCEkmyiRIoQQQgjJJhpsrkXSKbpiY2N1tsz4+HjZ/djYWNmkoIQQQsgvS7ePQWys8jPrlMX8+JFW9uNH2rQGGWPTU1W/Dkj32+pMtUkTcmrRhw8f4ODgkNvNIIQQQkg2vH//HiVLlsw0hhIpLZJIJPj06RPMzMzA4/FyuzmIjY2Fg4MD3r9/r7OZ1vMD+lyUo89FNfpslKPPRTX6bJTLq58LYww/fvyAvb099PQyHwVFh/a0SE9PL8tMNjeYm5vnqRU2r6DPRTn6XFSjz0Y5+lxUo89Gubz4uVhYWKgVR4PNCSGEEEKyiRIpQgghhJBsokSqEDEwMICvry8MDAxyuyl5Cn0uytHnohp9NsrR56IafTbKFYTPhQabE0IIIYRkE/VIEUIIIYRkEyVShBBCCCHZRIkUIYQQQkg2USJFCCGEEJJNlEgRQgghhGQTJVKEEEIIIdlEiRQhhBBCSDZRIkUIIYQQkk2USBFCCCGEZBMlUoQQQggh2USJFCGEEEJINlEiRQghhBCSTZRIEUIIIYRkEyVShBBCCCHZRIkUIYQQQkg2USJFCCGEEJJNlEgRQgghhGQTJVKEEEIIIdlEiRQhhBBCSDZRIkUIIYQQkk2USBFCCCGEZBMlUoQQQggh2USJFCGEEEJINlEiRQghhBCSTZRIEUIIIYRkEyVShBBCCCHZJMjtBhRkEokEnz59gpmZGXg8Xm43hxBCCCFqYIzhx48fsLe3h55e5n1OlEhp0adPn+Dg4JDbzSCEEEJINrx//x4lS5bMNIYSKS0yMzMDwH0R5ubmudwaQgghhKgjNjYWDg4Osv14ZiiR0iLp4Txzc3NKpAghhOR/EjHwNgiI+wyY2gCOnoAeP+sYiRi49Q/w7Q1Q1AmoORgQ6CvGOtQG3t/IvH4dUmdYTq4PNl+3bh2cnZ1haGgIDw8PXLlyJdP4wMBAeHh4wNDQEKVLl8aGDRsUYg4ePAhXV1cYGBjA1dUVAQEBcs9fvnwZbdu2hb29PXg8Hg4fPqxQB2MMM2fOhL29PYyMjNCoUSM8fvz4l94rIYQQkm+FHgVWVAa2tQEODuT+rqjMlWcWs8ABmFscOP0XcHMj93eeDbC7h2LsPJvM68+DcjWR2rt3L3x8fDB16lTcu3cP9evXR8uWLfHu3Tul8WFhYWjVqhXq16+Pe/fu4a+//sKoUaNw8OBBWUxwcDC6desGb29v3L9/H97e3ujatStu3Lghi4mPj4e7uzvWrFmjsm2LFi3CsmXLsGbNGty6dQu2trZo1qwZfvz4kXMfACGEEJIfhB4F9vUBYj/Jl8eGc+WhR1XHpMQDYPJlTAI8O6EYyySq68+jeIwxlnWYdtSuXRvVq1fH+vXrZWUuLi7o0KED/Pz8FOInTZqEo0eP4smTJ7KyYcOG4f79+wgODgYAdOvWDbGxsTh58qQsxsvLC0WLFsXu3bsV6uTxeAgICECHDh1kZYwx2Nvbw8fHB5MmTQIAJCcnw8bGBgsXLsTQoUPVen+xsbGwsLBATEwMHdojhBCSP0nEXM9QxqRHhgeY2XJ3f4RroQE8wNwe8Hmos8N8muy/c22MVEpKCu7cuYPJkyfLlTdv3hxBQUFKXxMcHIzmzZvLlbVo0QL+/v5ITU2FUChEcHAwxowZoxCzYsUKtdsWFhaGiIgIuWUZGBigYcOGCAoKUplIJScnIzk5WfY4NjY2y2UxxiASiSAWi9VuH9E9Pp8PgUBA01gQQgqft0GZJFEAwLSUQKWrP/Yj1w7n+lpcTvbkWiIVFRUFsVgMGxsbuXIbGxtEREQofU1ERITSeJFIhKioKNjZ2amMUVWnquVIX5exnrdv36p8nZ+fH2bNmqX2clJSUhAeHo6EhAS1X0Nyj7GxMezs7KCvr5/bTSGEEN2J+5zbLeDklXZkkOtn7WX8hc8Yy/RXv7L4jOWa1plTbZsyZQrGjh0reyw9fVIZiUSCsLAw8Pl82NvbQ19fn3o78ijGGFJSUvDlyxeEhYWhXLlyWU7QRgghBYapTdYxupBX2pFBriVS1tbW4PP5Cj1FkZGRCj1BUra2tkrjBQIBrKysMo1RVaeq5QBcz5SdnZ3a9RgYGMDAwECtZaSkpEAikcDBwQHGxsZqt43kDiMjIwiFQrx9+xYpKSkwNDTM7SYRQohuOHpyY5Riw6EwaBwAN0bKDuAhk5hf8XOMlKNnDtebM3LtZ7W+vj48PDxw9uxZufKzZ8/C01P5h1W3bl2F+DNnzqBGjRoQCoWZxqiqUxlnZ2fY2trK1ZOSkoLAwECN6lEH9WzkH/RdEUIKJT0+4LXw54OMR05+Pm65MJOYX/GzLq8FuTqfVGZydc8wduxYbNq0CZs3b8aTJ08wZswYvHv3DsOGDQPAHSrr06ePLH7YsGF4+/Ytxo4diydPnmDz5s3w9/fH+PHjZTGjR4/GmTNnsHDhQjx9+hQLFy7EuXPn4OPjI4uJi4tDSEgIQkJCAHCDy0NCQmTTLvB4PPj4+GD+/PkICAjAo0eP0K9fPxgbG6Nnz57a/2AIIYSQvMS1HdB1O2BuJ19ubs+Vu7ZTHaNvCoXkiscHKrTiXi9XniEtSV9/XsVy2dq1a5mjoyPT19dn1atXZ4GBgbLn+vbtyxo2bCgXf+nSJVatWjWmr6/PnJyc2Pr16xXq3L9/P6tQoQITCoWsYsWK7ODBg3LPX7x4kYHre5S79e3bVxYjkUiYr68vs7W1ZQYGBqxBgwbs4cOHGr23mJgYBoDFxMQoPJeYmMhCQ0NZYmKiRnUSRb6+vszd3V2hrHjx4gwACwgIUFmmCfrOCCGFnljE2OvLjD3Yz/0Vi9SLSU1mLGgNY8fHc39Tk5XHpiZnXb8OZLb/zkijeaRiYmIQEBCAK1eu4M2bN0hISECxYsVQrVo1tGjRIscPe+V3mc1DkZSUhLCwMNms7tklljDcDPuKyB9JKG5miFrOluDraWfQOmMMzZo1A5/Px+nTp+WeW7duHaZMmYKHDx+iVKlSv7ysN2/ewNnZWfbY1NQUpUqVQqNGjeDj44Ny5crJnouLi0NycrJsnNyTJ09kM9rXqVMHRYsWxevXrxXK1B3PJpVT3xkhhJC8LcfnkQoPD8eMGTOwc+dO2NraolatWqhatSqMjIzw9etXXLx4EUuWLIGjoyN8fX3RrVu3HHkjJHOnHoVj1n+hCI9JkpXZWRjCt60rvCrbZfLK7OHxeNiyZQvc3Nzw999/y+bTCgsLw6RJk7B69eocSaLSO3fuHCpVqoSEhAQ8fPgQK1euhLu7O/777z80adIEAJdkmZqayl7z6tUrAED79u1lZ0IqKyOEEEJ+lVpjpNzd3WFhYYGbN2/i9evX2LNnD5YuXYq5c+di3bp1uHz5MqKiojB9+nQsW7YMS5Ys0Xa7C71Tj8Lxx467ckkUAETEJOGPHXdx6pF2JkdzcHDAypUrMX78eISFhYExhoEDB6JRo0a4cuUKnJ2dYWRkhAoVKmDlypWy1z18+BB6enqIiooCAHz79g16enro0qWLLMbPzw9169aVW56VlRVsbW1RunRptG/fHufOnUPt2rUxcOBA2SSmM2fORNWqVWX327ZtC4AbHM7j8ZSWEUIIITlBrR6px48fo1ixYpnGGBkZoUePHujRowe+fPmSI40rbBhjSEzNeoZzsYTB9+hjpSeYMnBD+mYeDcVvZa3VOsxnJORrlFz07dsXAQEB6N+/Pzp37oxHjx7h4cOHWLduHfbt2wdra2sEBQVhyJAhsLOzQ9euXVG5cmVYWVkhMDAQnTt3xuXLl2FlZYXLly/L6r106RIaNmyY6bL19PQwevRodOzYEXfu3EGtWrXknh8/fjycnJzQv39/hIdzyaSpqalCGSGEEJIT1EqkskqifjWecBJTxXCdcTrrwCwwABGxSXCbeUat+NDZLWCsr9mUYhs3bkTlypVx5coVHDhwADY2NnKzujs7OyMoKAj79u1D165dwePx0KBBA1y6dAmdO3fGpUuX0LdvX2zbtg2hoaEoX748goKCFC7vo0zFihUBcOOoMiZSpqamKFKkCIC0+cAAKC0jhBBCfpXG0x9s27YNx48flz2eOHEiihQpAk9Pz0wvn0IKluLFi2PIkCFwcXFBx44dAQAbNmxAjRo1UKxYMZiamuKff/6RTSkBAI0aNcKlS5cAAIGBgWjcuDEaNGiAwMBA3Lp1C4mJifjtt9+yXDZTMps9IYQQkhs0ntl8/vz5WL9+PQDuIsJr1qzBihUrcOzYMYwZMwaHDh3K8UYWFkZCPkJnt8gy7mbYV/TbcivLuK39a6KWs6Vay80OgUAAgYBbhfbt24cxY8Zg6dKlqFu3LszMzLB48WLcuHFDFt+oUSOMHj0aL1++xKNHj1C/fn28evUKgYGB+P79Ozw8PGBmZpblcp88eQIAcmf1EUIIIblB40Tq/fv3KFu2LADg8OHD+N///ochQ4bgt99+Q6NGjXK6fYUKj8dT6xBb/XLFYGdhiIiYJFWT9cPWwhD1yxXT2lQIGV25cgWenp4YPny4rEx6ppyUdJzU3Llz4e7uDnNzczRs2BB+fn749u1bluOjAO4ahatWrYKzszOqVauW4++DEEII0YTGh/ZMTU0RHR0NgLv0StOmTQEAhoaGSExMzNnWEaX4ejz4tnUFoHKyfvi2ddVZEgUAZcuWxe3bt3H69Gk8f/4c06dPx61b8r1m0nFSO3bskCXdVapUQUpKCs6fP680EY+OjkZERARev36No0ePomnTprh58yb8/f3B5+fNywUQQggpPDROpJo1a4ZBgwZh0KBBeP78OVq3bg2AO7PPyckpp9tHVPCqbIf1vavD1kJ+YkhbC0Os711dK/NIZWbYsGHo1KkTunXrhtq1ayM6Olqud0qqcePGEIvFsqSJx+Ohfv36AIB69eopxDdt2hR2dnZwc3PD5MmT4eLiggcPHqBx48ZafT+EEEKIOjSa2RwAvn//jmnTpuH9+/f4448/4OXlBQDw9fWFvr4+pk6dqpWG5kcFbWbzwo5mNieEkMJBk5nNNU6kiPp0kUgR3aHvjBBCCgdNEimND+0B3MDi3r17w9PTEx8/fgQA/Pvvv7h69Wp2qiOEEEIIyZc0TqQOHjyIFi1awMjICHfv3kVycjIA4MePH5g/f36ON5AQQgghJK/SOJGaO3cuNmzYgH/++QdCoVBW7unpibt37+Zo4wghhBBC8jKNE6lnz56hQYMGCuXm5ub4/v17TrSJEEIIISRf0DiRsrOzw8uXLxXKr169itKlS+dIowghhBBC8gONE6mhQ4di9OjRuHHjBng8Hj59+oSdO3di/PjxSucNIoQQQggpqDS+RMzEiRMRExODxo0bIykpCQ0aNICBgQHGjx+PP//8UxttJIQQQgjJkzROpABg3rx5mDp1KkJDQyGRSODq6gpTU9OcbhshhBBCSJ6WrXmkAODTp0+Ijo6Gm5sbTE1NQfN6EgCYOXMmqlatmut1pMfj8XD48GHZ46dPn6JOnTowNDSULUdZGSGEEJIVjROp6OhoNGnSBOXLl0erVq0QHh4OABg0aBDGjRuncQPWrVsnmynaw8MDV65cyTQ+MDAQHh4eMDQ0ROnSpbFhwwaFmIMHD8LV1RUGBgZwdXVFQECAxsuNi4vDn3/+iZIlS8LIyAguLi5Yv369xu9P6yRiIOwK8PAA91ci1voi+/XrBx6PBx6PB6FQiNKlS2P8+PGIj4/H+PHjcf78ebnYDh06aL0NNjY2aNasGTZv3gyJRCIXGx4ejpYtW8oe+/r6wsTEBM+ePZO1VVkZIYQQkhWNE6kxY8ZAKBTi3bt3MDY2lpV369YNp06d0qiuvXv3wsfHB1OnTsW9e/dQv359tGzZEu/evVMaHxYWhlatWqF+/fq4d+8e/vrrL4waNQoHDx6UxQQHB6Nbt27w9vbG/fv34e3tja5du+LGjRsaLXfMmDE4deoUduzYgSdPnmDMmDEYOXIkjhw5otF71KrQo8CKysC2NsDBgdzfFZW5ci3z8vJCeHg4Xr9+jblz52LdunUYP348TE1NYWVlpfXlp2/DmzdvcPLkSTRu3BijR49GmzZtIBKJZHG2trYwMDCQPX716hXq1asHR0dHWVuVlRFCCCFZYhqysbFhISEhjDHGTE1N2atXrxhjjL1+/ZqZmJhoVFetWrXYsGHD5MoqVqzIJk+erDR+4sSJrGLFinJlQ4cOZXXq1JE97tq1K/Py8pKLadGiBevevbtGy61UqRKbPXu2XEz16tXZtGnT1HhnnJiYGAaAxcTEKDyXmJjIQkNDWWJiotr1yXl8hDFfC8Z8zTPcLLjb4yPZq1cNffv2Ze3bt5crGzRoELO1tWW+vr7M3d2dMcaYr68vAyB3u3jxImOMsffv37Nu3bqxokWLMmNjY+bh4cGuX78ue527uzvbvn07c3R0ZObm5qxbt24sNjY20zYwxtj58+cZAPbPP//IygCwgIAA2f30N2Vt9PX1Vfq+f/k7I4QQki9ktv/OSOMeqfj4eLmeKKmoqCi5X/1ZSUlJwZ07d9C8eXO58ubNmyMoKEjpa4KDgxXiW7Rogdu3byM1NTXTGGmd6i63Xr16OHr0KD5+/AjGGC5evIjnz5+jRYsWKt9TcnIyYmNj5W4aYQxIic/6lhQLnJwIbr+vUAn359QkLk6d+nJgfJuRkZHsO5AaP348unbtKus5Cg8Ph6enJ+Li4tCwYUN8+vQJR48exf379zFx4kS5Q3KvXr3C4cOHcezYMRw7dgyBgYFYsGBBlu34/fff4e7ujkOHDil9Pjw8HJUqVcK4ceMQHh6O8ePHKy0jhBBC1KHxWXsNGjTA9u3bMWfOHADcQF6JRILFixejcePGatcTFRUFsVgMGxsbuXIbGxtEREQofU1ERITSeJFIhKioKNjZ2amMkdap7nJXrVqFwYMHo2TJkhAIBNDT08OmTZtQr149le/Jz88Ps2bNyvrNq5KaAMy3z/7rZRgQ+wlY4KBe+F+fAH2TbC/t5s2b2LVrF5o0aSJXbmpqCiMjIyQnJ8PW1lZWvnXrVnz58gW3bt2CpaUlAKBs2bJyr5VIJNi6dSvMzMwAAN7e3jh//jzmzZuXZXsqVqyIBw8eKH3O1tYWAoEApqamsjaZmpoqlBFCCCHq0DiRWrx4MRo1aoTbt28jJSUFEydOxOPHj/H161dcu3ZN4wbweDy5x4wxhbKs4jOWq1NnVjGrVq3C9evXcfToUTg6OuLy5csYPnw47Ozs0LRpU6VtmzJlCsaOHSt7HBsbCwcHNZOZfObYsWMwNTWFSCRCamoq2rdvj9WrV2PdunVZvjYkJATVqlWTJVHKODk5yZIogJtRPzIyUq22ZbUOEUIIITlF40TK1dUVDx48wPr168Hn8xEfH49OnTphxIgRsLOzU7sea2tr8Pl8hd6nyMhIhd4iKVtbW6XxAoFANkBYVYy0TnWWm5iYiL/++gsBAQFo3bo1AKBKlSoICQnBkiVLVCZSBgYGGh3eVCA05nqHsvI2CNj5v6zjeh0AHD3VW66GGjdujPXr10MoFMLe3l7uAtZZMTIyyrpJGeqT9nyq48mTJ3B2dla7PYQQQkh2aTRGKjU1FY0bN0ZsbCxmzZqFY8eO4cSJE5g7d65GSRQA6Ovrw8PDA2fPnpUrP3v2LDw9le/869atqxB/5swZ1KhRQ7bjVRUjrVOd5aampiI1NRV6evIfD5/PV3tnni08HneILatbmd8Bc3sAqnpdeIB5CS5Onfqy0XtjYmKCsmXLwtHRMdMkSl9fH2Kx/JQM0qT069evGi83KxcuXMDDhw/RuXPnHK+bEEIIyUijREooFOLRo0c5dthk7Nix2LRpEzZv3iybYuDdu3cYNmwYAO5QWZ8+fWTxw4YNw9u3bzF27Fg8efIEmzdvhr+/v9zg4NGjR+PMmTNYuHAhnj59ioULF+LcuXPw8fFRe7nm5uZo2LAhJkyYgEuXLiEsLAxbt27F9u3b0bFjxxx5779Ejw94Lfz5ION38fOx1wIuLpc5OTnhwYMHePbsGaKiopCamooePXrA1tYWHTp0wLVr1/D69WscPHgQwcHBGtWdnJyMiIgIfPz4EXfv3sX8+fPRvn17tGnTRm69IYQQQrRF47P2+vTpA39//xxZeLdu3bBixQrMnj0bVatWxeXLl3HixAk4OjoC4M6wSj+3k7OzM06cOIFLly6hatWqmDNnDlatWiXX++Dp6Yk9e/Zgy5YtqFKlCrZu3Yq9e/eidu3aai8XAPbs2YOaNWuiV69ecHV1xYIFCzBv3jxZspXrXNsBXbcD5hl6As3tuXLXdrnTrgwGDx6MChUqoEaNGihWrBiuXbsGfX19nDlzBsWLF0erVq3g5uaGBQsWgM/XLPE7deoU7Ozs4OTkBC8vL1y8eBGrVq3CkSNHNK6LEEIIyQ4eY5qd+z5y5Ehs374dZcuWRY0aNWBiIn+217Jly3K0gflZbGwsLCwsEBMTA3Nzc7nnkpKSEBYWJptdPdskYm7MVNxnwNSGGxOVB3qiCqIc+84IIYTkaZntvzPSeLD5o0ePUL16dQDA8+fP5Z6jM6VygR4fcK6f260ghBBCCiWNE6mLFy9qox2EEEIIIfmOxmOkCCGEEEIIR+MeqY4dOyo9hMfj8WBoaIiyZcuiZ8+eqFChQo40kBBCCCEkr9K4R8rCwgIXLlzA3bt3ZQnVvXv3cOHCBYhEIuzduxfu7u7ZmuWcEEIIISQ/0bhHytbWFj179sSaNWtkE1ZKJBKMHj0aZmZm2LNnD4YNG4ZJkybh6tWrOd7ggkbDkyZJLqLvihBCSEYa90j5+/vDx8dHbtZvPT09jBw5Ehs3bgSPx8Off/6JR48e5WhDCxrpbOAJCQm53BKiLul3pcnlcAghhBRsGvdIiUQiPH36FOXLl5crf/r0qexSIIaGhjQVQhb4fD6KFCkiuxCvsbExfWZ5FGMMCQkJiIyMRJEiRWiyT0IIITIaJ1Le3t4YOHAg/vrrL9SsWRM8Hg83b97E/PnzZZflCAwMRKVKlXK8sQWNra0tAMiSKZK3FSlSRPadEUIIIUA2ZjYXi8VYsGAB1qxZg8+fPwMAbGxsMHLkSEyaNAl8Ph/v3r2Dnp4eSpYsqZVG5xfqzowqFouRmpqqw5YRTQmFQuqJIoSQQkKTmc01TqQyLghAlgsprDT5IgghhBCSN2iy/87WhJwikQjnzp3D7t27ZeN6Pn36hLi4uOxURwghhBCSL2k8Rurt27fw8vLCu3fvkJycjGbNmsHMzAyLFi1CUlISNmzYoI12EkIIIYTkORr3SI0ePRo1atTAt2/fYGRkJCvv2LEjzp8/n6ONI4QQQgjJyzTukbp69SquXbsGfX19uXJHR0d8/PgxxxpGCCGEEJLXadwjJZFIZPNFpffhwweYmZnlSKMIIYQQQvIDjROpZs2aYcWKFbLHPB4PcXFx8PX1RatWrXKybYQQQggheZrG0x98+vQJjRs3Bp/Px4sXL1CjRg28ePEC1tbWuHz5MooXL66ttuY7NP0BIYQQkv9osv/WeIyUvb09QkJCsHv3bty9excSiQQDBw5Er1695AafE0IIIYQUdNmaR8rIyAgDBgzAmjVrsG7dOgwaNCjbSdS6devg7OwMQ0NDeHh44MqVK5nGBwYGwsPDA4aGhihdurTS6RYOHjwIV1dXGBgYwNXVFQEBAdla7pMnT9CuXTtYWFjAzMwMderUwbt377L1PgkhhBBS8GicSF24cAF//vkn2rRpg7Zt22L06NG4fPlytha+d+9e+Pj4YOrUqbh37x7q16+Pli1bqkxWwsLC0KpVK9SvXx/37t3DX3/9hVGjRuHgwYOymODgYHTr1g3e3t64f/8+vL290bVrV9y4cUOj5b569Qr16tVDxYoVcenSJdy/fx/Tp0+HoaFhtt4rIYQQQgoejcZIDRs2DBs3bkTRokVRvnx5MMbw4sULfP/+HcOHD8fq1as1Wnjt2rVRvXp1rF+/Xlbm4uKCDh06wM/PTyF+0qRJOHr0KJ48eSLXpvv37yM4OBgA0K1bN8TGxuLkyZOyGC8vLxQtWhS7d+9We7ndu3eHUCjEv//+q9F7So/GSBFCCCH5j1YuERMQEIAtW7Zg8+bNiIqKQnBwMK5fv44vX77gn3/+wcaNG3H06FG1G5mSkoI7d+6gefPmcuXNmzdHUFCQ0tcEBwcrxLdo0QK3b9+WXfRXVYy0TnWWK5FIcPz4cZQvXx4tWrRA8eLFUbt2bRw+fDjT95ScnIzY2Fi5GyGEEEIKLrUTqS1btmDs2LHo16+f7Pp6AKCnp4cBAwbAx8cH/v7+ai84KioKYrEYNjY2cuU2NjaIiIhQ+pqIiAil8SKRCFFRUZnGSOtUZ7mRkZGIi4vDggUL4OXlhTNnzqBjx47o1KkTAgMDVb4nPz8/WFhYyG4ODg5qfBKEEEIIya/UTqTu3r2Ljh07qny+c+fOuHPnjsYNSJ+UAQBjTKEsq/iM5erUmVmMRCIBALRv3x5jxoxB1apVMXnyZLRp0ybTawlOmTIFMTExstv79+9VxhJCCCEk/1N7+oOoqCiUKFFC5fMlSpRAdHS02gu2trYGn89X6H2KjIxU6C2SsrW1VRovEAhgZWWVaYy0TnWWa21tDYFAAFdXV7kYFxcXXL16VeV7MjAwgIGBgcrnCSGEEFKwqN0jlZKSonB9vfQEAgFSUlLUXrC+vj48PDxw9uxZufKzZ8/C09NT6Wvq1q2rEH/mzBnUqFEDQqEw0xhpneosV19fHzVr1sSzZ8/kYp4/fw5HR0e13yMhhBBCCjaNJuScPn06jI2NlT6XkJCg8cLHjh0Lb29v1KhRA3Xr1sXGjRvx7t07DBs2DAB3qOzjx4/Yvn07AO4MvTVr1mDs2LEYPHgwgoOD4e/vLzsbDwBGjx6NBg0aYOHChWjfvj2OHDmCc+fOyfUkZbVcAJgwYQK6deuGBg0aoHHjxjh16hT+++8/XLp0SeP3SQghhJCCSe1EqkGDBgo9NMpiNNGtWzdER0dj9uzZCA8PR+XKlXHixAlZr094eLjc3E7Ozs44ceIExowZg7Vr18Le3h6rVq1C586dZTGenp7Ys2cPpk2bhunTp6NMmTLYu3cvateurfZyAaBjx47YsGED/Pz8MGrUKFSoUAEHDx5EvXr1NHqPhBBCCCm4NL7WHlEfzSNFCCGE5D9amUeKEEIIIYTIUyuRWrBgAeLj49Wq8MaNGzh+/PgvNYoQQgghJD9QK5EKDQ2Fo6Mj/vjjD5w8eRJfvnyRPScSifDgwQOsW7cOnp6e6N69Ox3GIoQQQkihoNZg8+3bt+PBgwdYu3YtevXqhZiYGPD5fBgYGMjO1qtWrRqGDBmCvn370lxKhBBCCCkUNB5szhjDgwcP8ObNGyQmJsLa2hpVq1aFtbW1ttqYb9Fgc0IIIST/0WT/rdE8UgB3aRV3d3e4u7tnu4GEEEIIIQUBnbVHCCGEEJJNlEgRQgghhGQTJVKEEEIIIdlEiRQhhBBCSDZlO5F6+fIlTp8+jcTERADc2XyEEEIIIYWJxolUdHQ0mjZtivLly6NVq1YIDw8HAAwaNAjjxo3L8QYSQgghhORVGidSY8aMgUAgwLt372BsbCwr79atG06dOpWjjSOEEEIIycs0nkfqzJkzOH36NEqWLClXXq5cObx9+zbHGkYIIYQQktdp3CMVHx8v1xMlFRUVRZeGIYQQQkihonEi1aBBA2zfvl32mMfjQSKRYPHixWjcuHGONo4QQgghJC/T+NDe4sWL0ahRI9y+fRspKSmYOHEiHj9+jK9fv+LatWvaaCMhhBBCSJ6kcY+Uq6srHjx4gFq1aqFZs2aIj49Hp06dcO/ePZQpU0YbbSSEEEIIyZN4jCaA0hpNrh5NCCGEkLxBk/23xj1SW7Zswf79+xXK9+/fj23btmlaHSGEEEJIvqVxIrVgwQJYW1srlBcvXhzz58/XuAHr1q2Ds7MzDA0N4eHhgStXrmQaHxgYCA8PDxgaGqJ06dLYsGGDQszBgwfh6uoKAwMDuLq6IiAg4JeWO3ToUPB4PKxYsULj90cIIYSQgkvjROrt27dwdnZWKHd0dMS7d+80qmvv3r3w8fHB1KlTce/ePdSvXx8tW7ZUWU9YWBhatWqF+vXr4969e/jrr78watQoHDx4UBYTHByMbt26wdvbG/fv34e3tze6du2KGzduZGu5hw8fxo0bN2Bvb6/ReyOEEEJIIcA05ODgwI4cOaJQfvjwYVaiRAmN6qpVqxYbNmyYXFnFihXZ5MmTlcZPnDiRVaxYUa5s6NChrE6dOrLHXbt2ZV5eXnIxLVq0YN27d9d4uR8+fGAlSpRgjx49Yo6Ojuz/7d15UFRX+jfwb7ODYKsQaNsF0BlRlrhAZDQao1FETdxixGhQkzglM1FZXHD9YTQGMRO3xCVOjGYSR9CgM8YhCeCCG9HIFnGJGhEVIQQlLCLQdJ/3jxT3taHBbgJKw/dT1WX1uc8999ynuujHc0/fu2HDBr3PTQghioqKBABRVFRk0H5ERET09Bjy/W3wjNSUKVMwb948HDt2DGq1Gmq1GkePHkVwcDCmTJmidz+VlZVISUmBn5+fVrufnx/OnDmjc5/k5ORa8SNHjsT58+ehUqnqjanuU9/jajQaBAYGYuHChfDw8NDrnCoqKlBcXKz1IiIiopbL4ELqvffeg6+vL1566SVYW1vD2toafn5+GDZsmEFrpAoKCqBWq+Hk5KTV7uTkhLy8PJ375OXl6YyvqqpCQUFBvTHVfep73KioKJiZmWHevHl6n1NkZCTkcrn06tKli977EhERkfEx+IacFhYWiImJwerVq5GRkQFra2t4eXnB2dm5QQOQyWRa74UQtdoeF1+zXZ8+64tJSUnBpk2bkJqaWu9YalqyZAnCwsKk98XFxSymiIiIWjCDC6lqPXr0QI8ePRp8YAcHB5iamtaafcrPz681W1RNoVDojDczM4O9vX29MdV96nPckydPIj8/H127dpW2q9VqzJ8/Hxs3bsTNmzd1js/S0pLPGyQiImpFDC6k1Go1du/ejSNHjiA/Px8ajUZr+9GjR/Xqx8LCAt7e3khISMCECROk9oSEBIwbN07nPgMGDMDXX3+t1RYfHw8fHx+Ym5tLMQkJCQgNDdWKGThwoN7HDQwMxPDhw7WOM3LkSAQGBuLNN9/U6/yIiIio5TO4kAoODsbu3bsxZswYeHp6GnTpq6awsDAEBgbCx8cHAwYMwI4dO3Dr1i0EBQUB+P1SWU5OjvSQ5KCgIHz88ccICwvDX//6VyQnJ2Pnzp3Yu3ev1vheeOEFREVFYdy4cfjvf/+LxMREnDp1Su/j2tvbSzNc1czNzaFQKODm5tbg8yUiIqKWxeBCKjo6Gvv27cPo0aP/8MEDAgJw7949rFq1Crm5ufD09ERcXJy03io3N1fr3k6urq6Ii4tDaGgotmzZAqVSic2bN+PVV1+VYgYOHIjo6GgsX74cK1asQPfu3RETEwNfX1+9j0tERESkD4OftadUKnH8+PE/tD6qteCz9oiIiIxPkz5rb/78+di0aRMMrL+IiIiIWhyDL+2dOnUKx44dwzfffAMPDw9pkXe1AwcONNrgiIiIiJozgwupdu3aaf3ajYiIiKi1MriQ2rVrV1OMg4iIiMjoGLxGCgCqqqqQmJiITz75BCUlJQCAu3fvorS0tFEHR0RERNScGTwjlZ2dDX9/f9y6dQsVFRUYMWIE7OzssG7dOpSXl2P79u1NMU4iIiKiZsfgGang4GD4+PigsLAQ1tbWUvuECRNw5MiRRh0cERERUXPWoF/tnT59GhYWFlrtzs7OyMnJabSBERERETV3Bs9IaTQaqNXqWu137tyBnZ1dowyKiIiIyBgYXEiNGDECGzdulN7LZDKUlpYiIiKiUR4bQ0RERGQsDH5ETE5ODoYNGwZTU1Ncu3YNPj4+uHbtGhwcHHDixAk4Ojo21ViNDh8RQ0REZHwM+f42eI1Up06dkJ6ejujoaKSkpECj0eDtt9/GtGnTtBafExEREbV0Bs1IqVQquLm54fDhw3B3d2/KcbUInJEiIiIyPk320GJzc3NUVFRAJpP9oQESERERtQQGLzafO3cuoqKiUFVV1RTjISIiIjIaBq+ROnv2LI4cOYL4+Hh4eXmhTZs2WtsPHDjQaIMjIiIias4MLqTatWuHV199tSnGQkRERGRUDC6kdu3a1RTjICIiIjI6Bq+RAoCqqiokJibik08+QUlJCQDg7t27KC0tbdTBERERETVnBhdS2dnZ8PLywrhx4/DOO+/g119/BQCsW7cOCxYsMHgAW7duhaurK6ysrODt7Y2TJ0/WG5+UlARvb29YWVmhW7du2L59e62Y2NhYuLu7w9LSEu7u7jh48KBBx1WpVAgPD5fWgCmVSkyfPh137941+PyIiIio5TK4kAoODoaPjw8KCwu1bsA5YcIEHDlyxKC+YmJiEBISgmXLliEtLQ2DBw/GqFGjcOvWLZ3xWVlZGD16NAYPHoy0tDQsXboU8+bNQ2xsrBSTnJyMgIAABAYGIiMjA4GBgZg8eTLOnj2r93HLysqQmpqKFStWIDU1FQcOHMDVq1cxduxYg86PiIiIWjaDHxHj4OCA06dPw83NDXZ2dsjIyEC3bt1w8+ZNuLu7o6ysTO++fH190a9fP2zbtk1q69WrF8aPH4/IyMha8eHh4Th06BAuX74stQUFBSEjIwPJyckAgICAABQXF+Obb76RYvz9/dG+fXvs3bu3QccFgB9++AH9+/dHdnY2unbtqtf58YacRERExqfJbsgJABqNBmq1ulb7nTt3YGdnp3c/lZWVSElJgZ+fn1a7n58fzpw5o3Of5OTkWvEjR47E+fPnoVKp6o2p7rMhxwWAoqIiyGQytGvXTq/zIyIiopbP4EJqxIgR2Lhxo/ReJpOhtLQUERERGD16tN79FBQUQK1Ww8nJSavdyckJeXl5OvfJy8vTGV9VVYWCgoJ6Y6r7bMhxy8vLsXjxYkydOrXeyrSiogLFxcVaLyIiImq5DC6kNmzYgKSkJLi7u6O8vBxTp06Fi4sLcnJyEBUVZfAAaj5uRghR7yNodMXXbNenT32Pq1KpMGXKFGg0GmzdurWeMwEiIyMhl8ulV5cuXeqNJyIiIuNm8H2klEol0tPTER0djZSUFGg0Grz99tuYNm2a1uLzx3FwcICpqWmtWaD8/Pxas0XVFAqFzngzMzPY29vXG1PdpyHHValUmDx5MrKysnD06NHHXiddsmQJwsLCpPfFxcUspoiIiFowvWak+vXrh8LCQgDAqlWrIITAm2++iY8//hhbt27FrFmzDCqiAMDCwgLe3t5ISEjQak9ISMDAgQN17jNgwIBa8fHx8fDx8YG5uXm9MdV96nvc6iLq2rVrSExMlAq1+lhaWqJt27ZaLyIiImrBhB6srKzE7du3hRBCmJiYiF9++UWf3R4rOjpamJubi507d4pLly6JkJAQ0aZNG3Hz5k0hhBCLFy8WgYGBUvyNGzeEjY2NCA0NFZcuXRI7d+4U5ubm4quvvpJiTp8+LUxNTcXatWvF5cuXxdq1a4WZmZn4/vvv9T6uSqUSY8eOFZ07dxbp6ekiNzdXelVUVOh9fkVFRQKAKCoq+qOpIiIioifEkO9vvS7t9enTB2+++SYGDRoEIQT+8Y9/wNbWVmfs//3f/+ldxAUEBODevXtYtWoVcnNz4enpibi4ODg7OwMAcnNzte4p5erqiri4OISGhmLLli1QKpXYvHmz1rP/Bg4ciOjoaCxfvhwrVqxA9+7dERMTA19fX72Pe+fOHRw6dEg690cdO3YML774ot7nSERERC2XXveR+umnnxAREYGff/4ZqampcHd3h5lZ7RpMJpMhNTW1SQZqjHgfKSIiIuNjyPe3wTfkNDExQV5eHhwdHf/QIFsDFlJERETGp9FvyPnoYvOIiIg6L+sRERERtSZ6FVKXL1/GgwcPAPz+q73S0tImHRQRERGRMXiqi82JiIiIjBkXmzchrpEiIiIyPlxs3kywkCIiIjI+hnx/G/yIGI1G0+CBEREREbUkehVShw4dwqhRo2Bubi7dqLIuY8eObZSBERERETV3el3ae/RynolJ3T/0k8lkUKvVjTpAY8ZLe0RERMan0S/tPXo5j5f2iIiIiH6n132kiIiIiKg2gxabazQa7N69GwcOHMDNmzchk8ng6uqKSZMmITAwEDKZrKnGSURERNTs6D0jJYTA2LFjMWvWLOTk5MDLywseHh7Izs7GzJkzMWHChKYcJxEREVGzo/eM1O7du3HixAkcOXIEQ4cO1dp29OhRjB8/Hv/6178wffr0Rh8kERERUXOk94zU3r17sXTp0lpFFAAMGzYMixcvxp49exp1cERERETNmd6F1I8//gh/f/86t48aNQoZGRmNMigiIiIiY6B3IXX//n04OTnVud3JyQmFhYWNMigiIiIiY6B3IaVWq3U+qLiaqakpqqqqGmVQRERERMZA78XmQgjMnDkTlpaWOrdXVFQ02qCIiIiIjIHehdSMGTMeG8Nf7BEREbVcao3Auaz7yC8ph6OdFfq7doCpieyxMWqNwBfJN5F9vwzOHWwQOMAFFmYmtWK9ndsjJbuw3v6bG72etdeUtm7dig8++AC5ubnw8PDAxo0bMXjw4Drjk5KSEBYWhosXL0KpVGLRokUICgrSiomNjcWKFSvw888/o3v37lizZk2t+1w97rhCCLz77rvYsWMHCgsL4evriy1btsDDw0Pvc+Oz9oiIqKX4NjMX7359CblF5VJbR7kVIl5xh79nxzpjbCxM8VClxqPVhokMeKmXIzJzirViTWSA5pG4mv0/KYZ8fz/VR8TExMQgJCQEy5YtQ1paGgYPHoxRo0bh1q1bOuOzsrIwevRoDB48GGlpaVi6dCnmzZuH2NhYKSY5ORkBAQEIDAxERkYGAgMDMXnyZJw9e9ag465btw7r16/Hxx9/jB9++AEKhQIjRoxASUlJ0yWEiIioGfo2Mxd/+zJVq+gBgLyicvzty1R8m5lbZ0xZpXYRBfxeLCVcyq8Vq6kR92j/zdVTnZHy9fVFv379sG3bNqmtV69eGD9+PCIjI2vFh4eH49ChQ7h8+bLUFhQUhIyMDCQnJwMAAgICUFxcjG+++UaK8ff3R/v27bF37169jiuEgFKpREhICMLDwwH8vgbMyckJUVFRmD17tl7nxxkpIiIydmqNwKCoo7WKnmoyAI52loAM+KW48ddLywAo5FY4FT7siV3mM4oZqcrKSqSkpMDPz0+r3c/PD2fOnNG5T3Jycq34kSNH4vz581CpVPXGVPepz3GzsrKQl5enFWNpaYkhQ4bUOTbg92KruLhY60VERGTMzmXdr7OIAgAB4JeSiiYpoqr7zy0qx7ms+03S/x/11AqpgoICqNXqWvemcnJyQl5ens598vLydMZXVVWhoKCg3pjqPvU5bvW/howNACIjIyGXy6VXly5d6owlIiIyBvkldRdRT1JzGUdNT3WNFADIZNrTdEKIWm2Pi6/Zrk+fjRXzqCVLlqCoqEh63b59u85YIiIiY+BoZ/W0hwCg+YyjJr1vf9DYHBwcYGpqWmuGJz8/v847qCsUCp3xZmZmsLe3rzemuk99jqtQKAD8PjPVsWNHnTG6WFpa1nmfLSIiImPU37UDOsqtkFdUDl2LqmUAnNpaApDhl2LdMX9E9Rqp/q4dGrnnxvHUZqQsLCzg7e2NhIQErfaEhAQMHDhQ5z4DBgyoFR8fHw8fHx+Ym5vXG1Pdpz7HdXV1hUKh0IqprKxEUlJSnWMjIiJqiUxNZIh4xR3A70XNo6rfrxzrgZVjdcf8EdV9Rbzi3mzvJ/VUL+2FhYXh008/xWeffYbLly8jNDQUt27dku4LtWTJEq2bfAYFBSE7OxthYWG4fPkyPvvsM+zcuRMLFiyQYoKDgxEfH4+oqChcuXIFUVFRSExMREhIiN7HlclkCAkJwfvvv4+DBw8iMzMTM2fOhI2NDaZOnfpkkkNERNRM+Ht2xLY3+kEh1768ppBbYdsb/eDv2bHOGBsLU9RcFWMiA0a4O6JjjdiatdKj/Tdb4inbsmWLcHZ2FhYWFqJfv34iKSlJ2jZjxgwxZMgQrfjjx4+Lvn37CgsLC+Hi4iK2bdtWq8/9+/cLNzc3YW5uLnr27CliY2MNOq4QQmg0GhERESEUCoWwtLQUL7zwgrhw4YJB51ZUVCQAiKKiIoP2IyIiao6q1Bpx5nqB+E/aHXHmeoGoUmv0iqlQqcWnJ34WK/5zQXx64mdRoVLrjK1QqR/b/5NgyPf3U7+zeUvG+0gREREZH0O+v5/aYvPWoLpG5f2kiIiIjEf197Y+c00spJpQ9eNkeD8pIiIi41NSUgK5XF5vDC/tNSGNRoO7d+/Czs6u3vtPPSnFxcXo0qULbt++zUuNj2BedGNe6sbc6Ma81I250a255kUIgZKSEiiVSpiY1P+7PM5INSETExN07tz5aQ+jlrZt2zarD2xzwbzoxrzUjbnRjXmpG3OjW3PMy+Nmoqo99TubExERERkrFlJEREREDcRCqhWxtLREREQEH2NTA/OiG/NSN+ZGN+albsyNbi0hL1xsTkRERNRAnJEiIiIiaiAWUkREREQNxEKKiIiIqIFYSBERERE1EAspIxYZGYnnnnsOdnZ2cHR0xPjx4/HTTz9pxQghsHLlSiiVSlhbW+PFF1/ExYsXtWIqKiowd+5cODg4oE2bNhg7dizu3LnzJE+lSUVGRkImkyEkJERqa815ycnJwRtvvAF7e3vY2NigT58+SElJkba3xtxUVVVh+fLlcHV1hbW1Nbp164ZVq1ZBo9FIMa0lLydOnMArr7wCpVIJmUyG//znP1rbGysPhYWFCAwMhFwuh1wuR2BgIH777bcmPruGqy8vKpUK4eHh8PLyQps2baBUKjF9+nTcvXtXq4+WmBfg8Z+ZR82ePRsymQwbN27Uajfq3AgyWiNHjhS7du0SmZmZIj09XYwZM0Z07dpVlJaWSjFr164VdnZ2IjY2Vly4cEEEBASIjh07iuLiYikmKChIdOrUSSQkJIjU1FQxdOhQ0bt3b1FVVfU0TqtRnTt3Tri4uIhnn31WBAcHS+2tNS/3798Xzs7OYubMmeLs2bMiKytLJCYmiuvXr0sxrTE37733nrC3txeHDx8WWVlZYv/+/cLW1lZs3LhRimkteYmLixPLli0TsbGxAoA4ePCg1vbGyoO/v7/w9PQUZ86cEWfOnBGenp7i5ZdfflKnabD68vLbb7+J4cOHi5iYGHHlyhWRnJwsfH19hbe3t1YfLTEvQjz+M1Pt4MGDonfv3kKpVIoNGzZobTPm3LCQakHy8/MFAJGUlCSEEEKj0QiFQiHWrl0rxZSXlwu5XC62b98uhPj9D4C5ubmIjo6WYnJycoSJiYn49ttvn+wJNLKSkhLx5z//WSQkJIghQ4ZIhVRrzkt4eLgYNGhQndtba27GjBkj3nrrLa22iRMnijfeeEMI0XrzUvNLsbHycOnSJQFAfP/991JMcnKyACCuXLnSxGf1x9VXLFQ7d+6cACCys7OFEK0jL0LUnZs7d+6ITp06iczMTOHs7KxVSBl7bnhprwUpKioCAHTo0AEAkJWVhby8PPj5+UkxlpaWGDJkCM6cOQMASElJgUql0opRKpXw9PSUYozVO++8gzFjxmD48OFa7a05L4cOHYKPjw9ee+01ODo6om/fvvjnP/8pbW+tuRk0aBCOHDmCq1evAgAyMjJw6tQpjB49GkDrzUtNjZWH5ORkyOVy+Pr6SjF/+ctfIJfLW0yuioqKIJPJ0K5dOwCtOy8ajQaBgYFYuHAhPDw8am039tzwocUthBACYWFhGDRoEDw9PQEAeXl5AAAnJyetWCcnJ2RnZ0sxFhYWaN++fa2Y6v2NUXR0NFJTU/HDDz/U2taa83Ljxg1s27YNYWFhWLp0Kc6dO4d58+bB0tIS06dPb7W5CQ8PR1FREXr27AlTU1Oo1WqsWbMGr7/+OoDW/Zl5VGPlIS8vD46OjrX6d3R0bBG5Ki8vx+LFizF16lTpQbytOS9RUVEwMzPDvHnzdG439tywkGoh5syZgx9//BGnTp2qtU0mk2m9F0LUaqtJn5jm6vbt2wgODkZ8fDysrKzqjGtteQF+/5+hj48P3n//fQBA3759cfHiRWzbtg3Tp0+X4lpbbmJiYvDll1/i3//+Nzw8PJCeno6QkBAolUrMmDFDimttealLY+RBV3xLyJVKpcKUKVOg0WiwdevWx8a39LykpKRg06ZNSE1NNfgcjCU3vLTXAsydOxeHDh3CsWPH0LlzZ6ldoVAAQK1qPT8/X/ofpUKhQGVlJQoLC+uMMTYpKSnIz8+Ht7c3zMzMYGZmhqSkJGzevBlmZmbSebW2vABAx44d4e7urtXWq1cv3Lp1C0Dr/cwsXLgQixcvxpQpU+Dl5YXAwECEhoYiMjISQOvNS02NlQeFQoFffvmlVv+//vqrUedKpVJh8uTJyMrKQkJCgjQbBbTevJw8eRL5+fno2rWr9Pc4Ozsb8+fPh4uLCwDjzw0LKSMmhMCcOXNw4MABHD16FK6urlrbXV1doVAokJCQILVVVlYiKSkJAwcOBAB4e3vD3NxcKyY3NxeZmZlSjLF56aWXcOHCBaSnp0svHx8fTJs2Denp6ejWrVurzAsAPP/887VukXH16lU4OzsDaL2fmbKyMpiYaP85NDU1lW5/0FrzUlNj5WHAgAEoKirCuXPnpJizZ8+iqKjIaHNVXURdu3YNiYmJsLe319reWvMSGBiIH3/8UevvsVKpxMKFC/Hdd98BaAG5eeLL26nR/O1vfxNyuVwcP35c5ObmSq+ysjIpZu3atUIul4sDBw6ICxcuiNdff13nT5U7d+4sEhMTRWpqqhg2bJjR/WT7cR791Z4QrTcv586dE2ZmZmLNmjXi2rVrYs+ePcLGxkZ8+eWXUkxrzM2MGTNEp06dpNsfHDhwQDg4OIhFixZJMa0lLyUlJSItLU2kpaUJAGL9+vUiLS1N+vVZY+XB399fPPvssyI5OVkkJycLLy+vZvFT9rrUlxeVSiXGjh0rOnfuLNLT07X+HldUVEh9tMS8CPH4z0xNNX+1J4Rx54aFlBEDoPO1a9cuKUaj0YiIiAihUCiEpaWleOGFF8SFCxe0+nn48KGYM2eO6NChg7C2thYvv/yyuHXr1hM+m6ZVs5BqzXn5+uuvhaenp7C0tBQ9e/YUO3bs0NreGnNTXFwsgoODRdeuXYWVlZXo1q2bWLZsmdaXYGvJy7Fjx3T+XZkxY4YQovHycO/ePTFt2jRhZ2cn7OzsxLRp00RhYeETOkvD1ZeXrKysOv8eHzt2TOqjJeZFiMd/ZmrSVUgZc25kQgjxJGa+iIiIiFoarpEiIiIiaiAWUkREREQNxEKKiIiIqIFYSBERERE1EAspIiIiogZiIUVERETUQCykiIiIiBqIhRQRNRsrV65Enz59nvYwjFplZSX+9Kc/4fTp04+NraioQNeuXZGSkvIERkbUMrGQIqInQiaT1fuaOXMmFixYgCNHjjyV8cXGxsLX1xdyuRx2dnbw8PDA/Pnzpe3GUuTt2LEDzs7OeP755x8ba2lpiQULFiA8PPwJjIyoZWIhRURPRG5urvTauHEj2rZtq9W2adMm2Nra1nrY65OQmJiIKVOmYNKkSTh37hxSUlKwZs0aVFZWPvGx/FEfffQRZs2apXf8tGnTcPLkSVy+fLkJR0XUcrGQIqInQqFQSC+5XA6ZTFarreasz8yZMzF+/Hi8//77cHJyQrt27fDuu++iqqoKCxcuRIcOHdC5c2d89tlnWsfKyclBQEAA2rdvD3t7e4wbNw43b96sc2yHDx/GoEGDsHDhQri5uaFHjx4YP348PvroIwDA7t278e677yIjI0OaQdu9ezcAYP369fDy8kKbNm3QpUsX/P3vf0dpaanU9+7du9GuXTscPnwYbm5usLGxwaRJk/DgwQN8/vnncHFxQfv27TF37lyo1WppPxcXF6xevRpTp06Fra0tlEqlNJ66pKam4vr16xgzZozUVllZiTlz5qBjx46wsrKCi4sLIiMjpe329vYYOHAg9u7dW2/fRKQbCykiataOHj2Ku3fv4sSJE1i/fj1WrlyJl19+Ge3bt8fZs2cRFBSEoKAg3L59GwBQVlaGoUOHwtbWFidOnMCpU6dga2sLf3//OmeYFAoFLl68iMzMTJ3bAwICMH/+fHh4eEgzaAEBAQAAExMTbN68GZmZmfj8889x9OhRLFq0SGv/srIybN68GdHR0fj2229x/PhxTJw4EXFxcYiLi8MXX3yBHTt24KuvvtLa74MPPsCzzz6L1NRULFmyBKGhoUhISKgzVydOnECPHj3Qtm1bqW3z5s04dOgQ9u3bh59++glffvklXFxctPbr378/Tp48WWe/RFSPp/3UZCJqfXbt2iXkcnmt9oiICNG7d2/p/YwZM4Szs7NQq9VSm5ubmxg8eLD0vqqqSrRp00bs3btXCCHEzp07hZubm9BoNFJMRUWFsLa2Ft99953O8ZSWlorRo0cLAMLZ2VkEBASInTt3ivLy8jrHVpd9+/YJe3t7rXMFIK5fvy61zZ49W9jY2IiSkhKpbeTIkWL27NnSe2dnZ+Hv76/Vd0BAgBg1alSdxw4ODhbDhg3Taps7d64YNmyYVj5q2rRpk3BxcXnsuRFRbZyRIqJmzcPDAyYm//9PlZOTE7y8vKT3pqamsLe3R35+PgAgJSUF169fh52dHWxtbWFra4sOHTqgvLwcP//8s85jtGnTBv/73/9w/fp1LF++HLa2tpg/fz769++PsrKyesd37NgxjBgxAp06dYKdnR2mT5+Oe/fu4cGDB1KMjY0NunfvrnUOLi4usLW11WqrPodqAwYMqPW+vrVMDx8+hJWVlVbbzJkzkZ6eDjc3N8ybNw/x8fG19rO2tn7seRKRbiykiKhZMzc313ovk8l0tmk0GgCARqOBt7c30tPTtV5Xr17F1KlT6z1W9+7dMWvWLHz66adITU3FpUuXEBMTU2d8dnY2Ro8eDU9PT8TGxiIlJQVbtmwBAKhUqgafQ31kMlmd2xwcHFBYWKjV1q9fP2RlZWH16tV4+PAhJk+ejEmTJmnF3L9/H88888xjj01EtZk97QEQETWmfv36ISYmBo6OjlprhQzl4uICGxsbaWbJwsJCazE4AJw/fx5VVVX48MMPpVmzffv2NXzwNXz//fe13vfs2bPO+L59+2Lbtm0QQmgVXG3btkVAQAACAgIwadIk+Pv74/79++jQoQMAIDMzE3379m20cRO1JpyRIqIWZdq0aXBwcMC4ceNw8uRJZGVlISkpCcHBwbhz547OfVauXIlFixbh+PHjyMrKQlpaGt566y2oVCqMGDECwO+FVVZWFtLT01FQUICKigp0794dVVVV+Oijj3Djxg188cUX2L59e6Ody+nTp7Fu3TpcvXoVW7Zswf79+xEcHFxn/NChQ/HgwQNcvHhRatuwYQOio6Nx5coVXL16Ffv374dCoUC7du2kmJMnT8LPz6/Rxk3UmrCQIqIWxcbGBidOnEDXrl0xceJE9OrVC2+99RYePnxY5wzVkCFDcOPGDUyfPh09e/bEqFGjkJeXh/j4eLi5uQEAXn31Vfj7+2Po0KF45plnsHfvXvTp0wfr169HVFQUPD09sWfPHq1bC/xR8+fPR0pKCvr27YvVq1fjww8/xMiRI+uMt7e3x8SJE7Fnzx6pzdbWFlFRUfDx8cFzzz2HmzdvIi4uTppBS05ORlFRUa3LfUSkH5kQQjztQRARkTYXFxeEhIQgJCTEoP0uXLiA4cOHSwvuH+e1115D3759sXTp0gaOlKh144wUEVEL4uXlhXXr1tV7A9JqFRUV6N27N0JDQ5t+YEQtFBebExG1MDNmzNArztLSEsuXL2/i0RC1bLy0R0RERNRAvLRHRERE1EAspIiIiIgaiIUUERERUQOxkCIiIiJqIBZSRERERA3EQoqIiIiogVhIERERETUQCykiIiKiBmIhRURERNRA/w8CBQVlg/5BPQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [7] nudges for run 72780\n", + "energy change is 57.66749999999956\n", + "num_nudges_better is 6.0\n", + "energy change per nudge for run 72780 is 9.611249999999927\n", + "plotting for run 72781\n", + "Total number of nudges this run is [1]\n", + "Nudge list is [1]\n", + "Nudge has backlash count BacklashNudge\n", + "False 4669\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 4668\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 966.0\n", + "daq on at time 41.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 380\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 4669\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [1] nudges for run 72781\n", + "energy change is 2.960000000000946\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 72781 is 2.960000000000946\n", + "plotting for run 72796\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [2 3 4]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6197\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6194\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 316.0\n", + "Nudge number 3 occurs at time 337.0\n", + "Nudge number 4 occurs at time 368.0\n", + "daq on at time 400.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 119\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 6198\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 72796\n", + "energy change is 22.375\n", + "num_nudges_better is 3.0\n", + "energy change per nudge for run 72796 is 7.458333333333333\n", + "plotting for run 72837\n", + "Total number of nudges this run is [6]\n", + "Nudge list is [2 3 4 5]\n", + "Nudge has backlash count BacklashNudge\n", + "False 1469\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 1465\n", + "True 6\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 280.0\n", + "Nudge number 3 occurs at time 299.0\n", + "Nudge number 4 occurs at time 328.0\n", + "Nudge number 5 occurs at time 354.0\n", + "daq on at time 558.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 339\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 1471\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [6] nudges for run 72837\n", + "energy change is 35.08800000000156\n", + "num_nudges_better is 4.0\n", + "energy change per nudge for run 72837 is 8.77200000000039\n", + "plotting for run 72848\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6636\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6635\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 2260.0\n", + "daq on at time 1888.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 433\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 6559\n", + " 0.0 78\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 72848\n", + "energy change is 3.4087500000005093\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 72848 is 3.4087500000005093\n", + "plotting for run 72850\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [2 3 4]\n", + "Nudge has backlash count BacklashNudge\n", + "False 4949\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 4946\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 141.0\n", + "Nudge number 3 occurs at time 162.0\n", + "Nudge number 4 occurs at time 179.0\n", + "daq on at time 275.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 177\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 4950\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 72850\n", + "energy change is 28.40333333333183\n", + "num_nudges_better is 3.0\n", + "energy change per nudge for run 72850 is 9.467777777777277\n", + "plotting for run 73058\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6781\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6780\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 205.0\n", + "daq on at time 298.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 145\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 6782\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 73058\n", + "energy change is 4.99750000000131\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 73058 is 4.99750000000131\n", + "plotting for run 73160\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [1 2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5827\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5825\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 7911.0\n", + "Nudge number 2 occurs at time 7921.0\n", + "daq on at time 7887.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 95\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 5827\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 73160\n", + "energy change is 19.732500000000073\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 73160 is 9.866250000000036\n", + "plotting for run 73184\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [1 2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6305\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6302\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 398.0\n", + "Nudge number 2 occurs at time 413.0\n", + "Nudge number 3 occurs at time 430.0\n", + "daq on at time 114.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -10.5\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-10.5 268\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-10.5 6305\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 73184\n", + "energy change is 33.4333333333343\n", + "num_nudges_better is 3.0\n", + "energy change per nudge for run 73184 is 11.144444444444767\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "number_nudges = []\n", + "energy_changes = []\n", + "\n", + "number_nudges_0_90 = []\n", + "energy_changes_0_90 = []\n", + "\n", + "number_nudges_45_135 = []\n", + "energy_changes_45_135 = []\n", + "\n", + "# run lists determined by manually looking through plots of all runs, output in cell above\n", + "# only take runs where beam does not drop within 15 seconds after nudge, and where nudges are monotonic after removing backlash nudges\n", + "runs_45_135 = [72274, 72297, 72410, 72420, 72657, 72730, 72742, 72745, 72773, 72816, 73073, 73088, 73188, 73214]\n", + "runs_0_90 = [72105, 72142, 72158, 72173, 72190, 72246, 72266, 72285, 72367, 72406, 72434, 72650, 72703, 72707, 72725, 72739, 72749, 72761, 72780, 72781, 72796, 72824, 72827, 72835, 72837, 72848, 72850, 73039, 73058, 73078, 73130, 73151, 73160, 73184, 73210]\n", + "good_run_list = runs_45_135+runs_0_90\n", + "\n", + "# some of the runs listed above have unreliable behavior, ie nudges that do nothing, but aren't labeled as backlash\n", + "exclude_runs = [72420, 72730, 72742, 72246, 72761, 72824, 72827, 72835, 723039, 73039, 73078, 73130, 73151, 73210]\n", + "for runNum in good_run_list:\n", + " if runNum in exclude_runs:\n", + " continue\n", + "\n", + " plot_run(df_2020_good,runNum)\n", + "\n", + " df_tmp = df_2020_good[(df_2020_good['RunNumber']==runNum)&(df_2020_good['NudgeOccurred'])&(~df_2020_good['BacklashNudge'])]\n", + " df_tmp.reset_index(inplace=True)\n", + "\n", + "\n", + " print('should have ',df_tmp['TotalNudges_thisRun'].unique(),'nudges for run',runNum)\n", + "\n", + " # we are looking at the subset of nudges that are not backlash, so none of these methods work for us\n", + " #num_nudges = df_tmp['TotalNudgeSize_thisRun'].unique()[0]/0.001\n", + " #num_nudges_alt = df_tmp['TotalNudges_thisRun'].unique()[0]\n", + " \n", + " # need to loop over nudge sizes, add in quadrature, and divide by 0.001\n", + " num_nudges_fixed = 0\n", + " for nudgeVal in df_tmp['NudgeNumber'].unique():\n", + " df_tmp2 = df_tmp[df_tmp['NudgeNumber']==nudgeVal]\n", + " num_nudges_fixed += (df_tmp['NudgePitchSize'].mode()[0]**2+df_tmp['NudgeYawSize'].mode()[0]**2)**0.5\n", + " num_nudges_fixed = round(num_nudges_fixed/0.001,1)\n", + "\n", + "\n", + "\n", + " # look at energy at first nudge, compare to avg of last 5 energies\n", + " nudge_list = df_tmp['NudgeNumber'].unique()\n", + " df_first_nudge = df_tmp[df_tmp['NudgeNumber']==min(nudge_list)]\n", + " df_first_nudge.reset_index()\n", + " initial_energy = df_first_nudge.loc[0,'CBREM:ENERGY']\n", + "\n", + "\n", + " # look 15-30 seconds after last nudge, take avg time\n", + " df_last_nudge = df_tmp[df_tmp['NudgeNumber']==max(nudge_list)]\n", + " df_last_nudge.reset_index(inplace=True)\n", + "\n", + " last_nudge_time = df_last_nudge.loc[0,'TimeStamp']\n", + "\n", + " df_end = df_2020_good[(df_2020_good['RunNumber']==runNum)&(df_2020_good['TimeStamp']>=(last_nudge_time+15))&(df_2020_good['TimeStamp']<=(last_nudge_time+30))]\n", + " end_energies = df_end['CBREM:ENERGY'].unique()\n", + "\n", + " final_energy = np.mean(end_energies)\n", + "\n", + " energy_change = abs(final_energy - initial_energy)\n", + "\n", + " energy_changes.append(energy_change)\n", + " number_nudges.append(num_nudges_fixed)\n", + "\n", + " print('energy change is',energy_change)\n", + " print('num_nudges_better is',num_nudges_fixed)\n", + " print('energy change per nudge for run ',runNum,'is',energy_change/num_nudges_fixed)\n", + "\n", + " if runNum in runs_45_135:\n", + " energy_changes_45_135.append(energy_change)\n", + " number_nudges_45_135.append(num_nudges_fixed)\n", + " else:\n", + " energy_changes_0_90.append(energy_change)\n", + " number_nudges_0_90.append(num_nudges_fixed)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(number_nudges_0_90,energy_changes_0_90)\n", + "plt.title(\"Spring 20 Energy Change vs. Number Nudges, 0/90\")\n", + "plt.xlabel(\"Number of nudges\")\n", + "#plt.xlim(0,6)\n", + "#plt.ylim(0,50)\n", + "plt.ylabel(\"Energy Change\")\n", + "\n", + "from sklearn.linear_model import LinearRegression \n", + "lr = LinearRegression(fit_intercept=False)\n", + "\n", + "X = np.array(number_nudges_0_90).reshape(-1,1)\n", + "y = energy_changes_0_90\n", + "lr.fit(X,y)\n", + "\n", + "x_vals = np.array(np.arange(0,6,1)).reshape(-1,1)\n", + "y_pred = lr.predict(x_vals)\n", + "\n", + "plt.plot(x_vals,y_pred,color='g',linestyle='--')\n", + "plt.text(4.0,10,str(round(lr.coef_[0],2))+\" MeV/nudge\",fontsize=12)\n", + "plt.savefig('plots/multiNudge/energyChange_vs_Nudge_0_90_Spring20.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(number_nudges_45_135,energy_changes_45_135)\n", + "plt.title(\"Spring 20 Energy Change vs. Number Nudges, 45/135\")\n", + "plt.xlabel(\"Number of nudges\")\n", + "#plt.xlim(0,6)\n", + "#plt.ylim(0,30)\n", + "plt.ylabel(\"Energy Change\")\n", + "\n", + "lr = LinearRegression(fit_intercept=False)\n", + "\n", + "X = np.array(number_nudges_45_135).reshape(-1,1)\n", + "y = energy_changes_45_135\n", + "lr.fit(X,y)\n", + "\n", + "x_vals = np.array(np.arange(0,6,1)).reshape(-1,1)\n", + "y_pred = lr.predict(x_vals)\n", + "\n", + "plt.plot(x_vals,y_pred,color='g',linestyle='--')\n", + "plt.text(4.0,10,str(round(lr.coef_[0],2))+\" MeV/nudge\",fontsize=12)\n", + "plt.savefig('plots/multiNudge/energyChange_vs_Nudge_45_135_Spring20.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# now for Spring 23\n", + "# if a plot has no nudges drawn, it means all nudges were backlash\n", + "#for runVal in nudge_list_2023:\n", + "# plot_run(df_2023_good,runVal)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_tmp = df_2023[df_2023['RunNumber']==121099]\n", + "df_tmp.to_csv(\"tmp.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 120784\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [1 2 3 4]\n", + "Nudge has backlash count BacklashNudge\n", + "False 4560\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 4556\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 3454.0\n", + "Nudge number 2 occurs at time 3473.0\n", + "Nudge number 3 occurs at time 3484.0\n", + "Nudge number 4 occurs at time 3497.0\n", + "daq on at time 3581.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -153.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-153.0 185\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-153.0 2706\n", + " 0.0 1854\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 120784\n", + "energy change is 20.91399999999885\n", + "num_nudges_better is 4.0\n", + "energy change per nudge for run 120784 is 5.228499999999713\n", + "plotting for run 120828\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5605\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5604\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 281.0\n", + "daq on at time 325.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -153.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-153.0 101\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-153.0 5550\n", + " 0.0 56\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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2NLiaDiA4OJimTZvy8OFD9u/fn6SHZPny5fzxxx+cOnVKPy7k/fffp169epQoUYJFixYxefLkzHky/iciIoLnz59TsWLFZB/fuXMngYGBBl8qiV5/vt705vP1Zq/BihUrUpziIyUFCxZMcV+QtMfN3Nxc/zz+5z//wdvbG09PT+bMmZOmL+g39ejRg8WLF+uvyktPTMZ4c9vEcYLJlUdFRaXa1oYNG9i1axeHDx9Ocuo+JiaGly9fYmtrm2pvao8ePfj99985ffo0H374IQA7duwgNjY2Q73dkJCIJCYjzZo1I3/+/IwfP54+ffoYJLhvqlmzJqVLl07zONASJUqwdu1a/VQTnp6e2NjYJKlnZmam/9t5m2HDhtGjRw+io6M5fvw4n3/+OW3atOHChQvJjufcu3cvWq0WjUZDkSJF0nQlrcgYSbrEO6lcuXL6D6JGjRoRHx/Pjz/+yIYNG+jYsSOQMNg7ufFYz549y9ZY3xQdHU3btm05cOAAW7dupXHjxknqJCYely5dwsvLS18eFxfH1atX6dq1q77s/PnzeHl5JRm7VaNGDSBhLM/rSVdwcDBNmjThzp077Nu3L9mxSefPn0etVlO1alWD8uLFi1OwYMFMHyMFCV+a8fHxKc6NtXz5ciwsLJL0MgBUqFABSHi+WrRoYfDYpUuX9I8DnDp1yuBxT09Po2OtWLEily5dSlKeWPb6/pJTpEgR3NzcuH79utH7hn97BF/vnaxYsSJr1qwhLi7OoMc3uZgsLS2Jjo5O0m5mn4ZNzj///ENcXFyyvZXLli1j2bJlbN68mbZt26bYRnLHv3HjRj744INMnzIm8fT69evXU026EuNK68B9KyurNCdTaVWkSBGD5N7FxYUePXowefLkZMfOVapUCUdHx0yNQaROBtKLXGHevHnkz5+fL774Qj/A1MPDg+vXrxt8uTx//pyjR4/mVJj6Hq79+/ezceNGmjdvnmy9WrVq4erqysqVKw3KN2zYQHh4uMEAbDc3Ny5fvpxk0tRjx44BCR/EiRITrtu3b7Nnz54Uv0Tc3NyIj49PkqBcv36d58+fG7SZGe7du8fo0aPRarUMHDgwyeOBgYHs3LmTtm3bJvvfeOHChalZsya//PKLwQDz48ePc+3aNYPnq3r16ga39Px3365dO65evWpwRWBcXBy//PILtWrVeus4pZs3b/LgwQNKlixp9L4hoacXDE+zt2vXjvDwcDZu3GhQd9WqVbi5uRn0pnp4eHDx4kWDevv370924t3M1qtXLw4cOJDkBuj/GalXr16qbfz888/6q/0g4VT9zp07Da5azCyJsb3ttTp+/Dg3btxI8dR3TujevTsNGzZk2bJlckWiiZCeLpEr5M+fnwkTJjB27FhWr15Njx498PHxYenSpfTo0YP+/fvz/Plz5s2bl+xYiIw6dOiQ/jLv+Ph4AgIC9LOxN2jQQD/upGPHjvzxxx9MnDiRggULGpyKcHBw0PdqqdVq5s2bh4+PDwMHDqRr167cuHGDsWPH0rRpU/3EjwDDhw+nbdu2NG3alBEjRuDo6Mjx48eZPXs2Xl5e+tMvr169onnz5pw7d45FixYRFxdnsP9ChQrpB+L37t2br776ig4dOvD5559TpkwZbt++zaxZs7C1tU12NvTkJDeOKLGnIy4ujqCgIP7++29WrFiBWq1m8+bNyV45tWrVKuLi4ujXr1+K+5o7dy5NmzalU6dOfPLJJwQFBTF+/HgqVKiQZOqNlJw+fVp/kUJoaCiKouhfxxo1auDu7g5Anz59+O677+jUqRNz5szBycmJ77//nmvXrhkMbr548SIjRoygY8eOFC9eHDMzMy5dusRXX31FwYIFGT16dKrxrF69mk2bNtGyZUvc3d15+fIl69evZ+3atfTq1YtKlSrp63744Yc0bdqUwYMHExoaSsmSJVmzZg27du3il19+MRiv6OPjw6RJk/jiiy9o0KABV65cYfHixVkyTu9NHh4eKY4xKly4sEFP5/z587ly5QqNGzemSJEi+oH0e/bsYcqUKfpeml27dhEZGZls71hAQID+n4dbt24B6F9TDw8Pfc/Q5MmTefLkCfXr16dw4cK8fPmSXbt2sWzZMjp16qRP8CChh6hHjx6UK1dOP5B+/vz5uLi4MHbs2Iw+RQZ0Ol2KpywTJ3xNzdy5c6lVqxbTp09PdoJXkc1ycI4wIYyW2gSbr169UooVK6aUKlVKPxHkqlWrlHLlyilWVlaKl5eXsm7dOsXX11dxd3fXb5fSxIKKkjAx4+TJk98aV4MGDRQg2duBAwcM2kvpltxEnKtXr1bee+89xcLCQnFxcVGGDh2qhIWFJam3f/9+pVmzZoqLi4tibW2tlC5dWhk1apTBZKiJx5nS7c0JXW/cuKH4+PgoHh4eiqWlpVKsWDGlc+fOyuXLl9/6fCRO1Ll9+3Z9WeJrl3izsLBQnJyclAYNGiizZs1SgoKCUmyvdOnSioeHh6LT6VLd7549e5TatWsrVlZWSoECBZSePXsmOyFtSnx9fVN8flasWGFQNzAwUOnZs6dSoEABxcrKSqldu7by559/JqnTo0cPpUSJEoqNjY1iYWGhFC9eXBk0aJBy7969t8Zz7NgxpXHjxoqLi4ui0WgUGxsbpUaNGsr3339vMOlnorCwMGXo0KGKi4uLYmFhobz33nvKmjVrktSLjo5Wxo4dqxQtWlSxtrZWGjRooJw/f15xd3c3+DtI6f2W0uSaaZ3MMzkkMwnqtm3blHr16imFChVSzM3NFXt7e+X9999Pckw9evRIcSLbN//uUvqb37Ztm9KkSRPF2dlZMTc3V+zs7JSaNWsq33zzjcGEu4qiKF26dFFKliyp2NraKhqNRnF3d1cGDRqkPHr0KE3HmtzkqMlJ7e8RUG7cuKEoSuqfYYqiKJ06dVLMzc31EyhndHJXkX4qRUnlciEhhEiHr776ipEjR3L58mWDMWlCZLaYmBicnJyYPn06Q4YMyelwhEiVJF1CiExz+fJlzp07x5gxY3BxceHcuXM5HZIQQpgMSbqEEJmmUaNGnDlzhgYNGvDtt9+mOHZHCCHyIkm6hBBCCCGygUwZIYQQQgiRDSTpEkIIIYTIBpJ0CSGEEEJkA5kc1YTodDoePXqEvb19hhanFUIIIUT2URSFsLAw3NzcUl0KSpIuE/Lo0SOKFi2a02EIIYQQIh3u37+f6jJpknSZEHt7eyDhRcuKpWqE0IuIgMT1AR89gjcWyxYir4mIiNCvmfno0aMkC8gLkZrQ0FCKFi2q/x5PiSRdJiTxlKKDg4MkXSJrWVvDihUJvzs6gkaTs/EIkcNeX5vSwcFBki6RLm8bGpSrB9LHxcXx+eef4+npibW1NcWLF2fatGnodDqDev7+/rRu3RqtVou9vT21a9fm3r17+scHDhxIiRIlsLa2plChQrRp04arV68atBEcHIyPjw9arRatVouPjw8vX77MjsMUwngaDfTqlXCThEsIIbJFrk665s6di5+fH4sXL8bf35958+Yxf/58vv32W32dW7duUa9ePcqWLcvBgwe5cOECkyZNwsrKSl+nWrVqrFixAn9/f3bv3o2iKDRr1oz4+Hh9nW7dunH+/Hl27drFrl27OH/+PD4+Ptl6vEIIIYQwXbl6RvqPPvoIZ2dnli9fri/r0KEDNjY2/PzzzwB06dIFjUajv58WFy9epFKlSty8eZMSJUrg7++Pl5cXx48fp1atWgAcP36cOnXqcPXqVcqUKZOmdkNDQ9FqtYSEhMjpRZG14uJg9+6E35s3B3MZaSDytoiICOzs7AAIDw+X04vCKGn9/s7Vn7T16tXDz8+P69evU7p0aS5cuMDhw4dZtGgRkDBFw44dOxg7dizNmzfn3LlzeHp6MmHCBNq2bZtsmxEREaxYsQJPT0/9lYbHjh1Dq9XqEy6A2rVro9VqOXr0aJqTLiGyTXQ0fPRRwu/h4ZJ0CZFO8fHxxMbG5nQYIotpNBqDcX/plas/aceNG0dISAhly5ZFrVYTHx/PzJkz6dq1KwBBQUGEh4czZ84cZsyYwdy5c9m1axft27fnwIEDNGjQQN/W999/z9ixY4mIiKBs2bL8+eefWFhYABAYGIiTk1OS/Ts5OREYGJhifNHR0URHR+vvh4aGAhAbH0tsvLyJRRaKjyVxJFdsfCzI35vI417/zE3LZ7CiKAQ9CSI0JDSrQxMmwkHrgJOzU7KD5dP6nZ2rk65169bxyy+/sHr1asqXL8/58+cZPnw4bm5u+Pr66gfUt2nThhEjRgBQuXJljh49ip+fn0HS1b17d5o2bcrjx49ZsGABH3/8MUeOHNGP/UruRVAUJdUrGWbPns3UqVOTlAe8DMAu3i5Dxy5EalQRkZT63+93g++ixNjkaDxC5LTIiEj973eD72LzlvdEdEg0REGhQoWwsrKSCa1zMUVRiIqK4unTpwRHBWOptUxSJzwsPE1t5eqka8yYMYwfP54uXboAULFiRQICApg9eza+vr44Ojpibm6Ol5eXwXblypXj8OHDBmWJVyWWKlWK2rVrkz9/fjZv3kzXrl1xcXHhyZMnSfb/9OlTnJ2dU4xvwoQJjBw5Un8/cZ4PM5UZluZJX1QhMovK/N+LQCzNLVHk703kcfFvvCdS+wzW6XREvYrCycmJ/AXyZ0d4IodZ21gDCWfINPk1SWadj1RFJrdZErk66YqMjEzyxKjVan0Pl4WFBTVq1ODatWsGda5fv467u3uqbSuKoj81WKdOHUJCQjh58iQ1a9YE4MSJE4SEhFC3bt0U27C0tMTSMukb29zMHI1aLuMXWUf12t+XRq1Bkb83kcdp3nhPpPYZHBcfh0qlwsbGRnq48pDE11utqDFXG6ZP5mZpS6dyddLVqlUrZs6cSbFixShfvjznzp1j4cKF9OnTR19nzJgxdO7cmfr169OoUSN27drF9u3bOXjwIAC3b99m3bp1NGvWjEKFCvHw4UPmzp2LtbU1LVq0ABJ6xry9venfvz9Lly4FYMCAAXz00UcyiF4IIXIhFSqQfCtvUf3vdc+AXJ10ffvtt0yaNIlPPvmEoKAg3NzcGDhwIF988YW+Trt27fDz82P27NkMHTqUMmXKsHHjRurVqweAlZUVf//9N4sWLSI4OBhnZ2fq16/P0aNHDQbP//rrrwwdOpRmzZoB0Lp1axYvXpy9ByyEEEIIk2Wy83Tdv3+fu3fvEhkZSaFChShfvnyyp+Jyk8R5Pi4FXKJA/gI5HY7IzWJjsVnxKwCRvbvLrPQiz4uMiKSUa8LlJTce38DGNuWB9HExcYQGhlLMo5jBRNp5Xb8+/Xj58iUbNm3I6VCyRFRUFPfu3sPBxQFzC8M+qxfBL6joXvGt83SZ1Iz0AQEBTJgwAQ8PDzw8PGjQoAEffvgh1atXR6vV0rRpU9avX59kGR8hhJE0GiIH9CJyQC9JuITIQ/r16YeluSXz5843KN+6datcwJUNTCbpGjZsGBUrVuTGjRtMmzaNy5cvExISQkxMDIGBgezcuZN69eoxadIk3nvvPU6dOpXTIQshhBDvHCsrKxbMX0BwcHBOh5LnmEzSZWFhwa1bt9iwYQM9e/akbNmy2NvbY25ujpOTEx988AGTJ0/m6tWrzJs3j4CAgJwOWYh3V3w8Fn8fxeLvo/DaGqJCiNzvg8Yf4OzizLw585J9fPrU6dSoVsOg7Juvv6F0idL6+/Hx8YwZNQangk64OrkyYdwE3hytFBYWhq+PL/kd8uNexJ2vF31N0w+aMmrkKH2dmJgYJoybgGcxT/I75KdenXocOngoE4/WtJhM0jV//nwKFSqUprotWrSgY8eOWRyRELmXKioax5adcGzZCVVU9Ns3EEKkTUREyreoqLTXffXq7XXTSa1WM33GdL7/7nsePHiQrja+WvgVq1auYumypew/tJ/g4GC2btlqUGfs6LEcO3qMjZs3snPXTo4cPsK5c+cM6vTv259jR4/x868/c/rcadp3bE+rlq24ceNGuo/PlJlM0gUJs8EvXrxYujyFEEK8kyy0BVK8mXfqbFBX41ok5botWxvWLVE6SZ2MaNO2DZUqVWL61Onp2n7xN4sZO24s7dq3o1y5ciz+fjFarVb/eFhYGD//9DNz5s3hg8YfUL5CeZYtX0b8az3rt27dYt3adaxet5p679ejRIkSjBw1krr/qctPK3/K0PGZKpNKumrVqsXnn3+Om5sbXbt2Zd++fTkdkhBCCJErzZw9k59/+hn/K/5GbRcSEsLjx4+pVbuWvszc3Jyq1arq79+5fYfY2Fiq16iuL9NqtZQu8+8pyvPnzqMoChXKVaCAtoD+9vdff3P79u0MHJnpMql5upYuXcrXX3/N+vXrWbFiBc2aNaNo0aL06dOHXr16UaxYsZwOUQghhEhRTMiLlB9Uqw3uxj5O5dTeG6upxN66npGwkvV+/fdp2qwpkz6fhI+vz2u7NksyPis2Nm0LOidK3P7NGftfb1en06FWqzl28hjqN54bO7vcuf6wSfV0QcJVFT4+Puzfv5+bN2/i4+PD8uXLKV68OM2bN+e3337L6RCFEEKI5Nnapnx7c06v1OpaW7+9biaYOWsmO37fwfGjx/VljoUceRL4xCBBunjhov53rVaLq6srJ06c0JfFxcVx7uy/47WKlyiORqPh9KnT+rLQ0FBu3ripv1+pciXi4+N5GvSUkiVLGtxcXFwy5fhMjcklXa/z9PRk+vTp3L17l7Vr13L69Gm6du2a02EJIYQQuUKFihXo2q0r33/3vb6sfoP6PH36lC/nf8mtW7dY8v0Sdu/abbDdZ0M+Y8G8BWzdspWrV68y5LMhvHz5Uv+4vb09Pj19GD9uPAcPHOTK5SsM6DcAMzMz/VI6pUuXpmu3rvTp3Yctm7dw584dTp86zYJ5C/hj5x/ZcvzZzaSTLoADBw7g6+tLr169iI+Pp3///jkdkhBCCJFrTJ462aBXq1y5cnyz+Bv8lvhRo2oNTp86zYiRIwy2GT5yON19utOvTz8a1GuAvZ09bdq2Magzb8E8ateuTbs27fiw+YfUqVuHsmXLGsziv2z5Mnr06MHYMWOp6FWRDu06cPLkSYoWLZq1B51DTHIZoHv37rFy5UpWrlzJ3bt3ef/99+nbty+dOnXC+s0u11xElgES2SYmBtslywGIGNwXLCxyOCAhcpYsA5T1IiIi8Czmydz5c+ndp3dOh2O0zFgGyKQG0q9evZoVK1Zw4MABnJ2d6dmzJ3379qVkyZI5HZoQuYuFBRHDBud0FEKIXOz8ufNcu3aN6jWqExoSyswZMwFo1bpVDkeWc0wq6erVqxctW7Zky5YttGjRAjMzkz/7KYQQQogUfLXwK65fu46FhQVVqlZh/8H9ODo65nRYOcakkq4HDx7g5OSU02EIkfvFx6M5fwmA2MoVk1zKLoQQGVW5SmWOnzz+9op5iEl1Jb2ecP3888/85z//wc3NTb/O4qJFi9i6dWtKmwsh0kgVFU2hRi0p1KilLAMkhBDZxKSSrkRLlixh5MiRtGjRgpcvX+qXDciXLx+LFi3K2eCEEEIIIdLBJJOub7/9lmXLljFx4kSDWWqrV6/OpUuXcjAyIYQQQoj0Mcmk686dO1SpUiVJuaWlJREZWFldCCGEECKnmGTS5enpyfnz55OU//HHH3h5eWV/QEIIIYQQGWRSVy8mGjNmDJ9++ilRUVEoisLJkydZs2YNs2fP5scff8zp8IQQQgghjGaSSVfv3r2Ji4tj7NixREZG0q1bNwoXLszXX39Nly5dcjo8IYQQQgijmeTpRYD+/fsTEBBAUFAQgYGB3L9/n759++Z0WELkCorGnLDxIwkbPxJFY5L/ewkhMllQUBCfDP6Ekp4lsbexp1jhYrT8sCXHj6V9Lq3pU6dTo1qNNNWzNLdMcqtYvmJGDuGdZ/Kftnl55lohsoyFBWH/NyqnoxBCZKMunboQGxvLj//9Ec/ingQ9CeLA/gO8ePEiS/bnVd6LP3b/YVBmbp61aUdMTAwWJryWrEn1dN26dYs+ffro7xcrVowCBQrob4UKFeLatWs5GKEQQgjx7nn58iVHjhxh5uyZNGzUEHd3d2rUrMHY8WNp0bKFvl5ISAiDBw2miGsRHPM70rxJcy5euAjAT6t+Ysb0GVy8cFHfc/XTqp9S3Ke5uTkuLi4Gt9c7UkqXKM3c2XMZ0G8ABfMVpKRnSX5cZjhu++HDh3Tv2h1nR2dcnVzp0K4Dd+/e1T/er08/OrbvyLw58/Ao6kGFchUAOHb0GDWq1cDB1oE6teqwdetWLM0tuXD+AoqiUK5MORZ+udBgX5f/uYyVxopbt26l92l+K5NKur799ltcXFz094ODg5kwYQJfffUVX331FTVq1OCrr77KwQiFyCV0Osz9r2Hufw10upyORohcIyImIsVbVFxUmuu+in311rrGsLOzw87Ojm1btxEdnfwqFIqi0LZVW54EPmHr9q0cO3mMylUq493MmxcvXtDp404MHzEcr/JeBDwIIOBBAJ0+7mTcE/SGRV8tomq1qpw4fYKBgwYy5NMhXL16FYDIyEiaNWmGnZ0d+w7sY/+h/djZ2dGqZStiYmL0bRzYf4CrV6+yc9dONm/dTFhYGO3btqdChQqcOHWCyVMmM3HCRH19lUpFr169kiSMK1espF69epQoUSJDx5Qakzq9uHfvXr799luDsg4dOlC8eHEAPDw86NevX06EJkSuonoVhVOtDwB4/PgGiq1NDkckRO5QYF6BFB/zLunN1i7/LmVX5KsiRMZGJlu3frH6/NnzT/390otL8yzymUGd6M/TvoSXubk5P/73RwYPHMyyH5ZRpUoV3q//Ph93/piK7yWMszp44CD//PMPDx4/wNLSEoC58+eybds2Nm3cRL/+/bCzs9P3YL3NP5f+oYDW8Pn4uPPH+P3gp7/v/aE3gwYPAmD02NF88/U3/HXoL8qWLctv637DzMwMvx/8UKlUACxbvgyngk4cOniIps2aAmBra4vfD37604o/LP0BlUrFkqVLsLKyopxXOR49esTggYP1++3ZqydTp0zl1MlT1KhZg9jYWNasXsPsubPT/Jymh0klXQEBAXh6eurv9+vXD61Wq7/v4eHBgwcPciI0IYQQ4p3Wrn07PmzxIYf/PsyJ4yfYs3sPXy74Er8f/Ojp25OzZ88SHh6Oq5OrwXavXr3i9q3bRu+vdJnSbNy80aDM3t7e4H6FihX0v6tUKpxdnHka9BSAs2fPcuvmLQrmK2iwTVRUFLdv/xtP+QrlDcZxXb92nYoVK2JlZaUvq1HDcPC/q6srH7b4kJUrV1KjZg127thJVFQUHTp2MPo4jWFSSZeZmRlBQUF4eHgAJDmV+OTJEzQaTQ5EJoQQQrzdi7EpD0pXm6kN7j8YkXIngpnKcPTP9c+uZyyw/7GysqJJ0yY0adqEiZMmMmjAIKZPnU5P354oOgVXV1f27NuTZLt8+fIZvS8LCwtKliyZap03v9NVKhW6/w150Ol0VK1alZU/r0yyXaFChfS/29raGjymoIDKsL6iKEna6N2nN3169WHBlwtYtXIVnT7uhI1N1vb6m9SYrvLly7N3794UH9+9ezcVKlRI8fE3xcXF8fnnn+Pp6Ym1tTXFixdn2rRp+hc0kb+/P61bt0ar1WJvb0/t2rW5d+8eAC9evGDIkCGUKVMGGxsbihUrxtChQwkJCTFow8PDA5VKZXAbP368EUcvhBDiXWdrYZvizcrcKs11rTXWb62bGcqWK6tfXq9ylcoEBgZibm5OyZIlDW6JA+AtLCyIj4/PlH2/TZUqVbh58yZOTk5J4nn9LNibypQpwz+X/jEYu3bmzJkk9T5s8SG2trYs9VvK7l278e3lmyXH8TqTSrp69+7NzJkz2bFjR5LHtm/fzpw5c+jdu3ea25s7dy5+fn4sXrwYf39/5s2bx/z58w3Gjd26dYt69epRtmxZDh48yIULF5g0aZK+W/LRo0c8evSIBQsWcOnSJVauXMmuXbuSnTNs2rRpPH78WH/7/PPP0/EsCCGEEJnr+fPnNG/SnNW/rubSxUvcuXOHjRs2snDBQlq1bgVA4yaNqV27Np06dGLP7j3cvXuXY0ePMXnSZM6cTkha3D3cuXvnLhfOX+DZs2cpDsqHhI6PwMBAg9uTJ0/SHHPXbl0p6FiQju06cvjvw9y5c4e/Dv3FyBEjUx1q1KVrF3Q6HZ8M+gR/f3/27N7DVwsTzpwljg0DUKvV+PT0YdLESZQoWYLadWqnObb0MqnTi/3792f//v20atWKsmXLUqZMGVQqFVevXuXatWt06NCB/v37p7m9Y8eO0aZNG1q2bAkk9EatWbOG06dP6+tMnDiRFi1aMG/ePH1Z4sB9gAoVKrBx47/npEuUKMHMmTPp0aMHcXFxBnOO2Nvbp2lwoRBCCJGd7OzsqFGzBt98/Q23b90mNjaWIkWL0KdvH8ZNGAckJCRbf9/KF5O+YGD/gTx9+hQXFxfqvV8PJ2cnIGFc2JbNW2jWpBkvX75k2fJl9PTtmew+r1y+gnsRd4MyS0tLQiNC0xSzjY0N+w7sY+KEiXTu1JmwsDDcCrvR6INGODg4pLidg4MDm7ZsYshnQ6hZrSYVKlZg4ucT6dmjJ5ZWlgZ1e/Xpxdw5c7OllwtApSR3ojOHrV27lrVr13L9esI57FKlStG1a1ejlwCaM2cOfn5+7Nmzh9KlS3PhwgWaNWvGokWL6Nq1KzqdDq1Wy9ixYzl8+DDnzp3D09OTCRMm0LZt2xTb/fHHH5kwYQJPnz7Vl3l4eBAdHU1MTAxFixalU6dOjBkzJtVJ2qKjow3+SwgNDaVo0aJcCrhEgfwpXwEjREapIiJxdS0FyNWLQgBERkRS6n/viRuPb2CTynsiLiaO0MBQinkUMxisLUzXmtVr6N+3P09fPMXa+t9Tt0ePHKVp46bcDriNs7Nzqm1ERUVx7+49HFwcMLcw7LN6EfyCiu4VCQkJSTUhNKmerkRdunTJlDUWx40bR0hICGXLlkWtVhMfH8/MmTPp2rUrkLAkQnh4OHPmzGHGjBnMnTuXXbt20b59ew4cOECDBg2StPn8+XOmT5/OwIEDDcqHDRtG1apVyZ8/PydPnmTChAncuXMn1QW6Z8+ezdSpUzN8nEIYS9GYEz50kP53IYTITX75+Rc8PT1xK+zGxYsXmThhIh07ddQnXNHR0dy/f5+pk6fSsVPHtyZcmcVkeroiIiKSXIGQ0fpr165lzJgxzJ8/n/Lly3P+/HmGDx/OwoUL8fX15dGjRxQuXJiuXbuyevVq/XatW7fG1taWNWvWGLQXGhpKs2bNyJ8/P9u2bUv1SsqNGzfSsWNHnj17RsGCBZOtIz1dQghhGqSnK3dZMH8BP/j9QGBgIC6uLrRu3ZppM6bpr078adVPDOw/kEqVK7Fx80YKFy781jYzo6fLZAbSlyxZklmzZvHo0aMU6yiKwp9//smHH37IN99889Y2x4wZw/jx4+nSpQsVK1bEx8eHESNGMHt2wuRnjo6OmJub4+XlZbBduXLl9FcvJgoLC8Pb2xs7Ozs2b9781qkratdOGJB38+bNFOtYWlri4OBgcBNCCCFExoweM5rrt64TGhHK9ZvXWbBwgcF0ED19e/Iq5hXHTx5PU8KVWUzmvMLBgwf5/PPPmTp1KpUrV6Z69eq4ublhZWVFcHAwV65c4dixY2g0GiZMmMCAAQPe2mZkZCRmZoZ5pVqt1k8ZYWFhQY0aNZKs53j9+nXc3f8d/BcaGkrz5s2xtLRk27ZtafrP5ty5c0DCBGxCmBydDvX9hwDEFy0MZibz/5cQQuRaJpN0lSlThvXr1/PgwQPWr1/PX3/9xdGjR3n16hWOjo5UqVKFZcuW0aJFiySJVEpatWrFzJkzKVasGOXLl+fcuXMsXLjQYFHtMWPG0LlzZ+rXr0+jRo3YtWsX27dv5+DBg0BCD1ezZs2IjIzkl19+ITQ0lNDQhCsvChUqhFqt5tixYxw/fpxGjRqh1Wo5deoUI0aMoHXr1hQrVizTnyshMkr1Kgrnigm9sTKQXgghsofJjOnKCmFhYUyaNInNmzcTFBSEm5sbXbt25YsvvjC4qvC///0vs2fP5sGDB5QpU4apU6fSpk0bIKEHrlGjRsm2f+fOHTw8PDh79iyffPIJV69eJTo6Gnd3d7p06cLYsWONmt02NDQUrVYrY7pElpOrF4UwJGO6xNtkxpiuXJ10vWsk6RLZRZIuIQxJ0iXeJlcNpBdCCCGEyM0k6RJCCCGEyAaSdAkhhBBCZANJuoQQQog8oF+ffliaW2JpbomtlS1F3YryYfMPWblipX4qpTe18G6BtYU1J46fSPbxY0eP0fqj1jg7OuNg60DVylX5auFXxMfHvzWe+/fvM7D/QDyKemBnbUep4qUYOWIkz58/z9BxmjKTTLo8PDyYNm1akglKhRCZQzFXE9HPl4h+vijm6pwORwiRTZo1b0bAgwCu37rOtt+30bBhQ0aNGEXb1m2Ji4szqHvv3j1OHD/B4E8Hs3LFyiRtbd2ylSYfNKFwkcLs2buHi5cv8tmQz5g7ey49uvUgtev0bt++Td1adblx/QY//fITV65d4dvvvuXA/gPUr1efFy9eZPahmwSTTLpGjRrF1q1bKV68OE2bNmXt2rUGy+UIITLI0pKQhbMIWTgLLC1zOhohRDaxtLTExcWFwoULU6VqFcZNGMeGTRvYvWs3P636yaDuTyt/okXLFgwYOID1v60nIiJC/1hERASDBw7mo1YfscRvCZUqV8LDw4M+ffvw439/ZNPGTWxYvyHFOIYNGYaFhQU7du2gfoP6FCtWDO8Pvflj9x88eviILyZ9oa9bukRp5s6ey4B+AyiYryAlPUvy47KU1zU2ZSaZdA0ZMoQzZ85w5swZvLy8GDp0KK6urnz22WecPXs2p8MTQgghDCiKQkRERLbfMmPWp0YfNOK9Su+xZfMWg+P5adVPdO3WlbJly1KqdCmDJGrvn3t5/vw5I0aOSNLeR60+olTpUqxbuy7Z/b148YI/9/zJwEED9QtQJ3JxcaFLty5s+G2DwbEt+moRVatV5cTpEwwcNJAhnw7h6tWrGTzy7GeSSVeiSpUq8fXXX/Pw4UMmT57Mjz/+SI0aNahUqRL//e9/M+WPTYg8SVEwe/Ycs2fPQd5HQmRYZGQkBbQFsv0WGRmZKfGXKVOGgIAA/f19e/cRGRlJs+bNAOjarSsr/7tS//iN6zcAKFuubIrt3bhxI9nHbt64iaIolClXJtnHy5YtS3BwME+fPtWXeX/ozaDBgyhZsiSjx47G0dGRvw79ZdQxmgKTTrpiY2P57bffaN26NaNGjaJ69er8+OOPfPzxx0ycOJHu3bvndIhCvJNUka9wKf4eLsXfQxX5KqfDEULkMEVRUKlU+vsrV6yk48cdMTdPmAS0c5fOnDx5MslaxSl1fiiKYrDyi7GxAAbxVKhYQf+7SqXC2cWZp0FPk2xr6kxm7cXXnT17lhUrVrBmzRrUajU+Pj589dVXlC37b0bdrFkz6tevn4NRCiGEEAlsbGx4EZL9g7+NWWouNVevXsXDwwNIOP23bes2YmNj+cHvB32d+Ph4Vq1Yxaw5syhZqmTCdv5XqVO3TpL2rl27RqVKlZLdV4mSJVCpVFy9clW/5N6b2+bPnx9HR0d9mUajMaijUqlSvOLSlJlk0lWjRg2aNm3KkiVLaNu2bZInG8DLy4suXbrkQHRCCCGEIZVKha2tbU6HkS4H9h/gn0v/MHTYUADWrF5D4SKF2bDRcCD8/v37mT93PtNmTKNps6YUKFCARV8tSpJ0bd++nZs3brLgywXJ7q9gwYI0btKYpX5LGTp8qMG4rsDAQNauXkt3n+4GPV25hUkmXbdv38bd3T3VOra2tqxYsSKbIhJCCCHefdHR0QQGBhIfH0/QkyD27N7DvLnzaNGyBT18egAJpxbbt29P+QrlDbYt5l6MiRMmsnPnTlq3bs13S76jR7ceDB40mE8++QR7B3sO7D/AhHET6NO3Dx+2+DDFOBZ9s4iG7zfkow8/Ysq0KXh4enDl8hUmjJ+AW2E3pk2flpVPQ44xyTFdb0u4hBBCCGG8Pbv34F7EndIlStOqZSsOHjzIwkUL2bh5I2q1mrNnznLxwkXatW+XZFt7e3uaNG2iH1DfvkN79uzdw/179/mg4QeUKVmGQQMGMXrMaJYsXZJqHKVKleLoiaMUL1GcHt16UK50OT4d/CkNGjbgr8N/UaBAgaw4/BynUkzwEsD8+fMn262oUqmwsrKiZMmS9OrVi969e+dAdFknNDQUrVbLpYBLFMifO//ghGlQRUTi6loKgMePb6DYZs64ECHeVZERkZT633vixuMb2KTynoiLiSM0MJRiHsWwsrLKrhBNXlRUFB3adeDBgwfs3b+XQoUK5XRImSoqKop7d+/h4OKAuYXhicIXwS+o6F6RkJAQHBwcUmzDJHu6vvjiC8zMzGjZsiVTp05lypQptGzZEjMzMz799FNKly7N4MGDWbZsWU6HKoQQQgjAysqKjZs30qNHDw7/fTinwzFJJjmm6/Dhw8yYMYNBgwYZlC9dupQ9e/awceNG3nvvPb755hv69++fQ1EK8e5SzNVEduuk/10IITKDlZUVY8aNyekwTJZJ9nTt3r2bJk2aJClv3Lgxu3fvBqBFixbcvn07u0MTInewtOSl3yJe+i2SZYCEECKbmGTSVaBAAbZv356kfPv27frBdREREdjb22d3aEIIIYQQ6WKSpxcnTZrE4MGDOXDgADVr1kSlUnHy5El27tyJn58fAH/++ScNGjTI4UiFeEcpin4mesXGGnLhfDhCZCUFBUzuMjSRpZT/ve4ZYJJJV//+/fHy8mLx4sVs2rQJRVEoW7Yshw4dom7dugCMGjUqh6MU4t2linwlVy8KkU5m6oSTRK9evcLKWq5ezCtevUr4R9XMPP0nCU0u6YqNjWXAgAFMmjSJNWvW5HQ4QgghhAEztRkWthb6BZmtra1BOotzLyUh4Xr69CkWthaYmeWipEuj0bB582YmTZqU06EIIYQQybIrYEc44QQFBQGgkqwr10o8pWhha4FdAbsMtWVySRdAu3bt2LJlCyNHjszpUIQQQogkVCoV9gXt0eXXoYt79xZeFsYxMzfLUA9XIpNMukqWLMn06dM5evQo1apVS7KI6NChQ3MoMiGEEOJfZmZmmFmY5EQAwgSZZNL1448/ki9fPs6cOcOZM2cMHlOpVJJ0CSGEEOKdY5JJ1507d3I6BCGEEEKITGWSSVeimJgY7ty5Q4kSJTA3N+lQhXinKGozXrVtqf9dCCFE1jPJT9vIyEj69u2LjY0N5cuX5969e0DCWK45c+akuZ24uDg+//xzPD09sba2pnjx4kybNg2dznDQo7+/P61bt0ar1WJvb0/t2rX1+3zx4gVDhgyhTJky2NjYUKxYMYYOHUpISIhBG8HBwfj4+KDVatFqtfj4+PDy5cuMPRFCZBUrK4J/+oHgn34AK5lnSAghsoNJJl0TJkzgwoULHDx4EKvXvhCaNGnCunXr0tzO3Llz8fPzY/Hixfj7+zNv3jzmz5/Pt99+q69z69Yt6tWrR9myZTl48CAXLlxg0qRJ+v0+evSIR48esWDBAi5dusTKlSvZtWsXffv2NdhXt27dOH/+PLt27WLXrl2cP38eHx+fDD4TQgghhMgtVIqimNxCBu7u7qxbt47atWtjb2/PhQsXKF68ODdv3qRq1aqEhoamqZ2PPvoIZ2dnli9fri/r0KEDNjY2/PzzzwB06dIFjUajv58W69evp0ePHkRERGBubo6/vz9eXl4cP36cWrVqAXD8+HHq1KnD1atXKVOmTJraDQ0NRavVcvLWSfLny5/kcTOVGVbm/yahkbGRKbalQoW1xjpddV/FvkpxqYOsqgtgo7FJV92ouCh0SsqXbBtT19rcGtX/lsSJjosmXonPlLpW5laYqRL+x4mJjyFOF5cpdS3VlqjN1EbXjY2PJVYXm2JdC7UF5mbmRteN08UREx+TYl2NmQaNWpNs3SeP1Ty8r9HfN1eZo1YnxKvT6VKMwcklDg+PhDgA4nXxRMdHpxiDuZm5vq5O0REVF5UpddUqNZbmCYuHK4rCq7hXmVLXmPe9fEYkXzctnxGREZGU+t8qDRfuXcAmhVUa5DMiQU58RqRW15j3fVZ8RrwIfkFF94qEhITg4OCQcv0UH8lBT58+xcnJKUl5RESE/g84LerVq4efnx/Xr1+ndOnSXLhwgcOHD7No0SIg4YN8x44djB07lubNm3Pu3Dk8PT2ZMGECbdu2TbHdxCc1cZzZsWPH0Gq1+oQLoHbt2mi1Wo4ePZpi0hUdHU109L8vfGIyWXNZTUjmjM8Hnh/wc7t/k8P3lryX4od1nSJ12PDxBv39Wj/W4sWrF8nWreRciZ3dd+rvN1zVkAehD5KtW7pgaQ74HtDfb7G6BdefX0+2bhGHIpzod0J/v8NvHbjw5EKydQtYF+DS4Ev6+z6bfTj24Fiyda3Nrbk59Kb+fv/t/dl/Z3+ydQEejnyo/33oH0PZcWNHinVvDLmh/7Aet3cc66+sT7HuxUEXKWhTEICph6ay6sKqFOse73ucotqiAMw9PBe/M34p1t3fcz9lHBP+Zr498S0Ljy9Mse6Objuo7FIZgOVnlzPj7xkp1l3faT11iyYso/Xr6RVMPDI1xbqr2q6iSfEmAGy6uomRu1OeM8/vIz9alW4FwB83/2DQ74NSrLuw+UI6l+8MwMG7B/Hd4pvwQJgzLAqAeMsUt02ZjoHLv+OLTh0AuBR0iZarW6ZYe2TtkYyqm7CM2I3nN/jgpw9SrDuo2iAmNUiYqPlh6ENqL6+dYl3fSr7MajwLgBevXvCe33sp1u3k1YlF3osAeBX3ilLflkqxbstSLfmh1Q/6+6nVlc+IBBn5jACo5FcJLJKvm2c+Iy79ysT9E1Osm+2fEcmY+cFMelXuBcCJhyfotL5TinU/f/9zBtcYDGTdZ0RamOTpxRo1arBjx79fjImJ1rJly6hTp06a2xk3bhxdu3albNmyaDQaqlSpwvDhw+natSsAQUFBhIeHM2fOHLy9vdmzZw/t2rWjffv2HDp0KNk2nz9/zvTp0xk4cKC+LDAwMNkk0cnJicDAwBTjmz17tn4MmFarpWjRomk+NiFylWdlExIusxjIfxPy36RA4Rd4eMbh4RmHc9FwfbnBzSIMMCPggkdOH4EQQryVSZ5ePHr0KN7e3nTv3p2VK1cycOBALl++zLFjxzh06BDVqlVLUztr165lzJgxzJ8/n/Lly3P+/HmGDx/OwoUL8fX15dGjRxQuXJiuXbuyevVq/XatW7fG1tY2ydqPoaGhNGvWjPz587Nt2zY0moRuzVmzZrFq1SquXbtmUL9UqVL07duX8ePHJxtfcj1dRYsWldOLRtaV04vGnzqICw2hoKcXAIG3LiRZ8Dq7Tx3s2mbLkN6uVK35inV/PExSN6XTAQumFWTp1/np0SeUuYvCU62bSE4vJpDPCMO6cnpRTi8mVzdPnF6sW7cuR44cYcGCBZQoUYI9e/ZQtWpVjh07RsWKFdPczpgxYxg/fjxdunQBoGLFigQEBDB79mx8fX1xdHTE3NwcLy8vg+3KlSvH4cOHDcrCwsLw9vbGzs6OzZs36xMuABcXF548eZJk/0+fPsXZ2TnF+CwtLbG0THo6xdrc2uADIyVpqZOeuq9/CL4LdV//ksnMuolfipld10JtoX9D51RdjVqD7f8+I200Niip/H1o1P9+sL2NuZm5/sPVmLqRoQmvd8GCqmT/VtVmamzMkpZXqJDw87q/JRCeat3kmKnM0vzeMKauSpX8cWS0LmTd+14+I/5lo7FJ0/OR2z8j0vq+z47PiLcx5n2fVZ8RaWGSSRckJEirVqV8/jstIiMjk6yVpFar9VNGWFhYUKNGjSQ9VNevX8fd3V1/PzQ0lObNm2Npacm2bdsMrqgEqFOnDiEhIZw8eZKaNWsCcOLECUJCQqhbt26GjkGIvOBlcML7NH8B49awK1s+IXO85q9BUcCIIZ9CCJHtTDbp0ul03Lx5k6CgoCTzatWvXz9NbbRq1YqZM2dSrFgxypcvz7lz51i4cCF9+vTR1xkzZgydO3emfv36NGrUiF27drF9+3YOHjwIJPRwNWvWjMjISH755RdCQ0P1A94LFSqEWq2mXLlyeHt7079/f5YuXQrAgAED+Oijj9J85aIQeVnwi4SkK19+45KuEqXiUKsVQl6a8fiRGW6FZeFhIYTpMsmk6/jx43Tr1o2AgADeHHKmUqmIj0/5vPjrvv32WyZNmsQnn3xCUFAQbm5uDBw4kC+++EJfp127dvj5+TF79myGDh1KmTJl2LhxI/Xq1QPgzJkznDiRcHVNyZIlDdq/c+cOHh4eAPz6668MHTqUZs2aAQnjwhYvXpyu4xcir0lMuozt6bK0hOIl47hxTcO1KxrcCqc8TkMIIXKaSSZdgwYNonr16uzYsQNXV1ejpol4nb29PYsWLdJPEZGSPn36GPR+va5hw4ZJEr/kFChQgF9++SU9YQqR7RS1GVHNPtD/ntOCXyS8x41NugDKlk9Iuq5eMadRU0m6hBCmyySTrhs3brBhw4YkPUtCiExiZcWLDWmfEDirpbenC6BMuVi2Y83VK2kbyCuEEDkl5//FTUatWrW4efPm2ysKIXKF9A6kByhXPuES+Gv+Jvk/pBBC6Jnkp9SQIUMYNWoUgYGBVKxY0WB6BoD33kt5pmchxLsnvQPpIaGnC+DGVQ3x8fC/lYOEEMLkmGTS1aFDwnIer4+zUqlUKIpi1EB6IUTyVBGROJdI+Oflya2LSSZHzU6KkrGeLnfPeKysdUS9MuPubTUlSsnngxDCNJlk0nXnzp2cDkGIXM8sMuVZ0LNTWKiKuLj0D6Q3M4MyZeO4cM6Cq1c0knQJIUyWSSZdr09MKoTI3RJPLVpZ67BO+yTjBsp4JSRd166Y07JNJgYnhBCZyKQG0n/yySeEh4fr7//8888G91++fEmLFi1yIjQhRBb599Ri+peBTZyZ3l+uYBRCmDCTSrqWLl1KZOS/i65++umnBAUF6e9HR0eze/funAhNCJFFMjKIPlHZcv+7gvGKSXbeCyEEYGJJ15uTkKZlUlIhxLstI3N0JUrs6bpzy5yoqEwJSwghMp1JJV1CiLwnM5IuJ2cd+fLr0OlU3LwmvV1CCNMkSZcQeZBipiK6Xh2i69VBMUvfMluZ5WVw+q9cTKRSQbn/9XbJzPRCCFNlcv8SfvHFF9jYJMwZFBMTw8yZM9FqtQAG472EEBlgbc3znRtyOgogc8Z0AZQpF8exw5b/S7pMYzoMIYR4nUklXfXr1+fatWv6+3Xr1uX27dtJ6gghco/MOL0IUMYroadLBtMLIUyVSX06HTx4MKdDEEJks8xKuhLXYMzKaSPSe22PKmfP4AohTIRJJV1CiOyhiojEqUItAIL+OZGjywBlVtJVumxCT9fjh2pCXqrQ5su8q59v3lAztF9+LpyzMHpbWzsdK9e9oO77MZkWjzANp45bMGOSAzevG/9V6qDV8dnIcLr2jMRMRlfnGZJ0CZFHqZ+/yOkQgIytu/g6bT4FtyJxPHpgzvWrGmrUzpwkZ9fvVgwbmI/wsPR9M0aEm7F8ia0kXbnI0yAzZkxyYMOa9P+z8jLYjLFD87FxrTXzvgmhZOm4TIww8wW/UPEk0PjV5O3sFIoUk6W5EknSJYTIUcGJSVf+jPdMlS2XkHT5XzbPcNIVHw8LZtrzzQJ7AGrWiWbh9y9x0KY9ztu31LRtWoj9e6x4GawiXyYc47siPEzF/XvGf0nnL6DDxTVjCfibFAWu/GOuT/CTEx2lAA0BOH7EGkur5Hs1/7mo4as59oSFmqFSKXTzjaT3wAg0Rp7V3r/Hkvkz7Tlx1JKmdQsxZFQYXdLR62VhkfCcZcUp7JCXKnb9bsW2jdb8fdCS+Pj07eT7/76gTUeZQA8k6RJC5KC4OAgNyZyeLkiYJHX/n1ZsWmfN86cZO2dz/Kglhw9aAtB3UDiTZoYa/cVa0FFHufKx+F/WsHObNd1888YV2BfOaujatiAhL9P3Gnw6Ioyxk8Iwz4RvqFevYOzQfGxal5ZeqQMA+HR8e81KVWKY+WUIVarHpiuukqXjaNE6igkjtezfY8WXsx34crZDutrSaBScXeNxdtHh7BKPpWXGk/vgF2Yc+cuS2Nh/E638BeKNSgrj4lSEvDRjzjQHPmwdhYXxZ+dzHUm6hBA55vWeB22+jCdd5SsmnKI5ddySU8ctM9yelbWO+d+E0L5z+qegaNvpFf6XNWxen3lJ16tIFXOm2fMsKOODgTQW0M03kpp1Muf0551banw6FiDkpRn2DjqsrNKeACgKPHuq5ruv7LlwzoIlK4IpUDD9fxcP76vp2z0/l85boFYrqZ7C0+l03Lh2A4BSZUphlkJ2YWWl0K1XJF17RqI2viPPQJFi8fy0/gXbN1sx8wsHAh8Z32BcnIrYWBUP7pnz4F7G4klOWa9YWrV/Rev2ryhe0rjThK8iVdR5z4l7d81Z+7MNPftmzt9/WKiKudPs9eNBjfXFrFCcXTK3NzWtVIqJrrXz8uVLTp48SVBQEDqd4ZPTs2fPHIoqa4WGhqLVarkUcIkC+QvkdDgiF1NFROLqWgqAx49v5NhA+pvXzWlQ3QltPh1X7gVmuL3oaPh2gT1PM9jLBWBpmXDqqKxXxsbaPLinplYFZ1QqhVP+T3B1y/iH/Zez7Fk4xz7D7SQyM1MYPzmMT4aHZ+g0VdATM9o2dSTgrjkVK8ewYcdz7OyN+4rZutGK0Z/lIzLCjMJF41j2czCVqhrfm3TssAUDe+bn+TM1BQrGs/Sn4FTH1UVGRFLqf++JG49vYJODF5cYIyYGnj5RE/jYjMDHaoICzQx6p9JLo1GoWz+GMuUy9vf/Xz9bJo3V4uIaz+HzT7C2zlhcigKDe+dn+6b0N/TXmSeUKJW548xeBL+gontFQkJCcHBIucfSJHu6tm/fTvfu3YmIiMDe3h7Va58CKpUq1yZdQuQ1+olRM6GXC8DSEkZPDMuUtjJLkWLx1KwTzcljlmzbZM3AzyIy1N7TIDP8vrUFoN8n4RTN4CDlMyct2LbJmlmTHThzUsNXS16m68rP8DAVPh0LEHDXHHePOH7e8MLohAugTYcoyno9o2+3Aty5ZU675o40bh6FmRGdQPFx8OcfVsTFqahQKYblvwbn2sHcFhZQuGg8hYvGA+k71ZmVuveOYMk3tjx6YM7Py20ZkMG//zU/2bB9kzXm5gqj/i8MGxvj/8YKOuZMLxeYaNI1atQo+vTpw6xZs/Sz0wshMo9ipiKmSiX97zkl+EXGlwB6F7Tt9IqTxyzZsj7jSdfX8+yIjDCjctUYpswOzfAA6r6DI/hPg2gmjdGye4c1H9bXMGNBiFErBCgKzJ/pwD8XLCjoGM+vm59TyCn9r2mZcnHsPPiUYQPzsWenNTu3pa9Xo12nSOZ/G4J1Or6YReawtIQR48IZMyQfixfa0b1XJLZ26Xs9rl81Z9LYhF6kcV8k9My+a0zy9KKtrS2XLl2iePHiOR1KtpLTiyKvWfeLNSM/yU+jJlH8ssk0prDICi+em1GllDNxcSoOnXlCyXSe2gi4o6ZBdSdiY1Ws2/6Meg0ybxqKi+c0DOiZn/sB6f9f3MZWx4Ydz9N1OjA5Ol1Cj9Xjh8afLi5SLJ7GzaPTnJS+q6cX3wWxsdCwuhN375gzfnIoQ0YZnyy9egUfNSrE1SsaGnyQ8HlhSvObvdOnF5s3b87p06fzXNIlRF6TWROjmroCBXXU/yCa/Xus2PKbTbpPgc6fYU9srIoGH0RlasIF8F6VWP449JQvxmk5ddz4y8y0+XRMmhGaaQkXgJkZNG8pUw286zQaGPV/YQzpn58lX9vRs2+E0aewp/2flqtXNDgWimfR0pcmlXAZwySTrpYtWzJmzBiuXLlCxYoV0bxxnXbr1q1zKDIhRGYKzqSJUd8F7Tq9Yv8eKzavt2bU/4UZfVrwnwvmbF6f0Pvyf1NDsyBCyF9A4dtlL7OkbZG3ten4im+/tOP6VQ2f9slPGSMuUAkLVfHryoRxjN/88BIn53f388Ikk67+/fsDMG3atCSPqVQq4uNz54BIIbKLKvIVhWo2BODpyYMoNhm8pCid9APpjRg/9K5q3jIKaxsdd2+bc+GshsrVjOsRmj0l4ZRF246RVKhk2rOXC/EmtRrGfB5G/x4FOLDXigN7jW9j8LBwGjSOzvzgspFJJl1vThEhhMhkioL5vQf633NKXjm9CGBrp9C8RRRbNtjw/dd2tG6f9rm/Hj1Qc3CfFRqNwthJpnV1phBp9WGrKOYsesnd28anHoWc4uk7OGMXoZgCk0y6MktcXBxTpkzh119/JTAwEFdXV3r16sXnn39uMPGdv78/48aN49ChQ+h0OsqXL89vv/1GsWLFAPjhhx9YvXo1Z8+eJSwsjODgYPLly2ewLw8PDwICAgzKxo0bx5w5c7L8OIV4V/2bdJnc9TxZom2nV2zZYMOOLdbs2GJ872KP3hG4e0pPv3g3qVTg0ydvrMqQEpNNug4dOsSCBQvw9/dHpVJRrlw5xowZw/vvv5/mNubOnYufnx+rVq2ifPnynD59mt69e6PVahk2bBgAt27dol69evTt25epU6ei1Wrx9/fHyspK305kZCTe3t54e3szYcKEFPc3bdo0/alRADs7u3QcuRB5x8s81NMF0KhpND36RHDjqvEfvQUL6Rg5QXq5hHiXmWTS9csvv9C7d2/at2/P0KFDURSFo0eP0rhxY1auXEm3bt3S1M6xY8do06YNLVu2BBJ6o9asWcPp06f1dSZOnEiLFi2YN2+evuzNqyaHDx8OwMGDB1Pdn729PS4uLmmKTQiRtwbSA5ibw9xFITkdhhAih5jkRZczZ85k3rx5rFu3jqFDhzJs2DDWrVvHnDlzmD59eprbqVevHvv27eP69esAXLhwgcOHD9OiRQsgYezYjh07KF26NM2bN8fJyYlatWqxZcuWdMU9d+5cChYsSOXKlZk5cyYxMalf0h0dHU1oaKjBTYi85GUeGkgvhBAmmXTdvn2bVq1aJSlv3bo1d+7cSXM748aNo2vXrpQtWxaNRkOVKlUYPnw4Xbt2BSAoKIjw8HDmzJmDt7c3e/bsoV27drRv355Dhw4ZFfOwYcNYu3YtBw4c4LPPPmPRokV88sknqW4ze/ZstFqt/la0aFGj9inEu+xVpIqoqLwxI70QQoCJnl4sWrQo+/bto2TJkgbl+/btMyoxWbduHb/88gurV6+mfPnynD9/nuHDh+Pm5oavr6/+Ksk2bdowYsQIACpXrszRo0fx8/OjQYMGad5X4vYA7733Hvnz56djx4763q/kTJgwgZEjR+rvh4aGSuIlsodKRWzZ0vrfc8KL/y0BZG6upGuNPiGEeNeYZNI1atQohg4dyvnz56lbty4qlYrDhw+zcuVKvv766zS3M2bMGMaPH0+XLl0AqFixIgEBAcyePRtfX18cHR0xNzfHy8vLYLty5cpx+PDhDB1D7dq1Abh582aKSZelpSWWlpYZ2o8Q6aHYWPP05IEcjeHla+O5cijvE0KIbGWSSdfgwYNxcXHhyy+/5LfffgMSEqF169bRpk2bNLcTGRlpMDUEgFqt1vdwWVhYUKNGDa5du2ZQ5/r167i7u2foGM6dOweAq6trhtoRIrfKSxOjCiEEmGjSBdCuXTvatWuXoTZatWrFzJkzKVasGOXLl+fcuXMsXLiQPn366OuMGTOGzp07U79+fRo1asSuXbvYvn27wZWKgYGBBAYGcvPmTQAuXbqEvb09xYoVo0CBAhw7dozjx4/TqFEjtFotp06dYsSIEbRu3Vo/15cQwlBemhhVCCHARAfSFy9enOfPnycpf/nypVGLYH/77bd07NiRTz75hHLlyjF69GgGDhxocAVku3bt8PPzY968eVSsWJEff/yRjRs3Uq9ePX0dPz8/qlSpop+Dq379+lSpUoVt27YBCacJ161bR8OGDfHy8uKLL76gf//+rFmzJr1PgRBZKmEZoEYUqtkIVWTaZ0bPTJJ0CSHyGpWi5OAaICkwMzMjMDAQJycng/InT55QrFgxoqPf7bWXUhIaGopWq+VSwCUK5C+Q0+GIXEwVEYmraykAHj++gWJrk+0xfD3fjnnTHejiE8GX38ncVSJnRUZEUup/74kbj29gkwPvCfHuehH8goruFQkJCcHBwSHFeiZ1ejGx5whg9+7daLVa/f34+Hj27duHh4dHDkQmhMhs/w6kN7n/+4QQIkuYVNLVtm1bAFQqFb6+vgaPaTQaPDw8+PLLL3MgMiFEZpOB9EKIvMakkq7Eqwo9PT05deoUjo6OORyRECKryJguIUReY1JJVyJjZp0XQrybJOkSQuQ1Jnn1IsChQ4do1aoVJUuWpFSpUrRu3Zq///47p8MSQmSSl8GyBJAQIm8xyaTrl19+oUmTJtjY2DB06FA+++wzrK2tady4MatXr87p8IR496lUxBUrQlyxIjm2DJD0dAkh8hqTnDKiXLlyDBgwwGA9Q4CFCxeybNky/P39cyiyrCVTRoi8QqcD9wKu6HQqzlwLxMVVEi+Rs2TKCJERaZ0ywiR7um7fvk2rVq2SlLdu3VrGewmRC4SGqNDp5PSiECJvMcmkq2jRouzbty9J+b59+yhatGgORCSEyEyJpxZtbHXImu9CiLzCJK9eHDVqFEOHDuX8+fPUrVsXlUrF4cOHWblyJV9//XVOhyfEu+/VKxy9OwDwbNdGsLbO1t3/OzGq9HIJIfIOk0y6Bg8ejIuLC19++SW//fYbkDDOa926dbRp0yaHoxPi3afSKVicu6D/PbsHdv47MarJDSkVQogsY5JJFyQsRN2uXbucDkNkMkWBn5bbcPOa8X96dvYK7Tu/olSZuCyITGQnuXJRCJEXmWzSBRATE0NQUJB+pvpExYoVy6GIREatX23N/43Ml+7tv1lgT/1GUfQZFEHj5tGYmeSoRPE2knQJIfIik0y6bty4QZ8+fTh69KhBuaIoqFQq4uPjcygykREP7qn5YlzCIuat27/Cs4RxPVZXr5izZ6cVfx1IuHl4xlGxSqzRceTPr6Pph1HUaxiNhYXRm4tMoE+6ZN1FIUQeYpJJV69evTA3N+f333/H1dUVVQ5N3igyj04HIz7JR1ioGdVrxbB4eTBqtfHt3LurZtWPtqz5yYa7d8y5eyd9f8I/LbfFQZuQfH3YKgoX14wn8lbWCmW94nJqrtEcc+uGmnOnjctez57SANLTJYTIW0wy6Tp//jxnzpyhbNmyOR2KyCT/9bPl6F+WWNvoWOSXvoQLoJhHPJNmhDJqQhh7dloR/ML4DOf6VQ27frci6ImajWtt2Lg28yZBnDAllM9Ghmdae6bu+BELOrcqSFxc+jLNgo6SdAkh8g6TTLq8vLx49uxZTochMsmNa+bMnpIwQ+8XM0PxLJHxXiUbW4W2nV6le/sZC0I4c9KCHVut+Gu/Ja9eZax7Ki5OxeOHar5ZYEcXn0gcC5l+MhFfMGOrHtwPUNO/R37i4lSU9Yo1urcwfwEdrTuk/zUUQoh3jckkXaGhofrf586dy9ixY5k1axYVK1ZEo9EY1E1tin2ReUJDVOnuwUik08GwAfmIilLRqEkUPn0iMym6jFGroWadGGrWicmU9nQ6+KiRIxfOWbBorh0zFoS+faMcpNja8OTOpXRvHxGuonfXArx4rua9KjFs+uM51jYy/YMQQqTGZJKufPnyGYzdUhSFxo0bG9SRgfTpc+GshqiotydPT4PM+OeihssXNVy5pCHwcTrPASYjXz4dC757mWvHO5mZwcTpoXz8kSM//9eWfp9E4FE843+nOh3s2GpFQDrGruX73wUDzi6Z2+um08HQAfnw/0dDIad4lq9+IQmXEEKkgckkXQcOHMjpEHKtIf3zceuG5u0Vs4iVlcKC717m+kWN/1M/hkZNojiw14q50xxYsjI4Q+0pCkwcpeWn5bbpbmP8cIXa9WJo0+EVLdtEUaBgxl+DL2fZs+t3aywsFJavfoFb4dz9ugohRGZRKYoi/6KaiNDQULRaLZcCLlEgf8bG27yuR/sC3At4e6+Vg4OCV8VYvCrGUv69WMp5xWFrlzl/Hrm1h+tNly+Z07xeIRRFxc6DT6lU1fgpLSAh4fp8tJaVy2xRqRTadnyFpZVxr8X1qxrOnvr3qkIzM+Xf11NRUEUmjKdSbKyNeoHCQhOme1jkF0ynbjImS+QOkRGRlHItBcCNxzewsc28C2xE7vci+AUV3SsSEhKS6hAok+npAoiMjGTMmDFs2bKF2NhYmjRpwjfffIOjo2NOh/ZO+2XTi5wOIc8oXzGO9p1fsXGtDTMnO7Bu23OjE05FgS/GOugTroXfv+Tj7ulLbu4HqNm+2Zptm6y4dN6CsNDXg7FL+BFmfLtDR4dJwiWEEEYyqZ6uMWPG8P3339O9e3esrKxYs2YNDRs2ZP369TkdWrbIqp4ukb0e3FPzflUnYmJU/LLxOY2aRqd5W0WByeMdWL4kISH68rtguvhkTnLzJNCMyIiEpEv1KgqnugljJoOO7kOxtkpzOza2SqaPExMip0lPl8iId7Kna9OmTSxfvpwuXboA0KNHD/7zn/8QHx+POr0TOwmRzYoUi6fXgAh+WGxHz04FjJr1XlEgOjohMZr/7ctMS7gAg0RJFRGLK7cAsPWMRbHNuTF/QgiRV5jUynX379/n/fff19+vWbMm5ubmPHr0KAejEsJ4Q0aF4ewSj06nIioq7bfoaBUWFgpzv35JN1/TmF5DCCFE5jCpnq74+Hgs3ugWMDc3Jy7OuDX6hMhpBQoqHLnwhOdPje+htXfQoc1nMmf9hRBCZBKTSroURaFXr15YWlrqy6Kiohg0aBC2tv9eNr9p06acCE8Io1hbJ5xqFEIIIcDETi/6+vri5OSEVqvV33r06IGbm5tBWVrFxcXx+eef4+npibW1NcWLF2fatGnodIaDgP39/WndujVarRZ7e3tq167NvXv39I//8MMPNGzYEAcHB1QqFS9fvkyyr+DgYHx8fPQx+vj4JFtPCFOhs7FGZ2Od02EIIUSeYVI9XStWrMjU9ubOnYufnx+rVq2ifPnynD59mt69e6PVahk2bBgAt27dol69evTt25epU6ei1Wrx9/fHyurfq7kiIyPx9vbG29ubCRMmJLuvbt268eDBA3bt2gXAgAED8PHxYfv27Zl6TEJkBsXWhsDAmzkdhhBC5CkmlXRltmPHjtGmTRtatmwJgIeHB2vWrOH06dP6OhMnTqRFixbMmzdPX1a8eHGDdoYPHw7AwYMHk92Pv78/u3bt4vjx49SqVQuAZcuWUadOHa5du0aZMmUy8aiEEEII8S7K1UlXvXr18PPz4/r165QuXZoLFy5w+PBhFi1aBIBOp2PHjh2MHTuW5s2bc+7cOTw9PZkwYQJt27ZN836OHTuGVqvVJ1wAtWvXRqvVcvTo0RSTrujoaKKj/53DKXHR7zhdHLHx6ZvJXAghhPFe/8yNjY+Vz2BhlDhd2i74y9VJ17hx4wgJCaFs2bKo1Wri4+OZOXMmXbt2BSAoKIjw8HDmzJnDjBkzmDt3Lrt27aJ9+/YcOHCABg0apGk/gYGBODk5JSl3cnIiMDAwxe1mz57N1KlTk5TrFB3RcWmfUFMIY6mionHtPQSAxyu+RbGyfMsWQuRur3/mRsdFo46TuSFF2umUtE0YnauTrnXr1vHLL7+wevVqypcvz/nz5xk+fDhubm74+vrqB9S3adOGESNGAFC5cmWOHj2Kn59fmpMuAFUya70oipJseaIJEyYwcuRI/f3Q0FCKFi2Kez73VGe0FSLDIiLQ7D0EgIdDUbBN/6LaQuQGERYR+t898nsYXDEvxNuEqkPTVC9XJ11jxoxh/Pjx+hnuK1asSEBAALNnz8bX1xdHR0fMzc3x8vIy2K5cuXIcPnw4zftxcXHhyZMnScqfPn2Ks7NzittZWloaTI+RSKPWoFHLDOEiC73296VRawzuC5EXad54T8hnsDBGWv9eTGrKiMwWGRmJmZnhIarVan0Pl4WFBTVq1ODatWsGda5fv467u3ua91OnTh1CQkI4efKkvuzEiROEhIRQt27dDByBEEIIIXKLXN3T1apVK2bOnEmxYsUoX748586dY+HChfTp00dfZ8yYMXTu3Jn69evTqFEjdu3axfbt2w2uVAwMDCQwMJCbNxMusb906RL29vYUK1aMAgUKUK5cOby9venfvz9Lly4FEqaM+Oijj+TKRSGEEEIkUHKx0NBQZdiwYUqxYsUUKysrpXjx4srEiROV6Ohog3rLly9XSpYsqVhZWSmVKlVStmzZYvD45MmTFSDJbcWKFfo6z58/V7p3767Y29sr9vb2Svfu3ZXg4GCj4g0JCVEAJSQkJL2HLETahIcrSsL62gm/C5HHhYeH6z/bw+U9IYyU1u9vlaIossibiQgNDUWr1RISEiID6UXWiogAO7uE38PDZSC9yPMiIiKw+997Ijw8XAbSC6Ok9fs7V59efNck5r+J83UJkWUi/r1Si9BQiJc1IkXeFvHaeyI0NJR4eU8IIyR+b7+tH0uSLhMSFhYGQNGiRXM4EpGnuLnldARCmBQ3eU+IdAoLC0t1jWg5vWhCdDodjx49wt7ePtX5vXKbxPnJ7t+/L6dVs5A8z1lPnuOsJ89x9pDn2TiKohAWFoabm1uSWRNeJz1dJsTMzIwiRYrkdBg5xsHBQd7c2UCe56wnz3HWk+c4e8jznHap9XAlytXzdAkhhBBCmApJuoQQQgghsoEkXSLHWVpaMnny5GSXRBKZR57nrCfPcdaT5zh7yPOcNWQgvRBCCCFENpCeLiGEEEKIbCBJlxBCCCFENpCkSwghhBAiG0jSJYQQQgiRDSTpEkIIIYTIBpJ0CSGEEEJkA0m6hBBCCCGygSRdQgghhBDZQJIuIYQQQohsIEmXEEIIIUQ2kKRLCCGEECIbSNIlhBBCCJENJOkSQgghhMgGknQJIYQQQmQDSbqEEEIIIbKBJF1CCCGEENlAki4hhBBCiGwgSZcQQgghRDaQpEsIIYQQIhtI0iWEEEIIkQ0k6RJCCCGEyAaSdAkhhBBCZANJuoQQQgghsoEkXUIIIYQQ2UCSLiGEEEKIbCBJlxBCCCFENjDP6QDEv3Q6HY8ePcLe3h6VSpXT4QghhBAiDRRFISwsDDc3N8zMUu7PkqTLhDx69IiiRYvmdBhCCCGESIf79+9TpEiRFB+XpMuE2NvbAwkvmoODQw5HI4QQQoi0CA0NpWjRovrv8ZRI0mVCEk8pOjg4SNIlspYuHgKOQvgTsHMG97pgps7pqIQQ4p32tqFBknQJkddc2Qa7xkHoo3/LHNzAey54tc65uIQQIpeTqxeFyEuubIPfehomXAChjxPKr2zLmbiEECIPkKRLiLxCF5/Qw4WSzIP/K9s1PqGeEEKITCenF4XIKwKOJu3hMqBA6MOEep7vZ1tYQuRliqIQFxdHfLz8s2PK1Go15ubmGZ7OSZIuIfKK8CeZW08IkSExMTE8fvyYyMjInA5FpIGNjQ2urq5YWFikuw1JuoTIK+ycM7eeECLddDodd+7cQa1W4+bmhoWFhUyKbaIURSEmJoanT59y584dSpUqleoEqKmRpEuIvMK9bsJViqGPSX5clyrhcfe62R2ZEHlOTEwMOp2OokWLYmNjk9PhiLewtrZGo9EQEBBATEwMVlZW6WpHBtILkVeYqROmhQDgzf+o/3ffe47M1yVENkpvj4nIfpnxWsmrLURe4tUaPv4JHFwNyx3cEsplni4hhMgyknQJkdd4tYbh/4Dv79BhecLP4Zck4RJCvJOmTJlC5cqVk5Q5OzujUqnYsmVLimXZTaUoSnKDO5IVEhLC5s2b+fvvv7l79y6RkZEUKlSIKlWq0Lx5c+rWlbEgGREaGopWqyUkJESWARJCiFwsKiqKO3fu4Onpme7xQYnidQon77wgKCwKJ3sranoWQG2W+YPyFUWhadOmqNVqdu/ebfDY999/z4QJE7h06RLFihXL8L7u3r2Lp6en/r6dnR3FihWjYcOGDB8+nFKlSukfCw8PJzo6moIFCwLg7++Pl5cXmzdvpnbt2uTPn5/bt28nKbO0tDQqptRes7R+f6dpIP3jx4/54osv+PXXX3FxcaFmzZpUrlwZa2trXrx4wYEDB1iwYAHu7u5MnjyZzp07G3UgQgghhDDern8eM3X7FR6HROnLXLVWTG7lhXcF11S2NJ5KpWLFihVUrFiRpUuXMnDgQADu3LnDuHHj+PbbbzMl4Xrd3r17KV++PJGRkVy6dImvv/6aSpUqsX37dho3bgwkJGR2dnb6bW7dugVAmzZt9FeEJleWE9J0erFSpUpotVpOnjzJ7du3Wbt2LV9++SUzZszg+++/56+//uLZs2dMmjSJhQsXsmDBgqyOWwghhMjTdv3zmMG/nDVIuAACQ6IY/MtZdv3zONP3WbRoUb7++mtGjx7NnTt3UBSFvn370rBhQ/7++288PT2xtramTJkyfP311/rtLl26hJmZGc+ePQMgODgYMzMzOnXqpK8ze/Zs6tSpY7C/ggUL4uLiQvHixWnTpg179+6lVq1a9O3bVz+h7OunF6dMmUKrVq2AhIHvKpUq2bKckqaersuXL1OoUKFU61hbW9O1a1e6du3K06dPMyU4IYQQIq9QFIVXsWmbmT5epzB52+UUF/VSAVO2XeE/JR3feqrRWqM2KhHx9fVl8+bN9O7dmw4dOvDPP/9w6dIlvv/+e3777TccHR05evQoAwYMwNXVlY8//pgKFSpQsGBBDh06RIcOHfjrr78oWLAgf/31l77dgwcP0qBBg1T3bWZmxrBhw2jXrh1nzpyhZs2aBo+PHj0aDw8PevfuzePHCUmnnZ1dkrKckqak620JV0brCyGEEHndq9h4vL7Y/faKaaAAgaFRVJyy5611r0xrjo2FcdN2/vDDD1SoUIG///6bDRs24OzszNSpU/WPe3p6cvToUX777Tc+/vhjVCoV9evX5+DBg3To0IGDBw/i6+vLqlWruHLlCqVLl+bo0aOMGDHirfsuW7YskDDu682ky87Ojnz58gHg4uKiL0+uLCcYffXiqlWr2LFjh/7+2LFjyZcvH3Xr1iUgICBTgxNCCCGE6XFycmLAgAGUK1eOdu3aAeDn50f16tUpVKgQdnZ2LFu2jHv37um3adiwIQcPHgTg0KFDNGrUiPr163Po0CFOnTrFq1ev+M9//vPWfSde//cuzuBv9Iz0s2bNYsmSJQAcO3aMxYsXs2jRIn7//XdGjBjBpk2bMj1IIYQQIrez1qi5Mq15muqevPOCXitOvbXeyt41qOlZ4K37TQ9zc3PMzRPSiN9++40RI0bw5ZdfUqdOHezt7Zk/fz4nTpzQ12/YsCHDhg3j5s2b/PPPP7z//vvcunWLQ4cO8fLlS6pVq4a9vf1b9+vv7w9gcHXju8LopOv+/fuULFkSgC1bttCxY0cGDBjAf/7zHxo2bJjZ8QkhhBB5gkqlSvNpvvdLFcJVa0VgSFRKi3rhorXi/VKFsmT6iDf9/fff1K1bl08++URflnjFYKLEcV0zZsygUqVKODg40KBBA2bPnk1wcPBbx3NBwpqV33zzDZ6enlSpUiXTjyOrGX160c7OjufPnwOwZ88emjRpAoCVlRWvXr3K3OiEEEIIkYTaTMXkVl5Aiot6MbmVV7YkXAAlS5bk9OnT7N69m+vXrzNp0iROnTLsiUsc1/XLL7/oO2nee+89YmJi2LdvX7IdN8+fPycwMJDbt2+zbds2mjRpwsmTJ1m+fDlq9bu3ZJnRSVfTpk3p168f/fr14/r167Rs2RJIuMLRw8Mjs+MTQgghRDK8K7iypEdVXLSGE3W6aK1Y0qNqps/TlZpBgwbRvn17OnfuTK1atXj+/LlBr1eiRo0aER8fr0+wVCoV77//PgD16tVLUr9Jkya4urpSsWJFxo8fT7ly5bh48SKNGjXK0uPJKkbNSA/w8uVLPv/8c+7fv8/gwYPx9vYGYPLkyVhYWDBx4sQsCTQvkBnphRAib3gXZ6TP6zJjRnqjky6RdSTpEkKIvCEzky6RPTIj6UrXgtd///03PXr0oG7dujx8+BCAn3/+mcOHD6enOaN8//33+gOuVq0af//9d6r1Dx06RLVq1bCysqJ48eL4+fklqbNx40a8vLywtLTUr81k7H579eqFSqUyuNWuXTtjByuEEEKIXMPopGvjxo00b94ca2trzp49S3R0NABhYWHMmjUr0wN83bp16xg+fDgTJ07k3LlzvP/++3z44YcG84C87s6dO7Ro0YL333+fc+fO8X//938MHTqUjRs36uscO3aMzp074+Pjw4ULF/Dx8eHjjz82uMw1rfv19vbm8ePH+tvOnTuz5okQQgghxLtHMVLlypWVVatWKYqiKHZ2dsqtW7cURVGUc+fOKc7OzsY2Z5SaNWsqgwYNMigrW7asMn78+GTrjx07VilbtqxB2cCBA5XatWvr73/88ceKt7e3QZ3mzZsrXbp0MWq/vr6+Sps2bYw6njeFhIQogBISEpKhdoQQQpi2V69eKVeuXFFevXqV06GINErtNUvr97fRPV3Xrl2jfv36ScodHBx4+fJlxrPAFMTExHDmzBmaNWtmUN6sWTOOHj2a7DbHjh1LUr958+acPn2a2NjYVOsktmnMfg8ePIiTkxOlS5emf//+BAUFpXpM0dHRhIaGGtyEEEIIkTsZnXS5urpy8+bNJOWHDx+mePHimRJUcp49e0Z8fDzOzs4G5c7OzgQGBia7TWBgYLL14+Li9Cudp1Qnsc207vfDDz/k119/Zf/+/Xz55ZecOnWKDz74QH/6NTmzZ89Gq9Xqb0WLFn3LsyCEEEKId5XRSdfAgQMZNmwYJ06cQKVS8ejRI3799VdGjx6d7Jwcme3NtZYURUl1/aXk6r9ZnpY231anc+fOtGzZkgoVKtCqVSv++OMPrl+/brBO5ZsmTJhASEiI/nb//v0U6wohhBDi3Wb0MkBjx44lJCSERo0aERUVRf369bG0tGT06NF89tlnWREjAI6OjqjV6iS9WkFBQUl6oRK5uLgkW9/c3JyCBQumWiexzfTsFxJ6BN3d3blx40aKdSwtLbG0tEzxcSGEEELkHumaMmLmzJk8e/aMkydPcvz4cZ4+fcr06dMzOzYDFhYWVKtWjT///NOg/M8//6Ru3brJblOnTp0k9ffs2UP16tXRaDSp1klsMz37hYSlC+7fv4+ra/bNCCyEEEIIE5beUfw3btxQdu3apURGRiqKoig6nS69TaXZ2rVrFY1Goyxfvly5cuWKMnz4cMXW1la5e/euoiiKMn78eMXHx0df//bt24qNjY0yYsQI5cqVK8ry5csVjUajbNiwQV/nyJEjilqtVubMmaP4+/src+bMUczNzZXjx4+neb9hYWHKqFGjlKNHjyp37txRDhw4oNSpU0cpXLiwEhoamubjk6sXhRAib8itVy9OnjxZqVSpUo638TpA2bx5s/6+v7+/UqtWLcXS0lK/n+TK3pQZVy8anXQ9e/ZM+eCDDxSVSqWYmZnpp4zo06ePMnLkSGObM9p3332nuLu7KxYWFkrVqlWVQ4cO6R/z9fVVGjRoYFD/4MGDSpUqVRQLCwvFw8NDWbJkSZI2169fr5QpU0bRaDRK2bJllY0bNxq138jISKVZs2ZKoUKFFI1GoxQrVkzx9fVV7t27Z9SxSdIlhBB5Q6YmXfFxinL7L0W5uD7hZ3xcxttMha+vrwIogGJubq54enoqo0aNUsLDw5WwsDDl2bNnBnWNnU4pLUnXmzE4OTkpTZo0UZYvX67Ex8cb1H38+LESFRWlv//xxx8rH3zwgXL37l19rMmVvSkzki6jx3SNGDECjUbDvXv3KFeunL68c+fOjBgxgi+//DIzOuBS9Mknn6Q4YH/lypVJyho0aMDZs2dTbbNjx4507Ngx3fu1trZm9+7dqW4vhBBCZLor22DXOAh99G+Zgxt4zwWv1lm2W29vb1asWEFsbCx///03/fr1IyIigiVLlmBnZ5dl+00uhvj4eJ48ecKuXbsYNmwYGzZsYNu2bZibJ6Q4Li4uBtvdunWLli1b4u7unmpZVjB6TNeePXuYO3cuRYoUMSgvVaoUAQEBmRaYEEIIIVJxZRv81tMw4QIIfZxQfmVblu3a0tISFxcXihYtSrdu3ejevTtbtmxhypQpVK5cGYApU6awatUqtm7dql8e7+DBgwA8ePCALl26UKBAAWxtbalevbrBSjCQsLygh4cHWq2WLl26EBYWlmwMhQsXpmrVqvzf//0fW7du5Y8//jDohFGpVGzZskX/+5kzZ5g2bRoqlYopU6YkW5ZVjO7pioiIwMbGJkn5s2fP5Eo8IYQQIr0UBWIj01ZXFw9/jCXhDFuShgBVQg9Y8YZgpk69LY0NpDL1UlpYW1vrJx1PNHr0aPz9/QkNDWXFihUAFChQgPDwcBo0aEDhwoXZtm0bLi4unD17Fp1Op9/21q1bbNmyhd9//53g4GA+/vhj5syZw8yZM1ON44MPPqBSpUps2rSJfv36JXn88ePHNGnSBG9vb0aPHo2dnR2DBg1KUpZVjE666tevz08//aS/WlGlUqHT6Zg/fz6NGjXK9ACFEEKIPCE2Ema5ZVJjSkIP2Jw0TLr9f4/Awjbdezp58iSrV6+mcePGBuV2dnZYW1sTHR1tcIpv5cqVPH36lFOnTlGgQAEASpYsabCtTqdj5cqV2NvbA+Dj48O+ffvemnQBlC1blosXLyb7mIuLC+bm5tjZ2eljsrOzS1KWVYxOuubPn0/Dhg05ffo0MTExjB07lsuXL/PixQuOHDmSFTEKIYQQwoT8/vvv2NnZERcXR2xsLG3atOHbb7/l+++/f+u258+fp0qVKvqEKzkeHh76hAsS5r5829J6iZS3TJqek4xOury8vLh48SJLlixBrVYTERFB+/bt+fTTT2VOKiGEECK9NDYJvU5pEXAUfk39AjAAum8A95TnlNTv10iNGjViyZIlaDQa3Nzc9HNfpoW1tfVb67zZXuJZtbTw9/fH09MzzfFkJ6OSrtjYWJo1a8bSpUuZOnVqVsUkhBBC5D0qVdpP85X4IOEqxdDHJD+uS5XweIkP3j6mKx1sbW2TnBJMjoWFBfHx8QZl7733Hj/++CMvXrxItbcrPfbv38+lS5cYMWJEprabWYy6elGj0fDPP/+YbLedEEIIkSeYqROmhQDgze/k/933npMlCZcxPDw8uHjxIteuXePZs2fExsbStWtXXFxcaNu2LUeOHOH27dts3LiRY8eOGdV2dHQ0gYGBPHz4kLNnzzJr1izatGnDRx99RM+ePbPoiDLG6CkjevbsyfLly7MiFiGEEEKklVdr+PgncHhjaI+DW0J5Fs7TlVb9+/enTJkyVK9enUKFCnHkyBEsLCzYs2cPTk5OtGjRgooVKzJnzhzUauMSxF27duHq6oqHhwfe3t4cOHCAb775hq1btxrdVnZRKYqSXL9kioYMGcJPP/1EyZIlqV69Ora2hl2hCxcuzNQA85LQ0FC0Wi0hISE4ODjkdDhCCCGySFRUFHfu3MHT0xMrK6uMNaaLTxjjFf4E7JwTxnDlcA9XbpTaa5bW72+jB9L/888/VK1aFYDr168bPCanHYUQQohsZqYGz/dzOgqRBkYnXQcOHMiKOIQQQgghcjWjx3QJIYQQQgjjGd3T1a5du2RPI6pUKqysrChZsiTdunWjTJkymRKgEEIIIURuYHRPl1arZf/+/Zw9e1affJ07d479+/cTFxfHunXrqFSpksxOL4QQQgjxGqN7ulxcXOjWrRuLFy/GzCwhZ9PpdAwbNgx7e3vWrl3LoEGDGDduHIcPH870gIUQQojcwsgJBEQOyozXyuieruXLlzN8+HB9wgVgZmbGkCFD+OGHH1CpVHz22Wf8888/GQ5OCCGEyI0Sl7mJjIzM4UhEWiW+VsYsefQmo3u64uLiuHr1KqVLlzYov3r1qn6qfysrK5k+QgghhEiBWq0mX758+kWcbWxs5HvTRCmKQmRkJEFBQeTLly9DE68anXT5+PjQt29f/u///o8aNWqgUqk4efIks2bN0k+7f+jQIcqXL5/uoIQQQojczsXFBUCfeAnTli9fPv1rll5Gz0gfHx/PnDlzWLx4MU+ePAHA2dmZIUOGMG7cONRqNffu3cPMzIwiRYpkKLi8RmakF0KIvCc+Pp7Y2NicDkOkQqPRpNrDldbvb6OTrjd3AkiCkEkk6RJCCCHePWn9/k7X5KhxcXHs3buXNWvW6M9BP3r0iPDw8PRFK4QQQgiRyxk9pisgIABvb2/u3btHdHQ0TZs2xd7ennnz5hEVFYWfn19WxCmEEEII8U4zuqdr2LBhVK9eneDgYKytrfXl7dq1Y9++fZkanBBCCCFEbmF0T9fhw4c5cuQIFhYWBuXu7u48fPgw0wITQgghhMhNjO7p0ul0+vm4XvfgwQPs7e0zJSghhBBCiNzG6KSradOmLFq0SH9fpVIRHh7O5MmTadGiRWbGJoQQQgiRaxg9ZcSjR49o1KgRarWaGzduUL16dW7cuIGjoyN//fUXTk5OWRVrridTRgghhBDvnrR+fxs9psvNzY3z58+zZs0azp49i06no2/fvnTv3t1gYL0QQgghhPhXhiZHFZlLerqEEEKId0+W9XTt37+fTZs2cffuXVQqFcWLF6dDhw7Ur18/QwELIYQQQuRmRg2kHzRoEE2aNGHNmjU8f/6cp0+f8ssvv9CoUSOGDBmSVTEKIYQQQrzz0px0bd68mRUrVvDf//6XZ8+ecezYMY4fP87Tp09ZtmwZP/zwA9u2bcvKWIUQQggh3llpHtPVunVrypcvz+zZs5N9fNy4cVy9epWtW7dmaoB5iYzpEkIIId49mb7g9dmzZ2nXrl2Kj3fo0IEzZ84YF6UQQgghRB6R5qTr2bNnFC5cOMXHCxcuzPPnzzMlKCGEEEKI3CbNSVdMTEyS9RZfZ25uTkxMTKYEJYQQQgiR2xg1ZcSkSZOwsbFJ9rHIyMhMCUgIIYQQIjdKc9JVv359rl279tY6QgghhBAiqTQnXQcPHszCMIQQQgghcjejJkcVQgghhBDpk6aka86cOURERKSpwRMnTrBjx44MBSWEEEIIkdukKem6cuUK7u7uDB48mD/++IOnT5/qH4uLi+PixYt8//331K1bly5dusjEnkIIIYQQb0jTmK6ffvqJixcv8t1339G9e3dCQkJQq9VYWlrqr1qsUqUKAwYMwNfXF0tLyywNWgghhBDiXZPmMV3vvfceS5cu5fnz55w9e5b169ezbNkydu/ezZMnTzh9+jQDBgzI8oTr+++/x9PTEysrK6pVq8bff/+dav1Dhw5RrVo1rKysKF68OH5+fknqbNy4ES8vLywtLfHy8mLz5s1G71dRFKZMmYKbmxvW1tY0bNiQy5cvZ+xghRBCCJF7KO+QtWvXKhqNRlm2bJly5coVZdiwYYqtra0SEBCQbP3bt28rNjY2yrBhw5QrV64oy5YtUzQajbJhwwZ9naNHjypqtVqZNWuW4u/vr8yaNUsxNzdXjh8/btR+58yZo9jb2ysbN25ULl26pHTu3FlxdXVVQkND03x8ISEhCqCEhISk49kRQgghRE5I6/d3mhe8NgW1atWiatWqLFmyRF9Wrlw52rZtm+xC3OPGjWPbtm34+/vrywYNGsSFCxc4duwYAJ07dyY0NJQ//vhDX8fb25v8+fOzZs2aNO1XURTc3NwYPnw448aNAyA6OhpnZ2fmzp3LwIED03R8suC1EEII8e7J9AWvc1pMTAxnzpyhWbNmBuXNmjXj6NGjyW5z7NixJPWbN2/O6dOniY2NTbVOYptp2e+dO3cIDAw0qGNpaUmDBg1SjE0IIYQQeYtRywDlpGfPnhEfH4+zs7NBubOzM4GBgcluExgYmGz9uLg4nj17hqura4p1EttMy34TfyZXJyAgIMVjio6OJjo6Wn8/NDQ0xbpCCCGEeLe9Mz1diVQqlcF9RVGSlL2t/pvlaWkzs+q8bvbs2Wi1Wv2taNGiKdYVQgghxLst3UnXzZs32b17N69evQL+TWayiqOjI2q1OkmvVlBQUJIepkQuLi7J1jc3N6dgwYKp1klsMy37dXFxATAqNoAJEyYQEhKiv92/fz/FukIIIYR4txmddD1//pwmTZpQunRpWrRowePHjwHo168fo0aNyvQAE1lYWFCtWjX+/PNPg/I///yTunXrJrtNnTp1ktTfs2cP1atXR6PRpFonsc207NfT0xMXFxeDOjExMRw6dCjF2CBh3JeDg4PBTQghhBC5lLGXRfr4+CjNmzdX7t+/r9jZ2Sm3bt1SFEVRdu/erXh5eRnbnFESp25Yvny5cuXKFWX48OGKra2tcvfuXUVRFGX8+PGKj4+Pvn7ilBEjRoxQrly5oixfvjzJlBFHjhxR1Gq1MmfOHMXf31+ZM2dOilNGpLRfRUmYMkKr1SqbNm1SLl26pHTt2lWmjBBCCCHygLR+fxuddDk7Oyvnz59XFEUxSLpu376t2NrapiNU43z33XeKu7u7YmFhoVStWlU5dOiQ/jFfX1+lQYMGBvUPHjyoVKlSRbGwsFA8PDyUJUuWJGlz/fr1SpkyZRSNRqOULVtW2bhxo1H7VRRF0el0yuTJkxUXFxfF0tJSqV+/vnLp0iWjjk2SLiGEEOLdk2XzdNnb23P27FlKlSqFvb09Fy5coHjx4pw6dQpvb2+eP3+eFR1yeYLM0yWEEEK8e7Jsnq769evz008/6e+rVCp0Oh3z58+nUaNG6YtWCCGEECKXM3qervnz59OwYUNOnz5NTEwMY8eO5fLly7x48YIjR45kRYxCCCGEEO88o3u6vLy8uHjxIjVr1qRp06ZERETQvn17zp07R4kSJbIiRiGEEEKId947tfZibidjuoQQQoh3T5aN6VqxYgXr169PUr5+/XpWrVplbHNCCCGEEHmC0UnXnDlzcHR0TFLu5OTErFmzMiUoIYQQQojcxuikKyAgAE9PzyTl7u7u3Lt3L1OCEkIIIYTIbYxOupycnLh48WKS8gsXLujXMxRCCCGEEIaMTrq6dOnC0KFDOXDgAPHx8cTHx7N//36GDRtGly5dsiJGIYQQQoh3ntHzdM2YMYOAgAAaN26MuXnC5jqdjp49e8qYLiGEEEKIFKR7yojr169z4cIFrK2tqVixIu7u7pkdW54jU0YIIYQQ7560fn8b3dOVqHTp0pQuXTq9mwshhBBC5ClGJ13x8fGsXLmSffv2ERQUhE6nM3h8//79mRacEEIIIURuYXTSNWzYMFauXEnLli2pUKECKpUqK+ISQgghhMhVjE661q5dy2+//UaLFi2yIh4hhBBCiFzJ6CkjLCwsKFmyZFbEIoQQQgiRaxmddI0aNYqvv/4aWSdbCCGEECLtjD69ePjwYQ4cOMAff/xB+fLl0Wg0Bo9v2rQp04ITQgghhMgtjE668uXLR7t27bIiFiGEEEKIXMvopGvFihVZEYcQQgghRK5m9JgugLi4OPbu3cvSpUsJCwsD4NGjR4SHh2dqcEIIIYQQuYXRPV0BAQF4e3tz7949oqOjadq0Kfb29sybN4+oqCj8/PyyIk4hhBBCiHea0T1dw4YNo3r16gQHB2Ntba0vb9euHfv27cvU4IQQQgghcot0Xb145MgRLCwsDMrd3d15+PBhpgUmhBBCCJGbGN3TpdPpiI+PT1L+4MED7O3tMyUoIYQQQojcxuikq2nTpixatEh/X6VSER4ezuTJk2VpICGEEEKIFKgUI6eWf/jwIR988AFqtZobN25QvXp1bty4gaOjI3/99RdOTk5ZFWuuFxoailarJSQkBAcHh5wORwghhBBpkNbvb6PHdBUuXJjz58+zdu1azpw5g06no2/fvnTv3t1gYL0QQgghhPiXUT1dsbGxlClTht9//x0vL6+sjCtPkp4uIYQQ4t2T1u9vo8Z0aTQaoqOjUalUGQ5QCCGEECIvMXog/ZAhQ5g7dy5xcXFZEY8QQgghRK5k9JiuEydOsG/fPvbs2UPFihWxtbU1eHzTpk2ZFpwQQgghRG5hdNKVL18+OnTokBWxCCGEEELkWkYnXStWrMiKOIQQQgghcjWjx3QBxMXFsXfvXpYuXUpYWBgAjx49Ijw8PFODE0IIIYTILYzu6QoICMDb25t79+4RHR1N06ZNsbe3Z968eURFReHn55cVcQohhBBCvNOM7ukaNmwY1atXJzg42GAy1Hbt2rFv375MDU4IIYQQIrcwuqfr8OHDHDlyBAsLC4Nyd3d3Hj58mGmBCSGEEELkJkb3dOl0OuLj45OUP3jwAHt7+0wJSgghhBAitzE66WratCmLFi3S31epVISHhzN58mRatGiRmbEJIYQQQuQaRq29CAlXKTZq1Ai1Ws2NGzeoXr06N27cwNHRkb/++gsnJ6esijXXk7UXhRBCiHdPWr+/jR7T5ebmxvnz51m7di1nzpxBp9PRt29funfvbjCwXgghhBBC/CtNPV1Vq1Zl37595M+fn2nTpjF69GhsbGyyI748RXq6hBBCiHdPWr+/0zSmy9/fn4iICACmTp0qk6AKIYQQQhgpTUlX5cqV6d27N1OnTkVRFBYsWMC0adOSvWWV4OBgfHx80Gq1aLVafHx8ePnyZarbKIrClClTcHNzw9ramoYNG3L58mWDOtHR0QwZMgRHR0dsbW1p3bo1Dx48MHrfKpUqyU0mihVCCCFEojSdXrx27RqTJ0/m1q1bnD17Fi8vL8zNkw4HU6lUnD17NksC/fDDD3nw4AE//PADAAMGDMDDw4Pt27enuM3cuXOZOXMmK1eupHTp0syYMYO//vqLa9eu6ae3GDx4MNu3b2flypUULFiQUaNG8eLFC86cOYNarU7zvlUqFStWrMDb21tfptVqjRrnJqcXhRBCiHdPmr+/FSOpVCrlyZMnxm6WIVeuXFEA5fjx4/qyY8eOKYBy9erVZLfR6XSKi4uLMmfOHH1ZVFSUotVqFT8/P0VRFOXly5eKRqNR1q5dq6/z8OFDxczMTNm1a5dR+waUzZs3Z+g4Q0JCFEAJCQnJUDtCCCGEyD5p/f5O0+nFqlWrEhwcDMDkyZOxs7PLWEpopGPHjqHVaqlVq5a+rHbt2mi1Wo4ePZrsNnfu3CEwMJBmzZrpyywtLWnQoIF+mzNnzhAbG2tQx83NjQoVKujrGLPvzz77DEdHR2rUqIGfnx86nS7V44qOjiY0NNTgJoQQQojcyeiB9NOmTcv2gfSBgYHJzv/l5OREYGBgitsAODs7G5Q7OzvrHwsMDMTCwoL8+fOnWict+54+fTrr169n7969dOnShVGjRjFr1qxUj2v27Nn6cWJarZaiRYumWl8IIYQQ7640zdOVOJC+Xr16+oH0KfV2ffHFF2ne+ZQpU5g6dWqqdU6dOgUkjJl6k6IoyZa/7s3H07LNm3XSsu/PP/9c/3vlypWBhAT19fI3TZgwgZEjR+rvh4aGSuIlhBBC5FJpSrpWrlzJ5MmT+f3331GpVPzxxx8pDqQ3Jun67LPP6NKlS6p1PDw8uHjxIk+ePEny2NOnT5P0ZCVycXEBEnqqXF1d9eVBQUH6bVz+v717D4ryPNsAfu1yhuWMsiAKVOOqgIhGLdbWYkzAxOCh1E1NVMbaSiyegpiEOqPGiadWjdqocWIhTRzRVJMhag2oCOToFEIEk0CIq4kKYVoRQTnv/f3h59ussLAqLArXb2b/2Od99t37vQbl5tndZ7VaNDY2oqqqymS1q7KyEuPGjVPm3O1zA7degrx+/Tp+/PFHs/McHBzg4OBg9hxERETUc1jUdOl0OqSnpwMA1Go1Tp482Slf9+Pj4wMfH58O50VGRqK6uhpnzpzBmDFjAACff/45qqurleboTsHBwdBqtcjKykJERAQAoLGxETk5Odi4cSMAYNSoUbCzs0NWVhZmzpwJACgvL0dxcTE2bdp0z88NAF988QUcHR3h4eFhWRhERETUo9311wB19ObwrjB06FDExMTgD3/4A9544w0At7ZtmDJlCnQ6nTJvyJAhWL9+PaZPnw6VSoWlS5di3bp1eOSRR/DII49g3bp1cHZ2xqxZswDc2tLh97//PZKSkuDt7Q0vLy8sX74cYWFhmDRpksXP/cEHH6CiogKRkZFwcnJCdnY2/vznP+OPf/wjV7KIiIgIgIVNV0ZGBiZPngw7OztkZGS0Ozc2NrZTCrvTvn37sHjxYuWThrGxsfjb3/5mMqekpATV1dXK/RUrVqCurg4LFy5EVVUVxo4di8zMTGWPLgDYunUrbG1tMXPmTNTV1eGxxx5DWlqaskeXJc9tZ2eHnTt34oUXXoDRaMTPfvYzvPLKK/jTn/7UJVkQERHRw8eizVHVarXyKT612vwHHlUqFVpaWjq1wN6Em6MSERE9fCz9/W3RStdPX1LsjpcXiYiIiB52Fu3TRURERET3567eSG80GpGWlobDhw/jwoULUKlUCA4ORlxcHGbPnt3h/ldEREREvZXFK10igtjYWMyfPx+XL19GWFgYQkJCcPHiRcTHx2P69OldWScRERHRQ83ila60tDTk5ubi5MmTiIqKMjl26tQpTJs2Df/4xz8wZ86cTi+SiIiI6GFn8UrX/v37kZKS0qrhAoCJEyfipZdewr59+zq1OCIiIqKewuKm6+zZs4iJiTF7fPLkyfjyyy87pSgiIiKinsbipuvq1avtftegr68vqqqqOqUoIiIiop7G4qarpaWlzS+5vs3GxgbNzc2dUhQRERFRT2PxG+lFBPHx8Wa/S7ChoaHTiiIiIiLqaSxuuubOndvhHH5ykejh0GIUnDFcRWVNPfq6OmJMsBds1Nxnj4ioK1ncdKWmpnZlHURkJceLy7Hmg69QXl2vjPm5O2LV08MQE+rXjZUREfVs/Bogol7keHE5nn+nwKThAoCK6no8/04BjheXd1NlREQ9H5suol6ixShY88FXkDaO3R5b88FXaDG2NYOIiO4Xmy6iXuKM4WqrFa6fEgDl1fU4Y7hqvaKIiHoRNl1EvURljfmG617mERHR3WHTRdRL9HV17NR5RER0d9h0EfUSY4K94OfuCHMbQ6hw61OMY4K9rFkWEVGvwaaLqJewUauw6ulhANCq8bp9f9XTw7hfFxFRF2HTRdSLxIT6YddzI6F1N30JUevuiF3PjeQ+XUREXcjizVGJqGeICfXD48O03JGeiMjK2HQR9UI2ahUiB3p3dxlERL0Km64HiMitTSmvX7/ezZUQERGRpW7/3r79e9wcNl0PkJqaGgBA//79u7kSIiIiuls1NTVwd3c3e1wlHbVlZDVGoxFXrlyBq6srVKre8/6a69evo3///vjhhx/g5ubW3eX0WMy56zHjrseMrYM53x0RQU1NDfz9/aFWm/+MIle6HiBqtRoBAQHdXUa3cXNz4z9uK2DOXY8Zdz1mbB3M2XLtrXDdxi0jiIiIiKyATRcRERGRFbDpom7n4OCAVatWwcHBobtL6dGYc9djxl2PGVsHc+4afCM9ERERkRVwpYuIiIjICth0EREREVkBmy4iIiIiK2DTRURERGQFbLqoS6xfvx6jR4+Gq6sr+vbti2nTpqGkpKTVvK+//hqxsbFwd3eHq6srfv7zn+P7779Xjjc0NGDRokXw8fGBi4sLYmNjcenSJWteygPLkoxra2uRmJiIgIAAODk5YejQodi1a5fJHGbcvl27dmH48OHKJpGRkZH417/+pRwXEaxevRr+/v5wcnLCr3/9a5w7d87kHMy4fe1l3NTUhBdffBFhYWFwcXGBv78/5syZgytXrpicgxm3r6Of459asGABVCoVXnvtNZNxZtwJhKgLREdHS2pqqhQXF0thYaE89dRTMmDAAKmtrVXmlJWViZeXlyQnJ0tBQYF89913cuTIEfnxxx+VOQkJCdKvXz/JysqSgoICiYqKkvDwcGlubu6Oy3qgWJLx/PnzZeDAgZKdnS0Gg0HeeOMNsbGxkffff1+Zw4zbl5GRIUePHpWSkhIpKSmRlJQUsbOzk+LiYhER2bBhg7i6usqhQ4ekqKhI9Hq9+Pn5yfXr15VzMOP2tZfxtWvXZNKkSXLgwAH55ptv5NNPP5WxY8fKqFGjTM7BjNvX0c/xbe+9956Eh4eLv7+/bN261eQYM75/bLrIKiorKwWA5OTkKGN6vV6ee+45s4+5du2a2NnZSXp6ujJ2+fJlUavVcvz48S6t92HUVsYhISHyyiuvmMwbOXKkrFy5UkSY8b3y9PSUN998U4xGo2i1WtmwYYNyrL6+Xtzd3WX37t0iwozv1e2M23LmzBkBIBcvXhQRZnyv7sz40qVL0q9fPykuLpbAwECTposZdw6+vEhWUV1dDQDw8vICcOvLvY8ePYrBgwcjOjoaffv2xdixY/H+++8rj8nPz0dTUxOeeOIJZczf3x+hoaH45JNPrFr/w+DOjAFg/PjxyMjIwOXLlyEiyM7ORmlpKaKjowEw47vV0tKC9PR03LhxA5GRkTAYDKioqDDJz8HBARMmTFDyY8Z3586M21JdXQ2VSgUPDw8AzPhutZWx0WjE7NmzkZycjJCQkFaPYcadg00XdTkRwQsvvIDx48cjNDQUAFBZWYna2lps2LABMTExyMzMxPTp0zFjxgzk5OQAACoqKmBvbw9PT0+T8/n6+qKiosLq1/EgaytjANi+fTuGDRuGgIAA2NvbIyYmBjt37sT48eMBMGNLFRUVQaPRwMHBAQkJCXjvvfcwbNgwJSNfX1+T+T/NjxlbxlzGd6qvr8dLL72EWbNmKV/EzIwt017GGzduhK2tLRYvXtzmY5lx57Dt7gKo50tMTMTZs2fx0UcfKWNGoxEAMHXqVCxbtgwAMGLECHzyySfYvXs3JkyYYPZ8IgKVStW1RT9k2soYuNV0ffbZZ8jIyEBgYCByc3OxcOFC+Pn5YdKkSWbPx4xN6XQ6FBYW4tq1azh06BDmzp2r/HEAoFVWluTHjE2Zy/injVdTUxOeeeYZGI1G7Ny5s8NzMmNT5jKuq6vDtm3bUFBQcNd5MeO7w5Uu6lKLFi1CRkYGsrOzERAQoIz7+PjA1ta21V+yQ4cOVT69qNVq0djYiKqqKpM5lZWVrVYWejNzGdfV1SElJQVbtmzB008/jeHDhyMxMRF6vR5//etfATBjS9nb22PQoEF49NFHsX79eoSHh2Pbtm3QarUA0Oov/Z/mx4wtYy7j25qamjBz5kwYDAZkZWUpq1wAM7aUuYzz8vJQWVmJAQMGwNbWFra2trh48SKSkpIQFBQEgBl3FjZd1CVEBImJiTh8+DBOnTqF4OBgk+P29vYYPXp0qy0OSktLERgYCAAYNWoU7OzskJWVpRwvLy9HcXExxo0b1/UX8YDrKOOmpiY0NTVBrTb9Z25jY6OsNDLjeyMiaGhoQHBwMLRarUl+jY2NyMnJUfJjxvfmdsbA/xqub7/9FidOnIC3t7fJXGZ8b25nPHv2bJw9exaFhYXKzd/fH8nJyfjwww8BMONO0x3v3qee7/nnnxd3d3c5ffq0lJeXK7ebN28qcw4fPix2dnayZ88e+fbbb2XHjh1iY2MjeXl5ypyEhAQJCAiQEydOSEFBgUycOJEfUf5/lmQ8YcIECQkJkezsbDl//rykpqaKo6Oj7Ny5U5nDjNv38ssvS25urhgMBjl79qykpKSIWq2WzMxMEbm1ZYS7u7scPnxYioqK5He/+12bW0YwY/Pay7ipqUliY2MlICBACgsLTX7WGxoalHMw4/Z19HN8pzs/vSjCjDsDmy7qEgDavKWmpprM27t3rwwaNEgcHR0lPDzcZP8oEZG6ujpJTEwULy8vcXJykilTpsj3339vxSt5cFmScXl5ucTHx4u/v784OjqKTqeTzZs3i9FoVOYw4/bNmzdPAgMDxd7eXvr06SOPPfaYyS8qo9Eoq1atEq1WKw4ODvKrX/1KioqKTM7BjNvXXsYGg8Hsz3p2drZyDmbcvo5+ju/UVtPFjO+fSkTE2qtrRERERL0N39NFREREZAVsuoiIiIisgE0XERERkRWw6SIiIiKyAjZdRERERFbApouIiIjICth0EREREVkBmy4iemitXr0aI0aM6O4yHmqNjY0YNGgQPv744w7nNjQ0YMCAAcjPz7dCZUQ9D5suInogqVSqdm/x8fFYvnw5Tp482S31HTp0CGPHjoW7uztcXV0REhKCpKQk5fjD0hDu2bMHgYGB+MUvftHhXAcHByxfvhwvvviiFSoj6nnYdBHRA6m8vFy5vfbaa3BzczMZ27ZtGzQaTasvP7aGEydO4JlnnkFcXBzOnDmD/Px8vPrqq2hsbLR6Lfdrx44dmD9/vsXzn332WeTl5eHrr7/uwqqIeiY2XUT0QNJqtcrN3d0dKpWq1didq0nx8fGYNm0a1q1bB19fX3h4eGDNmjVobm5GcnIyvLy8EBAQgL///e8mz3X58mXo9Xp4enrC29sbU6dOxYULF8zWduTIEYwfPx7JycnQ6XQYPHgwpk2bhh07dgAA0tLSsGbNGnz55ZfKylxaWhoAYMuWLQgLC4OLiwv69++PhQsXora2Vjl3WloaPDw8cOTIEeh0Ojg7OyMuLg43btzAW2+9haCgIHh6emLRokVoaWlRHhcUFIS1a9di1qxZ0Gg08Pf3V+oxp6CgAGVlZXjqqaeUscbGRiQmJsLPzw+Ojo4ICgrC+vXrlePe3t4YN24c9u/f3+65iag1Nl1E1KOcOnUKV65cQW5uLrZs2YLVq1djypQp8PT0xOeff46EhAQkJCTghx9+AADcvHkTUVFR0Gg0yM3NxUcffQSNRoOYmBizK1darRbnzp1DcXFxm8f1ej2SkpIQEhKirMzp9XoAgFqtxvbt21FcXIy33noLp06dwooVK0wef/PmTWzfvh3p6ek4fvw4Tp8+jRkzZuDYsWM4duwY3n77bezZswf//Oc/TR73l7/8BcOHD0dBQQFefvllLFu2DFlZWWazys3NxeDBg+Hm5qaMbd++HRkZGTh48CBKSkrwzjvvICgoyORxY8aMQV5entnzEpEZ3f2N20REHUlNTRV3d/dW46tWrZLw8HDl/ty5cyUwMFBaWlqUMZ1OJ7/85S+V+83NzeLi4iL79+8XEZG9e/eKTqcTo9GozGloaBAnJyf58MMP26yntrZWnnzySQEggYGBotfrZe/evVJfX2+2NnMOHjwo3t7eJtcKQMrKypSxBQsWiLOzs9TU1Chj0dHRsmDBAuV+YGCgxMTEmJxbr9fL5MmTzT73kiVLZOLEiSZjixYtkokTJ5rkcadt27ZJUFBQh9dGRKa40kVEPUpISAjU6v/91+br64uwsDDlvo2NDby9vVFZWQkAyM/PR1lZGVxdXaHRaKDRaODl5YX6+np89913bT6Hi4sLjh49irKyMqxcuRIajQZJSUkYM2YMbt682W592dnZePzxx9GvXz+4urpizpw5+O9//4sbN24oc5ydnTFw4ECTawgKCoJGozEZu30Nt0VGRra63957r+rq6uDo6GgyFh8fj8LCQuh0OixevBiZmZmtHufk5NThdRJRa2y6iKhHsbOzM7mvUqnaHDMajQAAo9GIUaNGobCw0ORWWlqKWbNmtftcAwcOxPz58/Hmm2+ioKAAX331FQ4cOGB2/sWLF/Hkk08iNDQUhw4dQn5+Pl5//XUAQFNT0z1fQ3tUKpXZYz4+PqiqqjIZGzlyJAwGA9auXYu6ujrMnDkTcXFxJnOuXr2KPn36dPjcRGTKtrsLICLqTiNHjsSBAwfQt29fk/c23a2goCA4OzsrK1b29vYmb3QHgH//+99obm7G5s2bldW4gwcP3nvxd/jss89a3R8yZIjZ+REREdi1axdExKQ5c3Nzg16vh16vR1xcHGJiYnD16lV4eXkBAIqLixEREdFpdRP1FlzpIqJe7dlnn4WPjw+mTp2KvLw8GAwG5OTkYMmSJbh06VKbj1m9ejVWrFiB06dPw2Aw4IsvvsC8efPQ1NSExx9/HMCtJsxgMKCwsBD/+c9/0NDQgIEDB6K5uRk7duzA+fPn8fbbb2P37t2ddi0ff/wxNm3ahNLSUrz++ut49913sWTJErPzo6KicOPGDZw7d04Z27p1K9LT0/HNN9+gtLQU7777LrRaLTw8PJQ5eXl5eOKJJzqtbqLegk0XEfVqzs7OyM3NxYABAzBjxgwMHToU8+bNQ11dndmVrwkTJuD8+fOYM2cOhgwZgsmTJ6OiogKZmZnQ6XQAgN/85jeIiYlBVFQU+vTpg/3792PEiBHYsmULNm7ciNDQUOzbt89kO4b7lZSUhPz8fERERGDt2rXYvHkzoqOjzc739vbGjBkzsG/fPmVMo9Fg48aNePTRRzF69GhcuHABx44dU1bmPv30U1RXV7d6yZGIOqYSEenuIoiI6P4EBQVh6dKlWLp06V09rqioCJMmTVI+TNCR3/72t4iIiEBKSso9VkrUe3Gli4ioFwsLC8OmTZva3Qz2toaGBoSHh2PZsmVdXxhRD8Q30hMR9XJz5861aJ6DgwNWrlzZxdUQ9Vx8eZGIiIjICvjyIhEREZEVsOkiIiIisgI2XURERERWwKaLiIiIyArYdBERERFZAZsuIiIiIitg00VERERkBWy6iIiIiKyATRcRERGRFfwf0gDIJmuPubYAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 120828\n", + "energy change is 5.027999999998428\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 120828 is 5.027999999998428\n", + "plotting for run 121099\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5908\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5906\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 650.0\n", + "daq on at time 817.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -153.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-153.0 214\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-153.0 5791\n", + " 162.0 118\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 121099\n", + "energy change is 11.942500000001019\n", + "num_nudges_better is 0.0\n", + "energy change per nudge for run 121099 is inf\n", + "plotting for run 121132\n", + "Total number of nudges this run is [7]\n", + "Nudge list is [2 3 4]\n", + "Nudge has backlash count BacklashNudge\n", + "False 3145\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 3142\n", + "True 7\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 282.0\n", + "Nudge number 3 occurs at time 289.0\n", + "Nudge number 4 occurs at time 296.0\n", + "daq on at time 486.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -153.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-153.0 265\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-153.0 3149\n", + "Name: count, dtype: int64\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_57317/3707784482.py:67: RuntimeWarning: divide by zero encountered in scalar divide\n", + " print('energy change per nudge for run ',runNum,'is',energy_change/num_nudges_fixed)\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [7] nudges for run 121132\n", + "energy change is 18.909999999999854\n", + "num_nudges_better is 3.0\n", + "energy change per nudge for run 121132 is 6.303333333333285\n", + "plotting for run 121174\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5576\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5574\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 120.0\n", + "Nudge number 3 occurs at time 133.0\n", + "daq on at time 147.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -153.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-153.0 88\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-153.0 5578\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 121174\n", + "energy change is 16.066000000000713\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 121174 is 8.033000000000357\n", + "plotting for run 121187\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5786\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5785\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 166.0\n", + "daq on at time 234.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -153.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-153.0 129\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-153.0 5787\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 121187\n", + "energy change is 6.0575000000008\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 121187 is 6.0575000000008\n", + "plotting for run 121205\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 941\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 939\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 733.0\n", + "Nudge number 3 occurs at time 802.0\n", + "daq on at time 918.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -153.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-153.0 145\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-153.0 942\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 121205\n", + "energy change is 12.650000000001455\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 121205 is 6.325000000000728\n", + "plotting for run 120420\n", + "Total number of nudges this run is [5]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 3149\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 3147\n", + "True 5\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 373.0\n", + "Nudge number 3 occurs at time 388.0\n", + "daq on at time 289.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 162.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "162.0 157\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "162.0 3152\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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5d9PSpUsxNzfH09Mz0W0J8Vy8eJGmTZvq3Hbx4kWdeE+ePKlzu7u7u9GxlilThosXLyYqTyhL6fHJnz8/Li4u3Lhxw+h9w+uWuzdbXsqUKcPatWuJiYnRadXQF5OFhQWRkZGJtpseXbZvK1y4MFZWVkk+fkWKFMHS0hKIn/8pKCiINm3a6NQzNTVl3rx5TJ06lbt37+Lo6IizszONGjXC3d1dO07QmNdFcnLnzq39vEkrhnyGJbC0tEzz/Yu0JS1SItubM2cODg4OfP3119pJ6tzc3Lhx44bOF0ZAQABHjx7NrDC1LVH79+9n06ZNNGrUSG+9qlWr4uzszPLly3XKN27cSEhIiHaQspOTE97e3okujRo1wtLSEm9vb6ZPn669f0ISdefOHfbs2aPTLfSmxo0bY2lpmWj/CWdxJYxXSSsPHjxg1KhRaDQaBgwYkOh2Pz8/du7cSevWrfWeeZgvXz6qVKnC6tWrdQZhHzt2jOvXr+sM6n67tUDf9lLSpk0brl27pnMmXExMDKtXr6Zq1apJtqoluHXrFv/99x9FihQxet8Q35oBut1Dbdq0ISQkhE2bNunUXbFiBS4uLjoJsZubGxcuXNCpt3///hQne00LpqamtGjRgr/++otXr15pyx88eIC3t7fOc7Vp0yaqVaumt2sMwNbWljJlyuDs7MyZM2fYt28fQ4cO1d5uzOsis+n7DBPZh7RIiWzPwcGB8ePHM2bMGNasWUO3bt3w9PTk119/pVu3bvTr14+AgADmzJmjc8p1Wjlw4ID2NOTY2Fju37+vndW7Tp062vEdn332Gf/88w8TJkwgV65cOl0z9vb22tYntVrNnDlz8PT0ZMCAAXTu3JmbN28yZswYGjRoQOPGjYH4X6r6WnCWL1+OWq3WuS08PJxGjRpx9uxZ5s+fT0xMjM7+c+fOTeHChYH4LpuJEycyadIkcubMScOGDTl58iTffPMNffv21WklS46+MSiXLl3Sns3k7+/PoUOHWLZsGWq1ms2bNyc6Ewrik4GYmBi93XoJZs+eTYMGDWjfvj2DBw/G39+fcePGUbp06UTTOCTl1KlT2oH8wcHBKIqifR4rV66Mq6srAL179+bnn3+mffv2zJo1izx58rBo0SKuX7/O3r17tdu7cOECw4cP57PPPqNQoUKYmJhw8eJFfvjhB3LlysWoUaOSjWfNmjX89ddfNGvWDFdXVwIDA9mwYQPr1q2jZ8+elCtXTlu3SZMmNGjQgEGDBhEcHEyRIkVYu3Ytu3btYvXq1Trj/zw9PZk0aRJff/01derU4cqVKyxcuDDDuoqmTJlC5cqVad68OePGjSMiIoKvv/4aR0dHRo4cCcS/j7Zu3cq4ceMS3d/Hx4eTJ09StmxZFEXhxIkTzJ49m8aNG/PFF1/o1E2L14WhAgMD9U6ZYmFhkeSPlgT6PsNENpJJ81cJYbTkJnUMDw9XChYsqBQtWlQ7+eCKFSuUkiVLKpaWloqHh4eyfv16pUePHoqrq6v2fnfv3lUA5bvvvku0TUCZPHlyinHVqVNHAfRevL29dbaX1EXf5I9r1qxRypYtq5ibmytOTk7KkCFDlFevXqUYj74JOROOM6mLvklEf/zxR6VYsWKKubm5UrBgQWXy5MkGTQCYMDnk9u3btWUJz13CxdzcXMmTJ49Sp04d5dtvv9U7o3WCYsWKKW5ubjoTMOqzZ88epVq1aoqlpaWSM2dOpXv37nonQU1Kjx49knx8li1bplPXz89P6d69u5IzZ07F0tJSqVatWqKZ2f38/JRu3bophQsXVqytrRVzc3OlUKFCysCBA5UHDx6kGI+vr6/y6aefKk5OToqZmZlibW2tVK5cWVm0aJHO5KEJXr16pQwZMkRxcnJSzM3NlbJlyypr165NVC8yMlIZM2aMUqBAAcXKykqpU6eOcu7cOcXV1VXndZDU+23y5MkKoDx79izR4/f26y4pp06dUj799FPF2tpasbe3V1q3bq0zK/nevXsVQO8M7keOHFGqVq2q2NvbKxYWFkrp0qWVuXPnJvnafJfXBXom5NTH1dU1yddOvnz5tPWM/QzTNyGnyHpUimLAJBdCCGGgH374gREjRnD58mWDW6+EeNPgwYM5fvw4p0+fzuxQhEiRJFJCiDRx+fJlzp49y+jRo3FycuLs2bOZHZIQQqQ7SaSEEGmiXr16nD59mjp16rBgwQKdpXiEEOJ9JYmUEEIIIUQqyfQHQgghhBCpJImUEEIIIUQqSSIlhBBCCJFKMiFnOoqLi+Px48fY2dml20KvQgghhEhbiqLw6tUrXFxcEi2E/TZJpNLR48ePKVCgQGaHIYQQQohUePjwoXb9xqRIIpWO7OzsgPgnIj2WJhFpJzQ0VLtG2uPHj7GxscnkiIQQKQoNhYS1DR8/hqz6vs0ucQqt4OBgChQooP0eT44kUukooTvP3t5eEqks7s21yOzt7SWREiI7sLKCZcvi/3d0BDOzzI0nKdklTpGIIcNyst1g85iYGCZOnIi7uztWVlYUKlSIqVOnJlox++rVq7Rs2RKNRoOdnR3VqlXjwYMH2tsHDBhA4cKFsbKyInfu3LRq1Ypr167pbOPly5d4enqi0WjQaDR4enoSGBiYEYcphBAiJWZm0LNn/CUrJyfZJU6RKtkukZo9ezZeXl4sXLiQq1evMmfOHL777jsWLFigrXP79m1q1qxJiRIl8PHx4fz580yaNAlLS0ttnYoVK7Js2TKuXr3K7t27URSFhg0bEhsbq63TpUsXzp07x65du9i1axfnzp3D09MzQ49XCCGEEFlXtpvZvHnz5uTNm5elS5dqy9q1a4e1tTWrVq0CoFOnTpiZmWmvG+LChQuUK1eOW7duUbhwYa5evYqHhwfHjh2jatWqABw7dozq1atz7do1ihcvnuI2g4OD0Wg0BAUFSddeFhcaGoqtrS0AISEh0rUnRHYQEwO7d8f/36gRmGbR0SrZJU6hZcz3d7Z7NmvWrImXlxc3btygWLFinD9/nsOHDzN//nwgfsqBHTt2MGbMGBo1asTZs2dxd3dn/PjxtG7dWu82Q0NDWbZsGe7u7tqz7Hx9fdFoNNokCqBatWpoNBqOHj1qUCIlxIckNjaW6OjozA5DpDMzMzOdMYWZKjISmjeP/z8kJOsmKNklTpEq2e7ZHDt2LEFBQZQoUQK1Wk1sbCwzZsygc+fOAPj7+xMSEsKsWbOYPn06s2fPZteuXbRt2xZvb2/q1Kmj3daiRYsYM2YMoaGhlChRgn///Rdzc3MA/Pz8yJMnT6L958mTBz8/P72xRUZGEhkZqb0eHBwMQHRsNNGx8gWTlb35/MjzZRxFUfB/6k9wUHBmhyIyiL3Gnjx582T+/Hix0SSMOIqOjYas+r7NLnEKLWO+A7JdIrV+/XpWr17NmjVrKFWqFOfOnWPYsGG4uLjQo0cP7aDzVq1aMXz4cADKly/P0aNH8fLy0kmkunbtSoMGDXjy5Alz586lQ4cOHDlyRDuWSt+HhKIoSX54zJw5kylTpiQqvx94H9tY23c+dpF+wkLDtP/fe3kP6yjrTIwme4kMioQIyJ07N5aWlpn/5SrSjaIoRERE8OzZM15GvMRCY5Gp8ahCwyj6///vvbyHkkXft9klTvFayKsQg+tmu0Rq9OjRjBs3jk6dOgFQpkwZ7t+/z8yZM+nRoweOjo6Ympri4eGhc7+SJUty+PBhnbKEs/GKFi1KtWrVcHBwYPPmzXTu3BknJyeePn2aaP/Pnj0jb968emMbP348I0aM0F5PmIfCRGWChWnmfuCI5MWavj7JwMLUQp4vA8XFxRERHkGePHlwyOmQ2eGIDGBlbQXEt/6bOZilOOtzelK99b5Vsuj7NrvEKV4LU4WlXOn/sl0iFRYWluiNq1artS1R5ubmVK5cmevXr+vUuXHjBq6ursluW1EUbddc9erVCQoK4sSJE1SpUgWA48ePExQURI0aNfTe38LCAguLxG8QUxNTzNRyymtW9ubzY6Y2k+fLQDGxMahUKqytraUl6gOS8HyrFTWm6sz7GlG99b5Vsuj7NrvEKV4zNTH8dZ3tEqkWLVowY8YMChYsSKlSpTh79izz5s2jd+/e2jqjR4+mY8eO1K5dm3r16rFr1y62b9+Oj48PAHfu3GH9+vU0bNiQ3Llz8+jRI2bPno2VlRVNmzYF4luwGjduTL9+/fj1118B6N+/P82bN5eB5kK8QYUKJIf6sKj+/7wLIbJfIrVgwQImTZrE4MGD8ff3x8XFhQEDBvD1119r67Rp0wYvLy9mzpzJkCFDKF68OJs2baJmzZoAWFpacujQIebPn8/Lly/JmzcvtWvX5ujRozoDzP/44w+GDBlCw4YNAWjZsiULFy7M2AMWQgghRJaVYfNIPXz4kHv37hEWFkbu3LkpVaqU3m6w90nCPBQX718kp0POzA5HJCMsNIyizvHDQW8+uYm1jQwGNURMVAzBfsEUdCuoM+Hth65v774EBgay8a+NmR1KuoiIiODBvQfYO9ljap6Jv8ejo7Fe9gcAYb26Zt1Zw7NLnELrxcsXlHEtY9A8Uuk6SvD+/fuMHz8eNzc33NzcqFOnDk2aNKFSpUpoNBoaNGjAhg0bEi3vIoQQ6a1v775YmFrw3ezvdMq3bt0qJxtkF2ZmhPXvSVj/nlk7OckucYpUSbdEaujQoZQpU4abN28ydepULl++TFBQEFFRUfj5+bFz505q1qzJpEmTKFu2LCdPnkyvUIQQQi9LS0vmfjeXly9fZnYoQohsKt0SKXNzc27fvs3GjRvp3r07JUqUwM7ODlNTU/LkycMnn3zC5MmTuXbtGnPmzOH+/fvpFYoQQuj1yaefkNcpL3NmzdF7+7Qp06hcsbJO2U8//kSxwsW012NjYxk9cjR5cuXBOY8z48eO5+0RE69evaKHZw8c7B1wze/Kj/N/pMEnDRg5YqS2TlRUFOPHjse9oDsO9g7UrF6TAz4H0vBo30OxsZgfOor5oaPwxjqpWU52iVOkSrolUt999x25c+c2qG7Tpk357LPP0isUIURmCA1N+hIRYXjd8PCU66aSWq1m2vRpLPp5Ef/991+qtvHDvB9YsXwFvy7+lf0H9vPy5Uu2btmqU2fMqDH4HvVl0+ZN7Ny1kyOHj3D27FmdOv369MP3qC+r/ljFqbOnaPtZW1o0a8HNmzdTfXzvO1VEJI7N2uPYrD2qiMiU75BJskucInXSdYxU+fLlWbhwoTSbC/EBMtfkTPJi2r6jTl0z5/xJ123WUrdu4WKJ6ryLVq1bUa5cOaZNmZaq+y/8aSFjxo6hTds2lCxZkoWLFqLRaLS3v3r1ilUrVzFrziw++fQTSpUuxeKli4l9o2Xi9u3brF+3njXr11CzVk0KFy7MiJEjqPFxDVYuX/lOxyeESF/pmkhVrVqViRMn4uLiQufOndm3b1967k4IIVJlxswZrFq5iqtXrhp1v6CgIJ48eULVaq8XNzc1NaVCxQra63fv3CU6OppKlStpyzQaDcWKv+4ePHf2HIqiULpkaXJqcmovhw4e4s6dO+9wZEKI9Jau563++uuv/Pjjj2zYsIFly5bRsGFDChQoQO/evenZsycFCxZMz90LITJRVNCLpG9Uq3WuRj9JplvtrZUMom/feJew9KpVuxYNGjZg0sRJePbwfGPXJonGO0VHG7fgbML93575/c3txsXFoVar8T3hi/qtx8bWVtbpFCIrS/dFkiwtLfH09GT//v3cunULT09Pli5dSqFChWjUqBF//vlneocghMgMNjZJX96ecyq5ulZWKddNAzO+ncGOv3dw7OgxbZljbkee+j3VSXounL+g/V+j0eDs7Mzx48e1ZTExMZw983r8U6HChTAzM+PUyVPasuDgYG7dvKW9Xq58OWJjY3nm/4wiRYroXJycnNLk+IQQ6SNDV5t0d3dn2rRp3Lt3j3Xr1nHq1Ck6d+6ckSEIIYRepcuUpnOXziz6eZG2rHad2jx79ozvv/ue27dv88uiX9i9a7fO/b748gvmzpnL1i1buXbtGl9+8SWBgYHa2+3s7PDs7sm4sePw8fbhyuUr9O/bHxMTE+0yK8WKFaNzl8707tWbLZu3cPfuXU6dPMXcOXP5Z+c/GXL8QojUyfBlu729venRowc9e/YkNjaWfv36ZXQIQgih1+Qpk3Van0qWLMlPC3/C6xcvKleozKmTpxg+YrjOfYaNGEZXz6707d2XOjXrYGdrR6vWrXTqzJk7h2rVqtGmVRuaNGpC9RrVKVGihM5s8IuXLqZbt26MGT2GMh5laNemHSdOnKBAgQLpe9BCiHeSIUvEPHjwgOXLl7N8+XLu3btHrVq16NOnD+3bt8fq7Wb794gsEZN9yBIxqSNLxKROaGgo7gXdmf3dbHr17pXZ4RgtyywRExWFzS9LAQgd1AfMzTMvluRklziFljFLxKTrO2DNmjUsW7YMb29v8ubNS/fu3enTpw9FihRJz90KIUSWcu7sOa5fv06lypUIDgpmxvQZALRo2SKTI8vmzM0JHToos6NIWXaJU6RKuiZSPXv2pFmzZmzZsoWmTZtiYpLhPYlCCJEl/DDvB25cv4G5uTkfVfiI/T77cXR0zOywhBDvKF0Tqf/++488efKk5y6EECLLK/9ReY6dOJZyRWGc2FjMzl0EILp8mUTTamQZ2SVOkSrp2kT0ZhK1atUqPv74Y1xcXLTr6s2fP5+tW7cmdXchhBAiSaqISHLXa0bues2y9NIr2SVOkToZ0tf2yy+/MGLECJo2bUpgYKB2aYQcOXIwf/78jAhBCCGEECLNZUgitWDBAhYvXsyECRN0Zu2tVKkSFy9ezIgQhBBCCCHSXIYkUnfv3uWjjz5KVG5hYUHoO6zcLoQQQgiRmTIkkXJ3d+fcuXOJyv/55x88PDwyIgQhhBBCiDSXITOpjR49ms8//5yIiAgUReHEiROsXbuWmTNnsmTJkowIQQghhBAizWVIItWrVy9iYmIYM2YMYWFhdOnShXz58vHjjz/SqVOnjAhBCCGEECLNZdgMmf369eP+/fv4+/vj5+fHw4cP6dOnT0btXgghdPj7+zN40GCKuBfBztqOgvkK0qxJM475Gj7f07Qp06hcsbJB9SxMLRJdypQq8y6H8MFTzEx5NW4Er8aNQDHLxKVqUpBd4hSpk+HPqMzkK4TICjq170R0dDRLfl+CeyF3/J/6473fmxcvXqTL/jxKefDP7n90ykxN0/cjOCoqCvP3eV03c3NefTUys6NIWXaJU6RKurZI3b59m969e2uvFyxYkJw5c2ovuXPn5vr16+kZghBCJBIYGMiRI0eYMXMGdevVxdXVlcpVKjNm3BiaNmuqrRcUFMSggYPI75wfRwdHGtVvxIXzFwBYuWIl06dN58L5C9oWppUrVia5T1NTU5ycnHQub/6wLFa4GLNnzqZ/3/7kypGLIu5FWLJYdwzpo0eP6Nq5K3kd8+Kcx5l2bdpx79497e19e/fls7afMWfWHNwKuFG6ZGkAfI/6UrliZext7KletTpbt27FwtSC8+fOoygKJYuXZN7383T2dfnSZSzNLLl9+3ZqH2YhPgjp+nNowYIFODk5aa+/fPmSr7/+Wjvj+fr16/nhhx/w8vJKzzCEEJkgNCrpqU3UJmosTS0NqmuiMsHKzCrZujbmNkbFZmtri62tLdu2bqNqtapYWFgkqqMoCq1btMYhpwNbt2/FXmPPkt+W0LhhYy5dvUT7Du25fOkye/bs0bY0aTQao+J42/wf5jN5ymTGjBvD5k2b+fLzL6lZqyYlSpQgLCyMhvUbUrNmTfZ570NtqmbWt7No0awFp8+e1rY8ee/3xt7enp27dqIoCq9evaJt67Y0btKYlatWcv/+fUaNHKXdp0qlomfPnqxcsZIRI0doy5cvW07NmjUpXLjwOx1TuoqLw/T6TQBiiheFrLqeawbHqShwcL8Ff6yw5kWA4fvKkSOOchWi+ahSFPkLxKJSJV3X0kohr1NcGkSb/aVrIrV3714WLFigU9auXTsKFSoEgJubG3379k3PEIQQmSTnnJxJ3ta4SGO2dnq9PFT+H/ITFh2mt27tgrX5t/u/2uvFFhbjedhznTqRE41bdsPU1JQlvy9h0IBBLP5tMR999BG1ateiQ8cOlCkbP27Jx9uHS5cu8d+T/7SJ1uzvZrNt2zb+2vQXffv1xdbWVtvSlJJLFy+RU6P7mHTo2AGv317/kGzcpDEDBw0EYNSYUfz0408cPHCQEiVK8Of6PzExMcHrNy9U//+GW7x0MXly5eGAzwEaNGwAgI2NDV6/eWkTq99+/Q2VSsUvv/6CpaUlJT1K8vjxYwYNGKTdb/ee3ZnyzRROnjhJ5SqViY6OZu2atcycPdOoxzWjqcIjyFP1EwCePLmJYmOdyRHplx5xPryvZvcOS2LfymWio1Rs3WTFlYtmqdruP9utUq70fzN/CKR7H/3vW32iomDDGmvOnTbj5nVTHt435f8LnehwzhfLkFEhNG4ekWwyl1WkayJ1//593N3dtdf79u2r84vNzc2N//77Lz1DEEIIvdq0bUOTpk04fOgwx48dZ8/uPXw/93u8fvOie4/unDlzhpCQEJzzOOvcLzw8nDu37xi9v2LFi7Fp8yadMjs7O53rpcuU1v6vUqnI65SXZ/7PADhz5gy3b90mV45cOveJiIjgzp3X8ZQqXUpnXNSN6zcoU6YMlpavWwArV9YdIO/s7EyTpk1Yvnw5latUZueOnURERNDus3ZGH6fIGGOGaDjobZnk7dY2cXT2DKNi1SiDt/nksZqzp8w5d9qMly+SbsmKi4PwMBOmTrCnXv1ICrjqyYb0GD9cw7pVKbceP/NX07drTipUjmL8N8FUrxmVpROqdE2kTExM8Pf3x83NDYAffvhB5/anT59iZpa6rFkIkbW9GJP0oG21iVrn+n/Dk/5BZaLS/UC/8cWNdwvsDZaWltRvUJ/6DeozYdIEBvYfyLQp0+jeoztKnIKzszN79u1JdL8cOXIYvS9zc3OKFCmSbJ23Pw9VKhVxcfFNDnFxcVSoUIHlq5Ynul/u3Lm1/9vY6H5RKSjw1peQoiiJttGrdy969+zN3O/nsmL5Ctp3aI+1ddZs4RHw38P4r++6n0aQ01G3WaqERwxdeoTikDPx85yylFcbiYuD9s1yceyIBaOH5GDtloAUE521K61Zt8oGExOFgUNCKFUmBrdCMZhb6MYYFwc7tljx2882nDlpTvtmjnxUMYqBQ0OSTKgsLRWsbVJzrGkjXROpUqVKsXfvXqpUqaL39t27d1O6dGm9tyUlJiaGb775hj/++AM/Pz+cnZ3p2bMnEydOxOSNfuerV68yduxYDhw4QFxcHKVKleLPP/+kYMGCvHjxgsmTJ7Nnzx4ePnyIo6MjrVu3Ztq0aYlazO7fv6+z/7FjxzJr1iyjYhbiQ2TMuKX0qmusEiVLsG3rNgDKf1QePz8/TE1NtT8G32Zubq5dhD29ffTRR2z8cyN58uTB3t7e4PsVL16cdWvWERkZqe2iPH36dKJ6TZo2wcbGhl+9fmX3rt3s896XZrGLtBcUGJ9RTJweTMlSMRm6bxMT+G5BIA1q5OGQtwXrV1vRyTM8yfoXz5kxYWT8d+uYSa/4cmRIstsvXfYVPfuH8uMcO9atsubsaXMGdE96qMAXI18xfvKr1B1MGkjXEW+9evVixowZ7NixI9Ft27dvZ9asWfTq1cuobc6ePRsvLy8WLlzI1atXmTNnDt99953OWKzbt29Ts2b8AE0fHx/Onz/PpEmTtE3bjx8/5vHjx8ydO5eLFy+yfPlydu3apXdeq6lTp/LkyRPtZeLEiUY+CkKIrCYgIIBG9Rux5o81XLxwkbt377Jp4ybmzZ1Hi5YtAPi0/qdUq1aN9u3as2f3Hu7du4fvUV8mT5rM6VPxiYirmyv37t7j/LnzPH/+nMjIpMdqxcTE4Ofnp3N5+vSpwTF37tKZXI65+KzNZxw+dJi7d+9y8MBBRgwfkewQiU6dOxEXF8fggYO5evUqe3bv4Yd58b0Dqjd+3qvVajy7ezJpwiQKFylMterVDI5NZCxFgeCg+K9ve03mDPguVCSW0RODAZg0RkPzTxyTvHRunZPISBUNmkTw+fDkk6gEeZ3i+HZeECeuPGXYmFfkzJUxP1hSI11bpPr168f+/ftp0aIFJUqUoHjx4qhUKq5du8b169dp164d/fr1M2qbvr6+tGrVimbNmgHxrUZr167l1KlT2joTJkygadOmzJkzR1uWMMAdoHTp0mza9HqsQuHChZkxYwbdunUjJiZGZ24XOzs7gwaSCiGyD1tbWypXqcxPP/7Endt3iI6OJn+B/PTu05ux48cC8UnG1r+38vWkrxnQbwDPnj3DycmJmrVqkidv/JnHbdq2YcvmLTSs35DAwEAWL11M9x7d9e7zyuUruOZ31SmzsLAgODTYoJitra3Z572PCeMn0LF9R169eoVLPhfqfVIv2RYqe3t7/tryF19+8SVVKlahdJnSTJg4ge7dumNhqXu2Ys/ePZk9azY9evYwKCaROcLDVERHxyfBOXJkXpdW38Gh/L3ZirOnzTl7Kvn5ytwKxTDf66XRJyw65o5j9MRXjJqQeS1OKVEp+jrL09i6detYt24dN27Ej20oWrQonTt3TtXyMLNmzcLLy4s9e/ZQrFgxzp8/T8OGDZk/fz6dO3cmLi4OjUbDmDFjOHz4MGfPnsXd3Z3x48fTunXrJLe7ZMkSxo8fz7Nnz7Rlbm5uREZGEhUVRYECBWjfvj2jR49OcoK7yMhInV+kwcHBFChQgIv3L5LTIelmSZH5wkLDKOpcFICbT25inUXP/slqYqJiCPYLpqBbQZ3BzCJrW7tmLf369OPZi2dYWb0+S+vokaM0+LQBd+7fIW/evEnePyIiggf3HmDvZI+peebN1K0KDcP5/+/bLH3WXhrH+fiRCZVLOmFqqnAv4EmmDsQOClRx8pg5cclkEiYqqFErKlPHMRnrxcsXlHEtQ1BQUIpd6RnyDujUqVOarak3duxYgoKCKFGiBGq1mtjYWGbMmEHnzp2B+GUfQkJCmDVrFtOnT2f27Nns2rWLtm3b4u3tTZ06dRJtMyAggGnTpjFgwACd8qFDh1KhQgUcHBw4ceIE48eP5+7du0kutDxz5kymTJmSJscphBBpZfWq1bi7u+OSz4ULFy4wYfwEPmv/mTaJioyM5OHDh0yZPIXP2n+WbBKVlShmpoQMGaj9P6tK6zjf7NbL7LPZNDkU6jc2bvqR9026vfJCQ0MTnT2SFvXXr1/P6tWrWbNmDaVKleLcuXMMGzYMFxcXevTooT3DpVWrVgwfPhyA8uXLc/ToUby8vBIlUsHBwTRr1gwPDw8mT56sc1vC/QHKli2Lg4MDn332GbNnzyZXLt1TkAHGjx/PiBGvJ7RLaJESQojM5Ofnx9RvpuLn54eTsxNt27Vl6vSp2tvXr1vPgH4DKFe+HL+v+D0TIzWSuTnB0ydldhQpS+M4gwLjEylNJnbridfSbbB5kSJF+Pbbb3n8+HGSdRRF4d9//6VJkyb89NNPBm139OjRjBs3jk6dOlGmTBk8PT0ZPnw4M2fGTxzn6OiIqakpHh4eOvcrWbIkDx480Cl79eoVjRs3xtbWls2bN6c4FUO1avGDL2/duqX3dgsLC+zt7XUuQgiR2UaNHsWN2zcIDg3mxq0bzJ03V2dqg+49uhMeFc6xE8fIly9fJkYqDJFwxl6OHDKzeFaQbi1SPj4+TJw4kSlTplC+fHkqVaqEi4sLlpaWvHz5kitXruDr64uZmRnjx4+nf//+Bm03LCxMZ5oDiD/bJKElytzcnMqVKydaw+/GjRu4ur4e6BkcHEyjRo2wsLBg27ZtBo3vOHv2LBA/eZ0QQohMFheH+uEjAGIL5MvSS8SkZZyBLzP3jD2hK90SqeLFi7Nhwwb+++8/NmzYwMGDBzl69Cjh4eE4Ojry0UcfsXjxYpo2bZooMUpOixYtmDFjBgULFqRUqVKcPXuWefPm6SyOPHr0aDp27Ejt2rWpV68eu3btYvv27fj4+ADxLVENGzYkLCyM1atXExwcTHBw/JkzuXPnRq1W4+vry7Fjx6hXrx4ajYaTJ08yfPhwWrZsScGCBdP0sRJCCGE8VXgEecvE9xRk6cHmaRxnwhgp6drLGtJ9dF7+/PkZPny4znijd7FgwQImTZrE4MGD8ff3x8XFhQEDBvD1119r67Rp0wYvLy9mzpzJkCFDKF68OJs2baJmzZpA/GR0x48fB0g00/Ddu3dxc3PDwsKC9evXM2XKFCIjI3F1daVfv36MGTMmTY5DCCGESA3tGCkHaZHKCrLuaQ5JsLOzY/78+cyfPz/Zer1799ZppXpT3bp19S6R8KYKFSpw7Nix1IYphBBCpIuEMVIa6drLErJoh7IQQggh9AmSrr0sRRIpIYQQIht5Pf2BtEhlBZJICSGEENlIQteenLWXNUgiJYT4IPXt3RcLUwssTC2wsbShgEsBmjRqwvJly7XTqbytaeOmWJlbcfzYcb23+x71pWXzluR1zIu9jT0Vylfgh3k/EBub8oKrDx8+ZEC/AbgVcMPWypaihYoyYvgIAgIC3uk4xfvn9Vl7kkhlBRmSSLm5uTF16tREE2IKIURmatioIff/u8+N2zfY9vc26taty8jhI2ndsjUxMTE6dR88eMDxY8cZ9Pkgli9bnmhbW7dspf4n9cmXPx979u7hwuULfPHlF8yeOZtuXbole4LLnTt3qFG1Bjdv3GTl6pVcuX6FBT8vwHu/N7Vr1ubFixdpfejvBcVUTWjfHoT27YFiqs7scJKU1nEG/r9rLzMXLBavZUgiNXLkSLZu3UqhQoVo0KAB69at01ncVwghMoOFhQVOTk7ky5ePjyp8xNjxY9n410Z279rNyhUrdequXL6Sps2a0n9Afzb8uYHQ0FDtbaGhoQwaMIjmLZrzi9cvlCtfDjc3N3r36c2S35fw16a/2LhhY5JxDP1yKObm5uzYtYPadWpTsGBBGjdpzD+7/+Hxo8d8Pen19C7FChdj9szZ9O/bn1w5clHEvQhLFutf//O9Z2FB0LxvCZr3LVhYZHY0SUvjOKVrL2vJkETqyy+/5PTp05w+fRoPDw+GDBmCs7MzX3zxBWfOnMmIEIQQGURRFEJDQzP8ktKUJoaq90k9ypYry5bNW3SOaeWKlXTu0pkSJUpQtFhRncRo7797CQgIYPiIxPPlNW/RnKLFirJ+3Xq9+3vx4gX/7vmXAQMHaBcRTuDk5ESnLp3Y+OdGneOb/8N8KlSswPFTxxkwcABffv4l165de8cjF9lBVBSEh0nXXlaSoWOkypUrx48//sijR4+YPHkyS5YsoXLlypQrV47ff/89zT4IhRCZJywsjJyanBl+CQsLS7NjKF68OPfv39de37d3H2FhYTRs1BCAzl06s/z35drbb964CUCJkiWS3N7Nmzf13nbr5i0URaF4yeJ6by9RogQvX77k2bNn2rLGTRozcNBAihQpwqgxo3B0dOTggYNGHeN7QVEweR6AyfMAyMrfH2kYZ8L4KAB7TRY+5g9IhiZS0dHR/Pnnn7Rs2ZKRI0dSqVIllixZQocOHZgwYQJdu3bNyHCEEEIvRVFQqVTa68uXLeezDp9haho/h3HHTh05ceJEojU9k/oxqCgK5ubmqY4F0ImndJnS2v9VKhV5nfLyzP9Zovu+71Rh4TgVKotTobKowsIzO5wkpWWcgW9066mz7rCwD0qGzGx+5swZli1bxtq1a1Gr1Xh6evLDDz9QosTrX28NGzakdu3aGRGOECIdWVtb8yIo4wdHW1un3Tpr165dw83NDYjvetu2dRvR0dH85vWbtk5sbCwrlq3g21nfUqRo/FJT165eo3qN6om2d/36dcqVK6d3X4WLFEalUnHtyjVatWql974ODg44Ojpqy8zMzHTqqFSqJM80FO+X4EBZsDiryZBEqnLlyjRo0IBffvmF1q1bJ/oQAPDw8KBTp04ZEY4QIh2pVCpsbGwyO4xU897vzaWLlxgydAgAa9esJV/+fGzcpDtYfP/+/Xw3+zumTp9Kg4YNyJkzJ/N/mJ8okdq+fTu3bt5i7vdz9e4vV65cfFr/U371+pUhw4bojJPy8/Nj3Zp1dPXsqtMiJT5cryfjlG69rCJDEqk7d+7g6uqabB0bGxuWLVuWEeEIIQQAkZGR+Pn5ERsbi/9Tf/bs3sOc2XNo2qwp3Ty7AfHdem3btqVU6VI69y3oWpAJ4yewc+dOWrZsyc+//Ey3Lt0YNHAQgwcPxs7eDu/93owfO57efXrTpGmTJOOY/9N86taqS/Mmzflm6je4ubtx5fIVxo8bj0s+F6ZOm5qeD4PIRmRW86wnQ8ZIpZRECSFEZtizew+u+V0pVrgYLZq1wMfHh3nz57Fp8ybUajVnTp/hwvkLtGnbJtF97ezsqN+gvnbQedt2bdmzdw8PHzzkk7qfULxIcQb2H8io0aP45ddfko2jaNGiHD1+lEKFC9GtSzdKFivJ54M+p07dOhw8fJCcOXOmx+GLbCgoSBYszmoypEXKwcFBb7O0SqXC0tKSIkWK0LNnT3r16pUR4QghBEt+X8KS35Off6lCxQpExiQ9591fW/7SuV6zVk3+rvU3ABEREbRr045Vq1bRo1cPcufOney+XF1dWbx0cYpx37h9I1HZydMnU7yfeD9Ii1TWkyEtUl9//TUmJiY0a9aMKVOm8M0339CsWTNMTEz4/PPPKVasGIMGDWLx4pQ/RIQQIjuwtLRk0+ZNdOvWjcOHDmd2OOI9IWOksp4MaZE6fPgw06dPZ+DAgTrlv/76K3v27GHTpk2ULVuWn376iX79+mVESEIIke4sLS0ZPXZ0Zofx3lJM1YR1aa/9P6tKyziDg2RW86wmQ1qkdu/eTf369ROVf/rpp+zevRuApk2bcufOnYwIRwghxPvAwoJAr/kEes3P8kvEpFWcr9fZk0Qqq8iQRCpnzpxs3749Ufn27du1gyhDQ0Oxs7PLiHCEEEKIbEm69rKeDOnamzRpEoMGDcLb25sqVaqgUqk4ceIEO3fuxMvLC4B///2XOnXqZEQ4Qog0pKCAfKZ/WJT/P++ZTVG0M4Ur1laQVefaSsM4pWsv68mQRKpfv354eHiwcOFC/vrrLxRFoUSJEhw4cIAaNWoAMHLkyIwIRQiRhkzU8b+Ow8PDsbSyzORoREYJD49PCkxMM3SVsURUYeE4OxcF4MmTmyg2aTe7fVpKyzjlrL2sJ90TqejoaPr378+kSZNYu3Zteu9OCJGBTNQmmNuYaxfUtbKygizaKCDSgBKfRD179gxzG3NMTDI3kfoQJSRSORyyQIugADIgkTIzM2Pz5s1MmjQpvXclhMgEtjltCSEEf39/AFSSSb23ErrzzG3Msc1pm8nRfHji4qRrLyvKkK69Nm3asGXLFkaMGJERuxNCZCCVSoVdLjviHOKIi5EP9/ediamJtERlklfBKhTl/zObS9delpEhiVSRIkWYNm0aR48epWLFiokWNB0yZEhGhCGESEcmJiaYmMsXrBDpJaFbz9IqLkvP9vChyZBEasmSJeTIkYPTp09z+vRpndtUKpUkUkIIIUQKtAPNNTI+KivJkETq7t27GbEbIYQQ4r2lXbBYuvWylAxJpBJERUVx9+5dChcujKlphu5aCCHEe0ZRmxDeupn2/6wqreKUqQ+ypgx55YWFhdGnTx+sra0pVaoUDx48AOLHRs2aNcuobcXExDBx4kTc3d2xsrKiUKFCTJ06lbg43RfW1atXadmyJRqNBjs7O6pVq6bd74sXL/jyyy8pXrw41tbWFCxYkCFDhhAUFKSzjZcvX+Lp6YlGo0Gj0eDp6UlgYGDqHwghhBBpx9KSlyt/4+XK38AyC89jlkZxyqzmWVOGJFLjx4/n/Pnz+Pj4YPnGi6h+/fqsX7/eqG3Nnj0bLy8vFi5cyNWrV5kzZw7fffcdCxYs0Na5ffs2NWvWpESJEvj4+HD+/HkmTZqk3ffjx495/Pgxc+fO5eLFiyxfvpxdu3bRp08fnX116dKFc+fOsWvXLnbt2sW5c+fw9PR8h0dCCCGESB2Z+iBrypD+tS1btrB+/XqqVauG6o2p8T08PLh9+7ZR2/L19aVVq1Y0axbfTOrm5sbatWs5deqUts6ECRNo2rQpc+bM0ZYVKlRI+3/p0qXZtGmT9nrhwoWZMWMG3bp1IyYmBlNTU65evcquXbs4duwYVatWBWDx4sVUr16d69evU7x4cYNjDo8JJyw6LFG5icoES9PXiaW+OglUqLAys0pV3fDo8CSXc0ivugDWZtapqhsRE0GckvQHhTF1rUyttK+5yJhIYpVYvfXefjyTqwtgaWqJiSr+d0hUbBQxcTFpUtdCbYHaRG103ejYaKLjopOsa642x9TE1Oi6MXExRMVGJVnXzMQMM7WZ0XVj42KJjI1Msq6piSnmanOj68YpcUTERKRJXbVKjYVp/KlRiqIQHhOeJnWNed/LZ4T+upnxGWFs3fT4jHgeEP9aSFiwWD4j0vczwlAZkkg9e/aMPHnyJCoPDQ3VSawMUbNmTby8vLhx4wbFihXj/PnzHD58mPnz5wMQFxfHjh07GDNmDI0aNeLs2bO4u7szfvx4WrduneR2g4KCsLe3147d8vX1RaPRaJMogGrVqqHRaDh69KjeRCoyMpLIyNdPZnBwMABVFlcBPa25n7h/wqo2q7TXy/5SNskP4Or5q7Oxw0bt9apLqvIi/IXeuuXylmNn153a63VX1OW/4P/01i2WqxjePby115uuacqNgBt66+a3z8/xvse119v92Y7zT8/rrZvTKicXB13UXvfc7Invf75661qZWnFryC3t9X7b+7H/7n69dQEejXik/X/IP0PYcXNHknVvfnlT+6E6du9YNlzZoL/iW+/tKQemsOL8iiS3e6zPMQpoCgAw+/BsvE57JVl3f/f9FHeMf70sOL6AecfmJVl3R5cdlHcqD8DSM0uZfmh6knU3tN9AjQLxSyz9cfEPJuyfkGTdFa1XUL9QfQD+uvYXI3YnPaebV3MvWhRrAcA/t/5h4N8Dk6w7r9E8OpbqCIDPPR96bOmRZN0Zn8ygZ/meABx/dJz2G9onWXdirYkMqjwIgIv+F2m2plmSdUdUG8HIGvFLTN0MuMknKz9Jsu7AigOZVCd+cuBHwY+otrRaknV7lOvBt59+C8CL8BeU9SqbZN32Hu2Z33g+EP/DqeiCoknWbVa0Gb+1+E17Pbm68hkRL0t8RgAXBl4gl3UuwLjPiB/2TufH9ksBsPkKwt76njb4M+LQz8BgbdeefEak72eEoTKka69y5crs2PH6hZyQPCW08Bhj7NixdO7cmRIlSmBmZsZHH33EsGHD6Ny5MwD+/v6EhIQwa9YsGjduzJ49e2jTpg1t27blwIEDercZEBDAtGnTGDBggLbMz89Pb/KXJ08e/Pz89G5n5syZ2vFUGo2GAgUKGHVsQgghRJIiHADp2stqVIqipPuotaNHj9K4cWO6du3K8uXLGTBgAJcvX8bX15cDBw5QsWJFg7e1bt06Ro8ezXfffUepUqU4d+4cw4YNY968efTo0YPHjx+TL18+OnfuzJo1a7T3a9myJTY2NonW+wsODqZhw4Y4ODiwbds2zMzimxW//fZbVqxYwfXr13XqFy1alD59+jBu3LhEselrkSpQoAAnbp/AIYdDovrSbK+/bqZ07YWGUa5gOQBuPrmJ2kItXXu838320rWX/T8jVKFhOBWOf9/63T6vXQw4q3XtRQcH4pq/FAC3H5xPtGixoZ8RPdu5cMTHmvleL2nfJVw+I9LxM+LFyxeUcS2j7a1KToZ07dWoUYMjR44wd+5cChcuzJ49e6hQoQK+vr6UKVPGqG2NHj2acePG0alTJwDKlCnD/fv3mTlzJj169MDR0RFTU1M8PDx07leyZEkOHz6sU/bq1SsaN26Mra0tmzdv1iZRAE5OTjx9+jTR/p89e0bevHn1xmZhYYGFnulmrUytdN7YSTGkTmrqvvnBlh3qvvnFkZZ1E77o9DLTvZps3beYq80N7lNPr7pm6tcfQGlZ19TEVPuBmZZ11SZqrE0Mew0bU9dEZWLwe8OYuiqVKl3qQvq97z+EzwiVGdj8//ve2swaRc8xp9lnxDvUffN9nFScb9ZN6n3/Kij+/eWQMy7Fum+Tz4h4xrzvDZVhkzmVKVOGFSuS7k82VFhYWKJ1ntRqtXb6A3NzcypXrpyoJenGjRu4urpqrwcHB9OoUSMsLCzYtm2bztmEANWrVycoKIgTJ05QpUoVAI4fP05QUBA1atR45+MQQgghjPHyRfx3Xw4H6drLSjIskYqLi+PWrVv4+/snmvOpdu3aBm+nRYsWzJgxg4IFC1KqVCnOnj3LvHnz6N27t7bO6NGj6dixI7Vr16ZevXrs2rWL7du34+PjA8S3RDVs2JCwsDBWr15NcHCwdmB47ty5UavVlCxZksaNG9OvXz9+/fVXAPr370/z5s2NOmNPCCGESAuBL+MTqYQWKZE1ZEgidezYMbp06cL9+/d5e0iWSqUiNjbpfua3LViwgEmTJjF48GD8/f1xcXFhwIABfP3119o6bdq0wcvLi5kzZzJkyBCKFy/Opk2bqFmzJgCnT5/m+PH4M0uKFCmis/27d+/i5uYGwB9//MGQIUNo2LAhED/OauHChUYfvxBCCPEuoqPhVbAkUllRhgw2L1++PMWKFWPKlCk4OzsnmvJAo9GkdwiZIjg4GI1Gw8X7F8npkDOzwxHJCAsNo6hz/GnoN5/cxNombfvQhRDpICKCnN36AfBi9eKsO7t5GsT5/JkJ5Qo7oVIp3H/xBLU6rYMUb8pyg81v3rzJxo0bE7X+CCGEEKlmacmLjatSrpfZ0iDOhPFRGo0iSVQWkyHzSFWtWpVbt26lXFEIIYQQiSSMj5KB5llPhrRIffnll4wcORI/Pz/KlCmjM80AQNmySc8YLIQQQnzoXr6IHxIj46OyngxJpNq1awegc2adSqVCURSjB5sLIYQQAKrQMPIWjv8h/vT2hUQTXWYVaRHnS2mRyrIyJJG6e/duRuxGCCHEB8YkLOlZ5LOSd40zYYyUtEhlPRmSSL05EaYQQgghjCNjpLKudB1sPnjwYEJCQrTXV61apXM9MDCQpk2bpmcIQgghRLYnLVJZV7omUr/++ithYa8Xzvz888/x9/fXXo+MjGT37t3pGYIQQgiR7b1eHibdp34URkrXROrtuT4zYO5PIYQQ4r0jy8NkXRkyj5QQQgghUk8WLM66MmzRYiGEECItKSYqImtW1/6fVaVFnIEvZR6prCrdE6mvv/4aa+v4OTOioqKYMWOGdm29N8dPCSGEEEaxsiJg58bMjiJlaRCntEhlXemaSNWuXZvr169rr9eoUYM7d+4kqiOEEEII/SIiIDxMxkhlVemaSPn4+KTn5oUQQoj3XsJAc7VawV4jJ21lNTLYXAghRLakCg0jr3sZ8rqXQRWadYeKvGucCYmUJkccqqw7FOyDJYPNhRBCZFvqgBeZHYJB3iVOmYwza5MWKSGEECILe708jHTrZUWSSAkhhBBZmLRIZW2SSAkhhBBZmCxYnLVl2BipwMBATpw4gb+/P3Fxui+G7t27Z1QYQgghRLby8oVMxpmVZUgitX37drp27UpoaCh2dnao3jjtQKVSSSIlhBBCJEFapLK2DEmkRo4cSe/evfn222+1s5wLIYQQ70IxURH1UTnt/1nVu8YpY6SytgxJpB49esSQIUMkiRJCCJF2rKx4fmBnZkeRsneMU5aHydoyZLB5o0aNOHXqVEbsSgghhHivJHTtSYtU1pQhLVLNmjVj9OjRXLlyhTJlymBmZqZze8uWLTMiDCGEECLb0XbtyTxSWVKGJFL9+vUDYOrUqYluU6lUxMbGZkQYQggh3iOqsHByV6kLwLMTPijWVpkbUBLeJU5FkRaprC5DEqm3pzsQQggh3pmiYPrgP+3/WdY7xBkepiIyMn6AuoyRypqy3YScMTExTJw4EXd3d6ysrChUqBBTp05NlKxdvXqVli1botFosLOzo1q1ajx48EB7+2+//UbdunWxt7dHpVIRGBiYaF9ubm6oVCqdy7hx49L7EIUQQggAXr6MT6LMzBRsbLNwsvgBy7AJOQ8cOMDcuXO5evUqKpWKkiVLMnr0aGrVqmXUdmbPno2XlxcrVqygVKlSnDp1il69eqHRaBg6dCgAt2/fpmbNmvTp04cpU6ag0Wi4evUqlpaW2u2EhYXRuHFjGjduzPjx45Pc39SpU7VdkwC2trZGHrkQQgiROm+esafKujM8fNAyJJFavXo1vXr1om3btgwZMgRFUTh69Ciffvopy5cvp0uXLgZvy9fXl1atWtGsWTMgvtVo7dq1OmcFTpgwgaZNmzJnzhxtWaFChXS2M2zYMAB8fHyS3Z+dnR1OTk4GxyeEEEKkFRkflfVlSNfejBkzmDNnDuvXr2fIkCEMHTqU9evXM2vWLKZNm2bUtmrWrMm+ffu4ceMGAOfPn+fw4cM0bdoUiB+PtWPHDooVK0ajRo3IkycPVatWZcuWLamKffbs2eTKlYvy5cszY8YMoqKikqwbGRlJcHCwzkUIIYRILZmMM+vLkBapO3fu0KJFi0TlLVu25KuvvjJqW2PHjiUoKIgSJUqgVquJjY1lxowZdO7cGQB/f39CQkKYNWsW06dPZ/bs2ezatYu2bdvi7e1NnTp1DN7X0KFDqVChAg4ODpw4cYLx48dz9+5dlixZorf+zJkzmTJlilHHI4QQ4v3l/9SEiABTwnGPv37fFMVKTVSUioDnJgQ8N+HJIzUP7qm5f8+U0FDd/jt/P5mMM6vLkESqQIEC7Nu3jyJFiuiU79u3jwIFChi1rfXr17N69WrWrFlDqVKlOHfuHMOGDcPFxYUePXpoB523atWK4cOHA1C+fHmOHj2Kl5eXUYlUwv0BypYti4ODA5999pm2lept48ePZ8SIEdrrwcHBRh+fEEIIA6lURJcopv0/K7l62ZSZ39izb3fC2Nw78X+qpW57hYvGpElcIu1l2Fp7Q4YM4dy5c9SoUQOVSsXhw4dZvnw5P/74o1HbGj16NOPGjaNTp04AlClThvv37zNz5kx69OiBo6MjpqameHh46NyvZMmSHD58+J2Oo1q1+HfArVu39CZSFhYWWFhYvNM+hBBCGEaxtuLZCe/MDoNbN0zZ/KcV/k/jW49eBJiwe4cliqJCpVKwtkl8tp2ZKTjkiiOXYxx5nGJxdYuloFsMmhyJW54sLaH2JxHpfhwidTIkkRo0aBBOTk58//33/Pnnn0B8YrN+/XpatWpl1LbCwsIwMdEd2qVWq7UtUebm5lSuXJnr16/r1Llx4waurq7vcBRw9uxZAJydnd9pO0IIIbKns6fM+Ge7JXFxKhQFTviac+akud66zduEM2ZiMIWLyqTT77MMm/6gTZs2tGnT5p2306JFC2bMmEHBggUpVaoUZ8+eZd68efTu3VtbZ/To0XTs2JHatWtTr149du3axfbt23XO0PPz88PPz49bt24BcPHiRezs7ChYsCA5c+bE19eXY8eOUa9ePTQaDSdPnmT48OG0bNmSggULvvNxCCGEyF62brJkaH8HoqN1uxHVaoVPGkbyUaUoVCowMYFadSMpVyE6kyIVGUmlKOk/HWyhQoU4efJkou6wwMBAKlSowJ07dwze1qtXr5g0aRKbN2/G398fFxcXOnfuzNdff425+etfBb///jszZ87kv//+o3jx4kyZMkWn9eubb77ROzB82bJl9OzZkzNnzjB48GCuXbtGZGQkrq6udOrUiTFjxmBtbW1QrMHBwWg0Gi7ev0hOh5wGH6PIeGGhYRR1LgrAzSc3sbYx7DkWQmQeVVg4jnXjz9h+7rMzXZeIWf6bNRNHa1AUFXU+iaBEqfgxS84usbT6LJw8eZMeDJ6RcYq08eLlC8q4liEoKAh7e/tk62ZIImViYoKfnx958uTRKX/69CkFCxYkMjIyvUPIFJJIZR+SSAmR/ahCw3D+//v2yZObKGn4vvX+14LxIzQEvjRBUSDkVfyQkp79Qpk6Jwi1OmvEKdKHMYlUunbtbdu2Tfv/7t270Wg02uuxsbHs27cPNze39AxBCCGEMMqtm2oG9nTQJk8AJiYKI8a9YtjYkKx2gqDIZOmaSLVu3RoAlUpFjx49dG4zMzPDzc2N77//Pj1DEEIIIQwW8kpFv645CXllQtUakcxdGIhKBfYahVyOMpeTSCxdE6mEM+nc3d05efIkjo6O6bk7IYQQwmjnz5hx51b81+HWTVbcuGaGk3MsXiteJjv2SQjIoLP27t69mxG7EUIIIYzy6D8TWnzqSGzs6/46MzOFX1e+kCRKGCRD1toDOHDgAC1atKBIkSIULVqUli1bcujQoYzavRBCCJHImZPmxMaqyOEQR616kdSrH8GSP15QqapMXSAMkyGJ1OrVq6lfvz7W1tYMGTKEL774AisrKz799FPWrFmTESEIIYR436hUxBTMT0zB/KleIubyRTMAmrUKZ93WAFb/9YL6jdP4TPI0iFNkXRnStTdjxgzmzJmjs3bd0KFDmTdvHtOmTaNLly4ZEYYQQoj3iGJthf+l4++0jcsX4hMpjzLp1wKVFnGKrCtDWqTu3LlDixYtEpW3bNlSxk8JIYTINFf+3yJVqqx05YnUyZAWqQIFCrBv3z6KFCmiU75v3z4KFCiQESEI8UG5cc2UFwGJfyfZa+IoWSpGeheEAJ4/M8HviRqVSqGkR0xmhyOyqQxJpEaOHMmQIUM4d+4cNWrUQKVScfjwYZYvX86PP/6YESEIYbBrV8xZ/LMDISHJZxsVq0QxbExIBkVluIP7LejcOleSt3uteEGLNrKSvHgPhIfj2LgdAM93bQIr45ZeSWiNcisUi61dOi7y8Y5xiqwtQxKpQYMG4eTkxPfff8+ff/4JQMmSJVm/fr3O+ndCZD43enZ0IeB5ym+N/XssKVMumk8bGT4w9cY1U3ZstSQmWkVMLMTFQmysipg3fgybmEDNOpF80jASk1R0vv+xIn75idx5YtHkeH36dsir+F/fq5fZpGsidfGcGXfvxK+fYWICNWpFkjNXuq9EJT5AqjgF87Pntf8nvMqOHTFncC8HQkPjfwzZ2SssXx9A6bK6rU6XL8a/z9O7Wy+pOMX7IUMSKYA2bdrQpk2bjNqdSCfh4XD8iAWBL02IjYW4OIhTIC5WRVwc2rKcueJo3jrCqETg4X0158+aERub+Lb8BWKpWCW9xzDkAHYS8NyUUmWj6TMo6damg/ss2LLRmilf2VP7k2eYmaW89ds31TT/xJHQkJQflMU/21KsRDQDvgyhXadwg7YPEBykYu8/lgCs2viCMuVfP2YP76upViYvRw6Y8+g/E/LlN3yOnBcBJoSHx/9vaYneGZ4jImD6RHuW/WarU161RiR/7QoweF9CvKv1q6156vd6MbyQV/HvqR9/DdSplzDQvFQ6DjQX778MS6QAoqKi8Pf31854nqBgwYIZGYYw0KXzppzwtQDiE6RTJ8zZv8eCsFDDsqP/pgYzeFjyXV8vX6j4YZYd+/ZYcu9O8i/HBk0i+GZmEK7usZw9ZcbeXZYEBSYfi4mJgo2dgp2dgqWlkuTYoKgoM2AbUJK8zjGs+DMAZ5ekE40mzSM45GPB7ZtmrFxiQ59BocnGER4OA7rnJDTEBI8y0VSpFoXaVEGtBlNTBRP167OiA1+asPnP+NmVR37ugNdPtkydE0TtelHJ7gPgn+2WRESoKFo8mtLldL8cCrjGUr1mJL6HLdj8pzVfjDCsW3L9aitGDHbQKSteMppPG0VQpXoU5uYQGQlzpttz9VL8F1OlqlGYmSmcOm7O8aMWnDlpRoXK8mUlMsbpE/Gvw3mLXuKQM45enXKxc5sl336vwsb2dXtQwtQHkkiJd6FSFCXdWxlv3rxJ7969OXr0qE65oiioVCpi9TVBvAeCg4PRaDRcvH+RnA45MzscgykK/PKjLTO/sSMuLnHm4ZI/hkJFYjFRKZiYgIk6vgvHxCT+eniYigP7LTEzU/jb+1mi5vQE4eHQsYUjp0+YA6BWK5QpF421re5LUomDk8fMiYlRYWGh4JArDr/HRiy9bpRgtu8LpELllH9jrF5mzdihOciRI45DZ58m23016gsNa1fa4Jg7lj1HnpHXKfnWoOAgFWtWWLNovi0Bz+OP9ZOGEeQvkPi9UrlaFG06hKNSQceWuTjsY8GYScEMHZ04UVq3yoqRnztQtHg03ieepTjoPOC5CbUr5CEw0AQzs/hENCoq6TvlcoxlvlcgnzSM7+4cOiAHG9da0/qzMH7+PTD5nb2HFAV2/W3JpfPJNymamSt8XCeSipWjDWrFjY2F40fN2bvLkvCw5J9EV/cY+n8Rmqpu4qxOFRqGs3NRAJ48uYliY83LFypKuzkDcPHuExxyKtSqkIe7t02Z7/WS9l3im1bDw6GYszNxcSpOX/fDyTn9ZjHXF6fI2l68fEEZ1zIEBQVhb2+fbN0MaZHq2bMnpqam/P333zg7O6OSU4aylNhYuHrJlOholTaJ2rktfjBkjdqR2m4cV7cYmrSIoFyF6GS/gBUF+nZ1YNffVgzp58AOn2eJxlbGxsIXfRw4fcIcTY445i4MpFbdSOzs9Scjt26YMmm0PQe9LfF7rMbGNo5PG0ZSuGjyZ9rExELoKxWvXpkQEZF00LExMezcthn4mRIef2DIW6Nz9zCWL7bh6iUz2jRyJHcSy0lER6k4ddwclUrh599fpphEQfwCqQOHhNK5exjff2vHst9s2L/HUm/dlUttCHhuQou24Rw5EJ+Utmkfrrdus1YRTBipcPO6GRfOmlGuQvK/xGd+Y0dgoAmlykbzz4FnqNXxrYgH9lmyd5cF16+9ThCKl4jm62+DdZbV6DsolI1rrfl7ixUTpwcn28qX0QKem7BlgxWfNIzAvXDa/5hTFPh2sh2L5tsZVP+76ZDXKZZa9SKxtEo6KY+KVHFwvwV+Twz/MWFpqdCzf5jB9bOzMyfj3wOFisRof9x81jmM76bbs3GdtTaRun7FjLg4FbkcYw16TwqRlAxpkbKxseH06dOUKFEivXeVpaR3i1RUFCxZZMuWjVbE/P/7MIdDHB26htG6fTiW+r93Exk7TMPq3210yszNFabOCaJbr7BUnSof8NyET6vl5pm/mjbtw6j9ie6A7MMHLNi0zhoLC4W1WwOoWiPlbitFgRO+5oSGqKhRO9Lg4zNEWGgYRf//i/Hmk5tYG/iL8chBczo0N2wx7lETghk+NnVn+V27Ysquvy2JjdF9Mv57qObPP6xRqRTqNYhk/x5LKleLZMuepMckfd47B1s2WtN7QAjTvgtOst7pE2a0rJ8bgC3/PqNyKpfMaNckF8eOWPDlqFeM+/pVqrYREQE/z7NjqZcNoXrOpizgGovXihdJtn7q06uTA3t2WqFSKTRpEUHXnmHY2Sf/heqYO458BWIxTSHPjouDr0ZqWLU0/n3VtkOYzsD/twU8V+O914JXwYY3G9lr4mjSIoJ8+ZNOAh/cV7NxrTU2tnHsP/aM/AXfr9Z/fS09c6bZ8eN3drTvEsZ8r0Dg9fhAlUrh+OWn5Msfxx/LrRkzJAe160WwduuLDI9TZG1ZrkXKw8OD58+fZ8SuPhg+ey2YNEajXbH8TcePWjDja3s+bRSJmVl8nlyrXiQt2yY+U+uQj7k2iSrgGv8llDtPHFNnB/FRpdSPG8jlGMf3PwfSvX0uNm+wZvOGxB8cKpXCT4tfGpRExdfH4LoZ5ePaUWzb+4z/HibfOuCSL45KVVMfewmPGEp4JE7CFAUsLBVWLX3dYtWmg/7WqASfdQ5ny0Zr/lpvjZV1/OvD1BTs7OOwtVMwN48vW/JL/KDxDl3DUp1EAfQdHMqxIxas/t2aoaNCsLJWCA9TsW2zJX8ss+HcaTP0/ZzLXzCWWnUjKV0umt8W2nL3dtIfV3dvm9KjQy52eD8zqIvmzi01//5/UL6iqNi5zUrbCpsStVrBJX8slpZJ/waNiFDx8L4pKpXC7B+D6Noz5dagyEg47GPBhXNmpHRal0eZGOrWj8DCIvl6cXHw4J6aE74WjBmi4Y/NLzJ9DrFjR8w5d/p1S2bNOpGULpf6OZxic+n+SD39/xapilVev9/0jQ9M6G4tZUTy/S7ejlO8P9KtRSo4+PUv3VOnTjFx4kS+/fZbypQpg9lbpyCllO1lV+nVIjV5nD1LFsV/yeXOE8uoCa9wLxz/YXDhrBnLF9vw34PEXzqjJwbrzHsUFqri0+q5eXDPlJ79QpnxfVCaxZjgdy8b9u9J/GmvMon/gs4q8xmltkUqK4iJgV4dc7L/X0tMTRXO3nxKzlxJJxMxMVDFI6/OWU1JsdfEceiMP465U9/1ERsLH5fPw8P7puQrEIOlpYL/U7VRrS8Q3+01eWZQomQ6IlxFjw45uXXDjHIfRbHpnwBtgpiUSaPt+f1XWz5tFMGEqcH8ttCGY4ctiEvmbnFx8OypmshIwzIRU1OFn357SavPMvc1fuummoY18hAZqWLC1GAqV0s6oTc3VyhT3rBxWqnx4J6a2hXzEB39+jG018Sx/7h/mnT7xsZCyQJOhIaY8O9RfzxKv06SEsYHFi4azfc/BzFhlIbLF8xYuORlij8+xIfHmBapdEukTExMdMZCJQwsf5MMNk8d738t6NkxJ70HhjJ87CvsNbpPYUwM7NttyfWr8cnUfw/U/LE8vtVpyKhXjJn0CpUKvh5rz9JfbMlXIIb9x56l74R0WVx2TqQAQl6pmDhaQ5ly0SmeQQhw6rgZO7ZaaVuCoiJVhISoCHml0n7JmZhAt16hNGjy7gu4Ll9szYSROXTKCrjG0LVnGC3bhidKfOLi4k9NP7DfgnOnzalQOYoR4xK/1hPcuxM/tcTLF2qatgrnl2Uvk+x+CwpUUalkXsJCTVi79blBZ0O+GddTPxP+e6gmJjrlQd4u+bLG2Juff7Dl28mG/WAdOCSESdOT7vJ9FwknXRQpFk35itGcOWnOnVumfNooghV/vntr2ZVLpjSokQcb2ziuPvRD/cZvhVfBKsoXzUtEuG6W6H3Cn2IlZFZzoStLJFIHDhwwuG6dOnXSI4RMl55jpB49VJNPzxlcSfH6yYZpEzUA5C8Yg6ka7t9Toygq/vgrgLr103i182wmuydSWZ2iwKXzZtoJEq2s0r7l49gRczq1zEV0tIrGzcP5+feXesfR/brQhqlfaSheMpp9x1I+c/F9EBMDQ/vn4PxZ8yTrKAraKUjWbA6gzqdp+5lw/66aWhXyEBurYtveZ1SsEs2Na6Y0qpmbqCiVzhl1qbXqd2vGDcvBx3Ui+XN74nGCvy60YfXvNtofEBUqRzHfK/C9PKNRvJssMUbqfU2OsgpjkiiAgUNCMTeHSWM0Ot1+nTxDP/gkSqQ/lQqdyUHTQ7WPo/h15UsG9Yw/Y7RbWxN+W/VCp6U1NhaW/RrfOttnUOgHkURB/Bg4Q6af+GqEhhVLbBg2MAd7fZ/pnXg1tX78zo7YWBX16kdoJ9ctViKGkV+9YuY39kwep8G9cIzOPE/JyV8gFjuzMHK18wQgYNMqzpzMAUDFyvpbGQd8EcqAL1JusU1z4eE6ccoSMe+XdD1rLywsjNGjR7Nlyxaio6OpX78+P/30E46Ohp3llN1lxXmk/nug5smT+J9fZqZQulx0imcgfQikRer94XvYnF6dciY7BsshZywnrz6V77O3hIepaFLHkZvXzfikYQT9vzDsLFNTUyhfMSrJx/PenfixUW+2RiWIiYGWnzom21qmj41tHFOnPmP4CCdUxJ8NV6u2K7dvmrHizwDqN846PxDlrL3sJ0u0SAFMnjyZ5cuX07VrVywtLVm7di2DBg1iw4YN6blbkYz8BWPfu1OghXhT9ZpRbNz5nD5dcuo96QLgy1EhkkTpYWUdP9dZ83q52b/HMsm5y/RxKxTDot9fUq5CNOHh8NtCW3b/bUlsXPz0Dm+3RiUwNYUffwukXzcHAl8a1scWHaUiMNCEkSPycphNjGcmj45bcvtm/IlMFZJokRIiPaRri1ThwoWZMWMGnTp1AuDEiRN8/PHHREREoFan18zUWUdWbJES+kmL1PsnNha9c06ZmoK1zYd7YoUhNqyxYvEiW+IM/M3l98SEly/UmJkpePYOZdcOSx7/p5vEmpgobNv7/J2mVUkQGwteP9ny3XQ7nTMAIX4izkNn/N95H2lJWqSynyzTIvXw4UNq1aqlvV6lShVMTU15/PgxBQoUSM9dCyE+cGo1SZ7lJ5LXvku4UQO/A1+qGD0kBzu3WvH7r/FTs+QrEMOwMSE4u8RnY875YinhkTZnx6nV8PnwEOpUD2Raw/vcxZ04ZyfUZvFnHQqRkdI1kYqNjcXcXLff29TUlJgYOdVUCCHeFzkcFH5b+ZI1KyJZvtiGFm3C6fd5+neflikTxSFqA/DkjLT0iMyRromUoij07NkTizem342IiGDgwIHY2LxekuSvv/5KzzCEEEKkM5UKuvYMM2gWdyHeJ+k6e0aPHj3IkycPGo1Ge+nWrRsuLi46ZcaIiYlh4sSJuLu7Y2VlRaFChZg6dSpxcbqn6V69epWWLVui0Wiws7OjWrVqPHjwQHv7b7/9Rt26dbG3t0elUhEYGJhoXy9fvsTT01Mbp6enp956QgghMkectRVx1ln/zIHsEqcwXrq2SC1btizNtzl79my8vLxYsWIFpUqV4tSpU/Tq1QuNRsPQoUMBuH37NjVr1qRPnz5MmTIFjUbD1atXsXxjdr6wsDAaN25M48aNGT9+vN59denShf/++49du3YB0L9/fzw9Pdm+fXuaH5cQQgjjKDbW+PndyuwwUpRd4hSpk+1mEPL19aVVq1Y0a9YMADc3N9auXcupU6e0dSZMmEDTpk2ZM2eOtqxQoUI62xk2bBgAPj4+evdz9epVdu3axbFjx6hatSoAixcvpnr16ly/fp3ixYun4VEJIYQQIjvKdolUzZo18fLy4saNGxQrVozz589z+PBh5s+fD0BcXBw7duxgzJgxNGrUiLNnz+Lu7s748eNp3bq1wfvx9fVFo9FokyiAatWqodFoOHr0qN5EKjIyksjI15PAJSzcHBMXQ3Rs+s7qLN7Nm89PdGy0PF9CCPEBi4kz/KS4bJdIjR07lqCgIEqUKIFarSY2NpYZM2bQuXNnAPz9/QkJCWHWrFlMnz6d2bNns2vXLtq2bYu3t7fBS9f4+fmRJ0+eROV58uTBz89P731mzpzJlClTEpXHKXFExmSdWXZFYm8+P5Exkahj3v95zoTI7lQRkTj3+hKAJ8sWoFhapHCPzJFd4hSvxSmGL4+U7RKp9evXs3r1atasWUOpUqU4d+4cw4YNw8XFhR49emgHnbdq1Yrhw4cDUL58eY4ePYqXl5dRawCq9CzEpSiK3nKA8ePHM2LECO314OBgChQogGsO1xQn9BKZK9T89fpbbg5uOmeVCiGyqNBQzPYeAMDNvgBk1fdtdolTaAWrgw2um+0SqdGjRzNu3DjtbOllypTh/v37zJw5kx49euDo6IipqSkeHh469ytZsiSHDx82eD9OTk48ffo0UfmzZ8/Imzev3vtYWFjoTPWQwExthpnazOB9i4z35vMjz5cQ2cRb71uy6vs2u8QptIz5DkjX6Q/SQ1hYGCYmumGr1WptS5S5uTmVK1fm+vXrOnVu3LiBq6urwfupXr06QUFBnDhxQlt2/PhxgoKCqFGjxjscgRBCCCHeF9muRapFixbMmDGDggULUqpUKc6ePcu8efPo3bu3ts7o0aPp2LEjtWvXpl69euzatYvt27frnKHn5+eHn58ft27Fn5J68eJF7OzsKFiwIDlz5qRkyZI0btyYfv368euvvwLx0x80b95cztgTQgghRDwlmwkODlaGDh2qFCxYULG0tFQKFSqkTJgwQYmMjNSpt3TpUqVIkSKKpaWlUq5cOWXLli06t0+ePFkBEl2WLVumrRMQEKB07dpVsbOzU+zs7JSuXbsqL1++NDjWoKAgBVCCgoLe5ZBFBggJCdG+BkJCQjI7HCGEIUJCFAXiL1n5fZtd4hRaxnx/qxRFkVU900lwcDAajcag1aNF5goNDcXWNn6x1ZCQEBlsLkR2EBoK/3/fEhKSdQdxZ5c4hZYx39/ZrmsvO0nIURPmkxJZV2jo67P2goODiY2NzcRohBAGeeN9S3AwZNX3bXaJU2glfG8b0tYkLVLp6L///qNAgQKZHYYQQgghUuHhw4fkz58/2TqSSKWjuLg4Hj9+jJ2dXZJzT72rhLmqHj58+N52H8oxvh/e92N8348P5BjfB+/78UHaHKOiKLx69QoXF5dEMwW8Tbr20pGJiUmKmWxasbe3f2/fFAnkGN8P7/sxvu/HB3KM74P3/fjg3Y9Ro9EYVC/bzSMlhBBCCJFVSCIlhBBCCJFKkkhlcxYWFkyePFnv0jTvCznG98P7fozv+/GBHOP74H0/Psj4Y5TB5kIIIYQQqSQtUkIIIYQQqSSJlBBCCCFEKkkiJYQQQgiRSpJICSGEEEKkkiRSQgghhBCpJImUEEIIIUQqSSIlhBBCCJFKkkgJIYQQQqSSJFJCCCGEEKkkiZQQQgghRCpJIiWEEEIIkUqSSAkhhBBCpJIkUkIIIYQQqSSJlBBCCCFEKkkiJYQQQgiRSpJICSGEEEKkkiRSQgghhBCpJImUEEIIIUQqSSIlhBBCCJFKkkgJIYQQQqSSJFJCCCGEEKkkiZQQQgghRCpJIiWEEEIIkUqSSAkhhBBCpJIkUkIIIYQQqSSJlBBCCCFEKplmdgDvs7i4OB4/foydnR0qlSqzwxFCCCGEARRF4dWrV7i4uGBiknybkyRS6ejx48cUKFAgs8MQQgghRCo8fPiQ/PnzJ1tHEql0ZGdnB8Q/Efb29pkcjRBCCCEMERwcTIECBbTf48mRRCodJXTn2dvbSyIlhBBpLS4W7h+FkKdgmxdca4CJOrOjSiy7xCkSMWRYTqYPNl+0aBHu7u5YWlpSsWJFDh06lGz9AwcOULFiRSwtLSlUqBBeXl6J6mzatAkPDw8sLCzw8PBg8+bNOrcfPHiQFi1a4OLigkqlYsuWLYm2oSgK33zzDS4uLlhZWVG3bl0uX778TscqhBAijVzZBvNLw4rmsKlP/N/5pePLs5LsEqdItUxNpNavX8+wYcOYMGECZ8+epVatWjRp0oQHDx7orX/37l2aNm1KrVq1OHv2LF999RVDhgxh06ZN2jq+vr507NgRT09Pzp8/j6enJx06dOD48ePaOqGhoZQrV46FCxcmGducOXOYN28eCxcu5OTJkzg5OdGgQQNevXqVdg+AEEII413ZBn92h+DHuuXBT+LLs0qSkl3iFO9EpSiKklk7r1q1KhUqVOCXX37RlpUsWZLWrVszc+bMRPXHjh3Ltm3buHr1qrZs4MCBnD9/Hl9fXwA6duxIcHAw//zzj7ZO48aNcXBwYO3atYm2qVKp2Lx5M61bt9aWKYqCi4sLw4YNY+zYsQBERkaSN29eZs+ezYABAww6vuDgYDQaDUFBQdK1J4QQaSEuNr5F5+3kREsF9s4w+Hjmdp/FxcLPVeDVkyQqqMDeBYZdlG6+LMiY7+9MGyMVFRXF6dOnGTdunE55w4YNOXr0qN77+Pr60rBhQ52yRo0asXTpUqKjozEzM8PX15fhw4cnqjN//nyDY7t79y5+fn46+7KwsKBOnTocPXo0yUQqMjKSyMhI7fXg4OAU96UoCjExMcTGxhocn8h4arUaU1NTmcZCiMx2/2gySRSAEn/7rKx+xrQCwY/ij8e9VmYHI95BpiVSz58/JzY2lrx58+qU582bFz8/P7338fPz01s/JiaG58+f4+zsnGSdpLaZ1H4S7vf2du7fv5/k/WbOnMmUKVMM3k9UVBRPnjwhLCzM4PuIzGNtbY2zszPm5uaZHYoQH66Qp5kdQdp6347nA5TpZ+29/QtfUZRkf/Xrq/92ubHbTKvYxo8fz4gRI7TXE06f1CcuLo67d++iVqtxcXHB3NxcWjuyKEVRiIqK4tmzZ9y9e5eiRYumOEGbECKd2OZNuQ5A143xZ8dllvtH4Y/PUq5n6PGILCvTEilHR0fUanWiliJ/f/9ELUEJnJyc9NY3NTUlV65cydZJaptJ7QfiW6acnZ0N3o6FhQUWFhYG7SMqKoq4uDgKFCiAtbW1wbGJzGFlZYWZmRn3798nKioKS0vLzA5JiA+Ta434sUXBTwB9Q3z/P/ao8CeZO/ao8CeGxZmZyZ5IE5n2s9rc3JyKFSvy77//6pT/+++/1Kih/4VVvXr1RPX37NlDpUqVMDMzS7ZOUtvUx93dHScnJ53tREVFceDAAaO2Ywhp2cg+5LkSIgswUUPj2f+/8nYr/v+vN56V+QO4s0uc4p1l6jfDiBEjWLJkCb///jtXr15l+PDhPHjwgIEDBwLxXWXdu3fX1h84cCD3799nxIgRXL16ld9//52lS5cyatQobZ2hQ4eyZ88eZs+ezbVr15g9ezZ79+5l2LBh2johISGcO3eOc+fOAfGDy8+dO6eddkGlUjFs2DC+/fZbNm/ezKVLl+jZsyfW1tZ06dIl/R8YIYQQSfNoCR1Wxp+d9yZ7l/hyj5aZE9fbskuc4t0omeznn39WXF1dFXNzc6VChQrKgQMHtLf16NFDqVOnjk59Hx8f5aOPPlLMzc0VNzc35Zdffkm0zQ0bNijFixdXzMzMlBIlSiibNm3Sud3b21shvq1V59KjRw9tnbi4OGXy5MmKk5OTYmFhodSuXVu5ePGiUccWFBSkAEpQUFCi28LDw5UrV64o4eHhRm1TJDZ58mSlXLlyicry5MmjAMrmzZuTLDOGPGdCZDGxMYpy56CiXNgQ/zc2JrMj0i+7xCm0kvv+fptR80gFBQWxefNmDh06xL179wgLCyN37tx89NFHNGrUKM27vbK75OahiIiI4O7du9pZ3VMrNk7hxN0X+L+KII+dJVXcc6I2SZ9B64qi0KBBA9RqNbt379a5bdGiRYwfP56LFy9SsGDBd97XvXv3cHd31163tbWlYMGC1K1bl2HDhlG0aFHtbSEhIURGRmrHyV29elU7o321atVwcHDgzp07icoMHc+WIK2eMyGEEFlbms8j9eTJE77++mv++OMPnJycqFKlCuXLl8fKyooXL17g7e3N3LlzcXV1ZfLkyXTs2DFNDkQkb9elJ0zZfoUnQRHaMmeNJZNbeNC4tHMy90wdlUrFsmXLKFOmDL/++qt2Pq27d+8yduxYFixYkCZJ1Jv27t1LqVKlCAsL4+LFi/z444+UK1eO7du38+mnnwLxSZatra32Prdv3wagVatW2jMh9ZUJIYQQ78qgMVLlypVDo9Fw4sQJ7ty5w7p16/j++++ZPn06ixYt4uDBgzx//pxJkyYxb9485s6dm95xf/B2XXrCoNVndJIoAL+gCAatPsOuS0nNpvtuChQowI8//sioUaO4e/cuiqLQp08f6taty6FDh3B3d8fKyorixYvz448/au938eJFTExMeP78OQAvX77ExMSE9u3ba+vMnDmT6tWr6+wvV65cODk5UahQIVq1asXevXupWrUqffr00U5i+s0331C+fHnt/y1atADiB4erVCq9ZUIIIURaMKhF6vLly+TOnTvZOlZWVnTu3JnOnTvz7NmzNAnuQ6MoCuHRKc9wHhunMHnbZb0n1CrEnw/yzbYrfFzE0aBuPisztVHJRY8ePdi8eTO9evWiXbt2XLp0iYsXL7Jo0SL+/PNPHB0dOXr0KP3798fZ2ZkOHTpQunRpcuXKxYEDB2jXrh0HDx4kV65cHDx4ULtdHx8f6tSpk+y+TUxMGDp0KG3atOH06dNUqVJF5/ZRo0bh5uZGr169ePIkPpm0tbVNVCaEEEKkBYMSqZSSqHetL+KFR8fi8fXulCumQAH8giMo880eg+pfmdoIa3PjphT77bffKF26NIcOHWLjxo3kzZtXZ1Z3d3d3jh49yp9//kmHDh1QqVTUrl0bHx8f2rVrh4+PDz169GDFihVcuXKFYsWKcfTo0UTL++hTokQJIH4c1duJlK2tLTly5ABezwcG6C0TQggh3pXR0x+sWLGCHTt2aK+PGTOGHDlyUKNGjWSXTxHvlzx58tC/f39KlixJmzZtAPDy8qJSpUrkzp0bW1tbFi9erJ1SAqBu3br4+PgAcODAAerVq0ft2rU5cOAAJ0+eJDw8nI8//jjFfSt6ZrMXQgghMoPRM5t/++23/PLLL0D8IsILFy5k/vz5/P333wwfPpy//vorzYP8UFiZqbkytVGK9U7cfUHPZSdTrLe8V2WquOc0aL+pYWpqiqlp/Evozz//ZPjw4Xz//fdUr14dOzs7vvvuO44fP66tX7duXYYOHcqtW7e4dOkStWrV4vbt2xw4cIDAwEAqVqyInZ1divu9evUqgM5ZfUIIIURmMDqRevjwIUWKFAFgy5YtfPbZZ/Tv35+PP/6YunXrpnV8HxSVSmVQF1utorlx1ljiFxSR1MIDOGksqVU0d7pNhfC2Q4cOUaNGDQYPHqwtSzhTLkHCOKnp06dTrlw57O3tqVOnDjNnzuTly5cpjo+C+DUKf/rpJ9zd3fnoo4/S/DiEEEIIYxjdtWdra0tAQAAQv/RK/fr1AbC0tCQ8PDxtoxN6qU1UTG7hASS58ACTW3hkWBIFUKRIEU6dOsXu3bu5ceMGkyZN4uRJ3VazhHFSq1ev1ibdZcuWJSoqin379ulNxAMCAvDz8+POnTts27aN+vXrc+LECZYuXYpaLUsrCCGEyFxGJ1INGjSgb9++9O3blxs3btCsWTMg/sw+Nze3tI5PJKFxaWd+6VYBJ43uxJBOGkt+6VYhXeaRSs7AgQNp27YtHTt2pGrVqgQEBOi0TiWoV68esbGx2qRJpVJRq1YtAGrWrJmofv369XF2dqZMmTKMGzeOkiVLcuHCBerVq5euxyOEEEIYwqiZzQECAwOZOHEiDx8+ZNCgQTRu3BiAyZMnY25uzoQJE9Il0OzofZvZ/EMnM5sLIcSHwZiZzY1OpIThMiKREhlHnjMhhPgwGJNIGd21B/EDi7t160aNGjV49OgRAKtWreLw4cOp2ZwQQgghRLZkdCK1adMmGjVqhJWVFWfOnCEyMhKAV69e8e2336Z5gEIIIYQQWZXRidT06dPx8vJi8eLFmJmZactr1KjBmTNn0jQ4IYQQQoiszOhE6vr169SuXTtRub29PYGBgWkRkxBCCCFEtmB0IuXs7MytW7cSlR8+fJhChQqlSVBCCCGEENmB0YnUgAEDGDp0KMePH0elUvH48WP++OMPRo0apXfeICGEEEKI95XRS8SMGTOGoKAg6tWrR0REBLVr18bCwoJRo0bxxRdfpEeMQgghhBBZktGJFMCMGTOYMGECV65cIS4uDg8PD2xtbdM6NiGEEEKILC1V80gBPH78mICAAMqUKYOtrS0yr6cA+Oabbyhfvnymb+NNKpWKLVu2aK9fu3aNatWqYWlpqd2PvjIhhBAiJUYnUgEBAXz66acUK1aMpk2b8uTJEwD69u3LyJEjjQ5g0aJF2pmiK1asyKFDh5Ktf+DAASpWrIilpSWFChXCy8srUZ1Nmzbh4eGBhYUFHh4ebN682ej9hoSE8MUXX5A/f36srKwoWbIkv/zyi9HHl+7iYuHuIbi4Mf5vXGy677Jnz56oVCpUKhVmZmYUKlSIUaNGERoayqhRo9i3b59O3datW6d7DHnz5qVBgwb8/vvvxMXF6dR98uQJTZo00V6fPHkyNjY2XL9+XRurvjIhhBAiJUYnUsOHD8fMzIwHDx5gbW2tLe/YsSO7du0yalvr169n2LBhTJgwgbNnz1KrVi2aNGnCgwcP9Na/e/cuTZs2pVatWpw9e5avvvqKIUOGsGnTJm0dX19fOnbsiKenJ+fPn8fT05MOHTpw/Phxo/Y7fPhwdu3axerVq7l69SrDhw/nyy+/ZOvWrUYdY7q6sg3ml4YVzWFTn/i/80vHl6ezxo0b8+TJE+7cucP06dNZtGgRo0aNwtbWlly5cqX7/t+M4d69e/zzzz/Uq1ePoUOH0rx5c2JiYrT1nJycsLCw0F6/ffs2NWvWxNXVVRurvjIhhBAiRYqR8ubNq5w7d05RFEWxtbVVbt++rSiKoty5c0exsbExaltVqlRRBg4cqFNWokQJZdy4cXrrjxkzRilRooRO2YABA5Rq1appr3fo0EFp3LixTp1GjRopnTp1Mmq/pUqVUqZOnapTp0KFCsrEiRMNOLJ4QUFBCqAEBQUlui08PFy5cuWKEh4ebvD2dFzeqiiTNYoy2f6tiyb+cnlr6rZrgB49eiitWrXSKevbt6/i5OSkTJ48WSlXrpyiKIoyefJkBdC5eHt7K4qiKA8fPlQ6duyoODg4KNbW1krFihWVY8eOae9Xrlw5ZeXKlYqrq6tib2+vdOzYUQkODk42BkVRlH379imAsnjxYm0ZoGzevFn7/5sXfTFOnjxZ73G/83MmhBAiW0ju+/ttRrdIhYaG6rREJXj+/LnOr/6UREVFcfr0aRo2bKhT3rBhQ44ePar3Pr6+vonqN2rUiFOnThEdHZ1snYRtGrrfmjVrsm3bNh49eoSiKHh7e3Pjxg0aNWqU5DFFRkYSHBysczGKokBUaMqXiGD4Zwzx3/uJNhL/Z9fY+HqGbC8NxrdZWVlpn4MEo0aNokOHDtqWoydPnlCjRg1CQkKoU6cOjx8/Ztu2bZw/f54xY8bodMndvn2bLVu28Pfff/P3339z4MABZs2alWIcn3zyCeXKleOvv/7Se/uTJ08oVaoUI0eO5MmTJ4waNUpvmRBCCGEIo8/aq127NitXrmTatGlA/EDeuLg4vvvuO+rVq2fwdp4/f05sbCx58+bVKc+bNy9+fn567+Pn56e3fkxMDM+fP8fZ2TnJOgnbNHS/P/30E/369SN//vyYmppiYmLCkiVLqFmzZpLHNHPmTKZMmZLywSclOgy+dUn9/bUUCH4MswoYVv2rx2Buk+q9nThxgjVr1vDpp5/qlNva2mJlZUVkZCROTk7a8uXLl/Ps2TNOnjxJzpw5AShSpIjOfePi4li+fDl2dnYAeHp6sm/fPmbMmJFiPCVKlODChQt6b3NycsLU1BRbW1ttTLa2tonKhBBCCEMYnUh999131K1bl1OnThEVFcWYMWO4fPkyL1684MiRI0YHoFKpdK4ripKoLKX6b5cbss2U6vz0008cO3aMbdu24erqysGDBxk8eDDOzs7Ur19fb2zjx49nxIgR2uvBwcEUKGBgMpPN/P3339ja2hITE0N0dDStWrViwYIFLFq0KMX7njt3jo8++kibROnj5uamTaIgfkZ9f39/g2JL6TUkhBBCpBWjEykPDw8uXLjAL7/8glqtJjQ0lLZt2/L555/j7Oxs8HYcHR1Rq9WJWp/8/f0TtRYlcHJy0lvf1NRUO0A4qToJ2zRkv+Hh4Xz11Vds3ryZZs2aAVC2bFnOnTvH3Llzk0ykLCwsjOreTMTMOr51KCX3j8Ifn6Vcr+tGcK1h2H6NVK9ePX755RfMzMxwcXHRWcA6JVZWVimH9Nb2Elo+DXH16lXc3d0NjkcIIYRILaPGSEVHR1OvXj2Cg4OZMmUKf//9Nzt37mT69OlGJVEA5ubmVKxYkX///Ven/N9//6VGDf1f/tWrV09Uf8+ePVSqVEn7xZtUnYRtGrLf6OhooqOjMTHRfXjUarXBX+apolLFd7GldCn8Cdi7AEm1uqjAPl98PUO2l4rWGxsbG4oUKYKrq2uySZS5uTmxsbpTMiQkpS9evDB6vynZv38/Fy9epF27dmm+bSGEEOJtRiVSZmZmXLp0Kc26TUaMGMGSJUv4/ffftVMMPHjwgIEDBwLxXWXdu3fX1h84cCD3799nxIgRXL16ld9//52lS5fqDA4eOnQoe/bsYfbs2Vy7do3Zs2ezd+9ehg0bZvB+7e3tqVOnDqNHj8bHx4e7d++yfPlyVq5cSZs2bdLk2N+JiRoaz/7/lbefi/9fbzwrvl4mc3Nz48KFC1y/fp3nz58THR1N586dcXJyonXr1hw5coQ7d+6wadMmfH19jdp2ZGQkfn5+PHr0iDNnzvDtt9/SqlUrmjdvrvO6EUIIIdKL0Wftde/enaVLl6bJzjt27Mj8+fOZOnUq5cuX5+DBg+zcuRNXV1cg/gyrN+d2cnd3Z+fOnfj4+FC+fHmmTZvGTz/9pNP6UKNGDdatW8eyZcsoW7Ysy5cvZ/369VStWtXg/QKsW7eOypUr07VrVzw8PJg1axYzZszQJluZzqMldFgJ9m+1BNq7xJd7tMycuN7Sr18/ihcvTqVKlcidOzdHjhzB3NycPXv2kCdPHpo2bUqZMmWYNWsWarVxid+uXbtwdnbGzc2Nxo0b4+3tzU8//cTWrVuN3pYQQgiRGipFMe7c9y+//JKVK1dSpEgRKlWqhI2N7tle8+bNS9MAs7Pg4GA0Gg1BQUHY29vr3BYREcHdu3e1s6unWlxs/JipkKdgmzd+TFQWaIl6H6XZcyaEECJLS+77+21GDza/dOkSFSpUAODGjRs6t8mZUpnARA3utTI7CiGEEOKDZHQi5e3tnR5xCCGEEEJkO0aPkRJCCCGEEPGMbpFq06aN3i48lUqFpaUlRYoUoUuXLhQvXjxNAhRCCCGEyKqMbpHSaDTs37+fM2fOaBOqs2fPsn//fmJiYli/fj3lypVL1SznQgghhBDZidEtUk5OTnTp0oWFCxdqJ6yMi4tj6NCh2NnZsW7dOgYOHMjYsWM5fPhwmgf8vjHypEmRieS5EkII8TajW6SWLl3KsGHDdGb9NjEx4csvv+S3335DpVLxxRdfcOnSpTQN9H2TMBt4WFhYJkciDJXwXBmzHI4QQoj3m9EtUjExMVy7do1ixYrplF+7dk27FIilpaVMhZACtVpNjhw5tAvxWltby2OWRSmKQlhYGP7+/uTIkUMm+xRCCKFldCLl6elJnz59+Oqrr6hcuTIqlYoTJ07w7bffapflOHDgAKVKlUrzYN83Tk5OANpkSmRtOXLk0D5nQgghBKRiZvPY2FhmzZrFwoULefr0KQB58+blyy+/ZOzYsajVah48eICJiQn58+dPl6CzC0NnRo2NjSU6OjoDIxPGMjMzk5YoIYT4QBgzs7nRidTbOwJS3MmHypgnQgghhBBZgzHf36makDMmJoa9e/eydu1a7biex48fExISkprNCSGEEEJkS0aPkbp//z6NGzfmwYMHREZG0qBBA+zs7JgzZw4RERF4eXmlR5xCCCGEEFmO0S1SQ4cOpVKlSrx8+RIrKytteZs2bdi3b1+aBieEEEIIkZUZ3SJ1+PBhjhw5grm5uU65q6srjx49SrPAhBBCCCGyOqNbpOLi4rTzRb3pv//+w87OLk2CEkIIIYTIDoxOpBo0aMD8+fO111UqFSEhIUyePJmmTZumZWxCCCGEEFma0dMfPH78mHr16qFWq7l58yaVKlXi5s2bODo6cvDgQfLkyZNesWY7Mv2BEEIIkf0Y8/1t9BgpFxcXzp07x9q1azlz5gxxcXH06dOHrl276gw+F0IIIYR436VqHikrKyt69+7NwoULWbRoEX379k11ErVo0SLc3d2xtLSkYsWKHDp0KNn6Bw4coGLFilhaWlKoUCG90y1s2rQJDw8PLCws8PDwYPPmzana79WrV2nZsiUajQY7OzuqVavGgwcPUnWcQgghhHj/GJ1I7d+/ny+++ILmzZvTokULhg4dysGDB1O18/Xr1zNs2DAmTJjA2bNnqVWrFk2aNEkyWbl79y5NmzalVq1anD17lq+++oohQ4awadMmbR1fX186duyIp6cn58+fx9PTkw4dOnD8+HGj9nv79m1q1qxJiRIl8PHx4fz580yaNAlLS8tUHasQQggh3j9GjZEaOHAgv/32Gw4ODhQrVgxFUbh58yaBgYEMHjyYBQsWGLXzqlWrUqFCBX755RdtWcmSJWndujUzZ85MVH/s2LFs27aNq1ev6sR0/vx5fH19AejYsSPBwcH8888/2jqNGzfGwcGBtWvXGrzfTp06YWZmxqpVq4w6pjfJGCkhhBAi+0mXJWI2b97MsmXL+P3333n+/Dm+vr4cO3aMZ8+esXjxYn777Te2bdtmcJBRUVGcPn2ahg0b6pQ3bNiQo0eP6r2Pr69vovqNGjXi1KlT2kV/k6qTsE1D9hsXF8eOHTsoVqwYjRo1Ik+ePFStWpUtW7Yke0yRkZEEBwfrXIQQQgjx/jI4kVq2bBkjRoygZ8+e2vX1AExMTOjduzfDhg1j6dKlBu/4+fPnxMbGkjdvXp3yvHnz4ufnp/c+fn5+euvHxMTw/PnzZOskbNOQ/fr7+xMSEsKsWbNo3Lgxe/bsoU2bNrRt25YDBw4keUwzZ85Eo9FoLwUKFDDgkRBCCCFEdmVwInXmzBnatGmT5O3t2rXj9OnTRgfwZlIGoChKorKU6r9dbsg2k6sTFxcHQKtWrRg+fDjly5dn3LhxNG/ePNm1BMePH09QUJD28vDhwyTrCiGEECL7M3j6g+fPn5MvX74kb8+XLx8BAQEG79jR0RG1Wp2o9cnf3z9Ra1ECJycnvfVNTU3JlStXsnUStmnIfh0dHTE1NcXDw0OnTsmSJTl8+HCSx2RhYYGFhUWStwshhBDi/WJwi1RUVFSi9fXeZGpqSlRUlME7Njc3p2LFivz777865f/++y81atTQe5/q1asnqr9nzx4qVaqEmZlZsnUStmnIfs3NzalcuTLXr1/XqXPjxg1cXV0NPkYhhBBCvN+MmpBz0qRJWFtb670tLCzM6J2PGDECT09PKlWqRPXq1fntt9948OABAwcOBOK7yh49esTKlSuB+DP0Fi5cyIgRI+jXrx++vr4sXbpUezYewNChQ6lduzazZ8+mVatWbN26lb179+q0JKW0X4DRo0fTsWNHateuTb169di1axfbt2/Hx8fH6OMUQgghxPvJ4ESqdu3aiVpo9NUxRseOHQkICGDq1Kk8efKE0qVLs3PnTm2rz5MnT3TmdnJ3d2fnzp0MHz6cn3/+GRcXF3766SfatWunrVOjRg3WrVvHxIkTmTRpEoULF2b9+vVUrVrV4P0CtGnTBi8vL2bOnMmQIUMoXrw4mzZtombNmkYdoxBCCCHeX0avtScMJ/NICSGEENlPuswjJYQQQgghdBmUSM2aNYvQ0FCDNnj8+HF27NjxTkEJIYQQQmQHBiVSV65cwdXVlUGDBvHPP//w7Nkz7W0xMTFcuHCBRYsWUaNGDTp16iTdWEIIIYT4IBg02HzlypVcuHCBn3/+ma5duxIUFIRarcbCwkJ7tt5HH31E//796dGjh8ylJIQQQogPgtGDzRVF4cKFC9y7d4/w8HAcHR0pX748jo6O6RVjtiWDzYUQQojsx5jvb6PmkYL4pVXKlStHuXLlUh2gEEIIIcT7QM7aE0IIIYRIJUmkhBBCCCFSSRIpIYQQQohUkkRKCCGEECKVUp1I3bp1i927dxMeHg7En80nhBBCCPEhMTqRCggIoH79+hQrVoymTZvy5MkTAPr27cvIkSPTPEAhhBBCiKzK6ERq+PDhmJqa8uDBA6ytrbXlHTt2ZNeuXWkanBBCCCFEVmb0PFJ79uxh9+7d5M+fX6e8aNGi3L9/P80CE0IIIYTI6oxukQoNDdVpiUrw/PlzWRpGCCGEEB8UoxOp2rVrs3LlSu11lUpFXFwc3333HfXq1UvT4IQQQgghsjKju/a+++476taty6lTp4iKimLMmDFcvnyZFy9ecOTIkfSIUQghhBAiSzK6RcrDw4MLFy5QpUoVGjRoQGhoKG3btuXs2bMULlw4PWIUQgghhMiSVIpMAJVujFk9WgghhBBZgzHf30a3SC1btowNGzYkKt+wYQMrVqwwdnNCCCGEENmW0YnUrFmzcHR0TFSeJ08evv32W6MDWLRoEe7u7lhaWlKxYkUOHTqUbP0DBw5QsWJFLC0tKVSoEF5eXonqbNq0CY//tXfvUVGV6x/Av8MdBVEhGREFsiMK4g2S8EikKaCWtzyORw9qZUtOqVy8m/0wrRArRc1LLkk7nZZgocYxNVARvJAWCIqZVwRFiGMaiAoMM+/vjxb7ODLADIIw4/ez1qzWvPvZez8P2DsPe+/Z28MDlpaW8PDwwO7dux9rvzNnzoRMJkNsbKze9REREZHx0ruRys/Ph5ubW61xFxcXFBQU6LWthIQEhIeH491338Xp06fh7++PESNG1LmdvLw8jBw5Ev7+/jh9+jSWLFmCOXPmIDExUYrJyMiAQqFASEgIcnJyEBISgokTJ+LkyZON2u+ePXtw8uRJODk56VUbERERPQWEnrp27Sq+++67WuN79uwRXbp00WtbAwcOFKGhoRpjPXv2FIsWLdIav2DBAtGzZ0+NsZkzZ4oXXnhBej9x4kQRHBysERMUFCQmTZqk935v3LghunTpInJzc4WLi4tYs2aNzrUJIURpaakAIEpLS/Vaj4iIiFqOPp/feh+RmjRpEubMmYPU1FSoVCqoVCocPnwYYWFhmDRpks7bqaqqQmZmJgIDAzXGAwMDceLECa3rZGRk1IoPCgrCzz//DKVSWW9MzTZ13a9arUZISAjmz58PT09PnWqqrKxEWVmZxouIiIiMl96N1AcffABfX1+8/PLLsLa2hrW1NQIDAzF06FC9rpG6desWVCoVHB0dNcYdHR1RXFysdZ3i4mKt8dXV1bh161a9MTXb1HW/MTExMDMzw5w5c3SuKTo6GnZ2dtKra9euOq9LREREhkfvG3JaWFggISEBK1asQE5ODqytreHl5QUXF5dGJSCTyTTeCyFqjTUU/+i4LtusLyYzMxNr165FVlZWvbk8avHixYiMjJTel5WVsZkiIiIyYno3UjV69OiBHj16NHrHDg4OMDU1rXX0qaSkpNbRohpyuVxrvJmZGezt7euNqdmmLvs9evQoSkpK0K1bN2m5SqXC3LlzERsbi2vXrmnNz9LSks8bJCIieoro3UipVCps374dhw4dQklJCdRqtcbyw4cP67QdCwsLeHt7IyUlBePGjZPGU1JSMGbMGK3r+Pn54T//+Y/GWHJyMnx8fGBubi7FpKSkICIiQiNm0KBBOu83JCQEw4YN09hPUFAQQkJC8Prrr+tUHxERERk/vRupsLAwbN++HaNGjULv3r31OvX1qMjISISEhMDHxwd+fn7YsmULCgoKEBoaCuDPU2WFhYXSQ5JDQ0Px2WefITIyEm+99RYyMjIQFxeHHTt2aOT34osvIiYmBmPGjMF3332HgwcP4tixYzrv197eXjrCVcPc3BxyuRzu7u6NrpeIiIiMi96NVHx8PHbu3ImRI0c+9s4VCgV+//13LF++HEVFRejduzf27dsnXW9VVFSkcW8nNzc37Nu3DxEREdiwYQOcnJywbt06vPbaa1LMoEGDEB8fj6VLl+K9995D9+7dkZCQAF9fX533S0RERKQLvZ+15+TkhCNHjjzW9VFPCz5rj4iIyPA067P25s6di7Vr10LP/ouIiIjI6Oh9au/YsWNITU3F/v374enpKV3kXWPXrl1NlhwRERFRa6Z3I9W+fXuNb7sRERERPa30bqS2bdvWHHkQERERGRy9r5ECgOrqahw8eBCff/457t69CwC4efMmysvLmzQ5IiIiotZM7yNS+fn5CA4ORkFBASorKzF8+HDY2tpi1apVqKiowObNm5sjTyIiIqJWR+8jUmFhYfDx8cGdO3dgbW0tjY8bNw6HDh1q0uSIiIiIWrNGfWvv+PHjsLCw0Bh3cXFBYWFhkyVGRERE1NrpfURKrVZDpVLVGr9x4wZsbW2bJCkiIiIiQ6B3IzV8+HDExsZK72UyGcrLyxEVFdUkj40hIiIiMhR6PyKmsLAQQ4cOhampKS5dugQfHx9cunQJDg4OSE9PR6dOnZorV4PDR8QQEREZHn0+v/W+RqpLly7Izs5GfHw8MjMzoVar8eabb2LKlCkaF58TERERGTu9jkgplUq4u7tj79698PDwaM68jAKPSBERERmeZntosbm5OSorKyGTyR4rQSIiIiJjoPfF5rNnz0ZMTAyqq6ubIx8iIiIig6H3NVInT57EoUOHkJycDC8vL7Rt21Zj+a5du5osOSIiIqLWTO9Gqn379njttdeaIxciIiIig6J3I7Vt27bmyIOIiIjI4Oh9jRQAVFdX4+DBg/j8889x9+5dAMDNmzdRXl7epMkRERERtWZ6N1L5+fnw8vLCmDFj8M477+C///0vAGDVqlWYN2+e3gls3LgRbm5usLKygre3N44ePVpvfFpaGry9vWFlZYVnn30WmzdvrhWTmJgIDw8PWFpawsPDA7t379Zrv0qlEgsXLpSuAXNycsLUqVNx8+ZNvesjIiIi46V3IxUWFgYfHx/cuXNH4wac48aNw6FDh/TaVkJCAsLDw/Huu+/i9OnT8Pf3x4gRI1BQUKA1Pi8vDyNHjoS/vz9Onz6NJUuWYM6cOUhMTJRiMjIyoFAoEBISgpycHISEhGDixIk4efKkzvu9f/8+srKy8N577yErKwu7du3CxYsXMXr0aL3qIyIiIuOm9yNiHBwccPz4cbi7u8PW1hY5OTl49tlnce3aNXh4eOD+/fs6b8vX1xcDBgzApk2bpLFevXph7NixiI6OrhW/cOFCJCUl4fz589JYaGgocnJykJGRAQBQKBQoKyvD/v37pZjg4GB06NABO3bsaNR+AeCnn37CwIEDkZ+fj27duulUH2/ISUREZHia7YacAKBWq6FSqWqN37hxA7a2tjpvp6qqCpmZmQgMDNQYDwwMxIkTJ7Suk5GRUSs+KCgIP//8M5RKZb0xNdtszH4BoLS0FDKZDO3bt9epPiIiIjJ+ejdSw4cPR2xsrPReJpOhvLwcUVFRGDlypM7buXXrFlQqFRwdHTXGHR0dUVxcrHWd4uJirfHV1dW4detWvTE122zMfisqKrBo0SJMnjy53s60srISZWVlGi8iIiIyXno3UmvWrEFaWho8PDxQUVGByZMnw9XVFYWFhYiJidE7gUcfNyOEqPcRNNriHx3XZZu67lepVGLSpElQq9XYuHFjPZUA0dHRsLOzk15du3atN56IiIgMm973kXJyckJ2djbi4+ORmZkJtVqNN998E1OmTNG4+LwhDg4OMDU1rXUUqKSkpNbRohpyuVxrvJmZGezt7euNqdmmPvtVKpWYOHEi8vLycPjw4QbPky5evBiRkZHS+7KyMjZTRERERkynI1IDBgzAnTt3AADLly+HEAKvv/46PvvsM2zcuBEzZszQq4kCAAsLC3h7eyMlJUVjPCUlBYMGDdK6jp+fX6345ORk+Pj4wNzcvN6Ymm3qut+aJurSpUs4ePCg1KjVx9LSEu3atdN4ERERkRETOrCyshLXr18XQghhYmIifvvtN11Wa1B8fLwwNzcXcXFx4pdffhHh4eGibdu24tq1a0IIIRYtWiRCQkKk+KtXr4o2bdqIiIgI8csvv4i4uDhhbm4uvv32Wynm+PHjwtTUVKxcuVKcP39erFy5UpiZmYkff/xR5/0qlUoxevRo4ezsLLKzs0VRUZH0qqys1Lm+0tJSAUCUlpY+7o+KiIiInhB9Pr91OrXXr18/vP766xg8eDCEEPjkk09gY2OjNfb//u//dG7iFAoFfv/9dyxfvhxFRUXo3bs39u3bBxcXFwBAUVGRxj2l3NzcsG/fPkRERGDDhg1wcnLCunXrNJ79N2jQIMTHx2Pp0qV477330L17dyQkJMDX11fn/d64cQNJSUlS7Q9LTU3FSy+9pHONREREZLx0uo/UhQsXEBUVhStXriArKwseHh4wM6vdg8lkMmRlZTVLooaI95EiIiIyPPp8fut9Q04TExMUFxejU6dOj5Xk04CNFBERkeFp8htyPnyxeVRUVJ2n9YiIiIieJjo1UufPn8e9e/cA/PmtvfLy8mZNioiIiMgQtOjF5kRERESGjBebNyNeI0VERGR4eLF5K8FGioiIyPDo8/mt9yNi1Gp1oxMjIiIiMiY6NVJJSUkYMWIEzM3NpRtV1mX06NFNkhgRERFRa6fTqb2HT+eZmNT9RT+ZTAaVStWkCRoyntojIiIyPE1+au/h03k8tUdERET0J53uI0VEREREtel1sblarcb27duxa9cuXLt2DTKZDG5ubpgwYQJCQkIgk8maK08iIiKiVkfnI1JCCIwePRozZsxAYWEhvLy84Onpifz8fEyfPh3jxo1rzjyJiIiIWh2dj0ht374d6enpOHToEIYMGaKx7PDhwxg7diz+9a9/YerUqU2eJBEREVFrpPMRqR07dmDJkiW1migAGDp0KBYtWoSvv/66SZMjIiIias10bqTOnDmD4ODgOpePGDECOTk5TZIUERERkSHQuZG6ffs2HB0d61zu6OiIO3fuNElSRERERIZA50ZKpVJpfVBxDVNTU1RXVzdJUkRERESGQOeLzYUQmD59OiwtLbUur6ysbLKkiIiIiAyBzo3UtGnTGozhN/aIiOhJUakFTuXdRsndCnSytcJAt44wNWl99zM0lDypcXRupLZt29YsCWzcuBEff/wxioqK4OnpidjYWPj7+9cZn5aWhsjISJw7dw5OTk5YsGABQkNDNWISExPx3nvv4cqVK+jevTs+/PDDWve5ami/Qgi8//772LJlC+7cuQNfX19s2LABnp6eTfsDICIivR3ILcL7//kFRaUV0lhnOytEveqB4N6dWzAzTYaSJzVeiz4iJiEhAeHh4Xj33Xdx+vRp+Pv7Y8SIESgoKNAan5eXh5EjR8Lf3x+nT5/GkiVLMGfOHCQmJkoxGRkZUCgUCAkJQU5ODkJCQjBx4kScPHlSr/2uWrUKq1evxmeffYaffvoJcrkcw4cPx927d5vvB0JERA06kFuEf/47S6M5AYDi0gr8899ZOJBb1EKZaTKUPOnxyIQQoqV27uvriwEDBmDTpk3SWK9evTB27FhER0fXil+4cCGSkpJw/vx5aSw0NBQ5OTnIyMgAACgUCpSVlWH//v1STHBwMDp06IAdO3botF8hBJycnBAeHo6FCxcC+PMaMEdHR8TExGDmzJk61afP06OJiKhhKrXA4JjDtZqTGjIAju2skBL5YouePlOpBYatTsNvZdqvH5YBkNtZ4djCoTzN1wrp8/mt17P2mlJVVRUyMzOxaNEijfHAwECcOHFC6zoZGRkIDAzUGAsKCkJcXByUSiXMzc2RkZGBiIiIWjGxsbE67zcvLw/FxcUa+7K0tERAQABOnDhRZyNVWVmpcdF9WVlZPT8BIiLS16m823U2UQAgABSXVcBrWfKTS6oRBICi0gqcyrsNv+72LZ0OPYYWO7V369YtqFSqWvemcnR0RHFxsdZ1iouLtcZXV1fj1q1b9cbUbFOX/db8V5/cACA6Ohp2dnbSq2vXrnXGEhGR/kru1t1EGSJjq+dp1GJHpGrIZJqHNIUQtcYain90XJdtNlXMwxYvXozIyEjpfVlZGZspIqIm1MnWSqe47a8/j4FuHZs5m7qdyruN6dt+ajBO13qo9WqxRsrBwQGmpqa1jvCUlJTUeQd1uVyuNd7MzAz29vb1xtRsU5f9yuVyAH8emercubPWGG0sLS3rvM8WERE9voFuHdHZzgrFpRXQdoFvzbVH/n95pkWvPfL/yzM65dmSzR41jRY7tWdhYQFvb2+kpKRojKekpGDQoEFa1/Hz86sVn5ycDB8fH5ibm9cbU7NNXfbr5uYGuVyuEVNVVYW0tLQ6cyMiouZnaiJD1KseAP5sRh5W8z7qVY8Wv4DbUPKkx9eitz+IjIzE1q1b8cUXX+D8+fOIiIhAQUGBdF+oxYsXa9zkMzQ0FPn5+YiMjMT58+fxxRdfIC4uDvPmzZNiwsLCkJycjJiYGPz666+IiYnBwYMHER4ervN+ZTIZwsPD8dFHH2H37t3Izc3F9OnT0aZNG0yePPnJ/HCIiEir4N6dsekfAyC30zwtJrezwqZ/DGg192cylDzpMYkWtmHDBuHi4iIsLCzEgAEDRFpamrRs2rRpIiAgQCP+yJEjon///sLCwkK4urqKTZs21drmN998I9zd3YW5ubno2bOnSExM1Gu/QgihVqtFVFSUkMvlwtLSUrz44ovi7NmzetVWWloqAIjS0lK91iMiooZVq9TixOVbYs/pG+LE5VuiWqVu6ZS0MpQ86X/0+fxu0ftIGTveR4qIiMjwGMR9pJ4GNT0q7ydFRERkOGo+t3U51sRGqhnVPE6Gt0AgIiIyPHfv3oWdnV29MTy114zUajVu3rwJW1vbeu8/9Thq7lV1/fp1oz19yBqNg7HXaOz1AazRGBh7fUDT1CiEwN27d+Hk5AQTk/q/l8cjUs3IxMQEzs7OT2Rf7dq1M9r/KWqwRuNg7DUae30AazQGxl4f8Pg1NnQkqkaL3v6AiIiIyJCxkSIiIiJqJDZSBs7S0hJRUVFG/Wga1mgcjL1GY68PYI3GwNjrA558jbzYnIiIiKiReESKiIiIqJHYSBERERE1EhspIiIiokZiI0VERETUSGykWqHo6Gg8//zzsLW1RadOnTB27FhcuHChVtz58+cxevRo2NnZwdbWFi+88AIKCgqk5ZWVlZg9ezYcHBzQtm1bjB49Gjdu3HiSpdRJlxrLy8sxa9YsODs7w9raGr169cKmTZs0YlpzjZs2bUKfPn2km8L5+flh//790nIhBJYtWwYnJydYW1vjpZdewrlz5zS2Yaj1KZVKLFy4EF5eXmjbti2cnJwwdepU3Lx5U2Mbrbk+oOHf4cNmzpwJmUyG2NhYjXFjqNGQ55qG6jP0eUab6OhoyGQyhIeHS2OGPt886tEaW3TOEdTqBAUFiW3btonc3FyRnZ0tRo0aJbp16ybKy8ulmMuXL4uOHTuK+fPni6ysLHHlyhWxd+9e8dtvv0kxoaGhokuXLiIlJUVkZWWJIUOGiL59+4rq6uqWKEuDLjXOmDFDdO/eXaSmpoq8vDzx+eefC1NTU7Fnzx4ppjXXmJSUJL7//ntx4cIFceHCBbFkyRJhbm4ucnNzhRBCrFy5Utja2orExERx9uxZoVAoROfOnUVZWZm0DUOt748//hDDhg0TCQkJ4tdffxUZGRnC19dXeHt7a2yjNdcnRMO/wxq7d+8Wffv2FU5OTmLNmjUaywy9RkOfaxqqz9DnmUedOnVKuLq6ij59+oiwsDBp3NDnm4dpq7El5xw2UgagpKREABBpaWnSmEKhEP/4xz/qXOePP/4Q5ubmIj4+XhorLCwUJiYm4sCBA82ab2Noq9HT01MsX75cI27AgAFi6dKlQgjDq1EIITp06CC2bt0q1Gq1kMvlYuXKldKyiooKYWdnJzZv3iyEMOz6tDl16pQAIPLz84UQhlmfELVrvHHjhujSpYvIzc0VLi4uGo2UMdRobHONEJr1GdM8c/fuXfGXv/xFpKSkiICAAKnJMKb5pq4atXlScw5P7RmA0tJSAEDHjh0B/Pkw5O+//x49evRAUFAQOnXqBF9fX+zZs0daJzMzE0qlEoGBgdKYk5MTevfujRMnTjzR/HXxaI0AMHjwYCQlJaGwsBBCCKSmpuLixYsICgoCYFg1qlQqxMfH4969e/Dz80NeXh6Ki4s1cre0tERAQICUuyHXp01paSlkMhnat28PwLDqA7TXqFarERISgvnz58PT07PWOoZeo7HNNdp+h8Y0z7zzzjsYNWoUhg0bpjFuTPNNXTVq86TmHD60uJUTQiAyMhKDBw9G7969AQAlJSUoLy/HypUr8cEHHyAmJgYHDhzA+PHjkZqaioCAABQXF8PCwgIdOnTQ2J6joyOKi4tbopQ6aasRANatW4e33noLzs7OMDMzg4mJCbZu3YrBgwcDgEHUePbsWfj5+aGiogI2NjbYvXs3PDw8pP9pHR0dNeIdHR2Rn58PwLDre1RFRQUWLVqEyZMnSw8RNYT6gPprjImJgZmZGebMmaN1XUOvsbi42Cjmmvp+h8YwzwBAfHw8srKy8NNPP9VaVpOnoc839dX4qCc557CRauVmzZqFM2fO4NixY9KYWq0GAIwZMwYREREAgH79+uHEiRPYvHkzAgIC6tyeEAIymax5k9aTthqBPye4H3/8EUlJSXBxcUF6ejrefvttdO7cud6/RlpTje7u7sjOzsYff/yBxMRETJs2DWlpadLyR/PUJXdDqO/hZkqpVGLSpElQq9XYuHFjg9tsTfUBddf44MEDrF27FllZWXrnayg11vwlb+hzTX3/To1hnrl+/TrCwsKQnJwMKyurOuMMeb7RtUbgyc85PLXXis2ePRtJSUlITU2Fs7OzNO7g4AAzM7Naf/n36tVL+iaNXC5HVVUV7ty5oxFTUlJS66+SllRXjQ8ePMCSJUuwevVqvPrqq+jTpw9mzZoFhUKBTz75BIBh1GhhYYHnnnsOPj4+iI6ORt++fbF27VrI5XIAqPVX0MO5G3J9NZRKJSZOnIi8vDykpKRIfxkChlEfUHeNR48eRUlJCbp16wYzMzOYmZkhPz8fc+fOhaurKwDDr9FY5pq66jOWeSYzMxMlJSXw9vaW/i2mpaVh3bp1MDMzk/I05PmmoRpVKhWAlplz2Ei1QkIIzJo1C7t27cLhw4fh5uamsdzCwgLPP/98rdsFXLx4ES4uLgAAb29vmJubIyUlRVpeVFSE3NxcDBo0qPmLaEBDNSqVSiiVSpiYaP4TNTU1lY7ItfYatRFCoLKyEm5ubpDL5Rq5V1VVIS0tTcrdkOsD/jehXbp0CQcPHoS9vb1GrCHWB/yvxpCQEJw5cwbZ2dnSy8nJCfPnz8cPP/wAwPBrNIa5Rpua+oxlnnn55Zdx9uxZjX+LPj4+mDJlCrKzs/Hss88a/HzTUI2mpqYtN+c0+jJ1ajb//Oc/hZ2dnThy5IgoKiqSXvfv35didu3aJczNzcWWLVvEpUuXxPr164Wpqak4evSoFBMaGiqcnZ3FwYMHRVZWlhg6dGir+SqrLjUGBAQIT09PkZqaKq5evSq2bdsmrKysxMaNG6WY1lzj4sWLRXp6usjLyxNnzpwRS5YsESYmJiI5OVkI8efXke3s7MSuXbvE2bNnxd///netX0c2xPqUSqUYPXq0cHZ2FtnZ2Rq/48rKSmkbrbk+IRr+HT7q0W/tCWH4NRr6XNNQfYY+z9Tl0W+0Gfp8o83DNbbknMNGqhUCoPW1bds2jbi4uDjx3HPPCSsrK9G3b1+N+54IIcSDBw/ErFmzRMeOHYW1tbV45ZVXREFBwROspG661FhUVCSmT58unJychJWVlXB3dxeffvqpUKvVUkxrrvGNN94QLi4uwsLCQjzzzDPi5Zdf1vgAVqvVIioqSsjlcmFpaSlefPFFcfbsWY1tGGp9eXl5df6OU1NTpW205vqEaPh3+ChtjZQx1GjIc01D9Rn6PFOXRxspQ59vtHm4xpacc2RCCNH441lERERETy9eI0VERETUSGykiIiIiBqJjRQRERFRI7GRIiIiImokNlJEREREjcRGioiIiKiR2EgRERERNRIbKSJqNZYtW4Z+/fq1dBoGraqqCs899xyOHz/eYGxlZSW6deuGzMzMJ5AZkXFiI0VET4RMJqv3NX36dMybNw+HDh1qkfwSExPh6+sLOzs72NrawtPTE3PnzpWWG0qTt2XLFri4uOCvf/1rg7GWlpaYN28eFi5c+AQyIzJObKSI6IkoKiqSXrGxsWjXrp3G2Nq1a2FjY1PrQaNPwsGDBzFp0iRMmDABp06dQmZmJj788ENUVVU98Vwe1/r16zFjxgyd46dMmYKjR4/i/PnzzZgVkfFiI0VET4RcLpdednZ2kMlktcYePeozffp0jB07Fh999BEcHR3Rvn17vP/++6iursb8+fPRsWNHODs744svvtDYV2FhIRQKBTp06AB7e3uMGTMG165dqzO3vXv3YvDgwZg/fz7c3d3Ro0cPjB07FuvXrwcAbN++He+//z5ycnKkI2jbt28HAKxevRpeXl5o27Ytunbtirfffhvl5eXStrdv34727dtj7969cHd3R5s2bTBhwgTcu3cPX375JVxdXdGhQwfMnj0bKpVKWs/V1RUrVqzA5MmTYWNjAycnJymfumRlZeHy5csYNWqUNFZVVYVZs2ahc+fOsLKygqurK6Kjo6Xl9vb2GDRoEHbs2FHvtolIOzZSRNSqHT58GDdv3kR6ejpWr16NZcuW4ZVXXkGHDh1w8uRJhIaGIjQ0FNevXwcA3L9/H0OGDIGNjQ3S09Nx7Ngx2NjYIDg4uM4jTHK5HOfOnUNubq7W5QqFAnPnzoWnp6d0BE2hUAAATExMsG7dOuTm5uLLL7/E4cOHsWDBAo3179+/j3Xr1iE+Ph4HDhzAkSNHMH78eOzbtw/79u3DV199hS1btuDbb7/VWO/jjz9Gnz59kJWVhcWLFyMiIgIpKSl1/qzS09PRo0cPtGvXThpbt24dkpKSsHPnTly4cAH//ve/4erqqrHewIEDcfTo0Tq3S0T1eKxHHhMRNcK2bduEnZ1drfGoqCjRt29f6f20adOEi4uLUKlU0pi7u7vw9/eX3ldXV4u2bduKHTt2CCGEiIuLE+7u7kKtVksxlZWVwtraWvzwww9a8ykvLxcjR44UAISLi4tQKBQiLi5OVFRU1JlbXXbu3Cns7e01agUgLl++LI3NnDlTtGnTRty9e1caCwoKEjNnzpTeu7i4iODgYI1tKxQKMWLEiDr3HRYWJoYOHaoxNnv2bDF06FCNn8ej1q5dK1xdXRusjYhq4xEpImrVPD09YWLyv6nK0dERXl5e0ntTU1PY29ujpKQEAJCZmYnLly/D1tYWNjY2sLGxQceOHVFRUYErV65o3Ufbtm3x/fff4/Lly1i6dClsbGwwd+5cDBw4EPfv3683v9TUVAwfPhxdunSBra0tpk6dit9//x337t2TYtq0aYPu3btr1ODq6gobGxuNsZoaavj5+dV6X9+1TA8ePICVlZXG2PTp05GdnQ13d3fMmTMHycnJtdaztrZusE4i0o6NFBG1aubm5hrvZTKZ1jG1Wg0AUKvV8Pb2RnZ2tsbr4sWLmDx5cr376t69O2bMmIGtW7ciKysLv/zyCxISEuqMz8/Px8iRI9G7d28kJiYiMzMTGzZsAAAolcpG11AfmUxW5zIHBwfcuXNHY2zAgAHIy8vDihUr8ODBA0ycOBETJkzQiLl9+zaeeeaZBvdNRLWZtXQCRERNacCAAUhISECnTp00rhXSl6urK9q0aSMdWbKwsNC4GBwAfv75Z1RXV+PTTz+Vjprt3Lmz8ck/4scff6z1vmfPnnXG9+/fH5s2bYIQQqPhateuHRQKBRQKBSZMmIDg4GDcvn0bHTt2BADk5uaif//+TZY30dOER6SIyKhMmTIFDg4OGDNmDI4ePYq8vDykpaUhLCwMN27c0LrOsmXLsGDBAhw5cgR5eXk4ffo03njjDSiVSgwfPhzAn41VXl4esrOzcevWLVRWVqJ79+6orq7G+vXrcfXqVXz11VfYvHlzk9Vy/PhxrFq1ChcvXsSGDRvwzTffICwsrM74IUOG4N69ezh37pw0tmbNGsTHx+PXX3/FxYsX8c0330Aul6N9+/ZSzNGjRxEYGNhkeRM9TdhIEZFRadOmDdLT09GtWzeMHz8evXr1whtvvIEHDx7UeYQqICAAV69exdSpU9GzZ0+MGDECxcXFSE5Ohru7OwDgtddeQ3BwMIYMGYJnnnkGO3bsQL9+/bB69WrExMSgd+/e+PrrrzVuLfC45s6di8zMTPTv3x8rVqzAp59+iqCgoDrj7e3tMX78eHz99dfSmI2NDWJiYuDj44Pnn38e165dw759+6QjaBkZGSgtLa11uo+IdCMTQoiWToKIiDS5uroiPDwc4eHheq139uxZDBs2TLrgviF/+9vf0L9/fyxZsqSRmRI93XhEiojIiHh5eWHVqlX13oC0RmVlJfr27YuIiIjmT4zISPFicyIiIzNt2jSd4iwtLbF06dJmzobIuPHUHhEREVEj8dQeERERUSOxkSIiIiJqJDZSRERERI3ERoqIiIiokdhIERERETUSGykiIiKiRmIjRURERNRIbKSIiIiIGomNFBEREVEj/T8my7JnJq0t1QAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [5] nudges for run 120420\n", + "energy change is 14.569999999999709\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 120420 is 7.2849999999998545\n", + "plotting for run 120848\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [2 3 4]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5694\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5691\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 177.0\n", + "Nudge number 3 occurs at time 197.0\n", + "Nudge number 4 occurs at time 210.0\n", + "daq on at time 286.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 162.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "162.0 169\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "162.0 5695\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 120848\n", + "energy change is 20.18000000000211\n", + "num_nudges_better is 3.0\n", + "energy change per nudge for run 120848 is 6.72666666666737\n", + "plotting for run 120857\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [2 3 4]\n", + "Nudge has backlash count BacklashNudge\n", + "False 3306\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 3303\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 251.0\n", + "Nudge number 3 occurs at time 291.0\n", + "Nudge number 4 occurs at time 461.0\n", + "daq on at time 572.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 162.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "162.0 314\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "162.0 3307\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 120857\n", + "energy change is 22.19250000000102\n", + "num_nudges_better is 3.0\n", + "energy change per nudge for run 120857 is 7.397500000000339\n", + "plotting for run 120894\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6593\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6591\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 1539.0\n", + "Nudge number 3 occurs at time 1555.0\n", + "daq on at time 1115.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 162.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "162.0 407\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "162.0 6595\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 120894\n", + "energy change is 35.11249999999927\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 120894 is 17.556249999999636\n", + "plotting for run 120931\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [1 2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 2132\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 2129\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 651.0\n", + "Nudge number 2 occurs at time 1160.0\n", + "Nudge number 3 occurs at time 1170.0\n", + "daq on at time 1191.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 162.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "162.0 275\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "162.0 2132\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 120931\n", + "energy change is 23.86200000000099\n", + "num_nudges_better is 3.0\n", + "energy change per nudge for run 120931 is 7.95400000000033\n", + "plotting for run 121036\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 2779\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 2777\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 1793.0\n", + "Nudge number 3 occurs at time 1801.0\n", + "daq on at time 1648.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 162.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "162.0 214\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + " 162.0 2238\n", + "-153.0 542\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 121036\n", + "energy change is 34.344999999999345\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 121036 is 17.172499999999673\n", + "plotting for run 121051\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5965\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5963\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 696.0\n", + "Nudge number 3 occurs at time 1448.0\n", + "daq on at time 177.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 162.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "162.0 1290\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "162.0 5966\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 121051\n", + "energy change is 16.25250000000051\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 121051 is 8.126250000000255\n", + "plotting for run 121068\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [2 3 4]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6099\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6096\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 281.0\n", + "Nudge number 3 occurs at time 286.0\n", + "Nudge number 4 occurs at time 291.0\n", + "daq on at time 139.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 162.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "162.0 192\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "162.0 6100\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 121068\n", + "energy change is 19.8125\n", + "num_nudges_better is 3.0\n", + "energy change per nudge for run 121068 is 6.604166666666667\n", + "plotting for run 121097\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6009\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6008\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 435.0\n", + "daq on at time 467.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 162.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "162.0 93\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "162.0 6010\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 121097\n", + "energy change is 7.704999999999927\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 121097 is 7.704999999999927\n", + "plotting for run 121183\n", + "Total number of nudges this run is [1]\n", + "Nudge list is [1]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6036\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6035\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 1347.0\n", + "daq on at time 543.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 162.0\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "162.0 852\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "162.0 6036\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [1] nudges for run 121183\n", + "energy change is 11.213999999998123\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 121183 is 11.213999999998123\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "number_nudges = []\n", + "energy_changes = []\n", + "\n", + "number_nudges_0_90 = []\n", + "energy_changes_0_90 = []\n", + "\n", + "number_nudges_45_135 = []\n", + "energy_changes_45_135 = []\n", + "\n", + "# run lists determined by manually looking through plots of all runs, output in cell above\n", + "runs_45_135 = [120784, 120828, 121099, 121132, 121174, 121187, 121205]\n", + "runs_0_90 = [120420, 120848, 120857, 120894, 120931, 121036, 121051, 121068, 121097, 121183]\n", + "good_run_list = runs_45_135+runs_0_90\n", + "\n", + "# some of the runs listed above have unreliable behavior, ie nudges that do nothing, but aren't labeled as backlash\n", + "exclude_runs = []\n", + "for runNum in good_run_list:\n", + " if runNum in exclude_runs:\n", + " continue\n", + "\n", + " plot_run(df_2023_good,runNum)\n", + "\n", + " df_tmp = df_2023_good[(df_2023_good['RunNumber']==runNum)&(df_2023_good['NudgeOccurred'])&(~df_2023_good['BacklashNudge'])]\n", + " df_tmp.reset_index(inplace=True)\n", + "\n", + "\n", + " print('should have ',df_tmp['TotalNudges_thisRun'].unique(),'nudges for run',runNum)\n", + "\n", + " # we are looking at the subset of nudges that are not backlash, so none of these methods work for us\n", + " #num_nudges = df_tmp['TotalNudgeSize_thisRun'].unique()[0]/0.001\n", + " #num_nudges_alt = df_tmp['TotalNudges_thisRun'].unique()[0]\n", + " \n", + " # need to loop over nudge sizes, add in quadrature, and divide by 0.001\n", + " num_nudges_fixed = 0\n", + " for nudgeVal in df_tmp['NudgeNumber'].unique():\n", + " df_tmp2 = df_tmp[df_tmp['NudgeNumber']==nudgeVal]\n", + " num_nudges_fixed += (df_tmp['NudgePitchSize'].mode()[0]**2+df_tmp['NudgeYawSize'].mode()[0]**2)**0.5\n", + " num_nudges_fixed = round(num_nudges_fixed/0.001,1)\n", + "\n", + "\n", + "\n", + " # look at energy at first nudge, compare to avg of last 5 energies\n", + " nudge_list = df_tmp['NudgeNumber'].unique()\n", + " df_first_nudge = df_tmp[df_tmp['NudgeNumber']==min(nudge_list)]\n", + " df_first_nudge.reset_index()\n", + " initial_energy = df_first_nudge.loc[0,'CBREM:ENERGY']\n", + "\n", + "\n", + " # look 15-30 seconds after last nudge, take avg time\n", + " df_last_nudge = df_tmp[df_tmp['NudgeNumber']==max(nudge_list)]\n", + " df_last_nudge.reset_index(inplace=True)\n", + "\n", + " last_nudge_time = df_last_nudge.loc[0,'TimeStamp']\n", + "\n", + " df_end = df_2023_good[(df_2023_good['RunNumber']==runNum)&(df_2023_good['TimeStamp']>=(last_nudge_time+15))&(df_2023_good['TimeStamp']<=(last_nudge_time+30))]\n", + " end_energies = df_end['CBREM:ENERGY'].unique()\n", + "\n", + " final_energy = np.mean(end_energies)\n", + "\n", + " energy_change = abs(final_energy - initial_energy)\n", + "\n", + " energy_changes.append(energy_change)\n", + " number_nudges.append(num_nudges_fixed)\n", + "\n", + " print('energy change is',energy_change)\n", + " print('num_nudges_better is',num_nudges_fixed)\n", + " print('energy change per nudge for run ',runNum,'is',energy_change/num_nudges_fixed)\n", + "\n", + " if runNum in runs_45_135:\n", + " energy_changes_45_135.append(energy_change)\n", + " number_nudges_45_135.append(num_nudges_fixed)\n", + " else:\n", + " energy_changes_0_90.append(energy_change)\n", + " number_nudges_0_90.append(num_nudges_fixed)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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3bh3u3Lmjsc/mzZvD3NxctWxra4uiRYuq9hkfH4+goCB07twZBgYGqnpmZmYaP4v79++HJEno16+f2vW3s7NDjRo1vvgz4enpiffv32Pbtm2qsg0bNsDQ0FA1GNba2hrlypXD/PnzsWjRIly7di3N1sesmjt3Lp4/f44lS5Zk2z47dOigtlylShUAQPv27TXK0+rW6tq1K4yMjFTL5ubmcHNzw+nTp6FQKJCQkIDjx4+jS5cuMDExUbv27dq1Q0JCAi5evKi2z8x873xs8uTJsLa2xpQpU7K0/cdOnjwJc3Nzjd/rTwc+37t3T9VN+bGSJUuiUaNGamX79++HlZUV3Nzc1K6Ds7Mz7OzsVD+Dzs7OMDAwwLBhw7Bx48Yvdg1nxKfd0OmtO3XqFF6/fq3WtT5s2DDo6+ujb9++uH37NiIjI7FixQrV78KnQzwyeqyCjomSDGrXro0pU6bg77//xosXL/Ddd98hNDQU8+bNU6tnZ2ensW1qWWRkpFq5vb19ho9vYmKi9oUJfGiaTUhIUC1HRkbC1tZWY9u0yr5kw4YNGD58OIYNG4b58+enW69q1aqoW7cuunfvjoCAAJQqVQrjx4/P0DFSx1x8+ilVqpRGXRsbG7Xl1Gbp1Ob01K6dOnXqQF9fX+2zbds2jYTWxMQEFhYWamWRkZHQ09PTeLInretnaGiI4cOHw9fXF9HR0Xj16hW2b9+OIUOGfPGpvZIlS+Lx48efrfOpT88/NYbU8weAnTt3omfPnihWrBi2bNmCCxcuIDAwEJ6enmo/Jxnd55s3byCEyNDP1MuXL1V1P73+Fy9e1Lj+n6patSrq1Kmj6n5TKBTYsmULOnXqpPr/SB3H1Lp1a8ybNw81a9ZEkSJFMG7cOMTFxX12/xnRsGFDdO7cGd7e3njz5s1X7w+Axs9SasKZVnla/0fpfZ8kJSXh7du3iIyMREpKCpYtW6Zx3du1awcAGtc+M987H7OwsMAvv/yCgIAAnDx5Mkv7SJXed9Wn55v6nZnRn8Ho6GgYGBhoXIvw8HDVdShXrhyOHTuGokWLYvTo0ShXrhzKlSuX5QTZxsZG47sdAKKiogCo/1/7+/ujVq1aamOrqlSpgl27duHJkyeoVq0aChcujLlz56qeqC5WrFiWjlXQcXoAmenr62PatGlYvHixRv9zWoMRU8s+vTFld/ZvY2ODy5cvp3v8jNqwYQOGDBkCDw8PrF69OsNx6unpoWbNmti+fXumjpcdChcuDODDF1Faidan0jonGxsbpKSkICoqSu0LJ73rN3LkSHh7e2P9+vVISEhASkoKRowY8cVjt27dGsuWLcPFixczNU7pS7Zs2YIyZcpg27Ztauf36YD/jCpUqBAkSUpzfNGn16Rw4cKQJAlnzpz57HiLzxk0aBBGjRqFO3fu4NGjRwgLC8OgQYPU6pQqVUo1v8z9+/exfft2TJ8+HUlJSVi9enVmTi9Nc+bMQbVq1eDl5ZXmekNDwzSvZ1o3r+yQ3veJgYEBzMzMoK+vD11dXfTv3z/dsYFlypRRW/6a752RI0diyZIlmDJlCkaOHKmx3sjICDExMRrlnyZrGf2uSv3OzOjPoI2Njdrg54993HrapEkTNGnSBAqFAkFBQVi2bBkmTJgAW1tb9OrVK83t01O9enVs3boVKSkpauOUbt68CQCqOdCUSiV27dqFcePGaeyjbdu2ePLkCR48eICUlBRUrFhR9T3atGlTtWOl7vdjnx6L2KKUq8LCwtIsT+3KSB2Ql+r27du4fv26Wpmvry/Mzc1Rs2bNnAny/7i4uCAuLg6HDh1SK//cxGef8vHxwZAhQ9CvXz/8+eefmfpSTW3mL1++fIa3yS6tW7eGnp4eHj58mGYrVe3atb+4j9Q5SD7u/gHSv3729vbo0aMHVq5cidWrV8PNzQ0lS5b84nG+++47mJqaYtSoUWneVIQQ2LVr1xf38ylJkmBgYKD2fxYeHp7mU28ZYWpqitq1a2P37t1qg1zfvn2r8XRchw4dIITAf//9l+a1r169+heP17t3bxgZGcHHxwc+Pj4oVqwYWrVqlW79ihUr4pdffkH16tU1urWzqnLlyvD09MSyZcvw9OlTjfWlS5dWG1wLfHiC6u3bt9ly/E/t3LlTraUpLi4O+/btQ5MmTaCrqwsTExM0b94c165dg5OTU5rXPq2Ww6wyMDDArFmzEBgYiL///ltjfenSpXH//n21ZDIyMlJjItrmzZsjLi4Oe/fuVSv39fVVW65UqRLs7Ow0/vh6+vSpxj47dOiAyMhIKBSKNK9DpUqVNOLV1dVFvXr1VF3oWfk56tKlC96+fYsdO3aolW/cuBEODg6oV68eAOD8+fMIDw9Pt+tTkiRUqFABVapUgUKhwJIlS+Ds7KyWKHXp0gV3795Ve5IuJSUFW7ZsQb169TTuRwUZW5RyUevWrVG8eHG4ubmhcuXKUCqVCA4OxsKFC2FmZqbRzeTg4ICOHTti+vTpsLe3x5YtW3D06FHMnTsXJiYmORqrh4cHFi9ejH79+mHWrFkoX748Dh06hMOHDwPQ7Ov+1N9//43BgwfD2dkZw4cP1/iL75tvvlG1DDRs2BAdO3ZElSpVYGlpidDQUKxatQoPHz7M8E3+/fv3GuMnUmW2paV06dKYOXMmfv75Zzx69Aht2rRBoUKF8PLlS1y+fBmmpqZpPgH0sTZt2qBRo0aYNGkSYmNjUatWLVy4cEH1xFha12/8+PGqL8K0ntpKS5kyZeDn5wd3d3c4OzurJpwEPjzBtH79egghVI8PZ1SHDh2wc+dOjBo1Ct27d8ezZ8/wv//9D/b29vj3338zta9UM2fORPv27dG6dWuMHz8eCoUC8+fPh5mZmaq5HwAaNWqEYcOGYdCgQQgKCkLTpk1hamqKsLAwnD17FtWrV0+zBeJjVlZW6NKlC3x8fBAdHY3vv/9e7ZrfuHEDY8aMQY8ePVChQgUYGBjgxIkTuHHjBn788UdVvcGDB2Pjxo14+PBhhloXPzV9+nT89ddfOHnyJExNTdXW9e/fH7/++it+++03uLi4ICQkBMuXL09zmofsoKurC1dXV0ycOBFKpRJz585FbGys2s/ykiVL0LhxYzRp0gQjR45E6dKlERcXhwcPHmDfvn1pzqz/NXr37o0FCxZo/EEGfLg+a9asQb9+/TB06FBERkZi3rx5Gt3cAwYMwOLFizFgwADMnj0bFSpUwMGDB1XfVal0dHQwY8YMDB8+HN27d4enpyeio6MxY8YM2Nvbq/189OrVC3/99RfatWuH8ePHo27dutDX18fz589x8uRJdOrUCV26dMHq1atx4sQJtG/fHiVLlkRCQgLWr18PAGjZsqVqfwMHDsTGjRvx+PHjz74toG3btnB1dcXIkSMRGxuL8uXLY+vWrQgICMCWLVugq6sL4ENrd7Vq1VCxYkWNfYwdO1Y1XcGjR4+wdOlSPH/+XDVuMpWnpydWrFiBHj16wNvbG0WLFsXKlStx7949HDt2LN0YCyRZh5IXMNu2bRN9+vQRFSpUEGZmZkJfX1+ULFlS9O/fX4SEhKjVLVWqlGjfvr3w9/cXVatWFQYGBqJ06dIaT7h8+rRNWus+feotrYnvpk2bJj79cXj69Kno2rWrMDMzE+bm5qJbt27i4MGDaT5h8qnUp8HS+zx+/FhVd9KkSaJGjRrC0tJS6OnpCTs7O9GlSxdx7ty5zx4j1eeeegOgmgQvvUnt0rpOQgixe/du0bx5c2FhYSEMDQ1FqVKlRPfu3cWxY8fUzjO9iQSjoqLEoEGDhJWVlTAxMRGurq7i4sWLAoBYsmRJmtuULl1aVKlSJUPn/bGHDx+KUaNGifLlywtDQ0NhbGwsHB0dxcSJE9WudXoTTn76JJEQQnh7e4vSpUsLQ0NDUaVKFbF27do0f07w0dNMH/v06S0hhNi1a5eoXr26MDAwECVLlhTe3t5i3LhxolChQhrbr1+/XtSrV0+YmpoKY2NjUa5cOTFgwACNyfTSc+TIEdXPwP3799XWvXz5UgwcOFBUrlxZmJqaCjMzM+Hk5CQWL16sNqlf6s/xx9cwLZ/7Pfzpp58EAI2fk8TERDF58mRRokQJYWxsLFxcXERwcHC6T719+nOb+n/x6tUrtfJPfyZTn3qbO3eumDFjhihevLgwMDAQ33zzjTh8+LBGvI8fPxaenp6iWLFiQl9fXxQpUkQ0bNhQzJo1K0Pnm570fk4+/n/69Bw3btwoqlSpIoyMjISjo6PYtm1bmj+rz58/F926dVP7rkp9euvTJ3T/+OMPUb58eWFgYCAqVqwo1q9fLzp16qTxNGdycrJYsGCBqFGjhjAyMhJmZmaicuXKYvjw4eLff/8VQnx4QrNLly6iVKlSwtDQUNjY2AgXFxeNCUe7desmjI2N1SZ8TE9cXJwYN26csLOzEwYGBsLJyUls3bpVrU6JEiXSfGJSCCE6deok7O3thb6+vrCzsxMDBw4UoaGhadYNDw8XAwYMENbW1qonaI8ePfrFGAsaJkpaKjVR0jazZ88WkiSJZ8+eyR1KnvTXX38JAGkmgdevXxcAxIoVK2SITB5JSUnC0dFRuLq6yh0KFVBv3rwRRYoUEUOHDs2xY9ja2orvv/8+W/Z16dIlAUDcuHEjW/ZHX8auN0rX8uXLAXwYa5GcnIwTJ05g6dKl6NevH4oXLy5zdNpv69at+O+//1C9enXo6Ojg4sWLmD9/Ppo2bYqGDRuq6j18+BBPnjzBTz/9BHt7e7VZmfObwYMHw9XVFfb29ggPD8fq1atx586dbH2Mnig94eHhmD17Npo3bw4bGxs8efIEixcvRlxcXIafsM2s27dv4927d9kyFQIA1K1bF0KIbNkXZQwTJUqXiYkJFi9ejNDQUCQmJqJkyZKYMmUKfvnlF7lDyxPMzc3h5+eHWbNmIT4+XpUEzZo1S63e//73P9XrP/7+++8cH38mp7i4OHz//fd49eoV9PX1UbNmTRw8eFBtPAdRTjE0NERoaChGjRqFqKgomJiYoH79+li9enW6bwz4WlWrVkVsbGyO7JtyhySYmhIRERGlidMDEBEREaWDiRIRERFROpgoEREREaUj3w/mViqVePHiBczNzfmSPyIiojxCCIG4uDg4ODh8cZLjnJTvE6UXL16gRIkScodBREREWfDs2TNZp6TJ94lS6ssLnz17pjH1PREREWmn2NhYlChRQu0lxHLI94lSanebhYUFEyUiIqI8Ru5hMxzMTURERJQOJkpERERE6WCiRERERJQOJkpERERE6WCiRERERJQOJkpERERE6WCiRERERJQOJkpERERE6WCiRERERJQOJkpERERE6WCiRERERJQOJkpERERE6WCiRERERJQOJkpERERE6WCiRERERJly9/VdKJQKucPIFUyUiIiIKEOEEFgZuBLOq50x+8xsucPJFXpyB0BERETaLyYhBkP2DYF/iD8A4Fr4NSiFEjpS/m5zYaJEREREnxX0Igju/u549OYR9HX0MbflXEyoPwGSJMkdWo5jokRERERpEkJg6aWl+OHoD0hWJqO0VWls674NdYvVlTu0XMNEiYiIiNL0OPoxfjz+I5KVyehapSvWdVwHKyMrucPKVUyUiIiIKE1lC5XF8rbL8T7lPUbXGV0guto+xUSJiIiIAABKocTiC4vRuGRj1CteDwAwuOZgmaOSFxMlIiIiQuS7SHjs9sCBfw+glGUp3Bx5E+aG5nKHJTsmSkRERAXc2adn0XtHbzyPfQ5DXUNMbTwVZgZmcoelFZgoERERFVBKocTcs3Px68lfoRAKVLSpiO3dt6OGXQ25Q9MaTJSIiIgKoLdJb9F9e3ccfngYANDPqR9WtV/FlqRPMFEiIiIqgEz1TWGgawBjPWMsb7ccg5wHFcin2r6EiRIREVEBoVAqkKRIgrG+MSRJgk9nH4TFhaFq0apyh6a18vcLWoiIiAgAEP42HK22tMLQfUMhhAAAWBtbM0n6ArYoERER5XPHHh1Dv5398DL+JUz0TfDwzUOUty4vd1h5AluUiIiI8qkUZQp+PfErWm1uhZfxL1G9aHVcGXaFSVImsEWJiIgoH3oR9wK9d/TG6SenAQDDag7D721+h7G+scyR5S1MlIiIiPIZpVCizZY2uBlxE2YGZljrtha9qvWSO6w8iV1vRERE+YyOpIPFrRejln0tXB12lUnSV5BE6tD3fCo2NhaWlpaIiYmBhYWF3OEQERHliKcxT3Hv9T24lnNVlSmFEjpS3mwT0Zb7d968ekRERKSy794+fLPmG3Tb3g0Poh6oyvNqkqRNeAWJiIjyqCRFEiYdnoSOfh0R9T4KlQpXgq6kK3dY+QoHcxMREeVBodGhcPd3x+X/LgMAJtSbAO+W3jDUM5Q5svyFiRIREVEes/vubgzaMwjRCdGwMrKCTycfdKrcSe6w8iUmSkRERHnMmSdnEJ0QjfrF68Ovmx9KWZWSO6R8i4kSERFRHiCEgCRJAIA5LeegpGVJjKozCvq6+jJHlr9xMDcREZGW2357O9r7tkeyIhkAYKBrgPH1xzNJygVakyjNmTMHkiRhwoQJqjIhBKZPnw4HBwcYGxujWbNmuH37tnxBEhER5aKElASM3D8S7v7uOPTgENZeXSt3SAWOViRKgYGB+OOPP+Dk5KRWPm/ePCxatAjLly9HYGAg7Ozs4Orqiri4OJkiJSIiyh33I++j/p/1sfrKagDA1MZTMazWMJmjKnhkT5Tevn2Lvn37Yu3atShUqJCqXAiB33//HT///DO6du2KatWqYePGjXj37h18fX1ljJiIiChn+d70Ra0/auH6y+soYlIEAX0D4NXCC3o6HFqc22RPlEaPHo327dujZcuWauWPHz9GeHg4WrVqpSozNDSEi4sLzp8/n+7+EhMTERsbq/YhIiLKK7zOeKHvzr54m/QWzUo3Q/CIYLQu31rusAosWRMlPz8/XL16FXPmzNFYFx4eDgCwtbVVK7e1tVWtS8ucOXNgaWmp+pQoUSJ7gyYiIspB3ap0g4WhBX5r+huO9T8GB3MHuUMq0GRLlJ49e4bx48djy5YtMDIySrde6qOQqT5+PDItU6dORUxMjOrz7NmzbIuZiIgoJ9x8eVP170qFK+HhuIeY0XwGdHX4OhK5yZYoXblyBREREahVqxb09PSgp6eHU6dOYenSpdDT01O1JH3aehQREaHRyvQxQ0NDWFhYqH2IiIi00dukt/DY7QHnNc44FXpKVV7YpLCMUdHHZEuUWrRogZs3byI4OFj1qV27Nvr27Yvg4GCULVsWdnZ2OHr0qGqbpKQknDp1Cg0bNpQrbCIiomxx8+VN1FlbB5uub/qwHHHzC1uQHGQbPm9ubo5q1aqplZmamsLGxkZVPmHCBHh5eaFChQqoUKECvLy8YGJigj59+sgRMhER0VcTQmDdtXUYe2gsElIS4GDuAN+uvnAp7SJ3aJQGrX7OcPLkyXj//j1GjRqFN2/eoF69ejhy5AjMzc3lDo2IiCjT4hLjMHz/cGy9tRUA0KZ8G2zqvAlFTIvIHBmlRxJCCLmDyEmxsbGwtLRETEwMxysREZGsttzYgv67+kNX0sXsb2fjh0Y/QEeSfaYeraQt92+tblEiIiLKT/pW74srL66gR9UeaFiC423zAqaxREREOSQmIQZjD47Fm/dvAHyY8mZxm8VMkvIQtigRERHlgKAXQXD3d8ejN48Q8S4C27pvkzskygK2KBEREWUjIQSWXlqKhusa4tGbRyhlWQoT60+UOyzKIrYoERERZZM379/Ac68ndt/dDQDoUrkL1nVch0LGhT6/IWktJkpERETZ4FbELXTw7YAnMU9goGuABa4LMKbumM++dou0HxMlIiKibGBvZg+lUKJsobLY3n07ajnUkjskygZMlIiIiLIoLjEOZgZmkCQJNiY2ONj3IEpYlIClkaXcoVE24WBuIiKiLDj39BwcVzrCJ9hHVVataDUmSfkMEyUiIqJMUAolvM96w8XHBc9jn2Pp5aVQKBVyh0U5hF1vREREGRQRH4EBuwbg8MPDAIA+1ftgdfvV0NXRlTkyyilMlIiIiDLgVOgp9N7RG2Fvw2CsZ4xlbZfB8xtPPtWWzzFRIiIi+oKnMU/RcnNLpChTUKVwFWzvsR3VilaTOyzKBUyUiIiIvqCkZUn82OhHPI97juVtl8PUwFTukCiXMFEiIiJKw/FHx1HKqhTKW5cHAMxoPgM6Ep+BKmj4P05ERPSRFGUKfj3xK1w3u8Ld3x2JKYkAwCSpgGKLEhER0f/5L/Y/9NnZB6efnAYA1LSrCaVQyhwVyYmJEhEREYCABwHov6s/Xr97DTMDM6zpsAZ9qveROyySGRMlIiIq0FK72rzPeQMAatjWwPYe21HRpqLMkZE2YIcrEREVaEqhxInQEwCAUbVH4eKQi0ySSIUtSkREVCAJISBJEgx0DeDXzQ9Xwq6gu2N3ucMiLcNEiYiICpQkRRJ+Ov4TDHUNMbvFbABAmUJlUKZQGZkjI23ERImIiAqM0OhQ9PLvhUv/XYIECQNqDEClwpXkDou0GBMlIiIqEHbf3Y1BewYhOiEaVkZW2NBpA5Mk+iImSkRElK8lpiRi8tHJWHp5KQCgXrF68Ovuh9JWpeUNjPIEJkpEBIVS4PLjKETEJaCouRHqlrGGrg7fiE55nxACrbe0xqknpwAAkxpMglcLLxjoGsgcGeUVTJSICriAW2GYsS8EYTEJqjJ7SyNMc3NEm2r2MkZG9PUkScLgbwbjZsRNbOy8ER0qdpA7JMpjJCGEkDuInBQbGwtLS0vExMTAwsJC7nCItErArTCM3HIVn34JpLYlrepXk8kS5TkJKQkIjQ5F5cKVVWVR76NgbWwtY1SUWdpy/+aEk0QFlEIpMGNfiEaSBEBVNmNfCBTKfP23FOUz9yPvo/6f9dFiUwu8in+lKmeSRFnFRImogLr8OEqtu+1TAkBYTAIuP47KvaCIvoLvTV/U+qMWrr+8jiRFEh69eSR3SJQPcIwSUQEVEZd+kpSVekRyeZf8DuMPjcef1/4EALiUcoFvN184mDvIHBnlB0yUiAqoouZG2VqPSA53Xt1BT/+euBVxCxIk/NL0F/zm8hv0dHh7o+zBnySiAqpuGWvYWxp9tvvN3vLDVAFE2mruubm4FXELtqa22NJ1C1qWbSl3SJTPMFEiKqB0dSR0rGGPNacfp1unYw17zqdEWm1JmyXQkXTg1cILdmZ2codD+RAHcxMVUAqlwN7rYZ+ts/d6GJ96I61yK+IWJh+djNSZbSyNLLG+03omSZRjmCgRFVBfeuoN4FNvpD2EEPjz6p+os7YO5p+fjz+v/il3SFRAsOuNqIDiU2+UV8QlxmHEgRHwvekLAGhdrjU6V+4sb1BUYDBRIiqg+NQb5QXB4cFw93fH/cj70JV0MevbWZjcaDJ0JHaIUO5gokRUQKU+9RYek5Dm7NwSADs+9UYy2nJjC4bsHYJERSKKWxSHXzc/NCrZSO6wqIBhSk5UQOnqSJjm5gjg/7/bLVXq8jQ3Rz71RrIpbVUaKcoUdKjYAcHDg5kkkSyYKBEVYG2q2WNVv5qws1TvXrOzNOILcUkWsYmxqn83LtkY5wefx95ee2FjYiNjVFSQSSL1Gct8SlvePkykzRRKgcuPoxARl4Ci5h+629iSRLlJCIHll5dj2j/TcNbzLByLOModEslMW+7fHKNERNDVkdCgHP9iJ3m8ef8Gg/cOxq67uwAA66+tx4JWC2SOiugDJkpERCSbS88vodeOXgiNDoW+jj4WtFqAsXXHyh0WkQoTJSIiynVCCCy+uBhTjk1BijIFZQuVxbbu21DbobbcoRGpYaJERES5bsuNLZh0ZBIAoIdjD6x1WwtLI0uZoyLSxESJiIhyXe/qvbH5xmZ0qdwFI2qPgCTx4QHSTkyUiIgoxymFEhuubUA/p34w1DOEno4eDvc7zASJtB7nUSIiohz1Kv4V2vu2x5B9QzDl2BRVOZMkygvYokRERDnmVOgp9NnZBy/iXsBIzwjVilaTOySiTGGiRERE2U6hVMDrjBemn5oOpVCicuHK2N59O6rbVpc7NKJMYaJERETZ6uXbl+i7sy+OPz4OAPCo4YEV7VbA1MBU5siIMo+JEhERZav45HgEvgiEib4JVrZbCQ9nD7lDIsoyJkpERPTVhBCqwdllC5XF9u7bUcKyBN/ZRnken3ojIqKv8iLuBVpubokjD4+oylqXb80kifIFtigREVGWHX5wGP139cerd68QGh2Ke2PuQU+HtxbKP9iiREREmZaiTMFPx39Cm7/a4NW7V6hhWwOH+h5ikkT5Dn+iiYgoU57HPkfvHb1x9ulZAMCIWiOwuM1iGOkZyRwZUfZjokRERBn2Iu4FnFc7I/J9JMwNzPFnxz/Rs2pPucMiyjFMlIiIKMMczB3QoWIH3Iq4hW3dt6GcdTm5QyLKUUyUiIjos55EP4GpgSkKmxQGAKxsvxK6ki4M9Qxljowo53EwNxERpWv33d1wXuMMj90eUAolAMBE34RJEhUYTJSIiEhDkiIJEwImoMu2LohOiMbrd68RkxAjd1hEuY5db0REpObRm0dw93dH0IsgAMCkBpPg1cILBroGMkdGlPuYKBERkYp/iD8G7x2M2MRYWBtbw6eTD9wquckdFpFsZO16W7VqFZycnGBhYQELCws0aNAAhw4dUq0XQmD69OlwcHCAsbExmjVrhtu3b8sYMRFR/pWQkoApx6YgNjEWDUs0xLXh15gkUYEna6JUvHhxeHt7IygoCEFBQfj222/RqVMnVTI0b948LFq0CMuXL0dgYCDs7Ozg6uqKuLg4OcMmIsqXjPSMsK37NvzY6Ef84/EPSlqWlDskItlJQgghdxAfs7a2xvz58+Hp6QkHBwdMmDABU6ZMAQAkJibC1tYWc+fOxfDhwzO0v9jYWFhaWiImJgYWFhY5GToRUZ7jd8sPb5PeYkjNIXKHQqRGW+7fWvPUm0KhgJ+fH+Lj49GgQQM8fvwY4eHhaNWqlaqOoaEhXFxccP78+XT3k5iYiNjYWLUPERGpe5/8HsP2DUPvHb0x+uBo3Hl1R+6QiLSS7InSzZs3YWZmBkNDQ4wYMQK7du2Co6MjwsPDAQC2trZq9W1tbVXr0jJnzhxYWlqqPiVKlMjR+ImI8pq7r++i7p91sfbqWkiQMLnhZFSwqSB3WERaSfan3ipVqoTg4GBER0djx44d8PDwwKlTp1TrJUlSqy+E0Cj72NSpUzFx4kTVcmxsLJMlIqL/s+n6Jow8MBLvkt/B1tQWW7puQcuyLeUOi0hryZ4oGRgYoHz58gCA2rVrIzAwEEuWLFGNSwoPD4e9vb2qfkREhEYr08cMDQ1haMgZY4mIPiaEwLB9w/DntT8BAN+W+RZ/df0LdmZ2MkdGpN1k73r7lBACiYmJKFOmDOzs7HD06FHVuqSkJJw6dQoNGzaUMUIiorxHkiSUtioNHUkHM5rNwJF+R5gkEWWArC1KP/30E9q2bYsSJUogLi4Ofn5++OeffxAQEABJkjBhwgR4eXmhQoUKqFChAry8vGBiYoI+ffrIGTYRUZ4ghEBMYgysjKwAAFObTEWb8m1Qy6GWvIER5SGyJkovX75E//79ERYWBktLSzg5OSEgIACurq4AgMmTJ+P9+/cYNWoU3rx5g3r16uHIkSMwNzeXM2wiIq0XlxiHkQdG4vrL67g05BJM9E2gI+kwSSLKJK2bRym7acs8DEREueV6+HX09O+J+5H3oSvpYl/vfWhboa3cYRFlirbcv7VujBIREWWNEAJrgtag3p/1cD/yPoqZF8M/A/9hkkT0FbKUKEVHR+PPP//E1KlTERUVBQC4evUq/vvvv2wNjoiIMiY2MRa9dvTCiAMjkKhIRPsK7RE8IhiNSzaWOzSiPC3TY5Ru3LiBli1bwtLSEqGhoRg6dCisra2xa9cuPHnyBJs2bcqJOImI6DPGHByD7be3Q09HD3NazMHEBhOhI7HTgOhrZfq3aOLEiRg4cCD+/fdfGBkZqcrbtm2L06dPZ2twRESUMV4tvFDLvhbODDqD7xt+zySJKJtk+jcpMDAwzRfSFitW7LOvFiEiouwTnRCNjcEbVcvFLYojcGgg6hevL2NURPlPprvejIyM0nzR7L1791CkSJFsCYqIiNJ3+b/LcPd3R2h0KKyMrNCpcicAmq98IqKvl+kWpU6dOmHmzJlITk4G8OEX8+nTp/jxxx/RrVu3bA+QiIg+EEJg8YXFaLy+MUKjQ1HGqgyKWRSTOyyifC3TidKCBQvw6tUrFC1aFO/fv4eLiwvKly8Pc3NzzJ49OydiJCIq8KLeR6GTXydMPDIRycpkdHfsjmvDr6G2Q225QyPK1zLd9WZhYYGzZ8/ixIkTuHr1KpRKJWrWrImWLfn2aSKinHDh2QW4+7vjWewzGOgaYHHrxRhZeyS72ohyQZZfYfLtt9/i22+/zc5YiIgoDc9jn+NZ7DOUty6P7d234xv7b+QOiajAyHSitHTp0jTLJUmCkZERypcvj6ZNm0JXV/ergyMiKqiEEKoWox5Ve2BD8gZ0rdIVFoZ8FRNRbsr0u97KlCmDV69e4d27dyhUqBCEEIiOjoaJiQnMzMwQERGBsmXL4uTJkyhRokROxZ1h2vKuGCKijDr95DQmBEzAgT4HYG9uL3c4RLLQlvt3pgdze3l5oU6dOvj3338RGRmJqKgo3L9/H/Xq1cOSJUvw9OlT2NnZ4bvvvsuJeImI8i2lUGL26dlovrE5roVfw68nf5U7JKICL9MtSuXKlcOOHTvg7OysVn7t2jV069YNjx49wvnz59GtWzeEhYVlZ6xZoi0ZKRHR57x8+xL9d/XH0UdHAQD9nfpjZfuVMDMwkzkyInloy/0702OUwsLCkJKSolGekpKimpnbwcEBcXFxXx8dEVEBcOLxCfTd2Rfhb8NhrGeMle1XYqDzQLnDIiJkoeutefPmGD58OK5du6Yqu3btGkaOHKl6Cu7mzZsoU6ZM9kVJRJRP7bm7By03tUT423BULVIVQcOCmCQRaZFMJ0rr1q2DtbU1atWqBUNDQxgaGqJ27dqwtrbGunXrAABmZmZYuHBhtgdLRJTftCjbApUKV8Lgbwbj8tDLcCziKHdIRPSRTI9RSnX37l3cv38fQghUrlwZlSpVyu7YsoW29HESEaUK/C8QtR1qqx7/j0mIgaWRpcxREWkXbbl/Z3nCycqVK6Ny5crZGQsRUb6WokzBbyd/w5yzc7DAdQEmNZwEAEySiLRYphMlhUIBHx8fHD9+HBEREVAqlWrrT5w4kW3BERHlF89jn6P3jt44+/QsAOBJzBOZIyKijMh0ojR+/Hj4+Pigffv2qFatGt81RET0BQf/PYgBuwYg8n0kzA3MsdZtLdyrucsdFhFlQKYTJT8/P2zfvh3t2rXLiXiIiPKNZEUyfj7xM+afnw8AqGlfE9u6b0N56/IyR0ZEGZXpp94MDAxQvjx/yYmIvuTO6zv4/eLvAICxdcfivOd5JklEeUymn3pbuHAhHj16hOXLl+eJbjdtGTVPRAXTmqA1KGJaBF2rdJU7FKI8RVvu35lOlLp06YKTJ0/C2toaVatWhb6+vtr6nTt3ZmuAX0tbLjQR5X9JiiT8dPwn9HPqB2c7Z7nDIcrTtOX+nekxSlZWVujSpUtOxEJElGc9evMI7v7uCHoRhH339+HWyFvQ19X/8oZEpNUynSht2LAhJ+IgIsqzdoTsgOdeT8QmxqKQUSEscF3AJIkon8jyhJNERAVdQkoCvj/yPVYErgAANCjeAH7d/VDSsqTMkRFRdslSouTv74/t27fj6dOnSEpKUlt39erVbAmMiEibvYp/hdZbWuNa+IcXhE9uOBmzvp3FliSifCbT0wMsXboUgwYNQtGiRXHt2jXUrVsXNjY2ePToEdq2bZsTMRIRaR1rY2vYmNigsElhHOxzEHNd5zJJIsqHMv3UW+XKlTFt2jT07t0b5ubmuH79OsqWLYvffvsNUVFRWL58eU7FmiXaMmqeiPK+98nvAQDG+sYAgJdvXyJFmYJiFsXkDIsoX9KW+3emW5SePn2Khg0bAgCMjY0RFxcHAOjfvz+2bt2avdEREWmJu6/vot6f9TAhYIKqzNbMlkkSUT6X6UTJzs4OkZGRAIBSpUrh4sWLAIDHjx8jk41TRER5wubrm1H7j9q4GXETu+/tRkR8hNwhEVEuyXSi9O2332Lfvn0AgMGDB+O7776Dq6sr3N3dOb8SEeUr8Unx8NzjiQG7ByA+OR7NSzdH8PBgFDUtKndoRJRLMj1GSalUQqlUQk/vwwNz27dvx9mzZ1G+fHmMGDECBgYGORJoVmlLHycR5S23I26jp39PhLwKgQQJ01ym4Zemv0BXR1fu0IgKBG25f2c6UcprtOVCE1HekaRIQvml5fEs9hnszOzg29UXzcs0/+r9KpQClx9HISIuAUXNjVC3jDV0dbT/nZlEctCW+3eW5lGKjo7G5cuXERERAaVSqbZuwIAB2RIYEZFcDHQNsLL9Siy/vBybumzKlq62gFthmLEvBGExCaoye0sjTHNzRJtq9l+9fyLKGZluUdq3bx/69u2L+Ph4mJubQ5L+/19DkiQhKioq24P8GtqSkRKRdrvx8gZevn0J13KuqjIhhNp3XFYF3ArDyC1X8emXbeqeV/WryWSJ6BPacv/O9GDuSZMmwdPTE3FxcYiOjsabN29UH21LkoiIvkQIgT+u/IG6a+vC3d8dT2OeqtZlR5KkUArM2BeikSQBUJXN2BcChTJfj4IgyrMynSj9999/GDduHExMTHIiHiKiXBObGIs+O/tg+P7hSFQkokGJBjDRz97vtsuPo9S62z4lAITFJODyY/6hSaSNMp0otW7dGkFBQTkRCxFRrrkadhW1/qgFv1t+0NPRw7yW87Cv9z4UNimcrceJiEs/ScpKPSLKXRkazL13717Vv9u3b48ffvgBISEhqF69OvT11d9t1LFjx+yNkIgom624vAITj0xEkiIJJS1Lwq+bHxqUaJAjxypqbpSt9Ygod2UoUercubNG2cyZMzXKJEmCQqH46qCIiHLSzYibSFIkoWOljtjQaQOsja1z7Fh1y1jD3tII4TEJaY5TkgDYWX6YKoCItE+Gut5SJ5n80odJEhFpq48f8F3cejE2dNqA3e67czRJAgBdHQnT3BwB/P+n3FKlLk9zc+R8SkRaKtNjlIiI8hIhBH6/+Dva+baDQvnhjzljfWMMdB6YLU+1ZUSbavZY1a8m7CzVu9fsLI04NQCRlsvwhJMnTpzAmDFjcPHiRY35DGJiYtCwYUOsWrUKTZs2zfYgiYiyIup9FAbtGYS99z6Ms/QP8Yd7NXdZYmlTzR6ujnacmZsoj8lwovT7779j6NChaU76ZGlpieHDh2Px4sVMlIhIK1x4dgG9dvTC05inMNA1wKJWi9Czak9ZY9LVkdCgnI2sMRBR5mS46+369eto06ZNuutbtWqFK1euZEtQRERZpRRKzD83H019muJpzFOUty6Pi4MvYnTd0bnW1ZYehVLgwsNI7An+DxceRnKSSaI8IMMtSi9fvtSYCkBtR3p6ePXqVbYERUSUVRMCJmDZ5WUAgF7VemFNhzWwMJT/9UV81xtR3pThFqVixYrh5s2b6a6/ceMG7O35y05E8hpScwgKGRXCmg5r4NvVV2uSpJFbrmrM0B0ek4CRW64i4FaYTJER0ZdkOFFq164dfvvtNyQkaM4e+/79e0ybNg0dOnTI1uCIiL5EKZS49PySatnJ1gmhE0IxrNYw2bvaAL7rjSivk8THk4t8xsuXL1GzZk3o6upizJgxqFSpEiRJwp07d7BixQooFApcvXoVtra2OR1zpmjL24eJKPu9fPsS/Xf1x8nQkzg76CzqFa8nd0gaLjyMRO+1F79Yb+vQ+hzoTfQRbbl/Z3iMkq2tLc6fP4+RI0di6tSpqsnbJElC69atsXLlSq1Lkogo/zrx+AT67uyL8LfhMNYzxtOYp1qZKPFdb0R5W4YTJQAoVaoUDh48iDdv3uDBgwcQQqBChQooVKhQTsVHRKRGoVTgf6f/h5mnZkJAwLGII7Z3346qRavKHVqa+K43orwtU4lSqkKFCqFOnTrZHQsR0WeFxYWh786+OBl6EgDg6eyJZe2WwUTfRObI0sd3vRHlbXyFCRHlGTvu7MDJ0JMw1TfFps6bsK7TOq1OkgC+640or8tSixIRkRxG1xmN0OhQDKk5BJULV5Y7nAxLfdfbp/Mo2XEeJSKtl+Gn3vIqbRk1T0SZ9zz2OX458QuWtV0Gc0NzucP5agql4LveiDJIW+7fmW5Rio+Ph6mpaU7EQkSkcvDfgxiwawAi30dCX0cfazuulTukr8Z3vRHlPZkeo2RrawtPT0+cPXs2J+IhogIuWZGMyUcno71ve0S+j0RN+5qY0niK3GERUQGV6URp69atiImJQYsWLVCxYkV4e3vjxYsXOREbERUwT2OewsXHBfPPzwcAjKkzBuc9z6O8dXmZIyOigirTiZKbmxt27NiBFy9eYOTIkdi6dStKlSqFDh06YOfOnUhJScmJOIkonzvz5AycVzvjwvMLsDS0hH8PfyxrtwyGeoZyh0ZEBViWpwewsbHBd999h+vXr2PRokU4duwYunfvDgcHB/z222949+5ddsZJRPlcBZsKMNA1QB2HOrg2/Bq6OXaTOyQioqxPDxAeHo5NmzZhw4YNePr0Kbp3747BgwfjxYsX8Pb2xsWLF3HkyJHsjJWI8pnId5GwMfkwuNnOzA4nPU6inHU5GOgayBxZzuBTb0R5T6YTpZ07d2LDhg04fPgwHB0dMXr0aPTr1w9WVlaqOs7Ozvjmm2+yM04iymd23tkJzz2eWNNhDdyruQMAqhSpInNUOSfgVpjGPEr2nEeJSOtluutt0KBBcHBwwLlz5xAcHIwxY8aoJUkAULZsWfz8889f3NecOXNQp04dmJubo2jRoujcuTPu3bunVkcIgenTp8PBwQHGxsZo1qwZbt++ndmwiUhLJKYkYuzBsei2vRtiEmOwIXgD8vl0bgi4FYaRW66qJUkAEBaTgJFbriLgVphMkRHRl2Q6UQoLC8OaNWs++643Y2NjTJs27Yv7OnXqFEaPHo2LFy/i6NGjSElJQatWrRAfH6+qM2/ePCxatAjLly9HYGAg7Ozs4Orqiri4uMyGTkQyexD1AA3XN8TywOUAgMkNJ2Nf732QpPzb/aRQCszYF5Lme94AQACYsS8ECmX+ThaJ8qpMz8wdGxub9o4kCYaGhjAwyPrYglevXqFo0aI4deoUmjZtCiEEHBwcMGHCBEyZ8mEelcTERNja2mLu3LkYPnx4huLVhpk9iQq6bbe2Yei+oYhLioONsQ02ddmEdhXayR1WjrvwMBK91178Yr2tQ+tzMkqij2jL/TvTLUpWVlYoVKiQxsfKygrGxsYoVaoUpk2bBqVSmelgYmJiAADW1h/eov348WOEh4ejVatWqjqGhoZwcXHB+fPn09xHYmIiYmNj1T5EJK8bL2+g145eiEuKQ+OSjRE8IrhAJEkAEB7zPlvrEVHuyvRgbh8fH/z8888YOHAg6tatCyEEAgMDsXHjRvzyyy949eoVFixYAENDQ/z0008Z3q8QAhMnTkTjxo1RrVo1AB+erAM+zAb+MVtbWzx58iTN/cyZMwczZszI7GkRUQ5ysnXC9w2+h4GuAWY0nwE9nYLzPu6o+KRsrUdEuSvT31YbN27EwoUL0bNnT1VZx44dUb16daxZswbHjx9HyZIlMXv27EwlSmPGjMGNGzfSfDXKp+MXhBDpjmmYOnUqJk6cqFqOjY1FiRIlMhwHEWWPrTe3olHJRihpWRIAMM91Xr4ei5Qea7OMTZiZ0XpElLsy3fV24cKFNB/9/+abb3DhwgUAQOPGjfH06dMM73Ps2LHYu3cvTp48ieLFi6vK7ezsAPz/lqVUERERGq1MqQwNDWFhYaH2IaLc8y75HQbvGYw+O/ug947eSFYkA9D8g6egsLMwytZ6RJS7Mp0oFS9eHOvWrdMoX7dunarlJjIyEoUKFfrivoQQGDNmDHbu3IkTJ06gTJkyauvLlCkDOzs7HD16VFWWlJSEU6dOoWHDhpkNnYhyWMirENRdWxfrg9dDgoRWZVtBR8ryCwDyhbplrGFv+fkkyN7yw+STRKR9Mt31tmDBAvTo0QOHDh1CnTp1IEkSAgMDcffuXfj7+wMAAgMD4e7u/sV9jR49Gr6+vtizZw/Mzc1VLUeWlpYwNjaGJEmYMGECvLy8UKFCBVSoUAFeXl4wMTFBnz59Mhs6EeUQIQR8gn0w+uBovE95DzszO/h29UXzMs3lDk12ujoSprk5YuSWqwCgNk1AahvbNDdHztBNpKUyPT0AADx58gSrV6/GvXv3IIRA5cqVMXz4cJQuXTpzB0+nKX7Dhg0YOHAggA9fwDNmzMCaNWvw5s0b1KtXDytWrFAN+P4SbXm8kCi/ik+Kx8gDI7H5xmYAgGtZV2zpugVFTYvKHJl24czcRJmjLffvTCVKycnJaNWqFdasWYOKFSvmZFzZRlsuNFF+9T75Per9WQ+3X93G/5r/Dz82/rHAd7elh+96I8o4bbl/Z6rrTV9fH7du3SqwgzKJ6AMhBAQEdCQdGOsbY3uP7YiIj0DTUk3lDk2r6epInFSSKI/J9J99AwYMSHMwNxEVDLGJseizsw+8znipyioXrswkiYjypUwP5k5KSsKff/6Jo0ePonbt2jA1NVVbv2jRomwLjoi0y7Wwa+jp3xMPoh7AUNcQnt94wsHcQe6wiIhyTKYTpVu3bqFmzZoAgPv376utY5ccUf4khMCqoFX47vB3SFIkoaRlSfh182OSRET5XqYTpZMnT+ZEHESkpWISYjBk3xD4h3yY/qNjpY7Y0GkDrI057w8R5X9ZfuHSgwcP8PDhQzRt2hTGxsaffa0IEeVNKcoUNFzfECGvQqCvo4/5rvMxrt44/q4TUYGR6cHckZGRaNGiBSpWrIh27dohLCwMADBkyBBMmjQp2wMkIvno6ehhbN2xKGNVBuc8z2F8/fFMkoioQMl0ovTdd99BX18fT58+hYmJiarc3d0dAQEB2RocEeW+qPdRCHkVoloeXms4boy8gTrF6sgYFRGRPDLd9XbkyBEcPnxY7eW1AFChQgU8efIk2wIjotx34dkF9NrRCzqSDq4NvwYrIytIkgQzAzO5QyMikkWmW5Ti4+PVWpJSvX79GoaGhtkSFBHlLqVQYv65+Wjq0xRPY55CV9LFy7cv5Q6LiEh2mU6UmjZtik2bNqmWJUmCUqnE/Pnz0bw5X4BJlNe8fvcablvdMPnYZKQoU+Be1R1Xh19FpcKV5A6NiEh2me56mz9/Ppo1a4agoCAkJSVh8uTJuH37NqKionDu3LmciJGIcsiZJ2fQe0dv/Bf3Hwx1DbGkzRIMqzWMA7aJiP5PpluUHB0dcePGDdStWxeurq6Ij49H165dce3aNZQrVy4nYiSiHLLo4iL8F/cfKtlUwuWhlzG89nAmSUREH5GEEELuIHKStrx9mEgbRb6LxKzTs/C/b//HAdtEpFW05f6dpQkno6OjcfnyZURERECpVKqtGzBgQLYERkTZ75/Qf7D//n7Md50PSZJgY2KDxW0Wyx0WEZHWynSitG/fPvTt2xfx8fEwNzdXa6aXJImJEpEWUigVmH1mNmacmgGlUKJusbroWbWn3GEREWm9TCdKkyZNgqenJ7y8vNKcJoCItEv423D03dkXJx6fAAAMch6E9hXaq9VRKAUuP45CRFwCipoboW4Za+jqcKwSEVGmE6X//vsP48aNY5JElAcce3QMfXf2RUR8BEz1TbGq/Sr0r9FfrU7ArTDM2BeCsJgEVZm9pRGmuTmiTTX73A6ZiEirZPqpt9atWyMoKCgnYiGibLTw/EK02twKEfERqF60OoKGBaWZJI3cclUtSQKA8JgEjNxyFQG3wnIzZCIirZPpFqX27dvjhx9+QEhICKpXrw59fX219R07dsy24Igo62rY1QDw4V1ti1svhrG+sdp6hVJgxr4QpPXYqwAgAZixLwSujnbshiOiAivT0wPo6KTfCCVJEhQKxVcHlZ205fFCotzw+t1rFDYprFq+FXEL1YpWS7PuhYeR6L324hf3uXVofTQoZ5NtMRIRZYS23L8z3fWmVCrT/WhbkkRUUCQrkvHjsR9Rfml5PIx6qCpPL0kCgIi4hHTXZaUeEVF+lOlEiYi0y9OYp2i2sRnmnpuLmMQY7Lm3J0PbFTU3ytZ6RET5UYYTpXbt2iEmJka1PHv2bERHR6uWIyMj4ejomK3BEdHn7bu3D9+s+Qbnn52HpaEl/Hv4Y2KDiRnatm4Za9hbGiG90UcSPjz9VreMdbbFS0SU12Q4UTp8+DASExNVy3PnzkVUVJRqOSUlBffu3cve6IgoTUmKJEw6PAkd/Toi6n0U6jjUwdXhV9HNsVuG96GrI2Ga24c/bj5NllKXp7k5ciA3ERVoGU6UPh3znc9fEUek1VZcXoFFFxcBACbUm4CznmdRtlDZTO+nTTV7rOpXE3aW6t1rdpZGWNWvJudRIqICL0vveiMieY2uOxqHHx7GyNoj0alyp6/aV5tq9nB1tOPM3EREachwoiRJktp73VLLiCjnJaYkYlXQKoypOwZ6Onow0DVAQL+AbNu/ro7EKQCIiNKQ4URJCIGBAwfC0NAQAJCQkIARI0bA1NQUANTGLxFR9nkQ9QDu/u64GnYVEfER8GrhJXdIREQFRoYTJQ8PD7Xlfv36adQZMGDA10dERCrbb2/HkL1DEJcUBxtjGzQu2ThHjsOX4hIRpS3DidKGDRtyMg4i+sj75PeYeHgiVl9ZDQBoXLIxtnbbiuIWxbP9WHwpLhFR+jjhJJGW+TfyX9RfVx+rr6yGBAk/N/kZJz1O5liSxJfiEhGlj4kSkZZJUabgQdQDFDEpgsP9DmPWt7Ogp5P9D6h+6aW4wIeX4iqUnAqEiAouTg9ApAWUQgkd6cPfLVWKVMHOnjvhZOsEe/Oc6/q6/DhKoyXpYwJAWEwCLj+O4hNxRFRgsUWJSGYhr0JQc01NnHlyRlXWunzrHE2SAL4Ul4goI5goEcnIJ9gHddbWwfWX1/Hd4e9ydcZ7vhSXiOjLmCgRyeBt0lt47PbAoD2D8C75HVqWbYkDfQ7k6iSufCkuEdGXMVEiymU3X95EnbV1sOn6JuhIOpjVfBYO9zsMWzPbXI2DL8UlIvoyJkpEueju67uo+2dd3H19F8XMi+Efj3/wc9OfVQO5cxtfiktE9Hl86o0oF1WyqQS3im54m/QWm7psQmGTwnKHxJfiEhF9hiRyc/SoDGJjY2FpaYmYmBhYWFjIHQ4VQNfDr6OUVSlYGVkB+DDrtqGeoWytSEREeYG23L/5TU2UQ4QQWBW4CvX+rIche4eonmgz1jdmkkRElEew640oB8QkxGDovqH4O+RvAECyMhkJKQkw1jeWOTIiIsoMJkpE2SzoRRDc/d3x6M0j6OvoY27LuZhQf0KuPvpPRETZg4kSUTYRQmDppaX44egPSFYmo7RVaWzrvg11i9WVOzQiIsoiJkpE2SQmMQbzz89HsjIZXat0xbqO61QDuImIKG9iokSUTayMrODX3Q/B4cEYXWc0u9qIiPIBJkpEWaQUSiy+sBhFTYuif43+AIDGJRujccnGMkdGRETZhYkSURZEvouEx24PHPj3AEz0TeBS2gUlLUvKHRYREWUzJkpEmXTu6Tn02tELz2Ofw1DXEItaLUIJixJyh0VERDmAiRJRBimFEvPOzcMvJ36BQihQ0aYitnffjhp2NeQOjYiIcggTJaIMUCgV6OjXEQf/PQgA6OfUD6var4KZgZnMkRERUU7iexSIMkBXRxfOts4w1jPGuo7rsKnzJiZJREQFAF+KS5QOhVKBNwlvUNikMAAgRZmCR28eoaJNRZkjIyLK/7Tl/s0WJaI0hL8NR+strdH2r7ZITEkEAOjp6DFJIiIqYDhGibSaQilw+XEUIuISUNTcCHXLWENXJ2cncjz+6Dj67uyLl/EvYapviusvr/M1JEREBRQTJdJaAbfCMGNfCMJiElRl9pZGmObmiDbV7LP9eCnKFMw8NROzTs+CgED1otWxvcd2VC5cOduPRUREeQO73kgrBdwKw8gtV9WSJAAIj0nAyC1XEXArLFuP9yLuBVpsaoH/nf4fBASG1RyGS0MuMUkiygeuXbuGzp07w8HBASYmJqhcuTJmzpyJd+/eZWj7kydPwtXVFUWLFoWZmRmcnJywdOlSKBSKdLd5//49KlasCEmSsGDBggwdR5IkSJKEgQMHprl+5syZqjqhoaEZ2meqLl26wNjYGNHR0enW6du3L/T19fHy5Uu18okTJ6JGjdyfBmXOnDm5fsy0MFEiraNQCszYF4K0njJILZuxLwQKZfY9hzBk7xCcfnIaZgZm2NptK9a4rYGxvnG27Z+I5BESEoKGDRsiNDQUv//+O/bv349evXph5syZ6N279xe3P3bsGFq2bImUlBSsXbsWu3fvRrNmzTB+/HhMnDgx3e1+/fVXxMfHZzpec3Nz/P3334iLi1MrF0LAx8cny4OaBw8ejISEBPj6+qa5PiYmBrt27UKHDh1ga2urtm7nzp3o1q1blo6bHzBRIq1z+XGURkvSxwSAsJgEXH4clW3HXN5uOZqVboarw66iV7Ve2bZfIpKXr68vEhISsGPHDvTs2RPffvstpk+fjsGDB2Pv3r148+bNZ7f38fGBvr4+9u/fj06dOqFly5ZYunQpWrVqBR8fnzS3uXz5MpYtW4YlS5ZkOt5OnTpBCAE/Pz+18hMnTuDx48dwd3fP9D4BoG3btnBwcMD69evTXL9161a8f/8egwcPVisPDAzEkydPmCgRaZOIuPSTpKzUS8uzmGdYd3WdarlsobI46XESFWwqZHmfRKR99PX1AQCWlpZq5VZWVtDR0YGBgcEXtzcwMICxsXoLs5WVFYyMjDTqJyUlwdPTE6NHj0bt2rUzHa+lpSW6dOmikdCsX78ejRo1QsWKaT95e+zYMbRo0QIWFhYwMTFBo0aNcPz4cdV6XV1deHh44MqVK7h586bG9hs2bIC9vT3atm2rVr5jxw5UqlQJVatWBQBMnz4dkiTh9u3b6N27NywtLWFrawtPT0/ExMSotgsNDYUkSWkmk5IkYfr06WplBw4cgLOzMwwNDVGmTJl0uyujo6MxePBgWFtbw8zMDO3bt8ejR4/S3Oe///6LPn36oGjRojA0NESVKlWwYsWKNPf7OUyUSOsUNdf88vmaep/ad28fnNc4Y+i+oTjy8EiW9kFEeYOHhwesrKwwcuRIPHr0CHFxcdi/fz/WrFmD0aNHw9TU9LPbjxgxAklJSRg3bhxevHiB6OhobN68Gbt27cLkyZM16s+cORPx8fH43//+l+WYBw8ejIsXL+LOnTsAPiQHO3fu1GjtSbVlyxa0atUKFhYW2LhxI7Zv3w5ra2u0bt1aLVny9PSEJEkaSVhISAguX74MDw8P6Orqqq3bsWNHmq1J3bp1Q8WKFbFjxw78+OOP8PX1xXfffZel8z1+/Dg6deoEc3Nz+Pn5Yf78+di+fTv++usvtXpKpRJubm7w9fXFlClTsGvXLtSrVw9t2rTR2GdISAjq1KmDW7duYeHChdi/fz/at2+PcePGYcaMGZkLUORzMTExAoCIiYmROxTKoBSFUtT3OiZKT9kvSqXxKT1lv6jvdUykKJSZ2m9iSqKYGDBRYDoEpkPU/qO2eBj1MIfOgoi0xZ07d0TlypUFPvTcCwBi3LhxQqnM2HfIuXPnhIODg2pbXV1dMW/ePI16165dE/r6+iIgIEAIIcTjx48FADF//vwMHQeAGD16tFAqlaJMmTLi+++/F0IIsWLFCmFmZibi4uLE/PnzBQDx+PFjIYQQ8fHxwtraWri5uantS6FQiBo1aoi6deuqlbu4uIjChQuLpKQkVdmkSZMEAHH//n21usHBwQKAuHLliqps2rRpAoDG+Y8aNUoYGRmprmnquW/YsCHN85w2bZpquV69esLBwUG8f/9eVRYbGysKFSqkdv8+cOCAACBWrVqltr85c+Zo7LN169aiePHiGvf+MWPGCCMjIxEVFaURV3rYokRaR1dHwjQ3RwDApzMmpS5Pc3PM1HxKodGhaLKhCRZdXAQAmFBvAs55nkPZQmWzIWIi0lahoaFwc3ODjY0N/P39cerUKcybNw8+Pj4YMmTIF7e/cuUKunTpglq1amHfvn04ceIEpk6dil9++UWt1SglJQWenp5wd3dH69atvyrm1CffNm/ejJSUFKxbtw49e/aEmZnma5POnz+PqKgoeHh4ICUlRfVRKpVo06YNAgMD1QaVDx48GK9fv8bevXtVcW/ZsgVNmjRBhQrqQw927NiB0qVLo2bNmhrH7dixo9qyk5MTEhISEBERkalzjY+PR2BgILp27arWlWlubq7RDXjq1CkAQM+ePdXKPx2Un5CQgOPHj6NLly4wMTFRuy7t2rVDQkICLl68mOEYOY8SaaU21eyxql9NjXmU7LIwj9Keu3swcM9ARCdEw8rICj6dfNCpcqecCJuItMyPP/6I2NhYBAcHq7rZmjZtisKFC8PT0xMDBgyAi4tLutuPHj0atra22LVrl6pbqnnz5tDR0cH06dPRt29flC1bFr///jsePXqE7du3qx7Bj42NBfDhxh0dHQ1zc3ONrq30DBo0CDNmzICXlxeuXr2KZcuWpVkv9VH+7t27p7uvqKgo1bl3794dY8eOxYYNG9CtWzccPHgQL1++xNy5czW28/f3T3cQt42NjdqyoaEhgA/TImTGmzdvoFQqYWdnp7GuaNGiasuRkZHQ09ODtbW1WvmnT+lFRkYiJSUFy5YtS/e6vX79OsMxypoonT59GvPnz8eVK1cQFhaGXbt2oXPnzqr1QgjMmDEDf/zxB968eYN69ephxYoVqkFllL+1qWYPV0e7r56Z+03CG0QnRKN+8frw6+aHUlalcihiItI2wcHBcHR01BiLVKdOHQDArVu3PpsoBQcHo3fv3hoJTp06daBUKnHnzh2ULVsWt27dQkxMjEarDPBhqoBff/0V165dg7Ozc4biLlGiBFq2bIkZM2agUqVKaNiwYZr1Chf+8C7KZcuWoX79+mnW+TiRMDY2Ru/evbF27VqEhYVh/fr1MDc3R48ePdS2uXPnDu7cuYN169Z9ursMSW0dSkxMVCuPjIxUWy5UqBAkSUJ4eLjGPj5tnbKxsUFKSgqioqLUkqVPty1UqBB0dXXRv39/jB49Os34ypQpk+FzkTVRio+PR40aNTBo0KA0s9Z58+Zh0aJF8PHxQcWKFTFr1iy4urri3r17MDc3lyFiym26OhIalLP5csVPKJQK6Op8+GIb6DwQRnpG6FalG/R19bM7RCLSYg4ODrh16xbevn2r1nV14cIFAEDx4sW/uH1QUBAUCoVasvTp9j/++KPGRJHh4eHo3bs3RowYAXd3d5QvXz5TsU+aNAnGxsYaSczHGjVqBCsrK4SEhGDMmDEZ2u/gwYOxevVqzJ8/HwcPHsTAgQNhYmKiVmfHjh1wcHBIN/n6EltbWxgZGeHGjRtq5Xv27FFbNjU1Rd26dbFz507Mnz9flWDFxcXh0KFDanVdXFwwb948bNu2DSNHjlSVfzqVgomJCZo3b45r167Bycnpi082flGGRzPlMABi165dqmWlUins7OyEt7e3qiwhIUFYWlqK1atXZ3i/HMxd8Gy7tU04rnAUr+JfyR0KEclsz549QpIkUb9+fbFt2zZx/PhxMXv2bGFmZiYcHR1FYmKiqq6np6fQ1dUVoaGhqrKlS5cKAKJt27Zi9+7d4siRI2LKlClCT09PtGzZ8rPHzupg7s/5dDC3EEJs3rxZ6OjoCHd3d/H333+LU6dOCX9/f/Hrr7+KESNGpLkfJycnIUmSACAuXryosb5GjRpizJgxGuWpg7lfvVL/ft2wYYNGXEOGDBFGRkZi4cKF4tixY8LLy0tUq1ZNY+D1kSNHhI6OjmjcuLHYtWuX8Pf3F3Xq1BHFixdXu38rFArRqFEjYWxsLLy9vcXRo0fFzJkzRfny5QUAMWPGDNU+b9++LQoVKiTq1q0rNmzYIE6ePCn27t0rFi1aJJo3b/7Za/wprR3M/fjxY4SHh6NVq1aqMkNDQ7i4uOD8+fPpbpeYmIjY2Fi1DxUMCSkJGLl/JNz93RHyKgQLzy+UOyQiklnHjh1x/PhxWFhYYPz48ejQoQM2btyI4cOH4/Tp02qtDQqFAgqFAkL8/1n/x44dix07diAuLg5DhgxBly5dsH//fkybNg27d++W4Yw09evXDydPnsTbt28xfPhwtGzZEuPHj8fVq1fRokWLNLcZPHgwhBBwdHREvXr11NY9fPgQ169f/+pJJhcuXIh+/fph3rx56NSpEy5cuID9+/dr1HN1dcXu3bsRGxsLd3d3TJw4Ed26dUO/fv3U6uno6GDfvn3o1asXvL290alTJ5w5cwZbtmwB8GFuq1SOjo64evUqqlWrhl9++QWtWrXC4MGD4e/vn+41SY8kPv6JkJEkSWpjlM6fP49GjRrhv//+g4ODg6resGHD8OTJExw+fDjN/UyfPj3NORJiYmKyPPU7ab/7kffR8++euP7yOgBgauOpmNl8JvR0+LwCEVFmzJs3DwsWLEBYWFiGB5/nhNjYWFhaWn7x/u3r64u+ffvi3Llz6Y7l+hpafxeRJPWBu0IIjbKPTZ06Ve39O7GxsShRokSOxUfy873pi+H7h+Nt0lsUMSmCzV02o3X5r3s8l4iooJo8eXKak2lqg61bt+K///5D9erVoaOjg4sXL2L+/Plo2rRpjiRJgBYnSqmPCoaHh8Pe/v8/Ch4REaHxKODHDA0NVY8pUv639spaDNs/DADQrHQz/NX1LziYO3xhKyIiyotSZ++eNWsW4uPjYW9vj4EDB2LWrFk5dkytHaNUpkwZ2NnZ4ejRo6qypKQknDp1KseyRsp7elbtifLW5fFb099wrP8xJklERPlYhw4dEBQUhOjoaCQnJ+Pp06dYunRpjg6tkbVF6e3bt3jw4IFq+fHjxwgODoa1tTVKliyJCRMmwMvLCxUqVECFChXg5eUFExMT9OnTR8aoSW4nHp9A89LNIUkSLI0scX3EdZjom3x5QyIiokySNVEKCgpC8+bNVcupY4s8PDzg4+ODyZMn4/379xg1apRqwskjR45wDqUCKj4pHqMOjsKm65uwst1KjKzzYR4NJklERJRTtOapt5yS0VHzpN1uvryJnv49cff1XehIOpjTYg4mN9LOwYZERPT1tOX+rbWDuYmAD085rru2DmMPjUVCSgIczB3g29UXLqXTf+UAERFRdmGiRForLjEOIw6MgO9NXwBAm/JtsKnzJhQxLSJzZEREVFBo7VNvRDcjbsLvlh90JV3MaTEHB/ocYJJERES5ii1KpLUalmiI5W2Xw8nWCY1KNpI7HCIiKoDYokRaIyYhBh67PXDn1R1V2cg6I5kkERGRbNiiRFoh6EUQ3P3d8ejNI9yKuIXAoYHQkXSgUApcfhyFiLgEFDU3Qt0y1tDVSf8VNkRERNmJiRLJSgiBZZeX4fsj3yNZmYxSlqWwst1K6Eg6CLgVhhn7QhAWk6Cqb29phGlujmhTzf4zeyUiIsoe7Hoj2bx5/wbdtnfD+IDxSFYmo0vlLrg2/BrqFa+HgFthGLnlqlqSBADhMQkYueUqAm6FyRQ1EREVJEyUSBah0aGo+UdN7Lq7Cwa6BljWdhl29NyBQsaFoFAKzNgXgrRmQk0tm7EvBAplvp4rlYiItAC73kgWxS2Ko5h5MehKutjWfRtqOdRSrbv8OEqjJeljAkBYTAIuP45Cg3I2uRAtEREVVEyUKNdEvouEuaE5DHQNoKejh797/A0TfRNYGlmq1YuISz9Jyko9IiKirGLXG+WKs0/PwnmNM6YcnaIqsze310iSAKCouVGG9pnRekRERFnFRIlylFIoMefMHDTzaYbnsc9x8MFBvE16+9lt6paxhr2lEdKbBEDCh6ff6paxzvZ4iYiIPsZEiXJMRHwE2v3VDj+d+AkKoUDf6n0RNDQIZgZmn91OV0fCNDdHANBIllKXp7k5cj4lIiLKcUyUKEecCj0F59XOOPzwMIz1jPGn25/Y3GUzzA3NM7R9m2r2WNWvJuws1bvX7CyNsKpfTc6jREREuYKDuSnbxSXGocu2LniT8AZVClfB9h7bUa1otUzvp001e7g62nFmbiIikg0TJcp25obmWNNhDQ78ewAr2q2AqYFplvelqyNxCgAiIpKNJITI17P2xcbGwtLSEjExMbCwsJA7nHzr+KPjkCQJ35b5Vu5QiIgoH9CW+zfHKNFXSVGm4LeTv8F1syt67+iNsDi+WoSIiPIPdr1Rlr2Ie4HeO3rj9JPTAICOFTumOS8SERFRXsVEibIk4EEA+u/qj9fvXsPMwAxrOqxBn+p95A6LiIgoWzFRokxRCiV+Pv4zvM95AwBq2NbA9h7bUdGmosyRERERZT+OUaJM0ZF08OLtCwDAqNqjcHHIRSZJRESUb7FFiTIkRZkCPZ0PPy4r2q1A9yrd4VbJTeaoiIiIchZblOizkhRJmHR4Erps64LUmSTMDMyYJBERUYHAFiVKV2h0KHr598Kl/y4BAE6GnuQ8SUREVKAwUaI07b67G4P2DEJ0QjSsjKywodMGJklERFTgMFEiNYkpiZh8dDKWXl4KAKhXrB78uvuhtFVpeQMjIiKSARMlUtNvVz/4h/gDACY1mASvFl4w0DWQOSoiIiJ5MFEiNZMbTsbZp2ex1m0tOlTsIHc4REREsmKiVMAlpCTg8n+X0bRUUwBAnWJ18Hj8YxjpGckcGRERkfw4PUABdj/yPur/WR+tNrfC9fDrqnImSURERB8wUSqgfG/6otYftXD95XVYGFrgTcIbuUMiIiLSOux6K2DeJb/D+EPj8ee1PwEALqVc4NvNFw7mDjJHRkREpH2YKBUgd17dQU//nrgVcQsSJPza9Ff86vKr6tUkREREpI53yAJk993duBVxC7amtvir619oUbaF3CERERFpNSZKBcjkRpPxNuktxtYbCzszO7nDISIi0noczJ2P3Yq4hZ5/98T75PcAAF0dXcxuMZtJEhERUQaxRSkfEkJg3bV1GHtoLBJSElDaqjTmuc6TOywiIqI8h4lSPhOXGIcRB0bA96YvAKB1udb4vuH3MkdFRESUNzFRykeCw4Ph7u+O+5H3oSvpYta3szC50WToSOxhJSIiygomSvnE7ru70cu/FxIViShuURx+3fzQqGQjucMiIiLK05go5RO17GvB1MAUriVc4dPJBzYmNnKHRERElOcxUcrD/ov9D8UsigEASliWwOUhl1G2UFlIkiRzZERERPkDB6/kQUIILLu0DOWWlsPee3tV5eWsyzFJIiIiykZMlPKYN+/foNv2bhgXMA6JikTsubtH7pCIiIjyLXa95SGXnl9Crx29EBodCn0dfSxotQBj646VOywiIqJ8i4lSHiCEwKILi/Dj8R+RokxB2UJlsa37NtR2qC13aERERPkaE6U84PST0/j+6IdJI3s49sBat7WwNLKUOSoiIqL8j4lSHuBS2gXj641HJZtKGFF7BAdsExER5RImSlpIKZRYemkpelXrpXqB7e9tfpc3KCIiogKIT71pmVfxr9Detz2+O/wd+u7sC6VQyh0SERFRgcUWJS1y+slp9N7RGy/iXsBIzwi9q/WGBHazERERyYWJkhZQKBWYc3YOpv0zDUqhROXClbG9+3ZUt60ud2hEREQFGhMlmb1+9xq9/Hvh+OPjAACPGh5Y0W4FTA1MZY6MiIiImCjJzEjPCM9jn8NE3wQr262Eh7OH3CERERHR/2GiJAOFUgEdSQeSJMHMwAz+Pf2hI+nAsYij3KERERHRR/jUWy57EfcCLTa1wOKLi1Vl1YpWY5JERESkhZgo5aLDDw7DebUzTj05hVmnZyEmIUbukIiIiOgzmCjlghRlCqYem4o2f7XBq3evUMO2Bi4OucjXkBAREWk5jlHKYc9inqH3jt449+wcAGBErRFY3GYxjPSMZI6MiIiIvoSJUg6KT4pH3T/rIvxtOMwNzPFnxz/Rs2pPucMiIiKiDGLXWw4yNTDFDw1/QE37mrg2/BqTJCIiojxGEkIIuYPISbGxsbC0tERMTAwsLCxy/HhPop8gPjle9RSbEAJJiiQY6hnm+LGJiIjyi9y+f6eHLUrZaPfd3XBe44yu27ribdJbAIAkSUySiIiI8qg8kSitXLkSZcqUgZGREWrVqoUzZ87IHZKaxJRETAiYgC7buiA6IRqWRpaITYyVOywiIiL6SlqfKG3btg0TJkzAzz//jGvXrqFJkyZo27Ytnj59KndoAIBHbx6h0fpGWHJpCQBgUoNJODPoDBzMHWSOjIiIiL6W1o9RqlevHmrWrIlVq1apyqpUqYLOnTtjzpw5X9w+J/s4/UP8MXjvYMQmxsLa2Bo+nXzgVsktW49BRERUEGnLGCWtnh4gKSkJV65cwY8//qhW3qpVK5w/fz7NbRITE5GYmKhajo3NmS4wIQRWB61GbGIsGpZoCL9ufihhWSJHjkVERETy0Oqut9evX0OhUMDW1lat3NbWFuHh4WluM2fOHFhaWqo+JUrkTPIiSRK2dN2CGc1m4B+Pf5gkERER5UNanSilkiRJbVkIoVGWaurUqYiJiVF9nj17lmNx2ZnZ4TeX36Cvq59jxyAiIiL5aHXXW+HChaGrq6vRehQREaHRypTK0NAQhoZ8HJ+IiIi+nla3KBkYGKBWrVo4evSoWvnRo0fRsGFDmaIiIiKigkKrW5QAYOLEiejfvz9q166NBg0a4I8//sDTp08xYsQIuUMjIiKifE7rEyV3d3dERkZi5syZCAsLQ7Vq1XDw4EGUKlVK7tCIiIgon9P6eZS+lrbMw0BEREQZpy33b60eo0REREQkJyZKREREROlgokRERESUDiZKREREROlgokRERESUDiZKREREROlgokRERESUDiZKREREROlgokRERESUDq1/hcnXSp14PDY2VuZIiIiIKKNS79tyv0Ak3ydKcXFxAIASJUrIHAkRERFlVlxcHCwtLWU7fr5/15tSqcSLFy9gbm4OSZKydd+xsbEoUaIEnj17xvfI5SBe59zB65w7eJ1zB69z7sjJ6yyEQFxcHBwcHKCjI99IoXzfoqSjo4PixYvn6DEsLCz4i5gLeJ1zB69z7uB1zh28zrkjp66znC1JqTiYm4iIiCgdTJSIiIiI0sFE6SsYGhpi2rRpMDQ0lDuUfI3XOXfwOucOXufcweucOwrCdc73g7mJiIiIsootSkRERETpYKJERERElA4mSkRERETpYKJERERElA4mSlm0cuVKlClTBkZGRqhVqxbOnDkjd0j5zunTp+Hm5gYHBwdIkoTdu3fLHVK+M2fOHNSpUwfm5uYoWrQoOnfujHv37skdVr60atUqODk5qSbma9CgAQ4dOiR3WPnenDlzIEkSJkyYIHco+cr06dMhSZLax87OTu6wcgQTpSzYtm0bJkyYgJ9//hnXrl1DkyZN0LZtWzx9+lTu0PKV+Ph41KhRA8uXL5c7lHzr1KlTGD16NC5evIijR48iJSUFrVq1Qnx8vNyh5TvFixeHt7c3goKCEBQUhG+//RadOnXC7du35Q4t3woMDMQff/wBJycnuUPJl6pWrYqwsDDV5+bNm3KHlCM4PUAW1KtXDzVr1sSqVatUZVWqVEHnzp0xZ84cGSPLvyRJwq5du9C5c2e5Q8nXXr16haJFi+LUqVNo2rSp3OHke9bW1pg/fz4GDx4sdyj5ztu3b1GzZk2sXLkSs2bNgrOzM37//Xe5w8o3pk+fjt27dyM4OFjuUHIcW5QyKSkpCVeuXEGrVq3Uylu1aoXz58/LFBVR9oiJiQHw4QZOOUehUMDPzw/x8fFo0KCB3OHkS6NHj0b79u3RsmVLuUPJt/799184ODigTJky6NWrFx49eiR3SDki378UN7u9fv0aCoUCtra2auW2trYIDw+XKSqiryeEwMSJE9G4cWNUq1ZN7nDypZs3b6JBgwZISEiAmZkZdu3aBUdHR7nDynf8/Pxw9epVBAYGyh1KvlWvXj1s2rQJFStWxMuXLzFr1iw0bNgQt2/fho2NjdzhZSsmSlkkSZLashBCo4woLxkzZgxu3LiBs2fPyh1KvlWpUiUEBwcjOjoaO3bsgIeHB06dOsVkKRs9e/YM48ePx5EjR2BkZCR3OPlW27ZtVf+uXr06GjRogHLlymHjxo2YOHGijJFlPyZKmVS4cGHo6upqtB5FRERotDIR5RVjx47F3r17cfr0aRQvXlzucPItAwMDlC9fHgBQu3ZtBAYGYsmSJVizZo3MkeUfV65cQUREBGrVqqUqUygUOH36NJYvX47ExETo6urKGGH+ZGpqiurVq+Pff/+VO5RsxzFKmWRgYIBatWrh6NGjauVHjx5Fw4YNZYqKKGuEEBgzZgx27tyJEydOoEyZMnKHVKAIIZCYmCh3GPlKixYtcPPmTQQHB6s+tWvXRt++fREcHMwkKYckJibizp07sLe3lzuUbMcWpSyYOHEi+vfvj9q1a6NBgwb4448/8PTpU4wYMULu0PKVt2/f4sGDB6rlx48fIzg4GNbW1ihZsqSMkeUfo0ePhq+vL/bs2QNzc3NVS6mlpSWMjY1lji5/+emnn9C2bVuUKFECcXFx8PPzwz///IOAgAC5Q8tXzM3NNcbYmZqawsbGhmPvstH3338PNzc3lCxZEhEREZg1axZiY2Ph4eEhd2jZjolSFri7uyMyMhIzZ85EWFgYqlWrhoMHD6JUqVJyh5avBAUFoXnz5qrl1H5vDw8P+Pj4yBRV/pI6xUWzZs3Uyjds2ICBAwfmfkD52MuXL9G/f3+EhYXB0tISTk5OCAgIgKurq9yhEWXa8+fP0bt3b7x+/RpFihRB/fr1cfHixXx5H+Q8SkRERETp4BglIiIionQwUSIiIiJKBxMlIiIionQwUSIiIiJKBxMlIiIionQwUSIiIiJKBxMlIiIionQwUSKirxYaGgpJkhAcHCx3KCp3795F/fr1YWRkBGdn51w99j///ANJkhAdHZ2rxyWi7MdEiSgfGDhwICRJgre3t1r57t27IUmSTFHJa9q0aTA1NcW9e/dw/PhxucMhojyKiRJRPmFkZIS5c+fizZs3coeSbZKSkrK87cOHD9G4cWOUKlUKNjY22RgVERUkTJSI8omWLVvCzs4Oc+bMSbfO9OnTNbqhfv/9d5QuXVq1PHDgQHTu3BleXl6wtbWFlZUVZsyYgZSUFPzwww+wtrZG8eLFsX79eo393717Fw0bNoSRkRGqVq2Kf/75R219SEgI2rVrBzMzM9ja2qJ///54/fq1an2zZs0wZswYTJw4EYULF073PWhKpRIzZ85E8eLFYWhoCGdnZ7WXy0qShCtXrmDmzJmQJAnTp09Pcz/NmjXDuHHjMHnyZFhbW8POzk6tblpditHR0ZAkSe3cDh48iIoVK8LY2BjNmzdHaGioxrHWrl2LEiVKwMTEBF26dMGiRYtgZWWlVmffvn2oVasWjIyMULZsWdV1TzV9+nSULFkShoaGcHBwwLhx49I8LyLKPkyUiPIJXV1deHl5YdmyZXj+/PlX7evEiRN48eIFTp8+jUWLFmH69Ono0KEDChUqhEuXLmHEiBEYMWIEnj17prbdDz/8gEmTJuHatWto2LAhOnbsiMjISABAWFgYXFxc4OzsjKCgIAQEBODly5fo2bOn2j42btwIPT09nDt3DmvWrEkzviVLlmDhwoVYsGABbty4gdatW6Njx474999/VceqWrUqJk2ahLCwMHz//ffpnuvGjRthamqKS5cuYd68eZg5cyaOHj2a4Wv17NkzdO3aFe3atUNwcDCGDBmCH3/8Ua3OuXPnMGLECIwfPx7BwcFwdXXF7Nmz1eocPnwY/fr1w7hx4xASEoI1a9bAx8dHVc/f3x+LFy/GmjVr8O+//2L37t2oXr16huMkoiwSRJTneXh4iE6dOgkhhKhfv77w9PQUQgixa9cu8fGv+bRp00SNGjXUtl28eLEoVaqU2r5KlSolFAqFqqxSpUqiSZMmquWUlBRhamoqtm7dKoQQ4vHjxwKA8Pb2VtVJTk4WxYsXF3PnzhVCCPHrr7+KVq1aqR372bNnAoC4d++eEEIIFxcX4ezs/MXzdXBwELNnz1Yrq1Onjhg1apRquUaNGmLatGmf3Y+Li4to3Lixxn6mTJmidl7Xrl1TrX/z5o0AIE6ePCmEEGLq1KmiSpUqQqlUqupMmTJFABBv3rwRQgjh7u4u2rdvr3acvn37CktLS9VykyZNhJeXl1qdzZs3C3t7eyGEEAsXLhQVK1YUSUlJnz0nIspebFEiymfmzp2LjRs3IiQkJMv7qFq1KnR0/v/Xg62trVrrha6uLmxsbBAREaG2XYMGDVT/1tPTQ+3atXHnzh0AwJUrV3Dy5EmYmZmpPpUrVwbwYTxRqtq1a382ttjYWLx48QKNGjVSK2/UqJHqWJnh5OSktmxvb69xXp9z584d1K9fX23Q/MfXAQDu3buHunXrqpV9upzaVfjx9Rk6dCjCwsLw7t079OjRA+/fv0fZsmUxdOhQ7Nq1S61bjohyhp7cARBR9mratClat26Nn376CQMHDlRbp6OjAyGEWllycrLGPvT19dWWJUlKs0ypVH4xntQEQqlUws3NDXPnztWoY29vr/q3qanpF/f58X5TCSGy9ITf584rNVn8+Jp9er0+vZ5pSSu2T7dTKpWYMWMGunbtqrG9kZERSpQogXv37uHo0aM4duwYRo0ahfnz5+PUqVMa50BE2YctSkT5kLe3N/bt24fz58+rlRcpUgTh4eFqN+nsnPvo4sWLqn+npKTgypUrqlajmjVr4vbt2yhdujTKly+v9slocgQAFhYWcHBwwNmzZ9XKz58/jypVqmTPifyfIkWKAPgw5inVp9fL0dFR7bwBaCxXrlwZly9fVisLCgpSW65Zsybu3buncW3Kly+vStiMjY3RsWNHLF26FP/88w8uXLiAmzdvftU5EtHnsUWJKB+qXr06+vbti2XLlqmVN2vWDK9evcK8efPQvXt3BAQE4NChQ7CwsMiW465YsQIVKlRAlSpVsHjxYrx58waenp4AgNGjR2Pt2rXo3bs3fvjhBxQuXBgPHjyAn58f1q5dC11d3Qwf54cffsC0adNQrlw5ODs7Y8OGDQgODsZff/2VLeeRytjYGPXr14e3tzdKly6N169f45dfflGrM2LECCxcuBATJ07E8OHDceXKFfj4+KjVGTt2LJo2bYpFixbBzc0NJ06cwKFDh9RamX777Td06NABJUqUQI8ePaCjo4MbN27g5s2bmDVrFnx8fKBQKFCvXj2YmJhg8+bNMDY2RqlSpbL1nIlIHVuUiPKp//3vfxrdO1WqVMHKlSuxYsUK1KhRA5cvX/7sE2GZ5e3tjblz56JGjRo4c+YM9uzZg8KFCwMAHBwccO7cOSgUCrRu3RrVqlXD+PHjYWlpqTYeKiPGjRuHSZMmYdKkSahevToCAgKwd+9eVKhQIdvOJdX69euRnJyM2rVrY/z48Zg1a5ba+pIlS2LHjh3Yt28fatSogdWrV8PLy0utTqNGjbB69WosWrQINWrUQEBAAL777jsYGRmp6rRu3Rr79+/H0aNHUadOHdSvXx+LFi1SJUJWVlZYu3YtGjVqBCcnJxw/fhz79u3jHFFEOUwSGelgJyKibDV06FDcvXsXZ86ckTsUIvoMdr0REeWCBQsWwNXVFaampjh06BA2btyIlStXyh0WEX0BW5SIiHJBz5498c8//yAuLg5ly5bF2LFjMWLECLnDIqIvYKJERERElA4O5iYiIiJKBxMlIiIionQwUSIiIiJKBxMlIiIionQwUSIiIiJKBxMlIiIionQwUSIiIiJKBxMlIiIionQwUSIiIiJKx/8DU+bumWNlb6QAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(number_nudges_0_90,energy_changes_0_90)\n", + "plt.title(\"Spring 23 Energy Change vs. Number Nudges, 0/90\")\n", + "plt.xlabel(\"Number of nudges\")\n", + "#plt.xlim(0,6)\n", + "#plt.ylim(0,50)\n", + "plt.ylabel(\"Energy Change\")\n", + "\n", + "from sklearn.linear_model import LinearRegression \n", + "lr = LinearRegression(fit_intercept=False)\n", + "\n", + "X = np.array(number_nudges_0_90).reshape(-1,1)\n", + "y = energy_changes_0_90\n", + "lr.fit(X,y)\n", + "\n", + "x_vals = np.array(np.arange(0,6,1)).reshape(-1,1)\n", + "y_pred = lr.predict(x_vals)\n", + "\n", + "plt.plot(x_vals,y_pred,color='g',linestyle='--')\n", + "plt.text(4.0,10,str(round(lr.coef_[0],2))+\" MeV/nudge\",fontsize=12)\n", + "plt.savefig('plots/multiNudge/energyChange_vs_Nudge_0_90_Spring23.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(number_nudges_45_135,energy_changes_45_135)\n", + "plt.title(\"Spring 23 Energy Change vs. Number Nudges, 45/135\")\n", + "plt.xlabel(\"Number of nudges\")\n", + "#plt.xlim(0,6)\n", + "#plt.ylim(0,30)\n", + "plt.ylabel(\"Energy Change\")\n", + "\n", + "lr = LinearRegression(fit_intercept=False)\n", + "\n", + "X = np.array(number_nudges_45_135).reshape(-1,1)\n", + "y = energy_changes_45_135\n", + "lr.fit(X,y)\n", + "\n", + "x_vals = np.array(np.arange(0,6,1)).reshape(-1,1)\n", + "y_pred = lr.predict(x_vals)\n", + "\n", + "plt.plot(x_vals,y_pred,color='g',linestyle='--')\n", + "plt.text(4.0,10,str(round(lr.coef_[0],2))+\" MeV/nudge\",fontsize=12)\n", + "plt.savefig('plots/multiNudge/energyChange_vs_Nudge_45_135_Spring23.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "# now for Spring 25\n", + "# if a plot has no nudges drawn, it means all nudges were backlash\n", + "#for runVal in nudge_list_2025:\n", + "# plot_run(df_2025_good,runVal)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131409\n", + "Total number of nudges this run is [12]\n", + "Nudge list is [ 5 6 7 8 9 10 11]\n", + "Nudge has backlash count BacklashNudge\n", + "False 1385\n", + "True 5\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 1378\n", + "True 12\n", + "Name: count, dtype: int64\n", + "Nudge number 5 occurs at time 200.0\n", + "Nudge number 6 occurs at time 206.0\n", + "Nudge number 7 occurs at time 212.0\n", + "Nudge number 8 occurs at time 226.0\n", + "Nudge number 9 occurs at time 234.0\n", + "Nudge number 10 occurs at time 243.0\n", + "Nudge number 11 occurs at time 268.0\n", + "daq on at time 521.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 28.4\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "28.4 355\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "28.4 1390\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [12] nudges for run 131409\n", + "energy change is 56.58399999999892\n", + "num_nudges_better is 6.9\n", + "energy change per nudge for run 131409 is 8.20057971014477\n", + "plotting for run 131662\n", + "Total number of nudges this run is [6]\n", + "Nudge list is [4 5 6]\n", + "Nudge has backlash count BacklashNudge\n", + "False 4347\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 4344\n", + "True 6\n", + "Name: count, dtype: int64\n", + "Nudge number 4 occurs at time 970.0\n", + "Nudge number 5 occurs at time 972.0\n", + "Nudge number 6 occurs at time 973.0\n", + "daq on at time 585.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 28.4\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "28.4 398\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "28.4 4350\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [6] nudges for run 131662\n", + "energy change is 26.51749999999811\n", + "num_nudges_better is 3.0\n", + "energy change per nudge for run 131662 is 8.839166666666037\n", + "plotting for run 131703\n", + "Total number of nudges this run is [8]\n", + "Nudge list is [2 3 4 5 6 7 8]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6204\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6197\n", + "True 8\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 4226.0\n", + "Nudge number 3 occurs at time 4228.0\n", + "Nudge number 4 occurs at time 4229.0\n", + "Nudge number 5 occurs at time 4232.0\n", + "Nudge number 6 occurs at time 4234.0\n", + "Nudge number 7 occurs at time 4236.0\n", + "Nudge number 8 occurs at time 4239.0\n", + "daq on at time 4302.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 28.4\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "28.4 137\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "28.4 6205\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [8] nudges for run 131703\n", + "energy change is 44.01800000000003\n", + "num_nudges_better is 6.9\n", + "energy change per nudge for run 131703 is 6.3794202898550765\n", + "plotting for run 131714\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [2 3 4]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6295\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6292\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 269.0\n", + "Nudge number 3 occurs at time 293.0\n", + "Nudge number 4 occurs at time 294.0\n", + "daq on at time 416.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 28.4\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "28.4 208\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "28.4 6296\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 131714\n", + "energy change is 31.058000000000902\n", + "num_nudges_better is 3.0\n", + "energy change per nudge for run 131714 is 10.352666666666968\n", + "plotting for run 131734\n", + "Total number of nudges this run is [7]\n", + "Nudge list is [4 5 6 7]\n", + "Nudge has backlash count BacklashNudge\n", + "False 7526\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 7522\n", + "True 7\n", + "Name: count, dtype: int64\n", + "Nudge number 4 occurs at time 1073.0\n", + "Nudge number 5 occurs at time 1090.0\n", + "Nudge number 6 occurs at time 1098.0\n", + "Nudge number 7 occurs at time 1114.0\n", + "daq on at time 394.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 28.4\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "28.4 776\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "28.4 7529\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [7] nudges for run 131734\n", + "energy change is 38.314000000000306\n", + "num_nudges_better is 4.0\n", + "energy change per nudge for run 131734 is 9.578500000000076\n", + "plotting for run 131777\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [4]\n", + "Nudge has backlash count BacklashNudge\n", + "False 2486\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 2485\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 4 occurs at time 319.0\n", + "daq on at time 357.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 28.4\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "28.4 99\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "28.4 2489\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 131777\n", + "energy change is 11.157999999999447\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 131777 is 11.157999999999447\n", + "plotting for run 131807\n", + "Total number of nudges this run is [6]\n", + "Nudge list is [2 3 4 5 6]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6812\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6807\n", + "True 6\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 227.0\n", + "Nudge number 3 occurs at time 249.0\n", + "Nudge number 4 occurs at time 259.0\n", + "Nudge number 5 occurs at time 280.0\n", + "Nudge number 6 occurs at time 300.0\n", + "daq on at time 133.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 28.4\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "28.4 189\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "28.4 6813\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [6] nudges for run 131807\n", + "energy change is 39.7920000000031\n", + "num_nudges_better is 4.9\n", + "energy change per nudge for run 131807 is 8.120816326531244\n", + "plotting for run 131825\n", + "Total number of nudges this run is [10]\n", + "Nudge list is [ 5 6 7 8 9 10]\n", + "Nudge has backlash count BacklashNudge\n", + "False 2569\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 2563\n", + "True 10\n", + "Name: count, dtype: int64\n", + "Nudge number 5 occurs at time 235.0\n", + "Nudge number 6 occurs at time 249.0\n", + "Nudge number 7 occurs at time 257.0\n", + "Nudge number 8 occurs at time 265.0\n", + "Nudge number 9 occurs at time 283.0\n", + "Nudge number 10 occurs at time 334.0\n", + "daq on at time 470.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 28.4\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "28.4 285\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "28.4 2573\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [10] nudges for run 131825\n", + "energy change is 55.074000000000524\n", + "num_nudges_better is 5.9\n", + "energy change per nudge for run 131825 is 9.33457627118653\n", + "plotting for run 131863\n", + "Total number of nudges this run is [5]\n", + "Nudge list is [2 3 4 5]\n", + "Nudge has backlash count BacklashNudge\n", + "False 3411\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 3406\n", + "True 6\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 165.0\n", + "Nudge number 3 occurs at time 183.0\n", + "Nudge number 4 occurs at time 223.0\n", + "Nudge number 5 occurs at time 247.0\n", + "daq on at time 418.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 28.4\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "28.4 314\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "28.4 3412\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [5] nudges for run 131863\n", + "energy change is 16.25249999999869\n", + "num_nudges_better is 4.0\n", + "energy change per nudge for run 131863 is 4.063124999999673\n", + "plotting for run 131866\n", + "Total number of nudges this run is [1]\n", + "Nudge list is [1]\n", + "Nudge has backlash count BacklashNudge\n", + "False 690\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 689\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 689.0\n", + "daq on at time 44.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 28.4\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "28.4 645\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "28.4 690\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [1] nudges for run 131866\n", + "energy change is 3.2120000000013533\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 131866 is 3.2120000000013533\n", + "plotting for run 131918\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [2 3 4]\n", + "Nudge has backlash count BacklashNudge\n", + "False 501\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 498\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 159.0\n", + "Nudge number 3 occurs at time 178.0\n", + "Nudge number 4 occurs at time 207.0\n", + "daq on at time 285.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 28.4\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "28.4 187\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "28.4 502\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 131918\n", + "energy change is 21.590000000000146\n", + "num_nudges_better is 3.0\n", + "energy change per nudge for run 131918 is 7.196666666666715\n", + "plotting for run 131932\n", + "Total number of nudges this run is [9]\n", + "Nudge list is [5 6 7 8]\n", + "Nudge has backlash count BacklashNudge\n", + "False 7353\n", + "True 5\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 7349\n", + "True 9\n", + "Name: count, dtype: int64\n", + "Nudge number 5 occurs at time 218.0\n", + "Nudge number 6 occurs at time 236.0\n", + "Nudge number 7 occurs at time 258.0\n", + "Nudge number 8 occurs at time 280.0\n", + "daq on at time 333.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 28.4\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "28.4 176\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "28.4 7358\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [9] nudges for run 131932\n", + "energy change is 31.8224999999984\n", + "num_nudges_better is 4.0\n", + "energy change per nudge for run 131932 is 7.9556249999996\n", + "plotting for run 132033\n", + "Total number of nudges this run is [11]\n", + "Nudge list is [ 5 6 7 8 9 10 11]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6053\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6045\n", + "True 12\n", + "Name: count, dtype: int64\n", + "Nudge number 5 occurs at time 277.0\n", + "Nudge number 6 occurs at time 282.0\n", + "Nudge number 7 occurs at time 286.0\n", + "Nudge number 8 occurs at time 294.0\n", + "Nudge number 9 occurs at time 303.0\n", + "Nudge number 10 occurs at time 327.0\n", + "Nudge number 11 occurs at time 388.0\n", + "daq on at time 751.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 28.4\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "28.4 535\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "28.4 6057\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [11] nudges for run 132033\n", + "energy change is 54.65599999999904\n", + "num_nudges_better is 6.9\n", + "energy change per nudge for run 132033 is 7.921159420289715\n", + "plotting for run 132061\n", + "Total number of nudges this run is [5]\n", + "Nudge list is [5]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5983\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5982\n", + "True 5\n", + "Name: count, dtype: int64\n", + "Nudge number 5 occurs at time 1570.0\n", + "daq on at time 628.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 28.4\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "28.4 992\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "28.4 5987\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [5] nudges for run 132061\n", + "energy change is 7.697500000000218\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 132061 is 7.697500000000218\n", + "plotting for run 132071\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 7065\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 7063\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 529.0\n", + "Nudge number 3 occurs at time 536.0\n", + "daq on at time 577.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 28.4\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "28.4 109\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + " 28.4 6964\n", + "-16.6 102\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 132071\n", + "energy change is 18.220000000001164\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 132071 is 9.110000000000582\n", + "plotting for run 131421\n", + "Total number of nudges this run is [6]\n", + "Nudge list is [1 2 3 4 5 6]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6023\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6017\n", + "True 6\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 2165.0\n", + "Nudge number 2 occurs at time 2328.0\n", + "Nudge number 3 occurs at time 2374.0\n", + "Nudge number 4 occurs at time 2389.0\n", + "Nudge number 5 occurs at time 2406.0\n", + "Nudge number 6 occurs at time 2425.0\n", + "daq on at time 777.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 1514\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 6023\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [6] nudges for run 131421\n", + "energy change is 64.22999999999956\n", + "num_nudges_better is 6.0\n", + "energy change per nudge for run 131421 is 10.704999999999927\n", + "plotting for run 131602\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 2738\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 2737\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 2449.0\n", + "daq on at time 890.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 1408\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 2739\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 131602\n", + "energy change is 11.416000000001077\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 131602 is 11.416000000001077\n", + "plotting for run 131634\n", + "Total number of nudges this run is [8]\n", + "Nudge list is [2 3 4 5 6 7]\n", + "Nudge has backlash count BacklashNudge\n", + "False 7005\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6999\n", + "True 8\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 289.0\n", + "Nudge number 3 occurs at time 309.0\n", + "Nudge number 4 occurs at time 312.0\n", + "Nudge number 5 occurs at time 326.0\n", + "Nudge number 6 occurs at time 346.0\n", + "Nudge number 7 occurs at time 347.0\n", + "daq on at time 459.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 200\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 7007\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [8] nudges for run 131634\n", + "energy change is 64.71000000000095\n", + "num_nudges_better is 6.0\n", + "energy change per nudge for run 131634 is 10.785000000000158\n", + "plotting for run 131677\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [1 2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6129\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6126\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 59.0\n", + "Nudge number 2 occurs at time 72.0\n", + "Nudge number 3 occurs at time 73.0\n", + "daq on at time 261.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 242\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 6129\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 131677\n", + "energy change is 27.195999999998094\n", + "num_nudges_better is 3.0\n", + "energy change per nudge for run 131677 is 9.065333333332697\n", + "plotting for run 131771\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 3010\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 3009\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 370.0\n", + "daq on at time 991.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 682\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 3011\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 131771\n", + "energy change is 12.605999999999767\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 131771 is 12.605999999999767\n", + "plotting for run 131801\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 4912\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 4911\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 229.0\n", + "daq on at time 266.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 98\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 4913\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 131801\n", + "energy change is 10.665000000000873\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 131801 is 10.665000000000873\n", + "plotting for run 131874\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [2]\n", + "Nudge has backlash count BacklashNudge\n", + "False 2634\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 2633\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 343.0\n", + "daq on at time 391.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 109\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 2506\n", + " 0.0 129\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 131874\n", + "energy change is 9.882499999999709\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 131874 is 4.9412499999998545\n", + "plotting for run 131891\n", + "Total number of nudges this run is [1]\n", + "Nudge list is [1]\n", + "Nudge has backlash count BacklashNudge\n", + "False 7635\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 7634\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 7577.0\n", + "daq on at time 143.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 7399\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 7635\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [1] nudges for run 131891\n", + "energy change is 9.46600000000035\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 131891 is 9.46600000000035\n", + "plotting for run 131908\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [2 3 4]\n", + "Nudge has backlash count BacklashNudge\n", + "False 3536\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 3533\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 672.0\n", + "Nudge number 3 occurs at time 698.0\n", + "Nudge number 4 occurs at time 729.0\n", + "daq on at time 848.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 202\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 3316\n", + " 0.0 221\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 131908\n", + "energy change is 47.659999999999854\n", + "num_nudges_better is 3.0\n", + "energy change per nudge for run 131908 is 15.886666666666619\n", + "plotting for run 131925\n", + "Total number of nudges this run is [5]\n", + "Nudge list is [2 3 4 5]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5647\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5643\n", + "True 5\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 1700.0\n", + "Nudge number 3 occurs at time 1701.0\n", + "Nudge number 4 occurs at time 1702.0\n", + "Nudge number 5 occurs at time 1703.0\n", + "daq on at time 1614.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 108\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 5505\n", + " 0.0 143\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [5] nudges for run 131925\n", + "energy change is 54.977999999999156\n", + "num_nudges_better is 4.0\n", + "energy change per nudge for run 131925 is 13.744499999999789\n", + "plotting for run 132009\n", + "Total number of nudges this run is [12]\n", + "Nudge list is [ 5 6 7 8 9 10 11 12]\n", + "Nudge has backlash count BacklashNudge\n", + "False 3208\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 3200\n", + "True 12\n", + "Name: count, dtype: int64\n", + "Nudge number 5 occurs at time 419.0\n", + "Nudge number 6 occurs at time 430.0\n", + "Nudge number 7 occurs at time 442.0\n", + "Nudge number 8 occurs at time 483.0\n", + "Nudge number 9 occurs at time 498.0\n", + "Nudge number 10 occurs at time 511.0\n", + "Nudge number 11 occurs at time 525.0\n", + "Nudge number 12 occurs at time 554.0\n", + "daq on at time 139.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 453\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 3212\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [12] nudges for run 132009\n", + "energy change is 70.42599999999948\n", + "num_nudges_better is 8.0\n", + "energy change per nudge for run 132009 is 8.803249999999935\n", + "plotting for run 132024\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 7301\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 7299\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 481.0\n", + "Nudge number 3 occurs at time 509.0\n", + "daq on at time 634.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 214\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 7302\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 132024\n", + "energy change is 23.116000000001804\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 132024 is 11.558000000000902\n", + "plotting for run 132048\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [1 2 3 4]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6535\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6531\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 178.0\n", + "Nudge number 2 occurs at time 182.0\n", + "Nudge number 3 occurs at time 204.0\n", + "Nudge number 4 occurs at time 230.0\n", + "daq on at time 0.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 217\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 6535\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 132048\n", + "energy change is 46.27399999999943\n", + "num_nudges_better is 4.0\n", + "energy change per nudge for run 132048 is 11.568499999999858\n", + "plotting for run 132093\n", + "Total number of nudges this run is [4]\n", + "Nudge list is [4]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5965\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5964\n", + "True 4\n", + "Name: count, dtype: int64\n", + "Nudge number 4 occurs at time 398.0\n", + "daq on at time 407.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 70\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 5891\n", + " 0.0 77\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [4] nudges for run 132093\n", + "energy change is 4.835000000000946\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 132093 is 4.835000000000946\n", + "plotting for run 132095\n", + "Total number of nudges this run is [5]\n", + "Nudge list is [2 3 4 5]\n", + "Nudge has backlash count BacklashNudge\n", + "False 6402\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 6398\n", + "True 5\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 127.0\n", + "Nudge number 3 occurs at time 129.0\n", + "Nudge number 4 occurs at time 147.0\n", + "Nudge number 5 occurs at time 148.0\n", + "daq on at time 276.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 210\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 6403\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [5] nudges for run 132095\n", + "energy change is 58.82999999999993\n", + "num_nudges_better is 4.0\n", + "energy change per nudge for run 132095 is 14.707499999999982\n", + "plotting for run 132108\n", + "Total number of nudges this run is [6]\n", + "Nudge list is [2 3 4 5 6]\n", + "Nudge has backlash count BacklashNudge\n", + "False 7729\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 7724\n", + "True 6\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 361.0\n", + "Nudge number 3 occurs at time 382.0\n", + "Nudge number 4 occurs at time 401.0\n", + "Nudge number 5 occurs at time 422.0\n", + "Nudge number 6 occurs at time 461.0\n", + "daq on at time 644.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 336\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 7730\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [6] nudges for run 132108\n", + "energy change is 49.42499999999927\n", + "num_nudges_better is 5.0\n", + "energy change per nudge for run 132108 is 9.884999999999854\n", + "plotting for run 132111\n", + "Total number of nudges this run is [2]\n", + "Nudge list is [1]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5636\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5635\n", + "True 2\n", + "Name: count, dtype: int64\n", + "Nudge number 1 occurs at time 5.0\n", + "daq on at time 124.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 155\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 5637\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [2] nudges for run 132111\n", + "energy change is 14.210000000000946\n", + "num_nudges_better is 1.0\n", + "energy change per nudge for run 132111 is 14.210000000000946\n", + "plotting for run 132127\n", + "Total number of nudges this run is [3]\n", + "Nudge list is [2 3]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5535\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5533\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 29.0\n", + "Nudge number 3 occurs at time 35.0\n", + "daq on at time 180.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 211\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 5536\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [3] nudges for run 132127\n", + "energy change is 18.601999999997133\n", + "num_nudges_better is 2.0\n", + "energy change per nudge for run 132127 is 9.300999999998567\n", + "plotting for run 132145\n", + "Total number of nudges this run is [6]\n", + "Nudge list is [2 3 4 5 6]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5795\n", + "True 1\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5790\n", + "True 6\n", + "Name: count, dtype: int64\n", + "Nudge number 2 occurs at time 248.0\n", + "Nudge number 3 occurs at time 269.0\n", + "Nudge number 4 occurs at time 279.0\n", + "Nudge number 5 occurs at time 280.0\n", + "Nudge number 6 occurs at time 300.0\n", + "daq on at time 327.0\n", + "Unique CBREM:PLANE values: [2]\n", + "plane_values are 0 2\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 140\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 5796\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [6] nudges for run 132145\n", + "energy change is 68.32750000000124\n", + "num_nudges_better is 5.0\n", + "energy change per nudge for run 132145 is 13.665500000000247\n", + "plotting for run 132158\n", + "Total number of nudges this run is [6]\n", + "Nudge list is [4 5 6]\n", + "Nudge has backlash count BacklashNudge\n", + "False 5979\n", + "True 3\n", + "Name: count, dtype: int64\n", + "Nudge occurred value counts: NudgeOccurred\n", + "False 5976\n", + "True 6\n", + "Name: count, dtype: int64\n", + "Nudge number 4 occurs at time 561.0\n", + "Nudge number 5 occurs at time 599.0\n", + "Nudge number 6 occurs at time 619.0\n", + "daq on at time 737.0\n", + "Unique CBREM:PLANE values: [1]\n", + "plane_values are 0 1\n", + "Name: CBREM:PLANE, dtype: int64\n", + "roll_values are 0 -16.6\n", + "Name: GONI:ROLL, dtype: float64\n", + "roll values are GONI:ROLL\n", + "-16.6 237\n", + "Name: count, dtype: int64\n", + "roll values are GONI:ROLL\n", + "-16.6 5849\n", + " 0.0 133\n", + "Name: count, dtype: int64\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "should have [6] nudges for run 132158\n", + "energy change is 11.00250000000051\n", + "num_nudges_better is 3.0\n", + "energy change per nudge for run 132158 is 3.6675000000001696\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "number_nudges = []\n", + "energy_changes = []\n", + "\n", + "number_nudges_0_90 = []\n", + "energy_changes_0_90 = []\n", + "\n", + "number_nudges_45_135 = []\n", + "energy_changes_45_135 = []\n", + "\n", + "# run lists determined by manually looking through plots of all runs, output in cell above\n", + "runs_45_135 = [131409, 131662, 131703, 131714, 131734, 131777, 131807, 131825, 131863, 131866, 131918, 131932, 132033, 132061, 132071]\n", + "runs_0_90 = [131421, 131602, 131634, 131677, 131771, 131801, 131874, 131891, 131908, 131925, 132009, 132024, 132048, 132093, 132095, 132108, 132111, 132127, 132145, 132158]\n", + "good_run_list = runs_45_135+runs_0_90\n", + "\n", + "# some of the runs listed above have unreliable behavior, ie nudges that do nothing, but aren't labeled as backlash\n", + "exclude_runs = []\n", + "for runNum in good_run_list:\n", + " if runNum in exclude_runs:\n", + " continue\n", + "\n", + " plot_run(df_2025_good,runNum)\n", + "\n", + " df_tmp = df_2025_good[(df_2025_good['RunNumber']==runNum)&(df_2025_good['NudgeOccurred'])&(~df_2025_good['BacklashNudge'])]\n", + " df_tmp.reset_index(inplace=True)\n", + "\n", + "\n", + " print('should have ',df_tmp['TotalNudges_thisRun'].unique(),'nudges for run',runNum)\n", + "\n", + " # we are looking at the subset of nudges that are not backlash, so none of these methods work for us\n", + " #num_nudges = df_tmp['TotalNudgeSize_thisRun'].unique()[0]/0.001\n", + " #num_nudges_alt = df_tmp['TotalNudges_thisRun'].unique()[0]\n", + " \n", + " # need to loop over nudge sizes, add in quadrature, and divide by 0.001\n", + " num_nudges_fixed = 0\n", + " for nudgeVal in df_tmp['NudgeNumber'].unique():\n", + " df_tmp2 = df_tmp[df_tmp['NudgeNumber']==nudgeVal]\n", + " num_nudges_fixed += (df_tmp['NudgePitchSize'].mode()[0]**2+df_tmp['NudgeYawSize'].mode()[0]**2)**0.5\n", + " num_nudges_fixed = round(num_nudges_fixed/0.001,1)\n", + "\n", + "\n", + "\n", + " # look at energy at first nudge, compare to avg of last 5 energies\n", + " nudge_list = df_tmp['NudgeNumber'].unique()\n", + " df_first_nudge = df_tmp[df_tmp['NudgeNumber']==min(nudge_list)]\n", + " df_first_nudge.reset_index()\n", + " initial_energy = df_first_nudge.loc[0,'CBREM:ENERGY']\n", + "\n", + "\n", + " # look 15-30 seconds after last nudge, take avg time\n", + " df_last_nudge = df_tmp[df_tmp['NudgeNumber']==max(nudge_list)]\n", + " df_last_nudge.reset_index(inplace=True)\n", + "\n", + " last_nudge_time = df_last_nudge.loc[0,'TimeStamp']\n", + "\n", + " df_end = df_2025_good[(df_2025_good['RunNumber']==runNum)&(df_2025_good['TimeStamp']>=(last_nudge_time+15))&(df_2025_good['TimeStamp']<=(last_nudge_time+30))]\n", + " end_energies = df_end['CBREM:ENERGY'].unique()\n", + "\n", + " final_energy = np.mean(end_energies)\n", + "\n", + " energy_change = abs(final_energy - initial_energy)\n", + "\n", + " energy_changes.append(energy_change)\n", + " number_nudges.append(num_nudges_fixed)\n", + "\n", + " print('energy change is',energy_change)\n", + " print('num_nudges_better is',num_nudges_fixed)\n", + " print('energy change per nudge for run ',runNum,'is',energy_change/num_nudges_fixed)\n", + "\n", + " if runNum in runs_45_135:\n", + " energy_changes_45_135.append(energy_change)\n", + " number_nudges_45_135.append(num_nudges_fixed)\n", + " else:\n", + " energy_changes_0_90.append(energy_change)\n", + " number_nudges_0_90.append(num_nudges_fixed)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(number_nudges_0_90,energy_changes_0_90)\n", + "plt.title(\"Spring 25 Energy Change vs. Number Nudges, 0/90\")\n", + "plt.xlabel(\"Number of nudges\")\n", + "#plt.xlim(0,6)\n", + "#plt.ylim(0,50)\n", + "plt.ylabel(\"Energy Change\")\n", + "\n", + "from sklearn.linear_model import LinearRegression \n", + "lr = LinearRegression(fit_intercept=False)\n", + "\n", + "X = np.array(number_nudges_0_90).reshape(-1,1)\n", + "y = energy_changes_0_90\n", + "lr.fit(X,y)\n", + "\n", + "x_vals = np.array(np.arange(0,max(number_nudges_0_90)+1,1)).reshape(-1,1)\n", + "y_pred = lr.predict(x_vals)\n", + "\n", + "plt.plot(x_vals,y_pred,color='g',linestyle='--')\n", + "plt.text(4.0,10,str(round(lr.coef_[0],2))+\" MeV/nudge\",fontsize=12)\n", + "plt.savefig('plots/multiNudge/energyChange_vs_Nudge_0_90_Spring25.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(number_nudges_45_135,energy_changes_45_135)\n", + "plt.title(\"Spring 25 Energy Change vs. Number Nudges, 45/135\")\n", + "plt.xlabel(\"Number of nudges\")\n", + "#plt.xlim(0,6)\n", + "#plt.ylim(0,30)\n", + "plt.ylabel(\"Energy Change\")\n", + "\n", + "lr = LinearRegression(fit_intercept=False)\n", + "\n", + "X = np.array(number_nudges_45_135).reshape(-1,1)\n", + "y = energy_changes_45_135\n", + "lr.fit(X,y)\n", + "\n", + "x_vals = np.array(np.arange(0,max(number_nudges_45_135)+1,1)).reshape(-1,1)\n", + "y_pred = lr.predict(x_vals)\n", + "\n", + "plt.plot(x_vals,y_pred,color='g',linestyle='--')\n", + "plt.text(4.0,10,str(round(lr.coef_[0],2))+\" MeV/nudge\",fontsize=12)\n", + "plt.savefig('plots/multiNudge/energyChange_vs_Nudge_45_135_Spring25.pdf')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [ + { + "datasetId": 7606862, + "sourceId": 12083762, + "sourceType": "datasetVersion" + } + ], + "dockerImageVersionId": 31040, + "isGpuEnabled": false, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/coherent_edge_nudges/mygetCommands/beamInfoVars.txt b/coherent_edge_nudges/mygetCommands/beamInfoVars.txt new file mode 100644 index 0000000..4990a2e --- /dev/null +++ b/coherent_edge_nudges/mygetCommands/beamInfoVars.txt @@ -0,0 +1,45 @@ +# detailed information about the beam, read every second (most likely) +# for Spring 20 +myget -m history -c 'HALLD:p' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/ebeam_energy.txt +myget -m history -c 'HD:CBREM:EDGE' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/photonbeam_energy.txt +myget -m history -c 'HD:CBREM:REQ_EDGE' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/photonbeam_energy_desired.txt +myget -m history -c 'HD:CBREM:WIDTH' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/photonbeam_energy_uncertainty.txt +myget -m history -c 'AC:inner:position:x' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/ac_x.txt +myget -m history -c 'AC:inner:position:y' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/ac_y.txt +myget -m history -c 'IPM5C11B.XPOS' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/ebeam_x.txt +myget -m history -c 'IPM5C11B.YPOS' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/ebeam_y.txt +myget -m history -c 'IBCAD00CRCUR6' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/ebeam_current.txt +myget -m history -c 'HD:GONI:RADIATOR_NAME' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/radiator_name.txt +myget -m history -c 'HD:GONI:RADIATOR_ID' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/radiator_id.txt + + + + +# for Spring 23 + +myget -m history -c 'HALLD:p' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/ebeam_energy.txt +myget -m history -c 'HD:CBREM:EDGE' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/photonbeam_energy.txt +myget -m history -c 'HD:CBREM:REQ_EDGE' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/photonbeam_energy_desired.txt +myget -m history -c 'HD:CBREM:WIDTH' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/photonbeam_energy_uncertainty.txt +myget -m history -c 'AC:inner:position:x' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/ac_x.txt +myget -m history -c 'AC:inner:position:y' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/ac_y.txt +myget -m history -c 'IPM5C11B.XPOS' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/ebeam_x.txt +myget -m history -c 'IPM5C11B.YPOS' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/ebeam_y.txt +myget -m history -c 'IBCAD00CRCUR6' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/ebeam_current.txt +myget -m history -c 'HD:GONI:RADIATOR_NAME' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/radiator_name.txt +myget -m history -c 'HD:GONI:RADIATOR_ID' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/radiator_id.txt + + +# for Spring 25 + +myget -c 'HALLD:p' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/ebeam_energy.txt +myget -c 'HD:CBREM:EDGE' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/photonbeam_energy.txt +myget -c 'HD:CBREM:REQ_EDGE' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/photonbeam_energy_desired.txt +myget -c 'HD:CBREM:WIDTH' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/photonbeam_energy_uncertainty.txt +myget -c 'AC:inner:position:x' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/ac_x.txt +myget -c 'AC:inner:position:y' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/ac_y.txt +myget -c 'IPM5C11B.XPOS' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/ebeam_x.txt +myget -c 'IPM5C11B.YPOS' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/ebeam_y.txt +myget -c 'IBCAD00CRCUR6' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/ebeam_current.txt +myget -c 'HD:GONI:RADIATOR_NAME' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/radiator_name.txt +myget -c 'HD:GONI:RADIATOR_ID' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/radiator_id.txt diff --git a/coherent_edge_nudges/mygetCommands/runConfigVars.txt b/coherent_edge_nudges/mygetCommands/runConfigVars.txt new file mode 100644 index 0000000..3b086ed --- /dev/null +++ b/coherent_edge_nudges/mygetCommands/runConfigVars.txt @@ -0,0 +1,56 @@ + +# for Spring 2020 + +myget -m history -c 'HD:coda:daq:run_number' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/run_number.txt +myget -m history -c 'HD:CBREM:PLANE' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/cbrem_plane.txt +myget -m history -c 'HD:coda:daq:status' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/daq_status.txt +myget -m history -c 'HD:GONI:X' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/goni_x.txt +myget -m history -c 'HD:GONI:X.RBV' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/goni_x_rbv.txt +myget -m history -c 'HD:GONI:Y' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/goni_y.txt +myget -m history -c 'HD:GONI:Y.RBV' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/goni_y_rbv.txt +myget -m history -c 'HD:GONI:PITCH' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/goni_pitch.txt +myget -m history -c 'HD:GONI:PITCH.RBV' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/goni_pitch_rbv.txt +myget -m history -c 'HD:GONI:YAW' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/goni_yaw.txt +myget -m history -c 'HD:GONI:YAW.RBV' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/goni_yaw_rbv.txt +myget -m history -c 'HD:GONI:ROLL' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/goni_roll.txt +myget -m history -c 'HD:GONI:ROLL.RBV' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/goni_roll_rbv.txt +myget -m history -c 'HallDACOrb:Suspended' -b '2020-01-10 00:00:00' -e '2020-09-21 12:00:00' | tee Spring20/beam_lock.txt + + + + +# for Spring 23 + +myget -m history -c 'HD:coda:daq:run_number' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/run_number.txt +myget -m history -c 'HD:CBREM:PLANE' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/cbrem_plane.txt +myget -m history -c 'HD:coda:daq:status' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/daq_status.txt +myget -m history -c 'HD:GONI:X' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/goni_x.txt +myget -m history -c 'HD:GONI:X.RBV' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/goni_x_rbv.txt +myget -m history -c 'HD:GONI:Y' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/goni_y.txt +myget -m history -c 'HD:GONI:Y.RBV' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/goni_y_rbv.txt +myget -m history -c 'HD:GONI:PITCH' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/goni_pitch.txt +myget -m history -c 'HD:GONI:PITCH.RBV' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/goni_pitch_rbv.txt +myget -m history -c 'HD:GONI:YAW' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/goni_yaw.txt +myget -m history -c 'HD:GONI:YAW.RBV' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/goni_yaw_rbv.txt +myget -m history -c 'HD:GONI:ROLL' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/goni_roll.txt +myget -m history -c 'HD:GONI:ROLL.RBV' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/goni_roll_rbv.txt +myget -m history -c 'HallDACOrb:Suspended' -b '2023-01-21 00:00:00' -e '2023-03-19 22:00:00' | tee Spring23/beam_lock.txt + + + + +# Spring 25 +myget -c 'HD:coda:daq:run_number' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/run_number.txt +myget -c 'HD:CBREM:PLANE' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/cbrem_plane.txt +myget -c 'HD:coda:daq:status' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/daq_status.txt +myget -c 'HD:GONI:X' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/goni_x.txt +myget -c 'HD:GONI:X.RBV' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/goni_x_rbv.txt +myget -c 'HD:GONI:Y' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/goni_y.txt +myget -c 'HD:GONI:Y.RBV' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/goni_y_rbv.txt +myget -c 'HD:GONI:PITCH' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/goni_pitch.txt +myget -c 'HD:GONI:PITCH.RBV' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/goni_pitch_rbv.txt +myget -c 'HD:GONI:YAW' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/goni_yaw.txt +myget -c 'HD:GONI:YAW.RBV' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00'| tee Spring25/goni_yaw_rbv.txt +myget -c 'HD:GONI:ROLL' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/goni_roll.txt +myget -c 'HD:GONI:ROLL.RBV' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/goni_roll_rbv.txt +myget -c 'HallDACOrb:Suspended' -b '2025-05-03 20:00:00' -e '2025-06-15 23:59:00' | tee Spring25/beam_lock.txt diff --git a/coherent_edge_nudges/nonudge-study_combined.ipynb b/coherent_edge_nudges/nonudge-study_combined.ipynb new file mode 100644 index 0000000..a71a19d --- /dev/null +++ b/coherent_edge_nudges/nonudge-study_combined.ipynb @@ -0,0 +1,698 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Look at runs with no nudges \n", + "This removes effect of changes to pitch and yaw.\n", + "Gives clear picture of how electron params effect coherent edge" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2025-06-09T16:13:09.005543Z", + "iopub.status.busy": "2025-06-09T16:13:09.005200Z", + "iopub.status.idle": "2025-06-09T16:13:09.013975Z", + "shell.execute_reply": "2025-06-09T16:13:09.013041Z", + "shell.execute_reply.started": "2025-06-09T16:13:09.005518Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.ticker as ticker\n", + "import statistics\n", + "pd.set_option('display.max_columns',500)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T16:13:18.498952Z", + "iopub.status.busy": "2025-06-09T16:13:18.498621Z", + "iopub.status.idle": "2025-06-09T16:13:38.621233Z", + "shell.execute_reply": "2025-06-09T16:13:38.620288Z", + "shell.execute_reply.started": "2025-06-09T16:13:18.498919Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "df_2020 = pd.read_csv(\"csv_data/merged/Spring2020_with_up_time.csv\")\n", + "df_2023 = pd.read_csv(\"csv_data/merged/Spring2023_with_up_time.csv\")\n", + "df_2025 = pd.read_csv(\"csv_data/merged/Spring2025_with_up_time.csv\")\n", + "print(df_2020.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "df_2020.dropna(inplace=True)\n", + "df_2023.dropna(inplace=True)\n", + "df_2025.dropna(inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We only want good beam times, so require the beam has been \"up\" for at least 30 seconds" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def select_data(df_in):\n", + " df_out = df_in[df_in['BeamUpTime']>30]\n", + " return df_out\n", + "\n", + " \n", + "df_2020 = select_data(df_2020)\n", + "df_2023 = select_data(df_2023)\n", + "df_2025 = select_data(df_2025)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# plot time series of electron and photon beam params vs time" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import matplotlib.ticker as ticker\n", + "import numpy as np\n", + "import statistics\n", + "pd.set_option('display.max_columns',500)\n", + "\n", + "# plot time series of coherent edge, and electron beam x, y, current, energy\n", + "def plot_run(df_in, runNumber, set_ylims = False, ymin=8600, ymax=8620):\n", + "\n", + " df_run = df_in[(df_in['RunNumber']==runNumber)&(df_in['DAQ:STATUS']==2)&(df_in['EBEAM:CURRENT']>50)]\n", + " df_run.reset_index(inplace=True)\n", + "\n", + " if df_run.empty:\n", + " return\n", + " radiator_name = df_run['RADIATOR:NAME'].mode()[0].strip('deg')\n", + " # we want only runs with diamond radiator, so skip all with amorphous\n", + " if 'Al' in radiator_name:\n", + " return\n", + " \n", + " print(\"plotting for run \",runNumber)\n", + "\n", + " fig, (ax1, ax2, ax3,ax4,ax5) = plt.subplots(5,1,sharex=True)\n", + " \n", + " # plot coherent edge energy vs time\n", + " ax1.plot(df_run['TimeStamp'],df_run['CBREM:ENERGY'],color='b')\n", + "\n", + " if set_ylims:\n", + " ax1.set_ylim(ymin,ymax)\n", + " ax1.yaxis.set_minor_locator(ticker.MultipleLocator(5))\n", + "\n", + "\n", + " # plot electron beam x, y, current, and energy vs time\n", + " ax2.plot(df_run['TimeStamp'],df_run['EBEAM:X'],color='r')\n", + " ax2.set_ylabel('X (mm)')\n", + "\n", + " ax3.plot(df_run['TimeStamp'],df_run['EBEAM:Y'],color='g')\n", + " ax3.set_ylabel('Y (mm)')\n", + " plt.xlabel(\"Time Stamp (s)\")\n", + "\n", + " ax4.plot(df_run['TimeStamp'],df_run['EBEAM:CURRENT'])\n", + " ax4.set_ylabel(\"I (nA)\")\n", + "\n", + " ax5.plot(df_run['TimeStamp'],df_run['EBEAM:ENERGY'])\n", + " ax5.set_ylabel(\"$E(e^-) [MeV]$\")\n", + " \n", + " plane_value = df_run.loc[0,'CBREM:PLANE']\n", + "\n", + " plane_str = 'PARA'\n", + " if plane_value==2:\n", + " plane_str = \"PERP\"\n", + " elif plane_value==0:\n", + " plane_str = \"Undefined\"\n", + "\n", + "\n", + " titleStr = 'Run '+str(runNumber)+' '+radiator_name+plane_str\n", + " ax1.set_title(titleStr)\n", + " ax1.set_ylabel(\"$E_\\gamma$ [MeV]\")\n", + " ax1.legend()\n", + "\n", + " plt.savefig(\"plots/noNudge/plot_run_\"+str(runNumber)+\".pdf\")\n", + " \n", + " plt.show()\n", + "\n", + " plt.clf()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot summary correlations for each run period and orientation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "from sklearn.feature_selection import mutual_info_regression \n", + "\n", + "# run period is either Spring20, Spring23, or Spring25\n", + "def summary_correlations(df_in, run_period):\n", + "\n", + " if df_in.empty:\n", + " print('input data frame empty, exit')\n", + " exit()\n", + " roll_0_90 = 0\n", + " roll_45_135 = 0\n", + "\n", + " if run_period == 'Spring20':\n", + " roll_0_90 = -10.5\n", + " roll_45_135 = 34.5\n", + " elif run_period == 'Spring23':\n", + " roll_0_90 = 162\n", + " roll_45_135 = -153\n", + " elif run_period == 'Spring25':\n", + " roll_0_90 = -16.6\n", + " roll_45_135 = 28.4\n", + " else:\n", + " print(\"run_period\",run_period,'not defined')\n", + " exit()\n", + "\n", + " # data frame for times with DAQ on, beam up at least 30 seconds, separated by orientation\n", + " df_0_90_PERP = df_in[(df_in['DAQ:STATUS']==2)&(df_in['GONI:ROLL']==roll_0_90)&(df_in['CBREM:PLANE']==2)]\n", + " df_0_90_PARA = df_in[(df_in['DAQ:STATUS']==2)&(df_in['GONI:ROLL']==roll_0_90)&(df_in['CBREM:PLANE']==1)]\n", + "\n", + " df_45_135_PERP = df_in[(df_in['DAQ:STATUS']==2)&(df_in['GONI:ROLL']==roll_45_135)&(df_in['CBREM:PLANE']==2)]\n", + " df_45_135_PARA = df_in[(df_in['DAQ:STATUS']==2)&(df_in['GONI:ROLL']==roll_45_135)&(df_in['CBREM:PLANE']==1)]\n", + "\n", + " df_list = [df_0_90_PERP,df_0_90_PARA,df_45_135_PERP,df_45_135_PARA]\n", + " title_list = [\"0/90 PERP\",\"0/90 PARA\",\"45/135 PERP\",\"45/135 PARA\"]\n", + " outStr = [\"0_90_PERP\",\"0_90_PARA\",\"45_135_PERP\",\"45_135_PARA\"]\n", + " #plt, (ax1, ax2, ax3, ax4) = plt.subplots(4,1)\n", + " #for method in ['pearson','spearman']:\n", + " for method in ['pearson']:\n", + " for i in range(len(df_list)):\n", + "\n", + " ax = plt.subplot(1,1,1)\n", + " df_tmp = df_list[i].copy()\n", + " df_tmp = df_tmp[['CBREM:ENERGY_LAG_ADJUSTED','EBEAM:X',\"EBEAM:Y\",'EBEAM:CURRENT','EBEAM:ENERGY']]\n", + " if df_tmp.empty:\n", + " print('dataframe is empty for ',title_list[i])\n", + " #corr_matrix = np.array(df_tmp.corr(method=method)['CBREM:ENERGY']).reshape(-1,1)[1:]\n", + " corr_matrix = np.array(df_tmp.corr(method=method)['CBREM:ENERGY_LAG_ADJUSTED']).reshape(-1,1)[1:]\n", + " var_list = ['Electron X','Electron Y','Current','$E_e$']\n", + "\n", + " print(corr_matrix)\n", + "\n", + " sns.heatmap(corr_matrix,annot=True)\n", + " ax.set_yticklabels(var_list)\n", + " ax.set_xticklabels(['CBREM:ENERGY_LAG_ADJUSTED'])\n", + " plt.title(run_period+\" \"+title_list[i]+\" \"+method.title()+\" Correlations\")\n", + " plt.savefig(\"plots/noNudge/\"+method+\"_corr_plot_\"+outStr[i]+'_'+run_period+'.pdf')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "summary_correlations(df_2020, 'Spring20')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "summary_correlations(df_2023, 'Spring23')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "summary_correlations(df_2025, 'Spring25')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot x and y of beam for each run period" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_xy(df_in,title):\n", + " plt.scatter(df_in['EBEAM:X'],df_in['EBEAM:Y'],alpha=0.1)\n", + " plt.title(title)\n", + " plt.xlabel(\"Electron X [mm]\")\n", + " plt.ylabel(\"Electron Y [mm]\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plot_xy(df_2020,'Spring 2020 y vs x')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plot_xy(df_2023,'Spring 2023 y vs x')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plot_xy(df_2025,'Spring 2025 y vs x')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "spring20_runs = df_2020['RunNumber'].unique()\n", + "spring23_runs = df_2023['RunNumber'].unique()\n", + "spring25_runs = df_2025['RunNumber'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(len(spring20_runs))\n", + "# time series for each spring20 run\n", + "# uncomment to make time series plots for every spring20 run\n", + "#for runNum in spring20_runs:\n", + "# plot_run(df_2020,runNum)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(len(spring23_runs))\n", + "# time series for each spring23 run\n", + "# uncomment to make time series plots for every spring23 run\n", + "#for runNum in spring23_runs:\n", + "# plot_run(df_2023,runNum)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(len(spring25_runs))\n", + "# time series for each spring25 run\n", + "# uncomment to make time series plots for every spring25 run\n", + "#for runNum in spring25_runs:\n", + "# plot_run(df_2025,runNum)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.gridspec as gridspec\n", + "import matplotlib as mpl\n", + "\n", + "\n", + "def plot_corrs(df_in, runNumber):\n", + " df_tmp = df_in[(df_in['RunNumber']==runNumber)&(df_in['EBEAM:CURRENT']>50)]\n", + " df_tmp.reset_index(inplace=True)\n", + "\n", + " plane_value = df_tmp.loc[0,'CBREM:PLANE']\n", + " radiator_name = df_tmp['RADIATOR:NAME'].mode()[0].strip('deg')\n", + "\n", + " # want only diamond runs, so remove amorphous\n", + " if 'Al' in radiator_name:\n", + " return\n", + "\n", + " plane_str = 'PARA'\n", + " if plane_value==2:\n", + " plane_str = \"PERP\"\n", + " elif plane_value==0:\n", + " plane_str = \"Undefined\"\n", + " \n", + "\n", + " fig = plt.figure(figsize=(8,8))\n", + " gs = gridspec.GridSpec(4,2,figure=fig,hspace=0.4)\n", + "\n", + " ax1 = fig.add_subplot(gs[0,0])\n", + " ax2 = fig.add_subplot(gs[1,0])\n", + " ax3 = fig.add_subplot(gs[2,0])\n", + " ax4 = fig.add_subplot(gs[3,0])\n", + " ax5 = fig.add_subplot(gs[:,1])\n", + "\n", + " ax1.scatter(df_tmp['EBEAM:X'],df_tmp['CBREM:ENERGY_LAG_ADJUSTED'],alpha=0.2,rasterized=True)\n", + " ax1.set_xlabel(\"Electron X [mm]\")\n", + " ax1.set_ylabel(\"$E_\\gamma$ [MeV]\")\n", + " ax1.set_yscale('log')\n", + " ax1.set_title(\"Run \"+str(runNumber)+\" \"+radiator_name+plane_str)\n", + "\n", + " \n", + " ax2.scatter(df_tmp['EBEAM:Y'],df_tmp['CBREM:ENERGY_LAG_ADJUSTED'],alpha=0.2,rasterized=True)\n", + " ax2.set_xlabel(\"Electron Y [mm]\")\n", + " ax2.set_yscale('log')\n", + " ax2.set_ylabel(\"$E_\\gamma$ [MeV]\")\n", + "\n", + "\n", + " ax3.scatter(df_tmp['EBEAM:CURRENT'],df_tmp['CBREM:ENERGY_LAG_ADJUSTED'],alpha=0.2,rasterized=True)\n", + " ax3.set_xlabel(\"Current [nA]\")\n", + " ax3.set_yscale('log')\n", + " ax3.set_ylabel(\"$E_\\gamma$ [MeV]\")\n", + "\n", + " ax4.scatter(df_tmp['EBEAM:ENERGY'],df_tmp['CBREM:ENERGY_LAG_ADJUSTED'],alpha=0.2,rasterized=True)\n", + " ax4.xaxis.set_major_locator(plt.MaxNLocator(4))\n", + " ax4.set_xlabel(\"Electron Energy [MeV]\")\n", + " ax4.set_yscale('log')\n", + " ax4.set_ylabel(\"$E_\\gamma$ [MeV]\")\n", + "\n", + "\n", + "\n", + " # just grab variables of interest, in the correct order \n", + " # keep coherent edge energy at beginning, but drop after \n", + " df_viz = df_tmp[['CBREM:ENERGY_LAG_ADJUSTED','EBEAM:X',\"EBEAM:Y\",'EBEAM:CURRENT','EBEAM:ENERGY']]\n", + " corr_matrix = np.array(df_viz.corr()['CBREM:ENERGY_LAG_ADJUSTED']).reshape(-1,1)[1:]\n", + "\n", + " var_list = ['Electron X',\"Electron Y\",'Current','Electron Energy']\n", + "\n", + " print(corr_matrix)\n", + "\n", + " sns.heatmap(corr_matrix,ax=ax5,annot=True)\n", + " ax5.set_yticklabels(var_list)\n", + " ax5.set_xticklabels(['$E_\\gamma$'])\n", + " ax5.set_title(\"Correlation Map\")\n", + " \n", + " plt.savefig(\"plots/noNudge/run_\"+str(runNumber)+\"_correlations.pdf\")\n", + " plt.show()\n", + " plt.clf()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(len(spring20_runs))\n", + "# uncomment to make time series plots for every spring20 run\n", + "#for runVal in spring20_runs:\n", + "# plot_corrs(df_2020, runVal)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(len(spring23_runs))\n", + "# uncomment to make time series plots for every spring20 run\n", + "#for runVal in spring23_runs:\n", + "# plot_corrs(df_2023, runVal)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(len(spring25_runs))\n", + "# uncomment to make time series plots for every spring25 run\n", + "#for runVal in spring25_runs:\n", + "# plot_corrs(df_2025, runVal)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After running commented blocks above, we manually pick out some of the most striking runs for visualizing how electron beam params effect coherent edge" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Runs with large spread in X" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# run with dramatic x spread\n", + "plot_corrs(df_2020,72676)\n", + "plot_run(df_2020,72676)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plot_corrs(df_2023,120351)\n", + "plot_run(df_2023,120351)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Runs with large spread in y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# run with dramatic y spread \n", + "plot_corrs(df_2020,72122)\n", + "plot_run(df_2020,72122)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plot_corrs(df_2023,120366)\n", + "plot_run(df_2023,120355)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plot_corrs(df_2025,131440)\n", + "plot_run(df_2025,131440)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Runs with large spread in electron beam energy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# run with a spread in electron beam energy \n", + "plot_corrs(df_2020,72412)\n", + "plot_run(df_2020,72412)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plot_corrs(df_2023,120371)\n", + "plot_run(df_2023,120371)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plot_corrs(df_2025,131454)\n", + "plot_run(df_2025,131454)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Runs with strange electron beam current behavior" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# periodic behavior in electron beam current, no impact on coherent edge\n", + "plot_corrs(df_2020,72656)\n", + "plot_run(df_2020,72656,True,8590,8610)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pair plots for each run period. \n", + "They take a long time to run since they are reading in a large amount of data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_2020_pair = df_2020[(df_2020['CBREM:ENERGY_LAG_ADJUSTED']>8000)&(df_2020['EBEAM:ENERGY']>1000)]\n", + "sns.pairplot(df_2020_pair[['CBREM:ENERGY_LAG_ADJUSTED','EBEAM:X','EBEAM:Y','EBEAM:CURRENT','EBEAM:ENERGY']],plot_kws={'alpha':0.1})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_2023_pair = df_2023[(df_2023['CBREM:ENERGY']>5000)&(df_2023['EBEAM:ENERGY']>2000)]\n", + "sns.pairplot(df_2023_pair[['CBREM:ENERGY','EBEAM:X','EBEAM:Y','EBEAM:CURRENT','EBEAM:ENERGY']],plot_kws={'alpha':0.1})" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_2025_pair = df_2025[(df_2025['EBEAM:ENERGY']>3000)&(df_2025['EBEAM:ENERGY']<11750)]\n", + "sns.pairplot(df_2025_pair[['CBREM:ENERGY','EBEAM:X','EBEAM:Y','EBEAM:CURRENT','EBEAM:ENERGY']])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [ + { + "datasetId": 7606862, + "sourceId": 12083762, + "sourceType": "datasetVersion" + } + ], + "dockerImageVersionId": 31040, + "isGpuEnabled": false, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/coherent_edge_nudges/singlenudge-study.ipynb b/coherent_edge_nudges/singlenudge-study.ipynb new file mode 100644 index 0000000..59a8462 --- /dev/null +++ b/coherent_edge_nudges/singlenudge-study.ipynb @@ -0,0 +1,823 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2025-06-09T16:13:09.005543Z", + "iopub.status.busy": "2025-06-09T16:13:09.005200Z", + "iopub.status.idle": "2025-06-09T16:13:09.013975Z", + "shell.execute_reply": "2025-06-09T16:13:09.013041Z", + "shell.execute_reply.started": "2025-06-09T16:13:09.005518Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.ticker as ticker\n", + "import statistics\n", + "pd.set_option('display.max_columns',500)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2025-06-09T16:13:18.498952Z", + "iopub.status.busy": "2025-06-09T16:13:18.498621Z", + "iopub.status.idle": "2025-06-09T16:13:38.621233Z", + "shell.execute_reply": "2025-06-09T16:13:38.620288Z", + "shell.execute_reply.started": "2025-06-09T16:13:18.498919Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_57051/1971075393.py:1: DtypeWarning: Columns (31,32,33) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df_2020 = pd.read_csv(\"csv_data/merged/Spring2020Merged_goodRuns.csv\")\n", + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_57051/1971075393.py:2: DtypeWarning: Columns (32,33,34) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df_2023 = pd.read_csv(\"csv_data/merged/Spring2023Merged_goodRuns.csv\")\n", + "/var/folders/tp/y19c81b92lsc5dbbpwb5b0wh0000gn/T/ipykernel_57051/1971075393.py:3: DtypeWarning: Columns (31,32,33) have mixed types. Specify dtype option on import or set low_memory=False.\n", + " df_2025 = pd.read_csv(\"csv_data/merged/Spring2025Merged_goodRuns.csv\")\n" + ] + } + ], + "source": [ + "df_2020 = pd.read_csv(\"csv_data/merged/Spring2020Merged_goodRuns.csv\")\n", + "df_2023 = pd.read_csv(\"csv_data/merged/Spring2023Merged_goodRuns.csv\")\n", + "df_2025 = pd.read_csv(\"csv_data/merged/Spring2025Merged_goodRuns.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "# selects runs that have a single nudge of a normal size\n", + "def select_data(df_in):\n", + " df_out = df_in[(df_in['RunHasNudge'])&(~df_in['RunHasAbnormalNudge'])&(df_in['TotalNudges_thisRun']==1)&(~df_in['RunHasBacklash'])]\n", + " return df_out " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df_2020 = select_data(df_2020)\n", + "df_2023 = select_data(df_2023)\n", + "df_2025 = select_data(df_2025)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "# copy viz code from other notebook (or make it a utility aviailble to all would be better)\n", + "nudge_run_list_2020 = df_2020['RunNumber'].unique()\n", + "nudge_run_list_2023 = df_2023['RunNumber'].unique()\n", + "nudge_run_list_2025 = df_2025['RunNumber'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import matplotlib.ticker as ticker\n", + "import numpy as np\n", + "import statistics\n", + "pd.set_option('display.max_columns',500)\n", + "\n", + "def plot_run(runNumber, df_in):\n", + "\n", + " print(\"plotting for run \",runNumber)\n", + " # RunHasNudge only true for moment nudge occurs (need to fix still)\n", + " df_run_nudges = df_in[((df_in['RunNumber']==runNumber)&(df_in['NudgeOccurred']))]\n", + " df_run_nudges.reset_index(inplace=True)\n", + "\n", + " # min and max coherent edge energy to include\n", + " minE = 8550\n", + " maxE = 8650\n", + " expectedE = 8600\n", + "\n", + " if (runNumber>80000) and (runNumber < 130000):\n", + " minE = 8520\n", + " maxE = 8720\n", + " expectedE = 8620\n", + " elif runNumber>130000:\n", + " minE = 8800\n", + " maxE = 9000\n", + " expectedE = 8900\n", + "\n", + " nudge_list = df_run_nudges['NudgeNumber'].unique()\n", + "\n", + " fig, (ax1, ax2) = plt.subplots(2,1,sharex=True)\n", + " \n", + " set_energy_drawn = False\n", + " nudge_label_set = False\n", + " first_good_nudge = False\n", + "\n", + " nudge_times = []\n", + " pitchDiffs = []\n", + " yawDiffs = []\n", + " set_ens = []\n", + "\n", + " first_time = 0\n", + " max_nudge_time = 0\n", + " \n", + " \n", + " for seq in nudge_list:\n", + "\n", + " df_this_nudge = df_run_nudges[df_run_nudges['NudgeNumber']==seq]\n", + " df_this_nudge.reset_index(inplace=True)\n", + " nudge_time = df_this_nudge.loc[0,'TimeStamp']\n", + "\n", + " if first_time==0:\n", + " first_time = nudge_time\n", + "\n", + " current_pitchDiff = df_this_nudge.loc[0,'NudgePitchSize'] \n", + " current_yawDiff = df_this_nudge.loc[0,'NudgeYawSize']\n", + " current_roll = df_this_nudge.loc[0,'GONI:ROLL']\n", + "\n", + " # no clue what is causing this, nudges should never be this big. Config change?\n", + " if abs(current_pitchDiff)>1 or abs(current_yawDiff)>1:\n", + " #print(df_this_nudge)\n", + " continue\n", + "\n", + " pitchDiffs.append(current_pitchDiff)\n", + " yawDiffs.append(current_yawDiff)\n", + " nudge_times.append(nudge_time)\n", + " \n", + " if nudge_time>max_nudge_time:\n", + " max_nudge_time = nudge_time\n", + "\n", + " nudgeSize = (current_pitchDiff**2+current_yawDiff**2)**0.5\n", + "\n", + " # nudge of 0.001 should give 1 MeV change (is what I have been told)\n", + " if abs(current_roll-34.5)<1.0:\n", + " # all roll 34.5 configs have a negative E_gam change with a postive change in yaw\n", + " if current_yawDiff>0:\n", + " nudgeSize = -nudgeSize\n", + " elif abs(current_roll+10.5)<1:\n", + " # roll -10.5 PARA has +delta(yaw)->-delta(E)\n", + " # but for PERP, yaw is fixed and +delta(pitch)->-delta(E)\n", + " if df_this_nudge.loc[0,'CBREM:PLANE']==2:\n", + " # PERP\n", + " if current_pitchDiff>0:\n", + " nudgeSize = -nudgeSize\n", + " elif df_this_nudge.loc[0,'CBREM:PLANE']==1:\n", + " if current_yawDiff>0:\n", + " nudgeSize = -nudgeSize\n", + " expectedEnChange = 3.0*nudgeSize/0.001\n", + "\n", + " # estimate measured energy value after this nudge\n", + " if not first_good_nudge:\n", + " # take current energy and add estimated effect of this nudge\n", + " current_energy = df_this_nudge.loc[0,'CBREM:ENERGY']\n", + " # getting an accurate start energy is essential for the estimates to be close. Check past 10 seconds in df_good to \n", + " # ensure this energy not a fluke. \n", + " this_time = df_this_nudge.loc[0,'TimeStamp']\n", + " # find the last ten energies in a reasonable energy range\n", + " df_time_window = df_in[(df_in['RunNumber']==runNumber)&(df_in['TimeStamp']<=this_time)&(df_in['CBREM:ENERGY']>minE)&(df_in['CBREM:ENERGY']10:\n", + " print(\"energy of\",current_energy,\"more than 10 MeV from mean from last 10 seconds \",mean_energy)\n", + " median_energy = statistics.median(energies_in_window)\n", + " print(\"resetting to median value of \",median_energy)\n", + " print(energies_in_window)\n", + " current_energy = median_energy\n", + " \n", + " set_ens.append(current_energy+expectedEnChange)\n", + " first_good_nudge = True\n", + " else:\n", + " # take previous estimated set energy and add new expected change\n", + " set_ens.append(set_ens[-1]+expectedEnChange)\n", + "\n", + " if not nudge_label_set:\n", + " ax1.axvline(nudge_time,color='r',linestyle='--',label='Nudge')\n", + " nudge_label_set = True\n", + " else:\n", + " ax1.axvline(nudge_time,color='r',linestyle='--')\n", + " \n", + " if not set_energy_drawn:\n", + "\n", + " ax1.axhline(y=expectedE,color='g',linestyle='--',label='Set Energy')\n", + " ax1.axhspan(expectedE-10,expectedE+10,color='g',alpha=0.1)\n", + "\n", + " set_energy_drawn = True\n", + " \n", + " # get the time when the DAQ turned on (status 2)\n", + " df_daq_on = df_in[(df_in['RunNumber']==runNumber)&(df_in['DAQ:STATUS']==2)]\n", + " df_daq_on.reset_index(inplace=True)\n", + " daq_on_time = 0\n", + " if not df_daq_on.empty:\n", + " daq_on_time = df_daq_on.loc[0,'TimeStamp']\n", + "\n", + " # df to get 30 seconds after daq on or last nudge, which ever is later \n", + " df_end = df_in[(df_in['RunNumber']==runNumber)&(df_in['TimeStamp']>=max(max_nudge_time,daq_on_time))]\n", + " df_end.reset_index(inplace=True)\n", + " end_times = list(df_end.loc[0:30,'TimeStamp'])\n", + "\n", + " ax2.plot(nudge_times,yawDiffs,label='YawDiff',marker='o')\n", + " ax2.plot(nudge_times,pitchDiffs,label='PitchDiff',marker='o')\n", + " ax2.set_ylabel('Difference (Degrees)')\n", + " plt.xlabel(\"Time Stamp (s)\")\n", + " ax2.legend()\n", + " \n", + "\n", + " if len(end_times)>0:\n", + " ax1.axvline(end_times[0],color='black',label='DAQ On')\n", + "\n", + " if end_times[0]>max_nudge_time:\n", + " nudge_times+=end_times\n", + " set_ens += [set_ens[-1] for i in range(len(end_times))]\n", + "\n", + " df_vis = df_in[(df_in['RunNumber']==runNumber)&(df_in['TimeStamp']>=first_time-30)&(df_in['TimeStamp']<=max(end_times))&(df_in['CBREM:ENERGY']minE)]\n", + "\n", + " ax1.plot(df_vis['TimeStamp'],df_vis['CBREM:ENERGY'],color='b')\n", + " ax1.yaxis.set_minor_locator(ticker.MultipleLocator(5))\n", + " \n", + " \n", + " plane_value = df_end.loc[0,'CBREM:PLANE']\n", + " radiator_name = df_run_nudges['RADIATOR:NAME'].mode()[0].strip('deg')\n", + "\n", + " plane_str = 'PARA'\n", + " if plane_value==2:\n", + " plane_str = \"PERP\"\n", + " elif plane_value==0:\n", + " plane_str = \"Undefined\"\n", + " \n", + "\n", + " titleStr = 'Run '+str(runNumber)+\" \"+radiator_name + plane_str\n", + " \n", + " ax1.set_title(titleStr)\n", + "\n", + " ax1.set_ylabel(\"Photon Energy (GeV)\")\n", + " ax1.legend()\n", + "\n", + " plt.savefig(\"plots/singleNudge/plot_run_\"+str(runNumber)+\".pdf\")\n", + " \n", + " plt.show()\n", + "\n", + " plt.clf()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Date-Time', 'RunNumber', 'DAQ:STATUS', 'CBREM:PLANE', 'GONI:ROLL',\n", + " 'GONI:ROLL.RBV', 'GONI:X', 'GONI:X.RBV', 'GONI:Y', 'GONI:Y.RBV',\n", + " 'GONI:PITCH', 'GONI:PITCH.RBV', 'GONI:YAW', 'GONI:YAW.RBV', 'AC:X',\n", + " 'AC:Y', 'EBEAM:CURRENT', 'EBEAM:ENERGY', 'EBEAM:X', 'EBEAM:Y',\n", + " 'CBREM:SET_ENERGY', 'CBREM:ENERGY_UNC', 'CBREM:ENERGY', 'RADIATOR:ID',\n", + " 'RADIATOR:NAME', 'goodRun', 'TimeStamp', 'RunHasNudge',\n", + " 'NudgeDuringRun', 'NudgeOccurred', 'TotalNudgeSize_thisRun',\n", + " 'NudgeSequence', 'NudgeSequenceReduced_Correct',\n", + " 'NudgeSequenceReduced_Naive', 'TotalNudges_thisRun',\n", + " 'RunHasAbnormalNudge', 'RunHasBacklash', 'ConfigChange_inProgress',\n", + " 'BacklashNudge', 'NudgeNumber', 'NudgePitchSize', 'NudgeYawSize',\n", + " 'PitchMotionSize', 'YawMotionSize', 'MotionDone', 'NudgeEnSize_10s',\n", + " 'CBREM:ENERGY_LAG_ADJUSTED'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "print(df_2020.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def energy_per_nudge(df_in, run_list, run_period):\n", + "\n", + " small_nudge_counts = []\n", + "\n", + "\n", + " first_energies = []\n", + " second_energies = []\n", + "\n", + " # exclude runs where beam drops within 10 seconds of nudge\n", + " exclude_list = [72423, 72433, 72887, 72962, 73126, 131745, 132045]\n", + "\n", + " for runNum in run_list:\n", + " if runNum in exclude_list:\n", + " continue\n", + " plot_run(runNum,df_in)\n", + " df_tmp = df_in[(df_in['RunNumber']==runNum)&(df_in['NudgeOccurred'])]\n", + " df_tmp.reset_index(inplace=True)\n", + "\n", + " num_nudges = round(((df_tmp.loc[0,'NudgeYawSize']**2+df_tmp.loc[0,'NudgePitchSize']**2)**0.5)/0.001,1)\n", + " if num_nudges>1:\n", + " continue\n", + " print(\"Number of small nudges\",num_nudges)\n", + " start_en = round(df_tmp.loc[0,'CBREM:ENERGY'],4)\n", + " first_en = round(abs(df_tmp.loc[0,'NudgeEnSize_10s']),4)\n", + "\n", + " print(\"Energy at Nudge:\",start_en)\n", + " print(\"Energy after 10 seconds:\",first_en)\n", + "\n", + "\n", + " small_nudge_counts.append(num_nudges)\n", + "\n", + " \n", + " first_energies.append(abs(start_en-first_en))\n", + "\n", + " bins = np.arange(-0.5,14.5,1)\n", + " plt.hist(first_energies,alpha=0.25,label='10s After',bins=bins,color='r')\n", + " plt.xlabel('Energy Change [MeV]')\n", + " plt.ylabel(\"Counts\")\n", + " plt.title(\"Energy Change Per Nudge for \"+run_period)\n", + " plt.legend()\n", + " plt.savefig(\"plots/singleNudge/energyChangeSummary_\"+run_period+\".pdf\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "df_tmp = df_2020[df_2020['RunNumber']==72116]\n", + "df_tmp.to_csv(\"tmp.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 72116\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of small nudges 1.0\n", + "Energy at Nudge: 8598.65\n", + "Energy after 10 seconds: 8602.61\n", + "plotting for run 72274\n" + ] + }, + { + "data": { + "text/plain": [ + "
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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of small nudges 1.0\n", + "Energy at Nudge: 8593.94\n", + "Energy after 10 seconds: 8605.36\n", + "plotting for run 72707\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of small nudges 1.0\n", + "Energy at Nudge: 8603.78\n", + "Energy after 10 seconds: 8600.3\n", + "plotting for run 72781\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of small nudges 1.0\n", + "Energy at Nudge: 8589.06\n", + "Energy after 10 seconds: 8591.61\n", + "plotting for run 73056\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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pW7astjwlJYULFy7kKhFNb7FKb0V4++23M9w2fLZubjvP51Z8fDy7du3i7bffzvSW5u+//054eDgTJkzIdHsfHx9Onz6doTy9LH2qkMmTJ+vMQWVnZ6d3rE9f8xo1amjLw8LCiIiIyDAtSWYURcnxGp47dw5FUTKdBuPWrVs4Ojoyb948hg4dqvPaiRMntLfKnm7xSWdlZZVpUvcyf9+f5uPjw9q1a0lJSdFpwX72/0qj0bBp06ZMB0E0b96cGzducOXKFVJSUihZsqT2fVG3bl2dY+Xm9yI7JiYmmf5BkC49SRo6dGiG/4v019NbpdMVK1ZMu8+6detibW3N559/zsKFCxk5ciSQNtfhkydPOHLkSKbT/mzatImoqKhXPiWQyBvScibEU2bPno2joyMTJ07U3t7y8vLi0qVLOl9YkZGRuZps9XktXboUDw8PmjdvnuttEhISOHToEMWLF9eW1ahRA3d39wwdhH/55Rfi4uJ0bgdlJioqit9//107gS2kJYFt27bl/PnzOn3WFEUhMDCQt99+G2dn51zHnZPU1FQGDhxIZGQkY8aMybTO0qVLsbKy4sMPP8z0dT8/Py5cuKAz0i8lJYVVq1ZRo0YNbWucl5cX1apV0z5KlSqld7zNmjXDysoqwzVPn3C2Xbt22W4fGhrKgQMHchwJ26xZM/bu3Zvh4erqSs2aNdm7d6/2D4ynpScLvXv3znS/Xl5ehIeH64wMTEpKYvv27dnGk1f8/PyIi4tj48aNOuUrVqzAw8NDm/AePHiQsLAwOnTokOl+VCoVJUqUoEyZMqSmprJgwQIqVaqkk5zl9vfieZ0/f57g4GA6dOiQ6f9Vo0aN2LJlS45920aPHk3x4sWZOXMmjx49AtL+H+3s7Ni9e3eG/c6ZM4fExERWr179QvELAzLQFB5CGFR280vNnj1bAZSffvpJURRFCQoKUgDl/fffV7Zv366sWbNGqVSpkuLp6al4enpqtwsNDVUAZc6cORn2CSiTJk3KVWyHDh1SAOWzzz7Lsk6tWrWUGTNmKJs3b1b27t2rLFu2TKlevbpiamqqbN26VafuTz/9pABKv379lL179yrff/+94uDgkGE+pC5duihjxoxRNmzYoK1XqlQpxczMTNm5c6dO3StXrigODg5KqVKllLVr1yrbtm1T/Pz8FJVKlat50jw9PZVWrVrplKVf4+DgYOXgwYPK9u3bla+//lqpWLGiAijDhg3LdF937txRTE1Nla5du2Z5vISEBKVcuXJKkSJFlNWrVys7d+5U/Pz8FDMzM2Xfvn05xqsoihIeHq5s2LBB2bBhg/LRRx9p513bsGFDhn18+eWXikqlUj777DNl3759ypw5cxRLS0ulb9++OvUaNWqkTJkyRdm0aZOye/duZf78+YqHh4diZ2ennD59OldxPSu7ec7i4+MVR0dHpXbt2lluf+3aNcXc3FypX7++sm3bNmXjxo1KvXr1FG9vb+XZrwwymZsuq/eBPvPo+fr6Ko6Ojsr333+v7NmzR+nbt68CKKtWrdLWGTJkiFK+fPlMtx84cKDyyy+/KHv37lWWLl2qVKxYUXFyclLOnDmjU+9Ffy+ymucs3YgRIxRAOXz4cKavb926VQGU+fPnK4qS/TX6+eefFUD54osvlNOnTyuAMmDAgEz3m5SUpLi5uSmVKlXK8RyEcZLkTORL2SVn8fHxStGiRZUSJUpoJ7xcsWKFUqZMGcXKykopW7assn79eqV79+4vJTnr27evolKplKtXr2ZZZ8SIEUrFihUVtVqtmJmZKW5uboqfn59y4MCBTOuvWbNGqVChgmJhYaG4ubkpgwcPVh49eqRTZ8aMGUqlSpUUtVqtmJqaKoUKFVL8/PyUI0eOZLrP06dPKy1btlTs7OwUKysrpWbNmspvv/2Wq3MsVKiQ0qFDB50yQPswMTFR7O3tFR8fH6Vfv37ZTnY7bdo0BVD27NmT7THDwsKUjz76SClYsKA23meTzuykf3Fm9qhXr16G+gsWLFBKliypWFhYKEWLFlUmTZqkJCUl6dQZOnSoUrZsWcXOzk4xMzNTPDw8lG7duikXL17MdVzPyi45S598OKdJlv/44w+lUqVKirW1tVKsWDFl0aJFyqRJk15Zcvbo0SNl8ODBipubm2JhYaFUqFBBWbt2rU6dIkWKZPmeatu2reLu7q6Ym5srbm5uSo8ePZTr169nWvdFfi+yS86SkpIUFxeXbBOklJQUpXDhwoqPj4+iKDlfoxo1aiiOjo7K0KFDFUAJCQnJct9jx45VAOX48eO5OhdhXFSKksMQKCGEyEORkZG4uLgwYsQIZs+ebehwxGvoyJEj1KhRg1OnTuU48lOI15EMCBBCvBIPHjzgn3/+YdGiRQB6zfkmxNOqV6+e49QqQrzOZECAEOKV2LZtG61atSI0NJQ1a9ZQpUoVQ4ckhBBGSW5rCiGEEEIYEWk5E0IIIYQwIpKcCSGEEEIYEUnOhBBCCCGMiIzWNCIajYa7d+9iZ2eXqwV3hRBCCGF4iqLw6NEjPDw88mT5OknOjMjdu3cpUqSIocMQQgghxHO4detWpuv/6kuSMyOSvsjyrVu3sLe3N3A0Qoi88vjBAzz+XfP07pUrFChUyMARCSHyUmxsLEWKFNF+j78oSc6MSPqtTHt7e0nOhHiDmGo02p/tnZwoIO9vId5IedUl6Y0eEJCSksLnn3+Ot7c31tbWFCtWjKlTp6J56oMS4Pz587Rp0wa1Wo2dnR01a9bk5s2b2te///576tevj729PSqViujo6AzHioqKwt/fH7VajVqtxt/fP9N6Qoh8yNw885+FECITb3RyNmvWLAICAli0aBHnz59n9uzZzJkzh4ULF2rrXL16lTp16lC6dGn27dvHyZMnmTBhAlZWVto6T548oVmzZnz22WdZHqtr166EhIQQGBhIYGAgISEh+Pv7v9TzE0IIIcSb541eIaBVq1a4urqydOlSbVmHDh2wsbHhp59+AtLW9zM3N9c+z86+ffto0KABUVFRODg4aMvPnz9P2bJlOXToEDVq1ADg0KFD1KpViwsXLlCqVKlcxRsbG4tarSYmJkZuawrxBnkcE4Ptv58ZcdHRFFCrDRuQECJP5fX39xvd56xOnToEBARw6dIlSpYsycmTJwkKCmL+/PlA2tQV27ZtY/To0TRt2pQTJ07g7e3NuHHjaNeuXa6PExwcjFqt1iZmADVr1kStVnPw4MFcJ2e5odFoSEpKyrP9CeNlYWGRJ0OyhRFITMz8ZyGEyMQbnZyNGTOGmJgYSpcujampKampqUybNo0uXboAEB4eTlxcHDNnzuTLL79k1qxZBAYG0r59e/bu3Uu9evVydZywsDBcXFwylLu4uBAWFpbldomJiSQ+9UEdGxsLQHJqMsmpyRnqJyUlcevGrQx95sSbycTEhKKeRTG3kD5Kr7un389Zvb+FEK+vvH5Pv9HJ2fr161m1ahVr1qyhXLlyhISEMHToUDw8POjevbs2yWnbti3Dhg0DoFKlShw8eJCAgIBcJ2eQ+QgNRVGyHbkxY8YMpkyZkqH8RvQNbFNtM+wr8WEiFiYWuHu4Y6KSFpU3mUbRcD/sPlduXsGyoKVMSvyai4+O1P58I/om1uaPDRiNECKvxT2Ky9P9vdHJ2ahRoxg7diydO3cGwMfHhxs3bjBjxgy6d++Os7MzZmZmlC1bVme7MmXKEBQUlOvjuLm5cf/+/QzlDx48wNXVNcvtxo0bx/Dhw7XP0+dJMVGZYGlmqVNXk6IhMSURZ3dnbGxsch2beH05Oztz995dLEwsMDGVZPx1pjGz0P5saWaR4f0thHi9PVE9ydP9vdHJ2ZMnTzL02TE1NdW2mFlYWPDOO+9w8eJFnTqXLl3C09Mz18epVasWMTExHDlyhOrVqwNw+PBhYmJiqF27dpbbWVpaYmmZ8UPazMQMc1PdW1kpqSmYYIKFhYW0ouQTFhYWmGCCKaaYmb7Rb9U3XspT72dzU/MM728hxOvNzCRvP6Pf6E/81q1bM23aNIoWLUq5cuU4ceIEc+fOpVevXto6o0aNolOnTtStW5cGDRoQGBjIb7/9xr59+7R1wsLCCAsL48qVKwCcPn0aOzs7ihYtSsGCBSlTpgzNmjWjb9++LF68GIB+/frRqlWrPB0MAIDkZfmH/F8LIUS+9EbfK1m4cCHvv/8+n3zyCWXKlGHkyJH079+fL774QlvHz8+PgIAAZs+ejY+PDz/88AMbN26kTp062joBAQFUrlyZvn37AlC3bl0qV67M1q1btXVWr16Nj48PTZo0oUmTJlSoUCFX03MIIYQQQjzNaOc5u3XrFtevX+fJkycUKlSIcuXKZXoL8E2SPk/K6RunKehYUOe1lKQUYsNiKepVVGeC3PysT68+REdH88uvvxg6lJciISGBm9dvYu9mj5nFG93I/cZ7Eh1DiaJpfVsv3zyHjYPMcybEm+Rh1EN8PH3ybJ4zo2o5u3HjBuPGjcPLywsvLy/q1atH8+bNqVatGmq1Gl9fXzZs2CBTSbxG+vTqg6WZJXNmzdEp37Jli3SKFvmHLN8khNCD0SRnQ4YMwcfHh8uXLzN16lTOnj1LTEwMSUlJhIWF8ccff1CnTh0mTJhAhQoVOHr0qKFDFrlkZWXFV3O+IioqytChCCGEEEbPaJIzCwsLrl69yi+//MJHH31E6dKlsbOzw8zMDBcXFxo2bMikSZO4cOECs2fP5saNG4YOWeRSw0YNcXVzZfbM2Zm+/sWUL3in6js6Zd8s+IaSb5fUPk9NTWXUiFG4OLng7uLOuDHjePaO/KNHj+ju3x1He0c8C3uyYP4CfBv6MmL4CG2dpKQkxo0Zh3dRbxztHalTqw779+3Pw7MVIhOpqZn/LIQQmTCajixz5szJudK/WrRo8RIjec08zmYyS1NTeLp/WnZ1TUzA2jrnugUK6BcfadOXfPHlF3zU7SM+HfQphQsX1nsf8+bOY8XyFSxespjSZUqzYN4CtmzeQv0G9bV1Ro8cTfDBYDZu2oirqytTJk/hxIkTVKhUQVunb+++3Lh+g59W/4S7hztbNm+hdcvWHA85TokSJfSOS4jcUD21Ekjaz3aGC+Y1F3bPhD+3WpGS8uqHMzs4amjdPh7p9iteNqNJziBtdv4+ffrw4Ycf4ujoaOhwXgsW6oJZvqZp3oyU37Zon5u7F0b1JPOJ8jR165KyZ+d/dd8uiSoiIkO9pJTnWxewbbu2VKxYkS+mfMHiJYv13n7RN4sYPWY0fu390p5/u4idO/6L99GjR/y08idWrlpJw0YNAViydAleRby0da5evcr6deu5duMaHh4eAAwfMZwd23ewcvlKvpj23yheIYRxmjhGzbbN1jlXfEnWrrRh2bqHqB2MciydeEMYVXJWo0YNPv/8c0aNGkW7du3o06cPjRo1MnRYIo9MmzGNpr5NGTpsqF7bxcTEcO/ePWrU/G9heTMzM6pUraK9tRl6LZTk5GSqvVNNW0etVlOy1H+3RkNOhKAoCuXLlNfZf2JiIk5OTs9xRkKIV+1GqCkA79ZLxMXl1d0iVhTYs9OKwwctad/MmVW/RuLuIYPTxMthVMnZ4sWLWbBgARs2bGDZsmU0adKEIkWK0KtXL3r06EHRokUNHaLRSYp5mPWLpqY6T5Pv3c667jMrKSRfvfQiYWXqvbrv4dvElwmfT8C/u/9ThzbJ0H8sOVm/RWTTt3929YSn96vRaDA1NSX4SDCmz1wbW1vdtUyFEMYp4kHae3f8lFgqVnm1C8ifO2NGt/ZOXDhnTltfZ9ZsekjxkimvNAaRPxjNgIB0VlZW+Pv7s2fPHq5cuYK/vz9Lly6lWLFiNG3alJ9//tnQIRqXAgWyfjzbMSK7utbWuav7gqZNn8a237dx6OAhbZlzIWfuh93XSaROnTyl/VmtVuPu7s7hw4e1ZSkpKZz454T2ebG3i2Fubs6xo8e0ZbGxsVy5fEX7vGKliqSmpvIg/AHFixfXebi5ub3wuQkhXi5FgcgHaV9bzoVefatV2fIpbNkZQbHiKdy5ZUZbX2eOH5GpUUTeM7rk7Gne3t588cUXXL9+nXXr1nHs2DG6dOli6LDECyjvU54uXbvw7f++1ZbVrVeXBw8e8PWcr7l69Srfffsd2wO362w3cNBAvpr9FVs2b+HChQsMGjiI6Oho7et2dnb4f+TP2DFj2bd3H+fOnqNfn36YmJig+ncdpJIlS9Klaxd69ezF5k2bCQ0N5djRY3w1+yv+/OPPV3L+QojnFxujIjk57f1c0Nkwo16LeKayeUcElasmER1lQsfWTuzeLnM2irxl1MkZwN69e+nevTs9evQgNTVVu4SSeH1NmjJJp5WsTJkyfLPoGwK+C+CdKu9w7Ogxhg0fprPN0OFD+dD/Q/r06kO9OvWws7Wjbbu2OnVmfzWbmjVr4tfWj+ZNm1Ordi1Kly6ts6LCkqVL6NatG6NHjcanrA8d/Dpw5MgRihQp8nJPWgjxwiIj0r6ybO00GRr7XyUnZw3rf4ukfqMEEuJN6Nm5ID+vNmBA4o1jlMs33bx5k+XLl7N8+XKuX7/Oe++9R+/evfnggw+wNuQ78iWT5Zvy1uPHj/Eu6s2sObPo2aunocPRmyzf9OZ4EhVNCc9yAFy+cRYbRwfDBvSaOnrIgnZNnPH0SuHgqXBDh0NyMgz/xIFf19sA0LRlPDY2r/4rtU79RDr7x7/y44r/5PXyTUb1ib9mzRqWLVvG3r17cXV15aOPPqJ3794UL17c0KGJ10DIiRAuXrxItXeqERsTy7QvpwHQuk1rA0cm8j0Li8x/FnqJ+Le/mZMB+ptlxtwcFiyOxsVVQ8A3tmzfZpjGg82/WFO3YSIebxnHdREvzqiSsx49etCyZUs2b95MixYtMDEx+ruuwsjMmzuPSxcvYWFhQeUqldmzbw/Ozs6GDksIkQcitIMBjGeVBRMTmPBlLHXqJXL54qv/Sv15tQ3nz5qz5RdrBgzJZqJx8VoxquTs9u3buLi4GDoM8ZqqVLkSh44cyrmiEK+aLN+UJyIMOFIzJw18E2ng+3yTdL8ImwIKY4Y4sHG9jSRnbxCjapp6OjH76aefePfdd/Hw8NCuozl//ny2bNmS1eZCCGGUMi7fJJ7Hwwjjuq1pDFq1i8fCQuH8GXPOnTGq9hbxAowqOUv33XffMXz4cFq0aEF0dDSp//6l6eDgwPz58w0bnBBCCINIn4DWyUmSs3QOjgqNmiYAsOnnN3fAXH5jlMnZwoULWbJkCePHj9eZyb1atWqcPn3agJEJIYQwlIgI472taUjtO6WN1Pz1Zxs0cmneCEaZnIWGhlK5cuUM5ZaWljx+LPfUhRAiP4rUjtaUfntPa9gkAbWDhrC7pgQHyWjgN4FRJmfe3t6EhIRkKP/zzz8pW7bsqw9ICCGEwRnzgABDsrJK63sG8Ot6ubX5JjDK5GzUqFF8+umnrF+/HkVROHLkCNOmTeOzzz5j1KhRhg5PCCHEK5aaClEPJTnLSvqtzW1brElIMHAw4oUZ5dCOnj17kpKSwujRo3ny5Aldu3blrbfeYsGCBXTu3NnQ4QkhhHjFoqNM0GjS1tV0LCjJ2bOq10rirSJpC7LvCrSiVTvjzdAWfm3L4QOGu/06e2G00U/Ya5TJGUDfvn3p27cvERERaDQamf/sNRUeHs7kSZPZEbiD+/fv4+joiE8FHyZMnEDNWjVztY8vpnzB1q1bOXr8aI71vvziywzlJUuV5PRZGUgiDEcxM8v0Z5F76bc0HRw1mJsbOBgjZGICfh3jWfS1Hb+utzba5Gzrr1bMnPLiyxu9iPgnKoMePzeM/lNCZnd/vXX+oDPJycn88OMPeBfzJvx+OHv37OXhw4cv5Xhly5Xlz+1/6pSZveQvw6SkJCxkSR6RHVm+6YUZ4+oAxqZDp7TkbM8OKx5GqijoZFxLZ98PM2HcMAcAunz0mBq1kwwSh4urcbeagZElZ1evXmXatGn8+OOPABQtWpS4uDjt66ampgQFBVGqVClDhSj0EB0dzYEDB9i5eyd169UFwNPTk3eqv6NTLyYmhrFjxvLblt9ISEigatWqzPl6DhUqVmDlipXa1jBLM0sAlixdwkfdP8r0mGZmZri5uWUZU8m3S9K7T2+uXr3Kxl824ujoyNjPxtKnbx9tnTt37jB65Gh27dyFiYkJtd+tzdfzvsbLywuAPr36EB0dTfXq1fn2f99iYWHBpauXCD4YzOBBg7l44SLlypdj7Gdj6dihI0eOHaFCxQqULV2Wvv36MnzEcO2xzp45S9XKVTl74Sxvv/22/hdZiHxCBgPkrGTpFMpXTOLMSQt+32zNR72fGDokLUWBUYMciI4yoXzFJKbPjZG/U7JhVAMCFi5cqPPFGhUVxbhx45g3bx7z5s3jnXfeYd68eQaM0Pg8Tnqc5SMhJSHXdeOT43NVVx+2trbY2tqydctWErOYFV1RFNq1bsf9sPts+W0LwUeCqVS5Es2aNOPhw4d80PEDhg4bStlyZblx+wY3bt/gg44f6HeRnjF/3nyqVK3C4WOH6f9xfwZ9OogLFy4A8OTJE5o0boKtrS279+5mz/492Nra0rpla5KS/vsrb++evVy4cIE/Av9g05ZNPHr0iPbt2lO+fHkOHz3MpMmTGD9uvLa+SqWiR48erFyxUieW5cuWU6dOHUnM3nRPTz4lE1E9F1kdIHe0c54Z2ajNdT/ZsHu7FRYWCgsWR0tilgOjajnbtWsXCxcu1Cnr0KEDxYoVA8DLy4s+ffpktmm+VXB2wSxfa1a8GVs6/7fcVeF5hXmSnPlfUnWL1mXnRzu1z0suKknEk4gM9RI/z/3SM2ZmZvzw4w8M6D+AJd8voXLlyrxX9z06duqITwUfAPbt3ceZM2e4fe82lpZpLWOz5sxi69at/LrxV/r07YOtrW2OLWLpzpw+Q0G17jXp2KkjAd8HaJ83a96Mjwd8DMDI0SP5ZsE3/LX/L0qXLs3P63/GxMSEgO8DUKnS+iUsWboEFycX9u/bj28TXwAKFChAwPcB2tuZ3y/+HpVKxXeLv8PKyooyZctw9+5dBvQfoD3uRz0+YsrkKRw9cpR3qr9DcnIya9esZcasGbm+puL1pHpq+JwqIQHsbA0YzetJVgfInbYd4vnyc3uOHrLkRqgpnt6Gvw1864Ypk8am9TMbPSGW0mVTDByR8TOq5OzGjRt4e3trn/fp0we1Wq197uXlxe3btw0RmnhOfu39aN6iOUF/B3H40GF2bN/B1199TcD3AXzU/SP++ecf4uLicHdx19kuPj6ea1ev6X28kqVKsnHTRp0yOzs7neflfcprf1apVLi6ufIg/AEA//zzD1evXMXJwUlnm4SEBK5d+y+ecuXL6fQzu3TxEj4+PlhZWWnL3nlH9/atu7s7zVs0Z/ny5bxT/R3+2PYHCQkJdHi/g97nKUR+I6sD5I6bu4Z36yXx915LNm2wZujouJw3eok0Ghg2wIHHcSZUr5VIv4EykXxuGFVyZmJiQnh4uLZvz7O3MO/fv4+5DNPR8XB01h3rTU1MdZ7fHpZ1Ymui0r3DfWngpRcL7ClWVlY09m1MY9/GjJ8wno/7fcwXU77go+4foWgU3N3d2bF7R4btHBwc9D6WhYUFxYsXz7bOs79DKpUKzb+3mjQaDVWqVGH5T8szbFeoUCHtzwUKFNB5TUGBZwYAKUrGzrg9e/WkV49efPX1V6xYvoIPOn6AjY1NtvEKIWR1AH207/iEv/da8ut6a4aMikNlwMGJS78rQHCQJTYFNMz7LhpT05y3EUbW56xcuXLs2rUry9e3b99O+fLls3z9WSkpKXz++ed4e3tjbW1NsWLFmDp1qvaLON358+dp06YNarUaOzs7atasyc2bN7WvJyYmMmjQIJydnSlQoABt2rTJ0ILn5eWFSqXSeYwdOzbXsT6vAhYFsnxYmVnluq61uXWu6uaF0mVKa5fhqlS5EmFhYZiZmVG8eHGdR/pIXQsLC1JTX80HcuXKlbly5QouLi4Z4nm6FfdZpUqV4szpMzp9644fP56hXvMWzSlQoACLAxazPXA73Xt0fynnIcSbRgYE5F7z1glYWWu4etmcUycM16Bx5ZKZdtqMCV/G4lVMEuvcMqrkrGfPnkybNo1t27ZleO23335j5syZ9OzZM9f7mzVrFgEBASxatIjz588ze/Zs5syZo9Ov7erVq9SpU4fSpUuzb98+Tp48yYQJE3RuTw0dOpRNmzaxbt06goKCiIuLo1WrVhkShqlTp3Lv3j3t4/PPP3+Oq/DmiIyMpGnjpqxZvYbTp04TGhrKxl82MverubRu0xqARo0bUbNmTT7o8AE7tu/g+vXrBB8MZtKESRw/lpbceHp5cj30OidDThIREZHl4AJIS8jDwsJ0Hvfv3891zF26dsHJ2Yn3/d4n6O8gQkND+Wv/XwwfNjzbW+qdu3RGo9HwycefcP78eXZs38G8uWktv6qn/mw1NTXF/yN/JoyfwNvF3871XG9C5Hfpfc4kOcuZnb1C0xZp/Rw3GmhgQEoKDOnnQEKCivqNEvDvZTwjR18HRnVbs2/fvuzZs4fWrVtTunRpSpUqhUql4sKFC1y8eJEOHTrQt2/fXO8vODiYtm3b0rJlSyCtdWvt2rUcO3ZMW2f8+PG0aNGC2bNna8vSByBA2jQPS5cu5aeffqJx48YArFq1iiJFirBr1y6aNm2qrWtnZ5erTuv5ha2tLe9Uf4dvFnzDtavXSE5OpnCRwvTq3Ysx48YAaYnLlt+3MHHCRPr37c+DBw9wc3Ojznt1cHFNm3jYr70fmzdtpknjJkRHR2c7lca5s+fwLOypU2ZpaUns49hcxWxjY8PuvbsZP248nT7oxKNHj/B4y4MGDRtgb5/1xIn29vb8uvlXBg0cRPWq1SnvU57xn4/no24fYWllqVO3R68ezJo5S1rNhNDDw0hpOdNH+07xbNlow5ZfrJk4LZZXPffxwq9tCfnHArWDhq/+F23QW6uvI5WSWccYA1u3bh3r1q3j0qW0fk8lSpSgS5cuei/dNHPmTAICAtixYwclS5bk5MmTNGnShPnz59OlSxc0Gg1qtZrRo0cTFBTEiRMn8Pb2Zty4cbRr1w6APXv20KhRIx4+fIijo6N23xUrVqRdu3ZMmTIFSEv8EhMTSUpKokiRInzwwQeMGjUq28lJExMTdVqBYmNjKVKkCKdvnKago+6Iw5SkFGLDYinqVVSnVU8Yr7Vr1tK3d18ePHyAtfV/f70ePHAQ30a+XLtxDVdX1yy3T0hI4Ob1m9i72WNmYVR/Rwk9xT+IoPjbFQG4cvUk1oVkcm19JCWBt7MHAKdD7xnd5KrGKDkZqpR05WGkKdVrJWJj8+qumaLAgb8sSUlRsXBJlHZ6jzfZw6iH+Hj6EBMTk+0f8rlllJ/4nTt3zpM1NMeMGUNMTAylS5fG1NSU1NRUpk2bRpcuXYC0pYXi4uKYOXMmX375JbNmzSIwMJD27duzd+9e6tWrR1hYGBYWFjqJGYCrqythYWHa50OGDKFKlSo4Ojpy5MgRxo0bR2hoKD/88EOW8c2YMUOb3InX36qfVuHt7Y3HWx6cOnWK8ePG8/4H72sTs8TERG7dusWUSVN4/4P3s03MxJtFlm96MZH/jtQ0NVVwcJTELDfMzaFD53iW/M+WI8GWOW/wErRoG49fxzc/MXsZjOZT4vHjxxlGwL1o/fXr17Nq1SrWrFlDuXLlCAkJYejQoXh4eNC9e3ftwIC2bdsybNgwACpVqsTBgwcJCAigXr16We5bURSdvkTp2wNUqFABR0dH3n//fWbNmoWTk1Nmu2DcuHEMH/7fbPHpLWfi9RQWFsbUyVMJCwvDzd2N9h3aM/XLqdrX169bT/++/alYqSI/rvjRgJGKV06Wb3oh2pGazhpMjKqntHEbM+ERVasnkZjw6u8pWlgq+DZLlNuZz8lokrPixYszaNAgevTogYeHR6Z1FEVh165dzJ07l7p16zJu3Lhs9zlq1CjGjh2rbYXz8fHhxo0bzJgxg+7du+Ps7IyZmRlly5bV2a5MmTIEBQUB4ObmRlJSElFRUTqtZ+Hh4dSuXTvLY9esmdbR+8qVK1kmZ5aWltqJV8Xrb+SokYwcNTLL1z/q/lGWfeWEEFnTTkAr/c30Ym2j0NrPOBdAF9kzmuRs3759fP7550yZMoVKlSpRrVo1PDw8sLKyIioqinPnzhEcHIy5uTnjxo2jX79+Oe7zyZMnmDzzZ5apqam2xczCwoJ33nmHixcv6tS5dOkSnp5pncqrVq2Kubk5O3fupGPHjgDcu3ePM2fO6AwieNaJEyeAtIlHhRD5nCzf9EIiZQJakc8YTXJWqlQpNmzYwO3bt9mwYQN//fUXBw8eJD4+HmdnZypXrsySJUto0aJFhoQrK61bt2batGkULVqUcuXKceLECebOnUuvXr20dUaNGkWnTp2oW7cuDRo0IDAwkN9++419+/YBoFar6d27NyNGjMDJyYmCBQsycuRIfHx8tKM3g4ODOXToEA0aNECtVnP06FGGDRtGmzZtKFq0aJ5fKyHE60WWb3ox6asDODnJPFkifzCa5Cxd4cKFGTZsmE4frue1cOFCJkyYwCeffEJ4eDgeHh7079+fiRMnauv4+fkREBDAjBkzGDx4MKVKlWLjxo3UqVNHW2fevHmYmZnRsWNH4uPjadSoEcuXL8f036mOLS0tWb9+PVOmTCExMRFPT0/69u3L6NGjX/gchBAiv/tvdQBpORP5g1FOpZFfxcbGolarZSoNAchUGm8SmUrjxQz/xIH1q2wYMzGWwSMNu1akEJnJ66k0ZNyLEEIIoyZLN4n8RpIzIYQQRu2hdkCA9DkT+YMkZ0IIIYxa+oCAgk7ScibyB0nOxEvVp1cfLM0ssTSzpIBVAYp4FKF50+YsX7ZcO6XJs1o0a4G1hTWHDx3O9PXgg8G0adUGV2dX7AvYU6VSFebNnZdhIfrM3Lp1i/59++NVxAtba1tKFCvB8GHDiYyMfKHzFEK8PHJbU+Q3RpmceXl5MXXqVG7evGnoUEQeaNK0CTdu3+DS1Uts/X0r9evXZ8SwEbRr046UlBSdujdv3uTwocMM+HQAy5ctz7CvLZu30LhhY94q/BY7du3g1NlTDBw0kFkzZtGtazeyG99y7do1ateozeVLl1m5aiXnLp5j4f8WsnfPXurWqcvDhw/z+tSFAED5d2T3sz+LnD15rCL+iSRnIn8xyuRsxIgRbNmyhWLFiuHr68u6det0FggXrxdLS0vc3Nx46623qFylMmPGjeGXX39he+B2Vq5YqVN35fKVtGjZgn79+7Hh5w08fvxY+9rjx48Z0H8ArVq34ruA76hYqSJeXl706t2LH378gV83/sovG37JMo4hg4ZgYWHBtsBt1K1Xl6JFi9KseTP+3P4nd+/cZeKE/6ZYKfl2SWbNmEW/Pv1wcnCiuHdxfliS9TqpQmTr6ZVAZFUQvaS3mllZKRSwlckFRP5glMnZoEGDOH78OMePH6ds2bIMHjwYd3d3Bg4cyD///GPo8IyCoig8fvzYII+8mH2lQcMGVKhYgc2bNuuc08oVK+nStQulS5emRMkSOsnWrp27iIyMZNjwjHPgtWrdihIlS7B+3fpMj/fw4UN27thJ/4/7axciT+fm5kbnrp355edfdM5t/rz5VKlahcPHDtP/4/4M+nQQFy5ceMEzF0LoI0I7x1mqrNMo8g2jnjypYsWKLFiwgK+++opvv/2WMWPG8N1331G+fHmGDBlCz549dRYfz0+ePHlCQXXBnCu+BA9jHuq1SH1WSpUqxenTp7XPd+/azZMnT2jStAkAXbp2YfmPy+neozsAly9dBqB0mdJZ7u/y5cuZvnbl8hUURaFUmVKZvl66dGmioqJ48OABLi4uADRr3oyPB3wMwMjRI/lmwTf8tf8vSpfO/PhCZOnpP2hkakm9aJducpZbmiL/MMqWs3TJycn8/PPPtGnThhEjRlCtWjV++OEHOnbsyPjx4/nwww8NHaJ4AYqi6CTXy5ct5/2O72NmlvY3Q6fOnThy5EiGtU+zarlTFAULC4vnjgXQiae8T3ntzyqVClc3Vx6EP3iu/Yv8TRUfn+nPImfpyZmTJGciHzHKlrN//vmHZcuWsXbtWkxNTfH392fevHk6LRZNmjShbt26BozSsGxsbHgYY5gO7DY2NnmynwsXLuDl5QWk3XbcumUrycnJfB/wvbZOamoqK5atYPrM6RQvUTxtu/MXqFW7Vob9Xbx4kYoVK2Z6rLeLv41KpeLCuQu0bds2020dHR1xdv5v5nZzc3OdOiqVKssRpkKIlyPiQdoAClm6SeQnRpmcvfPOO/j6+vLdd9/Rrl27DF+SAGXLlqVz584GiM44qFSqPLm1aCh79+zlzOkzDB4yGIC1a9byVuG3+GWjbof+PXv2MGfWHKZ+ORXfJr4ULFiQ+fPmZ0jOfvvtN65cvsJXX3+V6fGcnJxo1LgRiwMWM3joYJ1+Z2FhYaxbs44P/T/Mt7fJhTBWMo2GyI+MMjm7du0anp6e2dYpUKAAy5Yte0URiReRmJhIWFgYqamphN8PZ8f2HcyeNZsWLVvQzb8bkHZLs3379pQrX05n26KeRRk/bjx//PEHbdq04X/f/Y9uXbsx4OMBfPLJJ9jZ27F3z17GjRlHr969aN6ieZZxzP9mPvXfq0+r5q2YPHUyXt5enDt7jnFjx+HxlgdTv5j6Mi+DEOI5RD6Q1QFE/mOUfc5ySszE62XH9h14Fvak5Nslad2yNfv27WPu/Lls3LQRU1NT/jn+D6dOnsKvvV+Gbe3s7Gjs25jlPy4HoH2H9uzYtYNbN2/RsH5DShUvxcf9PmbkqJF8t/i7bOMoUaIEBw8fpNjbxejWtRtlSpbh0wGfUq9+Pf4K+ouCBQ0zwEIIkTXpcybyI5WSF/Mi5DFHR8dMby+pVCqsrKwoXrw4PXr0oGfPngaI7uWJjY1FrVZz+sZpCjrqJgopSSnEhsVS1KsoVlZWBorQ+CQkJNDBrwO3b99m155dFCpUyNAh5ZmEhARuXr+JvZs9ZhZG2cgtcin+QQTF307rD3nl6kmsCznnsIVI16ROIc6eMuenXyJp2ETmuxTG6WHUQ3w8fYiJicHe3v6F92eULWcTJ07ExMSEli1bMmXKFCZPnkzLli0xMTHh008/pWTJkgwYMIAlS5YYOlRhYFZWVmzctJFu3boR9HeQocMRQuSxSOlzJvIho/xzPCgoiC+//JKPP/5Yp3zx4sXs2LGDjRs3UqFCBb755hv69u1roCiFsbCysmLUmFGGDkOILMnyTc9HUXQnoRUivzDKlrPt27fTuHHjDOWNGjVi+/btALRo0YJr16696tCEEEJ/snzTc4mJVpGSktbFRfqcifzEKJOzggUL8ttvv2Uo/+2337Sdth8/foydnd2rDk0IIcQrkj4YwM5eg3S1FfmJUd7WnDBhAgMGDGDv3r1Ur14dlUrFkSNH+OOPPwgICABg586d1KtXz8CRGoDRDd8QL438X785ZPmm5xIZ8e8EtE7SaibyF6NMzvr27UvZsmVZtGgRv/76K4qiULp0afbv30/t2rUBGDFihIGjfLVUJioUFJKTk7Gylj8h84Pk5GQUFFQmMjHu6y7D8k22r+8E0q/Sf/3NJDkT+YvRJWfJycn069ePCRMmsHbtWkOHYzRMTE0wszQjMiISMzMz+cJ+wykahYiICMwszTAxNcreB0K8dBEyAa3Ip4wuOTM3N2fTpk1MmDDB0KEYFZVKhW1BW6LDorl58yYqJDl7kykooAIHNwdZUkrkWzKNhsivjC45A/Dz82Pz5s0MHz7c0KEYFVNzUwoWLkhqsvwVmR+YmptKYibyNe2i5zJSU+QzRpmcFS9enC+++IKDBw9StWrVDAt8Dx482ECRGZ5KpZLZ4oUQ+UJkpLScifzJKL/lf/jhBxwcHDh+/DjHjx/XeU2lUuXr5EwIIfIL7YAAaTkT+YxRJmehoaGGDkEIIYSBRcrqACKfMuphYElJSVy8eJGUlBRDhyKEEM9NMTHJ9GeRvQgZECDyKaP8lHjy5Am9e/fGxsaGcuXKcfPmTSCtr9nMmTNzvZ+UlBQ+//xzvL29sba2plixYkydOhWNRveNfv78edq0aYNarcbOzo6aNWtqjwmQmJjIoEGDcHZ2pkCBArRp04bbt2/r7CMqKgp/f3/UajVqtRp/f3+io6Of/yIIId4cT09vL1Pd50pqKkQ9lORM5E9GmZyNGzeOkydPsm/fPqye+iBr3Lgx69evz/V+Zs2aRUBAAIsWLeL8+fPMnj2bOXPmsHDhQm2dq1evUqdOHUqXLs2+ffs4efIkEyZM0Dnu0KFD2bRpE+vWrSMoKIi4uDhatWpFaup/Te1du3YlJCSEwMBAAgMDCQkJwd/f/wWvhBBC5E9RD01QFBUqlYJjQUnORP5ilH3ONm/ezPr166lZs6bOVAJly5bl6tWrud5PcHAwbdu2pWXLlgB4eXmxdu1ajh07pq0zfvx4WrRowezZs7VlxYoV0/4cExPD0qVL+emnn7SLsa9atYoiRYqwa9cumjZtyvnz5wkMDOTQoUPUqFEDgCVLllCrVi0uXrxIqVKl9Dr/+JR4niQ/yVBuojLByuy/pDGzOulUqLA2t36uuvHJ8WnzbL3CugA25jbPVTchJQGNkvWHtz51rc2stb9ziSmJpCpZ93XRp66VmRUmqrS/hZJSk0jRZH2rXp+6lqaWmJqY6l03OTWZZE1ylnUtTC0wMzHTu26KJoWk1KQs65qbmGNuaq533VRNKompiVnWNTMxw8LUQu+6GkVDQkpCntQ1VZliaZa2qLmiKMSn/LcqwNPvvyfJTzBNybrus/R5379JnxG376VddwdHDUnKE5KS5TPieerKZ0SaV/EZkZeMMjl78OABLi4uGcofP36s17xPderUISAggEuXLlGyZElOnjxJUFAQ8+fPB0Cj0bBt2zZGjx5N06ZNOXHiBN7e3owbN4527doBcPz4cZKTk2nSpIl2vx4eHpQvX56DBw/StGlTgoODUavV2sQMoGbNmqjVag4ePJhlcpaYmEhi4n+/ILGxsQBUX1IdMrnz0dC7IT/5/aR9XuG7Cll+qNcqXItfOv6ifV7jhxo8jH+Yad2KrhX548M/tM/rr6jP7djbmdYt6VSSvd33ap+3WNOCS5GXMq1b2L4wh/sc1j7v8HMHTt4/mWndgtYFOT3gtPa5/yZ/gm8HZ1rX2syaK4OvaJ/3/a0ve0L3ZFoX4M7wO9qfB/85mG2Xt2VZ9/Kgy9oP6jG7xrDh3IYs6576+BRONk4ATNk/hRUnV2RZ91DvQxRRFwFgVtAsAo4HZFl3z0d7KOWc9juz8PBC5h6am2XdbV23UcmtEgBL/1nKl39/mWXdDR9soHaRtOXPVp9ezfg947Osu6LdChoXS/tj5NcLvzJ8e9ZzDga0CqB1ydYA/HnlTz7+/eMs685tOpdO5ToBsO/6Prpv7p5l3WkNp9GjUg8ADt85zAcbPsiy7ufvfc6AdwYAcDr8NC3XtMyy7vCawxlRO235t8uRl2m4smGWdT+u+jET6qVNiH0n9g41l9bMsm73it2Z3mg6AA/jH1IhoMJ/Lz71/VIxoCIfVPqA+c3mA2l/jJVYWCLL/bYs0ZLvW3+vfZ5d3TfqM+JaA2APUSYXKbGwnHxGPEU+I9IY22dEXjLK25rvvPMO27b99+ZIT8jSW6Nya8yYMXTp0oXSpUtjbm5O5cqVGTp0KF26dAEgPDycuLg4Zs6cSbNmzdixYwd+fn60b9+e/fv3AxAWFoaFhQWOjo46+3Z1dSUsLExbJ7Nk0sXFRVsnMzNmzND2UVOr1RQpUiTX5yaEEG+0x/9+phYIN2wcQhiASlGUrNuFDeTgwYM0a9aMDz/8kOXLl9O/f3/Onj1LcHAw+/fvp2rVqrnaz7p16xg1ahRz5syhXLlyhISEMHToUObOnUv37t25e/cub731Fl26dGHNmjXa7dq0aUOBAgVYu3Yta9asoWfPnjotXAC+vr68/fbbBAQEMH36dFasWMHFixd16pQoUYLevXszduzYTOPLrOWsSJEiHLl6BEcHxwz136RbFpmRWxb615VbFmmM/bZm/IMIKpRO+8Py1IVgbF1c5bZmDnVXLFbz5WeFaN72Ed/8eB+Qz4jnqSufEWle9mfEw6iH+Hj6EBMTg729fZb1c8sob2vWrl2bAwcO8NVXX/H222+zY8cOqlSpQnBwMD4+Prnez6hRoxg7diydO3cGwMfHhxs3bjBjxgy6d++Os7MzZmZmlC1bVme7MmXKEBQUBICbmxtJSUlERUXptJ6Fh4dTu3ZtbZ379+9nOP6DBw9wdXXNMj5LS0ssLS0zlFubWet8WGQlN3Wep+7TH5avQ92nv4zysm76l2de17Uwtch1H4WXVdfc9L8Ptbysa2Zipv0Qzsu6piam2Jjk7ndYn7omKpNcvzf0qatSqXTqqp762cbcRuf35dm6OTGGuq/iff8oKu296uqS+XWXz4iXW1c+I9Lo877PS0aZnEFaIrViRdb353PjyZMnmDwzp5Cpqal2Kg0LCwveeeedDC1ely5dwtPTE4CqVatibm7Ozp076dixIwD37t3jzJkz2kEEtWrVIiYmhiNHjlC9enUADh8+TExMjDaBE0IIkXsREemrA8gEtCL/MdrkTKPRcOXKFcLDwzPMS1a3bt1c7aN169ZMmzaNokWLUq5cOU6cOMHcuXPp1auXts6oUaPo1KkTdevWpUGDBgQGBvLbb7+xb98+ANRqNb1792bEiBE4OTlRsGBBRo4ciY+Pj3b0ZpkyZWjWrBl9+/Zl8eLFAPTr149WrVrpPVJTCCHE06sDyDQaIv8xyuTs0KFDdO3alRs3bvBslziVSqUzv1h2Fi5cyIQJE/jkk08IDw/Hw8OD/v37M3HiRG0dPz8/AgICmDFjBoMHD6ZUqVJs3LiROnXqaOvMmzcPMzMzOnbsSHx8PI0aNWL58uWYmppq66xevZrBgwdrR3W2adOGRYsWvchlEEKIfCviQdrnq0xAK/IjoxwQUKlSJUqWLMmUKVNwd3fPMH2GWq02UGQvV2xsLGq1mtM3TlPQsaChwxFC5JEnkQ8p4Z3WX/Zy6GlsnOT9nZN3K7lw/ZoZvwZGUKN21p3ChTAG+WJAwOXLl/nll18oXry4oUMRQogXJ8s36S0yQhY9F/mXUc5zVqNGDa5cuZJzRSGEEG+cxER4FPvvuprOcltT5D9G2XI2aNAgRowYQVhYGD4+Ppib6w7RrVChQhZbCiGEeN2lt5qZmSmoHYyu540QL51RJmcdOnQA0BlVqVKpUBRFrwEBQghhDFRPnuj+XODVz5v0Oon8dzCAk7MGPVbsE+KNYZTJWWhoqKFDEEIIYSARMo2GyOeMMjlLnwBWCCFE/pOenDnLBLQinzKqAQGffPIJcXFx2uc//fSTzvPo6GhatGhhiNCEEEK8IpGR/yZn0nIm8imjSs4WL17Mk6f6Znz66aeEh4drnycmJrJ9+3ZDhCaEEOIVSV8doKCM1BT5lFElZ8/Oh2uE8+MKIYR4yWR1AJHfGVVyJoQQQmj7nElyJvIpSc6EEOIlU56aD0KRuSFy9N+i5zIgQORPRjdac+LEidjYpM0BlJSUxLRp07RraT7dH00IIV4b1taZ/ywypR0QIH3ORD5lVMlZ3bp1uXjxovZ57dq1uXbtWoY6Qggh3kyK8tQ8Z5KciXzKqJKzffv2GToEIYQQBvTksYqEeOlzJvI3o0rOhBDiTfS6Lt905bKpdimlVyX8flpiZmWtwaaAjNgX+ZMkZ0IIITIIDrLg/RbOBju+cyFZV1PkX5KcCSGEyGDR17YAFHJJxV79am8vqlTQo+/jV3pMIYyJJGdCCCF0nDtjxr7dVpiYKGzdFUFRL5nSQohXSeY5E0IIoeP7RWmtZi3bJUhiJoQBGG3LWXR0NEeOHCE8PByNRrdJ/aOPPjJQVEII8Wa7d9eEzRvS5mL7eFCcgaMRIn8yyuTst99+48MPP+Tx48fY2dmheqpXqEqlkuRMCCFekmWLC5CcrKLmu4lUqpps6HCEyJeM8rbmiBEj6NWrF48ePSI6OpqoqCjt4+HDh4YOTwgh9PK6LN8U90jFTz8WAKD/YGk1E8JQjDI5u3PnDoMHD9Yu4ySEEK+112T5prUrbYiNMeHtEsk0bppo6HCEyLeMMjlr2rQpx44dM3QYQgiRb6SkwJJv/201G/QYE6P8dhAifzDKPmctW7Zk1KhRnDt3Dh8fH8zNzXVeb9OmjYEiEy9CUdJum0RGmPAwMu2RkmKYWzylyiTj/baMQhMi3bbNVty5ZYZzoVQ6dH6S8wZCiJfGKJOzvn37AjB16tQMr6lUKlJT5UtVH2OGqrl359UuwZIuKempZCzChKQk4+lv41MpiXbvx9O6fTxvFZY1/MTLo3oSr/uzkS3fpCjw3Tdp02f06PcYKysDByREPmeUydmzU2eIFxP8twVXL5vnXPEVsbbR4OSsoaCTBguLV3/85CQ4c8qc0yEWnA6x4IvP1VSvlUjb9+Np1S5BFlsWL4GSxc/G4eDfae8FK2sN3fvIzPxCGJpRJmd5JSUlhcmTJ7N69WrCwsJwd3enR48efP7555j826GiR48erFixQme7GjVqcOjQIe3zq1evMnLkSIKCgkhMTKRZs2YsXLgQV1dXbR0vLy9u3Lihs58xY8Ywc+bMl3iGuTNm4iMexRqmxcrMDAo6pSVj6Q9rG8N/OT2MNOH3zVZs3WjNoQMWHAm25EiwJRNGKVStnoStreFjfJqiQEqqisQESExUkZjw7yMprcxQLZIFCigMH/eIbj3lNtjrLODfVrPO3eIp6GRcv/tC5EdGm5zt37+fr776ivPnz6NSqShTpgyjRo3ivffey/U+Zs2aRUBAACtWrKBcuXIcO3aMnj17olarGTJkiLZes2bNWLZsmfa5xVPNOY8fP6ZJkyZUrFiRPXv2ADBhwgRat27NoUOHtEkepN2GTb8lC2Bra/tc557XWrZNMHQIRqegk4aPej/ho95PuHfXhN9+tWbrRmtOHLfg6CFLQ4f32oh7BGOGOHDnlimjJzyShapfQxfPm7FnhxUqlULfT2X6DCGMgVEmZ6tWraJnz560b9+ewYMHoygKBw8epFGjRixfvpyuXbvmaj/BwcG0bduWli1bAmmtW2vXrs0wEtTS0hI3N7dM93HgwAGuX7/OiRMnsLe3B2DZsmUULFiQPXv20LhxY21dOzu7LPcjjJe7h4Z+Ax/Tb+Bjrl8z5fgRC4zxzrq5OVhaKVhaKlhYKlhaKVhZppWZmysGSYw2rrNh7kw7vvnKjvthpsxaEI258dxBF7nw/aK0EZrN2yTgVUz68wphDIwyOZs2bRqzZ89m2LBh2rIhQ4Ywd+5cvvjii1wnZ3Xq1CEgIIBLly5RsmRJTp48SVBQEPPnz9ept2/fPlxcXHBwcKBevXpMmzYNFxcXABITE1GpVFha/teaYmVlhYmJCUFBQTrJ2axZs/jiiy8oUqQIH3zwAaNGjdJphXtWYmIiiYn/zSUUGxubq/MSL49XsVS8isXnXFEAMOKzR7i/lcqYIWrWr7LhwX0TFq+MwqaA3Bp7HdwPM+HX9WmDE2SpJiGMh1EmZ9euXaN169YZytu0acNnn32W6/2MGTOGmJgYSpcujampKampqUybNo0uXbpo6zRv3pwPPvgAT09PQkNDmTBhAg0bNuT48eNYWlpSs2ZNChQowJgxY5g+fTqKojBmzBg0Gg337t3T7mfIkCFUqVIFR0dHjhw5wrhx4wgNDeWHH37IMr4ZM2YwZcqUXJ+PEMaoa/cnOLukMqCHI3t2WvFBSydWbHgoAytykJICly+aceakOadPmhN279WPqL59w5SkJBXv1EykanVZqkkIY2GUyVmRIkXYvXs3xYsX1ynfvXs3RYoUyfV+1q9fz6pVq1izZg3lypUjJCSEoUOH4uHhQffu3QHo1KmTtn758uWpVq0anp6ebNu2jfbt21OoUCE2bNjAgAED+OabbzAxMaFLly5UqVIFU9P/PkyfbuWrUKECjo6OvP/++8yaNQsnJ6dM4xs3bhzDhw/XPo+NjdXr/IQwFk2aJ/Lzb5F071iQkH8saOvrzOpfI43qNpmipA0EuXPLlORXnIckRtsAdYCyfD7+LS5csuP8WXMSE42jk96AITJCUwhjYpTJ2YgRIxg8eDAhISHUrl0blUpFUFAQy5cvZ8GCBbnez6hRoxg7diydO3cGwMfHhxs3bjBjxgxtcvYsd3d3PD09uXz5srasSZMmXL16lYiICMzMzHBwcMDNzQ1vb+8sj12zZk0Arly5kmVyZmlpqXO7VIjXWdXqyWzeGcGHfk5cv2ZGW19n5iyMxtHp1begxUSZcPO6GTeum3Lrhqn25yePDTXtfSHgbwDWrfuv1NZOQ/kKyZSrkIx3sRRUBgjPzV1DkxYyaEgIY2KUydmAAQNwc3Pj66+/5ueffwagTJkyrF+/nrZt2+Z6P0+ePNEZTQlgamqa7TxqkZGR3Lp1C3d39wyvOTs7A7Bnzx7Cw8OzXangxIkTAJnuR4g3VfESqWzdFYH/+06cPWVOz86Z/2FiKCqVgourBkurV9snTqNRuH3zJnCF/gOrU6magk/FZDy9U2WZJCFEBkaZnAH4+fnh5+f3Qvto3bo106ZNo2jRopQrV44TJ04wd+5cevXqBUBcXByTJ0+mQ4cOuLu7c/36dT777DOcnZ11jr1s2TLKlClDoUKFCA4OZsiQIQwbNoxSpUoBaaNCDx06RIMGDVCr1Rw9epRhw4bRpk0bihYt+kLnIMTrxtVNw8Y/IvhshJp/jhhglmGggJ2Cp1cKRTxTKeqVgqdX2r+Fi6ZiiMbqJ4+fUMK9BAAjx1/GxshWCBBCGBejTM6KFSvG0aNHM9wOjI6OpkqVKly7di1X+1m4cCETJkzgk08+ITw8HA8PD/r378/EiROBtFa006dPs3LlSqKjo3F3d6dBgwasX78eOzs77X4uXrzIuHHjePjwIV5eXowfP16nj5mlpSXr169nypQpJCYm4unpSd++fRk9enQeXA0hXj929goLl0QbOgyjYezLNwkhjItKURSjG/NuYmJCWFiYdjqLdPfv36do0aI600+8SWJjY1Gr1Zy+cZqCjgUNHY4QIo/EP4ig+NsVAbhy9STWhZwNHJEQIi89jHqIj6cPMTEx2jlRX4RRtZxt3bpV+/P27dtRq9Xa56mpqezevRsvLy8DRCaEEEII8WoYVXLWrl07AFQqVYbRlObm5nh5efH1118bIDIhhBBCiFfDqJKz9FGU3t7eHD16VDs6UgghhBAivzCq5CxdaGiooUMQQgghhDAIo51hZ//+/bRu3ZrixYtTokQJ2rRpw99//23osIQQQgghXiqjTM5WrVpF48aNsbGxYfDgwQwcOBBra2saNWrEmjVrDB2eEELoSZXFz0IIkZFRTqVRpkwZ+vXrpzOXGMDcuXNZsmQJ58+fN1BkL5dMpSHEm+npSWgv35NJaIV40+T1VBpG2XJ27do1WrdunaG8TZs20h9NCCGEEG80o0zOihQpwu7duzOU7969myJFihggIiGEEEKIV8MoR2uOGDGCwYMHExISQu3atVGpVAQFBbF8+XIWLFhg6PCEEEI/8fG6P8ttTSFENowyORswYABubm58/fXX/Pzzz0BaP7T169fTtm1bA0cnhBD6UT3VtVdlfN18hRBGxiiTMwA/Pz/8/PwMHYYQQgghxCtltMkZQFJSEuHh4dqVA9IVLVrUQBEJIYQQQrxcRpmcXb58mV69enHw4EGdckVRUKlUpKamGigyIYQQQoiXyyiTsx49emBmZsbvv/+Ou7s7KpVM2iiEEEKI/MEok7OQkBCOHz9O6dKlDR2KEEIIIcQrZZTznJUtW5aIiAhDhyGEEEII8coZTXIWGxurfcyaNYvRo0ezb98+IiMjdV6LjY01dKhCCKEXxcYm05+FECIzRnNb08HBQadvmaIoNGrUSKeODAgQQgghxJvOaJKzvXv3GjoEIYQQQgiDM5rkrF69eoYOQQghXg5ZvkkIoQej6XMG8OTJEz799FPeeustXFxc6Nq1qwwMEEK89mT5JiGEPowqOZs0aRLLly+nZcuWdO7cmZ07dzJgwABDhyWEEEII8coYzW1NgF9//ZWlS5fSuXNnALp168a7775LamoqpqamBo5OCCGEEOLlM6qWs1u3bvHee+9pn1evXh0zMzPu3r1rwKiEEEIIIV4do0rOUlNTsbCw0CkzMzMjJSXFQBEJIYQQQrxaRnVbU1EUevTogaWlpbYsISGBjz/+mAIFCmjLfv31V0OEJ4QQQgjx0hlVy1n37t1xcXFBrVZrH926dcPDw0OnLLdSUlL4/PPP8fb2xtrammLFijF16lQ0Go22To8ePVCpVDqPmjVr6uzn6tWr+Pn5UahQIezt7enYsSP379/XqRMVFYW/v782Rn9/f6Kjo1/oegghhBAi/zGqlrNly5bl6f5mzZpFQEAAK1asoFy5chw7doyePXuiVqsZMmSItl6zZs10jv30rdXHjx/TpEkTKlasyJ49ewCYMGECrVu35tChQ5iYpOW3Xbt25fbt2wQGBgLQr18//P39+e233/L0nIQQrx9ZvkkIoQ+jSs7yWnBwMG3btqVly5YAeHl5sXbtWo4dO6ZTz9LSEjc3t0z3ceDAAa5fv86JEyewt7cH0pLIggULsmfPHho3bsz58+cJDAzk0KFD1KhRA4AlS5ZQq1YtLl68SKlSpV7iWQohhBDiTfJGJ2d16tQhICCAS5cuUbJkSU6ePElQUBDz58/Xqbdv3z5cXFxwcHCgXr16TJs2DRcXFwASExNRqVQ6/eCsrKwwMTEhKCiIxo0bExwcjFqt1iZmADVr1kStVnPw4MEsk7PExEQSExO1z9MXdU/RpJCcmpxXl0EIYWBPv5+TU5Pl/S3EGyZFk7cDF9/o5GzMmDHExMRQunRpTE1NSU1NZdq0aXTp0kVbp3nz5nzwwQd4enoSGhrKhAkTaNiwIcePH8fS0pKaNWtSoEABxowZw/Tp01EUhTFjxqDRaLh37x4AYWFh2mTuaS4uLoSFhWUZ34wZM5gyZUqGco2iITElMZMthBCvo6THsTo/m1rKvI1CvEk0iibnSnp4o5Oz9evXs2rVKtasWUO5cuUICQlh6NCheHh40L17dwA6deqkrV++fHmqVauGp6cn27Zto3379hQqVIgNGzYwYMAAvvnmG0xMTOjSpQtVqlTRmRhXpVJlOL6iKJmWpxs3bhzDhw/XPo+NjaVIkSJ4Onhqb6EKIV5/j5P/G23uaVeYAo4Z/5gTQry+Yk1jc66khzc6ORs1ahRjx47Vrjjg4+PDjRs3mDFjhjY5e5a7uzuenp5cvnxZW9akSROuXr1KREQEZmZmODg44Obmhre3NwBubm4ZRm8CPHjwAFdX1yzjs7S01Lldms7c1BxzU3O9zlUIYbyefj/L+1uIN09ev6eNaiqNvPbkyRPtaMp0pqamOlNpPCsyMpJbt27h7u6e4TVnZ2ccHBzYs2cP4eHhtGnTBoBatWoRExPDkSNHtHUPHz5MTEwMtWvXzqOzEUIIIUR+8Ea3nLVu3Zpp06ZRtGhRypUrx4kTJ5g7dy69evUCIC4ujsmTJ9OhQwfc3d25fv06n332Gc7Ozvj5+Wn3s2zZMsqUKUOhQoUIDg5myJAhDBs2TNvRv0yZMjRr1oy+ffuyePFiIG0qjVatWslITSGEEELo5Y1OzhYuXMiECRP45JNPCA8Px8PDg/79+zNx4kQgrRXt9OnTrFy5kujoaNzd3WnQoAHr16/Hzs5Ou5+LFy8ybtw4Hj58iJeXF+PHj2fYsGE6x1q9ejWDBw+mSZMmALRp04ZFixa9upMVQgghxBtBpSiKYuggRJrY2FjUajUxMTEyIECIN8jj8HBs/+1/Gnf/PgUyGd0thHh95fX39xvdcva6Sc+T0+c7E0K8GR4/eqT9OfbRI1KtrAwYjRAir6V/b+dVe5ckZ0bk0b8f4EWKFDFwJEKIl8WjeHFDhyCEeEkePXqk1xrgWZHbmkZEo9Fw9+5d7Ozssp0f7VVKn3vt1q1bcqs1B3Kt9CPXK/fkWuWeXKvck2uVezldK0VRePToER4eHhlmiXge0nJmRExMTChcuLChw8iUvb29vHlzSa6VfuR65Z5cq9yTa5V7cq1yL7trlRctZune6HnOhBBCCCFeN5KcCSGEEEIYEUnORLYsLS2ZNGlSpstMCV1yrfQj1yv35Frlnlyr3JNrlXuv+lrJgAAhhBBCCCMiLWdCCCGEEEZEkjMhhBBCCCMiyZkQQgghhBGR5EwIIYQQwohIciaEEEIIYUQkORNCCCGEMCKSnAkhhBBCGBFJzoQQQgghjIgkZ0IIIYQQRkSSMyGEEEIIIyLJmRBCCCGEEZHkTAghhBDCiEhyJoQQQghhRCQ5E0IIIYQwIpKcCSGEEEIYEUnOhBBCCCGMiCRnQgghhBBGRJIzIYQQQggjIsmZEEIIIYQRkeRMCCGEEMKISHImhBBCCGFEJDkTQgghhDAikpwJIYQQQhgRSc6EEEIIIYyIJGdCCCGEEEZEkjMhhBBCCCNiZugAxH80Gg13797Fzs4OlUpl6HCEEEIIkQuKovDo0SM8PDwwMXnxdi9JzozI3bt3KVKkiKHDEEIIIcRzuHXrFoULF37h/UhyZkTs7OyAtP9ce3t7A0cjhBBCiNyIjY2lSJEi2u/xFyXJmRFJv5Vpb28vyZkQbxJNKtw4CHH3wdYVPGuDiamhoxJC5LG86pL02g0I+Pbbb/H29sbKyoqqVavy999/Z1t///79VK1aFSsrK4oVK0ZAQECGOhs3bqRs2bJYWlpStmxZNm3apPdxFUVh8uTJeHh4YG1tTf369Tl79uyLnawQ4vV3bivMLw8rWsHG3mn/zi+fVi6EEJl4rZKz9evXM3ToUMaPH8+JEyd47733aN68OTdv3sy0fmhoKC1atOC9997jxIkTfPbZZwwePJiNGzdq6wQHB9OpUyf8/f05efIk/v7+dOzYkcOHD+t13NmzZzN37lwWLVrE0aNHcXNzw9fXl0ePHr28CyKEMG7ntsLPH0HsXd3y2Htp5ZKgCSEyoVIURTF0ELlVo0YNqlSpwnfffactK1OmDO3atWPGjBkZ6o8ZM4atW7dy/vx5bdnHH3/MyZMnCQ4OBqBTp07Exsby559/aus0a9YMR0dH1q5dm6vjKoqCh4cHQ4cOZcyYMQAkJibi6urKrFmz6N+/f67OLzY2FrVaTUxMjNzWFOJ1p0lNayF7NjHTUoG9Bww9Lbc4hXjN5fX392vT5ywpKYnjx48zduxYnfImTZpw8ODBTLcJDg6mSZMmOmVNmzZl6dKlJCcnY25uTnBwMMOGDctQZ/78+bk+bmhoKGFhYTrHsrS0pF69ehw8eDDL5CwxMZHExETt89jY2GyugBDitXLjYDaJGYACsXfS6nm/98rCEsZFURRSUlJITU01dCgiG6amppiZmb2yaa5em+QsIiKC1NRUXF1ddcpdXV0JCwvLdJuwsLBM66ekpBAREYG7u3uWddL3mZvjpv+bWZ0bN25keU4zZsxgypQpWb4uhHiNxd3P23rijZOUlMS9e/d48uSJoUMRuWBjY4O7uzsWFhYv/VivTXKW7tmsVVGUbDPZzOo/W56bfeZVnaeNGzeO4cOHa5+nD8UVQrwBbF1zrqNPPfFG0Wg0hIaGYmpqioeHBxYWFjL5uJFSFIWkpCQePHhAaGgoJUqUyJOJZrPz2iRnzs7OmJqaZmglCw8Pz9Bilc7NzS3T+mZmZjg5OWVbJ32fuTmum5sbkNaC5u7unqvYIO3Wp6WlZZavCyFeY5610/qUxd4DMuva+2+fM8/arzoyYQSSkpLQaDQUKVIEGxsbQ4cjcmBtbY25uTk3btwgKSkJKyurl3q812a0poWFBVWrVmXnzp065Tt37qR27cw/3GrVqpWh/o4dO6hWrRrm5ubZ1knfZ26O6+3tjZubm06dpKQk9u/fn2VsQog3nIkpNJv175NnW0T+fd5spgwGyOdedguMyDuv8v/qtWk5Axg+fDj+/v5Uq1aNWrVq8f3333Pz5k0+/vhjIO024Z07d1i5ciWQNjJz0aJFDB8+nL59+xIcHMzSpUu1ozABhgwZQt26dZk1axZt27Zly5Yt7Nq1i6CgoFwfV6VSMXToUKZPn06JEiUoUaIE06dPx8bGhq5du77CKySEMCpl20DHlRA4RndwgL1HWmJWto3hYhNCGC/lNfO///1P8fT0VCwsLJQqVaoo+/fv177WvXt3pV69ejr19+3bp1SuXFmxsLBQvLy8lO+++y7DPjds2KCUKlVKMTc3V0qXLq1s3LhRr+MqiqJoNBpl0qRJipubm2JpaanUrVtXOX36tF7nFhMTowBKTEyMXtsJIYxcaoqiXPtLUU5tSPs3NcXQEQkDi4+PV86dO6fEx8cbOpTX3qRJk5SKFStmKHNxcVEAZdOmTVmW6SO7/7O8/v7Wa56zmJgYNm3axN9//83169d58uQJhQoVonLlyjRt2lRu4b0gmedMCCHyh4SEBEJDQ7Urz7yIVI3CkdCHhD9KwMXOiureBTE1yfvBBYqi4Ovri6mpKdu3b9d57dtvv2XcuHGcPn2aokWLvvCxrl+/jre3t/a5ra0tRYsWpX79+gwdOpQSJUpoX4uLiyMxMVHbl/z8+fPa1X5q1qyJo6Mj165dy1Cmb5/v7P7PDDLP2b1795g4cSKrV6/Gzc2N6tWrU6lSJaytrXn48CF79+7lq6++wtPTk0mTJtGpU6cXDkwIIYQQ2Qs8c48pv53jXkyCtsxdbcWk1mVpVt49my31p1KpWLZsGT4+PixevFg7h2doaChjxoxh4cKFeZKYPW3Xrl2UK1eOJ0+ecPr0aRYsWEDFihX57bffaNSoEZCWuNna2mq3uXr1KgBt27bVjoDNrMyY5ap3W8WKFVGr1Rw5coRr166xbt06vv76a7788ku+/fZb/vrrLyIiIpgwYQJz587lq6++etlxCyGEEPla4Jl7DFj1j05iBhAWk8CAVf8QeOZenh+zSJEiLFiwgJEjRxIaGoqiKPTu3Zv69evz999/4+3tjbW1NaVKlWLBggXa7U6fPo2JiQkREREAREVFYWJiwgcffKCtM2PGDGrVqqVzPCcnJ9zc3ChWrBht27Zl165d1KhRg969e2sn7p08eTKVKlXS/ty6dWsgrQO/SqXKtMzY5arl7OzZsxQqVCjbOtbW1nTp0oUuXbrw4MGDPAlOCCGEyC8URSE+OXcrBaRqFCZtPZvpJC0KaeOBJ289x7vFnXO8xWltbqpXwtK9e3c2bdpEz5496dChA2fOnOH06dN8++23/Pzzzzg7O3Pw4EH69euHu7s7HTt2pHz58jg5ObF//346dOjAX3/9hZOTE3/99Zd2v/v27aNevXrZHtvExIQhQ4bg5+fH8ePHqV69us7rI0eOxMvLi549e3LvXlpyamtrm6HM2OUqOcspMXvR+kIIIUR+F5+cStmJ23OumAsKEBabgM/kHTnWPTe1KTYW+k3e8P3331O+fHn+/vtvfvnlF1xdXXVWvPH29ubgwYP8/PPPdOzYEZVKRd26ddm3bx8dOnRg3759dO/enRUrVnDu3DlKlizJwYMHMyynmJnSpUsDaf3Snk3ObG1tcXBwAP6bgxTItMyY6T1px4oVK9i2bZv2+ejRo3FwcKB27drZLlUkhBBCiDeDi4sL/fr1o0yZMvj5+QEQEBBAtWrVKFSoELa2tixZsoSbN29qt6lfvz779u0DYP/+/TRo0IC6deuyf/9+jh49Snx8PO+++26Ox1YyWennTaP3PGfTp0/nu+++A9IWFl+0aBHz58/n999/Z9iwYfz66695HqQQQgjxprM2N+Xc1Ka5qnsk9CE9lh3Nsd7ynu9Q3btgjsd9HmZmZpiZpaURP//8M8OGDePrr7+mVq1a2NnZMWfOHA4fPqytX79+fYYMGcKVK1c4c+YM7733HlevXmX//v1ER0dTtWpV7Ozscjzu+fPnAXRGc75p9E7Obt26RfHixQHYvHkz77//Pv369ePdd9+lfv36eR2fEEIIkS+oVKpc3158r0Qh3NVWhMUkZLU4GG5qK94rUeilTKvxrL///pvatWvzySefaMvSR0imS+939uWXX1KxYkXs7e2pV68eM2bMICoqKsf+ZpC2Juk333yDt7c3lStXzvPzMBZ639a0tbUlMjISSFvmqHHjxgBYWVkRHx+ft9EJIYQQIgNTExWTWpcFslwcjEmty76SxAygePHiHDt2jO3bt3Pp0iUmTJjA0aO6LXvp/c5WrVqlbcypUKECSUlJ7N69O9MGnsjISMLCwrh27Rpbt26lcePGHDlyhKVLl2Jq+uYufaZ3cubr60ufPn3o06cPly5domXLlkDaiE4vL6+8jk8IIYQQmWhW3p3vulXBTa07Iaqb2orvulXJ83nOsvPxxx/Tvn17OnXqRI0aNYiMjNRpRUvXoEEDUlNTtYmYSqXivffeA6BOnToZ6jdu3Bh3d3d8fHwYO3YsZcqU4dSpUzRo0OClno+h6bVCAEB0dDSff/45t27dYsCAATRr1gyASZMmYWFhwfjx419KoPmBrBAghBD5w+u4QkB+9ypXCNA7ORMvjyRnQgiRP+RlciZejVeZnOl9WxPSOv5169aN2rVrc+fOHQB++ukngoKCXjggIYQQQoj8TO/kbOPGjTRt2hRra2v++ecfEhMTAXj06BHTp0/P8wCFEEIIIfITvZOzL7/8koCAAJYsWYK5ubm2vHbt2vzzzz95GpwQQgghRH6jd3J28eJF6tatm6Hc3t6e6OjovIhJCCGEECLf0js5c3d358qVKxnKg4KCKFasWJ4EJYQQQgiRX+mdnPXv358hQ4Zw+PBhVCoVd+/eZfXq1YwcOTLTOU2EEEIIIUTu6b180+jRo4mJiaFBgwYkJCRQt25dLC0tGTlyJAMHDnwZMQohhBBC5Bt6J2cA06ZNY/z48Zw7dw6NRkPZsmWxtbXN69iEEEIIIfKd55rnDODu3btERkbi4+ODra0tMpetEEIIkb9NnjyZSpUqGXwfT1OpVGzevFn7/MKFC9SsWRMrKyvtcTIrMyS9k7PIyEgaNWpEyZIladGiBffu3QOgT58+jBgxIs8DTBcVFYW/vz9qtRq1Wo2/v3+Oo0MVRWHy5Ml4eHhgbW1N/fr1OXv2rE6dxMREBg0ahLOzMwUKFKBNmzbcvn1br2OfPHmSLl26UKRIEaytrSlTpgwLFizIq1MXQgghsqZJhdC/4fQvaf9qUl/q4Xr06IFKpUKlUmFubk6xYsUYOXIkjx8/ZuTIkezevVunbrt27V56DK6urvj6+vLjjz+i0Wh06t67d4/mzZtrn0+aNIkCBQpw8eJFbayZlRmS3snZsGHDMDc35+bNm9jY2GjLO3XqRGBgYJ4G97SuXbsSEhJCYGAggYGBhISE4O/vn+02s2fPZu7cuSxatIijR4/i5uaGr68vjx490tYZOnQomzZtYt26dQQFBREXF0erVq1ITf3vlzunYx8/fpxChQqxatUqzp49y/jx4xk3bhyLFi3K+wshhBBCpDu3FeaXhxWtYGPvtH/nl08rf4maNWvGvXv3uHbtGl9++SXffvstI0eOxNbWFicnp5d67GdjuH79On/++ScNGjRgyJAhtGrVipSUFG09Nzc3LC0ttc+vXr1KnTp18PT01MaaWZlBKXpydXVVQkJCFEVRFFtbW+Xq1auKoijKtWvXlAIFCui7u1w5d+6cAiiHDh3SlgUHByuAcuHChUy30Wg0ipubmzJz5kxtWUJCgqJWq5WAgABFURQlOjpaMTc3V9atW6etc+fOHcXExEQJDAx87mMriqJ88sknSoMGDfQ6z5iYGAVQYmJi9NpOCCHE6yU+Pl45d+6cEh8f//w7ObtFUSapFWWS/TMPddrj7JY8ilZX9+7dlbZt2+qU9enTR3Fzc1MmTZqkVKxYUVEURZk0aZIC6Dz27t2rKIqi3Lp1S+nUqZPi6Oio2NjYKFWrVtV+z6bvY+XKlYqnp6dib2+vdOrUSYmNjc02BkVRlN27dyuAsmTJEm0ZoGzatEn789OPzGKcNGlSpued3f9ZXn9/691y9vjxY50Ws3QRERE6mWleCg4ORq1WU6NGDW1ZzZo1UavVHDx4MNNtQkNDCQsLo0mTJtoyS0tL6tWrp93m+PHjJCcn69Tx8PCgfPny2jrPc2yAmJgYChYsmO15JSYmEhsbq/MQQgiRTykKJD3O3SMhFv4cTVo+kWFHaf8Ejkmrl9O+8qDPuLW1NcnJyTplI0eOpGPHjtoWrnv37lG7dm3i4uKoV68ed+/eZevWrZw8eZLRo0fr3I68evUqmzdv5vfff+f3339n//79zJw5M8c4GjZsSMWKFfn1118zff3evXuUK1eOESNGcO/ePUaOHJlpmaHpPVqzbt26rFy5ki+++AJI62in0WiYM2cODRo0yPMAAcLCwnBxcclQ7uLiQlhYWJbbALi6uuqUu7q6cuPGDW0dCwsLHB0dM9RJ3/55jh0cHMzPP//Mtm3bsj2vGTNmMGXKlGzrCCGEyCeSn8B0jzzamQKxd2FmkZyrfnYXLAo895GOHDnCmjVraNSokU65ra0t1tbWJCYm4ubmpi1fvnw5Dx484OjRo9pGjOLFi+tsq9FoWL58OXZ2dgD4+/uze/dupk2blmM8pUuX5tSpU5m+5ubmhpmZGba2ttqYbG1tM5QZmt4tZ3PmzGHx4sU0b96cpKQkRo8eTfny5fnrr7+YNWuWXvuaPHmytkNfVo9jx44BaUngsxRFybT8ac++npttnq2jz7HPnj1L27ZtmThxIr6+vtkeZ9y4ccTExGgft27dyra+EEIIYQx+//13bG1tsbKyolatWtStW5eFCxfmatuQkBAqV66c7d0lLy8vbWIGaasThYeH52r/ufmeN3Z6t5yVLVuWU6dO8d1332Fqasrjx49p3749n376Ke7u7nrta+DAgXTu3DnbOl5eXpw6dYr79+9neO3BgwcZWsbSpWe/YWFhOnGFh4drt3FzcyMpKYmoqCid1rPw8HBq166trZPbY587d46GDRvSt29fPv/882zPC9Jus76sW8FCCCFeM+Y2aa1YuXHjIKx+P+d6H/4CnrVzPq6eGjRowHfffYe5uTkeHh6Ym5vneltra+sc6zy7v/S7dLlx/vx5vL29cx2PMdIrOUvvn7V48eI8uR3n7OyMs7NzjvVq1apFTEwMR44coXr16gAcPnyYmJgYbRL1LG9vb9zc3Ni5cyeVK1cGICkpif3792tb+KpWrYq5uTk7d+6kY8eOQNr96DNnzjB79my9jn327FkaNmxI9+7dc9XsKoQQQuhQqXJ/e/HthmDvAbH3yLzfmSrt9bcbgolpXkYJQIECBTLcisyMhYWFzuwHABUqVOCHH37g4cOHOfbN1teePXs4ffo0w4YNy9P9vmp63dY0NzfnzJkzr7y5sEyZMjRr1oy+ffty6NAhDh06RN++fWnVqhWlSpXS1itdujSbNm0C0rLsoUOHMn36dDZt2sSZM2fo0aMHNjY2dO3aFQC1Wk3v3r0ZMWIEu3fv5sSJE3Tr1g0fHx8aN26c62OfPXuWBg0a4Ovry/DhwwkLCyMsLIwHDx680uskhBAinzAxhWbpXYme/U7+93mzmS8lMdNH+t2vixcvEhERQXJyMl26dMHNzY127dpx4MABrl27xsaNGwkODtZr34mJiYSFhXHnzh3++ecfpk+fTtu2bWnVqhUfffTRSzqjV0PvPmcfffQRS5cufRmxZGv16tX4+PjQpEkTmjRpQoUKFfjpp5906ly8eJGYmBjt89GjRzN06FA++eQTqlWrxp07d9ixY4fOfex58+bRrl07OnbsyLvvvouNjQ2//fYbpqamuT72hg0bePDgAatXr8bd3V37eOedd17iFRFCCJGvlW0DHVeC/TNdiuw90srLtjFMXE/p27cvpUqVolq1ahQqVIgDBw5gYWHBjh07cHFxoUWLFvj4+DBz5kyd793cCAwMxN3dHS8vL5o1a8bevXv55ptv2LJli977Mjaqf+f9yLVBgwaxcuVKihcvTrVq1ShQQLcJdu7cuXkaYH4SGxuLWq0mJiYGe3t7Q4cjhBDiJUlISCA0NBRvb2+srKxebGea1LQ+aHH3wdY1rY+ZgVvM3kTZ/Z/l9fe33gMCzpw5Q5UqVQC4dOmSzmuv++gIIYQQ4rVjYgre7xk6CpGH9E7O9u7d+zLiEEIIIYQQPEefMyGEEEII8fLo3XLm5+eX6e1LlUqFlZUVxYsXp2vXrjqjKIUQQgghRO7o3XKmVqvZs2cP//zzjzZJO3HiBHv27CElJYX169dTsWJFDhw4kOfBCiGEEEK86fRuOXNzc6Nr164sWrQIE5O03E6j0TBkyBDs7OxYt24dH3/8MWPGjCEoKCjPAxZCCCHeFHpOmCAM6FX+X+ndcrZ06VKGDh2qTcwATExMGDRoEN9//z0qlYqBAwdy5syZPA1UCCGEeFOkL0/05MkTA0ciciv9/0qfpaqel94tZykpKVy4cIGSJUvqlF+4cEG7RIOVlZVMqyGEEEJkwdTUFAcHB+1i3jY2NvK9aaQUReHJkyeEh4fj4ODwSia41Ts58/f3p3fv3nz22We88847qFQqjhw5wvTp07XLJezfv59y5crlebBCCCHEm8LNzQ1Am6AJ4+bg4KD9P3vZ9F4hIDU1lZkzZ7Jo0SLu378PgKurK4MGDWLMmDGYmppy8+ZNTExMKFy48EsJ+k0lKwQIIUT+k5qaSnJysqHDENkwNzfPtsUsr7+/9U7Ong0GkEQij0hyJoQQQrx+8vr7+7kmoU1JSWHXrl2sXbtWe4/87t27xMXFvXBAQgghhBD5md59zm7cuEGzZs24efMmiYmJ+Pr6Ymdnx+zZs0lISCAgIOBlxCmEEEIIkS/o3XI2ZMgQqlWrRlRUFNbW1tpyPz8/du/enafBCSGEEELkN3q3nAUFBXHgwAEsLCx0yj09Pblz506eBSaEEEIIkR/p3XKm0Wi085k97fbt29jZ2eVJUEIIIYQQ+ZXeyZmvry/z58/XPlepVMTFxTFp0iRatGiRl7EJIYQQQuQ7ek+lcffuXRo0aICpqSmXL1+mWrVqXL58GWdnZ/766y9cXFxeVqxvPJlKQwghhHj95PX3t959zjw8PAgJCWHt2rX8888/aDQaevfuzYcffqgzQEAIIYQQQujvueY5s7a2plevXixatIhvv/2WPn36vPTELCoqCn9/f9RqNWq1Gn9/f6Kjo7PdRlEUJk+ejIeHB9bW1tSvX5+zZ8/q1ElMTGTQoEE4OztToEAB2rRpw+3bt5/72JGRkRQuXBiVSpVjfEIIIYQQz9I7OduzZw8DBw6kVatWtG7dmiFDhvDXX3+9jNh0dO3alZCQEAIDAwkMDCQkJAR/f/9st5k9ezZz585l0aJFHD16FDc3N3x9fXn06JG2ztChQ9m0aRPr1q0jKCiIuLg4WrVqpTPoQZ9j9+7dmwoVKuTNSQshhBAi/1H00L9/f0WlUikFCxZUatasqdSoUUMpWLCgYmJiogwcOFCfXenl3LlzCqAcOnRIWxYcHKwAyoULFzLdRqPRKG5ubsrMmTO1ZQkJCYparVYCAgIURVGU6OhoxdzcXFm3bp22zp07dxQTExMlMDBQ72N/++23Sr169ZTdu3crgBIVFaXXecbExCiAEhMTo9d2QgghhDCcvP7+znXL2aZNm1i2bBk//vgjERERBAcHc+jQIR48eMCSJUv4/vvv2bp160tJIIODg1Gr1dSoUUNbVrNmTdRqNQcPHsx0m9DQUMLCwmjSpIm2zNLSknr16mm3OX78OMnJyTp1PDw8KF++vLZObo997tw5pk6dysqVKzExyd1lTUxMJDY2VuchhBBCiPwt18nZsmXLGD58OD169NCupwlgYmJCr169GDp0KEuXLn0pQYaFhWU6CtTFxYWwsLAstwFwdXXVKXd1ddW+FhYWhoWFBY6OjtnWyenYiYmJdOnShTlz5lC0aNFcn9eMGTO0/djUajVFihTJ9bZCCCGEeDPlOjn7559/8PPzy/L1Dh06cPz4cb0OPnnyZFQqVbaPY8eOAegkhOkURcm0/GnPvp6bbZ6tk9Oxx40bR5kyZejWrVu2+33WuHHjiImJ0T5u3bql1/ZCCCGEePPkeiqNiIgI3nrrrSxff+utt4iMjNTr4AMHDqRz587Z1vHy8uLUqVPcv38/w2sPHjzI0DKWzs3NDUhr+XJ3d9eWh4eHa7dxc3MjKSmJqKgondaz8PBwateura2T07H37NnD6dOn+eWXX4C0xA3A2dmZ8ePHM2XKlExjtLS0xNLSMtvzF0IIIUT+kuvkLCkpKcN6mjo7MjMjKSlJr4M7Ozvj7OycY71atWoRExPDkSNHqF69OgCHDx8mJiZGm0Q9y9vbGzc3N3bu3EnlypW157B//35mzZoFQNWqVTE3N2fnzp107NgRgHv37nHmzBlmz56d62Nv3LiR+Ph47bGPHj1Kr169+Pvvv3n77bf1uiZCCCGEyN/0moR2woQJ2NjYZPrakydP8iSgzJQpU4ZmzZrRt29fFi9eDEC/fv1o1aoVpUqV0tYrXbo0M2bMwM/PD5VKxdChQ5k+fTolSpSgRIkSTJ8+HRsbG7p27QqAWq2md+/ejBgxAicnJwoWLMjIkSPx8fGhcePGuT72swlYRESEdlsHB4eXdl2EEEII8ebJdXJWt25dLl68mGOdl2X16tUMHjxYO7KyTZs2LFq0SKfOxYsXiYmJ0T4fPXo08fHxfPLJJ0RFRVGjRg127Nihs0D7vHnzMDMzo2PHjsTHx9OoUSOWL1+OqampXscWQgghhMgLeq+tKV4eWVtTCCGEeP3k9ff3cy3fJIQQQgghXo5cJWczZ87k8ePHudrh4cOH2bZt2wsFJYQQQgiRX+UqOTt37hyenp4MGDCAP//8kwcPHmhfS0lJ4dSpU3z77bfUrl2bzp07yy05IYQQQojnlKsBAStXruTUqVP873//48MPPyQmJgZTU1MsLS21ozQrV65Mv3796N69u8zdJYQQQgjxnPQeEKAoCqdOneL69evEx8fj7OxMpUqVcjVfmcieDAgQQgghXj95/f2t1zxnkLaUUcWKFalYseILH1wIIYQQQuiS0ZpCCCGEEEZEkjMhhBBCCCMiyZkQQgghhBGR5EwIIYQQwog8d3J25coVtm/fTnx8PJA2ilMIIYQQQrwYvZOzyMhIGjduTMmSJWnRogX37t0DoE+fPowYMSLPAxRCCCGEyE/0Ts6GDRuGmZkZN2/exMbGRlveqVMnAgMD8zQ4IYQQQoj8Ru95znbs2MH27dspXLiwTnmJEiW4ceNGngUmhBBCCJEf6d1y9vjxY50Ws3QRERGybJMQQgghxAvSOzmrW7cuK1eu1D5XqVRoNBrmzJlDgwYN8jQ4IYQQQoj8Ru/bmnPmzKF+/focO3aMpKQkRo8ezdmzZ3n48CEHDhx4GTEKIYQQQuQbereclS1bllOnTlG9enV8fX15/Pgx7du358SJE7z99tsvI0YhhBBCiHxDpcgEZUYjr1e1F0IIIcTLl9ff33q3nC1btowNGzZkKN+wYQMrVqx44YCEEEIIIfIzvZOzmTNn4uzsnKHcxcWF6dOn50lQmYmKisLf3x+1Wo1arcbf35/o6Ohst1EUhcmTJ+Ph4YG1tTX169fn7NmzOnUSExMZNGgQzs7OFChQgDZt2nD79u3nOvby5cupUKECVlZWuLm5MXDgwBc9bSGEEELkM3onZzdu3MDb2ztDuaenJzdv3syToDLTtWtXQkJCCAwMJDAwkJCQEPz9/bPdZvbs2cydO5dFixZx9OhR3Nzc8PX15dGjR9o6Q4cOZdOmTaxbt46goCDi4uJo1aoVqampeh177ty5jB8/nrFjx3L27Fl2795N06ZN8/YiCCGEEOLNp+ipSJEiypYtWzKUb968WXnrrbf03V2unDt3TgGUQ4cOacuCg4MVQLlw4UKm22g0GsXNzU2ZOXOmtiwhIUFRq9VKQECAoiiKEh0drZibmyvr1q3T1rlz545iYmKiBAYG5vrYDx8+VKytrZVdu3a90HnGxMQogBITE/NC+xFCCCHEq5PX3996t5x17tyZwYMHs3fvXlJTU0lNTWXPnj0MGTKEzp07523m+K/g4GDUajU1atTQltWsWRO1Ws3Bgwcz3SY0NJSwsDCaNGmiLbO0tKRevXrabY4fP05ycrJOHQ8PD8qXL6+tk5tj79y5E41Gw507dyhTpgyFCxemY8eO3Lp1K9vzSkxMJDY2VuchhBBCiPxN7+Tsyy+/pEaNGjRq1Ahra2usra1p0qQJDRs2fGl9zsLCwnBxcclQ7uLiQlhYWJbbALi6uuqUu7q6al8LCwvDwsICR0fHbOvkdOxr166h0WiYPn068+fP55dffuHhw4f4+vqSlJSU5XnNmDFD249NrVZTpEiRLOsKIYQQIn/QOzmzsLBg/fr1XLhwgdWrV/Prr79y9epVfvzxRywsLPTa1+TJk1GpVNk+jh07BqStRPAsRVEyLX/as6/nZptn6+R0bI1GQ3JyMt988w1NmzalZs2arF27lsuXL7N3794sjzNu3DhiYmK0j5xa2oQQQgjx5tN7hYB0JUuWpGTJki908IEDB+Z4K9TLy4tTp05x//79DK89ePAgQ8tYOjc3NyCt5cvd3V1bHh4ert3Gzc2NpKQkoqKidFrPwsPDqV27trZOTsdO33/ZsmW1rxcqVAhnZ+dsB0lYWlrKeqRCCCGE0KF3cpaamsry5cvZvXs34eHhaDQandf37NmT6305OztnOi3Hs2rVqkVMTAxHjhyhevXqABw+fJiYmBhtEvUsb29v3Nzc2LlzJ5UrVwYgKSmJ/fv3M2vWLACqVq2Kubk5O3fupGPHjgDcu3ePM2fOMHv27Fwf+9133wXg4sWLFC5cGICHDx8SERGBp6dnrq+HEEIIIYTeKwQMHDiQ5cuX07JlS9zd3TPc8ps3b16eBpiuefPm3L17l8WLFwPQr18/PD09+e2337R1SpcuzYwZM/Dz8wNg1qxZzJgxg2XLllGiRAmmT5/Ovn37uHjxInZ2dgAMGDCA33//neXLl1OwYEFGjhxJZGQkx48fx9TUNNfHbteuHVeuXOH777/H3t6ecePGce3aNUJCQjA3N8/VOcoKAUIIIcTrJ8+/v/Ud3unk5KRs27YtT4aK6iMyMlL58MMPFTs7O8XOzk758MMPlaioKJ06gLJs2TLtc41Go0yaNElxc3NTLC0tlbp16yqnT5/W2SY+Pl4ZOHCgUrBgQcXa2lpp1aqVcvPmTb2PHRMTo/Tq1UtxcHBQChYsqPj5+WXYT05kKg0hhBDi9ZPX3996t5x5eHiwb9++F+5vJjKSljMhhBDi9WPwtTVHjBjBggUL0DOnE0IIIYQQuaD3gICgoCD27t3Ln3/+Sbly5TL0p/r111/zLDghhBBCiPxG7+TMwcFB2+FeCCGEEELkLb2Ts2XLlr2MOIQQQgghBM/R5wwgJSWFXbt2sXjxYh49egTA3bt3iYuLy9PghBBCCCHyG71bzm7cuEGzZs24efMmiYmJ+Pr6Ymdnx+zZs0lISCAgIOBlxCmEEEIIkS/o3XI2ZMgQqlWrRlRUFNbW1tpyPz8/du/enafBCSGEEELkN881WvPAgQMZFjn39PTkzp07eRaYEEIIIUR+pHfLmUajITU1NUP57du3tUsiCSGEEEKI56N3cubr68v8+fO1z1UqFXFxcUyaNIkWLVrkZWxCCCGEEPmO3ss33blzh4YNG2Jqasrly5epVq0aly9fxtnZmb/++gsXF5eXFesbT5ZvEkIIIV4/ef39rXefs7feeouQkBDWrVvH8ePH0Wg09O7dmw8//FBngIAQQgghhNCfXi1nycnJlCpVit9//52yZcu+zLjyJWk5E0IIIV4/Bl343NzcnMTERFQq1QsfWAghhBBCZKT3gIBBgwYxa9YsUlJSXkY8QgghhBD5mt59zg4fPszu3bvZsWMHPj4+FChQQOf1X3/9Nc+CE0IIIYTIb/ROzhwcHOjQocPLiEUIIYQQIt/TOzlbtmzZy4hDCCGEEELwHH3OAFJSUti1axeLFy/m0aNHANy9e5e4uLg8DU4IIYQQIr/ROzm7ceMGPj4+tG3blk8//ZQHDx4AMHv2bEaOHJnnAaaLiorC398ftVqNWq3G39+f6OjobLdRFIXJkyfj4eGBtbU19evX5+zZszp1EhMTGTRoEM7OzhQoUIA2bdpw+/ZtvY999OhRGjVqhIODA46OjjRp0oSQkJA8OHMhhBBC5Cd6J2dDhgyhWrVqREVF6Uw66+fnx+7du/M0uKd17dqVkJAQAgMDCQwMJCQkBH9//2y3mT17NnPnzmXRokUcPXoUNzc3fH19ta19AEOHDmXTpk2sW7eOoKAg4uLiaNWqlc76oTkd+9GjRzRt2pSiRYty+PBhgoKCsLe3p2nTpiQnJ+f9xRBCCCHEm0vRk5OTk3LhwgVFURTF1tZWuXr1qqIoihIaGqpYW1vru7tcOXfunAIohw4d0pYFBwcrgDaWZ2k0GsXNzU2ZOXOmtiwhIUFRq9VKQECAoiiKEh0drZibmyvr1q3T1rlz545iYmKiBAYG5vrYR48eVQDl5s2b2jqnTp1SAOXKlSu5Ps+YmBgFUGJiYnK9jRBCCCEMK6+/v/VuOdNoNDqtSulu376NnZ3dCyWKWQkODkatVlOjRg1tWc2aNVGr1Rw8eDDTbUJDQwkLC6NJkybaMktLS+rVq6fd5vjx4yQnJ+vU8fDwoHz58to6uTl2qVKlcHZ2ZunSpSQlJREfH8/SpUspV64cnp6eeXchhBBCCPHG0zs58/X1Zf78+drnKpWKuLg4Jk2aRIsWLfIyNq2wsLBMF1R3cXEhLCwsy20AXF1ddcpdXV21r4WFhWFhYYGjo2O2dXI6tp2dHfv27WPVqlVYW1tja2vL9u3b+eOPPzAzy3pAbGJiIrGxsToPIYQQQuRveidn8+bNY//+/ZQtW5aEhAS6du2Kl5cXd+7cYdasWXrta/LkyahUqmwfx44dA8h0yShFUXJcSurZ13OzzbN1cjp2fHw8vXr14t133+XQoUMcOHCAcuXK0aJFC+Lj47M8zowZM7SDDNRqNUWKFMk2LiGEEEK8+fSe58zDw4OQkBDWrVvH8ePH0Wg09O7dmw8//FBngEBuDBw4kM6dO2dbx8vLi1OnTnH//v0Mrz148CBDy1g6Nzc3IK3ly93dXVseHh6u3cbNzY2kpCSioqJ0Ws/Cw8OpXbu2tk5Ox16zZg3Xr18nODgYExMTbZmjoyNbtmzJ8hzHjRvH8OHDtc9jY2MlQRNCCCHyuVwlZ1WqVGH37t04OjoydepURo4cSc+ePenZs+cLHdzZ2RlnZ+cc69WqVYuYmBiOHDlC9erVgbRlpGJiYrRJ1LO8vb1xc3Nj5//bu/+oqMr8D+DvGYXh9/CbkTBxrVABFawM11KxFIvFMpOUVLI8amtqq2V63EXWk6Zruvljc9tM0lwxUztumolSiolYwCSjpkEolhCl44jyS5jP9w++XB354ahDQvN+nXPP8T73uc99ns8ZnY/PnefetDREREQAAKqrq7Fv3z5lhq93795wcHBAWloaRo4cCQAoLi6GwWDA4sWLrb52eXk51Gq1xQxb/b7ZbG5yXBqNBhqN5objJyIiIjtizaoBJycnOXPmTN0KArVafv75Z5usRrgZMTEx0qNHD8nMzJTMzEwJDw+X2NhYizohISGydetWZf/NN98UrVYrW7dulby8PBk1apR06NBBLl68qNSZNGmSBAUFyZ49eyQnJ0eio6OlZ8+eUlNTY/W1jx8/LhqNRiZPnizHjh0Tg8Egzz33nGi1Wjl79qzVY+RqTSIiorbH1t/fVs2c9erVC88//zz69esHEcGSJUvg5ubWaN2//e1vNkwdr9qwYQOmTp2qrKyMi4vDypUrLeqcOHECJpNJ2X/ttddQUVGBl156CUajEX369MHu3bstVpUuW7YM7du3x8iRI1FRUYFBgwYhJSUF7dq1s/raXbt2xf/+9z8kJycjKioKarUaERER2LVrl8UtVSIiIqIbUYmI3KjSiRMnkJSUhIKCAuTk5KB79+6NrkJUqVTIyclpkY7ag4sXL0Kr1cJkMsHDw+NOd4eIiIisYOvvb6uSs2up1eomHy9Bt4fJGRERUdtj6+9vqx6lERkZCaPRCABISkpq8pYmEREREd0eq5Kz48eP4/LlywCAv//977h06VKLdoqIiIjIXrWZBQFERERE9oALAloR/uaMiIio7eGCgN8xJmdERERtj62/v2/69U3NPfGeiIiIiG6PVcnZ9u3bMXToUDg4OGD79u3N1o2Li7NJx4iIiIjskVW3Na+9lVn/Yu9GG1OpUFtba9MO2hPe1iQiImp77shtzWtvZfK2JhEREVHLseo5Z0RERET027ipBQFmsxkpKSnYunUrTp06BZVKhc6dO2PEiBEYM2YMVCpVS/WTiIiIyC5YPXMmIoiLi8OLL76In376CeHh4QgNDcXp06eRmJiIp556qiX7SURERGQXrJ45S0lJwf79+7F3714MHDjQ4lh6ejqefPJJrFu3DmPHjrV5J4mIiIjshdUzZxs3bsScOXMaJGYAEB0djddffx0bNmywaeeIiIiI7I3VydmRI0cQExPT5PGhQ4fi22+/tUmniIiIiOyV1cnZ+fPnERAQ0OTxgIAAGI1Gm3SKiIiIyF5ZnZzV1tY2+rLzeu3atUNNTY1NOkVERERkr6xeECAiSExMhEajafR4VVWVzTpFREREZK+sTs7GjRt3wzpcqUlE1FCtWXC48DxKyyrh7+6EBzt7o52az4UkosZZnZytXbu2JftxQ0ajEVOnTlVevB4XF4cVK1bA09OzyXNEBMnJyXj33XdhNBrRp08frFq1CqGhoUqdqqoqzJw5Exs3bkRFRQUGDRqEf/3rXwgKClLqvPHGG9ixYwf0ej0cHR1x4cKFBtcqKirCn//8Z6Snp8PZ2RmjR4/GkiVL4OjoaLMYEFHbs8tQjOT/HUOxqVIp66B1QtKfuiMmrMMd7BkRtVZt5vVNo0ePhl6vx65du7Br1y7o9XqMGTOm2XMWL16MpUuXYuXKlfj666+h0+nw2GOPoaysTKkzffp0bNu2DampqThw4AAuXbqE2NhYixe4V1dX45lnnsHkyZMbvU5tbS2eeOIJXL58GQcOHEBqaiq2bNmCGTNm2GbwRNQm7TIUY/KHORaJGQCUmCox+cMc7DIU36GeEVFrphIRudOduJHjx4+je/fuOHToEPr06QMAOHToEKKiovDdd98hJCSkwTkigsDAQEyfPh2zZs0CUDdLFhAQgEWLFmHixIkwmUzw8/PD+vXrER8fDwA4e/YsOnbsiJ07d2LIkCEWbaakpGD69OkNZs4+++wzxMbG4syZMwgMDAQApKamIjExEaWlpVa/od7Wb7Unojun1izotyi9QWJWTwVAp3XCgVnRvMVJ1MbZ+vu7TcycZWZmQqvVKokZADz00EPQarU4ePBgo+cUFhaipKQEgwcPVso0Gg369++vnJOdnY0rV65Y1AkMDERYWFiT7TbVv7CwMCUxA4AhQ4agqqoK2dnZTZ5XVVWFixcvWmxE9PtwuPB8k4kZAAiAYlMlDhee/+06RURtQptIzkpKSuDv79+g3N/fHyUlJU2eA6DBs9kCAgKUYyUlJXB0dISXl1eTdazt3/XX8fLygqOjY7PtLFy4EFqtVtk6duxo9TWJqHUrLWs6MbuVekRkP+5ocjZv3jyoVKpmt2+++QYAoFI1nPYXkUbLr3X9cWvOsabOja5jTTuzZ8+GyWRStjNnztzUNYmo9fJ3d7JpPSKyH1av1mwJU6ZMwbPPPttsneDgYBw5cgQ///xzg2O//PJLk28t0Ol0AOpmtTp0uLoiqrS0VDlHp9OhuroaRqPRYvastLQUffv2tXocOp0OWVlZFmVGoxFXrlxp9q0KGo2myefGEVHb9mBnb3TQOqHEVInGfthb/5uzBzt7/9ZdI6JW7o7OnPn6+qJr167Nbk5OToiKioLJZMLhw4eVc7OysmAymZpMojp37gydToe0tDSlrLq6Gvv27VPO6d27NxwcHCzqFBcXw2Aw3FRyFhUVBYPBgOLiqyuvdu/eDY1Gg969e1vdDhH9frRTq5D0p+4A6hKxa9XvJ/2pOxcDEFEDbeI3Z926dUNMTAwmTJiAQ4cO4dChQ5gwYQJiY2MtVmp27doV27ZtA1B3m3H69OlYsGABtm3bBoPBgMTERLi4uGD06NEAAK1WixdeeAEzZszA3r17kZubi+eeew7h4eF49NFHlXaLioqg1+tRVFSE2tpa6PV66PV6XLp0CQAwePBgdO/eHWPGjEFubi727t2LmTNnYsKECVx1SWTHYsI64J3nIqHTWt661Gmd8M5zkXzOGRE1TtqIc+fOSUJCgri7u4u7u7skJCSI0Wi0qANA1q5dq+ybzWZJSkoSnU4nGo1GHnnkEcnLy7M4p6KiQqZMmSLe3t7i7OwssbGxUlRUZFFn3LhxgrrFVRbbF198odQ5ffq0PPHEE+Ls7Cze3t4yZcoUqaysvKkxmkwmASAmk+mmziOi1q2m1iwH83+VT3J/lIP5v0pNrflOd4mIbMjW399t4jln9oLPOSMiImp7bP39fUcXBJCl+jyZzzsjIiJqO+q/t20138XkrBWpf60Un3dGRETU9pSVlUGr1d52O7yt2YqYzWacPXsW7u7uN/2ctZZy8eJFdOzYEWfOnOGt1htgrG4O42U9xsp6jJX1GCvr3ShWIoKysjIEBgZCrb79tZacOWtF1Go1goKC7nQ3GuXh4cG/vFZirG4O42U9xsp6jJX1GCvrNRcrW8yY1WsTj9IgIiIishdMzoiIiIhaESZn1CyNRoOkpCS+ZsoKjNXNYbysx1hZj7GyHmNlvd86VlwQQERERNSKcOaMiIiIqBVhckZERETUijA5IyIiImpFmJwRERERtSJMzuzAO++8gx49eigPz4uKisJnn32mHBcRzJs3D4GBgXB2dsaAAQNw9OjRRtsSEQwdOhQqlQqffPKJxTGj0YgxY8ZAq9VCq9VizJgxuHDhQguOzPZsEasBAwZApVJZbM8++6xFHcbqqszMTERHR8PV1RWenp4YMGAAKioqlOOMFXDq1KkGn6n6bfPmzUo9xqpOSUkJxowZA51OB1dXV0RGRuLjjz+2qMNY1SkoKMBTTz0FPz8/eHh4YOTIkfj5558t6thDrLZu3YohQ4bA19cXKpUKer2+QRtVVVV4+eWX4evrC1dXV8TFxeHHH3+0qGOzWAn97m3fvl127NghJ06ckBMnTsicOXPEwcFBDAaDiIi8+eab4u7uLlu2bJG8vDyJj4+XDh06yMWLFxu0tXTpUhk6dKgAkG3btlkci4mJkbCwMDl48KAcPHhQwsLCJDY29rcYos3YIlb9+/eXCRMmSHFxsbJduHDB4jqMVZ2DBw+Kh4eHLFy4UAwGg5w8eVI2b94slZWVSh3GSqSmpsbi81RcXCzJycni6uoqZWVlynUYqzqPPvqoPPDAA5KVlSUFBQUyf/58UavVkpOTo9RhrEQuXbokf/jDH+Spp56SI0eOyJEjR2TYsGHywAMPSG1trXIde4jVunXrJDk5Wf7zn/8IAMnNzW3QxqRJk+Suu+6StLQ0ycnJkYEDB0rPnj2lpqZGqWOrWDE5s1NeXl7y3nvvidlsFp1OJ2+++aZyrLKyUrRaraxevdriHL1eL0FBQVJcXNwgOTt27JgAkEOHDillmZmZAkC+++67Fh9PS7rZWPXv31+mTZvWZHuM1dVY9enTR+bOndtke4zV6ibP79Wrl4wfP17ZZ6yuxsrV1VXWrVtn0Ya3t7e89957IsJY1cfq888/F7VaLSaTSalz/vx5ASBpaWkiYh+xulZhYWGjydmFCxfEwcFBUlNTlbKffvpJ1Gq17Nq1S0RsGyve1rQztbW1SE1NxeXLlxEVFYXCwkKUlJRg8ODBSh2NRoP+/fvj4MGDSll5eTlGjRqFlStXQqfTNWg3MzMTWq0Wffr0UcoeeughaLVai3bakluNFQBs2LABvr6+CA0NxcyZM1FWVqYcY6zqxlhaWoqsrCz4+/ujb9++CAgIQP/+/XHgwAHlHMaq8TFmZ2dDr9fjhRdeUMoYq6tj7NevHzZt2oTz58/DbDYjNTUVVVVVGDBgAADGqn6MVVVVUKlUFg9WdXJyglqtVv4e2kOsrJGdnY0rV65YxDMwMBBhYWFKHGwZK7743E7k5eUhKioKlZWVcHNzw7Zt29C9e3flAxMQEGBRPyAgAKdPn1b2X3nlFfTt2xfDhg1rtP2SkhL4+/s3KPf390dJSYkNR9LybjdWCQkJ6Ny5M3Q6HQwGA2bPno1vv/0WaWlpABir+lj98MMPAIB58+ZhyZIl6NWrF9atW4dBgwbBYDDg3nvvZayu+Vxda82aNejWrRv69u2rlDFWV2O1adMmxMfHw8fHB+3bt4eLiwu2bduGLl26AGCs6mP10EMPwdXVFbNmzcKCBQsgIpg1axbMZjOKi4sB2EesrFFSUgJHR0d4eXlZlAcEBChxsGWsmJzZiZCQEOj1ely4cAFbtmzBuHHjsG/fPuW4SqWyqC8iStn27duRnp6O3NzcZq9xfRvXt9NW3E6sAGDChAnKn8PCwnDvvffi/vvvR05ODiIjIxtto7F22oLbiZXZbAYATJw4Ec8//zwAICIiAnv37sX777+PhQsXNtrG9e20Fbf7uapXUVGB//73v/jrX//a4BhjVWfu3LkwGo3Ys2cPfH198cknn+CZZ55BRkYGwsPDG22jsXbagtuJlZ+fHzZv3ozJkydj+fLlUKvVGDVqFCIjI9GuXbsm27i+nbaiqVhZm6A15vo42CpWTM7shKOjI+655x4AwP3334+vv/4ab7/9NmbNmgWgLuPv0KGDUr+0tFT5H1d6ejoKCgrg6elp0ebTTz+Nhx9+GF9++SV0Ol2DFT4A8MsvvzT4n1trdzuxakxkZCQcHBzw/fffIzIykrH6/zHWl1//D2O3bt1QVFQEAIxVI2P8+OOPUV5ejrFjx1qUM1Z1YywoKMDKlSthMBgQGhoKAOjZsycyMjKwatUqrF69mrG6ZoyDBw9GQUEBfv31V7Rv3x6enp7Q6XTo3LkzAPv4XP373/++4bk6nQ7V1dUwGo0Ws2elpaXKDLYtY8XfnNkpEUFVVZVy+63+lhsAVFdXY9++fcoH7vXXX8eRI0eg1+uVDQCWLVuGtWvXAgCioqJgMplw+PBhpZ2srCyYTCaLWy9t0c3EqjFHjx7FlStXlH8gGau6MQYHByMwMBAnTpywaOPkyZPo1KkTAMaqsTGuWbMGcXFx8PPzsyhnrOrGWF5eDgBQqy2/3tq1a6fM1jJWDcfo6+sLT09PpKeno7S0FHFxcQDsI1bW6N27NxwcHCziWVxcDIPBoMTBprG6qeUD1CbNnj1b9u/fL4WFhXLkyBGZM2eOqNVq2b17t4jULbfWarWydetWycvLk1GjRjX5KI16aOJRGj169JDMzEzJzMyU8PDwNrfc+nZjlZ+fL8nJyfL1119LYWGh7NixQ7p27SoRERENllvbe6xERJYtWyYeHh6yefNm+f7772Xu3Lni5OQk+fn5Sh3G6qrvv/9eVCqVfPbZZ41eh7ESqa6ulnvuuUcefvhhycrKkvz8fFmyZImoVCrZsWOHch3Gqs77778vmZmZkp+fL+vXrxdvb2/5y1/+YnEde4jVuXPnJDc3V3bs2CEAJDU1VXJzc6W4uFhpY9KkSRIUFCR79uyRnJwciY6ObvRRGraIFZMzOzB+/Hjp1KmTODo6ip+fnwwaNEj5QIqImM1mSUpKEp1OJxqNRh555BHJy8trts3GkrNz585JQkKCuLu7i7u7uyQkJIjRaGyBEbWc241VUVGRPPLII+Lt7S2Ojo7SpUsXmTp1qpw7d87iOozVVQsXLpSgoCBxcXGRqKgoycjIsDjOWF01e/ZsCQoKsngG1bUYqzonT56U4cOHi7+/v7i4uEiPHj0aPFqDsaoza9YsCQgIEAcHB7n33nvlrbfeErPZbFHHHmK1du1aAdBgS0pKUupUVFTIlClTxNvbW5ydnSU2NlaKioosrmOrWKlERG5uro2IiIiIWgp/c0ZERETUijA5IyIiImpFmJwRERERtSJMzoiIiIhaESZnRERERK0IkzMiIiKiVoTJGREREVErwuSMiNqsefPmoVevXne6G21adXU17rnnHnz11Vc3rFtVVYW7774b2dnZv0HPiOwXkzMiapVUKlWzW2JiImbOnIm9e/fekf5t2bIFffr0gVarhbu7O0JDQzFjxgzleFtJHN9991106tQJf/zjH29YV6PRYObMmcpLtYmoZTA5I6JWqbi4WNn++c9/wsPDw6Ls7bffhpubG3x8fH7zvu3ZswfPPvssRowYgcOHDyM7OxtvvPEGqqurf/O+3K4VK1bgxRdftLp+QkICMjIycPz48RbsFZF9Y3JGRK2STqdTNq1WC5VK1aDs+tmpxMREPPnkk1iwYAECAgLg6emJ5ORk1NTU4NVXX4W3tzeCgoLw/vvvW1zrp59+Qnx8PLy8vODj44Nhw4bh1KlTTfbt008/Rb9+/fDqq68iJCQE9913H5588kmsWLECAJCSkoLk5GR8++23ykxfSkoKAGDp0qUIDw+Hq6srOnbsiJdeegmXLl1S2k5JSYGnpyc+/fRThISEwMXFBSNGjMDly5fxwQcfIDg4GF5eXnj55ZdRW1urnBccHIz58+dj9OjRcHNzQ2BgoNKfpuTk5CA/Px9PPPGEUlZdXY0pU6agQ4cOcHJyQnBwMBYuXKgc9/HxQd++fbFx48Zm2yaiW8fkjIh+V9LT03H27Fns378fS5cuxbx58xAbGwsvLy9kZWVh0qRJmDRpEs6cOQMAKC8vx8CBA+Hm5ob9+/fjwIEDcHNzQ0xMTJMzYTqdDkePHoXBYGj0eHx8PGbMmIHQ0FBlpi8+Ph4AoFarsXz5chgMBnzwwQdIT0/Ha6+9ZnF+eXk5li9fjtTUVOzatQtffvklhg8fjp07d2Lnzp1Yv3493n33XXz88ccW5/3jH/9Ajx49kJOTg9mzZ+OVV15BWlpak7Hav38/7rvvPnh4eChly5cvx/bt2/HRRx/hxIkT+PDDDxEcHGxx3oMPPoiMjIwm2yWi23Rr73cnIvrtrF27VrRabYPypKQk6dmzp7I/btw46dSpk9TW1iplISEh8vDDDyv7NTU14urqKhs3bhQRkTVr1khISIiYzWalTlVVlTg7O8vnn3/eaH8uXbokjz/+uACQTp06SXx8vKxZs0YqKyub7FtTPvroI/Hx8bEYKwDJz89XyiZOnCguLi5SVlamlA0ZMkQmTpyo7Hfq1EliYmIs2o6Pj5ehQ4c2ee1p06ZJdHS0RdnLL78s0dHRFvG43ttvvy3BwcE3HBsR3RrOnBHR70poaCjU6qv/tAUEBCA8PFzZb9euHXx8fFBaWgoAyM7ORn5+Ptzd3eHm5gY3Nzd4e3ujsrISBQUFjV7D1dUVO3bsQH5+PubOnQs3NzfMmDEDDz74IMrLy5vt3xdffIHHHnsMd911F9zd3TF27FicO3cOly9fVuq4uLigS5cuFmMIDg6Gm5ubRVn9GOpFRUU12G/ut2EVFRVwcnKyKEtMTIRer0dISAimTp2K3bt3NzjP2dn5huMkolvH5IyIflccHBws9lUqVaNlZrMZAGA2m9G7d2/o9XqL7eTJkxg9enSz1+rSpQtefPFFvPfee8jJycGxY8ewadOmJuufPn0ajz/+OMLCwrBlyxZkZ2dj1apVAIArV67c8hiao1Kpmjzm6+sLo9FoURYZGYnCwkLMnz8fFRUVGDlyJEaMGGFR5/z58/Dz87vhtYno1rS/0x0gIrqTIiMjsWnTJvj7+1v89upmBQcHw8XFRZkBc3R0tPjBPgB88803qKmpwVtvvaXM7n300Ue33vnrHDp0qMF+165dm6wfERGBd955ByJikcR5eHggPj4e8fHxGDFiBGJiYnD+/Hl4e3sDAAwGAyIiImzWbyKyxJkzIrJrCQkJ8PX1xbBhw5CRkYHCwkLs27cP06ZNw48//tjoOfPmzcNrr72GL7/8EoWFhcjNzcX48eNx5coVPPbYYwDqkrXCwkLo9Xr8+uuvqKqqQpcuXVBTU4MVK1bghx9+wPr167F69WqbjeWrr77C4sWLcfLkSaxatQqbN2/GtGnTmqw/cOBAXL58GUePHlXKli1bhtTUVHz33Xc4efIkNm/eDJ1OB09PT6VORkYGBg8ebLN+E5ElJmdEZNdcXFywf/9+3H333Rg+fDi6deuG8ePHo6KiosmZtP79++OHH37A2LFj0bVrVwwdOhQlJSXYvXs3QkJCAABPP/00YmJiMHDgQPj5+WHjxo3o1asXli5dikWLFiEsLAwbNmyweEzF7ZoxYways7MRERGB+fPn46233sKQIUOarO/j44Phw4djw4YNSpmbmxsWLVqE+++/Hw888ABOnTqFnTt3KjN9mZmZMJlMDW51EpHtqERE7nQniIjo9gQHB2P69OmYPn36TZ2Xl5eHRx99VFkUcSPPPPMMIiIiMGfOnFvsKRHdCGfOiIjsWHh4OBYvXtzsQ3frVVVVoWfPnnjllVdavmNEdowLAoiI7Ny4ceOsqqfRaDB37twW7g0R8bYmERERUSvC25pERERErQiTMyIiIqJWhMkZERERUSvC5IyIiIioFWFyRkRERNSKMDkjIiIiakWYnBERERG1IkzOiIiIiFoRJmdERERErcj/AcYHcraPSMq1AAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of small nudges 1.0\n", + "Energy at Nudge: 8594.67\n", + "Energy after 10 seconds: 8597.03\n", + "plotting for run 73109\n" + ] + }, + { + "data": { + "text/plain": [ + "
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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of small nudges 1.0\n", + "Energy at Nudge: 8609.4\n", + "Energy after 10 seconds: 8611.67\n" + ] + }, + { + "data": { + "image/png": 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wYYiJicHKlSslh9Yef20ebbtx4wbq169fpjqe9DlSNL6+90vf+1IkNzcX/fr1wy+//IIdO3agffv2erer7/fp5s2bsLa21jtueHg4Zs2ahdmzZ+v8B+vRMR938+ZNqFSqSrktglIxCNFzp1atWjAwMEBISEix5+c8/uH2+P+Wij5YHr/sFXh4bsHjGjdujICAACxevBgBAQHYtm0bwsPDtX+4i9OjRw98+umn2Lp1q86elmdx4MABXL16FYmJidq9QABw+/btMo9Zu3Zt/P777zrtj78ederUAfDwvKvHLwcu8jShr27dusUG47Js41n+Rzx16lSsXLkSn376qeTcjCKmpqZ6T76+fv26tlbg4Wuo7+fn8bYn/fw9uleoTp06MDMzw8qVK/XW/uj2n1bR9tVqtSRoAMDVq1d1xnzWvQ3Vq1dHWFgYYmJidM6RKen1ejzMlPdej9q1az/1ZwDwMAQFBgYiISEBcXFx8PPz0+nTvHlzAMDJkycle5ry8/Nx5swZvXubwsPDMWPGDMyYMQOffvqpzvpGjRrBzMwMJ0+e1Fl38uRJNG7cWOc/OlR+eGiMnjvm5ubw9fXF8ePH0aJFC3h5eek89P1v8FFNmzaFra2tzhVIGRkZOHTokN7nTJgwAX/88QcGDx4MAwMDjBgx4om1tmnTBgEBAVixYoXOfUGKHD16FBkZGU8c61FFfxCK9hQVWb58eanGeVSXLl1w584d7Nq1S9L++BU8TZs2hYuLC06cOKH3tffy8pIc2iyLytjGo2rXro3Jkydj06ZNesNggwYN8Mcff0jazp07p3N4ztfXF3/++afOfaHWrVsnWW7fvj1MTEwQExMjaf/tt9909sa8+uqr+Pvvv1G7dm29r8Pjh9KeRtFhrkdPHAaAI0eO4PTp03r/wD+t4m4wWHS41t7eXtK+f/9+SRgpKChATEwMGjVqpBPSylvRie1//fWXpF3fjTaL9gQdOHAAsbGxeq8kBR6+t3Z2djon9G/atAk5OTk6wf7zzz/HjBkzMHXqVEyfPl3vmIaGhujTpw82b94suQIxIyMDCQkJxf5ngcoH9whRuTl16hTy8/N12osumy6NhQsX4uWXX0anTp3w3nvvoUGDBrhz5w7S0tKwffv2YkNHkWrVqiE8PByjRo3CgAEDMHToUNy+fRvh4eGws7PTucwXALp37w43NzckJCQgODhY76Wv+qxZswY9e/ZEQEAAhg4dioCAANSqVQtqtRrbt2/H+vXrkZKSonMJfUl8fHxQq1YtjB49GtOnT4eRkRF++OGHZ7ox4+DBg/H1118jODgYs2bNQuPGjbFr1y7s2bMHgPTS5+XLlyMgIAA9evTAkCFD8NJLL+HmzZs4ffo0jh07hh9//LHMdVTmNh41ceJELF68WCcIAkBISAiCg4MxZswYvP7667h06RLmzZun83M7ceJErFy5Er1798asWbNgY2ODH374AWfOnJH0s7a2RmhoKCIiIlCrVi3069cPly9f1vvzN3HiRMTGxqJz586YNGkSWrRogcLCQmRkZGDv3r344IMPdA7PPEnTpk0xcuRIfPPNN6hWrRoCAgJw8eJFTJs2DQ4ODpg0aVKpxnuUu7s7/Pz8EBAQgEaNGuH+/fs4fPgwvvrqK9jY2GivYitSp04dvPLKK5g2bRqqV6+OJUuW4MyZM3rDSHkrer8CAgIwc+ZM2NjYYN26ddr369H3YcCAAdi1axemTJmC2rVrS85DtLS01O79MTAwwLx58xASEoJRo0bhzTffxPnz5/Hxxx+je/fukj3DX331FT777DP07NkTvXv31jm3sUOHDtp/h4eHo23btnj11VfxySef4P79+/jss89Qp04dfPDBBxXy+tD/kftsbar6SrpqDID49ttvtX2h50Z7Qui/aic9PV0MHTpUvPTSS8LIyEjUrVtX+Pj4iFmzZmn7FF019uOPP+qtLSoqSjRu3FgYGxuLJk2aiJUrV4q+ffuK1q1b6+0/Y8YMAUD89ttvpXoN7t27JxYtWiS8vb2FpaWlMDQ0FPb29qJ///7ip59+0vYr7oaK+m7Id+jQIeHt7S3Mzc1F3bp1xfDhw8WxY8d0rvAaPHiwqF69uk5NRVcTPSojI0P0799f1KhRQ1hYWIjXX39d7Ny5UwAQcXFxkr4nTpwQAwcOFPXq1RNGRkbC1tZWvPLKK2LZsmVPfD2Ke58f9zTbKO1NKB+/auxRUVFR2p/LR6+yKiwsFPPmzRMNGzYUpqamwsvLSxw4cEDnqjEhhPjrr79E9+7dhampqbC2thbDhg0TcXFxOu9fYWGhmDVrlqhfv74wNjYWLVq0EDt27BAtW7YU/fr1k4yZk5Mjpk6dKpo2bSqMjY2FlZWVaN68uZg0aZLkiit9irtBZEFBgZg7d65o0qSJMDIyEnXq1BHBwcEiMzNT0q9Lly7C3d29xG08avny5aJ///6iYcOGwtzcXBgbG4tGjRqJ0aNH64xd9HOwZMkS0ahRI2FkZCRcXV3FDz/8IOlX0ntc3FVj+moePHiw5IpQIYQ4deqU6Natm+T9Wr16tc7VlyV9hj3+MyCEEOvWrRMtWrQQxsbGwtbWVowfP15ydVlRnSWN+7ijR48KPz8/YW5uLiwtLUVgYKBIS0vT6UflSyVECTepIHrB3L59G02aNEFgYCCioqJ01nt5eUGlUuHIkSMyVCePOXPmYOrUqcjIyKjwQxVKl56eDldXV0yfPl3vuSIvGpVKhbFjxyIyMlLuUiRGjhyJ9evX48aNGzA2Npa7HJIZD43RCysrKwuzZ8+Gr68vateujUuXLuHrr7/GnTt3MGHCBG0/jUaDU6dOYceOHUhJSXmh7+Ja9AfJ1dUVDx48wIEDB7Bo0SIEBwczBJWzEydOYP369fDx8YGlpSXOnj2LefPmwdLSUufwEVWcmTNnwt7eHg0bNkROTg527NiB7777DlOnTmUIIgAMQvQCMzExwcWLFzFmzBjcvHkT5ubm6NChA5YtWya5cujYsWPasDR9+vRS3yW6KjE3N8fXX3+NixcvIjc3F46Ojpg8ebL2axqo/FSvXh1Hjx7FihUrcPv2bVhZWaFr166YPXt2iZdvU/kyMjLCl19+icuXLyM/Px8uLi6YP3++5D9DpGw8NEZERESKxcvniYiISLEYhIiIiEixGISIiIhIsXiytB6FhYW4evUqLCws+EV3REREVYQQAnfu3IG9vb3eG+fqwyCkx9WrV+Hg4CB3GURERFQGmZmZT31LEAYhPYq+4ygzMxOWlpYyV0NERERPQ6PRwMHBoVTfVcggpEfR4TBLS0sGISIioiqmNKe18GRpIiIiUiwGISIiIlIsBiEiIiJSLJ4jREREilRYWIi8vDy5y6BSMjY2fupL458GgxARESlOXl4e0tPTUVhYKHcpVErVqlWDs7MzjI2Ny2U8BiEiIlIUIQTUajUMDAzg4OBQrnsXqGIV3fBYrVbD0dGxXG56zCBERESKkp+fj//++w/29vYwNzeXuxwqpbp16+Lq1avIz8+HkZHRM4/HGExERIpSUFAAAOV2aIUqV9H7VvQ+PisGISIiUiR+l2TVVN7vG4MQERERKZasQSgiIgJt27aFhYUF6tWrh8DAQJw9e/aJz0tKSoKnpydMTU3RsGFDLFu2TKdPbGws3NzcYGJiAjc3N2zZsqUipkBERKR4UVFR2hPPFyxYIHc5pSLrydJJSUkYO3Ys2rZti/z8fEyZMgX+/v7466+/UL16db3PSU9PR69evTBixAh8//33+PXXXzFmzBjUrVsXr7/+OgAgOTkZQUFB+Pzzz9GvXz9s2bIFAwcOxC+//IL27dtX5hSJiKiqSEys3O117Vqq7gcPHsSXX36JlJQUqNVqbNmyBYGBgZI+QgiEh4cjKioKt27dQvv27bF48WK4u7s/U6n37t2Dvb09VCoVrly5AjMzM+06jUaDcePGYf78+Xj99ddhZWWFrl27olWrVlUiFMm6R2j37t0YMmQI3N3d0bJlS6xatQoZGRlISUkp9jnLli2Do6MjFixYgGbNmmH48OEYOnQo/ve//2n7LFiwAN27d0dYWBhcXV0RFhYGPz+/KvGGEBER6XP37l20bNkSkZGRxfaZN28e5s+fj8jISBw5cgS2trbo3r077ty580zbjo2NhYeHB9zc3LB582bJuoyMDDx48AC9e/eGnZ1duV6JVxk3vHyuzhHKzs4GAFhbWxfbJzk5Gf7+/pK2Hj164OjRo3jw4EGJfQ4dOlTOFRMREVWOgIAAzJo1C/3799e7XgiBBQsWYMqUKejfvz88PDywevVq/Pfff1i3bp2234wZM+Do6AgTExPY29tj/PjxT9z2ihUrEBwcjODgYKxYsULbHh0djebNmwMAGjZsCJVKhSFDhiApKQkLFy6ESqWCSqXCxYsXAQB//fUXevXqhRo1asDGxgYhISG4fv26dryuXbti3LhxCA0NRZ06ddC9e/eyvFSl8twEISEEQkND8fLLL8PDw6PYfllZWbCxsZG02djYID8/X/tiFtcnKytL75i5ubnQaDSSBxERUVWSnp6OrKwsyY4AExMTdOnSRbsjYNOmTfj666+xfPlynD9/Hlu3btUGmeL8/fffSE5OxsCBAzFw4EAcOnQIFy5cAAAEBQVh3759AIDff/8darUaCxcuhLe3N0aMGAG1Wg21Wg0HBweo1Wp06dIFrVq1wtGjR7F79278888/GDhwoGR7q1evhqGhIX799VcsX768PF8ivZ6bGyqOGzcOf/zxB3755Zcn9n380jkhhE67vj7FXXIXERGB8PDw0pZMZVXZx+GfR6U8N4CI6EmK/rOvb0fApUuXADw8jGVra4tu3brByMgIjo6OaNeuXYnjrly5EgEBAahVqxYAoGfPnli5ciVmzZoFMzMz1K5dG8DDGx3a2toCeHivH3Nzc+0yACxduhRt2rTBnDlzJGM7ODjg3LlzaNKkCQCgcePGmDdv3rO8FKXyXOwRev/997Ft2zYkJCSgfv36Jfa1tbXV2bNz7do1GBoaat+M4vo8/sNRJCwsDNnZ2dpHZmbmM8yGiIhIPiXtCHjjjTdw7949NGzYECNGjMCWLVuQn59f7FgFBQVYvXo1goODtW3BwcFYvXp1qW9omJKSgoSEBNSoUUP7cHV1BfBwr1MRLy+vUo37rGQNQkIIjBs3Dps3b8aBAwfg7Oz8xOd4e3sjPj5e0rZ37154eXlpb7VdXB8fHx+9Y5qYmMDS0lLyICIiqkqK9r6UtCPAwcEBZ8+exeLFi2FmZoYxY8agc+fO2nNsH7dnzx5cuXIFQUFBMDQ0hKGhIQYNGoTLly9j7969paqvsLAQffr0QWpqquRx/vx5dO7cWduvuKvGK4qsQWjs2LH4/vvvsW7dOlhYWCArKwtZWVm4d++etk9YWBjeeecd7fLo0aNx6dIlhIaG4vTp01i5ciVWrFiBDz/8UNtnwoQJ2Lt3L+bOnYszZ85g7ty52LdvHyZOnFiZ0yMiIqo0zs7OsLW1lewIyMvLQ1JSkmRHgJmZGV577TUsWrQIiYmJSE5OxsmTJ/WOuWLFCgwaNEgnvLz99tuSk6YfZ2xsrLPHqE2bNvjzzz/RoEEDNG7cWPKo7PDzKFnPEVq6dCmAh2eJP2rVqlUYMmQIAECtViMjI0O7ztnZGTt37sSkSZOwePFi2NvbY9GiRdp7CAGAj48PNmzYgKlTp2LatGlo1KgRYmJieA8hIiKqsnJycpCWlqZdTk9PR2pqKqytrbXfxD5x4kTMmTMHLi4ucHFxwZw5c2Bubo633noLwMOrvAoKCtC+fXuYm5tj7dq1MDMzg5OTk872/v33X2zfvh3btm3TuYhp8ODB6N27N/7991+9tTZo0ACHDx/GxYsXUaNGDVhbW2Ps2LH49ttv8eabb+Kjjz5CnTp1kJaWhg0bNuDbb7+FgYFBOb5aT0/WIFR0knNJoqOjddq6dOmCY8eOlfi8AQMGYMCAAWUtjYiI6Lly9OhR+Pr6apdDQ0MBPAwlRX8rP/74Y9y7dw9jxozR3lBx7969sLCwAADUrFkTX3zxBUJDQ1FQUIDmzZtj+/bt2nNsH7VmzRpUr14dfn5+Out8fX1hYWGBtWvX4pVXXtFZ/+GHH2Lw4MFwc3PDvXv3kJ6ejgYNGuDXX3/F5MmT0aNHD+Tm5sLJyQk9e/ZEtWryHaBSiadJIwqj0WhgZWWF7Oxsni9UEXjVGK8aI5LR/fv3kZ6eDmdnZ5iamspdDpVSSe9fWf5+PxdXjRERERHJgUGIiIiIFItBiIiIiBSLQYiIiIgUi0GIiIgUidcKVU3l/b4xCBERkaIU3a8mLy9P5kqoLIret/K679Bz86WrRERElcHQ0BDm5ub4999/YWRkJOs9bKh0CgsL8e+//8Lc3ByGhuUTYRiEiIhIUVQqFezs7JCenq79VnaqOqpVq6a9k3Z5YBAiIiLFMTY2houLCw+PVUHGxsbluhePQYiIiBSpWrVqvLM08WRpIiIiUi4GISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUixZg9DBgwfRp08f2NvbQ6VSYevWrSX2HzJkCFQqlc7D3d1d2yc6Olpvn/v371fwbIiIiKiqkTUI3b17Fy1btkRkZORT9V+4cCHUarX2kZmZCWtra7zxxhuSfpaWlpJ+arUapqamFTEFIiIiqsIM5dx4QEAAAgICnrq/lZUVrKystMtbt27FrVu38O6770r6qVQq2NralludRERE9GKq0ucIrVixAt26dYOTk5OkPScnB05OTqhfvz5effVVHD9+XKYKiYiI6Hkm6x6hZ6FWq7Fr1y6sW7dO0u7q6oro6Gg0b94cGo0GCxcuRMeOHXHixAm4uLjoHSs3Nxe5ubnaZY1GU6G1ExER0fOhyu4Rio6ORs2aNREYGChp79ChA4KDg9GyZUt06tQJGzduRJMmTfDNN98UO1ZERIT2sJuVlRUcHBwquHoiIiJ6HlTJICSEwMqVKxESEgJjY+MS+1arVg1t27bF+fPni+0TFhaG7Oxs7SMzM7O8SyYiIqLnUJU8NJaUlIS0tDQMGzbsiX2FEEhNTUXz5s2L7WNiYgITE5PyLJGIiIiqAFmDUE5ODtLS0rTL6enpSE1NhbW1NRwdHREWFoYrV65gzZo1kuetWLEC7du3h4eHh86Y4eHh6NChA1xcXKDRaLBo0SKkpqZi8eLFFT4fIiIiqlpkDUJHjx6Fr6+vdjk0NBQAMHjwYERHR0OtViMjI0PynOzsbMTGxmLhwoV6x7x9+zZGjhyJrKwsWFlZoXXr1jh48CDatWtXcRMhIiKiKkklhBByF/G80Wg0sLKyQnZ2NiwtLeUu58WTmCh3BfLr2lXuCoiIXjhl+ftdJU+WJiIiIioPDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFiyBqGDBw+iT58+sLe3h0qlwtatW0vsn5iYCJVKpfM4c+aMpF9sbCzc3NxgYmICNzc3bNmypQJnQURERFWVrEHo7t27aNmyJSIjI0v1vLNnz0KtVmsfLi4u2nXJyckICgpCSEgITpw4gZCQEAwcOBCHDx8u7/KJiIioijOUc+MBAQEICAgo9fPq1auHmjVr6l23YMECdO/eHWFhYQCAsLAwJCUlYcGCBVi/fv2zlEtEREQvmCp5jlDr1q1hZ2cHPz8/JCQkSNYlJyfD399f0tajRw8cOnSoMkskIiKiKkDWPUKlZWdnh6ioKHh6eiI3Nxdr166Fn58fEhMT0blzZwBAVlYWbGxsJM+zsbFBVlZWsePm5uYiNzdXu6zRaCpmAkRERPRcqVJBqGnTpmjatKl22dvbG5mZmfjf//6nDUIAoFKpJM8TQui0PSoiIgLh4eHlXzARERE916rkobFHdejQAefPn9cu29ra6uz9uXbtms5eokeFhYUhOztb+8jMzKyweomIiOj5UeWD0PHjx2FnZ6dd9vb2Rnx8vKTP3r174ePjU+wYJiYmsLS0lDyIiIjoxSfrobGcnBykpaVpl9PT05Gamgpra2s4OjoiLCwMV65cwZo1awA8vCKsQYMGcHd3R15eHr7//nvExsYiNjZWO8aECRPQuXNnzJ07F3379kVcXBz27duHX375pdLnR0RERM83WYPQ0aNH4evrq10ODQ0FAAwePBjR0dFQq9XIyMjQrs/Ly8OHH36IK1euwMzMDO7u7vjpp5/Qq1cvbR8fHx9s2LABU6dOxbRp09CoUSPExMSgffv2lTcxIiIiqhJUQgghdxHPG41GAysrK2RnZ/MwWUVITJS7Avl17Sp3BUREL5yy/P2u8ucIEREREZUVgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKRaDEBERESkWgxAREREpFoMQERERKZasQejgwYPo06cP7O3toVKpsHXr1hL7b968Gd27d0fdunVhaWkJb29v7NmzR9InOjoaKpVK53H//v0KnAkRERFVRbIGobt376Jly5aIjIx8qv4HDx5E9+7dsXPnTqSkpMDX1xd9+vTB8ePHJf0sLS2hVqslD1NT04qYAhEREVVhhnJuPCAgAAEBAU/df8GCBZLlOXPmIC4uDtu3b0fr1q217SqVCra2tuVVJhEREb2gqvQ5QoWFhbhz5w6sra0l7Tk5OXByckL9+vXx6quv6uwxIiIiIgKqeBD66quvcPfuXQwcOFDb5urqiujoaGzbtg3r16+HqakpOnbsiPPnzxc7Tm5uLjQajeRBRERELz5ZD409i/Xr12PGjBmIi4tDvXr1tO0dOnRAhw4dtMsdO3ZEmzZt8M0332DRokV6x4qIiEB4eHiF10xERETPlyq5RygmJgbDhg3Dxo0b0a1btxL7VqtWDW3bti1xj1BYWBiys7O1j8zMzPIumYiIiJ5DVW6P0Pr16zF06FCsX78evXv3fmJ/IQRSU1PRvHnzYvuYmJjAxMSkPMskIiKiKkDWIJSTk4O0tDTtcnp6OlJTU2FtbQ1HR0eEhYXhypUrWLNmDYCHIeidd97BwoUL0aFDB2RlZQEAzMzMYGVlBQAIDw9Hhw4d4OLiAo1Gg0WLFiE1NRWLFy+u/AkSERHRc03WQ2NHjx5F69attZe+h4aGonXr1vjss88AAGq1GhkZGdr+y5cvR35+PsaOHQs7OzvtY8KECdo+t2/fxsiRI9GsWTP4+/vjypUrOHjwINq1a1e5kyMiIqLnnkoIIeQu4nmj0WhgZWWF7OxsWFpayl3OiycxUe4K5Ne1q9wVEBG9cMry97tKnixNREREVB4YhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLHKFISOHTuGkydPapfj4uIQGBiITz/9FHl5eeVWHBEREVFFKlMQGjVqFM6dOwcAuHDhAgYNGgRzc3P8+OOP+Pjjj8u1QCIiIqKKUqYgdO7cObRq1QoA8OOPP6Jz585Yt24doqOjERsbW571EREREVWYMgUhIQQKCwsBAPv27UOvXr0AAA4ODrh+/Xr5VUdERERUgcoUhLy8vDBr1iysXbsWSUlJ6N27N4CH3x5vY2NTrgUSERERVZQyBaGvv/4ax44dw7hx4zBlyhQ0btwYALBp0yb4+PiUa4FEREREFcWwLE9q2bKl5KqxIl9++SUMDcs0JBEREVGlK9MeoYYNG+LGjRs67ffv30eTJk2euSgiIiKiylCmIHTx4kUUFBTotOfm5uLy5cvPXBQRERFRZSjVcaxt27Zp/71nzx5YWVlplwsKCrB//344OzuXX3VEREREFahUQSgwMBAAoFKpMHjwYMk6IyMjNGjQAF999VW5FUdERERUkUoVhIruHeTs7IwjR46gTp06FVIUERERUWUo0yVe6enp5V0HERERUaUr87Xu+/fvx/79+3Ht2jXtnqIiK1eufObCiIiIiCpamYJQeHg4Zs6cCS8vL9jZ2UGlUpV3XUREREQVrkxBaNmyZYiOjkZISEh510NERERUacp0H6G8vDx+lQYRERFVeWUKQsOHD8e6devKuxYiIiKiSlWmQ2P3799HVFQU9u3bhxYtWsDIyEiyfv78+eVSHBEREVFFKlMQ+uOPP9CqVSsAwKlTpyTreOI0ERERVRVlCkIJCQnlXQcRERFRpSvTOUJEREREL4Iy7RHy9fUt8RDYgQMHylwQERERUWUpUxAqOj+oyIMHD5CamopTp07pfBkrERER0fOqTEHo66+/1ts+Y8YM5OTkPFNBRERERJWlXM8RCg4O5veMERERUZVRrkEoOTkZpqamT93/4MGD6NOnD+zt7aFSqbB169YnPicpKQmenp4wNTVFw4YNsWzZMp0+sbGxcHNzg4mJCdzc3LBly5bSTIOIiIgUokyHxvr37y9ZFkJArVbj6NGjmDZt2lOPc/fuXbRs2RLvvvsuXn/99Sf2T09PR69evTBixAh8//33+PXXXzFmzBjUrVtX+/zk5GQEBQXh888/R79+/bBlyxYMHDgQv/zyC9q3b1+6iRIREdELTSWEEKV90rvvvitZrlatGurWrYtXXnkF/v7+ZStEpcKWLVsQGBhYbJ/Jkydj27ZtOH36tLZt9OjROHHiBJKTkwEAQUFB0Gg02LVrl7ZPz549UatWLaxfv/6patFoNLCyskJ2djYsLS3LNB8qQWKi3BXIr2tXuSsgInrhlOXvd5n2CK1ataosT3tmycnJOkGrR48eWLFiBR48eAAjIyMkJydj0qRJOn0WLFhQiZUSERFRVVCmIFQkJSUFp0+fhkqlgpubG1q3bl1edemVlZUFGxsbSZuNjQ3y8/Nx/fp12NnZFdsnKyur2HFzc3ORm5urXdZoNOVbOBERET2XyhSErl27hkGDBiExMRE1a9aEEALZ2dnw9fXFhg0bULdu3fKuU+vxGzkWHdl7tF1fn5JuABkREYHw8PByrJLoCeQ+PMhDc6R0/B2k/1Omq8bef/99aDQa/Pnnn7h58yZu3bqFU6dOQaPRYPz48eVdo5atra3Onp1r167B0NAQtWvXLrHP43uJHhUWFobs7GztIzMzs/yLJyIioudOmYLQ7t27sXTpUjRr1kzb5ubmhsWLF0tOUi5v3t7eiI+Pl7Tt3bsXXl5eMDIyKrGPj49PseOamJjA0tJS8iAiIqIXX5kOjRUWFmqDx6OMjIxQWFj41OPk5OQgLS1Nu5yeno7U1FRYW1vD0dERYWFhuHLlCtasWQPg4RVikZGRCA0NxYgRI5CcnIwVK1ZIrgabMGECOnfujLlz56Jv376Ii4vDvn378Msvv5RlqkRERPQCK9MeoVdeeQUTJkzA1atXtW1XrlzBpEmT4Ofn99TjHD16FK1bt9aeZB0aGorWrVvjs88+AwCo1WpkZGRo+zs7O2Pnzp1ITExEq1at8Pnnn2PRokWSexD5+Phgw4YNWLVqFVq0aIHo6GjExMTwHkJERESko0z3EcrMzETfvn1x6tQpODg4QKVSISMjA82bN0dcXBzq169fEbVWGt5HqILJfZIi8URNIrk/h/g7WCEq7T5CDg4OOHbsGOLj43HmzBkIIeDm5oZu3bqVZTgiIiIiWZTq0NiBAwfg5uamvc9O9+7d8f7772P8+PFo27Yt3N3d8fPPP1dIoURERETlrVRBaMGCBRgxYoTe3U1WVlYYNWoU5s+fX27FEREREVWkUgWhEydOoGfPnsWu9/f3R0pKyjMXRURERFQZShWE/vnnH72XzRcxNDTEv//++8xFEREREVWGUgWhl156CSdPnix2/R9//AE7O7tnLoqIiIioMpQqCPXq1QufffYZ7t+/r7Pu3r17mD59Ol599dVyK46IiIioIpXq8vmpU6di8+bNaNKkCcaNG4emTZtCpVLh9OnTWLx4MQoKCjBlypSKqpWIiIioXJUqCNnY2ODQoUN47733EBYWJvnm9x49emDJkiUlfrkpERER0fOk1DdUdHJyws6dO3Hr1i2kpaVBCAEXFxfUqlWrIuojIiIiqjBlurM0ANSqVQtt27Ytz1qIiIiIKlWZvnSViIiI6EXAIERERESKxSBEREREisUgRERERIrFIERERESKxSBEREREisUgRERERIrFIERERESKxSBEREREisUgRERERIrFIERERESKxSBEREREisUgRERERIrFIERERESKxSBEREREisUgRERERIrFIERERESKxSBEREREisUgRERERIrFIERERESKxSBEREREisUgRERERIolexBasmQJnJ2dYWpqCk9PT/z888/F9h0yZAhUKpXOw93dXdsnOjpab5/79+9XxnSIiIioCpE1CMXExGDixImYMmUKjh8/jk6dOiEgIAAZGRl6+y9cuBBqtVr7yMzMhLW1Nd544w1JP0tLS0k/tVoNU1PTypgSERERVSGyBqH58+dj2LBhGD58OJo1a4YFCxbAwcEBS5cu1dvfysoKtra22sfRo0dx69YtvPvuu5J+KpVK0s/W1rYypkNERERVjGxBKC8vDykpKfD395e0+/v749ChQ081xooVK9CtWzc4OTlJ2nNycuDk5IT69evj1VdfxfHjx8utbiIiInpxGMq14evXr6OgoAA2NjaSdhsbG2RlZT3x+Wq1Grt27cK6desk7a6uroiOjkbz5s2h0WiwcOFCdOzYESdOnICLi4vesXJzc5Gbm6td1mg0ZZgRERERVTWynyytUqkky0IInTZ9oqOjUbNmTQQGBkraO3TogODgYLRs2RKdOnXCxo0b0aRJE3zzzTfFjhUREQErKyvtw8HBoUxzISIioqpFtiBUp04dGBgY6Oz9uXbtms5eoscJIbBy5UqEhITA2Ni4xL7VqlVD27Ztcf78+WL7hIWFITs7W/vIzMx8+okQERFRlSVbEDI2Noanpyfi4+Ml7fHx8fDx8SnxuUlJSUhLS8OwYcOeuB0hBFJTU2FnZ1dsHxMTE1haWkoeRERE9OKT7RwhAAgNDUVISAi8vLzg7e2NqKgoZGRkYPTo0QAe7qm5cuUK1qxZI3neihUr0L59e3h4eOiMGR4ejg4dOsDFxQUajQaLFi1CamoqFi9eXClzIiIioqpD1iAUFBSEGzduYObMmVCr1fDw8MDOnTu1V4Gp1WqdewplZ2cjNjYWCxcu1Dvm7du3MXLkSGRlZcHKygqtW7fGwYMH0a5duwqfDxEREVUtKiGEkLuI541Go4GVlRWys7N5mKwiJCbKXQF17Sp3BUTykvtziL+DFaIsf79lv2qMiIiISC4MQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWAxCREREpFgMQkRERKRYDEJERESkWLIHoSVLlsDZ2Rmmpqbw9PTEzz//XGzfxMREqFQqnceZM2ck/WJjY+Hm5gYTExO4ublhy5YtFT0NIiIiqoJkDUIxMTGYOHEipkyZguPHj6NTp04ICAhARkZGic87e/Ys1Gq19uHi4qJdl5ycjKCgIISEhODEiRMICQnBwIEDcfjw4YqeDhEREVUxKiGEkGvj7du3R5s2bbB06VJtW7NmzRAYGIiIiAid/omJifD19cWtW7dQs2ZNvWMGBQVBo9Fg165d2raePXuiVq1aWL9+/VPVpdFoYGVlhezsbFhaWpZuUvRkiYlyV0Bdu8pdAZG85P4c4u9ghSjL32/Z9gjl5eUhJSUF/v7+knZ/f38cOnSoxOe2bt0adnZ28PPzQ0JCgmRdcnKyzpg9evR44phERESkPIZybfj69esoKCiAjY2NpN3GxgZZWVl6n2NnZ4eoqCh4enoiNzcXa9euhZ+fHxITE9G5c2cAQFZWVqnGBIDc3Fzk5uZqlzUaTVmnRURERFWIbEGoiEqlkiwLIXTaijRt2hRNmzbVLnt7eyMzMxP/+9//tEGotGMCQEREBMLDw8tSPhEREVVhsh0aq1OnDgwMDHT21Fy7dk1nj05JOnTogPPnz2uXbW1tSz1mWFgYsrOztY/MzMyn3j4RERFVXbIFIWNjY3h6eiI+Pl7SHh8fDx8fn6ce5/jx47Czs9Mue3t764y5d+/eEsc0MTGBpaWl5EFEREQvPlkPjYWGhiIkJAReXl7w9vZGVFQUMjIyMHr0aAAP99RcuXIFa9asAQAsWLAADRo0gLu7O/Ly8vD9998jNjYWsbGx2jEnTJiAzp07Y+7cuejbty/i4uKwb98+/PLLL7LMkYiIiJ5fsgahoKAg3LhxAzNnzoRarYaHhwd27twJJycnAIBarZbcUygvLw8ffvghrly5AjMzM7i7u+Onn35Cr169tH18fHywYcMGTJ06FdOmTUOjRo0QExOD9u3bV/r8iIiI6Pkm632Enle8j1AFk/v+HcR7mBDJ/TnE38EKUaXuI0REREQkNwYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIs2YPQkiVL4OzsDFNTU3h6euLnn38utu/mzZvRvXt31K1bF5aWlvD29saePXskfaKjo6FSqXQe9+/fr+ipEBERURUjaxCKiYnBxIkTMWXKFBw/fhydOnVCQEAAMjIy9PY/ePAgunfvjp07dyIlJQW+vr7o06cPjh8/LulnaWkJtVoteZiamlbGlIiIiKgKMZRz4/Pnz8ewYcMwfPhwAMCCBQuwZ88eLF26FBERETr9FyxYIFmeM2cO4uLisH37drRu3VrbrlKpYGtrW6G1ExERUdUn2x6hvLw8pKSkwN/fX9Lu7++PQ4cOPdUYhYWFuHPnDqytrSXtOTk5cHJyQv369fHqq6/q7DEiIiIiAmQMQtevX0dBQQFsbGwk7TY2NsjKynqqMb766ivcvXsXAwcO1La5uroiOjoa27Ztw/r162FqaoqOHTvi/PnzxY6Tm5sLjUYjeRAREdGLT9ZDY8DDw1iPEkLotOmzfv16zJgxA3FxcahXr562vUOHDujQoYN2uWPHjmjTpg2++eYbLFq0SO9YERERCA8PL+MMiIiIqKqSbY9QnTp1YGBgoLP359q1azp7iR4XExODYcOGYePGjejWrVuJfatVq4a2bduWuEcoLCwM2dnZ2kdmZubTT4SIiIiqLNmCkLGxMTw9PREfHy9pj4+Ph4+PT7HPW79+PYYMGYJ169ahd+/eT9yOEAKpqamws7Mrto+JiQksLS0lDyIiInrxyXpoLDQ0FCEhIfDy8oK3tzeioqKQkZGB0aNHA3i4p+bKlStYs2YNgIch6J133sHChQvRoUMH7d4kMzMzWFlZAQDCw8PRoUMHuLi4QKPRYNGiRUhNTcXixYvlmSQRERE9t2QNQkFBQbhx4wZmzpwJtVoNDw8P7Ny5E05OTgAAtVotuafQ8uXLkZ+fj7Fjx2Ls2LHa9sGDByM6OhoAcPv2bYwcORJZWVmwsrJC69atcfDgQbRr165S50ZERETPP5UQQshdxPNGo9HAysoK2dnZPExWERIT5a6AunaVuwIiecn9OcTfwQpRlr/fsn/FBhEREZFcGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLEYhIiIiEixGISIiIhIsRiEiIiISLFkD0JLliyBs7MzTE1N4enpiZ9//rnE/klJSfD09ISpqSkaNmyIZcuW6fSJjY2Fm5sbTExM4Obmhi1btlRU+URERFSFyRqEYmJiMHHiREyZMgXHjx9Hp06dEBAQgIyMDL3909PT0atXL3Tq1AnHjx/Hp59+ivHjxyM2NlbbJzk5GUFBQQgJCcGJEycQEhKCgQMH4vDhw5U1LSIiIqoiVEIIIdfG27dvjzZt2mDp0qXatmbNmiEwMBARERE6/SdPnoxt27bh9OnT2rbRo0fjxIkTSE5OBgAEBQVBo9Fg165d2j49e/ZErVq1sH79+qeqS6PRwMrKCtnZ2bC0tCzr9Kg4iYlyV0Bdu8pdAZG85P4c4u9ghSjL32/Z9gjl5eUhJSUF/v7+knZ/f38cOnRI73OSk5N1+vfo0QNHjx7FgwcPSuxT3JhERESkXIZybfj69esoKCiAjY2NpN3GxgZZWVl6n5OVlaW3f35+Pq5fvw47O7ti+xQ3JgDk5uYiNzdXu5ydnQ3gYbKkCnD3rtwVEH+2Senk/hzi72CFKPq7XZqDXbIFoSIqlUqyLITQaXtS/8fbSztmREQEwsPDddodHByKL5yIiIieS3fu3IGVldVT9ZUtCNWpUwcGBgY6e2quXbums0eniK2trd7+hoaGqF27dol9ihsTAMLCwhAaGqpdLiwsxM2bN1G7du0SA5QcNBoNHBwckJmZqcjzl5Q+f4CvgdLnD/A14PyVPX+g+NdACIE7d+7A3t7+qceSLQgZGxvD09MT8fHx6Nevn7Y9Pj4effv21fscb29vbN++XdK2d+9eeHl5wcjISNsnPj4ekyZNkvTx8fEpthYTExOYmJhI2mrWrFnaKVUqS0tLxf4CAJw/wNdA6fMH+Bpw/sqeP6D/NXjaPUFFZD00FhoaipCQEHh5ecHb2xtRUVHIyMjA6NGjATzcU3PlyhWsWbMGwMMrxCIjIxEaGooRI0YgOTkZK1askFwNNmHCBHTu3Blz585F3759ERcXh3379uGXX36RZY5ERET0/JI1CAUFBeHGjRuYOXMm1Go1PDw8sHPnTjg5OQEA1Gq15J5Czs7O2LlzJyZNmoTFixfD3t4eixYtwuuvv67t4+Pjgw0bNmDq1KmYNm0aGjVqhJiYGLRv377S50dERETPN9lPlh4zZgzGjBmjd110dLROW5cuXXDs2LESxxwwYAAGDBhQHuU9d0xMTDB9+nSdQ3lKofT5A3wNlD5/gK8B56/s+QPl+xrIekNFIiIiIjnJ/l1jRERERHJhECIiIiLFYhAiIiIixWIQIiIiIsViEKpClixZAmdnZ5iamsLT0xM///yz3CVVmoiICLRt2xYWFhaoV68eAgMDcfbsWbnLkk1ERARUKhUmTpwodymV6sqVKwgODkbt2rVhbm6OVq1aISUlRe6yKkV+fj6mTp0KZ2dnmJmZoWHDhpg5cyYKCwvlLq3CHDx4EH369IG9vT1UKhW2bt0qWS+EwIwZM2Bvbw8zMzN07doVf/75pzzFVoCS5v/gwQNMnjwZzZs3R/Xq1WFvb4933nkHV69ela/gCvCkn4FHjRo1CiqVCgsWLCjVNhiEqoiYmBhMnDgRU6ZMwfHjx9GpUycEBARI7rP0IktKSsLYsWPx22+/IT4+Hvn5+fD398ddub84UQZHjhxBVFQUWrRoIXcplerWrVvo2LEjjIyMsGvXLvz111/46quvnvu7wJeXuXPnYtmyZYiMjMTp06cxb948fPnll/jmm2/kLq3C3L17Fy1btkRkZKTe9fPmzcP8+fMRGRmJI0eOwNbWFt27d8edO3cqudKKUdL8//vvPxw7dgzTpk3DsWPHsHnzZpw7dw6vvfaaDJVWnCf9DBTZunUrDh8+XKqv1tASVCW0a9dOjB49WtLm6uoqPvnkE5kqkte1a9cEAJGUlCR3KZXqzp07wsXFRcTHx4suXbqICRMmyF1SpZk8ebJ4+eWX5S5DNr179xZDhw6VtPXv318EBwfLVFHlAiC2bNmiXS4sLBS2trbiiy++0Lbdv39fWFlZiWXLlslQYcV6fP76/P777wKAuHTpUuUUVcmKew0uX74sXnrpJXHq1Cnh5OQkvv7661KNyz1CVUBeXh5SUlLg7+8vaff398ehQ4dkqkpe2dnZAABra2uZK6lcY8eORe/evdGtWze5S6l027Ztg5eXF9544w3Uq1cPrVu3xrfffit3WZXm5Zdfxv79+3Hu3DkAwIkTJ/DLL7+gV69eMlcmj/T0dGRlZUk+F01MTNClSxdFfy6qVCrF7CUFHn5JekhICD766CO4u7uXaQzZ7yxNT3b9+nUUFBTAxsZG0m5jY4OsrCyZqpKPEAKhoaF4+eWX4eHhIXc5lWbDhg04duwYjhw5Incpsrhw4QKWLl2K0NBQfPrpp/j9998xfvx4mJiY4J133pG7vAo3efJkZGdnw9XVFQYGBigoKMDs2bPx5ptvyl2aLIo++/R9Ll66dEmOkmR1//59fPLJJ3jrrbcU9UWsc+fOhaGhIcaPH1/mMRiEqhCVSiVZFkLotCnBuHHj8Mcffyjqi3QzMzMxYcIE7N27F6ampnKXI4vCwkJ4eXlhzpw5AIDWrVvjzz//xNKlSxURhGJiYvD9999j3bp1cHd3R2pqKiZOnAh7e3sMHjxY7vJkw8/FhydODxo0CIWFhViyZInc5VSalJQULFy4EMeOHXum95yHxqqAOnXqwMDAQGfvz7Vr13T+N/Sie//997Ft2zYkJCSgfv36cpdTaVJSUnDt2jV4enrC0NAQhoaGSEpKwqJFi2BoaIiCggK5S6xwdnZ2cHNzk7Q1a9ZMMRcMfPTRR/jkk08waNAgNG/eHCEhIZg0aRIiIiLkLk0Wtra2AKD4z8UHDx5g4MCBSE9PR3x8vKL2Bv3888+4du0aHB0dtZ+Lly5dwgcffIAGDRo89TgMQlWAsbExPD09ER8fL2mPj4+Hj4+PTFVVLiEExo0bh82bN+PAgQNwdnaWu6RK5efnh5MnTyI1NVX78PLywttvv43U1FQYGBjIXWKF69ixo84tE86dOwcnJyeZKqpc//33H6pVk35kGxgYvNCXz5fE2dkZtra2ks/FvLw8JCUlKeZzsSgEnT9/Hvv27UPt2rXlLqlShYSE4I8//pB8Ltrb2+Ojjz7Cnj17nnocHhqrIkJDQxESEgIvLy94e3sjKioKGRkZGD16tNylVYqxY8di3bp1iIuLg4WFhfZ/gVZWVjAzM5O5uopnYWGhcz5U9erVUbt2bcWcJzVp0iT4+Phgzpw5GDhwIH7//XdERUUhKipK7tIqRZ8+fTB79mw4OjrC3d0dx48fx/z58zF06FC5S6swOTk5SEtL0y6np6cjNTUV1tbWcHR0xMSJEzFnzhy4uLjAxcUFc+bMgbm5Od566y0Zqy4/Jc3f3t4eAwYMwLFjx7Bjxw4UFBRoPxetra1hbGwsV9nl6kk/A4+HPyMjI9ja2qJp06ZPv5Fnv6CNKsvixYuFk5OTMDY2Fm3atFHUpeMA9D5WrVold2myUdrl80IIsX37duHh4SFMTEyEq6uriIqKkrukSqPRaMSECROEo6OjMDU1FQ0bNhRTpkwRubm5cpdWYRISEvT+3g8ePFgI8fAS+unTpwtbW1thYmIiOnfuLE6ePClv0eWopPmnp6cX+7mYkJAgd+nl5kk/A48ry+XzKiGEKFU8IyIiInpB8BwhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISIiIlIsBiEiIiJSLAYhIiIiUiwGISKq8lQqFbZu3Sp3GWVy8eJFqFQqqFQqtGrVSu5yMGPGDG09CxYskLscogrHIET0ghgyZIj2D9ijj549e8pd2jPJysrC+++/j4YNG8LExAQODg7o06cP9u/fL3dp5Wrfvn2SORUFEn3v37x586BSqdC1a9enGvuff/6BkZERvv/+e73rR40ahRYtWgAAPvzwQ6jVakV9qTEpG79rjOgF0rNnT6xatUrSZmJiUqHbzMvLq7DvNbp48SI6duyImjVrYt68eWjRogUePHiAPXv2YOzYsThz5kyFbFcOtWvX1vneJDs7OyQkJODy5cuSYLJq1So4Ojo+9dg2Njbo3bs3Vq1aheDgYMm6e/fuYcOGDZg5cyYAoEaNGqhRo4YivsiXCOAeIaIXiomJCWxtbSWPWrVqaderVCp899136NevH8zNzeHi4oJt27ZJxvjrr7/Qq1cv1KhRAzY2NggJCcH169e167t27Ypx48YhNDQUderUQffu3QEA27Ztg4uLC8zMzODr64vVq1dDpVLh9u3buHv3LiwtLbFp0ybJtrZv347q1avjzp07euczZswYqFQq/P777xgwYACaNGkCd3d3hIaG4rfffpP0vX79erHzKigowLBhw+Ds7AwzMzM0bdoUCxculDx/yJAhCAwMxP/+9z/Y2dmhdu3aGDt2LB48eKDto1ar0bt3b5iZmcHZ2Rnr1q1DgwYNJIeQsrOzMXLkSNSrVw+WlpZ45ZVXcOLEiZLetmLVq1cP/v7+WL16tbbt0KFDuH79Onr37q3Tf9WqVWjWrBlMTU3h6uqKJUuWaNcNGzYMCQkJuHjxouQ5mzZtwv3793UCEpFSMAgRKUx4eDgGDhyIP/74A7169cLbb7+NmzdvAnj4h75Lly5o1aoVjh49it27d+Off/7BwIEDJWOsXr0ahoaG+PXXX7F8+XJcvHgRAwYMQGBgIFJTUzFq1ChMmTJF27969eoYNGiQzt6qVatWYcCAAbCwsNCp8+bNm9i9ezfGjh2L6tWr66yvWbPmU8+rsLAQ9evXx8aNG/HXX3/hs88+w6effoqNGzdKxkhISMDff/+NhIQErF69GtHR0YiOjtauf+edd3D16lUkJiYiNjYWUVFRuHbtmna9EAK9e/dGVlYWdu7ciZSUFLRp0wZ+fn7aWkpr6NChkhpWrlyJt99+W2cv3LfffospU6Zg9uzZOH36NObMmYNp06ZpQ1SvXr1ga2srGatovMDAQJ29UUSK8YxfDEtEz4nBgwcLAwMDUb16dclj5syZ2j4AxNSpU7XLOTk5QqVSiV27dgkhhJg2bZrw9/eXjJuZmSkAiLNnzwohHn7rfatWrSR9Jk+eLDw8PCRtU6ZMEQDErVu3hBBCHD58WBgYGIgrV64IIYT4999/hZGRkUhMTNQ7n8OHDwsAYvPmzU+c+5Pmpc+YMWPE66+/rl0ePHiwcHJyEvn5+dq2N954QwQFBQkhhDh9+rQAII4cOaJdf/78eQFA+23X+/fvF5aWluL+/fuSbTVq1EgsX75cbx1F3yJ+/PhxSfv06dNFy5YtRV5enqhXr55ISkoSOTk5wsLCQpw4cUJMmDBBdOnSRdvfwcFBrFu3TjLG559/Lry9vbXLkydPFk5OTqKwsFAIIcSFCxeESqUSe/bs0amrLN/iTVQV8RwhoheIr68vli5dKmmztraWLBedFAs83FNjYWGh3auRkpKChIQE1KhRQ2fsv//+G02aNAEAeHl5SdadPXsWbdu2lbS1a9dOZ9nd3R1r1qzBJ598grVr18LR0RGdO3fWOxchBICHh/OeRknzAoBly5bhu+++w6VLl3Dv3j3k5eXpXKXl7u4uOTfGzs4OJ0+e1M7R0NAQbdq00a5v3Lix5NBjSkoKcnJydPau3Lt3D3///fdTzeNxRkZGCA4OxqpVq3DhwgU0adJEMlcA+Pfff5GZmYlhw4ZhxIgR2vb8/HxYWVlpl4cNG4a5c+fiwIED8PPzw8qVK1G/fn1069atTLURvQgYhIheINWrV0fjxo1L7GNkZCRZVqlUKCwsBPDwEFKfPn0wd+5cnefZ2dlJtvMoIYROYCkKMo8aPnw4IiMj8cknn2DVqlV49913iw06Li4uUKlUOH36NAIDA0uc05PmtXHjRkyaNAlfffUVvL29YWFhgS+//BKHDx9+6jH0zefx9sLCQtjZ2SExMVGn3+OH8kpj6NChaN++PU6dOoWhQ4fqrC+q8dtvv0X79u0l6x4Ndi4uLujUqRNWrVqlPY/r3XffRbVqPEuClItBiIi02rRpg9jYWDRo0ACGhk//8eDq6oqdO3dK2o4eParTLzg4GB9//DEWLVqEP//8E4MHDy52TGtra/To0QOLFy/G+PHjdcLX7du3nzpc/Pzzz/Dx8cGYMWO0baXdQ+Pq6or8/HwcP34cnp6eAIC0tDTcvn1b26dNmzbIysqCoaEhGjRoUKrxS+Lu7g53d3f88ccfeOutt3TW29jY4KWXXsKFCxfw9ttvlzjWsGHD8N5776Fv3764fPky3n333XKrk6gq4n8DiF4gubm5yMrKkjweveLrScaOHYubN2/izTffxO+//44LFy5g7969GDp0KAoKCop93qhRo3DmzBlMnjwZ586dw8aNG7Un5T66x6dWrVro378/PvroI/j7+z/xXjVLlixBQUEB2rVrh9jYWJw/fx6nT5/GokWL4O3t/dTzaty4MY4ePYo9e/bg3LlzmDZtGo4cOfLUzwceBqFu3bph5MiR+P3333H8+HGMHDkSZmZm2jl269YN3t7eCAwMxJ49e3Dx4kUcOnQIU6dO1RsMS+PAgQNQq9XFhr8ZM2YgIiICCxcuxLlz53Dy5EmsWrUK8+fPl/R74403YGRkhFGjRsHPz69cAxtRVcQgRPQC2b17N+zs7CSPl19++amfb29vj19//RUFBQXo0aMHPDw8MGHCBFhZWZV4+MTZ2RmbNm3C5s2b0aJFCyxdulR71djj9zEaNmwY8vLy9B7i0TfusWPH4Ovriw8++AAeHh7o3r079u/fr3MuVElGjx6N/v37IygoCO3bt8eNGzcke4ee1po1a2BjY4POnTujX79+GDFiBCwsLGBqagrgYejbuXMnOnfujKFDh6JJkyYYNGgQLl68CBsbm1Jv71HVq1cvcQ/Y8OHD8d133yE6OhrNmzdHly5dEB0dDWdnZ0k/c3NzDBo0CLdu3Xqq94DoRacSxR34JiJ6BrNnz8ayZcuQmZkpaf/hhx8wYcIEXL16tcJuxFhZLl++DAcHB+zbtw9+fn5lGuPixYtwdnbG8ePHn4uv2CjSoEEDTJw4ERMnTpS7FKIKxT1CRFQulixZgiNHjuDChQtYu3YtvvzyS8k5QP/99x/+/PNPREREYNSoUVUyBB04cADbtm1Deno6Dh06hEGDBqFBgwbFXvlWGj4+PvDx8SmHKp/NnDlzUKNGDWRkZMhdClGl4B4hIioXkyZNQkxMDG7evAlHR0eEhIQgLCxMe9L1jBkzMHv2bHTu3BlxcXF6L9F/3u3ZswcffPABLly4AAsLC/j4+GDBggVwcnIq85j5+fnauz0XfZeanG7evKm9+WPdunUll98TvYgYhIiIiEixeGiMiIiIFItBiIiIiBSLQYiIiIgUi0GIiIiIFItBiIiIiBSLQYiIiIgUi0GIiIiIFItBiIiIiBSLQYiIiIgU6/8BOiI/Gahj4WMAAAAASUVORK5CYII=", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of small nudges 1.0\n", + "Energy at Nudge: 8629.76\n", + "Energy after 10 seconds: 8616.04\n", + "plotting for run 121183\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of small nudges 1.0\n", + "Energy at Nudge: 8635.24\n", + "Energy after 10 seconds: 8625.84\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "energy_per_nudge(df_2023, nudge_run_list_2023, \"Spring2023\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "plotting for run 131866\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of small nudges 1.0\n", + "Energy at Nudge: 8894.17\n", + "Energy after 10 seconds: 8898.05\n", + "plotting for run 131870\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of small nudges 1.0\n", + "Energy at Nudge: 8889.62\n", + "Energy after 10 seconds: 8898.52\n", + "plotting for run 131891\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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16tTByMiIr7/+ms8//5wCBQpo3rvUejpCQ0O1ekaS52ElW7JkSYqlSHbs2EHr1q2pV68ev//++wclMsnu3r1LnTp1MDY2Zs+ePan21rxp+/btLF68mLVr1/Lpp59qjtevXx9PT0++/vprzZd97ty50zx/SL13KL3efG7yPMTUjr9ryY53vVcqlUozJy4uLo4tW7akSLzHjx/Pq1ev+Pbbbxk/fjyQlBh27dqVRYsWkSdPnnTVld7XpG3btgwfPhyVSoWNjQ0FCxbU+o/b4sWLMTc3p2HDhprPUalSpfD09GTp0qVMnDhRK97CwkIzHB8cHMwPP/zAqlWrKFWqFKNGjdLErVmzhlevXtG2bVutz2fbtm2ZOnUqu3btokGDBuk6B5F1STImsq3ixYtrJrzWqVOHhIQEFi1axLp16zRfWubm5qnO93r69KlB2/ouxsbGlCtXjj/++OO9nn/27Fm8vb1TTBSvWLEikDRvJjkZc3Z2Ztu2bYSEhBAcHIyHhwcWFhbMmzdP68s+M2zdupWEhAStiy7Onj1Lhw4dUgwRVqxYkcTERC5fvkyBAgUoUaIEABcuXEhxgcKFCxc0jwOcPHlS63EvLy+t+zt27KBly5bUqlWL9evXaxKPD3H37l1q166Noijs37+fvHnzput5Z8+eBf57L5PZ29tTqFAhrTlPJUuWZNWqVcTHx2v1EF+4cAFA6zUwMzMjJiYmRX2GGKouWLAgFhYWmna97sKFCxQqVEhzYcLu3bsJCwujVatWWnHGxsbMnDmTSZMmcfv2bRwdHXFzc6NBgwZ4eXlpXl9dfi/exsnJSfP35k3Xrl3j8OHDQNKFKKnZsWOHVv1GRkZa5dWrV4/y5cszceJEPv/8c/Llywf8N0Q5aNAgBg0alKLcxYsXSzKWA2T+mIQQGWT69Ok4ODgwfvx4Tde9p6cn165d0/rSefbsWaoLrGam6Ohojh07RqFChd7r+e7u7vzzzz+8evVK63hAQABAql/8zs7OlCpVCjs7O+bPn09ERESmLiZ57949hg0bhp2dHb1799Ycd3d359SpUykWeH3z3PLkyUOlSpVYsWKFVuyxY8e4evUqrVu31hyrUKGC1u31HtGdO3fSsmVLqlevzsaNG1OdJP4+51a7dm0SEhLYu3cvHh4e6X6uu7u75jxe9+zZM65du6b13rZq1YpXr16luIJv2bJluLu7U7lyZc0xT0/PFBds7N27N8XvkD4YGxvTrFkz/vzzT16+fKk5fu/ePfbt26f1Xq1fv54qVapoerrelLyIrpubG2fOnGHPnj0MHDhQ87guvxfvKzlhWrhwIfv27dO6bdu2DRMTk3de/WhmZsb//d//ER0dzbfffgvA5cuXCQgIoE2bNinK3bdvH3Xr1mXTpk2ZPtdTfDjpGRM5hoODA6NHj2bEiBGsXLmSTp064efnx4IFC+jUqRM9e/bk2bNnTJ8+Xety+oxy4MABnjx5AiRdXHD37l3Nyu21atXSzHepVq0azZs3p3jx4tjZ2XHnzh1+/vlnbt68meIy+0uXLnHp0iUgaSgjMjJSU6a3t7dmQv6gQYNo2bIl9erVY/DgwTg6OnLs2DGmTp2qmY+WbOHChUBS78SLFy/4+++/Wbx4MVOmTKFcuXJa9Z86dYo7d+4ASavAK4qiqb9ixYrpSipSG967ePGiZr5WSEgIhw4dYsmSJajVajZs2KB1hdrgwYMZMGAAzZo1o3fv3lhaWrJnzx5++OEHfH19KV26tCZ22rRp1KtXj88++4x+/foREhLCqFGjKFGiBF27dn1nWw8fPkzLli1xdXXlq6++0vRKJfP29tb63Ul+LZJXjT916hTW1tYAml7GkJAQ6tSpQ1BQEIsXLyYkJERr5fe8efO+tZesdevWjB8/nr59+/LgwQPKlStHUFAQM2bMIDIyUivxaNSoEfXq1aNv376Eh4dTqFAhVq1axfbt21mxYoVW76Kfnx/jxo1j/Pjx1KpVi0uXLjF37twUS2joy8SJE6lYsSJNmzZl1KhRREdHM378eBwdHTUXZiQkJLBp0yatYbtk+/fv5+TJk5QqVQpFUThx4gTTpk2jYcOGKf5T8aG/F28THx+vmTLx+vzM1zVr1ozNmzfz5MkTrd/tN9WqVYvGjRuzZMkSRo0apUnyRowYoVkK5XUvX75kz549rFixQuv3QGRDmbS+mRDv7W0Lh0ZFRSn58+dXChcurFngctmyZUrx4sUVc3NzxdvbW1mzZo3i7++vtYDq7du3FUCZMWNGijIBZcKECe9sV61atTQrb79527dvnyZu6NChSunSpRU7OzvF2NhYcXV1VVq1aqUcOXIkRZkTJkxIs8w327R3716lfv36iqurq2JhYaEUKVJEGTp0qPL06VOtuAULFijFixdXLC0tFWtra6VGjRrKxo0bUz2n5NXnU7ultsDp65IXIN2yZYvmWPJ7l3wzNTVVnJ2dlVq1ailTpkxJdeV1RVGU9evXK9WrV1ccHR0VKysrxcfHR/nmm29SXUx1586dSpUqVRRzc3MlV65cSufOnZXHjx+/ta3J3vZ6v/k+Kory1thkyYvfpvd9TE1QUJDy5ZdfKoUKFVLMzc0Vd3d3pUmTJkpAQECK2JcvXyoDBgxQXF1dFVNTU6VUqVLKqlWrUsTFxMQoI0aMUPLly6dYWFgotWrVUs6ePat4eHhoLVic1uct+bV68uSJ1vG0FjRNzalTp5S6desqlpaWiq2trdKyZUuthYt3796d5iKoR44cUSpXrqzY2toqZmZmSokSJZTvv/8+xS4SyT7k94JUFn1NtnHjRgVQZs2alebzt2/frgDKDz/8oCjK21+jCxcuKEZGRkqXLl0UZ2dnpUyZMmmWGx8fr+TNm1cpWbJkus5DZF0qRUnjMiIhhPgAP/74I0OGDOGff/7R9OAJoYt+/fpx/PhxTp8+ndlNEUKvJBkTQmSof/75h8DAQIYPH46rqyuBgYGZ3SQhhMjSJBkTQmSoOnXqcPr0aWrVqsVPP/2kte2UEEKIlCQZE0IIIYTIRLK0hRBCCCFEJpJkTAghhBAiE0kyJoQQQgiRiWTRVz1KTEzk0aNH2NjYZMi+dkIIIYTQP0VRePnyJe7u7ik2ndcHScb06NGjR5r9xYQQQgiRvdy/fz/d+8h+CEnG9MjGxgZIejP1sf2OECJzRDx5gvu/+4g+unEDq7dscSOEyH7Cw8PJly+f5ntc3yQZ06PkoUlbW1tJxoTIQdT/bkQPYJs7N1by+RYiRzLUFCOZwC+EELoyMUn9ZyGEeA+SjAkhhBBCZCJJxoQQQlfx8an/LIQQ70HmjAkhRCpiYuDo0aR/3xT9QgEaALDrbwVze93LL1IEChT4oCYKIXIIScaEyGI2b4Yvv4T79/VTvr097N4N5cvrp/zs7ulTmD8f5s6Fx4/TirIHtgPQqsP71WNlBXfugKPj+z1fCJFzSDImRBYRGQlDhyYlAvr04kVSHQsX6ree7ObKFZg1C5Ytg+jopGOuruDunjI2MT6Os+fPA1CmVCmMjHWbxH/zJoSFwZYt0LXrBzZcCJHtqRRFUTK7ETlVeHg4dnZ2hIWFydIW4q3OnoWOHeHy5aT7Q4cm3dTqjK3n6FFo1Qpy54bgYDD+yP87piiwfz/MnAl//fXf8XLlkl7/zz5L/WLJiJAQrF1cAHj1+DFWzs461TtpEkyYAM2bw6ZNH3ACQgi9MPT390f+p1iIzJWYCD/+CKNHQ1wcuLkl9czUq6ef+po2TUrEnj2DAwegbl391JORNm2Cfv3+663KSAkJST1UACoVNGsGQ4ZAzZpJ9/WlVaukZGznToiISBqyFEJ8vCQZEyKTPHoEXbrArl1J91u0gEWL9DuHyNg4KRFYtAjWrcseydjXXye9VvpiYZH0PgwalDSp3hBKlEiavH/rVlJC1qqVYeoVQmRNkowJkYaXL2HqVP1MpFcU2L49qYfKwiJprlLPnvrtjUn26adJydiffyZNUs/oodCMdPZs0s3UNGmI1dIy4+vIkwcMPYtApYKWLZOGRzdulGRMiI+eYiD37t1TDh48qGzfvl05ffq0Eh0d/V7lxMXFKWPGjFE8PT0Vc3NzxcvLS5k4caKSkJCgiQkODlb8/f0VNzc3xcLCQmnQoIFy7do1rXIWLFig1KpVS7GxsVEA5fnz5ynqCg0NVTp16qTY2toqtra2SqdOnVKNS0tYWJgCKGFhYe91riLzhIUpStWqipKUNunvVrasoly+bNhzi41VFAeHpPoPHDBs3boaMCCpnZ99ltkt0fbq+XMFUADllQ5/E1538GDSuTk4JL0nQoisw9Df33rtGbt79y7z589n1apV3L9/H+W1awVMTU2pUaMGvXr1ok2bNhgZpW/92WnTpjF//nyWLVuGj48Pp06domvXrtjZ2TFw4EAURaFly5aYmJiwadMmbG1tmTlzJr6+vly6dAmrfydnREZG0rBhQxo2bMjo0aNTratjx448ePCA7duTLmHv1asXfn5+bNmy5QNfGZGVhYVBw4Zw7Bg4OMDIkfrZ8cbREdq1AzOzjC/7bUxMkoZEly5NGqqsWdOw9adXbCz8/nvSz1nuisMM2A6pWrWk34GnT+HQIfjkkwxqmxAi+9FXljdgwADFxsZGadOmjbJs2TLl8uXLSnh4uBIXF6c8fvxY2bNnj/L1118rRYsWVXx8fJQTJ06kq9wmTZoo3bp10zrWunVrpVOnToqiKMrVq1cVQLl48aLm8fj4eCVXrlzKwoULU5S3b9++VHvGLl26pADKsWPHNMcCAgIUQLly5Uq62io9Y9nP8+eKUqlSUo9FrlyKcuZMZrdIP7ZsSTpHd3dFea1TOUtZt+6/NsbHZ3ZrtL169eq/nrFXr967nG7dks6xf/8MbJwQ4oMZ+vtbb9shmZqacvPmTdatW0fnzp0pVqwYNjY2GBsb4+zszCeffMKECRO4cuUK06dP5+7du+kqt3r16uzZs4dr164BcO7cOQ4fPkzjxo0BiPl3uWxzc3PNc9RqNaamphw+fDjd7Q8ICMDOzo7KlStrjlWpUgU7OzuOHj2a7nJE9vH8edJVjCdOJF1xuHcvlC2b2a3Sj3r1wMYmaWL8sWOZ3ZrULV2a9K+fXxac15aQkPrPOmrZMunfjRuTBq6FEB8nvQ1TzpgxI92xyYlUeowcOZKwsDCKFSuGWq0mISGByZMn06FD0jLYxYoVw8PDg9GjR7NgwQKsrKyYOXMmwcHBBAUFpbue4OBgnFNZO8jZ2Zng4OBUnxMTE6NJBiFpnRKAuIQ44hLi0l23MLzQUGjU0JjAMyocHRW274zHuwTEvf/3bJZmZAxNm6lZtdKIP/5IoGLlxMxukpbgYPj7b2NARafOcVnufYiLeKn1c5yVxXuVU6sOWFoac/++ipOn4ihbLqNaKIT4EIb+ztbrnLEyZcrQo0cPPv/8cxwcHDKkzDVr1rBixQpWrlyJj48PZ8+eZdCgQbi7u+Pv74+JiQnr16+ne/fu5MqVC7Vaja+vL40aNdK5LlUql7YpipLqcYCpU6cyceLEFMfvvriLdYK1zvWn5f4dE+7cev9JTEZGkM8jjrwecaRzql6O9jzUiK5t8nL5ogm5HONZ8ucDbPLFcvt5ZrdMv6o3sGLVyjz8sS6RvmNuG+RKzvRatNCBhAQnylaMwtT5fpZ7L6JePNP8fPfFPSxMIt67rOp13Ni51YZla8Kx93r27icIIfTu1ctXBq1Pr8lY5cqVGTt2LMOHD6dly5b06NGDuh+4sNHw4cMZNWoU7du3B6BkyZLcvXuXqVOn4u/vD0D58uU5e/YsYWFhxMbG4uTkROXKlalQoUK663F1deVxKhvTPXnyBJd/V95+0+jRoxkyZIjmfnh4OPny5cNIZYSZccbN0t65xZbpkz48ubWyTqRo8ViK+cRRvEQsxX3iKOodi41t5o6XJCRAdJSKqH9vMVEqoqONSNRD501cHIwdmpvLF01xdEpg5aYQihRXAQaeVZ8J6tZLwNIqkaCHJlw5b0OZ8rGZ3SQgabhuw2o7ANp+Hpmhn52MkmhsqvnZzNj0g9rYqFkMO7fasPdvG0aMNewXgBAidZGqSIPWp9dkbMGCBcyePZu1a9eyZMkS6tevT758+ejWrRtdunQhf/78OpcZGRmZ4spLtVpNYirf1HZ2SX/Qr1+/zqlTp/jmm2/SXU/VqlUJCwvjxIkTVKpUCYDjx48TFhZGtWrVUn2OmZkZZqlcGmdsZIyJOuMux3NxAZ9S79+FGhcLd24ZE/HKiDMnzTlz0lzrcXuHRIyMDJ+QJSSoiIpUERtr+C4aZ5cE/vjrGYWLAujh0sksyMQafBvEsPlPC3b+ZU3FSi/f/SQDOHPShBtXTTG3SKTVp7EZ+tnJKPGvtclEbfJBbazfKA61WuHKJVMe3jXHs0AWG5MV4iNkbGTYZVj1Xpu5uTl+fn74+flx+/Ztfv31VxYvXsykSZOoW7cu3bt3p23btukur1mzZkyePJn8+fPj4+NDYGAgM2fOpFu3bpqYtWvX4uTkRP78+blw4QIDBw6kZcuW1K9fXxMTHBxMcHAwN27cAODChQvY2NiQP39+cuXKRfHixWnYsCE9e/ZkwYIFQNLSFk2bNqVo0aIZ9Oq8n/Z+UbT3i/qgMuLi4NYNYy5fNOHyP8ZcumjC5X9MCHqo5sXzrDN2aW6RiIWFgpk5qNX6SRDz5E1gxk9hFCoSr5fys7ImLaPY/KcFWzda8NXEl1liqPKPlUkruzZuHp3pvbSGYO+gULVGLIf3m7F9qzl9+r//kKcQInvKlI3CFUVh/fr19O7dmxcvXpCgw9VIL1++ZNy4cWzYsIGQkBDc3d3p0KED48ePx9Q0aehgzpw5zJgxg8ePH+Pm5kbnzp0ZN26c5nGAr7/+OtX5XUuWLKFLly4AhIaGMmDAADZv3gxA8+bNmTt3Lvb29ulqa/JGoxfuXiCXQ650n2NmCn2m4umTzLl0zUitYGGRfAMzc0XmtOlZZISKkgVciI4yYsehEEqUztyENCoKyhVxJTzMiNWbn1KjdtYYOn1T1JOnFCpYGoAbN89h4fRhe1gtWWDJ2OH2VKoaw4YdMm9MiMwW+jyUkh4lDbZRuMGTsX379rFkyRL+/PNPjI2Nad++PfPnzzdkEwwmOyZj4uPTs5MD2zZb0H/YS0aNz9yhyo1rLfiiuwN588cTcD4kyybjGZ2MPXxgRCVvV1QqhbM3HuPolLWubhXiY2PoZMwgf+ru3bvHpEmTKFCgAHXr1uXu3bvMmzePoKCgHJuICZFdNGkRDcBfGywyfa2rNSuSloj4rENUlk3EABRj41R/fl958iZSqmwsiqJi19/m736CECJH0eufu5UrV1KvXj0KFCjAggULaNeuHdeuXePAgQN07twZC4v3W5tHCJFx6jaIxsxM4fZNY65cMuyk1dc9vK/m0P6kC2Dafm7YK5l09tqUB62fP0CDJklJ8fa/JBkT4mOj12SsS5cuWFtbs3HjRu7fv8/UqVMpVKiQPqsUQujIxlahVt2kRGDrxsz7D9K61RYoioqqNWLI7/nxXVHYsGnSe3BonxmvXmaBKymEEAaj12TswYMHbNiwgaZNm6Z7I3AhhOElD1Vu25w5vTKKAn/8nnQVZbus3isGGbYd0uuKFo/H0yuemBgV+/dkvbXVhBD6o9cM6fXthH777Tf+97//4e7urtmHctasWWzatEmfTRBCpEO9RtGYmChcvWzC9auGH6o8EWDKnVvGWFknahLDrEz12rZnr//8QWWqoMG/vWM7ZKhSiI+KQbqrfv75Z4YMGULjxo21lrKwt7dn1qxZhmiCEOIt7OwVatRJSio2rrXgZbjKoLeVy5J6xZq1isLSKuevLZaWRs2SkrHdO8yJk+1shfhoGOS/wD/99BMLFy6kZcuWfPfdd5rjFSpUYNiwYYZoghDiHZq2jGLvTnNmTbdh1nSbTGlDu04ftphxdleuYiyOTgk8faJm6S9WFC1u2HXfTEwVyleKzahrEoQQ6WSQZOz27duULVs2xXEzMzMiImS1aSGygoZNo5k9PZ67dzLnispqNWOoWCVrLvJqKGo11G8czcplVnw92i5T2tCt9yu+mRGeKXUL8bEyyF9dLy8vzp49i4eHh9bxv//+G29vb0M0QQjxDnb2CofPhmTa8JipKVliO6bM1uvLCG5eN+blS8Ne9BTxUsXdO8acPiHdYkIYmkGSseHDh/PFF18QHR2NoiicOHGCVatWMXXqVBYtWmSIJggh0sHICFLZ614YUOGi8fy53fBbIl27YkydSs7cummMokhiLIQhGSQZ69q1K/Hx8YwYMYLIyEg6duxInjx5mD17Nu3btzdEE4QQQryFh1c8KpXCy3Ajnj4xwslZtmQSwlAMNjmkZ8+e9OzZk6dPn5KYmKi17IUQQmQnGb0dUlZgZgb5PBK4d8eYWzeMcXL+uOfvCWFIBl+J1dHRURIxIUT2poftkLKCAgWTrt68dSNnJJhCZBd6TcZu3rxJt27dNPfz589Prly5NDcnJyeuXr2qzyYIIYRIpwKFkpKxm9clGRPCkPT6ifvpp59wdXXV3H/+/Dnjx4/X9IytWbOGH3/8kfnz5+uzGUIIkbESE1P/OZtLTsZu3VBnckuE+LjoNRnbvXs3P/30k9axNm3aUKBAAQA8PT3p0aOHPpsghBAZThUdrf2zjXUmtibjFCiUtDuKDFMKYVh6Haa8e/cuXl5emvs9evTAzu6/hQw9PT158OCBPpsghBAinZJ7xu7cMs6o/c+FEOmg12TMyMiIkJAQzf0ff/yR3Llza+4/fvwYExMTfTZBCCFEOrnnTcDMTCEuTsWDezJUKYSh6DUZ8/HxYffu3Wk+vmPHDkqUKKHPJgghhEgntRo8C8gVlUIYml6Tsa5duzJ58mS2bt2a4rEtW7bw3Xff0bVrV302QQghhA7+m8QvyZgQhqLXT1vPnj3Zu3cvzZo1o1ixYhQtWhSVSsWVK1e4evUqbdq0oWfPnvpsghBCCB1IMiaE4el90ddVq1axcuVKihQpwtWrV7ly5QqFCxfm999/548//tB39UIIIXRQsLAsbyGEoRnkvz7t27eXPSiFEDlGTtwOKZlmeYubOeu8hMjK9NYzFhERodd4IYTINDl0OyT4b5jy4X01UVGZ3BghPhJ6S8YKFSrElClTePToUZoxiqKwa9cuGjVqxJw5c/TVFCGEEOmUK3cidvaJKIqKu7eld0wIQ9BbMrZ//34CAwPx8vKicuXKfPHFF0yePJkffviBsWPH0rp1a9zd3enevTvNmzdnxIgR6So3Pj6esWPH4uXlhYWFBQUKFGDSpEkkvrYlyePHj+nSpQvu7u5YWlrSsGFDrl+/rlVOTEwM/fv3x9HRESsrK5o3b55iAVpPT09UKpXWbdSoUR/+4gghsrccuh0SgEolG4YLYWh6+6QVLVqUtWvX8uDBA9auXcvBgwc5evQoUVFRODo6UrZsWRYuXEjjxo0xMkp/Tjht2jTmz5/PsmXL8PHx4dSpU3Tt2hU7OzsGDhyIoii0bNkSExMTNm3ahK2tLTNnzsTX15dLly5hZWUFwKBBg9iyZQurV68md+7cDB06lKZNm3L69GnU6v8mrk6aNEnrik9r65yx7YkQ4v3l1O2QknkViifwtKkkY0IYiN4/aXnz5mXw4MEMHjw4Q8oLCAigRYsWNGnSBEjqvVq1ahWnTp0C4Pr16xw7doyLFy/i4+MDwLx583B2dmbVqlX06NGDsLAwFi9ezG+//Yavry8AK1asIF++fOzevZsGDRpo6rOxsdHa7FwIIXK65HljN69LMiaEIeh9aYuMVr16dfbs2cO1a9cAOHfuHIcPH6Zx48ZA0vAjgLm5ueY5arUaU1NTDh8+DMDp06eJi4ujfv36mhh3d3dKlCjB0aNHteqbNm0auXPnpkyZMkyePJnY2Ng02xYTE0N4eLjWTQghshtZa0wIw8p2n7SRI0cSFhZGsWLFUKvVJCQkMHnyZDp06ABAsWLF8PDwYPTo0SxYsAArKytmzpxJcHAwQUFBAAQHB2NqaoqDg4NW2S4uLgQHB2vuDxw4kHLlyuHg4MCJEycYPXo0t2/fZtGiRam2berUqUycOFFPZy6EEIZRsJCsNSaEIWW7ZGzNmjWsWLGClStX4uPjw9mzZxk0aBDu7u74+/tjYmLC+vXr6d69O7ly5UKtVuPr60ujRo3eWbaiKKhUKs3914dWS5UqhYODA59++qmmt+xNo0ePZsiQIZr74eHh5MuX7wPPWAghDMurYNJaY6HP1DwPVeGQS8nkFgmRs2W7ZGz48OGMGjVKs4hsyZIluXv3LlOnTsXf3x+A8uXLc/bsWcLCwoiNjcXJyYnKlStToUIFAFxdXYmNjeX58+davWMhISFUq1YtzbqrVKkCwI0bN1JNxszMzDAzM8uwcxVCiMxgZa3g6pZAcJCa2zeNccgVl9lNEiJHy3ZzxiIjI1NcfalWq7WWtkhmZ2eHk5MT169f59SpU7Ro0QJIStZMTEzYtWuXJjYoKIiLFy++NRkLDAwEwM3NLSNORQghsiwvmTcmhMEY5FPm6elJt27d6NKlC/nz5/+gspo1a8bkyZPJnz8/Pj4+BAYGMnPmTLp166aJWbt2LU5OTuTPn58LFy4wcOBAWrZsqZmwb2dnR/fu3Rk6dCi5c+cmV65cDBs2jJIlS2qurgwICODYsWPUqVMHOzs7Tp48yeDBg2nevPkHn4MQIntTXlv+5vWfc5ICheIJOGQmyZgQBmCQT9nQoUNZunQpkyZNok6dOnTv3p1WrVq915DeTz/9xLhx4+jXrx8hISG4u7vTu3dvxo8fr4kJCgpiyJAhPH78GDc3Nzp37sy4ceO0yvnxxx8xNjambdu2REVFUbduXZYuXapZY8zMzIw1a9YwceJEYmJi8PDwoGfPnulenFYIkYO9/rcrh05N0FxRKXtUCqF3KkVRDDYz89y5c/z666+sWrWK+Ph4OnbsSLdu3ShXrpyhmmBQ4eHh2NnZceHuBXI55Mrs5gghMkhkRCSF3QoDcD3oOpZWlpncooy3628zurTLjU+pOHYefpLZzRHCoEKfh1LSoyRhYWHY2trqvT6DzhkrXbo0s2fP5uHDh0yYMIFFixZRsWJFSpcuza+//ooB80IhhHh/r/+tyqF/twq8trxFDj1FIbIMgyZjcXFx/PHHHzRv3pyhQ4dSoUIFFi1aRNu2bRkzZgyff/65IZsjhBDvRRUVlerPOUl+zwTUaoWoSCOCg7LdtV5CZCsGmQxw5swZlixZwqpVq1Cr1fj5+fHjjz9SrFgxTUz9+vWpWbOmIZojhBDiHUxMkhKy2zeNuXXDGDf3tHcfyYkiI1ScCzTRyz7wKhX4lIzDzl66HEUSgyRjFStWpF69evz888+aTbzf5O3trVk7TAghROYrUChek4z9r+bHlYz17uzA3l3m7w58T0WKxfH3wSeY668KkY0YJBm7desWHh4eb42xsrJiyZIlhmiOEEKIdChQKJ49Oz6+DcOvXTFm7y5zjIwUChWJz/DyHz5Qc+2KCbOn2zBy/MsML19kPwb5hL0rERNCCJH1fKwbhi9baAVA/cbRLF75PMPL37bZnJ6dcjFvljVNWkZRolTGJ3wZ7cAeMy6eTzmqlRGsrBJp+3kUllYf77CtQT5hDg4OWns+JlOpVJibm1OoUCG6dOlC165dDdEcIYQQ6fAxJmMvw1WsXWUBgH/PCL3U0bh5NE1aRrF1owXDvrTnr71PMc7CL/HyxZaMHmyv1zpCHqsZMe7j7SU0yNs/fvx4Jk+eTKNGjahUqRKKonDy5Em2b9/OF198we3bt+nbty/x8fH07NnTEE0SQgjxDsnJ2L07auLikib153TrV1sQ8cqIgoXjqFFbf/Pkvp0RxpH9Zlw4a8qCn6z5YvArvdX1IfbvNmPsMDsA6jaIxtEpY69oePLYiL27zNmywYLhY1+SSr/NR8Egydjhw4f59ttv6dOnj9bxBQsWsHPnTtavX0+pUqWYM2eOJGNCiCzvY9gOCcDVLRELy0SiIo24d0dNwcIJmd0kvVIUWPrvEGWXnpF6TQycXRKZMDWMwX0d+GGKDQ2bRmW51/fKJWN6+zuQkKDi0w6RzJr/IsNfk1cvVZQq4MqtG8ZcvWxMMe+sP2SrDwZZPGbHjh2aPR9fV7duXXbs2AFA48aNuXXrliGaI4QQH+Yj2A4JwMgIvAomJQgfw1Dl0UOmXL9qgqVVIp92iNR7fZ91jKLWJ9HExKgY3t9eL8tovK+Qx0Z0/iwXr14aUeV/MUyfk/GJGIC1jUKtutEAbN1okfEVZBMGScZy5crFli1bUhzfsmULuXIlbRMUERGBjY2NIZojhBAinT6mPSqX/pLUK9amfRS2dvqfTK5SwbTZYVhaJXL8qBnLF2eNbbWiIlV0bZeLh/eN8SoYz8IVoXr9P0fj5v8mY5s+3nU+DPLpGjduHH379mXfvn1UqlQJlUrFiRMn2LZtG/Pnzwdg165d1KpVyxDNEUKID/MRbIeUrEDBj2MS/6OHRuzYmpQMdNHTxP3U5PNI4Kuvwxk73J4pE2yp1zCGPPkyb7gyMREG9Lbn7BlT7B0SWb72Gbly6/d3vF6jaExMFK5eNuHGNWO9LCeS1RmkZ6xnz54cOHAAKysr/vzzT9atW4elpSUHDhyge/fuAAwdOpQ1a9YYojlCCPFBPobtkJIVLPxxJGMrfrUiIUFF1eoxBp+35N8zkopVYoh4ZcSoQXaZmt9P/dqGbZssMDVV+HVVKAUK6T8xtHdQqF4rBvh4e8f0nozFxcXRtWtX3NzcWLVqFWfOnCEwMJBVq1ZRrVo1fVcvhBDiA3wMy1vExsLKZUlDhPpazuJtjIzg+7lhmJoq7N1lzvrVmTN36vellsyblTRd6Pu5L6hczXC7LjRpmTxU+XHOG9P7p8vExIQNGzYwbtw4fVclhBAig3n9O0wZ/EhNxCsVVtY5b1h22yYLnoSocXVLoGHT6ExpQ6Ei8Qwe9ZJpk2wZP9JOM2RqKImJsHt7Up2DR76kTXvD9vg2aBLNyIEK/5w34c4tNZ4FstaVpfpmkP/qtGrVio0bNzJkyBBDVCeEECKDOORSyJU7gdBnam7fUmeL1eJ1teTfifudukZk6lpqfQe+4q+NFvxz3oRtmzOnh6jVZ5EM/crwi6/myp1I1RqxHN5vxrbNFvQblDXXXdMXgyRjhQoV4ptvvuHo0aOUL18eKysrrccHDBhgiGYIIYR4DwUKJSVjt24Y57hk7OJ5Y04dN8XYWKFjF/0vZ/E2JiawYv0zdm4zJyETOoYcnRKp3zg60xZebdIiKikZ22QuyZg+LFq0CHt7e06fPs3p06e1HlOpVJKMCSFEFlagUDynjpvmyHljyftQNm4ejYtr5i/05eySSKeumZsUZpaGTaP5aohC4GlTHtxTkzf/xzNUaZBP1u3btw1RjRBCCD1InsR/83rOSsZePFfx5x9Jw4Fdext+4r7Q5uySSOVqsRw7Ysa2zeb0+vLjeU8MsrRFstjYWK5evUp8fM7q5hZCfFwUI6NUf86pkpOx2zmsZ2zN75ZERxlRvEQcFasY7spBkbYmLZIuoNi2+eNa4sIgn6zIyEj69+/PsmXLALh27RoFChRgwIABuLu7M2rUKEM0QwghMoa5eeo/51Cvr8KvKOh9TlFUpIrQUBXPQ40IfWZEZIR+Et7lmn0oIz7aDaqzmkbNoxg3wo6Tx8wIDjLC1S3zh44NwSDJ2OjRozl37hz79++nYcOGmuO+vr5MmDBBkjEhhMjCPAskJWNhL4z4rEluVBmcGymJEB6elHg9D1URHWW43kZbu0Rat83ZC/dmJ27uiZSvFMvpE6Zs32JOl14fx/w5gyRjGzduZM2aNVSpUgXVa//98Pb25ubNm4ZoghBCiPdkYQHFfeK4/I8JAYcNszG6iYmCQ65EcuVOxMpa0UvPlZGRgl+3SCytct7aadlZ4xZRnD5hyl+bLCQZy0hPnjzB2dk5xfGIiAit5EwIIbIDVWSk9s9WWWODZ336bf0zTh4z1dtWPba2CrlyJ+KQK+lmbaOfBExkfU2aR/PNGDuOHzHl6RMjHJ1y/lClQZKxihUrsnXrVvr37w+gScAWLlxI1apVDdEEIYQQH8DNPZHmrTNndXrxccnnkUDpsrGcCzRl+1/mH8VSHwYZmJ86dSpjxoyhb9++xMfHM3v2bOrVq8fSpUuZPHmyTmXFx8czduxYvLy8sLCwoECBAkyaNInExP8y58ePH9OlSxfc3d2xtLSkYcOGXL9+XaucmJgY+vfvj6OjI1ZWVjRv3pwHDx5oxTx//hw/Pz/s7Oyws7PDz8+PFy9evPfrIIQQQoh3a/zvVZVbN+b8C2TAQMlYtWrVOHLkCJGRkRQsWJCdO3fi4uJCQEAA5cuX16msadOmMX/+fObOncvly5eZPn06M2bM4KeffgJAURRatmzJrVu32LRpE4GBgXh4eODr60tExH9rlgwaNIgNGzawevVqDh8+zKtXr2jatCkJry173LFjR86ePcv27dvZvn07Z8+exc/PL2NeFCGEEEKkqnHzpIsqjhw0I/RZzh+vVimKvmYA6EfTpk1xcXFh8eLFmmNt2rTB0tKS3377jWvXrlG0aFEuXryIj48PAAkJCTg7OzNt2jR69OhBWFgYTk5O/Pbbb7Rr1w6AR48ekS9fPrZt20aDBg24fPky3t7eHDt2jMqVKwNw7NgxqlatypUrVyhatOg72xoeHo6dnR0nbp7Awd4hxeNGKiPMjf/L+iPj0u6KVaHCwsTivWKj4qJQSP1t1lcsgKWJ5XvFRsdHk6ikPUdAl1gLYwvNsHhMfAwJStorOusSa25sjtG/l5TFJsQSn5j22nm6xJqpzVAbqXWOjUuIIy4xLs1YU7UpxkbGOsfGJ8YTm5D2+ksmRiaYqE10jk1ITCAmISbNWGMjY0zVpjrHJiqJRMenPZSmS6xapcbMOGmyuqIoRMX/d8Vd1JOnlCqWNMXi/JUArJ1d0ox9ky6fe/kbkXqs/I34OP5G1P+fM1f+MWPqnMd8+rn2fpn6/hsR+jyUkh4lCQsLw9bWNs34jGKwFfwSExO5ceMGISEhWkOKADVr1kx3OdWrV2f+/Plcu3aNIkWKcO7cOQ4fPsysWbOApOFHAPPX1v5Rq9WYmppy+PBhevTowenTp4mLi6N+/fqaGHd3d0qUKMHRo0dp0KABAQEB2NnZaRIxgCpVqmBnZ8fRo0dTTcZiYmI09UNSMgZQaWElSKWn9ROvT/it1W+a+6V+LpXmH/Gqeauyru06zf3KiyoTGhWaamxpl9Js+3yb5n7tZbV5EP4g1dgiuYuwz3+f5n7jlY259uxaqrF5bfNyvMdxzf02f7Th3ONzqcbmssjFhb4XNPf9NvgR8CAg1VgLYwtuDLihud9zS0/23t6baizAwyEPNT8P+HsAW69vTTP2ev/rmj/MI3ePZO2ltWnGnu9zntyWuQGYeGAiy84tSzP2WPdj5LPLB8C0w9OYf3p+mrF7O++lqGPS78tPx39i5rGZacZu7biVMq5lAFh8ZjHfHvo2zdi1n62lWr5qAPx+4XfG7B2TZuyylsvwLeALwJ9X/mTIjiFpxs5vOp9mRZoB8PeNv+nzV580Y2c2mEk7n6T/0Oy/sx//jf5pxk7+ZDJdynQB4PjD43y29rM0Y8fWGEvfin0BuBBygSYrm6QZO6TKEIZWGwrA9WfX+WT5J2nG9infh3G1xgHwMPwhVRZXSTPWv7Q/U+pOASA0KpRS80v99+Br3yelllflszKfMavhLACi4qMo/FPhNMttUrgJvzT7RXP/bbHyNyKJ/I34z8f0N+KK8zn45xtGT33A6C2rtGLrFvClWr6k/xBZe11i5PVqaZb7vn8jDMkgydixY8fo2LEjd+/e5c2OOJVKpTU0+C4jR44kLCyMYsWKoVarSUhIYPLkyXTo0AGAYsWK4eHhwejRo1mwYAFWVlbMnDmT4OBggoKCAAgODsbU1BQHB+3eKhcXF4KDgzUxqV0B6uzsrIl509SpU5k4cWK6z0UIIYQQafBeB/u+gaDySbfX7Pn3BtC2txO4Gbx1Gcogw5RlypShSJEiTJw4ETc3txTLWdjZ2aW7rNWrVzN8+HBmzJiBj48PZ8+eZdCgQcycORN//6SM+/Tp03Tv3p1z586hVqvx9fXF6N8tS7Zt28bKlSvp2rWrVi8WQL169ShYsCDz589nypQpLFu2jKtXr2rFFC5cmO7du6e6UG1qPWP58uWTYUodY2UI4uMYgsjOw5SRoaGULpzUa37u+nFscjvJMKWOsSB/I94n9mP7G7FikR3nTqdc206lMtK8ZnUbRlKv2Ys0y5Vhyn9dv36ddevWUahQoQ8ua/jw4YwaNYr27dsDULJkSe7evcvUqVM1yVj58uU5e/YsYWFhxMbG4uTkROXKlalQoQIArq6uxMbG8vz5c63esZCQEKpVq6aJefz4cYr6nzx5gouLS6ptMzMzw8ws5S+NhbGF1h+HtKQn5n1iX//jmB1iX//yycjY5C/LjI41VZtqPuiZFWui/u+PWEbGGhsZa/7oZmSs2kiNpVH6fod1iTVSGaX7s6FLrEql0o61/u9HS+tcWr8vKWLfISvEZoXPvfyN0G9sdv0b0atvHJB2YvifjP/cG5JBrqasXLkyN27ceHdgOkRGRmp6uZKp1eoU89AgqcfNycmJ69evc+rUKVq0aAEkJWsmJibs2rVLExsUFMTFixc1yVjVqlUJCwvjxIkTmpjjx48TFhamiRFCCCGE+FAG6Rnr378/Q4cOJTg4mJIlS2Jiop1xlypVKo1nptSsWTMmT55M/vz58fHxITAwkJkzZ9KtWzdNzNq1a3FyciJ//vxcuHCBgQMH0rJlS82EfTs7O7p3787QoUPJnTs3uXLlYtiwYZQsWRJf36QJjMWLF6dhw4b07NmTBQsWANCrVy+aNm2arispdZGYmEhifM5fYfhjZ2RslOI/EkIIIYRBkrE2bdoAaCVMKpUKRVF0nsD/008/MW7cOPr160dISAju7u707t2b8ePHa2KCgoIYMmQIjx8/xs3Njc6dOzNunPbVET/++CPGxsa0bduWqKgo6taty9KlS1Gr1ZqY33//nQEDBmiSuObNmzN37tz3eg1SoygKr0JfERuRNIauIuevpfKxSp4LY2plinUua9kGLJv7GLdDEkLoj0Em8N+9e/etj3t4eOi7CZkieZ2xC3cvkMshV4rHXz57SVxkHE5OTlhYWCC5WA6mQFRUFE+ePMHE0gSb3DaZ3SLxAaKePKVQwdIA3Lh5Dgsnx0xukRAiI+XICfw5Ndn6EIkJicRGxOLs7IxDrpRXWoqcx9wiaSJxSEgIiQ6JMmQphBAC0PME/n79+vHq1SvN/d9++03r/osXL2jcuLE+m5BlJSYkzRGzsEj/FUQi+0t+v2WOoBBCiGR6TcYWLFhA5GtzK7744gtCQkI092NiYtixY4c+m5ClqVDJ0OTHRiVzA4UQQmjTazL25nS0bLYNphBCCCGE3smkFZGl9OjWg09bf5rZzRBCCCEMRpIxobMe3XpgZmzGjGkztI5v2rRJp1WphciulNeWJlFkmRIhxAfS+9WU48ePx9IyaQ2e2NhYJk+erNmL8vX5ZCJ7MTc35/sZ39OjV48UG64LkeO9fuGNXIQjhPhAeu0Zq1mzJlevXiUwMJDAwECqVavGrVu3NPevXr1KzZo19dkEoSef1P0EF1cXpn83PdXHv5n4DRXLV9Q6Nmf2HIoULKK5n5CQwPChw3HO7YybsxujR45OMa/w5cuX+Pv542DrgEdeD2bPmk29T+oxdMhQTUxsbCyjR47GK78XDrYOVK9anQP7D2Tg2QohhBD6o9eesf379+uz+JwrIiLtx9RqMDdPX6yRkfb/2lOLtbLSvX0k7Qf6zbff0LlTZ77o/wV58+bVuYwfZ/7IsqXLWLBwAcWKF2P2j7PZtHETtevU1sSMGDaCgKMBrN+wHhcXFyZ+PZHAwEBKlflvC62e3Xty985dfvv9N9zc3di0cRPNmjTj9NnTFC5c+L3OTwghhDAUgyz6KnRjapdytf5kiY0aEr9lk+a+iVtera1ZtGJr1iR+73+boZsULILq6VOtmNj4mPduZ4uWLShdujTfTPyGBQsX6Pz8uXPmMmLkCFq1bpV0f95cdu38r70vX77kt+W/sXzFcj6p+wkACxcvxDOfpybm5s2brFm9hlt3b+Hu7g7AkKFD2LljJ8uXLuebyd+89/kJkRbZDkkIkZEkGRMfZPLUyTSo14BBgwfp9LywsDCCgoKoXKWy5pixsTHlypfTDFXevnWbuLg4KlSsoImxs7OjSNH/hjrPBp5FURRKFC+hVX5MTAy5c+d+jzMSQgghDEuSsSwoNiw07Qdf28gcIC7oQdqxb2y3E3fz2oc0K1U1atagXv16jBs7Dj9/v9eqNkox/ysuLk6nspOf/+am2q+Xm5iYiFqtJuBEgNYm7wDW1tY61SeEEEJkBknGsiJd5nHpK1YHk6dMpmL5ilrzsxydHHkc/BhFUTTJ1Plz5zWP29nZ4ebmxvHjx6lRswYA8fHxBJ4JpEzZMgAUKFgAExMTTp08Rb58+YCkzddvXL+heU7pMqVJSEjgScgTqteorpfzE0IIIfRJkjHxwUqULEGHjh2Y93/zNMdq1qrJkydP+GHGD7Rq04qdO3ayY/sObG1tNTFf9v+S76d/T+HChSlarCizZ83mxYsXmsdtbGzw6+zHqJGjcHBwwNnZmUkTJ2FkZKTZUqhIkSJ06NiBbl27MX3GdEqXKc2zp8/Yv28/PiV8aNS4kcFeByGEEOJ9GCwZe/HiBSdOnCAkJITERO1Nkjt37myoZgg9mTBxAuvWrtPcL168OHPmzmH6d9OZMnkKrVq3YvCQwSxetFgTM2jIIIKCg+jRrQdGRkb4d/GnRcsWhIWFaWKmfz+dL/t9SasWrbC1tWXIsCE8uP8A89euKF24eCFTJ09lxPARPHr4iNy5c1O5SmUaNmpomJMXQgghPoBKMcCGkVu2bOHzzz8nIiICGxsbrTlAKpWK0NC3zJHKxsLDw7Gzs+PC3QvkctC+QjI+Np7w4HDye+bXSizE20VEROCV34tpM6bRtVvXzG6OzqKjo7l35x62rrYYm0rHdHYV9eQphQqWBuDGzXNYODlmcouEEBkp9HkoJT1KEhYWpjWioy8G+TYYOnQo3bp1Y8qUKZrV+IVIj7OBZ7l69SoVKlYgPCycyd9OBqBZ82aZ3DLxMZPtkIQQGckgydjDhw8ZMGCAJGLivfw480euXb2GqakpZcuVZe/+vTg6Sk+EyESyHZIQIgMZJBlr0KABp06dokCBAoaoTuQgZcqW4diJY5ndDCGEEEJvDJKMNWnShOHDh3Pp0iVKliyJiYmJ1uPNmzc3RDOEEEIIIbIcgyRjPXv2BGDSpEkpHlOpVCQkJBiiGUIIkSFUkVHaP8t2SEKID2CQZOzNpSyEECJ7U9L4WQghdGf07hAhhBBCCKEvBkvGDhw4QLNmzShUqBCFCxemefPmHDp0yFDVCyGEEEJkSQZJxlasWIGvry+WlpYMGDCAL7/8EgsLC+rWrcvKlSt1Kis+Pp6xY8fi5eWFhYUFBQoUYNKkSVpDoa9eveLLL78kb968WFhYULx4cX7++Wetcm7evEmrVq1wcnLC1taWtm3b8vjxY60YT09PVCqV1m3UqFHv/0IIIYQQQrzBIHPGJk+ezPTp0xk8eLDm2MCBA5k5cybffPMNHTt2THdZ06ZNY/78+SxbtgwfHx9OnTpF165dsbOzY+DAgQAMHjyYffv2sWLFCjw9Pdm5cyf9+vXD3d2dFi1aEBERQf369SldujR79+4FYNy4cTRr1oxjx45hZPRfjjpp0iTNBQgA1tbWH/pyCCGEEEJoGKRn7NatWzRrlnLF9ObNm3P79m2dygoICKBFixY0adIET09PPv30U+rXr8+pU6e0Yvz9/alduzaenp706tWL0qVLa2KOHDnCnTt3WLp0KSVLlqRkyZIsWbKEkydPapKzZDY2Nri6umpuH3syFhISQr++/SjkVQgbSxvy58lPk0ZNOBaQ/rXAvpn4DRXLV0xXnJmxWYpbSZ+SH3IKQgghRJZikGQsX7587NmzJ8XxPXv2kC9fPp3Kql69Onv27OHatWsAnDt3jsOHD9O4cWOtmM2bN/Pw4UMURWHfvn1cu3aNBg0aABATE4NKpcLMzEzzHHNzc4yMjDh8+LBWfdOmTSN37tyUKVOGyZMnExsbq1N7c5r2n7XnwrkLLPp1ERcvX2T9hvXUqlVLb/uLevt4c/fBXa3bvgP79FJXso/9PRbpoUrjZyGE0J1BkrGhQ4cyYMAA+vbty2+//caKFSvo06cPAwcOZNiwYTqVNXLkSDp06ECxYsUwMTGhbNmyDBo0iA4dOmhi5syZg7e3N3nz5sXU1JSGDRsyb948qlevDkCVKlWwsrJi5MiRREZGEhERwfDhw0lMTCQoKEhTzsCBA1m9ejX79u3jyy+/ZNasWfTr1y/NtsXExBAeHq51y0levHjBkSNHmDx1MrXr1MbDw4OKlSoyYtQIGjf5LxkOCwujb5++5HXLi6ODIw18G3D+3HkAli9bzrfffMv5c+c1PV3Lly1Ps05jY2OtnklXV1etrZCKFCzCtKnT6NWjF7ntc1PIqxCLFi7SKuPhw4d83uFzXBxdcHN2o02rNty5c0fzeI9uPfi09adM/246nvk8KVG8BAABRwOoWL4itla2VK1clU2bNmFmbMa5s+dQFIXiRYsz84eZWnX9c/EfzE3MuXnz5vu+zCIbUCwtUv1ZCCHeh0GSsb59+7J69WouXLjAoEGDGDhwIBcvXmTNmjX07t1bp7LWrFnDihUrWLlyJWfOnGHZsmV8//33LFu2TBMzZ84cjh07xubNmzl9+jQ//PAD/fr1Y/fu3QA4OTmxdu1atmzZgrW1NXZ2doSFhVGuXDnUarWmnMGDB1OrVi1KlSpFjx49mD9/PosXL+bZs2eptm3q1KnY2dlpbrr2+iWLiI1I8xYdH53u2Ki4qHfG6sLa2hpra2s2b9pMTExMqjGKotCyWUseBz9m05ZNBJwIoEzZMjSs35DQ0FA+a/sZgwYP0urx+qztZ7q9QG+Y9eMsypUvx/FTx+ndpzf9v+jPlStXAIiMjKS+b32sra3Zs28Pew/sxdrammZNmmn1gO3bu48rV66wbfs2NmzawMuXL2ndsjUlSpTg+MnjTPh6AmNGj9HEq1QqunTpkiKRXLpkKdWrV6dgwYIfdE5CCCE+HgaZwA/QqlUrWrVq9cHlDB8+nFGjRtG+fXsASpYsyd27d5k6dSr+/v5ERUXx1VdfsWHDBpo0aQJAqVKlOHv2LN9//z2+vr4A1K9fn5s3b/L06VOMjY2xt7fH1dUVLy+vNOuuUqUKADdu3CB37twpHh89ejRDhgzR3A8PD3+vhCzX9FxpPtawUEM2td+kuZ/3x7xExkWmGlszf012dd6luV9kbhGeRj7ViokZm3pSlRpjY2MW/bqIvr37svCXhZQtW5YaNWvQtl1bSpZKmse1f99+Ll68yIOgB5ph4GkzprF582b+XP8nPXr2wNraWtPj9S4XL1wkl53269G2XVvm/zJfc79ho4b06dsHgGEjhjFn9hwOHjhIsWLF+GPNHxgZGTH/l/moVEnDSQsXL8Q5tzMH9h+gXv16AFhZWTH/l/mYmpoC8MuCX1CpVPy84GfMzc0p7l2cR48e0bd3X029nbt0ZuLXEzl54iQVK1UkLi6OVStXMXXa1HS/pkIIIYRBkrECBQpw8uTJFAnMixcvKFeuHLdu3Up3WZGRkVpXOwKo1WrN0hZxcXHExcW9NeZ1yUNee/fuJSQk5K37ZAYGBgLg5uaW6uNmZmZa89ByolatW9GocSMOHzrM8WPH2bljJz98/wPzf5lPZ//OnDlzhlevXuHmrP0aRUVFcetm+t/nZEWKFmH9hvVax2xsbLTulyhZQvOzSqXCxdWFJyFPADhz5gw3b9wkt7327150dLTW751PCR9NIgZw7eo1SpYsibm5ueZYxYraFx24ubnRqHEjli5dSsVKFdm2dRvR0dG0+bSNzucpshfZDkkIkZEMkozduXMn1f0nY2JiePjwoU5lNWvWjMmTJ5M/f358fHwIDAxk5syZdOvWDQBbW1tq1arF8OHDsbCwwMPDgwMHDrB8+XJmzvxvfs+SJUsoXrw4Tk5OBAQEMHDgQAYPHkzRokWBpCsyjx07Rp06dbCzs+PkyZMMHjyY5s2bkz9//g94Nd4tdETak+HVRmqt+w8GP0gz1kilnZBe+/LahzXsX+bm5vjW88W3ni9jxo2hT68+fDPxGzr7d0ZJVHBzc2Pnnp0pnmdvb69zXaamphQqVOitMW9uPK9SqTSJd2JiIuXKlWPpb0tTPM/JyUnzs5WVldZjCkqKedmKknLbm67dutKtSze+/+F7li1dxmdtP8PSUr6Ycz7ZDkkIkXH0moxt3rxZ8/OOHTuws7PT3E9ISGDPnj14enrqVOZPP/3EuHHj6NevHyEhIbi7u9O7d2/Gjx+viVm9ejWjR4/m888/JzQ0FA8PDyZPnkyfPn00MVevXmX06NGEhobi6enJmDFjtNZBMzMzY82aNUycOJGYmBg8PDzo2bMnI0aMeI9XQjdWplbvDtJzrC6KFS/G5k1J73WZsmUIDg7G2Ng4zffW1NTUYJvDly1blnV/rMPZ2RlbW9t0P69o0aKsXrmamJgYTW/n6dOnU8Q1atwIKysrFsxfwI7tO9izL+VVw0IIIcTb6DUZa9myJZDUU+Hv76/1mImJCZ6envzwww86lWljY8OsWbOYNWtWmjGurq4sWbLkreV89913fPfdd2k+Xq5cOY4dS//aWR+DZ8+e0bFdR/y7+lOyZEmsbaw5c/oMM7+fSbPmSevI1fWtS5UqVfiszWdMnjKZIkWLEPQoiO1/b6d5i+aUr1AeD08P7ty+w7mz58iTNw82NjZpDu/Gx8cTHBysdUylUuHi4pKuNnfo2IGZP8zk01afMv7r8eTJm4f79+6zceNGhgwdQt68eVN9XvsO7ZkwbgL9+vRj2Ihh3L93nx9n/qipP5larcavsx/jxoyjYKGCVKlaJV3tEkIIIZLpNRlLHiry8vLi5MmTWksSiOzH2tqaipUqMmf2HG7dvEVcXBx58+WlW/dujBw9EkhKVDb9tYnx48bTu2dvnjx5gqurK9VrVMfZxRlImne2ccNG6vvW58WLFyxcvJDO/p1TrfPSP5fwyOuhdczMzIzwiPQtG2JpacmefXsYM3oM7T5rx8uXL3HP406dT+q8tafM1taWPzf+Sf8v+1OpfCVKlCzBmLFj6NypM2bm2oljl25dmPbdNPy7+KdRmhBCCJE2lZLaRBiRIcLDw7Gzs+PC3QvkctC+IjA+Np7w4HDye+bXmiQusq5VK1fRs3tPnoQ+wcLiv7Wljh45Sr269bh199Y7e+yio6O5d+cetq62GJsa7GJmkcGinjylUMHSANy4eQ4LJ/mPphA5SejzUEp6lCQsLEynKS7vyyDrjAEcOHCAZs2aUahQIQoXLkzz5s05dOiQoaoXQmcrflvBkcNHuH37Nps2bWLM6DF8+tmnmkQsJiaGGzduMHHCRD797NN0D50KIYQQrzNIMrZixQp8fX2xtLRkwIABfPnll1hYWFC3bl1WrlxpiCYIobPg4GC6+neldInSDB86nNZtWjNv/jzN42tWr6Gkd0nCwsOY8t2UTGypMDzZDkkIkXEMMkxZvHhxevXqpXW1IsDMmTNZuHAhly9f1ncTMoUMU4o3yTBlzhAZEUlht8IAXA+6jqWsMyZEjpIjhylv3bpFs2bNUhxv3rw5t2/fNkQThBBCCCGyJIMkY/ny5WPPnpTrL+3Zs+e9928UQgghhMgJDDJOMnToUAYMGMDZs2epVq0aKpWKw4cPs3TpUmbPnm2IJgghRMaJitL+WYYphRAfwCDJWN++fXF1deWHH37gjz/+AJLmka1Zs4YWLVoYoglCCJFhVK9NtVXJ6kBCiA9ksBnErVq1olWrVoaqTgghhBAiWzDo5VyxsbGEhIRoVuZPpu+Nt4UQQgghsiqDJGPXr1+nW7duHD16VOu4oiioVCqDbRothBBCCJHVGORqyi5dumBkZMRff/3F6dOnOXPmDGfOnCEwMJAzZ84Yogkig/To1gMzYzPMjM2wMrcin3s+GjVoxNIlS1P0eCZr3LAxFqYWHD92PNXHA44G0Lxpc1wcXbC1sqVcmXL8OPPHdCXp9+/fp3fP3njm88TawprCBQozZPAQnj179kHnKYQQQhiKQXrGzp49y+nTpylWrJghqhN6Vr9BfRYuXkhCQgIhj0PYuWMnQwcP5c/1f/Lnxj8xNv7v1+revXscP3acvl/0ZemSpVSuUlmrrE0bN9GxfUc6d+nMzt07sbO3Y++evXw16itOHD/BytUrUalSX+H81q1b1Kpei8KFC7N8xXI8vTy59M8lRo8azY7tOzh05BC5cuVK9blCCCFEVmGQnjFvb2+ePn1qiKqEAZiZmeHq6kqePHkoW64sI0ePZN2f69ixfQfLly3Xil2+dDmNmzSmV+9erP1jLREREZrHIiIi6Nu7L02bNeXn+T9TukxpPD096da9G4t+XcSf6/9k3dp1abZjYP+BmJqasnX7VmrWqkn+/Plp2Kghf+/4m0cPHzF+3HhNbJGCRZg2dRq9evQit31uCnkVYtHCRRn/4gghhBA60lsyFh4errlNmzaNESNGsH//fp49e6b1WHh4uL6akO0oikJERITBbxmxI1adT+pQqnQpNm7YqHU+y5ctp0PHDhQrVozCRQprJVe7d+3m2bNnDB4yOEV5TZs1pXCRwqxZvSbV+kJDQ9m1cxe9+/TWbNydzNXVlfYd27Puj3Va5zbrx1mUK1+O46eO07tPb/p/0Z8rV6584JmLj5FiaZnqz0II8T70Nkxpb2+vNbykKAp169bVipEJ/NoiIyPJZWf4YbXQsFCsrKw+uJyiRYty4cIFzf09u/cQGRlJ/Qb1AejQsQNLf12Kfxd/AK5fuw5AseKpD18XLVqU69evp/rYjes3UBSFosWLpvp4sWLFeP78OU+ePMHZ2RmAho0a0qdvHwCGjRjGnNlzOHjgoAyfCyGEyFR6S8b27dunr6JFFpWcXCdbumQpn7b9VDOHrF37doweOZqrV69StGhRreelVZ6pqel7twXQak+JkiU0P6tUKlxcXXgS8uS9yhdCCCEyit6SsVq1aumr6BzL0tKS0LDQTKk3I1y5cgVPT08gaRhx86bNxMXF8cv8XzQxCQkJLFuyjCnfTaFQ4UJJz7t8harVqqYo7+rVq5QuXTrVugoWKohKpeLKpSup7uJw9epVHBwccHR01BwzMTHRilGpVGleASrEW8l2SEKIDKTXCfyRkZF88cUX5MmTB2dnZzp27CgT+d9CpVJhZWVl8FtaVyvqYt/efVy8cJFWrZN2WVi1chV58ubh1JlTnDx9UnP7fub3rPhtBfHx8dSrX49cuXIx68dZKcrbsmULN67fwK+zX6r15c6dm7q+dVkwfwFRr38xAsHBwaxeuZpP236aIecmxJtkOyQhREbSazI2YcIEli5dSpMmTWjfvj27du2ib9+++qxSGEBMTAzBwcE8fPiQwDOBTJs6jU9bf0rjJo3p5NcJSBqibN26NT4lfLRuXbp24cWLF2zbtg0rKyv+7+f/Y8vmLfTt05cL5y9w584dlvy6hJ7detKtezcaNW6UZjtmzZlFTEwMTRs15dDBQ9y/f58d23fQuGFj3PO4M+mbSYZ6SYQQQoj3ptd1xv78808WL15M+/btAejUqRP/+9//SEhIQK1W67NqoUc7d+zEI68HxsbGODg4ULJUSWbOmolfZz+MjIw4c/oM58+d5+f5P6d4ro2NDb71fFn661KaN29O6zat2bl7J99N/Y5Pan+iubp28pTJDBsx7K3tKFy4MEePH+XbSd/SqWMnnj17hqurK81aNGPsuLGyxpgQQohsQaVkxLoGaTA1NeX27dvkyZNHc8zCwoJr166RL18+fVWbZYSHh2NnZ8eFuxfI5aCdGMTHxhMeHE5+z/yYm5tnUguznujoaNq0asODBw/YvXc3Tk5Omd2kDBUdHc29O/ewdbXF2NSgW8OKDBT15CmFCibNZ7xx8xwWTo7veIYQIjsJfR5KSY+ShIWFYWtrq/f69DpMmZCQkOJqOGNjY+Lj4/VZrcjGzM3NWb9hPZ06deLwocOZ3RwhhBBC7/T6X3NFUejSpQtmZmaaY9HR0fTp00drXas///xTn80Q2Yy5uTnDRw7P7GYIIYQQBqHXnjF/f3+cnZ2xs7PT3Dp16oS7u7vWMV3Ex8czduxYvLy8sLCwoECBAkyaNElriYJXr17x5ZdfkjdvXiwsLChevDg//6w9f+nmzZu0atUKJycnbG1tadu2LY8fP9aKef78OX5+fpp2+vn58eLFi/d+PYQQQggh3qTXnrElS5ZkeJnTpk1j/vz5LFu2DB8fH06dOkXXrl2xs7Nj4MCBAAwePJh9+/axYsUKPD092blzJ/369cPd3Z0WLVoQERFB/fr1KV26NHv37gVg3LhxNGvWjGPHjmFklJSjduzYkQcPHrB9+3YAevXqhZ+fH1u2bMnw8xJCZB+yHZIQIiNluxnEAQEBtGjRgiZNmgDg6enJqlWrOHXqlFaMv78/tWvXBpKSqAULFnDq1ClatGjBkSNHuHPnDoGBgZqJeUuWLCFXrlzs3bsXX19fLl++zPbt2zl27BiVK1cGYOHChVStWjXFCvLvS0EBWaLo46L8+74LIYQQ/8p2yVj16tWZP38+165do0iRIpw7d47Dhw8za9YsrZjNmzfTrVs33N3d2b9/P9euXWP27NlA0jpZKpVKay6bubk5RkZGHD58GF9fXwICArCzs9MkYgBVqlTBzs6Oo0ePppqMxcTEEBMTo7mfvExDfGI8cQlxWrGJqkQURSEyMhIzczPExyEyMhJFUUhQJaAkSFKWXb3+eY5LiEvx+RZCZG/xiYa90DDbJWMjR44kLCyMYsWKoVarSUhIYPLkyXTo0EETM2fOHHr27EnevHkxNjbGyMiIRYsWUb16dSApqbKysmLkyJFMmTIFRVEYOXIkiYmJBAUFAUmruCdvMP06Z2dngoODU23b1KlTmThxYorjiUoiMfExKY6rLFQ8eZK0N6K5ubmsFp+DKYpCdHQ0T548QWWhIi4xDmQnpmwrNiJc62e1maybKEROkqgY9g90tkvG1qxZw4oVK1i5ciU+Pj6cPXuWQYMG4e7ujr+/P5CUjB07dozNmzfj4eHBwYMH6devH25ubvj6+uLk5MTatWvp27cvc+bMwcjIiA4dOlCuXDmtxWhTS47e3Az7daNHj2bIkCGa++Hh4eTLlw8Pe49U1ylR7BVCHocQ+tTw+1GKzOFg74Czi7Mk3tlcRNx/V4N72OTFyiHlf9yEENlXuDr83UEZKNslY8OHD2fUqFGaVf1LlizJ3bt3mTp1Kv7+/kRFRfHVV1+xYcMGzbyyUqVKcfbsWb7//nt8fX0BqF+/Pjdv3uTp06cYGxtjb2+Pq6srXl5eALi6uqa4uhLgyZMnuLi4pNo2MzMzraHPZCZqE0zUJqk8A/LmyUuCawJxcTLMkdOZmJjIzhM5xOuf57d9voUQ2ZOhP9PZLhmLjIzUXO2YTK1Wa5a2iIuLIy4u7q0xr3N0TFo5e+/evYSEhNC8eXMAqlatSlhYGCdOnKBSpUoAHD9+nLCwMKpVq5ah56RWq+VLWgghhPhIZbtkrFmzZkyePJn8+fPj4+NDYGAgM2fOpFu3bgDY2tpSq1Ythg8fjoWFBR4eHhw4cIDly5czc+ZMTTlLliyhePHiODk5ERAQwMCBAxk8eLBmYn7x4sVp2LAhPXv2ZMGCBUDSVZlNmzbNkCsphRBCCCFAz3tT6sPLly8ZN24cGzZsICQkBHd3dzp06MD48eM1Wy8FBwczevRodu7cSWhoKB4eHvTq1YvBgwdr5uqMGjWKpUuXEhoaiqenJ3369NF6HCA0NJQBAwawefNmAJo3b87cuXOxt7dPV1uT96Y01N5WQgjDiAgJwfrf6QqvHj/GKpWLfYQQ2Zehv7+zXTKWnUgyJkTOJMmYEDmbob+/s90wZXaSnOcmrzcmhMgZIl6+1Pwc/vIlCebmmdgaIURGS/7eNlR/lSRjevTy3z/Y+fLly+SWCCH0xb1QocxughBCT549e6bzHtrvQ4Yp9SgxMZFHjx5hY2OTbdaVSl4b7f79+zK0+g7yWqWfvFa6kdcr/eS1Sj95rdIvLCyM/Pnz8/z583TPE/8Q0jOmR0ZGRuTNmzezm/FebG1t5cOaTvJapZ+8VrqR1yv95LVKP3mt0u/NZbL0Vo9BahFCCCGEEKmSZEwIIYQQIhNJMia0mJmZMWHChFS3dRLa5LVKP3mtdCOvV/rJa5V+8lqln6FfK5nAL4QQQgiRiaRnTAghhBAiE0kyJoQQQgiRiSQZE0IIIYTIRJKMCSGEEEJkIknGhBBCCCEykSRjQgghhBCZSJIxIYQQQohMJMmYEEIIIUQmkmRMCCGEECITSTImhBBCCJGJJBkTQgghhMhEkowJIYQQQmQiScaEEEIIITKRJGNCCCGEEJlIkjEhhBBCiEwkyZgQQgghRCaSZEwIIYQQIhNJMiaEEEIIkYkkGRNCCCGEyESSjAkhhBBCZCJJxoQQQgghMpEkY0IIIYQQmUiSMSGEEEKITCTJmBBCCCFEJpJkTAghhBAiE0kyJoQQQgiRiYwzuwE5WWJiIo8ePcLGxgaVSpXZzRFCCCFEOiiKwsuXL3F3d8fISP/9VpKM6dGjR4/Ily9fZjdDCCGEEO/h/v375M2bV+/1SDKmRzY2NkDSm2lra5vJrRFCCCFEeoSHh5MvXz7N97i+STKmR8lDk7a2tpKMCZGDJCQqnLgdSsjLaJxtzKnklQu1kUxFECKnMdQUo0yfwD9v3jy8vLwwNzenfPnyHDp06K3xBw4coHz58pibm1OgQAHmz5+fImb9+vV4e3tjZmaGt7c3GzZs0Hr84MGDNGvWDHd3d1QqFRs3bkxRhqIofP3117i7u2NhYUHt2rX5559/PuhchRDZ3/aLQVSftpcOC48xcPVZOiw8RvVpe9l+MSizmyaEyKYyNRlbs2YNgwYNYsyYMQQGBlKjRg0aNWrEvXv3Uo2/ffs2jRs3pkaNGgQGBvLVV18xYMAA1q9fr4kJCAigXbt2+Pn5ce7cOfz8/Gjbti3Hjx/XxERERFC6dGnmzp2bZtumT5/OzJkzmTt3LidPnsTV1ZV69erx8uXLjHsBhBDZyvaLQfRdcYagsGit48Fh0fRdcUYSMiHEe1EpiqJkVuWVK1emXLly/Pzzz5pjxYsXp2XLlkydOjVF/MiRI9m8eTOXL1/WHOvTpw/nzp0jICAAgHbt2hEeHs7ff/+tiWnYsCEODg6sWrUqRZkqlYoNGzbQsmVLzTFFUXB3d2fQoEGMHDkSgJiYGFxcXJg2bRq9e/dO1/mFh4djZ2dHWFiYDFMKkc0lJCpUn7Y3RSKWTAW42plzeOQnMmQpRDZn6O/vTJszFhsby+nTpxk1apTW8fr163P06NFUnxMQEED9+vW1jjVo0IDFixcTFxeHiYkJAQEBDB48OEXMrFmz0t2227dvExwcrFWXmZkZtWrV4ujRo2kmYzExMcTExGjuh4eHp7tOIUTWduJ2aJqJGIACBIVFc+J2KFUL5jZcw0SWoigK8fHxJCQkZHZTxFuo1WqMjY2zzLJTmZaMPX36lISEBFxcXLSOu7i4EBwcnOpzgoODU42Pj4/n6dOnuLm5pRmTVplp1ZP8vDfLuXv3bprPmzp1KhMnTkx3PUKI7CPkZdqJ2PvEiZwnNjaWoKAgIiMjM7spIh0sLS1xc3PD1NQ0s5uS+VdTvpmVKory1kw1tfg3j+taZka1bfTo0QwZMkRzP/nSWCFE9udsY56hcSJnSUxM5Pbt26jVatzd3TE1Nc0yvS5Cm6IoxMbG8uTJE27fvk3hwoUNsrDr22RaMubo6IharU7RYxUSEpKiRyqZq6trqvHGxsbkzp37rTFplZlWPZDUQ+bm5pbucszMzDAzM0t3PUKI7KOSVy7c7MwJDosmtYm2yXPGKnnlMnTTRBYQGxtLYmIi+fLlw9LSMrObI97BwsICExMT7t69S2xsLObmmfufqExLBU1NTSlfvjy7du3SOr5r1y6qVauW6nOqVq2aIn7nzp1UqFABExOTt8akVWZqvLy8cHV11SonNjaWAwcO6FSOECLnUBupmNDMG0hKvF6XfH9CM2+ZvP+Ry+weFpF+Wem9ytSWDBkyhEWLFvHrr79y+fJlBg8ezL179+jTpw+QNOzXuXNnTXyfPn24e/cuQ4YM4fLly/z6668sXryYYcOGaWIGDhzIzp07mTZtGleuXGHatGns3r2bQYMGaWJevXrF2bNnOXv2LJA0Yf/s2bOaJTVUKhWDBg1iypQpbNiwgYsXL9KlSxcsLS3p2LGj/l8YIUSW1LCEGz93Koernfb/ol3tzPm5UzkalnBL45lCCPEWSib7v//7P8XDw0MxNTVVypUrpxw4cEDzmL+/v1KrVi2t+P379ytly5ZVTE1NFU9PT+Xnn39OUebatWuVokWLKiYmJkqxYsWU9evXaz2+b98+haSLn7Ru/v7+mpjExERlwoQJiqurq2JmZqbUrFlTuXDhgk7nFhYWpgBKWFiYTs8TQmRt8QmJytEbT5WNgQ+UozeeKvEJiZndJJHJoqKilEuXLilRUVGZ3ZQcYcKECUrp0qVTHHN2dlYAZcOGDWkeS6+3vWeG/v7WaZ2xsLAwNmzYwKFDh7hz5w6RkZE4OTlRtmxZGjRoIEN4b5B1xoQQ4uMQHR3N7du3NTvKfAhDbrelKAr16tVDrVazY8cOrcfmzZvH6NGjuXDhAvnz5//guu7cuYOXl5fmvrW1Nfnz56d27doMGjSIwoULax579eoVMTExmvngly9f1uyoU6VKFRwcHLh161aKY7rM237be5Yl1xkLCgpi/Pjx/P7777i6ulKpUiXKlCmDhYUFoaGh7Nu3j++//x4PDw8mTJhAu3bt9N1uIYQQIsfZfjGIiVsuaa1p52ZnzoRm3noZBlepVCxZsoSSJUuyYMECzTqat2/fZuTIkfz0008Zkoi9bvfu3fj4+BAZGcmFCxeYPXs2pUuXZsuWLdStWxdIStSsra01z7l58yYALVq00Fylmtqx7Cpdc8ZKly6NnZ0dJ06c4NatW6xevZoffviBb7/9lnnz5nHw4EGePn3KuHHjmDlzJt9//72+2y2EEELkKJm13Va+fPmYPXs2w4YN4/bt2yiKQvfu3alduzaHDh3Cy8sLCwsLihYtyuzZszXPu3DhAkZGRjx9+hSA58+fY2RkxGeffaaJmTp1KlWrVtWqL3fu3Li6ulKgQAFatGjB7t27qVy5Mt27d9cslvv1119TpkwZzc/NmjUDkibdq1SqVI9lZ+nqGfvnn39wcnJ6a4yFhQUdOnSgQ4cOPHnyJEMaJ4QQQmRXiqIQFZe+lfgTEhUmbP4n1WVTFJKu2P168yX+V8gxXUOWFiZqnRIUf39/NmzYQNeuXWnTpg0XL17kwoULzJs3jz/++ANHR0eOHj1Kr169cHNzo23btpQoUYLcuXNz4MAB2rRpw8GDB8mdOzcHDx7UlLt//35q1ar11rqNjIwYOHAgrVq14vTp01SqVEnr8WHDhuHp6UnXrl0JCkpKSK2trVMcy87SlYy9KxH70HghhBAip4mKS8B7/I53B6aDAgSHR1Py653pir80qQGWprotJfrLL79QokQJDh06xLp163BxcdHaVcbLy4ujR4/yxx9/0LZtW1QqFTVr1mT//v20adOG/fv34+/vz7Jly7h06RJFihTh6NGjKbYoTE2xYsWApHllbyZj1tbW2NvbA/+tAwqkeiy70nlpi2XLlrF161bN/REjRmBvb0+1atXeulWQEEIIIbIuZ2dnevXqRfHixWnVqhUA8+fPp0KFCjg5OWFtbc3ChQs1y0AB1K5dm/379wNw4MAB6tSpQ82aNTlw4AAnT54kKiqK//3vf++sW0llN52Pic4r8E+ZMoWff/4ZSNq4e+7cucyaNYu//vqLwYMH8+eff2Z4I4UQQojsxsJEzaVJDdIVe+J2KF2WnHxn3NKuFdO1y4OFiTpd9b7J2NgYY+Ok1OCPP/5g8ODB/PDDD1StWhUbGxtmzJjB8ePHNfG1a9dm4MCB3Lhxg4sXL1KjRg1u3rzJgQMHePHiBeXLl8fGxuad9V6+fBlA62rLj4nOydj9+/cpVKgQABs3buTTTz+lV69e/O9//6N27doZ3T4hhBAiW1KpVOkeKqxR2Cld223VKOxksF0eDh06RLVq1ejXr5/mWPIVjMmS5419++23lC5dGltbW2rVqsXUqVN5/vz5O+eLQdK+nnPmzMHLy4uyZctm+HlkBzoPU1pbW/Ps2TMgaZshX19fAMzNzYmKisrY1gkhhBAfgay43VahQoU4deoUO3bs4Nq1a4wbN46TJ7V775Lnja1YsULTIVOqVCliY2PZs2dPqp00z549Izg4mFu3brF582Z8fX05ceIEixcvRq1+vx697E7nZKxevXr06NGDHj16cO3aNZo0aQIkXXHp6emZ0e0TQgghPgpZbbutPn360Lp1a9q1a0flypV59uyZVi9Zsjp16pCQkKBJvFQqFTVq1ACgevXqKeJ9fX1xc3OjZMmSjBo1iuLFi3P+/Hnq1Kmj1/PJynRagR/gxYsXjB07lvv379O3b18aNmwIwIQJEzA1NWXMmDF6aWh2JCvwCyHExyG7rsD/MctKK/DrnIyJ9JNkTAghPg4ZmYwJw8hKyZjOw5SQNKmvU6dOVKtWjYcPHwLw22+/cfjw4QxtnBBCCCFETqdzMrZ+/XoaNGiAhYUFZ86cISYmBoCXL18yZcqUDG+gEEIIIUROpnMy9u233zJ//nwWLlyIiYmJ5ni1atU4c+ZMhjZOCCGEECKn0zkZu3r1KjVr1kxx3NbWlhcvXmREm4QQQgghPho6J2Nubm7cuHEjxfHDhw9ToECBDGmUEEIIIcTHQudkrHfv3gwcOJDjx4+jUql49OgRv//+O8OGDUt1/REhhBBCCJE2nbdDGjFiBGFhYdSpU4fo6Ghq1qyJmZkZw4YN48svv9RHG4UQQgghciydkzGAyZMnM2bMGC5dukRiYiLe3t5YW1tndNuEEEIIIXK891pnDODRo0c8e/aMkiVLYm1tjawdK4QQQuQsX3/9NWXKlMn0Ml6nUqnYuHGj5v6VK1eoUqUK5ubmmnpSO5aV6ZyMPXv2jLp161KkSBEaN25MUFAQAD169GDo0KE6N2DevHma1W/Lly/PoUOH3hp/4MABypcvj7m5OQUKFGD+/PkpYtavX4+3tzdmZmZ4e3uzYcMGnet99eoVX375JXnz5sXCwoLixYvz888/63x+QgghhE4SE+D2IbiwLunfxAS9VtelSxdUKhUqlQoTExMKFCjAsGHDiIiIYNiwYezZs0crtmXLlnpvg4uLC/Xq1ePXX38lMTFRKzYoKIhGjRpp7k+YMAErKyuuXr2qaWtqx7IynZOxwYMHY2Jiwr1797C0tNQcb9euHdu3b9eprDVr1jBo0CDGjBlDYGAgNWrUoFGjRty7dy/V+Nu3b9O4cWNq1KhBYGAgX331FQMGDGD9+vWamICAANq1a4efnx/nzp3Dz8+Ptm3bcvz4cZ3qHTx4MNu3b2fFihVcvnyZwYMH079/fzZt2qTTOQohhBDpdmkzzCoBy5rC+u5J/84qkXRcjxo2bEhQUBC3bt3i22+/Zd68eQwbNgxra2ty586t17rfbMOdO3f4+++/qVOnDgMHDqRp06bEx8dr4lxdXTEzM9Pcv3nzJtWrV8fDw0PT1tSOZWmKjlxcXJSzZ88qiqIo1tbWys2bNxVFUZRbt24pVlZWOpVVqVIlpU+fPlrHihUrpowaNSrV+BEjRijFihXTOta7d2+lSpUqmvtt27ZVGjZsqBXToEEDpX379jrV6+Pjo0yaNEkrply5csrYsWPTcWZJwsLCFEAJCwtL93OEEEJkP1FRUcqlS5eUqKio9y/kn02KMsFOUSbYvnGzS7r9symDWqvN399fadGihdaxHj16KK6ursqECROU0qVLK4qiKBMmTFAArdu+ffsURVGU+/fvK+3atVMcHBwUS0tLpXz58sqxY8c0zytdurSyfPlyxcPDQ7G1tVXatWunhIeHv7UNiqIoe/bsUQBl4cKFmmOAsmHDBs3Pr99Sa+OECRNSPe+3vWeG/v7WuWcsIiJCq0cs2dOnT7Uy1XeJjY3l9OnT1K9fX+t4/fr1OXr0aKrPCQgISBHfoEEDTp06RVxc3FtjkstMb73Vq1dn8+bNPHz4EEVR2LdvH9euXaNBgwZpnlNMTAzh4eFaNyGEEB8pRYHYiPTdosPh7xEk5Q8pCkr6Z/vIpLj0lPeB87gtLCw036vJhg0bRtu2bTU9WEFBQVSrVo1Xr15Rq1YtHj16xObNmzl37hwjRozQGl68efMmGzdu5K+//uKvv/7iwIEDfPfdd+9sxyeffELp0qX5888/U308KCgIHx8fhg4dSlBQEMOGDUv1WFan89WUNWvWZPny5XzzzTdA0kS6xMREZsyYQZ06ddJdztOnT0lISMDFxUXruIuLC8HBwak+Jzg4ONX4+Ph4nj59ipubW5oxyWWmt945c+bQs2dP8ubNi7GxMUZGRixatIjq1auneU5Tp05l4sSJ7z55IYQQOV9cJExxz6DCFAh/BN/lS1/4V4/A1Oq9ajpx4gQrV66kbt26Wsetra2xsLAgJiYGV1dXzfGlS5fy5MkTTp48Sa5cuQAoVKiQ1nMTExNZunQpNjY2APj5+bFnzx4mT578zvYUK1aM8+fPp/qYq6srxsbGWFtba9pkbW2d4lhWp3MyNmPGDGrXrs2pU6eIjY1lxIgR/PPPP4SGhnLkyBGdG6BSqbTuK4qS4ti74t88np4y3xUzZ84cjh07xubNm/Hw8ODgwYP069cPNzc3fH19U23b6NGjGTJkiOZ+eHg4+fKl84MjhBBCZJK//voLa2tr4uPjiYuLo0WLFvz000/Mmzfvnc89e/YsZcuW1SRiqfH09NQkYpC0m09ISEi62vauvCAn0DkZ8/b25vz58/z888+o1WoiIiJo3bo1X3zxBW5ubukux9HREbVanaIXLCQkJEWvVTJXV9dU442NjTUT9NKKSS4zPfVGRUXx1VdfsWHDBpo0aQJAqVKlOHv2LN9//32ayZiZmZlOQ7VCCCFyMBPLpB6q9Lh7FH7/9N1xn68Dj2rpq1sHderU4eeff8bExAR3d3dMTEzS/VwLC4t3N+eN8pJH1dLj8uXLeHl5pbs92ZFOc8bi4uKoU6cO4eHhTJw4kb/++ott27bx7bff6pSIAZiamlK+fHl27dqldXzXrl1Uq5b6L1rVqlVTxO/cuZMKFSpo3ui0YpLLTE+9cXFxxMXFYWSk/fKo1ep0//IIIYT4yKlUSUOF6bkV/ARs3YG0eoBUYJsnKS495enYk2RlZUWhQoXw8PB4ayJmampKQoL2UhvJnRWhoaE61Zkee/fu5cKFC7Rp0ybDy85KdErGTExMuHjxYoZ1Fw4ZMoRFixbx66+/apaPuHfvHn369AGShv06d+6sie/Tpw93795lyJAhXL58mV9//ZXFixdrTc4bOHAgO3fuZNq0aVy5coVp06axe/duBg0alO56bW1tqVWrFsOHD2f//v3cvn2bpUuXsnz5clq1apUh5y6EEEJoGKmh4bR/77z5Hfvv/YbfJcVlIk9PT86fP8/Vq1d5+vQpcXFxdOjQAVdXV1q2bMmRI0e4desW69evJyAgQKeyY2JiCA4O5uHDh5w5c4YpU6bQokULmjZtqpUL5EQ6X03ZuXNnFi9enCGVt2vXjlmzZjFp0iTKlCnDwYMH2bZtGx4eHkDSVRKvr/3l5eXFtm3b2L9/P2XKlOGbb75hzpw5WhlztWrVWL16NUuWLKFUqVIsXbqUNWvWULly5XTXC7B69WoqVqzI559/jre3N9999x2TJ0/WJGxCCCFEhvJuDm2Xg+0bI0227knHvZtnTrte07NnT4oWLUqFChVwcnLiyJEjmJqasnPnTpydnWncuDElS5bku+++Q63WLXHcvn07bm5ueHp60rBhQ/bt28ecOXPYtGmTzmVlNypF0e361/79+7N8+XIKFSpEhQoVsLLSvlpj5syZGdrA7Cw8PBw7OzvCwsKwtbXN7OYIIYTQk+joaG7fvq3Z2eWDJCYkzSF79RisXZLmiGVyj1hO9Lb3zNDf3zpP4L948SLlypUD4Nq1a1qP5fSrHYQQQgi9M1KDV43MboUwIJ2TsX379umjHUIIIYQQHyWd54wJIYQQQoiMo3PPWKtWrVIdjlSpVJibm1OoUCE6duxI0aJFM6SBQgghhBA5mc49Y3Z2duzdu5czZ85okrLAwED27t1LfHw8a9asoXTp0u+1Gr8QQgghxMdG554xV1dXOnbsyNy5czWLoiYmJjJw4EBsbGxYvXo1ffr0YeTIkRw+fDjDGyyEEEJkVTouUCAyUVZ6r3TuGVu8eDGDBg3SWp3eyMiI/v3788svv6BSqfjyyy+5ePFihjZUCCGEyKqSV62PjIzM5JaI9Ep+r3TZ+klfdO4Zi4+P58qVKxQpUkTr+JUrVzRbJJibm8syF0IIIT4aarUae3t7zebXlpaW8j2YRSmKQmRkJCEhIdjb22eJBWV1Tsb8/Pzo3r07X331FRUrVkSlUnHixAmmTJmi2a7gwIED+Pj4ZHhjhRBCiKzK1dUVQJOQiazN3t5e855lNp1X4E9ISOC7775j7ty5PH78GAAXFxf69+/PyJEjUavV3Lt3DyMjI/LmzauXRmcXsgK/EEJ8fBISEoiLi8vsZoi3MDExeWuPmKG/v3VOxl4XHh4OIIlGGiQZE0IIIbIfQ39/v9eir/Hx8ezevZtVq1ZpxsQfPXrEq1evMrRxQgghhBA5nc5zxu7evUvDhg25d+8eMTEx1KtXDxsbG6ZPn050dDTz58/XRzuFEEIIIXIknXvGBg4cSIUKFXj+/DkWFhaa461atWLPnj0Z2jghhBBCiJxO556xw4cPc+TIEUxNTbWOe3h48PDhwwxrmBBCCCHEx0DnnrHExETNemKve/DgATY2NhnSKCGEEEKIj4XOyVi9evWYNWuW5r5KpeLVq1dMmDCBxo0bZ2TbhBBCCCFyPJ2Xtnj06BF16tRBrVZz/fp1KlSowPXr13F0dOTgwYM4Ozvrq63ZjixtIYQQQmQ/hv7+1nnOmLu7O2fPnmXVqlWcOXOGxMREunfvzueff641oV8IIYQQQrzbe60zZmFhQbdu3Zg7dy7z5s2jR48e752IzZs3Dy8vL8zNzSlfvjyHDh16a/yBAwcoX7485ubmFChQINWlNNavX4+3tzdmZmZ4e3uzYcOG96r38uXLNG/eHDs7O2xsbKhSpQr37t17r/MUQgghhEiNzsnY3r17+fLLL2natCnNmjVj4MCBHDx48L0qX7NmDYMGDWLMmDEEBgZSo0YNGjVqlGbCc/v2bRo3bkyNGjUIDAzkq6++YsCAAaxfv14TExAQQLt27fDz8+PcuXP4+fnRtm1bjh8/rlO9N2/epHr16hQrVoz9+/dz7tw5xo0bh7m5+XudqxBCCCFEanSaM9anTx9++eUXHBwcKFKkCIqicP36dV68eEG/fv346aefdKq8cuXKlCtXjp9//llzrHjx4rRs2ZKpU6emiB85ciSbN2/m8uXLWm06d+4cAQEBALRr147w8HD+/vtvTUzDhg1xcHBg1apV6a63ffv2mJiY8Ntvv+l0Tq+TOWNCCCFE9pNlt0PasGEDS5Ys4ddff+Xp06cEBARw7Ngxnjx5wsKFC/nll1/YvHlzuiuOjY3l9OnT1K9fX+t4/fr1OXr0aKrPCQgISBHfoEEDTp06pdmUNa2Y5DLTU29iYiJbt26lSJEiNGjQAGdnZypXrszGjRvfek4xMTGEh4dr3YQQQggh3ibdydiSJUsYMmQIXbp00exHCWBkZES3bt0YNGgQixcvTnfFT58+JSEhARcXF63jLi4uBAcHp/qc4ODgVOPj4+N5+vTpW2OSy0xPvSEhIbx69YrvvvuOhg0bsnPnTlq1akXr1q05cOBAmuc0depU7OzsNLd8+fKl45UQQgghxMcs3cnYmTNnaNWqVZqPt2nThtOnT+vcgNcTOwBFUVIce1f8m8fTU+bbYhITEwFo0aIFgwcPpkyZMowaNYqmTZu+de/N0aNHExYWprndv38/zVghhBBCCNBhaYunT5+SJ0+eNB/PkycPz549S3fFjo6OqNXqFL1gISEhKXqtkrm6uqYab2xsTO7cud8ak1xmeup1dHTE2NgYb29vrZjixYtz+PDhNM/JzMwMMzOzNB8XQgghhHhTunvGYmNjU+xH+TpjY2NiY2PTXbGpqSnly5dn165dWsd37dpFtWrVUn1O1apVU8Tv3LmTChUqYGJi8taY5DLTU6+pqSkVK1bk6tWrWjHXrl3Dw8Mj3ecohBBCCPEuOi36Om7cOCwtLVN9LDIyUufKhwwZgp+fHxUqVKBq1ar88ssv3Lt3jz59+gBJw34PHz5k+fLlQNKVk3PnzmXIkCH07NmTgIAAFi9erLlKEmDgwIHUrFmTadOm0aJFCzZt2sTu3bu1erTeVS/A8OHDadeuHTVr1qROnTps376dLVu2sH//fp3PUwghhBAiLelOxmrWrJmipyi1GF20a9eOZ8+eMWnSJIKCgihRogTbtm3T9D4FBQVprf3l5eXFtm3bGDx4MP/3f/+Hu7s7c+bMoU2bNpqYatWqsXr1asaOHcu4ceMoWLAga9asoXLlyumuF6BVq1bMnz+fqVOnMmDAAIoWLcr69eupXr26TucohBBCCPE2Ou9NKdJP1hkTQgghsp8su86YEEIIIYTIeOlKxr777jsiIiLSVeDx48fZunXrBzVKCCGEEOJjka5k7NKlS3h4eNC3b1/+/vtvnjx5onksPj6e8+fPM2/ePKpVq0b79u1lSE4IIYQQIp3SNYF/+fLlnD9/nv/7v//j888/JywsDLVajZmZmeYqyrJly9KrVy/8/f1lrS0hhBBCiHTSeQK/oiicP3+eO3fuEBUVhaOjI2XKlMHR0VFfbcy2ZAK/EEIIkf0Y+vtbp3XGIGkbodKlS1O6dGl9tEcIIYQQ4qMiV1MKIYQQQmQiScaEEEIIITKRJGNCCCGEEJlIkjEhhBBCiEz03snYjRs32LFjB1FRUUDSVZZCCCGEEEI3Oidjz549w9fXlyJFitC4cWOCgoIA6NGjB0OHDs3wBgohhBBC5GQ6J2ODBw/G2NiYe/fuYWlpqTnerl07tm/fnqGNE0IIIYTI6XReZ2znzp3s2LGDvHnzah0vXLgwd+/ezbCGCSGEEEJ8DHTuGYuIiNDqEUv29OlT2QZJCCGEEEJHOidjNWvWZPny5Zr7KpWKxMREZsyYQZ06dTK0cUIIIYQQOZ3Ow5QzZsygdu3anDp1itjYWEaMGME///xDaGgoR44c0UcbhRBCCCFyLJ17xry9vTl//jyVKlWiXr16RERE0Lp1awIDAylYsKA+2iiEEEIIkWOpFFkgTG8Mveu7EEIIIT6cob+/de4ZW7JkCWvXrk1xfO3atSxbtixDGiWEEEII8bHQORn77rvvcHR0THHc2dmZKVOm6NyAefPm4eXlhbm5OeXLl+fQoUNvjT9w4ADly5fH3NycAgUKMH/+/BQx69evx9vbGzMzM7y9vdmwYcMH1du7d29UKhWzZs3S+fyEEEIIId5G52Ts7t27eHl5pTju4eHBvXv3dCprzZo1DBo0iDFjxhAYGEiNGjVo1KhRmuXcvn2bxo0bU6NGDQIDA/nqq68YMGAA69ev18QEBATQrl07/Pz8OHfuHH5+frRt25bjx4+/V70bN27k+PHjuLu763RuQgghhBDpougoX758yqZNm1Ic37hxo5InTx6dyqpUqZLSp08frWPFihVTRo0alWr8iBEjlGLFimkd6927t1KlShXN/bZt2yoNGzbUimnQoIHSvn17net98OCBkidPHuXixYuKh4eH8uOPP6b73BRFUcLCwhRACQsL0+l5QgghhMg8hv7+1rlnrH379gwYMIB9+/aRkJBAQkICe/fuZeDAgbRv3z7d5cTGxnL69Gnq16+vdbx+/focPXo01ecEBASkiG/QoAGnTp0iLi7urTHJZaa33sTERPz8/Bg+fDg+Pj7pOqeYmBjCw8O1bkIIIYQQb6NzMvbtt99SuXJl6tati4WFBRYWFtSvX59PPvlEpzljT58+JSEhARcXF63jLi4uBAcHp/qc4ODgVOPj4+N5+vTpW2OSy0xvvdOmTcPY2JgBAwak+5ymTp2KnZ2d5pYvX750P1cIIYQQHyedF301NTVlzZo1fPPNN5w7dw4LCwtKliyJh4fHezVApVJp3VcUJcWxd8W/eTw9Zb4t5vTp08yePZszZ868tS1vGj16NEOGDNHcDw8Pl4RMCCGEEG+lczKWrEiRIhQpUuS9K3Z0dEStVqfoBQsJCUnRa5XM1dU11XhjY2Ny58791pjkMtNT76FDhwgJCSF//vyaxxMSEhg6dCizZs3izp07qbbPzMxM9ucUQgghhE50TsYSEhJYunQpe/bsISQkhMTERK3H9+7dm65yTE1NKV++PLt27aJVq1aa47t27aJFixapPqdq1aps2bJF69jOnTupUKECJiYmmphdu3YxePBgrZhq1aqlu14/Pz98fX216mnQoAF+fn507do1XecnhBBCCJEeOidjAwcOZOnSpTRp0oQSJUroNIz3piFDhuDn50eFChWoWrUqv/zyC/fu3aNPnz5A0rDfw4cPNRuT9+nTh7lz5zJkyBB69uxJQEAAixcvZtWqVVrtq1mzJtOmTaNFixZs2rSJ3bt3c/jw4XTXmzt3bk1PWzITExNcXV0pWrToe5+vEEIIIcSbdE7GVq9ezR9//EHjxo0/uPJ27drx7NkzJk2aRFBQECVKlGDbtm2a+WdBQUFaa395eXmxbds2Bg8ezP/93//h7u7OnDlzaNOmjSamWrVqrF69mrFjxzJu3DgKFizImjVrqFy5crrrFUIIIYQwFJ33pnR3d2f//v0fNF/sYyF7UwohhBDZT5bfm3Lo0KHMnj0bHXM4IYQQQgiRCp2HKQ8fPsy+ffv4+++/8fHx0UycT/bnn39mWOOEEEIIIXI6nZMxe3t7rasQhRBCCCHE+9M5GVuyZIk+2iGEEEII8VHSec4YQHx8PLt37/7/9u49Kqpy/x/4e4AB5C4gIF7ALBGFVMS8nAz1JIK1UMmk9KBmuvScUjE11PSL5joH9aSVZpon0i4eMdT8udRKvEKCZKAWaQqKd5BUBBHlNp/fHxx2jVyc0YGR4f1aa5bOsz97P8/+LGQ+PnvPs/HJJ5/g9u3bAICrV6+iuLjYoIMjIiIiMnV6z4xduHABISEhuHjxIkpLSzF48GDY29tj2bJluHfvHtauXdsQ4yQiIiIySXrPjE2fPh2BgYEoKChAixYtlPYRI0Zg3759Bh0cERERkal7qG9THj58GJaWllrtXl5euHLlisEGRkRERNQc6D0zptFoUFlZWaP98uXLsLe3N8igiIiIiJoLvYuxwYMH44MPPlDeq1QqFBcXIyYmxiCPSCIiIiJqTvR+HNKVK1cwaNAgmJubIysrC4GBgcjKyoKrqyuSkpLg5ubWUGNtcvg4JCIioqansT+/9b5nrE2bNjh+/Dji4+ORnp4OjUaD119/HWPGjNG6oZ+IiIiIHkyvmbHy8nL4+Phg586d6NKlS0OOyyRwZoyIiKjpeawfFK5Wq1FaWgqVStVQ4yEiIiJqVvS+gX/q1KlYunQpKioqGmI8RERERM2K3veMpaWlYd++fdizZw/8/f1ha2urtX3btm0GGxwRERGRqdO7GHNycsJLL73UEGMhIiIianb0LsbWr1/fEOMgIiIiapb0vmcMACoqKrB371588sknuH37NgDg6tWrKC4uNujgiIiIiEyd3sXYhQsX4O/vj2HDhuGNN97A77//DgBYtmwZZs2apfcAPv74Y3To0AHW1tbo2bMnkpOT640/dOgQevbsCWtrazzxxBNYu3ZtjZitW7eiS5cusLKyQpcuXfDNN9/o1W95eTmio6OVe+I8PT0xduxYXL16Ve/zIyIiIqqP3sXY9OnTERgYiIKCAq1FXkeMGIF9+/bpdazNmzcjKioK77zzDo4dO4b+/fsjNDQUFy9erDU+JycHQ4cORf/+/XHs2DHMmzcP06ZNw9atW5WY1NRUREREIDIyEidOnEBkZCRGjRqFtLQ0nfstKSlBRkYGFixYgIyMDGzbtg1nzpxBWFiYXudHRERE9CB6Pw7J1dUVhw8fho+PD+zt7XHixAk88cQTOH/+PLp06YKSkhKdj9W7d28EBARgzZo1Spuvry+GDx+O2NjYGvHR0dHYsWMHTp06pbRNmTIFJ06cQGpqKgAgIiICRUVF+Pbbb5WYkJAQtGzZEps2bXqofgHg6NGjeOaZZ3DhwgW0b99ep/Pjoq9ERERNz2O96CsAaDQaVFZW1mi/fPky7O3tdT5OWVkZ0tPTERwcrNUeHByMlJSUWvdJTU2tET9kyBD89NNPKC8vrzem+pgP0y8AFBYWQqVSwcnJSafzIyIiItKF3sXY4MGD8cEHHyjvVSoViouLERMTg6FDh+p8nOvXr6OyshLu7u5a7e7u7sjLy6t1n7y8vFrjKyoqcP369Xpjqo/5MP3eu3cPc+bMwejRo+utkEtLS1FUVKT1IiIiIqqP3sXY+++/j0OHDqFLly64d+8eRo8eDW9vb1y5cgVLly7VewD3P1pJROp93FJt8fe363JMXfstLy/HK6+8Ao1Gg48//rieMwFiY2Ph6OiovNq1a1dvPBEREZHe64x5enri+PHjiI+PR3p6OjQaDV5//XWMGTNG64b+B3F1dYW5uXmN2aj8/Pwas1bVPDw8ao23sLCAi4tLvTHVx9Sn3/LycowaNQo5OTnYv3//A68bz507F2+99ZbyvqioiAUZERER1UunmbGAgAAUFBQAAN59912ICF577TV89NFH+PjjjzFx4kS9CjEAsLS0RM+ePZGYmKjVnpiYiH79+tW6T9++fWvE79mzB4GBgVCr1fXGVB9T136rC7GsrCzs3btXKfbqY2VlBQcHB60XERERUb1EB9bW1nLp0iURETEzM5Nr167pstsDxcfHi1qtlri4ODl58qRERUWJra2tnD9/XkRE5syZI5GRkUr8uXPnxMbGRmbMmCEnT56UuLg4UavVsmXLFiXm8OHDYm5uLkuWLJFTp07JkiVLxMLCQo4cOaJzv+Xl5RIWFiZt27aV48ePS25urvIqLS3V+fwKCwsFgBQWFj5qqoiIiKiRNPbnt06XKbt3747XXnsNzz77LEQE7733Huzs7GqN/b//+z+dC8GIiAjcuHED7777LnJzc+Hn54fdu3fDy8sLAJCbm6u15liHDh2we/duzJgxA6tXr4anpydWrlyp9azMfv36IT4+HvPnz8eCBQvQsWNHbN68Gb1799a538uXL2PHjh3Kuf/ZgQMHMGDAAJ3PkYiIiKg+Oq0zdvr0acTExODs2bPIyMhAly5dYGFRs45TqVTIyMhokIE2RVxnjIiIqOlp7M9vvRd9NTMzQ15eHtzc3BpqTCaDxRgREVHT81gu+vrnG/hjYmLqvERJRERERPrRqRg7deoU7ty5A6Dq25TFxcUNOigiIiKi5sKoN/ATERERNXe8gb8B8Z4xIiKipoc38JsQFmNERERNT2N/fuv9OCSNRtMQ4yAiIiJqlnQqxnbs2IHQ0FCo1WplMdS6hIWFGWRgRERERM2BTpcp/3xp0sys7i9gqlQqVFZWGnSATRkvUxIRETU9j+Vlyj9fmuRlSiIiIiLD0WmdMSIiIiJqGHrdwK/RaLBhwwZs27YN58+fh0qlQocOHTBy5EhERkZCpVI11DiJiIiITJLOM2MigrCwMEycOBFXrlyBv78/unbtigsXLmD8+PEYMWJEQ46TiIiIyCTpPDO2YcMGJCUlYd++fRg4cKDWtv3792P48OH44osvMHbsWIMPkoiIiMhU6TwztmnTJsybN69GIQYAgwYNwpw5c7Bx40aDDo6IiIjI1OlcjP38888ICQmpc3toaChOnDhhkEERERERNRc6F2M3b96Eu7t7ndvd3d1RUFBgkEERERERNRc6F2OVlZW1Phy8mrm5OSoqKgwyKCIiIqLmQucb+EUE48ePh5WVVa3bS0tLDTYoIiIiouZC52Js3LhxD4zhNymJqFnQVAIXUoDia4CdO+DVDzAzN/aoiKipEiNbvXq1eHt7i5WVlQQEBEhSUlK98QcPHpSAgACxsrKSDh06yJo1a2rEbNmyRXx9fcXS0lJ8fX1l27Ztever0WgkJiZGWrduLdbW1hIUFCSZmZl6nVthYaEAkMLCQr32I6LH2K//T2R5Z5EYhz9eyztXtRORSWjsz2+jPg5p8+bNiIqKwjvvvINjx46hf//+CA0NxcWLF2uNz8nJwdChQ9G/f38cO3YM8+bNw7Rp07B161YlJjU1FREREYiMjMSJEycQGRmJUaNGIS0tTa9+ly1bhhUrVuCjjz7C0aNH4eHhgcGDB+P27dsNlxAieryd3AF8PRYouqrdXpRb1X5yh3HGRURNmkpExFid9+7dGwEBAVizZo3S5uvri+HDhyM2NrZGfHR0NHbs2IFTp04pbVOmTMGJEyeQmpoKAIiIiEBRURG+/fZbJSYkJAQtW7bEpk2bdOpXRODp6YmoqChER0cDqLonzt3dHUuXLsXkyZN1Or/Gfuo7ETUgTSXwgV/NQkyhAhw8gahfeMmSqIlr7M9vo82MlZWVIT09HcHBwVrtwcHBSElJqXWf1NTUGvFDhgzBTz/9hPLy8npjqo+pS785OTnIy8vTirGyskJQUFCdYwOqCraioiKtFxGZiAsp9RRiACBA0ZWqOCIiPRitGLt+/ToqKytrrF3m7u6OvLy8WvfJy8urNb6iogLXr1+vN6b6mLr0W/2nPmMDgNjYWDg6Oiqvdu3a1RlLRE1M8TXDxhER/Y9R7xkDAJVKpfVeRGq0PSj+/nZdjmmomD+bO3cuCgsLldelS5fqjCWiJsau7kWvHyqOiOh/dF7awtBcXV1hbm5eY6YpPz+/zpX+PTw8ao23sLCAi4tLvTHVx9SlXw8PDwBVM2StW7fWaWxA1aXMutZhI6Imzqtf1T1hRbkAarvV9n/3jHn1a+yREVETZ7SZMUtLS/Ts2ROJiYla7YmJiejXr/ZfZn379q0Rv2fPHgQGBkKtVtcbU31MXfrt0KEDPDw8tGLKyspw6NChOsdGRCbOzBwIWfq/N/fPkP/vfcgS3rxPRPprlAU06hAfHy9qtVri4uLk5MmTEhUVJba2tnL+/HkREZkzZ45ERkYq8efOnRMbGxuZMWOGnDx5UuLi4kStVsuWLVuUmMOHD4u5ubksWbJETp06JUuWLBELCws5cuSIzv2KiCxZskQcHR1l27Zt8ssvv8irr74qrVu3lqKiIp3Pj+uMEZmgWtcZ8+U6Y0QmpLE/vx+LRV+9vLzE0tJSAgIC5NChQ8q2cePGSVBQkFb8wYMHpUePHmJpaSne3t61LvqakJAgPj4+olarpXPnzrJ161a9+hX5Y9FXDw8PsbKykueee05++eUXvc6NxRiRiaqsEDmXJPJzQtWflRXGHhERGVBjf34bdZ0xU8d1xoiIiJqexv78NtoN/M1BdZ3L9caIiIiajurP7caar2Ix1oCqH53E9caIiIianhs3bsDR0bHB++Flygak0Whw9epV2Nvb17s+2eOkqKgI7dq1w6VLl3hp9QGYK90xV/phvnTHXOmOudJdYWEh2rdvj4KCAjg5OTV4f5wZa0BmZmZo27atsYfxUBwcHPiPVUfMle6YK/0wX7pjrnTHXOnOzKxxVgAz+gr8RERERM0ZizEiIiIiI2IxRlqsrKwQExPDxzrpgLnSHXOlH+ZLd8yV7pgr3TV2rngDPxEREZERcWaMiIiIyIhYjBEREREZEYsxIiIiIiNiMUZERERkRCzGTIy3tzdUKlWN1xtvvAEAGD9+fI1tffr00TrGgAEDasS88sorWjEFBQWIjIyEo6MjHB0dERkZiVu3bjXWaRqMIfIFAKmpqRg0aBBsbW3h5OSEAQMG4O7du8p2U8jXo+bq/Pnzte6vUqmQkJCgxDFXVfLy8hAZGQkPDw/Y2toiICAAW7Zs0YphrqqcPXsWI0aMQKtWreDg4IBRo0bh2rVrWjHNIVcAcOrUKYSFhcHR0RH29vbo06cPLl68qGwvLS3F1KlT4erqCltbW4SFheHy5cta/TBXVdatW4cBAwbAwcEBKpWq1hwYLFdCJiU/P19yc3OVV2JiogCQAwcOiIjIuHHjJCQkRCvmxo0bWscICgqSSZMmacXcunVLKyYkJET8/PwkJSVFUlJSxM/PT1588cXGOk2DMUS+UlJSxMHBQWJjYyUzM1POnDkjCQkJcu/ePSXGFPL1qLmqqKjQ2pabmyuLFi0SW1tbuX37thLHXFV5/vnnpVevXpKWliZnz56VxYsXi5mZmWRkZCgxzJVIcXGxPPHEEzJixAj5+eef5eeff5Zhw4ZJr169pLKyUolrDrnKzs4WZ2dnmT17tmRkZMjZs2dl586dcu3aNeUYU6ZMkTZt2khiYqJkZGTIwIEDpVu3blJRUaHEMFdV3n//fYmNjZXY2FgBIAUFBTX6MVSuWIyZuOnTp0vHjh1Fo9GISNUvtmHDhtW7T1BQkEyfPr3O7SdPnhQAcuTIEaUtNTVVAMhvv/1miGEbzcPkq3fv3jJ//vw6t5tqvh4mV/fr3r27TJgwQXnPXP3B1tZWvvjiC602Z2dn+fTTT0WEuar2/fffi5mZmRQWFiptN2/eFACSmJgoIs0nVxEREfK3v/2tzvhbt26JWq2W+Ph4pe3KlStiZmYm3333nYgwV7U5cOBArcWYIXPFy5QmrKysDF999RUmTJig9aDygwcPws3NDZ06dcKkSZOQn59fY9+NGzfC1dUVXbt2xaxZs3D79m1lW2pqKhwdHdG7d2+lrU+fPnB0dERKSkrDnlQDeph85efnIy0tDW5ubujXrx/c3d0RFBSEH374QYkxxXw9ys9WtfT0dBw/fhyvv/660sZc/eHZZ5/F5s2bcfPmTWg0GsTHx6O0tBQDBgwAwFxVKy0thUql0lqc09raGmZmZsq/w+aQK41Gg127dqFTp04YMmQI3Nzc0Lt3b2zfvl3ZJz09HeXl5QgODlbaPD094efnp+SBudKdIXPFYsyEbd++Hbdu3cL48eOVttDQUGzcuBH79+/H8uXLcfToUQwaNAilpaVKzJgxY7Bp0yYcPHgQCxYswNatWxEeHq5sz8vLg5ubW43+3NzckJeX16Dn1JAeJl/nzp0DACxcuBCTJk3Cd999h4CAAPz1r39FVlYWANPM18P+bP1ZXFwcfH190a9fP6WNufojV5s3b0ZFRQVcXFxgZWWFyZMn45tvvkHHjh0BMFfVuerTpw9sbW0RHR2NkpIS3LlzB7Nnz4ZGo0Fubi6A5pGr/Px8FBcXY8mSJQgJCcGePXswYsQIhIeH49ChQwCq8mBpaYmWLVtqHcvd3V3JA3N1SOfjGjJXFnpFU5MSFxeH0NBQeHp6Km0RERHK3/38/BAYGAgvLy/s2rVLKbgmTZqkFfPUU08hMDAQGRkZCAgIAACt/7VWE5Fa25uKh8mXRqMBAEyePBmvvfYaAKBHjx7Yt28fPvvsM8TGxgIwvXw97M9Wtbt37+K///0vFixYUOPYzFVVrubPn4+CggLs3bsXrq6u2L59O15++WUkJyfD398fAHMVHh6OVq1aISEhAX//+9+xcuVKmJmZ4dVXX0VAQADMzc2VfU09V9W/i4YNG4YZM2YAALp3746UlBSsXbsWQUFBdR7r/jwwV3Xn6n6GyhWLMRN14cIF7N27F9u2bas3rnXr1vDy8lJmcWoTEBAAtVqNrKwsBAQEwMPDo8Y3lQDg999/h7u7+yOP3RgeNl+tW7cGAHTp0kUrztfXV/lWjqnlyxA/W1u2bEFJSQnGjh2r1c5cVeXq7Nmz+Oijj5CZmYmuXbsCALp164bk5GSsXr0aa9euZa7+9HMVHByMs2fP4vr167CwsICTkxM8PDzQoUMHAM3j58rV1RUWFha1/i6qvlzr4eGBsrIyFBQUaM2O5efnKzPUzNUP9x+iTobMFS9Tmqj169fDzc0NL7zwQr1xN27cwKVLl5Sioja//vorysvLlZi+ffuisLAQP/74oxKTlpaGwsJCrUtOTcnD5svb2xuenp44ffq0VtyZM2fg5eUFwPTyZYifrbi4OISFhaFVq1Za7cxVVa5KSkoAAGZm2r+izc3Nlf/VM1c1f65cXV3h5OSE/fv3Iz8/H2FhYQCaR64sLS3Rq1even8X9ezZE2q1GomJicr23NxcZGZmKnlgrrx0PrZBc6XX7f7UJFRWVkr79u0lOjpaq/327dsyc+ZMSUlJkZycHDlw4ID07dtX2rRpI0VFRSJS9XXfRYsWydGjRyUnJ0d27dolnTt3lh49etT46vPTTz8tqampkpqaKv7+/k3uq8/VHiVfIlVff3ZwcJCEhATJysqS+fPni7W1tWRnZysxppKvR82ViEhWVpaoVCr59ttva+2DuRIpKyuTJ598Uvr37y9paWmSnZ0t7733nqhUKtm1a5dyLOaqymeffSapqamSnZ0tX375pTg7O8tbb72ldSxTz5WIyLZt20StVsu6deskKytLVq1aJebm5pKcnKzETJkyRdq2bSt79+6VjIwMGTRoUK1LWzBXIrm5uXLs2DH5z3/+IwAkKSlJjh07prW0iqFyxWLMBH3//fcCQE6fPq3VXlJSIsHBwdKqVStRq9XSvn17GTdunFy8eFGJuXjxojz33HPi7OwslpaW0rFjR5k2bVqNNZBu3LghY8aMEXt7e7G3t5cxY8bUugZLU/Ao+aoWGxsrbdu2FRsbG+nbt6/WP2gR08mXIXI1d+5cadu2rdYaUH/GXFU5c+aMhIeHi5ubm9jY2MjTTz9dY6kL5qpKdHS0uLu7i1qtlqeeekqWL1+uLGFQzdRzVS0uLk6efPJJsba2lm7dusn27du1tt+9e1fefPNNcXZ2lhYtWsiLL75YI5/MVZWYmBgBUOO1fv16JcZQuVKJiOg3l0ZEREREhsJ7xoiIiIiMiMUYERERkRGxGCMiIiIyIhZjREREREbEYoyIiIjIiFiMERERERkRizEiIiIiI2IxRkSPjYULF6J79+7GHkaTVlZWhieffBKHDx9+YGxpaSnat2+P9PT0RhgZEdWFxRgRNQqVSlXva/z48Zg1axb27dtnlPFt3boVvXv3hqOjI+zt7dG1a1fMnDlT2d5UCsV169bBy8sLf/nLXx4Ya2VlhVmzZiE6OroRRkZEdWExRkSNIjc3V3l98MEHcHBw0Gr78MMPYWdnBxcXl0Yf2969e/HKK69g5MiR+PHHH5Geno5//vOfKCsra/SxPKpVq1Zh4sSJOsePGTMGycnJOHXqVAOOiojqw2KMiBqFh4eH8nJ0dIRKparRdv/s0/jx4zF8+HD861//gru7O5ycnLBo0SJUVFRg9uzZcHZ2Rtu2bfHZZ59p9XXlyhVERESgZcuWcHFxwbBhw3D+/Pk6x7Zz5048++yzmD17Nnx8fNCpUycMHz4cq1atAgBs2LABixYtwokTJ5SZvA0bNgAAVqxYAX9/f9ja2qJdu3b4xz/+geLiYuXYGzZsgJOTE3bu3AkfHx/Y2Nhg5MiRuHPnDj7//HN4e3ujZcuWmDp1KiorK5X9vL29sXjxYowePRp2dnbw9PRUxlOXjIwMZGdn44UXXlDaysrK8Oabb6J169awtraGt7c3YmNjle0uLi7o168fNm3aVO+xiajhsBgjosfa/v37cfXqVSQlJWHFihVYuHAhXnzxRbRs2RJpaWmYMmUKpkyZgkuXLgEASkpKMHDgQNjZ2SEpKQk//PAD7OzsEBISUudMl4eHB3799VdkZmbWuj0iIgIzZ85E165dlZm8iIgIAICZmRlWrlyJzMxMfP7559i/fz/efvttrf1LSkqwcuVKxMfH47vvvsPBgwcRHh6O3bt3Y/fu3fjyyy+xbt06bNmyRWu/f//733j66aeRkZGBuXPnYsaMGUhMTKwzV0lJSejUqRMcHByUtpUrV2LHjh34+uuvcfr0aXz11Vfw9vbW2u+ZZ55BcnJyncclogam96PFiYge0fr168XR0bFGe0xMjHTr1k15P27cOPHy8pLKykqlzcfHR/r376+8r6ioEFtbW9m0aZOIiMTFxYmPj49oNBolprS0VFq0aCHff/99reMpLi6WoUOHCgDx8vKSiIgIiYuLk3v37tU5trp8/fXX4uLionWuACQ7O1tpmzx5stjY2Mjt27eVtiFDhsjkyZOV915eXhISEqJ17IiICAkNDa2z7+nTp8ugQYO02qZOnSqDBg3Sysf9PvzwQ/H29n7guRFRw+DMGBE91rp27Qozsz9+Vbm7u8Pf3195b25uDhcXF+Tn5wMA0tPTkZ2dDXt7e9jZ2cHOzg7Ozs64d+8ezp49W2sftra22LVrF7KzszF//nzY2dlh5syZeOaZZ1BSUlLv+A4cOIDBgwejTZs2sLe3x9ixY3Hjxg3cuXNHibGxsUHHjh21zsHb2xt2dnZabdXnUK1v37413td3b9fdu3dhbW2t1TZ+/HgcP34cPj4+mDZtGvbs2VNjvxYtWjzwPImo4bAYI6LHmlqt1nqvUqlqbdNoNAAAjUaDnj174vjx41qvM2fOYPTo0fX21bFjR0ycOBGffvopMjIycPLkSWzevLnO+AsXLmDo0KHw8/PD1q1bkZ6ejtWrVwMAysvLH/oc6qNSqerc5urqioKCAq22gIAA5OTkYPHixbh79y5GjRqFkSNHasXcvHkTrVq1emDfRNQwLIw9ACIiQwoICMDmzZvh5uamde+Uvry9vWFjY6PMcFlaWmrdYA8AP/30EyoqKrB8+XJl9u7rr79++MHf58iRIzXed+7cuc74Hj16YM2aNRARraLNwcEBERERiIiIwMiRIxESEoKbN2/C2dkZAJCZmYkePXoYbNxEpB/OjBGRSRkzZgxcXV0xbNgwJCcnIycnB4cOHcL06dNx+fLlWvdZuHAh3n77bRw8eBA5OTk4duwYJkyYgPLycgwePBhAVXGWk5OD48eP4/r16ygtLUXHjh1RUVGBVatW4dy5c/jyyy+xdu1ag53L4cOHsWzZMpw5cwarV69GQkICpk+fXmf8wIEDcefOHfz6669K2/vvv4/4+Hj89ttvOHPmDBISEuDh4QEnJyclJjk5GcHBwQYbNxHph8UYEZkUGxsbJCUloX379ggPD4evry8mTJiAu3fv1jlTFhQUhHPnzmHs2LHo3LkzQkNDkZeXhz179sDHxwcA8NJLLyEkJAQDBw5Eq1atsGnTJnTv3h0rVqzA0qVL4efnh40bN2otG/GoZs6cifT0dPTo0QOLFy/G8uXLMWTIkDrjXVxcEB4ejo0bNyptdnZ2WLp0KQIDA9GrVy+cP38eu3fvVmbyUlNTUVhYWOPSJRE1HpWIiLEHQURE2ry9vREVFYWoqCi99vvll1/w/PPPK19ieJCXX34ZPXr0wLx58x5ypET0qDgzRkRkQvz9/bFs2bJ6F7mtVlpaim7dumHGjBkNPzAiqhNv4CciMjHjxo3TKc7Kygrz589v4NEQ0YPwMiURERGREfEyJREREZERsRgjIiIiMiIWY0RERERGxGKMiIiIyIhYjBEREREZEYsxIiIiIiNiMUZERERkRCzGiIiIiIyIxRgRERGREf1/YlwhXFXkGSMAAAAASUVORK5CYII=", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of small nudges 1.0\n", + "Energy at Nudge: 8911.37\n", + "Energy after 10 seconds: 8900.94\n", + "plotting for run 131905\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of small nudges 0.7\n", + "Energy at Nudge: 8876.39\n", + "Energy after 10 seconds: 8891.7\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "energy_per_nudge(df_2025, nudge_run_list_2025, \"Spring2025\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kaggle": { + "accelerator": "none", + "dataSources": [ + { + "datasetId": 7606862, + "sourceId": 12083762, + "sourceType": "datasetVersion" + } + ], + "dockerImageVersionId": 31040, + "isGpuEnabled": false, + "isInternetEnabled": true, + "language": "python", + "sourceType": "notebook" + }, + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/simple_simulation/readme.md b/simple_simulation/readme.md new file mode 100644 index 0000000..ef54263 --- /dev/null +++ b/simple_simulation/readme.md @@ -0,0 +1 @@ +A simplistic simulation that uses a goniometer object to track backlash. This code can be used to initially train an RL agent, but a more realistic sim using the beam spot finder algorithm should be used in the end. diff --git a/simple_simulation/simple_sim.ipynb b/simple_simulation/simple_sim.ipynb new file mode 100644 index 0000000..f91d8c0 --- /dev/null +++ b/simple_simulation/simple_sim.ipynb @@ -0,0 +1,1546 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "eb222679", + "metadata": {}, + "source": [ + "# Simple Simulation Code \n", + "Code aims to roughly approximate the behavior of the goniometer nudges. In other words, this code does not use a realistic coherent edge simulation, but is focused on mimicking the behavior of nudges in the real data. This can be used as a first approximation, or to initially set up our RL workflow. \n", + "## Limitations of the code include:\n", + "* No time delay between nudges and the coherent edge energy changing. This will be implemented in the sim_engine class \n", + "* No wobble effect in the goniometer. This will be implemented in the goniometer class \n", + "* No motor speed in goniometer, all changes instantaneous. This will be implemented in the goniometer class\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "3534133b", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd \n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f2d8d624", + "metadata": {}, + "outputs": [], + "source": [ + "def get_sign(value):\n", + " if value>0:\n", + " return 1\n", + " elif value<0:\n", + " return -1\n", + " else:\n", + " return 0" + ] + }, + { + "cell_type": "markdown", + "id": "36b89f59", + "metadata": {}, + "source": [ + "# Class created to mimic the behavior of the goniometer\n", + "includes description of backlash. In principle, this could be used with a more realistic coherent edge sim from the beam spot finder to account for backlash. Still need to add:\n", + "* motor speed\n", + "* wobble effect " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "efc67cf3", + "metadata": {}, + "outputs": [], + "source": [ + "# goniometer doesn't know about the photon beam, but does know about backlash\n", + "# need separate function to change photon energy based on actual change in diamond angles after backlash\n", + "\n", + "class goniometer:\n", + " def __init__(self, run_period):\n", + "\n", + " # possible diamond orientations [should I include amorphous?] \n", + " self.orientations = [\"0/90 PERP\",\"0/90 PARA\",\"45/135 PERP\",\"45/135 PARA\"]\n", + "\n", + " self.current_orientation = \"Undefined\"\n", + " self.current_set_yaw = 0\n", + " self.current_set_pitch = 0\n", + " self.current_set_roll = 0\n", + " self.current_set_x = 0\n", + " self.current_set_y = 0\n", + "\n", + " self.current_rbv_yaw = 0\n", + " self.current_rbv_pitch = 0\n", + " self.current_rbv_roll = 0\n", + " self.current_rbv_x = 0\n", + " self.current_rbv_y = 0\n", + "\n", + " # backlash tracking, will be a number between -2.1 and 2.1 \n", + " self.pitch_recent_moves = 0\n", + " # backlash tracking, will be a number between -4.1 and 4.1 \n", + " self.yaw_recent_moves = 0\n", + "\n", + " self.current_diamond_pitch = 0\n", + " self.current_diamond_yaw = 0\n", + "\n", + " # 2.1 millidegrees of backlash in pitch\n", + " self.backlash_pitch = 2.1/1000.0\n", + " # around 4.1 millidegrees of backlash in yaw\n", + " self.backlash_yaw = 4.1/1000.0\n", + "\n", + " # set rough initial goniometer values for each orientation \n", + " self.orientation_x = [0, 0, 0, 0]\n", + " self.orientation_y = [0, 0, 0, 0]\n", + "\n", + " # based on data from each run period\n", + " if run_period==\"2020\":\n", + " self.orientation_pitch = [0.39,-0.73,0.39,1.81]\n", + " self.orientation_yaw = [1.4,2.4,0.73,0.84]\n", + " self.orientation_roll = [-10.5,-10.5,34.5,34.5]\n", + " elif run_period==\"2023\":\n", + " self.orientation_pitch = [-0.66,0.33,-1.75,-0.28]\n", + " self.orientation_yaw = [0.17,1.28,0.96,1.06]\n", + " self.orientation_roll = [162,162,-153,-153]\n", + " elif run_period==\"2025\":\n", + " self.orientation_pitch = [1.68,0.59,0.46,0.46]\n", + " self.orientation_yaw = [1.52,1.94,1.94,0.49]\n", + " self.orientation_roll = [-16.6, -16.6, 28.4, 28.4]\n", + " else:\n", + " print(\"Run period\",run_period,\"not currently set up\")\n", + " exit(0)\n", + " \n", + "\n", + " # change orientation, track direction for backlash accounting (done in change_diamond_angles)\n", + " def change_orientation(self, new_orientation):\n", + "\n", + " orientation_index = self.orientations.index(new_orientation)\n", + "\n", + " initial_pitch = self.current_set_pitch \n", + " initial_yaw = self.current_set_yaw \n", + " initial_roll = self.current_set_roll\n", + "\n", + " # set angle values change immediately (could add time delayed rbv)\n", + " self.current_set_pitch = self.orientation_pitch[orientation_index]\n", + " self.current_set_yaw = self.orientation_yaw[orientation_index]\n", + " self.current_set_roll = self.orientation_roll[orientation_index]\n", + "\n", + " # size and sign of angle change in each direction\n", + " nudge_pitch = self.current_set_pitch - initial_pitch \n", + " nudge_yaw = self.current_set_yaw - initial_yaw \n", + " nudge_roll = self.current_set_roll - initial_roll\n", + "\n", + " # change the diamond angles, accounting for backlash (no roll, not needed for energy changes)\n", + " self.change_diamond_angles(\"pitch\", nudge_pitch)\n", + " self.change_diamond_angles(\"yaw\",nudge_yaw)\n", + "\n", + " # tell the motors to start moving (modify readback values)\n", + " self.start_your_engines(\"pitch\",nudge_pitch)\n", + " self.start_your_engines(\"yaw\",nudge_yaw)\n", + " self.start_your_engines(\"roll\",nudge_roll)\n", + " \n", + "\n", + "\n", + " # here we eventually want the readback value to step in time, for now, just immediately set it to the right value since we don't know the motor speeds \n", + " def start_your_engines(self, motor, signed_nudge_size):\n", + "\n", + " if motor==\"pitch\":\n", + " motor_speed = 0.001 # totally guess that it is 1 millidegree a second\n", + " time_to_finish = abs(signed_nudge_size)/motor_speed\n", + " self.current_rbv_pitch += signed_nudge_size\n", + " # maybe change diamond angles here too?\n", + "\n", + " if motor==\"yaw\":\n", + " motor_speed = 0.001\n", + " time_to_finish = abs(signed_nudge_size)/motor_speed \n", + " self.current_rbv_yaw += signed_nudge_size \n", + "\n", + " if motor==\"roll\":\n", + " motor_speed = 0.01\n", + " time_to_finish = abs(signed_nudge_size)/motor_speed \n", + " self.current_rbv_roll += signed_nudge_size \n", + "\n", + " if motor==\"x\":\n", + " motor_speed = 0.5 \n", + " time_to_finish = abs(signed_nudge_size)/motor_speed \n", + " self.current_rbv_x += signed_nudge_size \n", + " \n", + " if motor==\"y\":\n", + " motor_speed = 0.5 \n", + " time_to_finish = abs(signed_nudge_size)/motor_speed \n", + " self.current_rbv_y += signed_nudge_size\n", + "\n", + "\n", + " # this is where we account for backlash\n", + " def change_diamond_angles(self, motor, signed_nudge_size):\n", + "\n", + " if abs(signed_nudge_size)<0.0001:\n", + " print(\"nudge of size less than a 1/10 millidegree given, ignoring\")\n", + " return\n", + "\n", + " if motor==\"pitch\":\n", + " \n", + " # nudge needs to be same sign as recent_moves and recent_moves needs to be +/- 2.1 for no backlash\n", + " if get_sign(signed_nudge_size)*self.backlash_pitch!=self.pitch_recent_moves:\n", + " # amount of backlash is bigger than the current nudge, so diamond angle won't change\n", + " if abs(self.pitch_recent_moves+2.0*signed_nudge_size)self.backlash_pitch:\n", + " # max size of recent moves should be max size of the backlash, but keep the correct sign\n", + " self.pitch_recent_moves = get_sign(self.pitch_recent_moves)*self.backlash_pitch\n", + " \n", + " elif motor == \"yaw\":\n", + " if get_sign(signed_nudge_size)*self.backlash_yaw!=self.yaw_recent_moves:\n", + " # amount of backlash is bigger than the current nudge, so diamond angle won't change\n", + " if abs(self.yaw_recent_moves+2.0*signed_nudge_size)self.backlash_yaw:\n", + " self.yaw_recent_moves = get_sign(self.yaw_recent_moves)*self.backlash_yaw\n", + "\n", + "\n", + " def do_nudge(self, motor, nudge_size_signed):\n", + " if motor==\"pitch\":\n", + " self.current_set_pitch += nudge_size_signed \n", + " self.change_diamond_angles(motor,nudge_size_signed)\n", + " self.start_your_engines(motor,nudge_size_signed)\n", + "\n", + " elif motor==\"yaw\":\n", + " self.current_set_yaw += nudge_size_signed\n", + " self.change_diamond_angles(motor,nudge_size_signed)\n", + " self.start_your_engines(motor,nudge_size_signed)\n", + "\n", + "\n", + " def print_state(self):\n", + " print(\"current set pitch is\",self.current_set_pitch)\n", + " print(\"current set yaw is\",self.current_set_yaw)\n", + " print(\"current set roll is\",self.current_set_roll)\n", + "\n", + " print(\"current diamond pitch is\",self.current_diamond_pitch)\n", + " print(\"current diamond yaw is\",self.current_diamond_yaw)\n", + "\n", + " print(\"current pitch recent moves is\",self.pitch_recent_moves)\n", + " print(\"current yaw recent moves is\",self.yaw_recent_moves)\n", + "\n", + "\n", + " def return_state(self):\n", + " return {\"pitch_set\":self.current_set_pitch, \"yaw_set\":self.current_set_yaw, \"diamond_pitch\":self.current_diamond_pitch, \"diamond_yaw\":self.current_diamond_yaw}\n", + " \n", + " def return_diamond_pitch(self):\n", + " return self.current_diamond_pitch\n", + " \n", + " def return_diamond_yaw(self):\n", + " return self.current_diamond_yaw\n", + " \n", + " def return_set_pitch(self):\n", + " return self.current_set_pitch\n", + " \n", + " def return_set_yaw(self):\n", + " return self.current_set_yaw\n", + " \n", + " def return_set_roll(self):\n", + " return self.current_set_roll\n", + "\n", + " \n", + "\n", + " \n" + ] + }, + { + "cell_type": "markdown", + "id": "855c433a", + "metadata": {}, + "source": [ + "# Testing of the Goniometer Object" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "f817f9ab", + "metadata": {}, + "outputs": [], + "source": [ + "def record_step(goni, times, pitches, rolls, yaws):\n", + " if len(times)==0:\n", + " times.append(1)\n", + " else:\n", + " times.append(times[-1]+1)\n", + " pitches.append(goni.return_set_pitch())\n", + " rolls.append(goni.return_set_roll())\n", + " yaws.append(goni.return_set_roll())\n", + " \n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "740f0f64", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def show_goni_orientations(run_period):\n", + " my_goni = goniometer(run_period)\n", + "\n", + " time_vals = []\n", + " pitch_vals = []\n", + " roll_vals = []\n", + " yaw_vals = []\n", + "\n", + " for i in range(5):\n", + " record_step(my_goni,time_vals,pitch_vals,roll_vals,yaw_vals)\n", + " my_goni.change_orientation(\"0/90 PERP\")\n", + " for i in range(5):\n", + " record_step(my_goni,time_vals,pitch_vals,roll_vals,yaw_vals)\n", + " my_goni.change_orientation(\"0/90 PARA\")\n", + " for i in range(5):\n", + " record_step(my_goni,time_vals,pitch_vals,roll_vals,yaw_vals)\n", + " my_goni.change_orientation(\"45/135 PERP\")\n", + " for i in range(5):\n", + " record_step(my_goni,time_vals,pitch_vals,roll_vals,yaw_vals)\n", + " my_goni.change_orientation(\"45/135 PARA\")\n", + " for i in range(10):\n", + " record_step(my_goni,time_vals,pitch_vals,roll_vals,yaw_vals)\n", + "\n", + "\n", + " fig, (ax1, ax2, ax3) = plt.subplots(3,1,sharex=True)\n", + "\n", + " ax1.plot(time_vals,roll_vals)\n", + " ax1.set_ylabel(\"Roll (deg.)\")\n", + " colors = [\"gray\",\"green\",\"blue\",\"red\"]\n", + " labels = [\"0/90 PERP\",\"0/90 PARA\",\"45/145 PERP\",\"45/135 PARA\"]\n", + " for i in range(4):\n", + " ax1.axvline((i+1)*5+1,color=colors[i],alpha=0.5,linestyle='--',label=labels[i])\n", + " ax1.legend()\n", + " ax2.plot(time_vals,pitch_vals)\n", + " for i in range(4):\n", + " ax2.axvline((i+1)*5+1,color=colors[i],alpha=0.5,linestyle='--',)\n", + " ax2.set_ylabel(\"Pitch (deg.)\")\n", + " ax3.plot(time_vals,yaw_vals)\n", + " for i in range(4):\n", + " ax3.axvline((i+1)*5+1,color=colors[i],alpha=0.5,linestyle='--')\n", + " ax3.set_ylabel(\"Yaw (deg.)\")\n", + "\n", + " ax1.set_title(\"Goniometer Orientations for Spring \"+run_period)\n", + " fig.savefig(\"plots/spring\"+run_period+\"_orientations.pdf\")\n", + "\n", + "show_goni_orientations(\"2020\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "ac7cc68c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def test_goni(run_period, orientation):\n", + " # plot set pitch, yaw, rbv, and diamond values to check backlash accounted for correctly \n", + "\n", + " # change +10 millidegrees, -20 millidegrees, + 20 millidegrees all in 1 degree increments \n", + "\n", + " pitch_values = []\n", + " yaw_values = []\n", + " diamond_pitch = []\n", + " diamond_yaw = []\n", + "\n", + " my_goni = goniometer(run_period)\n", + " # default orientation is all zero values\n", + " my_goni.change_orientation(orientation)\n", + "\n", + " for i in range(10):\n", + " my_goni.do_nudge(\"pitch\",0.001)\n", + " my_goni.do_nudge(\"yaw\",0.001)\n", + "\n", + " current_state = my_goni.return_state()\n", + " pitch_values.append(current_state['pitch_set'])\n", + " yaw_values.append(current_state['yaw_set'])\n", + " diamond_pitch.append(current_state['diamond_pitch'])\n", + " diamond_yaw.append(current_state['diamond_yaw'])\n", + "\n", + " for i in range(20):\n", + " my_goni.do_nudge(\"pitch\",-0.001)\n", + " my_goni.do_nudge(\"yaw\",-0.001)\n", + "\n", + " current_state = my_goni.return_state()\n", + " pitch_values.append(current_state['pitch_set'])\n", + " yaw_values.append(current_state['yaw_set'])\n", + " diamond_pitch.append(current_state['diamond_pitch'])\n", + " diamond_yaw.append(current_state['diamond_yaw'])\n", + "\n", + " for i in range(20):\n", + " my_goni.do_nudge(\"pitch\",0.001)\n", + " my_goni.do_nudge(\"yaw\",0.001)\n", + "\n", + " current_state = my_goni.return_state()\n", + " pitch_values.append(current_state['pitch_set'])\n", + " yaw_values.append(current_state['yaw_set'])\n", + " diamond_pitch.append(current_state['diamond_pitch'])\n", + " diamond_yaw.append(current_state['diamond_yaw'])\n", + "\n", + " for i in range(20):\n", + " my_goni.do_nudge(\"pitch\",-0.001)\n", + " my_goni.do_nudge(\"yaw\",-0.001)\n", + "\n", + " current_state = my_goni.return_state()\n", + " pitch_values.append(current_state['pitch_set'])\n", + " yaw_values.append(current_state['yaw_set'])\n", + " diamond_pitch.append(current_state['diamond_pitch'])\n", + " diamond_yaw.append(current_state['diamond_yaw'])\n", + " \n", + "\n", + " x_vals = [i for i in range(len(pitch_values))]\n", + "\n", + "\n", + " fig, axes = plt.subplots(2,1, sharex=True)\n", + "\n", + " axes[0].plot(x_vals,pitch_values)\n", + " axes[0].plot(x_vals,diamond_pitch)\n", + " axes[0].set_xlabel(\"Step Number\")\n", + " axes[0].set_ylabel(\"Pitch Value\")\n", + "\n", + " axes[1].plot(x_vals,yaw_values,label=\"Set Value\")\n", + " axes[1].plot(x_vals,diamond_yaw,label=\"Diamond Value\")\n", + " axes[1].set_ylabel(\"Yaw Value\")\n", + " axes[1].legend()\n", + "\n", + " fig.savefig(\"plots/goniometer_tests_\"+run_period+\".pdf\")\n", + "\n", + "show_goni_orientations(\"2020\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "4f31c02e", + "metadata": {}, + "outputs": [ + { + "data": { + 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Edv6mVSwwt6eSnT/UD9iusPNTQ9n3PimwedCiaWYXaf//7qA/Dt8MzT7YaALgMUZW3KaWJFSTjWHeAAskJk+cux+Bmbulnf+jNlXRq7599sFrG4Czv8rx+3/m2c6fVwx0tLBiuDvsTPXw8Fk8xm9Qsv8b28oaSZmFJPd9zLkHDFNQdv61VxAak4gq1kZYPNhNyc7/VDrWkuOAis2BrgvyJRfxTYxq6oShjaT9/+PNVNVfYf+n5+34A1ClHZD6Etg4QKYBMMxrYIHEqMy9sFghQlLTM9DdpRw+aatk5394SooQovnngMvAQpmTjYm0/xvqaOLCw0h8ucsvO/fAphbQT2H/v74ROPNzocyJYUqTnZ9EyM2QGFgY6mD1CA+Y6iss+8nxwKb+QMwTwLIa0G/dW9v58wJFrmZ3q4mW1a2y7P9kJBFoaslq2za1gXhFX0i2/zOvgQUSoxJkoaVtrNjEVLg7lhVba1kh9Gd3ga1DpZ2/dh+g1ReFOjey+C4cXF+0HtjmHYzF/yglZldpC3RW1EU6MRe4saNQ58YwJZl5f/vjmH+4aEb917/s/GOBp9cVdv6tMiexkCD7P7UjcbY1FqVIRovPLsUWvJ6JLC9gZAuE35LVvLkCP/MfsEBiciUxJQ1j11ERtpdwtDAQH4R62go7f3wE4NlHrsIcGuWbnT+vtKpunWX//+nwHez3Dck+6DEaaDxZjndN4CaWDJMPrL/wCKvOyUToX/vVg5ujkgA6Ogu48zegqQsM3ASYS9dpYWKsp42VIzxgZayL26GxIoE8Ncv+bw8MUtj/HxwHDn7GW/DMv2CBxORq55+27TquBUaJ0DltZ5ln2fkTFXb+x7KeCbX80NZT21yHNnbCqKbyg3jq1uu4Gvgi+2C7OUD1LrLT9+aBwHMlhwvDMHni5J1wYaUnPutQHV3rlss+eGUlcGGhHPdcAjg0UNMsIdoTrRxOCzoNnLr7DN/su6Vk/3cFeq+Q9n+vVcCFRWqbJ1M0YYHEvJFfjt7B375PhZ1/6RA3VFa281MxxuDLsqy/sPNbqnu6+LJLDbStobD/r/VC0HNF6wENTaD3csDOBUiIlPb/l0oCimEYlfB/GoPJnleFnb+Pmz0mtlSy898/Bhz4TI5bzwRq94a6qWtvht8HSPv/+ouPseqcLGKZVYG//Vw5PjIT8N+vtnkyRQ8WSMxr2eoVhEUnZT7P/F510biykp2f2nnc3AloaAH9NwBW1VAUyLT/1ypngsj4ZIxYfRnRLzPt/4YK+395IOIusGUo2/8ZJg+Ex5Cd/wrik9PQuJIFvuup1Foo7CawdQSQkQbUGwQ0+xRFhQ61bPFFpxpiPPfvWzh6Kyz7YONJgPsohf1/LBByTX0TZYoULJCY/+T8/Qh8sdNPjCe3qiJWillc88x2hHX7Q9p3ixCGulqiqq6tiR4ePIvHRE/v7NYDJnYyYVTHSNr/93/CuQcMowIJyWTn90JIdCIqWRmKiDIlZwtiQxV2/ljAqRnQ7Xe15CK+iTHNKmJQwwriz50a6d54onCv0Tw7/QRUbgOkJEj7f3SwuqfLFAFYIDH/4n54XJadv2tdO0xtpxQdClDUFCJoheg6GEURW1M9rBzhDgMdTZy7H4mZu25k5x7Y1gb6rAbKaAA+SrWbGIZ5rZ1/ymYf+D2JFjmIws5voGznJ1ERBFhUkXZ+LUWeYhGCIl1k5GhW1RIvU9JE7aan0Ur2/75rAOuaQFwo4NkPSIxR95QZNcMCiclBZFZH7FTUr2CGn/vWgwb554mIe8CWIUB6ClCrF9DqSxRlapUzxcJBrsL+v8UrCEtPPcw+WK090OlHOT4+B7ixU23zZJiizvcH/XHkVhh0NDXw11A3OFoYZuciUlVq2pbSNwcGbwMMzFFUoQKWiwbXRzUbI4TF0GedF+KSUnPa/w2tgfCbwPZRbP8v5bBAYnLY+cet90bg8wQ4mOu/YuePBDz7AolRgH0DoMcS2fesiNPa2QazusrWAz8cuo0Dfk+zDzYYCzScIMfUPy7oippmyTBFF89Lj7Fc0dfsp7514e6kJICOzQJu7wc0dYABG2Vz6iKOiZ5041oa6YqEc9puy7L/m1WQ9n8tfeD+UeDQdN6CL8UU/W84ptDs/J9t94X34xcw1tMSIXT6AMmy828eBLwIAMwcZV0TNdr588qIphUxvLGjGH+yxQfXlO3/HeYB1TpJ+z9tE7xQcrgwTCmHrPGz9kg7/7R21dDdpXz2Qa/VwPk/5bj7YsCxMYoL9mUNRJsisv+fuB2OuX/7Zx8s7wb0+kva/68sBy4tVedUGTXCAokRLDh2F/uuh0BLowyWDXFDFWtjeYBWT3snA0EXAV1TGUIvAnb+vPJV15poVd0KSWT/X/eq/X8FYFsXSIiQiaYvFb2bGKYUcyc0FpM8r4r8o171y2Nya6XG0/ePA39Pk+OWXwB1+6K44eJghgX9XESO9przj7BGUfRSUPN9oN03cnxoBnDnoNrmyZRygbRo0SI4OTlBT08PDRs2xOXLl1/72J07d8Ld3R1mZmYwNDSEi4sL1q9fn+MxYWFhGDFiBMqVKwcDAwN07NgR9+7dy/GYli1biqQ95dv48eNRGtnuHYw/T9wX4+961UGTKkoC6J/5gN82hZ1/PWBVHcUR0XpgUH3RliQiLlmRZ6Ww/+saydwD43LAs9vAtuFAmuIYw5RCwmMTxd8I5ec0rGiO+b2U7fzUnkNh5687AGjxOYornerYYXpHZzGes/8Wjvsr2f+bfATUHy7t/5SPFOKjvokypVMgbdmyBVOnTsXs2bNx9epV1KtXDx06dEB4ePh/Pt7c3BxffvklLly4AF9fX4wcOVLcDh8+LI6TU6lHjx54+PAh9uzZg2vXrsHR0RFt27ZFfHx8jmuNHTsWT58+zbr9+KMiabcUceFBJGbs9BVjKvjWz90h++D1zcCpH+S4629ApRYozhjpamHVCHfYmOjiXnicWB1n2//LSZGkbQg8/Af4eyrnHjClkpfJaaLIKjV4rWRpiGVD3aCrpchFjFM0eE2KARybAu//UeTs/HllXPNKGNjAQRS+/PBV+3+XX4BKraT9Xzj1nqh7ukxpEki//vqrECokcmrWrImlS5eKqM+qVav+8/EU+enZsydq1KiBypUr4+OPP0bdunVx9uxZcZwiRRcvXsSSJUvg4eGB6tWri/HLly+xadOmHNei57G1tc26mZiYoDTx4Jm086ekZaBLHTt82l4pOvToHLBH0b/svU+A+kNRErAzpdYDHtDX1sSZexGYtUfJ/m9XV3b6Jvv/1XXAud/VPV2GKfRcRMrTux4cjbIGMpnZzEBh2U/OFAmBgHllWSBWS5GnWIyhyNic7rXxXhVLJCRL+39odKI8qKkN9FsLWDkDsU8V4jBW3VNmSoNASk5Ohre3t4juZE1IQ0PcpwhRbtAX2/Hjx3Hnzh00by6LFSYlJYl/abtO+Zq6urpZIioTT09PWFpaonbt2pgxYwYSEhR5Kf8BXTcmJibHrTjzPF5uM1GVadcKZviln7Kd/75MyiY7f80eQOtZKEnULm+KPwbK1gObLgfhr9NK9v/qHYGO38vxsdnArT1qmyfDFDbk9Dx0M1Ta+Ye5w8lSyc6/6wPgiTegX7bI2/nf1v5f1TrT/n8F8Vn2f2qltBUwtALC/IDto9n+X0pQq0CKiIhAWloabGxscvyc7oeGhr72vOjoaBgZGUFHRwddunTBn3/+iXbt2oljzs7OqFChghA8L168ECLshx9+QHBwsNhGy2TQoEHYsGEDTp48KR5LeUxDhgx57XPOnz8fpqamWTcHB6WtqOJo51/nhceRCbAvq4/lr9r5Nyrs/OXdgZ5Li4WdP6+0q2mDmV2k/f97+lK4oWT/b/gB0OADOaYaL8HeapolwxQemy4HYplisfBjn7rwULbzH/8a8N+bbee3UOq/VkLIbMZtaaSDW09j8PHmayJBXVCW3Ltk/9cD7h0GDn+h7ukyhUCx/OYzNjaGj48Prly5gnnz5okcpn/++Ucc09bWFoncd+/eFflKtI1GIqhTp04ikpTJuHHjRK5TnTp1MHjwYKxbtw67du3Cgwey99irkIgiYZZ5CwoKQnGEom7/2+ELr/+y86cmAVsGA88fynogws6vj5LKqKZOGNbYUaQaTaFthSAl91rH+UDVDkBqotxWiApU51QZpkA5c+8ZZu6+IcZT2lZFD1clO7/3muzt5vcXAo5NUFJxMDcQkTNdLQ0c8yf7/63sg/a0YFwmx5eXAZcUY6bE8lYCiUTEzJkzMXDgwKxk6oMHD+LmTVkvQ1Voe0tTU1O4zpSh+5QT9NpJa2igSpUqwsE2bdo09OnTR0R4MnFzcxMCKioqSkSNDh06hMjISFSq9PoiZuSeI+7fl26uV6EtOspRUr4VRxYcu4c9PtLOv2SwG6raKNn5Keco8IK08w/aBhhZoyRDuQdURLJldSskpqSLPlPBL5Ts/5SPZFMHiA9XtB5QJG8yTAniblgsJm6Qdv6eruXxcZuq2QcfnAT2T5XjFtOBev1R0qlfoSx+7ecixqvPPcK6C0q10Wr1ANp+LcdURPKuNAcxJZM8C6RTp06JqMulS5dEpCYuLk78/Pr168KJlhdoi4zEDOURZZKeni7uN26setExOicz90gZ2gqzsrISidteXl7o3r37a69Bgoqws7NDSWXn1WD8cVyWO5jXszbeq6ps5/8e8Nsq7fyUlGgtra8lHbL/LxxUH862xoiIS8LoNV6I/Zf93w545i+tzWz/Z0oQz2KTMHL1FcQmpaKBkzm+761k5w+/DWwdLu38dfoBLaejtNClrh0+6yBNK1/vvYmTt5Vc1U2nAK5DgYx0YNtI4Kl0ATMljzwLpOnTp2Pu3Lk4evSoEDiZtG7dWrjH8gptjy1fvhxr166Fv78/JkyYIOz45Gojhg0bJra3MqFIET032fjp8b/88su/8oe2bdsmttwyrf6Un0TW//bt22dFwL799luRIP7o0SPs3btXPA8lepMjriRy6WGk2FojxreojP4eFbIPXt8CnFIkJnf5FajcCqUJaf/3gLWxLu6ExWLyRqXWA6blZe6BtgHw4ARw4DO2/zMlAspFpKKpZOd3sjB4xc7/TOYiJkUDFRoD3RcWezt/XpFlT+yF/X/yxqu4FaIw5tD70HUBULEFkBIvnW0xIeqeLlMUBJKfn5+w2b+KtbW1SLrOK/3798fPP/+MWbNmiS0ziuTQllhm4nZgYGCO5GoSTxMnTkStWrXQtGlT7NixQyRbjxkzJusx9PihQ4eKhO2PPvpIjJUt/iTsjh07JgQTPYa26Xr37o19+/ahJBIQEY8PFHb+znVs8bliZSR4fF5Wyiaafgy4UWG00kc5s2z7P7VX+HrfzWz7fzkXoPdK2XrAezVwYaG6p8sw72znn7rVBz5BUTBT2PnLGioWvCkvgc0DZd5d2YpAf88SYefPKxRJm9ezDppUtkC8wv4fFqNs/18HWFYHYkMU9n+5m8KUHMpkZH0LqIa9vT22bt2KJk2aiGRp2lqj3B5KcP70009fm+Rc0iCbP23hUcJ2Uc5HehGfjJ6Lz+FRZALqOZhhy7hG2Y61yAfAijbAyxdAjfeBvmtLpGMtLxy5GSrEJP1VzOxSA2OaKeWtXVgMHKZoZhlZA6ZGV3VOlWHeyc6/5J8H0NYsgw2jG6JhJYtsO/+OUcDNXYCeGTDmOGCp1GKkFBKdkIJeS87hwbN41C5vgq0fNIaBjpY8SL0bl7eRbYqop+MAT5m/yJSI7+88fxsOGDAA//vf/4QNnxQ25f+cO3dOiCPapmKKDkmpaeLLnsRReTN9rFC28yc8Bzz7SnFEzRnJnVHKxRHRvpYtvuxcQ4znHfAXgimLRhMAD4pUZgA7xgBPrqpvogzzlmy9EiTEEfF9r7rZ4og4OVeKIw1tuQgo5eKIMDXQxuoRDWBhqIMbT8j+76Nk/3fKtv/fPQgcmanu6TL5SJ6/Eb/77juxLUV1gChBm6pfU+4ORZTI2cYUDSgwOH2HHy4HPIexrhZWj/SAlbGynX8I8PwBYOoADNgE6Bioe8pFhtHvVcSQRhVEFIk+DP2ClVoPdPwBqNIOSH2psP8Xz3IPTOnk3P0IfLHLT4w/al0Fvd3ssw9e2wCc+UWOqYVIxWZqmmXRo4KFtP/raGng6K0wzD/gn33QwUPWiyMuLgYuL1fbPBk1b7FlQrlBN27cECLJ1dUVVasqWUNLAUV9i+33Y/ew4NhdaGqUwZqRHmhW1UoeoP/uXeMB382Argkw6jBgIwsmMtlQkjbZ/ikfiZK3d09qKvKUBIkxwKqOQPhNwLoWMOoQoFf0fgcYRpn74bHoufg8YhNT8X69cvh9AHWyVyRePzwFbOgFpKcCzT8DWvNi97/Ydz1E9Gsjvu1RG0MbOWYfJHF5fI5sVUSVt6vK4sVMKdpiy4SqVXfu3Bn9+vUrdeKoqLP72hMhjohvu9fOFkfE6Z+kOCqjCfRdw+LojfZ/V2H/D49NyupsLiAxNHgrYGQrRdL2kdx6gCnSUAmLEWTnT0yFu2NZUSk7Sxw9uwtsHSrFUe3eQKsv1T3dIku3euXwaftqWfb/f+4o2f/fmwq4DlHY/0cAoTJSx5SiCNKoUaPeePx1TWZLGkU1gkRbakNWXEJyWrroUv2FIp9G4Lcd2DFajsmm6v7m/0sGwgLdY9E5US+GCkpSHheJJ0HINWB1Z9np23207PxdyqzQTPGw8w9cfhHXAqNQwdwAuyY2gUVm9fz4CGB5ayDqMeDQEBi2F9DO7mPJ/Bv6yvx0my92XA0WJUK2T2gMZ1vFd0BqsozEPToDmJSXSe4mJbe2XnGlwCJI1N9M+UaVtE+cOCGKRlLlakZ9PCI7/3ovIY461LLB9I5KxR4DLwK7J8hx48ksjlSEkttXDqfkdg38c+cZ5uy/pWT/dwV6r5CuNq+VMv+AYYqYnX/atutCHJnoyXpfWeIoJVE2pSZxRMnG1GONxVGuUORtfq86aFTJXESVR62+gvBM+7+WDtB/PWBZDYh5AmzqDyTHq3vKTGHnIClDTjYq8Fi5cmV8/vnnKA0UtQhSVEIyei0+j4cR8ahrb4ot4xpDX0fhWKPeaivaAgmRgHNXWb+Drah54tCNUEzwlPZ/ak8y6r2K2QfPLwSO0LZEGWnzde6izqkyTBY/Hb6NRSelnX/dqIZoXFnJzr9zDHBjh+xWP/oYYCW3jpg8fOYuOY+Hz+Rn7uZxjbLt/88DFJ+5EUD1LlI08Wdu6clBynERDQ1REXvBggX5cTkmjySnpuOD9d5CHJUz1RPbQFniiGz81EeMxJGdC9DrL/5DfQs61rbFjE4yIvft37dw7JZS/8DGkxQROYX9n7beGEbNbPUKEuKImN+rbrY4Iv75Tooj0VpoPYujt8DMQEc0+zY31IFvcDQ+2eIjInYC84qy2bemLnDnb+DoLHVPl3kL8q3wDRWITE3lRNXChgKAM3b64VLAc9kyY6QHrE30svfDtwwFIu8BJvayr5iOobqnXGwZ26wSBjaQ9v+PNl/DjSdK9v9OPwGV28h8pI0DgOhgdU+XKcWcfxCBL3bKJOHJraqgj7Kd32ejNGsQ3X4HKrVQ0yyLP44WhvhrqBt0NDVw+GYYvj90O/ugQwOg5xI5pur7V2g7nilOKOKBqkORole/oKm1x99//43hw0tnmwp1svDEfZEsSHZ+6bpShAvpW3z/FJksqJPZdNVW3dMt9rkHc7rXQvCLBJy5FyFaD5D9385UH9DUkq7AVR2A8Fuy9QDZ/3WN1T1tppRxPzwO49d7IzU9A13r2mFqO6XoUMAZYO9HOV1XzDvh7mSOn/rWFTXT/jr9EE4WhhjUUNHrklyBlOJwYi5w4HOZ61WlrbqnzBRUBOnatWs5br6+sgEqNY397bff8no55h3Y4/MEvxyVdv6v36+FltWtc9bk8PGUNTnoi9u2tvomWoLQ1tTAosH1Uc3GCGExSRi9xgvxyvZ/EqKG1kDYDWD7KLb/M4VKZJwsSRGTmIr6Fczwc9960NBQOCsj7skCsekpQM0eQOuv1D3dEkN3l/JZQvSrPTdw+u6z7IPNPgXqDQIy0oCtI4Cwm+qbKFP4SdqlEXUnaXs/fo6Byy+J/COq/PxVV6V6RpRbQF/OROefgQZjC31+JZ2g5wmix11EXDLaOFuLKrsUxRM88QZWd5HVthuMAzortjMYpoDt/INXXIL34xdwMNfH7olNlez8kbLv4osAwN4DGL4P0FYUPmXyBfoqJcfgzqtPRPeC7ROaoLqt8b/t/9S9gOz/xrIhO1PCk7SZwuVxZDzGrvMW4qhdTZuctY6CLgO7FHb+RhNZHBUQDuYGWD7MHbpaGjh+Oxzf7r+VfZB62/VaJl1tl/8CLiraEDBMAX45f77dV4gjYz0tkTycJY5Ea6HBUhyZVZCthVgcFZj9v0FFc8SS/X/NFVE/Lcv+T+5hiypAdJBsU5ScoO4pM/kRQaJWIllVV3Ph6tXS0cBTXREk6izdc8k5YS2tU94UWz54nbW0s2w2yY61AuWA31NM9JS/8193q4kRTZXs/+d+l+4V2uakL6XqHdU3UaZE8+uRO/jjxH1oaZCdvwGaVLGUB+jjfedYwG8boGsKjDkKWFVX93RLNC/ipf0/ICIe9RzMsHlso5wlV5a3AV4+B2p0A/pSyRWOUxTV72+VkrR79OiRn3Nj3hKKGI3f4C3EkR3Z+Ye7Z4sjsvNvJDt/BGBXD+i1nMVRIdC5jh3+19EZPxy6LYpIUlPL1s6K0HmTj4DIB8DVtXLLc9RB+X/DMPnIDu9gIY6I73rWyRZHxD/fS3FEdv7+61gcFQJlDXVEQU7agr8eFIWpW32waFB9mQtmXkkW5Fz3PuC/Dzg2G2j/rbqnzLwGzkEqJhEk+m/63w5fbPUKhqGOptjfrmGnVN7eszcQcJrL26ux1MLmK0Ew0NHEtvGNUaucqTyYlgJ49gUengSM7eT/jWl5dU+ZKSFcfBiJoSsvISUtAxNaVhZiPYvrm4FdH8jx+38C9YepbZ6lEeW2T+NbVMZ0RR21f7V9olILbiPUNs/SSAznIJUsFv/zQIgjWoQsHFQ/WxyRvv17qhRHmXZ+FkeFCm0/U2fv96pYIiE5TTjbQqMVrQc0tYF+awErZyD2qWw9kBSn7ikzJYCHz+JEgVgSR53r2OKz9krRoUfngD2T5bjpFBZHaoBykagpMLH01ANsvhyYfbBOH6DlF3K8fyrw4ISaZsm8iTwLpLS0NPz8889o0KABbG1tYW5unuPG5D/7fUPw0+E7WXb+Vs5Kdv6zC4Br62WeS59VgG0d9U20FJNp/69qbYTQmERRIynb/m8KDNoKGFrJDt+0ckxPU/eUmWLM8/hkkQQc/TIFLg5m+LWfS7adn7Z1KSlb2Pm7A21mq3u6pZYeruUxpW1VMf5y9w2cvReRfbDF50DdAQr7/3Ag3F99E2XyRyB98803+PXXX9G/f38RnqLCkb169RLtRr7++uu8Xo7JhauBLzB163UxHtnUCcMaO2UfvLkLOP6NHHf8AajWQU2zZAhTfW3ZDNRQBzdDYvDx5mtIy2w9UNYRGLgZ0NID7h4CDitWjwyTR5JS00RT6keRCbAvqy/clHrainzDhOeAZx+Zk0huyp7LOAlYzXzcpip6upYXnwXUz/FeWKw8QMan9/8AHJsCSTGyJVRcuLqnyyiR578cT09PLF++HNOmTYOWlhYGDhyIFStWYNasWbh48WJeL8fkUmtn7FovkZzdtoY1ZnZRqnUUdAXYNV6OG44HGo5T2zyZV+z/w6X9/5h/OOb9rbQqtHeXX1jEpaXApb/UNk+meNv5rzzKtvNbGSvZ+TcPlk4p0wpSkLOdv0hswX/fuw4aOJkjNjEVI3PY/3Wl29i8MhAdyPb/4i6QQkNDUaeO3MYxMjISUSSia9euot0Ikz9Q6Jz+kCLjk1GrnAl+H+CaXYjwxWNg80AgNRGo1hHo8J26p8soUb9CWbHlQaw6F4D1Fx5lH6zVA2iriLQe+h9w97CaZskUR347dg97fEKEnX/JYDdUtTHOzkXc+yEQeB7QNQEGbwWMlLbiGbWiq6WJZUPd4GRhgOAXLzF2nZco7CkwMAcGbwP0y8ois5RYn56u7ikzbyOQ7O3tRe81onLlyjhy5IgYX7lyBbq6ipUM806kpKVjoqe36Klka6KHlcM9YKibaeePknb++Gcy36j3SrbzF0G61LXDZx1k0uzsvTdx8rZS6JySZl2HAhnp0v5PeUkMkwu7rgXj9+P3xHgumQKqKtn5T/0I+G4BymhKU4C1UvFYpkjZ/80MtOETFIVpW68jPXML3qIy0N8T0NAG/Pdmp04wxUsg9ezZE8ePHxfjDz/8EF999RWqVq2KYcOGYdQoRXsL5p1C6F/tvoFz9yOFZXzlCHfYmuplW8a3DQee3ZaW8YFbAF0jdU+ZeQ0TW1ZGP3d70Gfg5I1XcSskJjv3oOsCoGILIDlONraNkYsOhnmdZfx/26WQ/qBFJQxooGiGSvhuA/5RRJG7/AJUbq2mWTK5UcnKCMuGuEFbswz+9nuKn49I843AqSnQfZEcn/sN8F6rtnkyeayDtHDhQgwZMgRmZmY5fn7hwgVxI5HUrVs3lBYKqg4S2UG/P3hb2Pkp+bJNDUXRQfpv2vexLDqobchFB4sJlD82fNVlXHgYKYp77p7UFDYmetnRwJXtgYg7gG1dYORBFrzMv6CKzFR0MCohBZ1q22YXHSQeX5BFB9OSZWFSLjpYLNh5NTjLfEOlAPq5O2QfPPkdcOoHWdxzyA6gUkv1TbSEku91kL788kuUK1cOgwcPxokT2TUbGjduLJxspUkcFRSkVQOfywQ9aj6bJY6I839IcZRp52dxVCzQ0dLA0iFuqGxliKfR0v6fkKyw/+ubyVwRA0sg1BfYMYbt/8y/2laQnZ/EUb3/svNvHiTFkXNXoC1vyxQXetW3x0etq4jxFzv9cO6+kv2/5QygTl8gPRXYMgwIv62+iZZyNPKSnL106VKEhISgXbt2qFixIr799lsEBQUV7AxLmdthXo/a2DC6IUYq9/S6tRc4qqhl0mE+9/QqZpgaaGP1iAYwN9TBjSdk//dRsv87AQM3AZq6wN2DwJGZ6p4uU6Ts/N4iglTejOz8btk9vcjOT7mI1NOrXH1FayG28xcnPmlXDe/XK4fU9AzRQup+uLL9fyHg0AhIigY29gXinql7uqUSlf+i9PX1RZ7RyZMnce/ePQwdOhQrV64UQqljx47Ytm0bUlJSCna2pUQk5Ui+JFfDTrLwZwANxgGNFNZ+plhBPdroC44iSkdvhWH+ASX7v0MDoOdSOb64GLi8XG3zZIpONHn6Dj9cfvQcxrpaIrnX2lgvu7XQlqFA5H3A1EHa+XUM1D1l5i0+62l7zd2xbJb9PyJOYf/X1pM928pWBKICpWs55aW6p1zqeKslR6VKlTBnzhwEBATg4MGDsLCwwIgRI1C+PPeYylfoD2PjACD1JVC1vYweMcUWN0dz/NxXbo2uOBuADRcfZx+s3Qto/ZUcH/wcuHdUTbNkigJ/HL+PXdeeiNIeVKG9uq2SnX/fR8Djs4COsazQbqy0Fc8UK6jAJ9n/K5gbIOj5S4xTtv8bWkj7v54ZEHwF2D2B7f+FjMa7KmAqFkn/0ornbSNIixYtgpOTE/T09NCwYUNcvnz5tY/duXMn3N3dRbK4oaEhXFxcsH79+hyPCQsLE4KNcqYMDAxEhIuiXsokJiZi0qRJQtxRPafevXuL84oMiRRa7Q/EhwM2dWTekabC6s8UWyikPq1dtSz7/z93lOz/zaYBLoOl/X/bCCD0hvomyqiNPT5PsODYXTGe070Wmlezyj545mfg+iaFnX8NYKNUPJYpllgY6WL1SA9Rif9qYBQ+3aZk/7esKgtJkv2fOiecnKvu6ZYq3kogUd4RRZAokkT5SJSXRNW1M+sj5YUtW7aIJO/Zs2fj6tWrqFevHjp06IDw8P8uuU793ihhnJxzvr6+GDlypLgdPiwL7pFQ69GjBx4+fIg9e/bg2rVrcHR0RNu2bREfH591nU8++QT79u0TW4OnTp0Sr4FaphQJhJ1/BBB+CzCylQ1odRUrSKbYM7l1FfSuby/ykCZvvIbbocr2/98Ap2bZ9v/YUHVPlylErjx6js+2+Yrx2GYVMbihY84O8CcUX5CdfwKqtFXTLJn8prKVkTBzkP1/v+/TLIEsqNhMtiQhzvwCXNugtnmWOjJUJCkpKWPTpk0Z7dq1y9DU1Mywt7fP+PLLLzMePHiQ8S40aNAgY9KkSVn309LSMsqVK5cxf/58la/h6uqaMXPmTDG+c+cOSe+MGzdu5LimlZVVxvLly8X9qKioDG1t7Yxt27ZlPcbf31+cd+HCBZWeMzo6Wjye/s1X0tMzMvZ+nJEx2yQjY65tRsaTq/l7faZIkJSSltFv6fkMx//tz2j83bGMsOiX2QcTnmdk/OEmfweWNs/ISIpT51SZQiLgWVyGyzeHxe/E2LVXMlLT0rMPPr6YkTHHSv5OHPpCndNkCpBtXkHi/59uW68E5jx4bI78///GPCPjwT/qmmKJQNXvb5UjSLa2tmLbimoGUOTl8ePHmDt3rogivS3Jycnw9vYW0Z1MqOkt3acIkQriThStvHPnDpo3by5+lpQkk9xou075mlTl++zZs+I+PSdtByo/r7OzMypUqPDa56XrUu0E5VuBcGEh4L2awglA7xVAOdeCeR5GrVCyNuUeVLI0REh0Isas81Ky/5dV2P8tgKc+Mkmf7f8lmqgEaed/kZCCOuVN8dsAl+zWQtRbjZJ005KA6l2AdnPUPV2mgOjjZo/JrRT2/11+uPAgMvtgqy+BWr2k/X/rUOCZUpSJKRBUFkgzZ84UW2vbt29Hp06dhOh4VyIiIpCWlgYbm5xJhnSfygq8DiruRHlDOjo66NKlC/7880+x1acsdGbMmIEXL14IEfbDDz8gODg4awuQrk3nvlr08k3PO3/+fFFYKvPm4KBU2Cu/oATMZ4rKqh3mAc5d8v85mCKDmYGOyD0oa6AN3+BofLLFJzv3wLySdLGQ/f/2fuDoLHVPlynAYqJk834YEY9yptRayB0GOpmthV7ILu8JkYCdC9Cb7PzcWqgkM7VdNXSta4eUNGn/f/AsTh6g79weSwD7BjJH1bMPEK9UP4nJd1RWOZQnZGWllCyoRoyNjeHj4yP6v82bN0/M7Z9//hHHtLW1RSL33bt3Rb4SJWlTaYJ3FXUkuEiYZd4KpP6TqH/xJzB4B9BoYv5fnylyOFoY4q9h7tDR1MDhm2H4/pBSUbgKjYAei7Mji1dWqm2eTMFAUfAZO/1w8eFzGJGdf6QHrE1etfPfA0zKK+z8huqeMlPAUCFQcrvWr2AmmpZTZPF5fHK2/Z/qplH9tChqWj4ISElU95RLLGqtLGZpaQlNTc1/ucfoPm3pvQ4SOlWqVBEOtmnTpqFPnz4iwpOJm5ubEFBRUVEianTo0CFERkZmbQfStSmyRMdVfV7aoqPtReVbgUAiqWpb+S9TKvBwMsdPfeuK8V+nH2LjpcDsg3X6AK0UxSMPfAbcP6amWTIFwaKT97HjarDYTls4yBXOtibZ0eT9nwCPzgA6RtLOb2Kn7ukyhWj/p1ZTDub6eByZ8Ir93xIYRPZ/UyDoErBnItv/S6JAom0uEjOZzW+J9PR0cZ9amKgKnZOZe6QMbYVR1Iss/l5eXujevbv4OT0nRZqUn5fymAIDA/P0vAyTX3R3KY9P2kr7/1d7buD0XaXKuc0/BeoNBDLSgK0jgLCb6psok2/sux6Cn4/IPJKv36+FltWtsw+SW8lng6K10GrAtrb6Jsqoz/4/wgPGelrwevwC/9vhKyKOAqtqQL/1sl/bjR3ZzYqZfEXttelpe4xKBKxduxb+/v6YMGGCsOOTdZ+g6t20vZUJRYqOHj0qbPz0+F9++UXUQaJGupmQdZ+23DKt/pSfRNb/9u3bZwmn0aNHi+em7TdK2qbnI3HUqFEjNbwLDAN81KYKermWF/b/SZ5XcSdUqfVAt98Bx6ZAcqzC/l+EanYxecb78XNM2yablY5+ryKGNlKy89MX3glF09lOPwLV5OcWU/qoYm2MZUPcoKVRBnt8QrDgmFI9v0ot5OcCcfonwGeT2uZZUlF75cH+/fvj2bNnmDVrlkiQpm0z2hLLTNymqI5y7hCJp4kTJ4qka2p/QknZGzZsENfJhLbVSPzQlpmdnZ0QWV99pahSrGDBggXiulQgkqJPVHtp8WJFvgfDqAEquDq/dx0ER73E5YDnIvdg16QmssWElq4sGLeiLfD8AbBpADDib24xUQwJjEzA2HXeIjm7bQ0bfNG5RvbBoMvArgly3HAC0GCs2ubJFA2aVLHEdz3r4PMdvvjj+D04WRiIZrcC1yHS5UgRx70fAmYOgNN76p5yiaEMef3zcgK5ztasWSO2p6iYI21vKXPixAmUBsjmT5EoStgusHwkptR2cO+15LxoUlrP3hSbxzXOblJKHdxXtJHuphrdgL7ruElpMSI6IQW9lpzDg2fxqF3eBFs/aJztWHseIAVwQgRQrRMwwJMda0wWPxy6jSX/PBDFJKmhecNKFvIAfQfvGA3c3Cnbkow5JitwM+/8/Z3nT9aPP/5Y3Ego1a5dW1S+Vr4xDPNulDXUEc1JzQy0cT04GlO3Ktn/LSor7P86gP8+4NhsdU+XURGKGE3wJNt2POyEnd9Dyc4fJbdOSRzZ1pU10FgcMUp81r46utSR9v9x673xMIf9fzFg7wEkRgGefYF4pfpJTOFFkMh5tm7dOnTu3BmlGY4gMQXNpYeRGLLykvhA/KBFJczopLQVc30LsGucHFMegtsItc2TyR36mKUk261ewTDU0cS28U1Qs5xJdmuhDb2BgFOAcTlg7HHApJy6p8wUQcjJNuCvi/AJihJbbTsnNoW5oY48GPdMRpfJ/u/QCBi2R5YFYAovgkTOM7LYMwxTsFAI/cc+0v6/7NRDbLqsZP+v1x9oMV2O908FHpSOre3iypJTD4Q4ouLYCwfVzxZHmXZ+EkfahrLvIosjJhf7v31ZfTyKTMAH672QlKqw/xtZAYO3Abpk/78I7J0sf7+YtybPAonqDv3+++/ZdkOGYQqMnq72+KiNzCeYufsGzt5TqpzbcjpQt7/C/j8cCPdX30SZ1/K371P8eEhWyJ/drRZaOSvZ+c/9BlxbL+38fVcDdlIQM8zrsDJW2P91tXDl0QtM3+GnZP+vDvSnvEQtwG8b8E92fUCmgLbYXu1yT4nYVKW6Vq1aop6QMlTFujTAW2xMYUF/olO2+AibL9VE2TmhCaraGMuDqUnAuh5A4HnAtILcnjFS+gJm1MrVwBcY+NdFJKWmY0QTJ1HvKIubu4Ftw7Pt/A0/UNs8meLHmXvPMGL1FVEWZErbqpiiqKMmuLpOutqInsuAegPUNs8Sv8Wm3IOMbj179kSLFi1EPtKrxxiGyX/7/w+968LDqSxiE1Mxcs0VPItVFEYl+z+5nah3W3SgtP8nJ6h7ygw59p8nYOxa2gJJRxtna3zVtWb2wWAvYJdCEDX4gMURk2eaVbXC3B6ygOhvx+5h97Un2QfrDwOaTpHjPZOBR+fUNMtSlqTNSDiCxBQ21I+p5+JzovWAi4MZNo9rJHISBBH3gZVtFfb/94G+a9n+r0aoh1bvJedxPzwONe1MsG18YxjqKhxrLx7LZNr4Z0DVDrK3FjvWmLdk/gF/LDv9UPRz3DCmIRpUNM+2/28fAdzaA+iXBcYcly5YBgWWpB0QECBad7wK/ezRo0d5nynDMCpBbhXKPTDV1xYulmlbr2fb/y2rAP2pbo424L8XOP6NuqdbaklJSxeV0Ekc2ZjoYuUI92xxRF3Yyc5P4si2DtBnFYsj5p34X0dndKxli+S0dJG0/SgiXh6gBRJtr5V3kwsnzz5AwnN1T7dYkWeBNGLECJw/f/5fP7906ZI4xjBMwVHJygjLhrqJYnF/+z3Fz0dk8q/AqSnw/p/Zyb/ea9U2z9IKBeS/omT6+xEw0NEUtY7sTPWz7fyUTP/MHzC2AwZuAXSN1D1lppijoVEGC/q7iKKyLxJSxBZ8VEKyPKitDwzcLPMTqeL25sEyb5EpGIF07do1NG3a9F8/px5mPj4+eb0cwzB5pFElC3zfS7qdFv9D9vGg7IMuA4Hmn8vx31OBh/+oaZalE9rq2HwlSNj5/xzoitrlFXmZlMlw4FPg4clsO79peXVPlykhUKX95cPdUd5MX1Tg/2C9bGUjINPG4K2Arok0c1DyNmfWFIxAooTR2FhFE00laC+PqmszDFPw9Hazx4etZT2yL3b64fx9Jft/qy+A2n2A9FRgyzAg/Lb6JlqKOOj3FN8flO81JWS3qSH7SQrO/wl4r5F2/j4rATvuOsDkL9SzkSrwG+lq4VLAc0zf6Ztt/7euAfRbC5TRBHy3AKd+VPd0S6ZAat68OebPn59DDNGYfvbee9wkj2EKi6ntqqFbvXJITc/A+A3eIudFUKYM0H2RrKabRDkvfWWVXabAoJwwKsVADG/siJFNK2YfpJYwR2fJcYfvgOqd1DRLpqRT3dYYiwbXh6ZGGey8+gR/nriffbBya6DLL3L8z3eA7za1zbPEuthu3rwpLP5mZmZo1qyZ+NmZM2dEVjjVR6L+bKUBdrExRaX1wOAVl+D9+AUczPWxe2JTWBjpyoPxEbL56YsA2adp+D6Zk8DkK8EvEtBj0XlExCWhVXUrUelYS1Ox9nziDazuAqS+BDzGAp1/kgKWYQoQz0uP8eWuG2L8+wAXdHdR2s498hVw/g/Zz3HYXsCxMUobMQXlYqPikL6+vujXrx/Cw8PFdtuwYcNw+/btUiOOGKaoQDb/v4a6oYK5AYKevxRNLEk0CQwtZesB6vAdfAXYPUFaf5l8IyYxBaPWXBHiqIadCf4cVD9bHEUFAZsGSnFUpR3Q8XsWR0yhMLihI8Y2k1HMz7b5wuuRknut7TdAjW5AWjKweRAQ+UB9Ey1pEaTAwEA4ODiIXKT/OlahQgWUBjiCxBQlaHut1+JziElMFdtuv/d3Ee4WQcAZYH1PID0FaDYNaKPY7mHe2c5P4ujMvQhh5989qWm2Yy0xBljVAQi/BdjUBkYdAnQV1c8ZphCgCtsTNnjjyK0wlDXQxq6JTeFkaSgPUjHZNV2AkKuARRVg9FHAQFE/qRQQU1ARpIoVK+LZs3/nM0RGRopjDMMUPlWsjbB0qBu0NMpg3/UQ/Hr0bvbBis2A9/+Q4zO/ANc2qG2eJQVaV87ee1OII33tV+38qcD2kVIcGdlKxxqLI6aQoTyk3wa4oE55af8fpWz/1zFQ2P8dgMj7wNZhQKriGPP2Aok+GP4rehQXFwc9Pb28Xo5hmHyiSWVLfNerjhgvPHkf23LY/wcBzT6V430fAw9PqWmWJYMVZwKw8VKg2DH741U7/8HPgPvHAG0DYBB9Cdmre7pMKcVARwsrh7ujnKkeHkbECzNHlv3f2AYYtBXQMQYenZGfC2z/z4GivGvuTJ06VfxL4uirr76CgYFBDhcbFYp0cXFR9XIMwxQA/dwd8DgyHotOPsAXu/xgX9YAjStbyIOtvpTF4m7uBLYOBUYfA6yUGlwyKnH4Zii+O+gvxjO71ES7mkp2/guLAK9V9EkJ9F4BlHNV30QZhhz+JnpYOcIDfZdewMWHzzFjpx9+7ltXBjpsagL91gCe/YDrGwGLSkDzz9Q95eIXQaICkXSjCJKfn1/WfbpRgna9evWwZs2agp0twzC5Mq1ddXSta4eUNGn/f/AsLrv1QI8lgH0D2fKCWg+Q041RGd/gKHy8mT4HgaGNHDGqqVP2Qf/9wJGZctx+LuDcRW3zZBhlpIHAVRQw3XE1WBSYzaJKW+muJE7MBW7sUNs8i32S9siRI/H777+X+sRkTtJmijLkZBu4/CKuBUbB0cJAJGhSLzcBiaLlrYGox4BDQ2n11ebt8dx4EvUSPRadw7PYJLSsboUVynb+kGvA6s5ASgLgPgro8is71pgix/oLj/DVnptiTJXeydCRxeEvgQsLAU1dWRKkQkOUVAosSXv16tUsCBimGNj/qR4P1UZ6HJmAceu8/m3/1zUFgi4Beyay/T8XYhNTMHrNFSGOnG2NxZdLljiKDgY2DpDiqHIboBPXOmKKJkMbO2GUoojptG3XRf20LNrNAap3AdKSgM0DgecBKO2oFEHq1auX2D4jYUTjN7Fz506UBjiCxBQH7ofHoufi84hNTEV3l3L4rb9LtsmCErU39JItSSjvoLVie4jJQWpaOkav9cKpu89gZSzt/NTzSpAUC6zqCITdAKxrAqMOA3r8ecAUbfs/9Wo75h8GC0MdEV2uYKHIKU6Ol5HQpz6AZTVg9BFAvyxKGvkaQaILZX6o0sXo/utuDMMUHapYG2PpEGn/3+MTggXH7mUfrNQC6Pa7HJ/+CfDZqLZ5FlVo/fjNvltCHOlpawhHUJY4Ijv/tpFSHBlaSzs/iyOmGNj//xjogtrlTRAZn4xRa68g+mWKPKhjKO3/JuWBiLul3v6f5xwkRsIRJKY4seVKIP63w0+Mf+1XD73qK1nPj30DnP0V0NAGhu6SdZMYwcqzAfh2/y2xY0ZCs0MtW3mAPjYPfApcWQFo6QMj/wbKu6l7ugyjMmExiSKn7ml0IppWscCakQ2gnbltHHpDFjpNjgNchgDdF5aobeN8z0FKT0/HDz/8gKZNm8LDwwPTp0/Hy5cv82u+DMMUIP09KmB8i8pi/L8dvrj0MDL7YOuvgJo9ZKXtLUOACKUoUynmyM1QzP37lhh/0alGtjgiLi6R4kjY+ZezOGKKHTZk/x/uAUMdTZy7H4mZu26IiKnAtjbQZzVQRgPw2SAXUKUQlQXSvHnz8MUXX8DIyAjly5cXTrZJkyYV7OwYhsk3Pu9QHZ3r2Ar7/wcbvBEQEZ9t/++5VDa0TYwCPPsC8UoCqhTiFxyNjzf7iEDRoIYVMEbR10pw+wBw+IvsxFbqa8UwxZCa5UywcFB9Yf/f4hWEpaceZh+s1h7o9KMcH58D3Cgd+cVvJZDWrVuHxYsX4/Dhw9i9ezf27dsHT09PEVliGKboQ73Zfu3ngnoOZohKSMHI1ZfxIl6RX6CtDwzYBJhVAF4EAFsGA6lJKI2ERL3E6LVX8DIlDc2qWuKb92tlJ7aH+AA7RtMeG+A2AmjyobqnyzDvRCtna8zuVkuMfzh0Gwf8nmYfbDAWaDhBjneNB4KuoDShskCiRrSdO3fOut+2bVvxoRESEvLOk1i0aBGcnJxEq5KGDRvi8uXLb3TJubu7w8zMDIaGhqJ69/r16//V9mTy5Mmwt7eHvr4+atasiaVLl+Z4TMuWLcX8lW/jx49/59fCMEXd/k/1eyjR+FFkgnCzJKUq7P9GVsAghf0/8AKwZ1Kpaz0Ql5QqelaFxyahmo0RFg2un52XEf0E2KSw81dqBXT+uUTlZTCll+FNnDCiiSx6+skWH1wNVLL/d5gHVOsk7f/0+//iEUoLKguk1NTUf/Va09bWRkqKIvv9LdmyZYtoYzJ79mxcvXpVVOTu0KEDwsPD//Px5ubm+PLLL3HhwgX4+vqKwpV0o8hWJnS9Q4cOYcOGDfD398eUKVOEYNq7d2+Oa40dOxZPnz7Nuv34oyKcyDAlGLKqrx7pAWNdLVx+9BzTd/hl5x5YOwP91gIaWoDfNuCf71Ga7PwfbryK26GxsDTSxaoRHjDR086282/sD8Q+BaxqyPdIU3GMYUoAX3WtiTbO1khKTRd104KeJ8gDGpqybY5tXSAhQrYleRmF0oDKLjYNDQ106tQJurq6WT+jbbbWrVuLSM7b1kGiiBElfS9cuFDcpy07BwcHfPjhhyIRXBXq16+PLl264NtvvxX3a9eujf79+4uecZm4ubmJ+c+dOzcrgkTRp99++w1vA7vYmOLOmXvPMGL1FVEXZUrbqpjSVqkvm/daYN9HctzzL6Bef5R0Zu+5gbUXHgs7/+ZxjeHiYJZt5988CLh3GDC0AsYcB8o6qnu6DJPvxCelip5tt57GoKq1EbZPaAJTfcVCICYEWN4GiA0BKrYAhuwotouEfHexDR8+HNbW1jlqHg0ZMgTlypV76zpIycnJ8Pb2Ftt1WRPS0BD3KUKUG6Ttjh8/jjt37qB58+ZZP2/SpImIFj158kQ85uTJk7h79y7at2+f43zKobK0tBSCasaMGUhIUCjm/yApKUm8qco3hinONKtqhW+71xbj347dw+5rT7IPug0Hmn4sx3snA4/PoySz+lyAEEfEgn4u2eKIoIRsEkdaerJGDIsjpoRiqKuFlSPcYWOii3vhcZjkeRUpaYo8Y5NystaXtiEQcArY/0mJ34LXykuLkfwmIiICaWlpsLGxyWk/tLERDXBfB6k+ctKRaNHU1BTJ4+3atcs6/ueff2LcuHEiB0lLS0uIruXLl+cQUYMGDYKjo6MQeLRV97///U8IrddFwObPn49vvvkmX143wxQVyKH1ODIey04/xOfbfVHOTB8NKprLg22+lu0G/PfKCApFTixkqYCSxHH/MFHriJjeyRmd6thlH7y0DLi8TI57LgPs3dU0S4YpHOxM9YX9v9+yCzh7PwKz9tzAdz3rSKOCXV2g72qZi3Rtvfw8eO8TlFTy3IutKGBsbAwfHx9cuXJFlB+gnKN//vknh0C6ePGiiCJRhOqXX34RJQmOHTuW9RgSUJTrVKdOHQwePFi49Hbt2oUHD5S6HCtBESYSZpm3oKCgQnmtDFPQ/K+jMzrWskVyWjo+WO+FRzns/8tkjZ+XL6T9P+E5ShI3nkTjw03XkJ4BDPBwwAfNK2UfvHsYOKTY5m/7NVCrh9rmyTCFSe3ypqLfINn/N10OwvIzyvb/DkBHRW7isa+Bm7tRUlFrJW3aYjMwMMD27dvRo0ePHNt5UVFR2LNnj0rXGTNmjBAslKhNxStpq4/EDuUlKT8mODhYJG//F/Hx8aLGEx0n4ZQbnIPElCReJqdhwF8XcD04GpUsDbFzYhOYGejIg7FhwIo2QHQQ4NhUVtvWys5FLK6ERiei+6KzCItJwntVLEXiepZj7amv7LGWEg+4DgXe/5Mda0ypY9XZAMxRVJJfMrg+OtZWiq4e+FxGV2nrecTfxSq6mu85SAWBjo6OSJ6mPKJMKEmb7jdu3Fjl69A5tN1GkKuObrStpgxtxb2pZhNFpAg7O6VfAIYpJejraGK5os/Yw4h4Yf9PTlX8vRjbAIO2AromwONzwN6Pin3uASWjUq0jEkeUjJrDzk/JqORYI3FEyahdF7A4YkolI5s6YXhjR/HnPmWLD3yClNxrHecDVTsAqYkK+7/M4StJqH2LjbbHKD9o7dq1wpI/YcIEEc0h6z4xbNgwsb2lnAt09OhRPHz4UDyets+oDhIljBOkBlu0aIHPPvtMbLsFBARgzZo1YgutZ8+e4jG0jUaON9p+e/TokdiKo+ehHKW6deuq6Z1gGPVibawnrO1Gulq4FPAcM3Yq2f9tagJ91wBlNAHfzbK5bTGFXHsfb76GmyExsDTSEa85y6mTFKew84cAltWBfuuKrVOHYd6VMmXKCPt/q+pWSExJx5i1Xgh+oWT/77MSsKkDxD8DNvYDEqNRklC7QCI7/s8//4xZs2YJ2z1FcmibKzNxmwpUUo2iTEg8TZw4EbVq1RJ94Xbs2CHqHdEWWiabN28WpQMot4iKRH7//fciVymzECRFrigfiVxtzs7OmDZtGnr37i3KFjBMaaa6rbGIplDH7x1Xg7Ho5P3sg1XaAF1+luOT8wC/7SiOUH+1Y/7h0NXSwPJh7nAwN5AH0tOAHWOAUF/AwBIYvBXQV3KzMUwpREtTA38Oqo8adiaIiEvC6DVeiElU1D/UNZbONmM74NltYOtwIO3daiMWJdSag1Sc4RwkpiSz4eJjzNx9Q4wpWbNbvXLZBw9/CVxYCGjqAMP2Ao6qb4erm7XnH2H23ptivHhwfXRWdqwdmgFcXAxo6gIj9gMODdQ3UYYpYjyNfonuC8+JKvPNq1lh1XB3IZ6yWvCs7iSrzFMLnq6/Felt6WKRg8QwTNFkSCNHjHlPNmidtu06vB8rudeoQatzVyAtWdr/I//b+VnUOHk7HN/su5nl3Mshji4vl+KIoMa9LI4Y5j/t//ramjh995lYaGTFV8q5AL1XUswF8F4DnP8TJQEWSAzD/CczOtdAu5o2Ill77DpvBEYq5R70+guwcwFePpe5B0Xc/n8rJAaTN14Vdv7+7g4Y30LJzn/vKHDwczlu/RVQu5fa5skwRZk69qb4Y6CrCA55XgrEyrMB2QedOwMdvpPjo7MA/+KfssICiWGY/4TykH4f4II65U3xPD4ZI9dcRnSCIr9Ax1DmHpjYA5H3ga3DgNRkFEXCYhKFYy0+OQ1Nq1hgbs/asugdEXoD2DYCyEgHXIYAzaape7oMU6RpV9MGX3auIcbzDvjj8M3Q7IONJgAeY6nPBbBjLPDEG8UZFkgMw7wWAx0trBjuDjtTPTx4Fo/xG5Tt/7ZSJOkYA4/OAPs+LnL2/4Rkaed/Gp2IKtZGWDzYLdvOHxsqHWvJcYBTM7bzM4yKjH6vIoY0qiDt/5t94BussP/T3w8VkazSDkh9CWwcAEQForjCAolhmDdiYyLt/4Y6mrjwMBJf7lKy/9vWzrb/X98InFG43IqInf+jTT648SQGFoY6WK1s50+Ol+IoJhiwrAb0Xw9oKQpjMgzzRigC+3W3WmhRzQovU9Iweq0XnkS9lAc1tWQ7EpvaQHy4/DsrpvZ/FkgMw+QKWXwXDqovWg9s8w7G4n+UErOrtgU6/yjHJ+YWGfv/dwf8ccw/DDpaGvjrVTv/znHAUx/AwEIWwdQvq+7pMkyxQktTAwsHucLZ1hjPYsn+fwWxr9r/jWyB8FvAtpFAWiqKGyyQGIZRiVbO1vj6/Vpi/NPhO9jvG5J90GMM0GiSHO+eCARegjpZf/FxVgLpr/3qwc1RSQBRAunt/dLOP2ATYC7degzD5A1jPW2sHOEBK2Nd3A6NxeSN15CaptiCN7UHBm0GtA2AB8eBg58VuS343GCBxDCMygxr7CTaDxBTt17H1cAX2QfbfwtU7wykJQGbBwLPlRpcFiIn74Rj9h5Zw+mzDtXRta5SDSevVbKGE9FjMVChoVrmyDAlhfJmZP93h562Bk7dfYZv9t1Ssv+7Ar1XSPu/+NtbhOIECySGYfLEzC410baGtbT/r/VC0HMl+z99GNrVAxIiAc9+wEslAVUI+D+NwWRPaefv42aPiS0rZx+8fxz4+1M5bjUTqNOnUOfGMCWVuvZm+H2AtP9T9HbVuUfZB527AO3nyvGRmYD/fhQXWCAxDPMW9n9X1Cpngsj4ZIxYfRnRL5Xs/wPJ/l8eiLwHbBlaaPb/cLLzr5F2/saVLPBdzzrZdv6wW7INQkYaUG8Q0FwhlBiGyRc61LLFF51qZLXzOXorLPtg40mA+yhp/985Fgi5huIACySGYfKMoa6WqKprayLt/xM9vZGSmXtgYicTn3WMpP1//ycFnnsg7fxeCIlORCUrQywd4iaSswWxYbKYZXIs4Pge0O13tvMzTAEwpllFDGoo7f8fbbqGG08U7jX6e+v0E1C5jWxHQvb/6GAUdVggMQzzVtia6mHlCHcY6Gji3P1IzNx1I6f9v89qoIwG4LMBOPtrgdr5qRaL35NomGfa+Q0y7fwJwCb6MA4CLKqwnZ9hCpAyZcrgm/droVlVS4X9n2qQKdv/1wDWNYG4ULkFnxiDogwLJIZh3ppa5UxFM1uy/2/xCsLSU0qJ2dXaA50U9v/jc4AbOwtkDt8f9MeRW2HQ0dTAX0Pd4GhhKA+kpwO7xgEhVwF9cxnVMjAvkDkwDCOhQqyLBtdHNRsjhMUkYdQaL8QlKSz+eiby79DIBgi/CWwv2vZ/FkgMw7wTbWrYYFbXmmL8w6HbOOD3NPtgg7FAwwlyvGs8EHQlX5/b89JjLD8j7fw/9a0LdyclAXRstuwHpakDDNgIWCglbDMMU2CY6GmL4rKWRrrCOPHhxqvZ9n8zB2DgJkBLH7h/DDj0vyJr/2eBxDDMOzOiaUWMaCLt/59s8cE1Zft/h3lAtU7S/k/bXS+UHC7vAFmKZ+25KcZT21VDd5fy2QdFR/E/5Lj7YsCxcb48J8MwqmFf1kC0KSL7/8k7z/Dt/lvZB8u7yYbXZP+/sgK4uARFERZIDMPkC191rYnWztZIIvv/uv+w/9vWBRIiFPZ/Re+mt+ROaCwmeV4V+Ue96pfHh62rZB+8dxTYP1WOW34B1O37Ts/FMMzb4eJghgX9XMR47YXHWH1ORnsFNd8H2n0jx4e/AG4fQFGDBRLDMPlm//9joKtoSxIRl4xRa65k2/91jWTrAeNyQMQdYOswIE1xLI+ExyaKa1NeQ8OK5vi+V91sO/+js8CWIdLOX3cA0OLzfHyFDMPklU517DC9k7MYUxTpuL+S/b/JR4DbCGn/3zEaCPFBUYIFEsMw+YaRrhZWjXCHjYku7oXHiShPtv2/nBRJ2oZAwKm3sv+/TE4TxSmpMWYlS0MsG6pk5w/2lo0xUxOBah2B7gvZzs8wRYAPmlfCAA8HUcD1w1ft/51/Biq1kvZ/4Th9gqICCySGYfIVO1NqPeAh7P9n70dg1h4l+79dXaDPKmn/v7YeOPebytdNT88Q+U3Xg6NR1kAmgZoZKCz7oTeADb2A5DigYnOg71pAU2H1ZxhGrZQpUwbf9qiN96pYIiFZ2v9DoxPlQfo77bcWsHIGYp/KRU5SLIoCLJAYhsl3apc3xR8DpP1/0+Ug/HVayf5fvSPQYb4cH/sauLlbpWuSQ+7QzVBp5x/mDidLhZ0/4h6wvgeQGAXYN5ANaLX1CuJlMQzzjvb/qtbS/k8iKT7L/m8q7f+GVkCYH7B9dJGw/7NAYhimQGhb00b0bSO+J3FzQ8n+32g80GCcHO/6AAj2euO1Nl0OxDKFyPqxT114ZNr5yRG39n0g/plMAh+8TeY7MQxT5DDVl5FfC0Md3AyJwcebrwmjhaCsIzBwM6ClB9w7LBO31QwLJIZhCoyRTZ0wrLGjSDWaQttjQUruNYoiVW0vc4Yo9+D5Q5m4/crt7J0QfL3bB1pIxdTWFdGjrrU8Rq0K1nUHYkMAy+rA0F2Avpk6Xy7DMLngYG6A5cPdoaulgWP+4aJvWxb27kDPZXJ8eRlwSTFWE2UyspIDmLwQExMDU1NTREdHw8TERN3TYZgiCxWII9s/1UKhwnG7JzURNVIElGuwqpMMq78tZZ2AkQdlEjjDMMWCv32fYtLGq2JM7UmGK+qoCc4ukNvvlKtIUaVqHdTy/c0RJIZhChQtTQ38Oag+nG2NERGXhNFrvBCTmGn/N5bONooAvQ0WVYFhe1kcMUwxo0tdO3zeUf7df7PvJk7eDs8+2HQK4DpUjilxW01wBOkt4QgSw+SNkKiX6LHoHMJjk0QzS2oqS+Ipq29aUrSSnT8do9ddEXbgCuYG2DC6IcwyG9Aqo2sKaPA6j2GKIxkZGZi+w0/0cTTU0cS28U1Qs5zi+5S20Z9cBSo0zPfn5QgSwzBFinJm0v6vr62JM/ciMHvvzWz7P4kc/bLilq5rhqn7HuH8kzRoGJTFHyNbwczCOut4jhuLI4Yp1vb/uT1ro0llC8Qr7P9hMUr2/wIQR3mBP10Yhik06tib4vcBLqI+nOelQKw8q9R6QMGPh+/g4I1QaGuWwbIhbqhkxa40hinJ9v8lg91Q2coQT6MThUhKSFa/xb/ICKRFixbByckJenp6aNiwIS5fvvzax+7cuRPu7u4wMzODoaEhXFxcsH79+hyPiYuLw+TJk2Fvbw99fX3UrFkTS5cuzfGYxMRETJo0CRYWFjAyMkLv3r0RFqZUAp1hmAKhfS1bfNm5hhjPO+CPwzdDs45tuRKIpaceiDG1EGlYyUJt82QYpnAwNdDG6hENhP3/xhOy//tk2/9Ls0DasmULpk6ditmzZ+Pq1auoV68eOnTogPBwpYQtJczNzfHll1/iwoUL8PX1xciRI8Xt8OHDWY+h6x06dAgbNmyAv78/pkyZIgTT3r17sx7zySefYN++fdi2bRtOnTqFkJAQ9OrVq1BeM8OUdka/VxGDG1YQ9n+qheIbHIVz9yPw5a4b4vhHraugt5u9uqfJMEwhUcHCQBSApdZBR2+FYf4Bf6gbtSdpU8TIw8MDCxcuFPfT09Ph4OCADz/8ENOnT1fpGvXr10eXLl3w7bffivu1a9dG//798dVXX2U9xs3NDZ06dcLcuXNFYpaVlRU2btyIPn36iOO3b99GjRo1hPBq1KhRrs/JSdoM8+72/1FrvXD67jNYGesiMSUNsYmpeL9eOcU2HPdRY5jSxr7rIaJfGzG3R20MaeRYOpO0k5OT4e3tjbZt22ZPSEND3Cehkhuk7Y4fP447d+6gefPmWT9v0qSJiBY9efJEPObkyZO4e/cu2rdvL47Tc6akpOR4XmdnZ1SoUOG1z5uUlCTeVOUbwzBvDznYFg1yRXUbYzyLTRLiyN2xrKiUzeKIYUon3eqVw6ftq4kxGTlO3X2mtrmoVSBFREQgLS0NNjY2OX5O90NDs/MSXoVUH+UN6ejoiMjRn3/+iXbt2mUdp/uUd0Q5SPSYjh07ijynTBFF16afUx6Tqs87f/58oTgzbxTlYhjm3TDW08aqkR6oaGmImnYmWDbUDXramuqeFsMwamRSqyroXd8e6RkZCHyeoLZ5aKEYYmxsDB8fH5GMTREkyjmqVKkSWrZsmSWQLl68KKJIjo6OOH36tEjILleuXI6oUV6YMWOGeJ5MKILEIolh3p3yZvo4NrUFKGakQd1tGYYp1ZQpUwbze9VBP3d7tRo11CqQLC0toamp+S/3GN23tbV97Xm0DVelShUxJhcbJWJThIcE0suXL/HFF19g165dIrpE1K1bVwiqn3/+WQgkujZt70VFReWIIr3peXV1dcWNYZj8R5OFEcMwSlCytrpdrGrdYqNtLkqepihQJpSkTfcbN26s8nXoHMoRIii3iG4kopQhIUaPI+g5tbW1czwv5TEFBgbm6XkZhmEYhimZqH2Ljbathg8fLmobNWjQAL/99hvi4+OFdZ8YNmwYypcvLyJEBP1Lj61cubIQRQcOHBB1kJYsWSKOU0Z6ixYt8Nlnn4kaSLTFRjb+devW4ddffxWPoRyi0aNHi+emsgF0DrnmSByp4mBjGIZhGKZko3aBRHb8Z8+eYdasWSJBmrbMqIZRZuI2RXWUo0EkniZOnIjg4GAhgMh9RvWO6DqZbN68WeQMDR48GM+fPxciad68eRg/fnzWYxYsWCCuSwUiSWhR7aXFixcX8qtnGIZhGKYoovY6SMUVroPEMAzDMCX3+1vtEaTiSqau5HpIDMMwDFN8yPzezi0+xALpLYmNjRX/stWfYRiGYYrn9zhFkl4Hb7G9JeSIo/5tVJMpP6v+ZtZXCgoKKtVbd/w+8HtA8Hsg4feB34NM+H3AO78HJHtIHFFtxFcd78pwBOktoTeVKnUXFPSfXlp/+ZXh94HfA4LfAwm/D/weZMLvA97pPXhT5KhI1EFiGIZhGIYpirBAYhiGYRiGeQUWSEUMamcye/bsUt/WhN8Hfg8Ifg8k/D7we5AJvw8otPeAk7QZhmEYhmFegSNIDMMwDMMwr8ACiWEYhmEY5hVYIDEMwzAMw7wCCySGYZhC5tGjR6LArI+Pj7qnwjDMa2CBxDBMgfPs2TNMmDABFSpUEM4TW1tbdOjQAefOnct6DAmG3bt3F8p8RowYIZ7v+++/z/Fzev78rIzPMEzxhQUSwzAFTu/evXHt2jWsXbsWd+/exd69e9GyZUtERkaqbU56enr44Ycf8OLFC5QUkpOT1T0FhikxsEBiGKZAiYqKwpkzZ4QYadWqFRwdHdGgQQPMmDED77//vniMk5OT+Ldnz54igpN5n9izZw/q168vBE2lSpXwzTffIDU1Nes4PX7JkiXo1KkT9PX1xWO2b9+e67zatm0rIlnz589/7WO+/vpruLi45PjZb7/9lmN+FI3q0aMHvvvuO9jY2MDMzAxz5swRc/zss89gbm4u2hKtXr36X9e/ffs2mjRpIl5b7dq1cerUqRzHb9y4IV6XkZGRuPbQoUMRERGRdZxE5uTJkzFlyhRYWlqKqBzDMPkDCySGYQoU+nKnG21fJSUl/edjrly5Iv4lEfH06dOs+ySshg0bho8//hi3bt3CsmXLsGbNGsybNy/H+V999ZWIUl2/fh2DBw/GgAED4O/v/8Z5aWpqClHz559/Ijg4+J1e44kTJ0Tz6tOnT+PXX38VRey6du2KsmXL4tKlSxg/fjw++OCDfz0PCahp06aJ6Frjxo3RrVu3rKgaCcvWrVvD1dUVXl5eOHToEMLCwtCvX78c16ConI6OjtiuXLp06Tu9DoZhlKBCkQzDMAXJ9u3bM8qWLZuhp6eX0aRJk4wZM2ZkXL9+Pcdj6ONo165dOX7Wpk2bjO+++y7Hz9avX59hZ2eX47zx48fneEzDhg0zJkyY8Nr5DB8+PKN79+5i3KhRo4xRo0aJMT2/8sfi7NmzM+rVq5fj3AULFmQ4OjrmuBbdT0tLy/pZ9erVM5o1a5Z1PzU1NcPQ0DBj06ZN4n5AQIB4nu+//z7rMSkpKRn29vYZP/zwg7j/7bffZrRv3z7HcwcFBYnz7ty5I+63aNEiw9XV9bWvk2GYt4cjSAzDFDgU3aEIC+UedezYEf/884/YNqNo0JugiBBtV2VGoeg2duxYEWVKSEjIehxFX5Sh+7lFkDKhrT+Kwqj6+P+iVq1a0NDI/jil7bA6derkiFZZWFggPDz8X/PMREtLC+7u7lnzoNd+8uTJHK/d2dlZHHvw4EHWeW5ubm89b4ZhXo/WG44xDMPkG5Rn065dO3GjLbExY8aIrSjK4XkdcXFxIueoV69e/3m9/KB58+Yid4dyol6dC4meV7sxpaSk/Osa2traOe5TXtR//Sw9PV3ledFrpy03EnCvYmdnlzU2NDRU+ZoMw6gOCySGYdRCzZo1c9j6SVCkpaXleAxFme7cuYMqVaq88VoXL14UuUrK9yl3R1XI7k/J2NWrV8/xcysrK4SGhgqRlGn/z8/aRTRPEmgEJXV7e3uLpOvM175jxw6REE7RJYZhChfeYmMYpkChpGNKNt6wYQN8fX0REBCAbdu24ccff0T37t2zHkdC4Pjx40KQZFrvZ82ahXXr1oko0s2bN8X20+bNmzFz5swcz0HXW7VqlSghQFGpy5cvZwkNVaDtMEru/uOPP3L8nFxiVMOJ5krbWosWLcLBgweRX9D1du3aJdxskyZNEq971KhR4hjdf/78OQYOHCiS1un5Dx8+jJEjR/5LSDIMk/+wQGIYpkCh3JmGDRtiwYIFIlpCdnbaYqNcooULF2Y97pdffsHRo0fh4OCQFf2hra/9+/fjyJEj8PDwQKNGjcR1qFSAMiSgSDjVrVtXCKpNmzaJCFVeoFynV7fAatSogcWLFwshU69ePSG8Pv30U+QXFLmiG1377NmzIkeL7PpEuXLlhDONxFD79u2FiCM7P5URUM53YhimYChDmdoFdG2GYZgCh7a+KApDtYgYhmHyC16GMAzDMAzDvAILJIZhGIZhmFdgawTDMMUazhJgGKYg4AgSwzAMwzDMK7BAYhiGYRiGeQUWSAzDMAzDMK/AAolhGIZhGOYVWCAxDMMwDMO8AgskhmEYhmGYV2CBxDAMwzAM8wpcB+ktoZ5NISEhMDY2zuryzTAMwzBM0a+dFhsbK/odvqmvIQukt4TEETXVZBiGYRim+BEUFAR7e/vXHmeB9JZQ5CjzDTYxMVH3dBiGYRiGUYGYmBgR4Mj8Hn8dLJDeksxtNRJHLJAYhmEYpniRW3oMJ2kzDMMwDMMUJYF0+vRpdOvWTSRKkZLbvXu3yueeO3cOWlpacHFxyfM1KUFr1qxZsLOzg76+Ptq2bYt79+7ly2tiGIZhGKb4o1aBFB8fj3r16mHRokV5Oi8qKgrDhg1DmzZt3uqaP/74I/744w8sXboUly5dgqGhITp06IDExMS3eh0MwzAMw5Qs1JqD1KlTJ3HLK+PHj8egQYOgqan5rwhRbtek6NFvv/2GmTNnonv37uJn69atg42NjbjWgAED3uKVMG8D/V8kpqRDX0dT3VNhGKaI8DI5jT8TmCJBsctBWr16NR4+fIjZs2e/1fkBAQEIDQ0V22qZmJqaomHDhrhw4cJrz0tKShKZ78o35u1JSUvHmLVecJt7FCduh6l7OgzDFAF2X3uCenOOYOoWH6SnZ6h7Okwpp1gJJMoTmj59OjZs2CDyj94GEkcERYyUofuZx/6L+fPnCyGVeeMaSO8WOZq56waO3w5HQnIaPtx4DbdCWHAyTGnm0sNIfLb9OpJT07Hz2hP8dOSOuqfElHKKjUBKS0sT22rffPMNqlWrVujPP2PGDERHR2fdqP4R83YsOfUAW7yCoFEGqGFngvjkNIxacwWh0ZwDxjClkYfP4vDBBm+kpGWgVjlZNmXJPw+w5UqguqfGlGKKjUCisuBeXl6YPHmyiB7Rbc6cObh+/boYnzhxQqXr2Nrain/DwnJu69D9zGP/ha6ublbNI6599Pb87fsUPx6SK8Ov36+FzeMaoYq1EUJjEjF67RXEJ6Wqe4oMwxQiz+OTxQIpKiEFLg5m2DGhCT5uU1Uc+3LXDZy7H6HuKTKllGIjkEiQ+Pn5wcfHJ+tGydrVq1cXY8ohUoWKFSsKIXT8+PGsn1E+EbnZGjduXICvgLka+AJTt/qI8cimThjW2Amm+tpYPcIDFoY6uBkSg483X0Ma5x4wTKkgKTUNH6z3wqPIBNiX1ceK4e7Q09bElLZV0cOlHFLTMzB+gzfuhcWqe6pMKUStAikuLi5L7GQmUNM4MDAwa1uL7PxiohoaqF27do6btbU19PT0xJis+qpck2ojTZkyBXPnzsXevXuF6KLnoLpJPXr0UNM7UfIJep6Aceu8kJSajrY1rDGzS82sYw7mBvhrmDt0tDRwzD8c8/72V+tcGYYpnFzE6Tv8cOXRCxjraYmFkqWRbtbn9A996sLDqSxiE1Mxcs0VRMQlqXvKTClDrQKJtsxcXV3FjZg6daoYUxFH4unTp1nCJr+uSXz++ef48MMPMW7cOHh4eAhRdejQISG2mPwn+mWKCKFHxCWL/ILfB7hCkxKQlHBzLItf+9UT41XnArD+wiM1zZZhmMLg9+P3sOvaE2hplMGSwW6oapOzL5auliaWDXWHo4UBgl+8xNh1XkhMSVPbfJnSR5kMkvFMnqFtOXKzUcI25yO92c4/cvUVnL0fAVsTPeye1BS2pq8XootO3sdPh++IBO6VIzzQqrp1oc6XYZjCsfNP2SKj/N/3qoMBDSq8MYG75+LzYqHVpa4d/hzgCo1XFlgMUxDf38UmB4kpfpD2/mr3DSGODHQ0sXKE+xvFETGxZWX0cbMHpSFN9rwK/6ds/2eYksTlgOf4fLuvGH/QotIbxRFRycoIy4a6QVuzjDB5/HKU7f9M4cACiSkwlp1+iM1XpJ3/z4GuqFXONNdzKPfgu5510LiShbD/j15zBeExbP9nmJLAo4h4kZSdnJaOjrVs8b8Oziqd16iSBb7vVVeMF518gK1eXGaFKXhYIDEFwkG/p/j+4G0x/qprTbSpkbMw55ugZO2lQ9xQycoQIdFk//dCQjLb/xmmOBOVIO38LxJSUM/BDAv6u+Rpq6y3mz0+bF1FjL/Y6YfzD9j+zxQsLJCYfMcnKCorv2B4Y0eMbFoxz9cwNZD2f3NDHfg9icaUzT5s/2eYYgpVx/5gvTceRsSjvJk+lg9ze6t+a1PbVUO3egr7/3pv3A+PK5D5MgzBAonJV4JfJIgea2Tnb1XdSkSP3hZHC0P8NdQNOpoaOHIrDN8fZPs/wxRLO/9OX1wKeA5jXS2sGuEBa+O3cwzTFvxPfeoK12tMYqqISEWy/Z8pIFggMflGTGKmnT9JtBD5c1B9aGm+26+Yu5M5fuorcw+WnwnAhouP82m2DMMUBn+euI+dV5+I0h6LBtdHdducdv68QoUkaeFUwdwAgVRfbb032/+ZAoEFEpNvdv5JnldxNywO1sa6WDXCHUa6b9dQ+FW6u5QXoXVi9t6bOHX3Wb5cl2GYgmWPzxP8evSuGM/pXgvNq1nly3UtjOgzxgMmelrwfvwCn233RTpvwTP5TP58gzEo7SH0WXtu4sy9COhra2LlcA/YmernfuKLR8DN3UBG7qu/D7WByhWe4uaTGFzz3IsaDSsIIaYy+uZA3X6Ajqy4zjBMweL16Dk+2ybt/GObVcTgho65n5SaBPhtB+JCc30opWvvc0nANq8gpN8Azr20QLOqlqpPsIwGUL0zYFVd9XOYUgUXinxLuFBkNn+dfoDvDtxGmTLAX0Pd0a6mCo615w+BFW2BhEgUGk7NgMHbAG0VxBvDMG/N48h4UdyRGtG2r2mDJUPc/lU9/1+kpwM7RgM3dxbWNAFtQ2DYbsChQeE9J1Nsvr85gsS8E4duhGK+ws5P/dVUEkcvXwCe/aQ4sqyepw8nSv4+5h8m+jNRg9tWztaiVcGbyQBu7gEenQG2Dgf6bwC0dFR+ToZhVCc6IUX0TiNxVKe8KX4b4JK7OCJOzpPiSEMLqNtfRnhUxPdJNG6FxIiyAS2qWcFGlehy2A0g5BqwoQ8wYj9gJ3MdGSYTFkjMW3Nd2PmvgWKQQxs5YlRTp9xPSk0GtgwFIu8BJvbA8L2Asa3Kz0kfe7UiaHV6Di+iU9AxzhaLB9fPvZ6Ky2BgfS/g3mFg51ig90pAk3/9GSbf7fwbvPDwWTzKmeph5XB3GOio8Hd2zRM487Mcd/sDcB2cp+etnZ6BvzZfw37fpzB9oI2dE5ugspVRLpONBzb0BgIvAOt7AiMP8HYbkwNO0mbeiidRLzFGNI9MR8vqVpjdraaw4L4RUlL7p8hIjo4xMGhLnsRRJk6WhvhrmLuw/x+6GYofDskI1htxbAIM2ABo6gC3dgP7PpIhfYZh8gXK1vhilx8uPnwuDBrUS9HaRAU7f8AZYN/HctxsWp7FEUELpJ/71oNrBbOs5tgUwXojlI9In0F2LkBCBLCuO/A8IM/PzZRcWCAxeSaW7Pyrr+BZbBKcbY1FGxGV7PxnfgF8PGXovO9qwLb2W8/Bw8kcP/apm9XSZNPlwNxPqtIW6LMKKKMp53HwcynaGIZ5Zxb/8wDbvYNla6FBrqLUR65E3AO2DAHSU4BavYBWM9/J/r98mDsczPXxODJBtDRJSs3FAKJnCgzZCVg5A7FPpUiKCXnrOTAlCxZITJ5ITUvH5I3XcCcsFlbGumKVaKynnfuJN3YAJ76V404/AlXbvfNceriWx5S2VcV45u4bOHNPBft/jW5AjyXkTwCuLAeOfc0iiWHekX3XQ/DTYdlE9pv3a6FVdevcT4qPBDz7AolRgL0H0GMxhYLeaR6WRrqiAr+xnhauPHohmuLm6kMytACG7QHKVgSiHkuRFMelRBgWSEweoA+ar/fJOkR62hoiv4DaBuRK0GVg1wQ5bjQJaDA23+b0cZuq6OlaXrQhmbiB6jDF5n5Svf5A1wVyfO637NwHhmHyDNUhmrbtuhiPaloRQxurkIuYkghsHgS8CADMHIEBm/LNXVrF2lj0ciTzxh6fEPx27F7uJ9FWP+VDUl5kxF2Zk/QyKl/mwxRfWCAxKrPyLFWyDhR2/t8HuKKuvVnuJ9Ge/qaBQFqSrDnSXhFFyico7+n73nXQwMkcsUmpGKnY+ssV95FA+7lyfGIucH1zvs6LYUoDgZEJGLvOSyRnt61hgy+71Mj9JIro7J0MBF0EdE1l6Q2j/CkgmUnTKpaY11Nu4f9+/B52Xg3O/SSzCjKSZGgNhPkBW4cBaSn5Oi+meMECiVGJIzdDMe+A7IX2Raca6FDLVjU7/0ay80cAdvWA3isAjbw3qMwNXS1NLBvqBicLg6zk8ZfJKrQeaPIh0HSKHO+ZDDw6l+9zY5iSbee/LJKha5Uzwe+q2vn/mQ/4bZN2/v7rCsw51t+jAsa3qCzG/9vhi0sPVai5ZlkFGLJD1kcKOAXs/4S34EsxLJCYXPELjsbHm33E58SghhUwpllF1ez8tAKjcLVJeWDglgKtYl3WUEe0HjAz0BblB6Zu9VGt9UCb2UDN7jJJdMtgIPJBgc2RYUoKFDGa4OmNB8/iYWeqJ/72DFVpLUSR2lM/yDFtc1dqWaDz/LxDdXSuY4uUtAx8sMEbARHxuZ9E9ZDIREJmkmvr5TY8UyphgcS8kZColxi99gpepqSJMv6UgKmSnf/vT4CA04COkbTSmtgV+FwrWRlh2RA3aGuWwcEbofhRkTT6RigptOcyoLybooBlHyDheYHPlWGKcy7izN1+OP8gEoY6srWQjSp2forQUqSWoMht/WEFPley///azwX1HMwQRRGv1ZfxIjf7P1GtA9DxezkmIwe1RGJKHSyQmNcSl5Qq6omExyahmo2R6MStrYqd/+wC4NoGuQLrQ3b+OigsGlaywPe9pP1/6akH2KyK/Z+SQwduBkwryBYomwfLnlAMw/yLJaceYKuXtPMvHFQfNcupYOenyCxFaClSSxFbitwWEmT/XzFMGkoeCfu/d+72f6LhB0CDD+R41wdAsFeBz5UpWrBAYl5r5/9w41XcDo0V1lnZOVsFO//NXcDxb+S44w9AtfYobHq72eOj1lWy7P/n7kfkfpKRNTB4K6BrAgSeB/Z+yLkHDPMKf/s+xY+HZGR2drdaotVPrlBEliKzFKGlSC1FbN/Rzp9XqCTJ6pEeMNbVwuVHzzF9h1/u9n+i43ygagcgNRHYNAB48bgwpssUEVggMf+CPjjm7L+Fk3eknX/FcHfYlzXI/cSgK8Cu8XLccDzQcBzUxSftquH9euWQmp6B8Ru8cU8V+791DaDfWllI0ncLcOrHwpgqwxQLrga+ELl9xIgmThjeRJXWQkkyIkuRWYrQUqRWTc2iq9kYY/GQ+iKRfNe1J/jj+P3cTyJTCRWXpSh4/DNpOmH7f6mBBRLzL1afe4R1Fx4LO/9v/V3g4qCCnZ9WVpsHypVWtY5Ah++gTihPiiptuzuWFY1tqXlmRJwK22aVWwNdfpHjf74DfLcV+FwZpqgT9DwB49ZRZep0tHG2xldda6po5/9QRmQpMksRWorUqpFmVa3wbXdp/19w7C72+DzJ/SRdI2kyMbYDnt0Gtg1n+38pgQUSk4Njt8Lw7d+3xHh6R2d0rK1CcjWtqGhlRSssWmlRI9gCsPO/Te4B2f8dLQwQ/OKlqNeSmJKmWo0kKgFA7JkIPL5Q4HNlmKJKZm+ziLhk1LQzwR8DXVWz81MEliKxFJGlyCxFaIsA5MT9oHklMf5smy+uPFLBlGFaXppNyP7/8B/g72m8BV8KYIHEZHHjSTQ+2nxN/N0PbOCAcYoPkTdCKylaUdHKilZYtNKiFVcRwUKRP2Wqr41rgVGi4q9K9v+2cwDnrkBasqz4y/Z/phSSkpaOSZ5XcS88DjYm1FrIXTU7v+9WGYElKCJLkdkixP9o8VfLFslp6SIy9kgl+389oM9KaT65uhY4/0dhTJVRIyyQGMHTaGnnT0iWdv453WuraOefJldUtLKiFRattIoYla2MROsBsv9TkukvR1W0//daDpRzBV4+VxS8ZPs/U7pyEb/afQNn70fAQGHntzNVIX/o8XlgzyQ5pkgsRWSLGGT/X9DfBfXsTfEiQUbIohJUsP9X75SdPnB0NnBrb4HPlVEfLJAYxCelYsxaL4TFJKGqdR7s/LSCopWUsPOvlCusIkrjyhaYr7D/LzpJNuWg3E/SMZARMVMHIPK+LHxJBTAZphTw1+mH2HwlSNj5/xjgitrlTXM/iSKtlJRNkVeKwFIktoiir6OJ5Yp+kg8j4oX9nwpg5goZUDyon2QGsHMc8MS7MKbLlDaBdPr0aXTr1g3lypUT0Yrdu1UvxnXu3DloaWnBxcXlX8cWLVoEJycn6OnpoWHDhrh8+XKO4y1bthTPp3wbP17hviplUJPXjzdfw82QGFga6ahu56eVE62gCFpR0cqqiNPHzR6TW0n7/xc7/XBeFfu/sQ0waCugYww8OgPs+5hzD5gSz6EbT/H9odtiPLNLTbStaZP7SRRhFS6v5zLyShHYQrbz5xVrY1kF3EhXC5cCnmP6Tt/c7f8UWaciklXaAakvgY0DgCgV6q0xxQ61/vbGx8ejXr16QtDkhaioKAwbNgxt2rT517EtW7Zg6tSpmD17Nq5evSqu36FDB4SHh+d43NixY/H06dOs248/lk5L99y/b+GYfzh0tTSwfJg7HMxVsPMHe8uVE62gaCVFK6piwtR21dC1rl2W/f9+eFzuJ9nUBPqtkcmm1zcCZ34ujKkyjFqgVj1TtsjWQsMaO2JkU1Xs/MnAlqEy0koRV9FaSIXPkiJAdVtjETWnxPOdV59g4QkV7P+aWrIdiU1tID4c2NgfSIwujOkypUUgderUCXPnzkXPnj3zdB5FewYNGoTGjRv/69ivv/4qxM/IkSNRs2ZNLF26FAYGBli1alWOx9HPbG1ts24mJipUgy1hrLvwSFj6CdqPd61QNveTaKVEBdNo5UQrKFpJ5ZarVMRyD37uWw/1K5ghRtj/LyNSFft/lbZA55/k+MRc4MaOAp8rwxQ2wS8SMHotuT3T0bK6FWZ1ralaLuK+j4DHZ2WklSKuFHktRrSoZiXaKBG/HFXV/q94rUa2QPgtYNtIIC214CfLFBpFO/75H6xevRoPHz4UEaJXSU5Ohre3N9q2bZv1Mw0NDXH/woWcVm1PT09YWlqidu3amDFjBhISEt74vElJSYiJiclxK86cvB2Or/feFOPPO1JDRxXs/LRC8iQ7f7hcOdEKilZSxQyy/8tomT6Cnr/EuPXeqtn/PUYDjRW9pHZNAAIvFfhcGaawiE1Mweg1XqJemLOtsWgjoqVKLuLpn4HrmxR2/jUy4loMGdLIEWPek424P9vuCy+V7f9U/NIAeHAcOPgZb8GXIIqVQLp37x6mT5+ODRs2iPyjV4mIiEBaWhpsbHKuXuh+aGho1n2KPtE1Tp48KcTR+vXrMWTIkDc+9/z582Fqapp1c3BwQHHlVkgMJm+8CnK793O3x4QWlVW0848AnvnLFRM51mgFVUwh+/9qkW+lBe/HL8QHokr2/3ZzgOpdgDSqEDwQeB5QGNNlmAJvLTRp4zXcCYuFtbFuVl5OrvhtB07OlWOKsFKktRgzo3MNtK9pI5K1aeH0OFIF+z/lW1HtN5QBvFYBF/KWMsIUXYqNQCLhQ8Lmm2++QbVq1d7pWuPGjRN5SXXq1MHgwYOxbt067Nq1Cw8evL7WDQmp6OjorFtQkAouqCJIWEyisPPHJ6ehSWULzOtZR7UQ+oHPgAcn5EqJVkym9ijuVLE2FvZ/LY0y2Hc9RFTWzRUqgNl7OWDnAiREKpJSXxTGdBmmQKCk5Nl7b+L03WfQ15Z2/nJmKtj5KYK6e6IcU2SVIqzFHMpD+m2AC+qUN8Xz+GRRgT86QYWq2c6dgQ7z5PjITMB/f4HPlSl4io1Aio2NhZeXFyZPniyiR3SbM2cOrl+/LsYnTpwQW2aampoICwvLcS7dpzyj10FON+L+/dcn5+nq6oo8JeVbcSMhOVWIo6fRiahsZYglg6k2kAq/AhcWAt6r5Qqp9wq5YiohNKliie961hHjP0/cxw7v4NxP0jGUPaVMygMRd2VyKtv/mWLKyrMB8LwUKFIJfydxYK+CnZ96q1EElSKpFFGlyGoJwUBHS/SftDPVw8Nn8cLMoZL9v9FEwJ1EYgawYwzw5GphTJcpQIqNQCJB4ufnBx8fn6wbJWtXr15djEnk6OjowM3NDcePH886Lz09Xdz/r4TuTOh8ws5OhTycYmzn/2iTD248iYGFoQ5Wj2gAUwMV7Py0EjrylRzTCsm5C0oa/TwcMLGl3GYkm+/Fh5G5n2Rip7D/G0n7//5POPeAKXYcvhmKeQf8xfhL2l6q9fqFZBYUMaVcRIqgUiSVIqpFoLVQfmJjIu3/hjqauPAwEl/u8lPN/t/pR7nNSCYWMrNEFc+dBqYICKS4uLgssUMEBASIcWBgYNa2Ftn5xUQ1NERCtfLN2tpa1DqisaGhoXgcWfyXL1+OtWvXwt/fHxMmTBDlBMjVRtA22rfffiuSuR89eoS9e/eK52jevDnq1pWFBEsi3x3wxzH/MOhoaeCvYe6oYKGCBZdWQLQSohURrYxohVRC+bR9dXSpY4eUtAxRMO7BMxXs/7aUqE72fw3AZwNw9tfCmCrD5At+wdGYslna+Qc3rIDRigRl1ez892QElSKpFFEtgdSwMxGJ6lQoc5t3MBb/o0K7ITKt9FkNWNcC4sIU9v/ibegpzby1QKLtqMOHD+Ply5fifq7q+j+gLTNXV1dxyxQ3NJ41a5a4T/WJMsWSqvTv3x8///yzuAYVkSTBdejQoazEbYoyHTt2DO3bt4ezszOmTZuG3r17Y9++fSiprL/wSITRiV/61oOboyp2/iAlO39buTIqRnb+t7H//9KvHlwrmGU156QchFyp2k6+N8TxOcCNnQU+V4Z5V0KiZGuhlylpaK6wuKuUi7h/ioyYUuSUIqgUSS3BtHK2zrL//3T4Dvb7huR+kp6JNLEY2QDhN4HtbP8vrpTJyKOyiYyMFCKEcn7oD4qcZZUqVcKoUaNQtmxZ/PLLLygNkM2f3GyUsF2U85FO3gnH6DVXhGPt0/bVMLl11dxPohXPqo7yj5tWQqMOyT/6UgBZnHssOofgFy/h4VQWG8Y0hK6WCtsHh2YAFxcDmrrAiL8BB4/CmC7DvJWdv+/SC7gdGivs/NvGN4axKtXzyc5/4lsZMaVCkNXao7QwZ98trDoXICLwm8Y2Um2RSRH41Z3lItNjDND55xK9yCyJ3995jiB98sknIimaIjtUbDETEk0UqWGKDv5PYzDZU9r5e9e3xyRFm403QisdWvGQOKIVEK2ESok4IiwV9n9jPS1cefQCn29XofUA0X4uUL2zTFqlyNsLWYCTYYqanf/DTdeEOLIy1sVK8buugjiiyCiJI4IipqVIHBFfdqmBtjUU9v91XgiMfHPdPEH5+jI/i8wtV1YAF5cUxlSZfCTPAunIkSP44YcfYG+f0+ZdtWpVPH78OD/nxrwD4WTnXyPt/I0qmWN+LxXt/If+B9w/Bmjpy/wCs+Jb7+ltqWpjLBx+ZP/f4xOC347dU9H+vwKwrQskRMjcg5dRhTFdhlEJEvrf7LuFf+48g562BlYMk41acyXoMrBL0U6o4QSgATVqLV2Q/Z8cfrXKmSBS2P8vi634XKnRLdvhd/gL4PaBAp8ro0aBRAnPypGjTJ4/fy6s8ExRsfN7ISQ6EZWsDLFsiLsIDecKrXBopSPs/MvlCqiU8l5VS8ztUVuMfz9+D7uuqWj/p4ibcTng2W1g6zBZYJNhigCrzj3C+ouPxS7Pb/1dUc/BLPeTqBDqJoWdv1qn7Fo/pRBDXS1RI8rWRA8PnsVjoqc3UtJUsP83+RBwG6Gw/48GQqQpiSmBAqlZs2aisGImFJUgKz01e23VqlV+z495Czs/OVP8nkTDXNj5PVSz89PKhlY4BK14aOVTyhnQoAI+aFFJjP+33Q+XA1RoPWBSTookbUMg4BTb/5kiwdFbYaIxNTGjkzM61lbFzh8lC6FSRJQioxQhLWF2/rxia6qHlSPcYaCjiXP3IzFz1w3V7P+Uf1SpFZCSILfgo1Xo9cYUP4FEQuivv/4SjWap99nnn38ubPanT58WW2+Mevn+oD+O3AqDjqYG/hrqBkcLFSy4tKKhlQ2tcGilQyseRvC/Ds7oVNsWyWnUesALAREqtB6wqyv71FEy67X1wLnfCmOqDPOf3HgSjY82XRM6fWCDChjbTIr+N0KRT4qAUiFUioiK1kJGhTHdIk+tcqZYOMhV2P+3eAVh6amHuZ+kqQ30WwtY1QBin8ot+KTYwpguU5gCicTQ3bt38d5776F79+5iy61Xr164du0aKldWoacXU2B4XnqM5Weknf+nvnXh7mSe+0m0kqEVDa1saIXDTot/2f9/7ecitiOiEqT9/4Uq9v9qHYCO38vxsa+Bm7sLfK4M8ypPo7Pt/M2qWmJOd1Xt/J/ICChFQkkcUWSUyaK1sw1mdZVNeX84dBsH/J7mfpKeqXwvDa2AMD9g+yi2/5c0mz9TNG3+p+4+E1/etMU2tV01fNRGBTs/rWBWdZJ/rLSyGX1Y/hEz/yI8NhE9F53Hk6iXaFDRHOtHN1DN/n/gc+DyMkBLT9r/7d0LY7oMg7ikVGHnJzdrNRsjbJ/QBCaqONbOLpCiniKgAzYB1TsWxnSLJV/vvYk15x9BV0sDm8c1gmsFFez/wV7Ami5AaiLQYJxs8ssUye/vPAsk2kp7E1SRujRQlATSndBY9F5yXnwg9qpfXhSDzHWVSCuXzYOAe4cBQ2tgzDGgrGNhTblYQu9znyXnEUvvs2t5UVgy1/c5PU0muYr32QoYc5zfZ6ZQ7PzUjf7E7XBYGulg18SmcDBXoXo+RTq3DZfjjj8AjRTuNeY/oQXp2HVe/D4XMwpMIFHLj39dROlLIi0tDaWBoiKQ3j2yoa+IbLgVxnSLPdTxfOQ7ReqcgdFHOFLHFCgc2VBPpK6qtRF2TORIXaktFPnixYsct/DwcFEg0sPDQ9RIYgqPl8lpGLvWS4ijSpaGIilbJXF0cakUR0SvZSyO8gC1ZaA8DuLXo3exx0cFN4quscL+b6ew/w9n+z9TYKw5FyDEEfFbfxfVxNGLx4rWQolA1fZAh/kFP9ESgpGuFlaNcIeNiS7uhcdhkudV1ez/TacArkOBjHSZj/T0emFMl8kDeRZIpLqUb5aWlmjXrp1wsJGjjSkc0tMz8MkWH1wPjkZZA23RedrMQCf3E+8cAg7PkOO23wA1uxf4XEsagxs6Ymwz2djzs22+uPJIBfu/qaKxp7YB8PAkcOBTtv8z+c6J22GYs1/a+ad3ckanOir0SkuMlnb++GeATR2gzyrZdJVRGTtTfVEjSV9bE2fuRWDWnpuq2f+7LgAqtgBS4qWzLUaFXm9M0W9W+yrUDPbOnTv5dTkmF8g5cehmqLTzD3OHk6UKdn5aodBKhVYs9YcBTT8ujKmWSGZ0qoEOtWyk/X+dFx6pYv8v5wL0XikLcXqvAc7/WRhTZUoJN0OiMXnjNdFaaICHAz5orqqdf7iMbFKEU9j5jQtjuiWO2uVN8cdAV6F7Nl0OxPIzqtr/1wGW1ZXs/3GFMV2mIASSr69vjtv169fFFtv48ePh4uKS18sxbwH98S07Lf/4fuxTFx6q2PlpZUJ/fLRSqdQS6PIr2/nf0f5P1Yjr2pvihcL+H5Wggv3fuTPQ4Ts5PjoL8N9X4HNlSj6h0dRayAsJyWl4r4olvu1RWzU7P0UyKaJJkU2KcFKkk3lr2tW0wVddpP1//sHbOHQjNPeT9M2AwVuliSPUF9gxRpo7mOInkEgEubq6in8zx507dxZFI1esoDYVTEFy5t4zzNx9Q4yntK2KHq4qfKDRioTEEa1QKEm471q5cmHeCX0dTdHPqpypHh5GxGP8Bm/RzDJXGk2Q3b1F64GxwBPvwpguU0KJT6LWQlcQGpMokoQXDa4PbU0VPtopgkmRTNFaaKWMcDLvzMimThjW2FHozylbruF6kAo9Gcs6SYFK5UDuHgQOf1kYU2XyWyAFBATg4cOH4l+6UYPahIQEnD9/Hs7Oznm9HJMH7obFYuKGq8JB1dO1PD5WxUFFKxFakdDKxMBShtBpxcLkC9Ymelg10kMkal58+BwzdvqplntA1t4q7YDUl7IMQFRQYU2ZKUHQZ8HHm6/hZkgMLAx1RC6iqb4Kix+KXFIEk6CIJkU2mXyBIndURLJldSskpqRjzDovBL9IyP1EqpHWc6kcX1oCXF5e4HNl8lkgOTo65rg5ODhAT08vr5dh8siz2CSMXH1F1OBp4GSO73vXyT2ETtBKhFYktDKhFQqtVJh8xdnWRLQeoI7fO64GY9HJ+7mfREmwlAxrXQuIC5NJsokxhTFdpgRB/dWO+YcLO//y4e6q1eChiCVFLimC6TFWRjSZfEVLUwMLB9WHs62x+Oym7c+YRBWcq7V6Am1my/HBz4G77AxXJyrVQfrjjz9UvuBHH32E0kBh1kFKTEnDgL8uwicoCk4WBqIYWVlDFRxrtAKhHAOi7xr5x8cUGNQp/SvF9uefA13RrZ4K7RkocrSijRRJldsAg7ayg4hRiXUXHgm3FLFoUH10qWuXt983imDSool/3wqMkKiX6LHoHMJjk0SJkFXD3YV4eiP0lbx3MnBtA6BjBIw6BNjWKawplwpi8rNQZMWK0tKcGxTRoO230kBhCSSy80/edBUH/EJhZqCNnROaoJKVCk0jaeWxqb90rNGKpNnUApsjk823+29h5dkA6GhpYNPYhnBzVCGB/slVYHVnud3mPooT6JlcOXk7XOQdkWPtsw7VMalVldxPogjlqg5A+C3Aprb84mXHWoHjFxyNfssuiH54gxtWwFxVEujJXbihFxBwGjApLyvwm6gggBn1VtJmClcgkZ1/yT8PoK1ZBhtGN0TDSha5nxTqB6zqCCTHyUJk7//JX7iFmBPywXpvHPMPg7khtR5oAkcLFUow+O8HtgyR2x7t5wFNJhfGdJliyK2QGPRdeh7xyWno526PH3rXVa21EC2Y7h8DjGyBsccBU/vCmnKp58jNUHywwVsEh2Z2qYExzVQowfDyBbCyPRBxF7CrB4w8COio8FnCqK+SNlN4bL0SJMQR8X2vuqqJoxhFLQ0SRxWby0JkLI4KDcpD+mOgC2qXN8Hz+GTRliQ6QYXcgxpdgfZz5fjITCmYGOYVwmISReSIxFGTyhaY11OFXET6VqZ8FhJHZOcfRHZ+FkeFSftatviycw0xnnfAH4dvqmL/Lyu33MlcQzXsKG+M7f+FyltFkIKDg7F3714EBgYKe78yv/76K0oDBR1BOnc/AsNXXUZqegY+al0FU9tXz/2k5HhgdSf5x2RZTfb8oj8yRi1fZJR78DQ6EY0rWWDtqAZi2+2N0J/i31MBr1Xyi2zkAaCca2FNmSniJCSniq2aG09iUNnKEDsnNIWpgQqOtQuLgMNfSDv/AE/AuUthTJd5BfqqpRItnpcCRcXtrR80Rh17FXoyBl0G1nQF0pKARpOAjoo6akzRiyAdP34c1atXx5IlS/DLL7/g5MmTWL16NVatWgUfH5+3nzGTxf3wWFFTh8TR+/XK4ZN21VS385M4Enb+rSyO1IgN2f9HeMBQRxMXHkbiy10q2v87/SSTtVMSgI0DgOjgwpoyU+Tt/D5CHJGdf/WIBqqJo9t/Z9fUoQgliyO1QZG+b96vJZK1KR+JIoGUxJ0rDg2Ankvk+OIi4ArXGyws8iyQZsyYgU8//RR+fn7C3r9jxw4EBQWhRYsW6Nu3b8HMshQREZcktmViE1Ph7lhWVMpWyc5/5CvgzgFAUxcYuAkwVy2xnik4atiR/b8+NMoA27yDsVixXfpGyFFEjkPrmkBcqKL1QGxhTJcpwsw/4I+jt8JEFJJaC1WwUMHOH3JNLpoor42S/xtPKoypMm+AHGyLBrmiuo2xcLZRBf64pNTcT6zdG2g9U44PfAbcO1bgc2XeQiD5+/tj2LBhYqylpYWXL1/CyMgIc+bMEQ1rmbeHIgwfbryGoOcv4WhhID4I9bQ1cz+RVhS0siBopUErDqZI0MrZGl+/X0uMfzp8B/t9VWhGqWciC3oaWgNhN4BtI2WSLVMq2XDxMVacDRDjX/rWg5ujCpFhijxSBJIikRSRpMgk5yIWCYz1tLFyhDssjXRxOzQWkzdeRWqaChX4m30KuAyWzuRtI4AwWeKBKUICydDQMCvvyM7ODg8eZK+KIyIi8nd2pQyKFE1rXw2VLA3F9gy5oHKFVhIHPpdjWmHQSoMpUgxr7CTaDxBTt17H1cAXuZ9kVkEm02rpA/ePAoemyxwlplRx6u4zzN4rvwg/bV9NtdpaFHGkyCNFICkSSRFJrnVUpLAva4CVw2kBrIF/7jzDnP23VNuC7/ob4NQMSI4FPPsBsSokezOFJ5AaNWqEs2fPijH1YJs2bRrmzZuHUaNGiWPMu+HuZI4jnzRHZVVqHdEKglYSGWlAvUFyhcEUSWZ2qYm2NaxFr7axa70Q9FyF1gPl3YDe1G6gDHBlOXBJ0YaAKRXcDo3BJE/ZWqh3fXvVah1RpJEijhR5NLKRuYgUkWSKHPUczPBbfxehe9ZdeIzV5x7lfpKWDtBvHWBRBYgJBjYNkOYcRr0C6fnz51kutYYNG4rxN998gzZt2mDLli1wcnLCypUrC2aWpYxcK60StHKgFQStJGhF0e13DqEXcfv/7wNcUaucCSIz7f8vVbH/dwPazZHjQzOAOwcLfK6M+gmPTRTtKSg/pVElc8zvpaKdnyKNFHGkyCNVyTZzKKwpM29Bx9p2mN5R9jD99u9bIs8sVwzMgcHbAH1zmWe2cxxVFC74yZZCVBZI5cqVw4ABA8SWWt26dbO225YuXQpfX1+RrE292fLC6dOn0a1bN3Ft+uPfvXu3yueeO3dO5EC5uPy7A/WiRYuEYKMkchJzly9fznE8MTERkyZNgoWFhcif6t27N8LCVPjFLCrQioFWDrSCoJUErShoZcEUaQx1tbByuAdsTfRwPzwOEz29kaJK7kGTD4H6w2Wy7fZRQAi7RUu6nX/MWi88iXopttuXDnHLvUQEQRHGK4qII0Uey9cvjOky78i45pUwsEEFoW8/2nQNN55E536SeSVgwEZAUwe4vR84pmg8zKhHIC1fvhzPnj1Dx44dhfj4+uuv8eiRCiHBNxAfH4969eoJQZMXoqKiRKI4Ra9ehaJZU6dOxezZs3H16lVx/Q4dOiA8PDzrMZ988gn27duHbdu24dSpUwgJCUGvXr1QLKCVAq0YaOWgr1hJ0IqCKRbYmuqJBE0DHU2cux8pereplHvQ5RegUiuZdEviOPpJYU2ZKURoO23KZh/4BkejrIE2Vo/0gJmBCosfiixShJGgiCNFHpliAQUH5nSvhWZVLbPs/0+jVbD/OzYGui+W4/N/Al6rC3yupY08F4oMCAjAmjVrsG7dOmHvb9WqFcaMGYOePXtCR0fnnX5Jdu3ahR49euT6WIpkVa1aFZqamiLqpFx/iSJGHh4eWLhwobifnp4OBwcHfPjhh5g+fbooDGVlZYWNGzeiT58+4jG3b99GjRo1cOHCBZXzqAqzWW0OqMoy/THQymHYXvlHwhQ7jvuHYew6L9FLa3onZ4xvUTn3kxKjZeuBZ7cBmzrAqIPcS6uEMe/vW1h+JgA6mhrwHNsQHk4qLH4ookgFYkk8u42Qiby83V7siElMQZ8l53E3LE6UCNk2vjGMdFVIrv/nB+Cf74AymnLBXOXfgQOmkApFUuNayj0ioXTo0CFYW1uLBG1ytH300UcoaKgoJTXEpQjRq5C7ztvbG23bts36mYaGhrhP4oeg4ykpKTke4+zsjAoVKmQ95r9ISkoSb6ryrdChCsskjogeS1gcFWPa1LDBV11rivH3B2/joN/T3E/SM5VJt4ZWQJgfsH002/9LEJ6XHgtxRPzUt65q4ogiiRRRJHFEEcbOP7M4KqaYkP1/uAcsjXTg/zRGbLepZP9v8TlQd4A06wj7/63CmG6p4J16sZHI8PT0FNEkIq9bZXnl3r17Igq0YcMGkX/0KlRmIC0tDTY2Njl+TvdDQ6Udkv6lSJeZmdlrH/NfzJ8/XyjOzBtFpQqV+8eBvxUutVZfAnVk9IspvoxsWhHDG8u8vSlbfOATFJX7SWUdgYFbAC094N5hRQsJpiTY+WftkXb+qe2qobtLedXt/LFPAasaQL+1gKYK1bWZIouDuQFWDPeArpYGTtwOx9y//XM/iQTx+38Ajk2BpBhFiYfslBJGDQLp8ePHIg+JIkr9+/dH/fr1hVgqKEj4DBo0SESvqlVTofVGPkMVxCkcl3mj7cVCg1YEW4fLFQKtFJp/VnjPzRQos7rVQmtnaySlpovE3OAXKtj/7d2Ansvk+PIy4JJizBRL7oTGZtn5e9Uvjw9bq2jnpwgiRRIpokiFRSnCyBR7XBzMsKC/NB+tOf8Ia87JqOIb0dIF+m8AzCsD0YEK+78KnyVM/gkk2mai3B2KHFWuXFlsd1Gy9P3793H06FGRG1RQxMbGwsvLC5MnTxbRI7pR9e7r16+L8YkTJ2BpaSnykl51pNF9W1tbMaZ/aSuOEr1f95j/QldXV+xVKt8KhdgwYKPCzk8rBFopcAi9RNn//xjoKnIOqM0MtR6gXIRcqdUDaPu1HJO1++7hAp8rUzB2/sx2Ew0qqmjnJyhySBFEiiSSnZ8ii0yJoXMdO/xPYf+nIpInbufF/l8WeOIN7PqA7f+FJZAmTpwo8owo34js8QcOHBAuNorokKutoCFBQv3fKCE78zZ+/HjROJfGlJxNW2dubm6ioW4mlKRN9xs3lvk6dFxbWzvHY+7cuYPAwMCsxxQZkjMdS0FyZUArBFopMCUKSsRcNcId1sa6IkGTogkq2f+bTgFchypaD4wEnvoWxnSZfOJlcpooGkp2/oqWhlg2xA26Wiq0FqKIIUUOCYok2rsX+FyZwmd8i0ro7+4gjByTN17DzRAV7P8W9D3hCWhoA/57gePfFMZUSywqCySqnk2J0U+ePBFW+vbt26u20nkDcXFxWWKHoMRvGpNYydzWyuz7RsnWtWvXznGjBHGqdURjqslEkMWfShKsXbtW9I2bMGGCKCcwcuRIcZzyh0aPHi0ed/LkSZG0TcdIHBWpSuCk/GkFEHJVrgjYzl+isTPVFwma+tqaOHMvQrSXUK31wAKgYgsgJV7mHsSo0OuNUTvp6RmYutUH14OjYWagLVoLlVWltRBFCiliSFAEkSKJTImEvl/n9qyNplUskJCcJgqHhkYn5n6iU1OguyIf+NxvgPeaAp8rSrtAomKQH3/8sYge5Re0Zebq6ipuBIkWGs+aJYtePX36NEssqQrlQ/3888/iGlREkgQXue2UE7cXLFiArl27igKRzZs3F1trO3fuRJHi+NdyBUB2fioIRisDpkRTx94Uvw+QrQc2XgrECoWj6Y1QUi4VCrWsDsSGSJGUFFcY02XegR8O38bBG6HCzv/XUHcRQcoVihBSpJAihhQ5pAgiU6LR1tTA4sFuqGJthNCYRFEjKT5JBedqvf5Ai//J8f6pwIOTBT7Xkkie6yAxhVAHiRT/vo/luOdf8pedKTWsPBuAb/ffEkKJqih3qPX63LgsXjwClrcBEiKAap2AARRmV2G7hil0Nl0OxIydfmK8oH899HS1z/0kigzS/y+JYIoYDtnBjrVSBPVu7LHonGhTRD0dlw11F/mLb4S+2neOBfy2AbomwOgjgHWNwppy6ayDxBQwpPRJ8RMtprM4KoWMauqEoY0cxefbx5uvwTdYFfu/k0zWpaTduweBw18WxlSZPHL2XoSonk583KaqauKIIoLCzh8iI4UUMWRxVOrs/38NcxctZ475h2Oeyvb/hYBDI4X9vx/b//MIC6SiBH0jnvlF2vnr9ANaKnINmFKXezC7W020rG6FxJR0jFYk8uaKgwfQc6kcX1oCXKa+XExR4V5YLCZ4eiM1PQM9XMphStuquZ+UngbsGAOE+gIGlsDgrYB+zhpuTOnAzbEsfu1XT4xXnQvA+gsqtPrS1pMpGmUrAlFk/x8IpKjwWcIIWCAVJUjxUxSg2TSg+0K285ditDQ18OdAVzjbGuNZbBJGr7mCWJXs/z2BNorGlQc/B+4eKfC5MrlD/4cjxf9hKjycyuKHPnVVM7lQayGKCGbZ+QveMcwUXbrWLYfPOlQXYzJynLytQkTI0EKafPTMgCdewK7xbP8vKIFESc2UAE02+cREFTLqmbyhayS/4NjOX+oxptYDIzxgZayL26GxwuqrUuuB96YCrkNkMu/2kUCozHdh1ENiSprouxf84iUcLQxE/ohKdn6KAF5UNCOlyCBFCJlSz8SWldHHzV5h/7+KWyEqtL2yrCrLxJD9/9Zu4MS3hTHV0ieQyN5/8eJFdO/eXbTreO+99zBz5kxRKDIhgSt3Mkx+Ut6M7P/u0NPWEO0ovt6nov2/ywLAqRmQrMhfiVGh1xtTIHb+aVuvizYypvraWD3CA+Yq2fmPyAggQQsmigwyjGIL/rueddC4kgXiyf6/9grCYlQIVlRsBryv6OV59lfg6voCn2upE0gkho4cOSIqUVMdIbLLk12/S5cuMDfnOj0Mk9/UtTfD7wNche7ZcDFQuNxyRUsH6L8esKwGxFBD0/5AcnxhTJdR4ucjd/C331Noa5bBsqFuqGRllPtJFPHbnmnnHyIjggyjBCVrk8O1spUhnkZL+39Csgr2f5eB2a2q9k8BHv5T4HMtlTlIDx8+FJWtqdUH1UgyNjZGp06d8nd2DMMIyOr/RSdp0Z13wB9Hbr6+sXIWVGB00FbAwAJ4eh3YMVYm/TKFwlavICz+54EYf9+rLhpVUqGGHEX6KOJHkT+KAFIkkHMRmf/A1IAikg1ERPLGkxh8vNlH9PPLFWp2Xrs3kJ4KbBkGPLtTGNMtHQKJGsaWL18eTZo0EQUYqfr0wYMHERERgV27dhXMLBmGwZhmFTGoYQWF/d8HfsEqtB4wrwgM2ARo6gJ3/gaOKhK4mQLl/P0IfKGodfRR6yro7aaCnZ8ifBTpo4gfRf4oAkiRQIZ5DRUsDLB8mJuIKB29FYb5B1S0/3dfDDg0BJKiAc++QNyzwphuyRdImzdvRkpKCsaMGSN6oY0dOxb16tV757YjDMO8Gfob++b9WmhW1RIvU2TuQYgq9v8KDYEeimTfCwuBKysLfK6lmfvhsfhgg7Tzv1+vHD5pV01FO/9YGemjiB9F/igCyDC54OZojp/7Svv/irMB2HDxcR7s/05A1GNg8yAghU1X7yyQIiMjsWLFCiQnJ4teaZaWliKa9MUXX4jcJIZhCrb1wKLB9VHdxhjhsUlZneBzpU4foPVMOT7wGXD/WIHPtTQSEZdt56e6NT+qauenyB5F+CjSRxE/ivwxjIqQEJ+mEOJk/ydDR64YWgKDyP5vCgRfBnZPYPt/frcauX//PubOnQtPT0+kp6cjLa105DgUaKsRhsmF4BfUeuC8+EJuVd0Ky4e5i9pJb4T+1HdPBK5vBHSMgdGHAZtahTXlUmHnH7T8Iq4GRqGCuQF2TWwCCyMVynVQRO9vRSJ275VSzDJMHqGv8k+3+WLH1WAY6Wph+4TGcLZV4bvp4SlgQy+Zk9TsU6DNVyjpxBRUqxGKIFFj148++gh169aFs7Mz9u/fj27duuHXX39913kzDKMC9mUNsuz/J+88E73bcoUiGd1+BxzfA5JjFe0rVEj2ZlSy83+67boQRyZ6Wlg1wkM1cUSRPIroEa1msjhi3hqKVM7vVQcNK5qLqPLoNV4Ij1Vh26xSC/m5QJz5GbjmWeBzLbERJE1NTbGt1qxZM7Ro0QItW7ZEnTp1UNrgCBJTFDh04ykmeF4VwSFqTzKyqQpbMwnPgZXtgMj7QDlXYMTfgI4K3eSZ1/Lz4TtYePI+tDTKYN3oBmhS2TL3k8JuAis7SLFab5DME+NcTuYdiUpIRq/F5/EwIh717E2xeVxj6OuoUJj02DeyPhIVkxy6S9ZNKuXf33kWSDdv3kStWhyWZ4HEFBWWnXqA+Qdvi+/W5UPd0bamTe4nRT4AVrQFXj4HnLsC/dYDGtx56G3Y5hWEz7b7ivFPfeqir7tD7ifFhv2/vfMAi+Jc2/CjNBuK2LCBDXtF1B9LNNYkxmAFO9HYNdbEmKKmnFhjEnuLsUcsEdtJNPbeQOy9IfaKBRQp+1/PNywHiLKDUnff+7pGZ3dnZme+HWaeeSvwWyPgcbCWzt95tWSsCcnG1fuhaDVjLx6FReC9Ck6Y0ckNmTObEN+MP/qzO3DKT2tL0mOLVoHbDEkxF5uII0FIX/R6pwQ61CyqrEgDfQNx8oaO9P88JbUsFitb4OwGYIuk/78J+y89wFd+Wjp//3dL6hNHL8OAZe01cZSnFOC1SMSRkKwUy5sdc7q6w9YqMzaeuo3xG8+aXokPSC1nAkVqAC9CtPT/0AewZN7okXHVqlXw8vJSNZDc3NziTYIgpH7swfeeFVX6f1hM64Fbj3Wk/7t4aPVQyL6pgP/8FN9Xc+LSvWfosyQAEVEGfFi5IIY10ZqImnxK9+sF3DwCZHXUmohmkw4EQvJTo5ijyqIks3ddxh8Hr5leySarlkXp4AI8umLx6f9JFkhTpkxBt27dUKBAAQQGBqJmzZrIkyePqqwtlbQFIW3T/13z58CdJ+EqQDNUT/p/5XZAg6+0+f8OAy5uTfF9NQcehr5UJRYeP49ANWcHVYfGpAuDbBkNnFmvWe5owXMskRq7K1goLasVxuDGmpts5NqT2H1BR/p/jnyacLfLBQQfANb21zJgLZAkC6QZM2Zgzpw5mDp1KmxtbTF8+HDVqJZZbfTnCYKQNuTMYqOyp/LmsMXpW08wcFmgvtYD9YcDldsDhihg5cfAHR0ZcRaezt9rkT+CHoShqGNWVWIhi42OINiABcC+Kdo8LXe04AlCCjOokStaVSusrgX9lhzBudtPTa+UrwzgvQjIbA2cXAVsHwNLJMkC6dq1a6owJMmaNSuePtUGu0uXLli2bFny76EgCLop6sjWA+6ws86MrWfv6k///2gK4FIHCH+ipf8/u5sau5vhYE7LF38eh3/QI9hnscZ8JUh1pPNf2gZsiKl1RIsdLXeCkEou+HFtKqFmcUc8DY9Uls97T8NNr1iiAfDhL9r8rgnAUcu7v+sWSDdv3lT/Ozk54eHDh2re2dkZBw4cUPNXrlxRFw9BENKWas658Yt3VTW/YN9VLNx31fRK1naA9xLAsSTw+JoWRMxgYiEev2y5gLVHb6p0/tmdq6NUfnvTK909A6zw0Sx0tNTRYicIqYidtZU6X4vnzY4bIc/RY5E/nr/UUdTZrStQZ7A2v+5T4OoeWBK6BVLFihVVteyGDRti3bp16j3GIg0ZMgRNmjSBt7c3WrVqlZL7KgiCTj6oVBBfvFdWzX+3/hS2nb1jeiUGCzP2gD3AbgQAfr2l9UAcVh+5jilbL6j5Ma0qoXYpHbWOaIlb6qVZ5miho6VOah0JaUDu7LbKBe+QzQbHgkMwdMVRVeDUJI1GA+U9gegIwLcTcP8iLAXdAontRNic9tGjRxgwYIB6r3///vj9999Rrlw5fP/995g5c2ZK7qsgCEmgT/0S8HYvCl4DP/0jEKdvPtGX/u+9VCsWd2YdsPW71NjVdM/Byw+Ua430bVASXjWSks5/TbPM0UJHS50gpBG0INGSZGOVCX+fvI3xm3Sm/7eaDRSurqX//2E56f9JKhRJN9onn3yC06dPY+7cuaq9iKUihSKFjEBEVDQ+nn8Iey8+gFPOLFjTvw6ccmUxveKx5Vo6OmkxBajuA0vlSkzRvZCwCDSvVBBTO1TTV3RvpY8mMmmR67FVE5+CkA7wC7yOIcuPqXm2J+lQ01mfNXQui5teA5w9gK5rM6zgT7FK2mTatGnKtUbLkbW1dbzPjhw5AktA7wCzeW9ERESq7ptgGdjY2KjWP6ZgKnqbmftw8e4zVCiUEyt6eyC7Xfy/21fCzJWd47VMls5/akGbFsaj0JdoPXOfEklVizrAt9f/6ctY2zwa2PurZonjjaRYndTYXUHQzc+bzyuXsVXmTFjYrSbquubVF083r6nmMq7srVmWMqDLWO/9W8dVMj5BQUGqWW3u3Lnh6en5L4EkaFB33r59GyEhIWm9K4IZ4+DgoBInmKnyOnJltVHZVi2n78Wpm08wyDcQs7u4qwtjojT4Enh4GTixEljeFfjkHyC/FtdkCYRHRqH34gAljorkTko6/0JNHBHPaSKOhHTJkMauCHoQqpIO+i4NwOq+teFawETSQf5ygNdCYElb4PhyrY5XgxEwV5JkQaJbbdiwYWjcuDFmz56NfPnywVIxpUBv3bqlxFH+/PmRLVu2RG9ggpBU+GcbFhaGu3fvKpFUsGBBk+sEBD1Ch7kH8DIyGt3rFMeoFuVNfxGr6C7y1ArGOTgDPbZpheQsYHyHrjgGv8AbsLezxup+Om4e5PIOYEkbIDoSqP8F8G5MEU5BSKc1vTr/dlCVreBDgF+/Oshnb6evptf6Qdp867lAZS9YtIvtvffew6FDh/Drr7+ia9eusHQSG2C61c6fP6/EEauMC0JK8eDBAyWSSpcurcvdtv7YTXy6LFDN/+BZAV08ipn+EgZksrEqWw+wT5PPeq0lgRkzecsF/LLlvLKyLehWA/VcdYjCu2dj3A+PgUrttBuHPBgJGaAqPGPsWPg0SW7kf0ZqhU9ZFZ5uZBetPqJFNqvlTf/48ePJKo527dqlAr0LFSqkLCxr1qxJdPk9e/agTp06SnSwSGXZsmXxyy8xhaxiYOHKwYMHw8XFRS3DopaHDx+Ot8zHH3+svi/uRAGYXBhjjmg5EoSUxHiO6Y1za1GlED5vpvUMG73uFLaf01EQMnseLf2fHb6vHwbW9DXr9P81gTeUOCL/aVlRnzh6dk/L7qE4Kvp/wEfTRBwJGQLHmPR/uuKPBodg2Ipj+tL/G38HlGsBRL3U0v8fXIK5oVsgsZ1IkSJFkvXLQ0NDUaVKFUyfPl3X8tmzZ1clBiiszpw5g2+++UZNbH1ipEePHmpfFy9ejBMnTqBp06bKJXjjxo1426IgohvMOKVEFXBxqwkpzZucY/0alETb6kVU+v+ApUdw5paO9P+8rlqaOoOOT/kB2/8Dc+TQlYcYvkpL5+/9Tgl92T0RzwHfDkDINSB3ca3Hmo2OTEFBSCeUzJcDs2LS//974hZ++ueczvT/OUAhN+D5Q+APLyBMKyJtLrxRFltKXej9/PzQsmXLJK3XunVrJZwoiJ4/fw57e3usXbsWzZs3j12mevXqqpEuazkZLUiMDzJlsXpTE92LFy9USYTixYsjSxa5UAopx5uea4xD8vn9EPZffoBCubT0//w5dax/9A/NgkQ8pwPVOsNcuBqTzv8oLALvVXDCjE5u+tL5/+yuiUZa2Hps0cSkIGRAVgVcx2crtfT/CW0rw8tdR72vp3c0F/zjYMClLtDFD7C2hUW52NIjgYGB2LdvH+rXr69eR0ZGKldgwhsFXW10z8Vlx44dKkaoTJky6Nu3r4rlSIzw8HA1qHEnIW2h0E2qoBY0bK0zqyfGEvmy4+bjF/hkoT/CXkaaXrFqR6DeZ9o8gzQv74Q5EBL2UvWoojiqUiSXatViUhyRbT9o4oiWtfZLRRwJGRpalj9tWErNf7X6BPZdvG96JfsCQMcVgK09ELQHWD+QWQ4wBzKkQKKrz87ODu7u7qqaN91qhNYjDw8P/PDDD6p3HMXSkiVLsH//fuVGi+teW7RoEbZu3Yrx48dj586dysLE5V/H2LFjleI0TkWL6lDWGYx79+4pscgeexxfpo83a9YMe/fu1b2Nb7/9FlWran3AXsenn36qami9rhkyg42N7WyElCNXNi39nzEIJ248xmDfo6rjt0ne/RqoGJOptaILcE+L18mo0JrGdP7L90NR2CEr5vq4I6utjiDVwCXAnp+1+Y+mAsXqpvi+CkJKM7RJaRWrGBltQJ8lAap+mkkKlAe8FgCZrIBjy4BdP8EcyJACaffu3fD398esWbNUVl3c+CG62ug1LFy4sLrJT5kyBR06dEBm+ktjaN++PT766CNUqlRJWSA2bNigArlpVXodX375pTLHGafg4GCYG23atFFWuYULF6osPIqUBg0amLSuJRVWYz979qyy/iVkwYIFyrL3wQcfJOt3Cq/GJU92zOlSXVmU/jl9B+P+PmN6Jf4tec4AitQEXjwGlrYFQnU8aaZDeK0Ysfo4Dl55qNL5Gaya316Hq5GWM2Oa8zufA1U7pPi+CkJqhbtMbFsZ1V1y48mLSHRbcAgPnoWbXrFUY+CDido8YxRPrEJGJ0MKJMZbUNz07NlTVfSm1cJIyZIllUXo2bNnSsSwNAEzfEqUKPHa7fGzvHnz4uLF1zfho9iirzLuZE4wJovCkxa1d999V2UB1qxZUwlDism4y9FixxpYHAM2Lz527FisuPnuu+/Ua2N2IN9LCC1Mbm5uqo9fwpsVl/fx8VHrUkjxt6aLlK7QyZMnJ3oMxYoVU4I54XfFPT8S239Lxb2Yo7ogkrm7r2DpwSDTKzEIucMywMEFCAkCfDtqNZMyGNO2XcTqIzdUOv/0Tm4o46Sj1hEtZrSc0YJGSxotaoJgRjDNf06X6nB2zIbgh8/Ra3GAqplkkhqfAB5ar1as6QdcO4iMTIYUSHGJjo5W8UEJYeA2i+exue6mTZtU1e/Xcf36dWUl0VNs742L+r2MTJNJbwx+jhw51MTA9VeNp5F27dqpujt///03AgIClNBp1KgRHj58CG9vb1VItEKFCrHZgXzvVVD8rFixQmUyGqEFjwHH3bt3V78rXakrV65Uvf9GjRqFr776Sq3zNiS2/5aMZ9XCyrRORq09hZ3n75leKXteLf3fLhcQfBBY2y9Dpf+vPXoDkzZr7sHvPSvgndI60vlpKaPFjJazorU0S5pkqwpmSJ4cdsqimjOLtSoy+/mq4/rS/5t8D5RpDkSFa9mdrMafQUnTPiG08sS12vDmePToUTg6Oqo4GFovmJ7PeCHCcgB8n/WPCNP9f/rpJwwcODB2GxRDFAW0OHDbn3/+uVq+W7dusd9JKwfdSYyxuXTpEoYPH45SpUqpeJuU4HlEFMqP2oS04PT3zZDN1vTPzJYxtN7QKkfXJYUDg9/pjqxcWbMuMNCdFjkKDFrUCMefomrVqlXo1auXElncFsc2MTp27KjEFAUQg63J/PnzUbduXVX0kPB3MkJLEmPJKJC8vN6saque/bdkGJx59UGosqj0X3oEf/atbdqikq8M4L0YWNIaOPmn1nqg4TdI7wQEPVQXfNKzXnF0quVieiVayGgpo8UsdzFJ5xfMnlL5tfT/rr8fUkVmi+XJhmFNtTpqryWzFdBmLjD/A+DWUWCpF9Bjs9a0OYORphYkxhFVq1ZNTWTo0KFqntYCQgsEg3aN0KpA0US3CQO0KZjoEvr+++9jl2F8EAO3KYpY1JI3XIomNvYkDABmwUu6jXgjpiWDZQDoXjLeNC0VikYGtzP2iIHstOhQKBndZHRFUWCyUKfR4sSJwpZCMymwPQZLNBjdbMwK/PPPP9XvYYS/L38busP4Pax3Ffd8SCrJuf/mCN2a7Oxds7gjnoVHqqyuu091uM1K1AdaxLg/d03USgGkY9h/queiABWc3bR8AYx4/9UJA/GgZYwWMlrKsuQCOq7ULGiCYObULpUXY1pXUvNTt11UpQBMYpsd6OAL5CwMPLgALO8CRL5ERiNNLUgMAE7MBZQwfoXZT5wSg9aFxCwMjGehYEpNstpYKUtOWsDvTgoskdCkSRM1jRw5UsXrjB49Wll5KC7ohnxVMDsFT1KhGKJ7i5a+7du3K/FKFxjx9fXFZ599hkmTJqnMRGYoTpw4EQcPvt6nzUD8hOdT3ArTyb3/5oidtRVmd64e28G+50J/+PbyMJ3VxXpIrKTLrK51A4FcRYHi9ZDeeBwWgW4LDqv2CpUK58Kv7auabtpLdozRLGSZrQGvxUA+zcopCJaAl3tRVSdsxo5L+HL1cZXt6VHSRButnAW19P/fmwFXdwMbhmjNmzOQSzpNBZIlPZnrcXOlR8qXLx9bUJPWpNu3bysXGgOiX4WtrW2i5RLiwmBwus7oWqNAojuPsWOEpQXYJqZfv36xy5uy8tDSFLecA61StA4Z0bP/ApA7pvUAiyYeu/4YQ5Yf1Vc0seFILd7g9BpgeSegx9Z0VRdIpfMv8cfle6GqOOY8H3d9f5e0iNEyRmgpo8VMECyMz5qWUf3aWGmb6f9s4MwK3IniVBFoOx9Y5g0cXQLkKQHUG4aMQoYP0haSBwapM6OLdaPogqSwYHzQhAkTYgPc2bKF1hyWRvjnn39w9epVlar/9ddfK3cpofAwxpLdv38/0YBvCkcGZM+cOVPFF8V1r7m6uqpt0trHkgO0ZiXsqZcQ7j/LPNBdyjYzzIaL28BVz/4LGsXzMv3fHbZWmbHx1G2M33RWZ+uBWVpDW5X+305rdJsOoGXxK78TOHD5IbLbWmEe0/n1VA6/sluziJG6Q82qcrggJIXMmTNhklcVVHN2wOPnEcoFT0usSUo3Bd6foM1v/R44uRoZBRFIgoKxOLVq1VLNf9955x1UrFhRiRIGbU+bNi1W0Pz111/qcwa9M4aLVp+goCAUKFAgNo6J8Uu0DtGiY6rHHV13jBtj5hu/30jv3r1VjBKz4Pg+BVxca9KrYHwaA8s//PBD1WqGQohlH4zo2X/hfzAWaXxbLfZg9s7LWHZIR/yXTVagPdP/nYFHV9JN+j9dA4ydoBFsWic3lCuoo0zHfcZOdAaiI4DyLTULmSBYePr/3K7uKJI7q7Im9V7sj/BIHR6Dmj2BWjEtivz6AMGJP+ymF9JNL7aMhvRiE9IDqXGu/bL5PCZvvaBidRZ0q6Gvu/3ds8C8plp3+0rtgNZz0yz2gNk3ny4LVPM/eFZAFw8d7lVavthfiiKPFjGf9Zr4EwQBF+48VXGKT19EwrNqIfzqXdV04+zoKMC3E3D+byBbXqDnVi0bNA2wiF5sgiCkPIMbu6JVtcKqDUm/JUdw/s5T0yvlLwt4LdSCmk+sBHaMRVrA+i3DYppvdq9TXJ84igzXYqgojmgJo0VMxJEgxOJawB4zO1WHdeZMWHv0Jn7dcgEmUen/vwFOlYEw1hPzAp6HID0jAkkQhEThk+G4NpVQs5gjnoZHotv8w7j3VEfrgZLvAh/+os3vHA8c80Vqcu1BGHot8lfB2Y3LFcDXzXWk89OgvrY/cG2/VgCT6fw5dFjMBMHCqOuaF/9pWVHN08LsF6gj/d8uB9BxOWBfCLh/DljRFYj6X6ZxekMEkiAI+tL/u1RXheJuhDxHz0X++loPuHUF6gzW5tcOAK7qb3z8NjCIVPWQCn2JCoVyYrLudP5xmsVLpfMv1CxhgiC8kvY1ndGnvhbn+cWqEzh0RUdHgpyFNJFkkx24slNL/0+nkT4ikARBSFL6v0M2GxwNDsHQFUf1tR5oNBoo76kFO9N1xXpJKQgtRn2XBODSvVAUzJVF7XN2Ox3p/MeWAzvHafPNf9YsYIIgJMrwZmXwQSUnvIyKRq/F/qp+mkkKVgbazQcyZQYCFwN74/fQTC+IQBIEQTcl8uVQhSRtrDLhrxO3MWHTOZ3p/7OBwu7A80daL7OwlOl9x5yTkWtOYt+lB1o6v08NFNCVzr8LWBfTZJMWr+o+KbJ/gmCO6f8/e1VFlaIOCGEh1vmH8EhX+n8z4L2YB5It3wKntHp76QkRSIIgJIlaJfJgfButP9+snZfgqzf9v0NM+j+LSTKbhcHQyczMnZew3D9YpfNP7VgN5QvpSOcPPgT80R6IeqlZumjxEgQhSen/v3V1VxW2r6r0/wB96f+1egM1e2vzfr2B6+mrHp0IJEEQkkxrtyIY2LCUmv9mzUnsvXjf9Eo58mtBz3Y5gWv7gHWfJmvswX+P38KEjZpFa3SLCmhYVkdtq1vHgSVtgYhQoMS7QKs5msVLEIQkkc/eDvO71YC9nTUOXX2IEX+eSLSVWCzvjQVcmwGRL4Bl7YFHQUgvyJVAEIQ3YkiT0qoGSmS0QbUeYG0U3en/mayA44z5iamw+5YcufZIxUSRj2sXg09tHen8984Bi1tptZqcPYD2SwEbqVsmCG9K6QL2mNHZTSVE+AXewJStF/Wl/7edBxSoBITeA/7w0irxpwNEIAmC8Mbp/3S1ubvkVgXj2AT2/jM96f8NgeaT/tcE9vjKt9qP4IdaOn94ZDQalc2PkR+WN73SwyvAIk+tHkvBqlpWDTuQC4LwVtRzzYcfPLX0/1+2nMfaozdMr2RnH5P+XxC4dxZY4ZMu0v9FIAlvfHM0NrHNiDRo0ACDB8ekn6cQ3377LapWrQpzjz2Y09UdLnmy4fqjJKT/u3cDan+qza/tBwTtf6PvN/aEuv/sJcoXzIkpHaqZTud/fANY9BHw9BaQrxzQxQ/IkuuNvl8QhH/TsZYzer1TQs1/vvI4Dl/VkZSRqzDQwVdL/7+8HfjrszRP/xeBJMTri0bhw8nGxkb1J2vSpAl+//13REdHx1v21q1beP/992GOTJo0Cblz51ZtPBISFhamStNPmTIlTfYtPeIYk/6fK6sNAq+FqMrVutL/G38PlP1QC45mz7Y7p4EXT3RPEWEh+Gzxbty6excl7KPwe4cyyG4IS3y9kGua5Yj/O5YAuq4BsjmmxjAJgkUx4r2yaFahgJb+v8gfV/Wk/xeqqrnbmP4fsADYNxVpiY7iIIIlwUaz8+fPR1RUFO7cuYONGzdi0KBBWLVqFdatWwdra+2UcXJygrnSpUsX1fh29erV6NixY7zPOA4vX75E587S1T0uJfPlwKzO1dH194MqWJoFJT9vZqLIIoOh2aNtwQfAzUBgpkeSvtMGwFzOMGyI1vgZSVg5ZxGg61rA3nzPY0FI6/T/X72rwXvOfhy//lhZelf3qw2HbLaJr1jmfaDZGGDjCGDzKMCxOFCuBdICsSAJ8bCzs1Pip3DhwnBzc8NXX32FtWvX4u+//8aCBQte62L74osvULp0aWTLlg0lSpTAyJEjERER8S93E61Rzs7OyJEjB/r166eE2IQJE9R35s+fHz/++GO8/bl27Ro8PT3V8rTceHl5KeGWcLuLFy9GsWLFVAPC9u3b4+nT/wUMh4aGomvXrmobBQsWVBaixOB+tGjRQu1rQvhey5Yt4ejoaPKY9bj1uC1a7oyEh4fjs88+U+OfPXt21KpVCzt27EBGwKNkHoxtraX/T99+CSv8g02vZJsN6LBc68+UWuRxBXzWaSUHBEFIMbLaaun/hXJlweX7oSqZg4VcTVKrD1CjpxbAHa4j+SOFEAtSakA/akRY2ny3Tba37qLesGFDVKlSRVlUevTo8cpl7O3tlYAqVKgQTpw4gZ49e6r3hg8fHrvMpUuXlNCiVYrzbdu2xeXLl5XI2LlzJ/bt24fu3bujcePGShjQrWcUR/w8MjIS/fv3h7e3dzzRwG1RrG3YsAGPHj1SImrcuHGxYuvzzz9X61PoUfxQ9B05ciTR+KBPPvkEH374IYKCguDi4qLe477u2rULmzZt0n3MSWXAgAE4ffo0fH191Xb9/PyUVY/bd3V1RXqnbfUiypQ+bftFfLX6BIrkzoraJfMmvpJ9AaD3Ls3VpoNNp25joG+g+rP66oNyKmstSVjZvvXfhCAI+sifMwt+71YDbWfux4HLD/Hl6hP4qV1l9ZD9WvgZi0hW6wQUqoa0QgRSakBxNKZQ2nz3VzeTJTunbNmyOH78+Gs//+abb2LnacmhFYQ3+bhigYKHFhiKiPLly+Pdd9/FuXPn8NdffyFz5swoU6YMxo8fj+3btyuBtHXrViUMrly5gqJFi6ptLFq0CBUqVMDhw4dRo0aN2O1SqHC7RhcZ16VAevbsGebNm4clS5agUaNG6vOFCxeiSJEiiR5vs2bNlEChu5FWKsLv4H4Yt6PnmJMCrWX8Pv7P7ybcJgUl3x8zZgwyAkOblMbVB6HYcPwW+iwOwOp+dVAqf47EV+IF0drO5LaPBYdg0KrTCDfYoKuHC3zqlRaxIwjpnLJOOTG9k5tys/155DqK582GAQ1NPPBZWaepOCLiYhN0wYJfiSn+5cuXo06dOspVRosPxQNv9HGhiDCKGMIgcAoliqO47929e1fNnzlzRgkSozgiXN7BwUF99rrt0o1m3AatS4wZouAyQvcYxVhiWFlZwcfHR4kiHjtFGIVVt27dYvdXzzEnBYpBuhxpUeP2jBOtXzyOjBR78FO7KnBzdsCTF5HqovhAT/q/Ca4/CsMnC5klF40GZfJh1IflE38KFQQh3VC/dD5891EFNf/TP+ex/thNpHfEgpRabi5actLqu5MBCpLixYu/8rP9+/ejU6dO+O6775TlhXFAtKQkjPVhZlxcjNlyCd9LmDFniuTYxqugu2/s2LHYtm2b2l5wcLASSEk55rhQWCWsLBs3ZonWLgqzgIAA9X9cKJQyWvr/3K7uaDljL66xTtHiACztUUu9/yY8eRGBTxb4qzpLZZ3sMa2jG6yt5PlOEDISnf/PRbngf9tzRWW7FnLIguou6TeLVARSasCn3AxchI4CgdaNIUOGvPJzxg4xTufrr7+OfY+xO29LuXLllCjhZLQiMT4nJCREWZL0ULJkSSWgDh48qILDCeOUzp8/j/r165tcl8vQLUhhw9goYzzSmxxzvnz5VHkEI7QWnTx5UrkaSbVq1dR7tH7Vq1cPGZ08Oeww/+MaaD1jHwKCHuHzVccx2buqsjAlhYioaPRfegTn7jxFfns7VVIgh51cugQhI/LlB+UQ9DAMm0/fQc9FAfDrVxsuedLn/VEewYR4MIvq9u3buHHjhgpkZtwLA6UZsMxMsFfB4GG6lmhBoSuINYIYXPy2UJBUqlRJWWq4L4cOHVL7QNHi7u6uaxu0vDDgmoHaFHoUJMwai+vWSwyuy+B0Hg/n3+aYGez+3//+V01nz55F3759ldgzQtcaj5XHyO9k7BWPmVYsrpMRKZXfXqX/W2fOpEzqrKybFChMR687hd0X7iOrjRXm+dRAIYesKba/giCkLFaZM2Fy+6qoVDgXHoa+VBX4H4elfdXsVyECSYgHA4IZw8O4HmZPMWCaN39mgCV0+xj56KOPlHWJGVjMDKN1hSnvbwtdZfxeFm185513lGBiOj1jf5LCxIkTlUWGqfvcRt26dVG9enVd67Zp00aVPmAqP1Py3+aY6bJjXJNR5PFYjNYjIwzG5ufDhg1TcVL8TgakG61fGZHapfJiTOtKan7qtotYFXBd97q/7b6CPw5eU0ZYdVEtIhWvBSGjk83WGr/5uKMg0//vJSH9P5XJZNDVbldIyJMnT1TcyePHj1V9nriwAjOf/hmzkyWLNL8UUo6MdK5N2HgWM3Zcgo1VJizqXkvVTTKVzs8LJ69Q3zQvhx71tNYFgiCYB2duPUHbmfsQ+jIK7aoXwYS2JtL/U+H+HRexIAmCkCp81rQMmlcqiIgogxI+l+49e+2yx6+HYFBMraNOtZzxSd1XJwgIgpBxKVcwp0q4YFjiyoDr6gEqPSECSRCEVIHB2ZO8qqCas0Nsk1nGICTkRsjz2HT+d2JSgyWdXxDMk3fL5se3Men/Ezedw4bj6Sf9P00FEqsSMy6ERfH0dIffs2ePqjuTJ08eZM2aVRUv/OWXX+ItwxYTbOfADCMuU7t2bRXDERd6FUeNGqVibbgM41IuXLiQIscoCMK/0/9ZYTvoQRh6L/ZHeGRU7OdPVTr/Ydx7Go4yBewxvWM1SecXBDOnq0cxdKujVcQfuuIYjlx7hPRAml552COLLSymT5+ua3n2pmJQLIUV6/KwMB+nOXPmxC7DVhibN29WvbmYmt60aVMlgJiVZYS9vxh4PGvWLJX+ze2yls2rurcLgpC85I1J/7fPYo3DVx9h+Krj6qElMioaA/4IxNnbT9Uy8z52h32W+DWuBEEwT75pXh6Ny+VXwdo9F/oj+GEatedKj0HatCAxTTpuppAeWrdurQQOBdHz589VRWVmPjVv3jx2GWYsvf/++/jPf/6jLsS0WDFLiG0cCAO1WMGZVZPZ6FQPEqQtpAcy8rm258J9fDz/ECKjDRjUyFW52xYfCEIWm8xY3ssDVYo6pPUuCoKQioSGR8Jr9n6cuvlEtSf6s29t5Mqa/A9JFhGkHRgYqNKrjQX/2MyUhfYS3ijoRqN7jvBmwjo/tCoZ4UCxFQWrIycnyVHNWRDM9Ryr65oXP7SsqOYnb72gxBFDjX71ririSBAskOx21qrWmVPOLLh49xn6LQ1QhWLTigxZjpaNRu/du6cEERuJGjvM03rk4eGBH374QVVhplVo2bJlSviUKlVKLUNxRPhZXPja+NnrCihyiqtAX4etra0qRHjz5k1VPZmvJchUSE5oCWWPOf4d8FzjOZYR6VDTWbUemL3rsno94r2yeK9iwbTeLUEQ0ginXFmUe73drP3Ye/GBKg/ydXN9nROSmwwpkHbv3q36Vh04cAAjRoxQ4qdDhw7qM7raWJCvcOHCqrChm5ub+oz9rd4GVjNm3y098IZFlwfbSlAkCUJKwQKWLCKptzJ4euSL98rCIZststtZocv/aa1cBEGwXCoUyoVpHathwsZzKoA7rcjwMUiMK6IoOnfu3L8CwGnlYaaat7e3ElRs13D58mXVY4vuOVZANkI3HV9PnjxZtwWJ/cES82GqwNMYt58gJDd8ALC2thbrpCAIZklkVHSKZLHqjUHKkBakhDEYcYWLEQZuc2Jj0k2bNqnMNULLjpOTE7Zu3RorkDhYzGZjb6zXwXYTnJKCsVt9wm7zgiAIgiAkTlqX+EhTgUSrzsWLF2NfM4D66NGjcHR0VG6DL7/8UqXnL1q0SH3OcgB8n/WPCNP9f/rpJwwcODB2GxRDtNywjxW3zSalXL5bt26xooV1kmh5YsNRCib20GJmW1KtV4IgCIIgmCdpKpD8/f3jNescOnSo+p8NPZlyzxgedkyPay2iaKKQomuBrrLx48ejd+/escvQZMZlrl+/roQWm43++OOP8aw4w4cPVy64Xr16qW7qbF7KJq0ZLU1aEARBEAQzj0HKaOj1YQqCIAiCkH6wmBiktMKoKxNL9xcEQRAEIX1hvG+bsg+JQHpD2PONMJNNEARBEISMdx+nJel1iIvtDWE8FGscsThlcqZZG8sHBAcHW7TrTsZBxoDIGGjIOMgYGJFxwFuPAWUPxRGTsxKrIScWpDeEg8qK3ikFf3RLPfnjIuMgY0BkDDRkHGQMjMg44K3GIDHLkZGMW35XEARBEAQhhRCBJAiCIAiCkAARSOkMVusePXp0kqt2mxsyDjIGRMZAQ8ZBxsCIjANSbQwkSFsQBEEQBCEBYkESBEEQBEFIgAgkQRAEQRCEBIhAEgRBEARBSIAIJEEQBEEQhASIQEpnTJ8+HcWKFUOWLFlQq1YtHDp0CObMrl270KJFC1XRlBXJ16xZE+9z5hCMGjUKBQsWRNasWdG4cWNcuHAB5sLYsWNRo0YNVZE9f/78aNmyJc6dOxdvmRcvXqB///7IkycPcuTIgTZt2uDOnTswJ2bOnInKlSvHFn7z8PDA33//bVFjkJBx48apv4nBgwdb1Dh8++236rjjTmXLlrWoMSA3btxA586d1XHy2lepUiX4+/tbzLWxWLFi/zoPOPG3T63zQARSOmL58uUYOnSoSl88cuQIqlSpgmbNmuHu3bswV0JDQ9VxUhi+igkTJmDKlCmYNWsWDh48iOzZs6sx4R+HObBz5071R37gwAFs3rwZERERaNq0qRoXI0OGDMH69euxcuVKtTxb3LRu3RrmBKvSUxAEBASom0DDhg3h6emJU6dOWcwYxOXw4cOYPXu2Eo1xsZRxqFChAm7duhU77dmzx6LG4NGjR6hTpw5sbGzUg8Lp06cxadIk5M6d22KujYcPH453DvD6SNq1a5d65wHT/IX0Qc2aNQ39+/ePfR0VFWUoVKiQYezYsQZLgKejn59f7Ovo6GiDk5OTYeLEibHvhYSEGOzs7AzLli0zmCN3795V47Bz587Y47WxsTGsXLkydpkzZ86oZfbv328wZ3Lnzm347bffLG4Mnj59anB1dTVs3rzZUL9+fcOgQYPU+5YyDqNHjzZUqVLllZ9Zyhh88cUXhrp16772c0u8Ng4aNMhQsmRJdeypdR6IBSmd8PLlS/X0TDNp3H5vfL1//35YIleuXMHt27fjjQn759D1aK5j8vjxY/W/o6Oj+p/nBK1KcceA7gZnZ2ezHYOoqCj4+voqKxpdbZY2BrQoNm/ePN7xEksaB7qK6HYvUaIEOnXqhGvXrlnUGKxbtw7u7u7KWkLXe7Vq1TB37lyLvTa+fPkSS5YsQffu3ZWbLbXOAxFI6YT79++rG0OBAgXivc/X/EOwRIzHbSljEh0dreJNaFqvWLGieo/HaWtrCwcHB7MfgxMnTqhYAlbH7dOnD/z8/FC+fHmLGgMKQ7rXGZuWEEsZB97kFyxYgI0bN6rYNIqBevXqqe7rljIGly9fVsfu6uqKTZs2oW/fvhg4cCAWLlxokdfGNWvWICQkBB9//LF6nVrngXWybUkQhLe2HJw8eTJevIUlUaZMGRw9elRZ0VatWgUfHx8VW2ApBAcHY9CgQSrWgkkalsr7778fO88YLAomFxcXrFixQgUjWwJ8WKIFacyYMeo1LUi8NjDeiH8Xlsa8efPUeUGrYmoiFqR0Qt68eWFlZfWvKHy+dnJygiViPG5LGJMBAwZgw4YN2L59uwpYNsLjpHmZT0/mPgZ8IixVqhSqV6+uLCgM3p88ebLFjAHdBkzIcHNzg7W1tZooEBmIy3k+HVvCOCSEVoLSpUvj4sWLFnMuMDON1tO4lCtXLtbVaEnXxqCgIGzZsgU9evSIfS+1zgMRSOno5sAbw9atW+M9RfA14zAskeLFi6uTPe6YPHnyRGVsmMuYMDad4ojupG3btqljjgvPCWayxB0DlgHghdJcxuB18PwPDw+3mDFo1KiRcjPSimacaEVgDI5x3hLGISHPnj3DpUuXlGiwlHOBbvaE5T7Onz+vLGmWcm00Mn/+fBWHxbg8I6l2HiRbuLfw1vj6+qoshAULFhhOnz5t6NWrl8HBwcFw+/Ztg7nCjJ3AwEA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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "test_goni(\"2020\",\"0/90 PARA\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "cb62434d", + "metadata": {}, + "outputs": [], + "source": [ + "def test_goni_straight(run_period,orientation):\n", + " # plot set pitch, yaw, rbv, and diamond values to check backlash accounted for correctly \n", + "\n", + " # change +10 millidegrees, -20 millidegrees, + 20 millidegrees all in 1 degree increments \n", + "\n", + " pitch_values = []\n", + " yaw_values = []\n", + " diamond_pitch = []\n", + " diamond_yaw = []\n", + "\n", + " my_goni = goniometer(run_period)\n", + " # default orientation is all zero values\n", + " my_goni.change_orientation(orientation)\n", + "\n", + " for i in range(100):\n", + " my_goni.do_nudge(\"pitch\",0.001)\n", + " my_goni.do_nudge(\"yaw\",0.001)\n", + "\n", + " current_state = my_goni.return_state()\n", + " pitch_values.append(current_state['pitch_set'])\n", + " yaw_values.append(current_state['yaw_set'])\n", + " diamond_pitch.append(current_state['diamond_pitch'])\n", + " diamond_yaw.append(current_state['diamond_yaw'])\n", + " \n", + "\n", + " x_vals = [i for i in range(len(pitch_values))]\n", + "\n", + "\n", + " fig, axes = plt.subplots(2,1, sharex=True)\n", + "\n", + " axes[0].plot(x_vals,pitch_values)\n", + " axes[0].plot(x_vals,diamond_pitch)\n", + " axes[0].set_xlabel(\"Step Number\")\n", + " axes[0].set_ylabel(\"Pitch Value\")\n", + "\n", + " axes[1].plot(x_vals,yaw_values,label=\"Set Value\")\n", + " axes[1].plot(x_vals,diamond_yaw,label=\"Diamond Value\")\n", + " axes[1].set_ylabel(\"Yaw Value\")\n", + " axes[1].legend()\n", + "\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "1cb51b1d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "test_goni_straight(\"2020\",\"0/90 PARA\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "e8d505e9", + "metadata": {}, + "outputs": [], + "source": [ + "class state_vector:\n", + "\n", + " def __init__(self, max_length=20):\n", + "\n", + " self.var_list = ['ebeam:x','ebeam:y','ebeam:current','ebeam:energy','goni:pitch','goni:yaw','goni:roll','cbrem:plane','cbrem:energy','cbrem:energy_unc','ac:x','ac:y','yaw_diff','pitch_diff']\n", + " self.max_length = max_length\n", + " # store everything in a dict, since it is easy interpret and to pandify\n", + " self.dict = {}\n", + " for var in self.var_list:\n", + " self.dict[var] = []\n", + "\n", + " self.length = 0\n", + "\n", + " def add_obs(self, input_data_dir):\n", + "\n", + " # should check input data right dim and not empty\n", + " self.length+=1\n", + " for var in self.var_list:\n", + " if \"diff\" not in var:\n", + " self.dict[var].append(input_data_dir[var])\n", + " if self.length>self.max_length:\n", + " # if length over max_length, remove first element from list (deque better here?)\n", + " self.dict[var].pop(0)\n", + "\n", + " # track full motor history, and only when the direction actually changes\n", + " def add_pitch_diff(self, pitch_diff):\n", + " self.dict['pitch_diff'].append(pitch_diff)\n", + " # only need last 5 or so entries, so \n", + " if len(self.dict['pitch_diff'])>self.max_length:\n", + " self.dict['pitch_diff'].pop(0)\n", + " \n", + " def add_yaw_diff(self, yaw_diff):\n", + " self.dict['yaw_diff'].append(yaw_diff)\n", + " if len(self.dict['yaw_diff'])>self.max_length:\n", + " self.dict['yaw_diff'].pop(0)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "19cc54cc", + "metadata": {}, + "outputs": [], + "source": [ + "# returns signed number of nudges needed \n", + "def adjust_peak(current_energy, goal_energy, nudge_size=10):\n", + " # if we are more than 10 MeV from the goal energy, we should nudge\n", + " if abs(current_energy-goal_energy)>10:\n", + " # how many small nudges? diff in energy divided by 10 MeV rounded to the nearest int\n", + " num_small_nudges = round((goal_energy-current_energy)/nudge_size,0)\n", + " return num_small_nudges\n", + "\n", + " else:# do nothing if we are within 10 MeV\n", + " return 0\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "3d213d4b", + "metadata": {}, + "outputs": [], + "source": [ + "def set_orientation_mode(gonio_obj, orientationMode):\n", + " if orientationMode==1:\n", + " gonio_obj.change_orientation(\"0/90 PERP\")\n", + " elif orientationMode==2:\n", + " gonio_obj.change_orientation(\"0/90 PARA\")\n", + " elif orientationMode==3:\n", + " gonio_obj.change_orientation(\"45/135 PERP\")\n", + " elif orientationMode==4:\n", + " gonio_obj.change_orientation(\"45/135 PARA\")\n", + " else:\n", + " print(\"orientationMode\",orientationMode,\"not defined\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "19ecbe28", + "metadata": {}, + "source": [ + "# Simulation Engine" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "id": "bd4e3de8", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.ticker as ticker\n", + "# to start, just time series of energy as a Gaussian with 3 MeV noise\n", + "# nudge_times is list of times for each nudge \n", + "# nudge_directions gives the sign of each nudge \n", + "# orientation mode is 1 0/90 PERP, 2 0/90 PARA, 3 45/135 PERP, 4 45/135 PARA\n", + "\n", + "class sim_engine:\n", + " def __init__(self,run_period, orientation_mode):\n", + "\n", + " self.run_period = run_period\n", + " self.orientation_mode = orientation_mode\n", + "\n", + " self.nudge_energy_size_pitch = 10.0\n", + " self.nudge_energy_size_yaw = 10.0\n", + "\n", + " self.e_vals = []\n", + " self.times = []\n", + " self.pitch_vals = []\n", + " self.yaw_vals = []\n", + " self.diamond_pitch_vals = []\n", + " self.diamond_yaw_vals = []\n", + "\n", + " self.nudge_times = []\n", + " self.pitch_diffs = []\n", + " self.yaw_diffs = []\n", + "\n", + " self.nudge_effectiveness = []\n", + "\n", + " self.energy_changes = []\n", + "\n", + " self.last_time = 0\n", + "\n", + " # default params for Al radiator\n", + " \n", + " self.plane_val = \"Undefined\"\n", + " if orientation_mode in [2,4]: # can't do %2, because 0 is a good orientationMode for Al radiator\n", + " self.plane_val = \"PARA\"\n", + " else:\n", + " self.plane_val = \"PERP\"\n", + "\n", + " self.roll_val = 0 # set roll to zero for Al by default\n", + " self.ebeam_current = 300\n", + "\n", + " self.my_goni = goniometer(run_period)\n", + " set_orientation_mode(self.my_goni,orientation_mode)\n", + "\n", + " self.ebeam_x = -0.5\n", + " self.ebeam_y = 1.0\n", + "\n", + " # run period specific params\n", + " if run_period=='2020':\n", + " self.goal_energy = 8600\n", + " self.cbrem_unc = 25\n", + " self.ebeam_energy = 11377 # 3 MeV of noise?\n", + " self.ac_x = 1.0\n", + " self.ac_y = -0.2\n", + " self.ebeam_current = 350 # same regardless of radiator\n", + "\n", + " elif run_period==\"2023\":\n", + " self.goal_energy = 8620\n", + " self.cbrem_unc = 18\n", + " self.ebeam_energy = 11549\n", + " self.ac_x = -0.5\n", + " self.ac_y = 1.0\n", + " self.ebeam_current = 300 # same regardless of radiator\n", + "\n", + " elif run_period==\"2025\":\n", + " self.goal_energy = 8900\n", + " self.cbrem_unc = 25\n", + " self.ebeam_energy = 11688\n", + " self.ac_x = 0.0\n", + " self.ac_y = 0.15\n", + " self.ebeam_current = 300 # for Al radiator\n", + "\n", + " if orientation_mode in [1,2,3,4]:\n", + " self.ebeam_current = 200 # for any diamond radiator orientation \n", + " \n", + "\n", + " def get_data(self):\n", + " return {\"TimeStamp\":self.times,\"GONI:PITCH\":self.pitch_vals,\"GONI:YAW\":self.yaw_vals,\"CBREM:ENERGY\":self.e_vals}\n", + " \n", + "\n", + "\n", + "\n", + " def generate_flat_timestep(self, input_energy, noise_size):\n", + " base_energy = input_energy \n", + "\n", + " current_e = np.random.normal(base_energy,noise_size)\n", + "\n", + " current_pitch = self.my_goni.return_set_pitch()\n", + " current_yaw = self.my_goni.return_set_yaw() \n", + "\n", + " current_diamond_pitch = self.my_goni.return_diamond_pitch()\n", + " current_diamond_yaw = self.my_goni.return_diamond_yaw()\n", + "\n", + " new_time = self.last_time+1 \n", + "\n", + " self.e_vals.append(current_e)\n", + " self.times.append(new_time)\n", + " self.pitch_vals.append(current_pitch)\n", + " self.yaw_vals.append(current_yaw)\n", + "\n", + " self.diamond_pitch_vals.append(current_diamond_pitch)\n", + " self.diamond_yaw_vals.append(current_diamond_yaw)\n", + "\n", + " self.last_time = new_time\n", + " return base_energy\n", + " \n", + "\n", + "\n", + " # then, RL could hook into generate_timestep by telling it to nudge \n", + " def generate_nudge_timestep(self, input_energy, noise_size, nudge_direction, time_delay_on=True, next_nudge_time=100000):\n", + " # angles will immediately update, but simulate with flat model for 5-10 seconds to mimic time delay of nudges\n", + "\n", + " base_energy = input_energy\n", + " current_e = input_energy\n", + "\n", + " current_pitch = self.my_goni.return_set_pitch()\n", + " current_yaw = self.my_goni.return_set_yaw() \n", + "\n", + " new_time = self.last_time+1 \n", + "\n", + " base_step = 1.0/1000.0 # in degrees\n", + "\n", + " # size and direction of the change in energy\n", + " if self.orientation_mode==1:\n", + " nudge_energy = nudge_direction*self.nudge_energy_size_pitch\n", + " step_size = abs(nudge_energy/self.nudge_energy_size_pitch*base_step)# in degrees\n", + "\n", + "\n", + " prev_pitch = self.my_goni.return_set_pitch() \n", + " prev_yaw = self.my_goni.return_set_yaw()\n", + "\n", + " prev_diamond_pitch = self.my_goni.return_diamond_pitch()\n", + " prev_diamond_yaw = self.my_goni.return_diamond_yaw()\n", + "\n", + "\n", + " # this bit is a little messy, but here we keep track of the angle change that results in the energy change we want, which varies by run period\n", + "\n", + " # actually change pitch/yaw here. signs reverse for 0/90 PERP in Spring 23, for 45/135 PERP in Spring 25\n", + " if self.orientation_mode==1:# 0/90 PERP\n", + " if self.run_period!='2023':\n", + " self.my_goni.do_nudge(\"pitch\",-nudge_direction*step_size)# positive pitch change results in lower energy (at least for Spring 20)\n", + " else:\n", + " self.my_goni.do_nudge(\"pitch\",nudge_direction*step_size) # positive pitch change results in higher energy (at least for Spring 20)\n", + "\n", + " if self.orientation_mode==2: # 0/90 PARA\n", + " self.my_goni.do_nudge(\"yaw\",-nudge_direction*step_size)\n", + "\n", + " if self.orientation_mode==3: # 45/135 PERP\n", + " if self.run_period!='2025':\n", + " self.my_goni.do_nudge(\"yaw\",-nudge_direction*step_size/(2**0.5))\n", + " self.my_goni.do_nudge(\"pitch\",nudge_direction*step_size/(2**0.5))\n", + " else:\n", + " self.my_goni.do_nudge(\"yaw\",nudge_direction*step_size/(2**0.5))\n", + " self.my_goni.do_nudge(\"pitch\",-nudge_direction*step_size/(2**0.5))\n", + " \n", + " if self.orientation_mode==4: # 45/135 PARA\n", + " self.my_goni.do_nudge(\"yaw\",-nudge_direction*step_size/(2**0.5))\n", + " self.my_goni.do_nudge(\"pitch\",-nudge_direction*step_size/(2**0.5))\n", + "\n", + "\n", + " current_diamond_pitch = self.my_goni.return_diamond_pitch()\n", + " current_diamond_yaw = self.my_goni.return_diamond_yaw()\n", + "\n", + " current_pitch = self.my_goni.return_set_pitch()\n", + " current_yaw = self.my_goni.return_set_yaw()\n", + " \n", + " yaw_diff = current_yaw-prev_yaw \n", + " pitch_diff = current_pitch-prev_pitch \n", + " \n", + "\n", + " current_effectiveness = ((current_diamond_pitch-prev_diamond_pitch)**2+(current_diamond_yaw-prev_diamond_yaw)**2)**0.5/0.001\n", + "\n", + " if current_effectiveness>1.5:# for big nudges\n", + " current_effectiveness = current_effectiveness/10.0\n", + "\n", + " energy_change = nudge_direction*((current_diamond_pitch-prev_diamond_pitch)**2*self.nudge_energy_size_pitch**2+(current_diamond_yaw-prev_diamond_yaw)**2*self.nudge_energy_size_yaw**2)**0.5/0.001\n", + "\n", + " if time_delay_on:\n", + " # then sim 8-10 seconds of flat energy before energy changes \n", + " num_secs = min(new_time+np.random.choice([8,9,10]),next_nudge_time)-new_time# need min of these to prevent skipping nudges when replicating actual runs\n", + " print(\"num_secs is\",num_secs)\n", + " for k in range(num_secs):\n", + " current_e = np.random.normal(input_energy,noise_size)\n", + "\n", + " if k==0:# time when the nudge occurred\n", + " self.yaw_diffs.append(yaw_diff)\n", + " self.pitch_diffs.append(pitch_diff)\n", + " self.nudge_times.append(new_time)\n", + " self.energy_changes.append(energy_change)\n", + " self.nudge_effectiveness.append(current_effectiveness)\n", + "\n", + " self.e_vals.append(current_e)\n", + " self.times.append(new_time)\n", + " self.pitch_vals.append(current_pitch)\n", + " self.yaw_vals.append(current_yaw)\n", + "\n", + " self.diamond_pitch_vals.append(current_diamond_pitch)\n", + " self.diamond_yaw_vals.append(current_diamond_yaw)\n", + " new_time+=1\n", + "\n", + "\n", + " base_energy += energy_change\n", + "\n", + " # include noise\n", + " current_e = np.random.normal(base_energy,noise_size)\n", + "\n", + "\n", + "\n", + " #print(\"base_energy is\",base_energy)\n", + " self.e_vals.append(current_e)\n", + " self.times.append(new_time)\n", + "\n", + " \n", + " self.pitch_vals.append(current_pitch)\n", + " self.yaw_vals.append(current_yaw)\n", + "\n", + " self.diamond_pitch_vals.append(current_diamond_pitch)\n", + " self.diamond_yaw_vals.append(current_diamond_yaw)\n", + "\n", + " self.last_time = new_time\n", + "\n", + " return base_energy # new base energy is different, note current e is base + noise, base is the \"true\" energy\n", + "\n", + "\n", + "\n", + " def generate_linear_step(self, input_energy,noise_size,model_param=0):# param is just the slope\n", + " base_energy = input_energy \n", + " new_time = self.last_time+1\n", + "\n", + " current_pitch = self.my_goni.return_set_pitch()\n", + " current_yaw = self.my_goni.return_set_yaw() \n", + " current_diamond_pitch = self.my_goni.return_diamond_pitch()\n", + " current_diamond_yaw = self.my_goni.return_diamond_yaw()\n", + "\n", + " base_energy+=model_param\n", + "\n", + " current_e = np.random.normal(base_energy,noise_size)\n", + "\n", + " self.e_vals.append(current_e)\n", + " self.times.append(new_time)\n", + " self.pitch_vals.append(current_pitch)\n", + " self.yaw_vals.append(current_yaw)\n", + "\n", + " self.diamond_pitch_vals.append(current_diamond_pitch)\n", + " self.diamond_yaw_vals.append(current_diamond_yaw)\n", + "\n", + " self.last_time = new_time \n", + "\n", + " return base_energy\n", + "\n", + "\n", + " # for sine model\n", + " # model params will be normalization and period, maybe offset?\n", + " #modified_base_energy=base_energy+model_params[0]*np.sin(i*2*np.pi/(model_params[1]))\n", + "\n", + " # everything done in generate_nudge_timestep, generate_flat_timestep, etc, just get right number of seconds here\n", + " def generate_timeseries(self, num_seconds, input_energy, noise_size, energy_drift_model = 'None', model_params=[], auto_nudge = False):\n", + " \n", + " current_time = self.last_time \n", + " end_time = current_time+num_seconds\n", + " current_energy = input_energy\n", + "\n", + " while current_timenudge_index:\n", + " next_nudge_time = nudge_times[nudge_index+1]\n", + "\n", + " current_energy = self.generate_nudge_timestep(current_energy,noise_size,nudge_directions[nudge_index],True,next_nudge_time)\n", + " else:\n", + " current_energy = self.generate_flat_timestep(current_energy,noise_size)\n", + "\n", + " # nudge step can be up to 11 seconds on its own\n", + " current_time = self.last_time\n", + "\n", + " \n", + " \n", + " \n", + "\n", + "\n", + " def plot_result(self,x_window=[],y_window=[20,20],title=\"\",save_as=\"\"):\n", + " fig, (ax1, ax2, ax3, ax4) = plt.subplots(4,figsize=(6,8),sharex=True)\n", + " ax1.plot(self.times,self.e_vals)\n", + " ax1.yaxis.set_minor_locator(ticker.MultipleLocator(5))\n", + " ax1.set_title(title)\n", + "\n", + " for time_index in range(len(self.nudge_times)):\n", + " # draw vertical dashed line for each nudge \n", + " current_energy_change = self.energy_changes[time_index]\n", + " if current_energy_change<0:\n", + " ax1.axvline(self.nudge_times[time_index],linestyle='--',color='red',alpha=0.5)\n", + " elif current_energy_change>0:\n", + " ax1.axvline(self.nudge_times[time_index],linestyle='--',color='blue',alpha=0.5)\n", + " else:\n", + " ax1.axvline(self.nudge_times[time_index],linestyle='--',color='gray',alpha=0.5)\n", + " \n", + " ax1.set_ylabel(\"$E_{\\gamma}$ [MeV]\")\n", + " ax1.axhline(self.goal_energy,color='g')\n", + " ax1.axhspan(self.goal_energy-10,self.goal_energy+10,color='g',alpha=0.1)\n", + " ax1.set_ylim(self.goal_energy-y_window[0],self.goal_energy+y_window[1])\n", + "\n", + " ax2.plot(self.nudge_times,self.nudge_effectiveness,marker='o',color='black')\n", + " ax2.set_ylabel(\"Nudge Effectiveness\")\n", + " ax2.axhline(1.0,color='black',alpha=0.2,linestyle='--')\n", + " ax2.axhline(0.0,color='black',alpha=0.2,linestyle='--')\n", + "\n", + " ax3.plot(self.nudge_times,self.yaw_diffs,marker='o',label='YawDiff',color='blue')\n", + " ax3.plot(self.nudge_times,self.pitch_diffs,marker='o',label='PitchDiff',color='orange')\n", + " ax3.set_ylabel(\"Nudge Size (deg.)\")\n", + " ax3.legend()\n", + "\n", + " ax4.plot(self.times,self.pitch_vals,color='orange')\n", + " ax4.set_ylabel('Pitch (deg.)')\n", + " ax4.tick_params('y',colors='orange')\n", + "\n", + " ax4b = ax4.twinx()\n", + " ax4b.plot(self.times,self.yaw_vals,color='blue')\n", + " ax4.set_xlabel(\"Time (s)\")\n", + " ax4b.set_ylabel('Yaw (deg.)')\n", + " ax4b.tick_params('y',colors='blue')\n", + "\n", + " #ax4.legend()\n", + "\n", + "\n", + "\n", + "\n", + "\n", + " if x_window!=[]:\n", + " ax1.set_xlim(x_window[0],x_window[1])\n", + " ax2.set_xlim(x_window[0],x_window[1])\n", + " ax3.set_xlim(x_window[0],x_window[1])\n", + "\n", + " if save_as!=\"\":\n", + " plt.savefig(save_as)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "id": "875e626d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "num_secs is 10\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "test_sim = sim_engine(\"2020\",1)\n", + "test_sim.generate_timeseries(100,8600,2,\"manual\",[[50],[-1]])\n", + "test_sim.plot_result()" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "id": "f55aade1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "num_secs is 8\n", + "num_secs is 8\n", + "num_secs is 10\n", + "num_secs is 10\n", + "num_secs is 9\n", + "num_secs is 8\n", + "num_secs is 8\n", + "num_secs is 8\n", + "num_secs is 8\n", + "num_secs is 10\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "my_test = sim_engine(\"2020\",1)\n", + "new_energy = 8600\n", + "for i in range(50):\n", + " new_energy = my_test.generate_flat_timestep(new_energy,1)\n", + "for i in range(5):\n", + " new_energy = my_test.generate_nudge_timestep(new_energy,1,1)\n", + "for i in range(5):\n", + " new_energy = my_test.generate_flat_timestep(new_energy,1)\n", + "for i in range(5):\n", + " new_energy = my_test.generate_nudge_timestep(new_energy,1,-1)\n", + "for i in range(50):\n", + " new_energy = my_test.generate_linear_step(new_energy,1,0.2)\n", + "my_test.plot_result([],[20,35])\n" + ] + }, + { + "cell_type": "markdown", + "id": "62a04401", + "metadata": {}, + "source": [ + "# Testing Sim functions" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "id": "2e7f0538", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "not supported yet\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "my_sim = sim_engine(\"2020\",1)\n", + "my_sim.generate_timeseries(200,8600,1,\"linear\",[0.05])\n", + "my_sim.generate_timeseries(200,8600,1,\"sine\",[20,200])\n", + "my_sim.plot_result()" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "id": "86a1717e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "not supported yet\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "my_sim = sim_engine(\"2020\",1)\n", + "my_sim.generate_timeseries(200,8600,1,\"linear\",[0.05])\n", + "my_sim.generate_timeseries(200,8600,1,\"sine\",[20,200],True)\n", + "my_sim.plot_result()" + ] + }, + { + "cell_type": "markdown", + "id": "9982e840", + "metadata": {}, + "source": [ + "# Replicating actual runs" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "id": "cd883704", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "num_secs is 8\n", + "num_secs is 9\n", + "num_secs is 8\n", + "num_secs is 10\n", + "num_secs is 8\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sim_132108 = sim_engine(\"2025\",1)\n", + "sim_132108.generate_timeseries(650,8955,2,\"manual\",[[361,382,401,422,461],[-1,-1,-1,-1,-1]])\n", + "sim_132108.plot_result([325,650],[10,60],\"Simulated Run 132108 0/90 PERP\",\"plots/simulated_run_132108.pdf\")" + ] + }, + { + "cell_type": "markdown", + "id": "797f4a0f", + "metadata": {}, + "source": [ + "Replicating run 72105, a 0/90 PERP run from Spring 2020" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "id": "c1a42d4d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "num_secs is 8\n", + "num_secs is 9\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sim_72105 = sim_engine(\"2020\",1)\n", + "sim_72105.generate_timeseries(300,8625,1,\"manual\",[[160,192],[-1,-1]])\n", + "sim_72105.plot_result([125,300],[10,30],\"Simulation of Run 72105 0/90 PERP\",\"plots/simulated_run_72105.pdf\")\n", + "#generate_timeseries('2020',300,8625,1,1,'manual',[[160,192],[-10,-10]],[125,300],[10,30],\"Simulation of Run 72105 0/90 PERP\",\"plots/simulated_run_72105.pdf\")" + ] + }, + { + "cell_type": "markdown", + "id": "ff2bfd5c", + "metadata": {}, + "source": [ + "Replicating run 72127, a 0/90 PERP run from Spring 20 that has backlash" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "id": "87047870", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "num_secs is 6\n", + "num_secs is 8\n", + "num_secs is 10\n", + "num_secs is 10\n", + "num_secs is 10\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sim_72127 = sim_engine(\"2020\",1)\n", + "sim_72127.generate_timeseries(300,8615,1,\"manual\",[[74,81,136,162,180],[-1,-1,1,1,1]])\n", + "sim_72127.plot_result([50,300],[15,20],\"Simulation of Run 72127 0/90 PERP\",\"plots/simulated_run_72127.pdf\")" + ] + }, + { + "cell_type": "markdown", + "id": "b4aa01ee", + "metadata": {}, + "source": [ + "# Now testing Spring 2023 runs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7598e713", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "==============\n", + "nudge energy at time 246 is 10\n", + "energy change is 0.0\n", + "current_effectiveness is 0.0\n", + "diff in diamond yaw is 0.0\n", + "diff in diamond pitch is 0.0\n", + "==============\n", + "nudge energy at time 373 is 10\n", + "energy change is 0.0\n", + "current_effectiveness is 0.0\n", + "diff in diamond yaw is 0.0\n", + "diff in diamond pitch is 0.0\n", + "==============\n", + "nudge energy at time 388 is 10\n", + "energy change is 9.000000000000119\n", + "current_effectiveness is 0.9000000000000119\n", + "diff in diamond yaw is 0.0\n", + "diff in diamond pitch is 0.0009000000000000119\n", + "==============\n", + "nudge energy at time 514 is -10\n", + "energy change is -0.0\n", + "current_effectiveness is 0.0\n", + "diff in diamond yaw is 0.0\n", + "diff in diamond pitch is 0.0\n", + "==============\n", + "nudge energy at time 677 is -10\n", + "energy change is -0.0\n", + "current_effectiveness is 0.0\n", + "diff in diamond yaw is 0.0\n", + "diff in diamond pitch is 0.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sim_120420 = sim_engine(\"2023\",1)\n", + "sim_120420.generate_timeseries(700,8615,1,\"manual\",[[246, 373, 388, 514, 677],[1,1,1,-1,-1]])\n", + "sim_120420.plot_result([200,700],[15,30],\"Simulation of Run 120420 0/90 PERP\",\"plots/simulated_run_120420.pdf\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "35fb616b", + "metadata": {}, + "source": [ + "# Now testing 2025" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "76a6396d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sim_131443 = sim_engine(\"2025\",1)\n", + "sim_131443.generate_timeseries(900,8955,1,\"manual\",[[570,580,592,603,622,652,683,708,728],[-1,-1,-1,-1,-1,-1,1,1,1]])\n", + "sim_131443.plot_result([550,900],[15,70],\"Simulation of Run 131443 0/90 PERP\",\"plots/simulated_run_131443.pdf\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "14cc27f2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# generate this run with a linear drift after the final nudge\n", + "sim_131443_hypothetical = sim_engine(\"2025\",1)\n", + "sim_131443_hypothetical.generate_timeseries(900,8955,1,\"manual\",[[570,580,592,603,622,652,683,708,728],[-1,-1,-1,-1,-1,-1,1,1,1]])\n", + "sim_131443_hypothetical.generate_timeseries(500,8955,1,\"linear\",[0.05])\n", + "sim_131443_hypothetical.plot_result([550,1400],[15,70],\"Simulation of Run 131443 0/90 PERP\",\"plots/simulated_run_131443.pdf\")" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "id": "07187234", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " TimeStamp GONI:PITCH GONI:YAW CBREM:ENERGY\n", + "0 1 1.68 1.52 8955.668344\n", + "1 2 1.68 1.52 8955.775090\n", + "2 3 1.68 1.52 8954.973940\n", + "3 4 1.68 1.52 8954.206026\n", + "4 5 1.68 1.52 8956.459938\n" + ] + } + ], + "source": [ + "my_df = pd.DataFrame(sim_131443_hypothetical.get_data())\n", + "print(my_df.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "id": "6760ed75", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(my_df['TimeStamp'],my_df['CBREM:ENERGY'])" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "id": "2b5d8ada", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 129, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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