diff --git a/docs/Tutorial_Contrast_Profile.ipynb b/docs/Tutorial_Contrast_Profile.ipynb new file mode 100644 index 000000000..a6d0f301c --- /dev/null +++ b/docs/Tutorial_Contrast_Profile.ipynb @@ -0,0 +1,661 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Novel Time Series Primitive that Allows Real World Classification\n", + "\n", + "## Contrast Profile\n", + "\n", + "The tutorial is adapted from the [Matrix Profile XXIII paper](https://www.cs.ucr.edu/~eamonn/ContrastProfile_V048_names.pdf). \n", + "\n", + "Subsequence’s distance to its nearest neighbor within the same \n", + "dataset can be represented by the [Matrix Profile](https://stumpy.readthedocs.io/en/latest/Tutorial_The_Matrix_Profile.html). \n", + "\n", + "However, we argue that it may be useful to score subsequences with a new \n", + "piece of meta-data that reflects the property that a subsequence \n", + "is simultaneously close to its nearest neighbor in certain data \n", + "but far from its nearest neighbor in other **“black-listed”** data. \n", + "\n", + "We call this property **Contrast**, and the vector that represents it the \n", + "**Contrast Profile**. \n", + "\n", + "While the proposed representation has many \n", + "uses, for clarity, we will introduce it in the context of \n", + "subsequence extraction to allow classification.\n", + "\n", + "\n", + "## Getting Started\n", + "Let's import the packages that we'll need to load, analyze, and plot the data." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import stumpy\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loading the ECG data\n", + "Let's walk through by running example of a noisy electrocardiogram(ECG). \n", + "From the dataset, we extract two snippet:v_pos[T(+)] and v_neg[T(-)]. Those are around 27-second snippet. \n", + "Also specification of T(+), T(-) is followings.\n", + "- 𝐓(+): contains **at least two instances** that are unique to the phenomena of interest. \n", + "- 𝐓(−): contains **zero instances of interest**. \n", + "\n", + "T(+) requires at least two instances. At this time, T(+) has two desired instances." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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+ }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axis = plt.subplots(2, 1, gridspec_kw={\"hspace\":0})\n", + "axis[0].plot(v_pos, linewidth=0.5)\n", + "axis[1].plot(v_neg, linewidth=0.5)\n", + "axis[0].axvspan(idx_desired0, idx_desired0+m, color=\"grey\", alpha=0.4, label=\"desired behavior\")\n", + "axis[0].axvspan(idx_desired1, idx_desired1+m, color=\"grey\", alpha=0.4)\n", + "axis[0].set_ylabel(\"T(+)\")\n", + "axis[1].set_ylabel(\"T(-)\")\n", + "axis[0].legend(loc=1)\n", + "\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[Upper fig] : T(+) looks noisy, 𝐓(+) have to include contains **at least two instances**. Signals on grey area are the \"desired behaviors\" which are similar. \n", + "\n", + "[Bottom fig] : T(-) looks clean, much more regular repeated pattern. Because T(-) has to be **zero instances of interest**.\n", + "\n", + "## Couldn't find simply?\n", + "I'll show the result of applying distance profile, Matrix profile, and why Contrast profle is needed.\n", + "- 1.Distance Profile with normal beat query\n", + "- 2.self-join Matrix Profile\n", + "- 3.AB-join Matrix Profile\n", + "\n", + "### 1.Distance Profile with normal beat query\n", + "Desired behavior is so different from normal ECG signal. So, desired behavior could be enough high value to find it in distance profile with normal ECG query and T(+). \n", + "I pick up v_query(typcial normal ECG query) we can see everywhere in dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "v_query = ecg_df.iloc[5930:5930+m, 1].values\n", + "plt.figure(figsize=(10,3))\n", + "plt.plot(v_query, label=\"normal ECG beat\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Distance Profile pos(include desired behavior)\n", + "DP_query = stumpy.mass(v_query, v_pos)\n", + "idx_motif = np.argmin(DP_query)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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aS2JF8uKLL8LhcOCSSy5BTEwMHnjgAVRWVhqWWbBgAZ599lk88MADOHbsGJKSkjBp0iRccMEFAABZljFjxgzk5eUhNjYW559/Pl599dVGbXd9zzFx4kS89957ePLJJzFr1ixMmTIF//znP/HMM8/Uu+7nnnsOzz//PLZu3YqBAwfihx9+QHJyMgCgV69eWLNmDf7xj39g2rRp8Hq96Nu3L84///wGBz/Gjh2LV155Bc8//zweffRRnHnmmZgzZw5uuOEGw3Icx+Gaa67Biy++iCeeeKLOdaanp2Px4sV46KGHMGbMGCQmJuKWW27BP//5zwZtU0vjWEsXkGtDkydPxtixYzF37lwAah24p556Cm+//TbKy8txyimn4M033zQEczweDx566CF8/vnncLvdOPfcc/HWW281qkdMVVUV4uLiUFlZSaXMSJdQUlKCV199FUlJSREbcXU2DocDpaWl+Pvf/66fFLoql8uFdevWwWazwWw2t/fmNIvP54PL5cKkSZNgs9nae3MIIYQQ0k3Q9RQhhBDSPDd8sBF2i4C3rjupxdbp8Xhw+PBh9O/f39Bf3OfzQZKkFnue+oii2OmvD0jLqm3fBBoeN+g0mTKRrFy50vA7x3GYNWsWZs2aVetjrFYr5s2bh3nz5rXuxhFCCCGEEEIIIYQQQkg3wKFt6peZzWYKkpBOr9P0lCGEEEIIIYQQQgghhBBCCOnMKChDCCGEEEIIIYQQQgghpEk6cXcMQtoFBWUIIYQQQgghhBBCCCGENF3bVC8jpEugoAwhhBBCCCGEEEIIIYQQQkgboKAMIYQQQgghhBBCCCGEEEJIG6CgDCGEEEIIIYQQQgghhJAmYYyqlxHSGBSUIYQQQgghhBBCCCGEEEIIaQMUlCGEEEIIIYQQQgghhBDSZBzXNrkyDocDJSUlbfbjcDja5HV1BrNmzcLYsWPDbktNTQXHcfj+++8BAD6fD4MGDcKaNWtqXVdOTg44jsO2bdsa/Pw///wzxo0bB0VRmrD1HYvY3htACCGEEEIIIYQQQgghpHNiYG3yPA6HA++88w5KS0vb5PkAICkpCbfddhvsdnuDHzN58mSMHTsWc+fObb0Na2Ucx+G7777D9OnT9dsefPBB3HPPPfrve/fuxVNPPYXvvvsOEydOREJCAgDgnXfeQd++fXHaaae16DZddNFFeOKJJ/D555/jL3/5S4uuu61RUIYQQgghhBBCCCGEEEJIk7VFnozH40FpaSmioqJgs9la/flcLhdKS0vh8XgaFZTpqux2u+F9yMrKAgBceumlhkypefPmYdasWa2yDTfffDPmzZvX6YMyVL6MEEIIIYQQQgghhBBCSKdgs9n0AEFr/jQl8HPTTTdh1apVeO2118BxHDiOQ05ODlatWoUJEybAYrGgZ8+eeOSRRyBJkv64yZMn4+6778bdd9+N+Ph4JCUl4Z///CcYqzsLieM4vP3227joootgs9kwfPhwrFu3DocOHcLkyZMRHR2NSZMm6QEUzfz58zFw4ECYzWYMHToUn3zyiX5fv379AACXXXYZOI7Tfw8tXzZr1ixcfPHFAACe5/WgzJYtW3Do0CFceOGFhufbuHEjxo0bB6vVivHjx2Pr1q2G+1euXAmO47Bo0SKMGTMGVqsVp5xyCnbu3GlY7pJLLsHGjRuRnZ1d5/vS0VFQhhBCCCGEEEIIIYQQQkiT1BM36FZee+01TJo0CX/7299QUFCAgoICmEwmXHDBBTj55JOxfft2zJ8/H++//z6effZZw2M/+ugjiKKIDRs24PXXX8err76K9957r97nfOaZZ3DDDTdg27ZtGDZsGK699lrcfvvtePTRR7F582YAwN13360v/9133+G+++7DAw88gF27duH222/HzTffjBUrVgAANm3aBABYsGABCgoK9N9DPfjgg1iwYAEA6K8TAH7//XcMGTIEsbGx+rJOpxMXXXQRhg4diszMTMyaNQsPPvhgxNfy0EMP4aWXXsKmTZuQkpKCSy65BH6/X7+/b9++SElJwR9//FHv+9KRUfkyQgghhBBCCCGEEEIIIU3GtUX9sk4gLi4OZrMZNpsNaWlpAIDHH38cGRkZeOONN8BxHIYNG4b8/Hz84x//wBNPPAGeV/MmMjIy8Oqrr4LjOAwdOhQ7d+7Eq6++ir/97W91PufNN9+Mq666CgDwj3/8A5MmTcK//vUvTJs2DQBw33334eabb9aXf+mll3DTTTfhrrvuAgDMnDkT69evx0svvYSzzz4bPXr0AADEx8frr6Emu92O+Ph4ADAsk5OTg169ehmW/eyzzyDLMj744APYbDaMHDkSeXl5uPPOO8PW++STT+K8884DoAapevfuje+++05/fQCQnp6OnJycOt+Tjo4yZQghhBBCCCGEEEIIIYQ0CWXK1G3v3r2YNGmSoe/KaaedBofDgby8PP22iRMnGpaZNGkSDh48CFmWMXv2bENptaNHj+rLnXDCCfr/U1NTAQCjR4823ObxeFBVVaVvz2mnnWbYxtNOOw179+5t9mt1u92wWq2G2/bu3YsxY8YYysFNmjQp4uNDb09MTMTQoUPDtisqKgoul6vZ29qeKFOGEEIIIYQQQgghhBBCSIMVVXuQHG0Bz3NgqD0qU+b0IcYqwiR039wAxpgh2KLdBiDs9trccccdhmyR0GwUk8mk/19bX6TbFEUJu62ubWyK5OTksD4w9fXFqU/N7SorK9OzeTqr7vtpIIQQQgghhBBCCCGEENJob63IwrEKt/57bcP5Z76wAj9sy2+bjeogzGYzZFnWfx8xYgTWrl1rCE6sXbsWMTExSE9P129bv369YT3r16/H4MGDIQgCEhMTMWjQIP1HFJueazF8+HCsXr3acNvatWsxfPhw/XeTyWR4DQ01btw47Nu3z/BaR4wYge3bt8PtDu4vNV9rpNvLy8tx4MABDBs2TL/N4/EgKysL48aNa/S2dSQUlCGEEEIIIYQQQgghhBDSYLLCGlS2zOGVoCjdq75Zv379sGHDBuTk5KCkpAR33XUXcnNzcc8992Dfvn344Ycf8OSTT2LmzJl6PxkAyM3NxcyZM7F//3588cUXmDdvHu67774W376HHnoIH374If7zn//g4MGDeOWVV7Bw4UI8+OCDhtewfPlyFBYWory8vMHrPvvss+F0OrF79279tmuvvRY8z+OWW27Bnj17sHjxYrz00ksRH//0009j+fLl2LVrF2666SYkJydj+vTp+v3r16+HxWKptfxZZ0HlywghhBBCCCGEEEIIIYQ0mMIYlEBUhrG6y3DxfPPLYoVqq34iTX2eBx98EDfeeCNGjBgBt9uNw4cPY/HixXjooYcwZswYJCYm4pZbbsE///lPw+NuuOEGuN1uTJgwAYIg4J577sFtt93WEi/FYPr06Xjttdfw4osv4t5770X//v2xYMECTJ48WV/m5ZdfxsyZM/Huu+8iPT0dOTk5DVp3UlISLr/8cnz22WeYM2cOAMBut+Onn37CHXfcgXHjxmHEiBF4/vnnccUVV4Q9/rnnnsN9992HgwcPYsyYMfjxxx9hNpv1+7/44gtcd911hv40nREFZQghhBBCCCGEEEIIIYQ0mMKgB2WA2suXAUBoTMbjl2EW+CYFaqxWK5KSklBaWmoohdWakpKSwhrX12fIkCFYt26d4bZ+/fph48aNdT7OZDJh7ty5mD9/foOfq2a/ln79+oXdNnny5LDb7rzzTtx55521rvfiiy/GxRdfbLht1qxZmDVrlv779OnTI/aLeeyxxzBlyhQ89thjiImJAQBMnDgR27Ztq3PbAeD000/Hrl27Im5TcXExvvnmG2zevLnW7e4sKChDCCGEEEIIIYQQQgghpMEUhaGhVcn4kCyaS95YjZtO7Y9rT+nT6Oe02+247bbb4PF4Gv3YprJarbDb7W32fF3B6NGj8cILLyAnJwejR49usfUePnwYb731Fvr3799i62wvFJQhhBBCCCGEEEIIIYQQYqAoDHOXH8TM84bot/llBSaBh8KYnulQX2wmNCvmeJUXlW5/k7fJbrdTkKQTuPHGG1t8nRMmTMCECRNafL3tga9/EUIIIYQQQgghhBBCCCHdiV9R8Pryg4bbBj/+P+wrrAqULwu5o45qZKGVygSeM5Q9C6U0NPWmC1q5ciXmzp3b3pvRbrQSa/Hx8e29KW2CgjKEEEIIIYQQQgghhBBCDGqJncDrV8AYg6wFUSIst2hHAY5XqWXGQsuX8Vzk4ItPUvDgf7c3e5sJ6QwoKEMIId1AdrkfWeVNTw8mhBBCCCGEEEJI9xIalFm25zgueO0PAMFsF0UvXxYeZJnx+Raszy4FUDMow0XsRSMrDE6f1IJbT0jHRUEZQgjpBr7c7cDXux3tvRmEEEIIIYQQQgjpJELLjBVVe7GvsAqAGliRmTFow0WoXyby6tBzSEwm8NjwqIwa5ImwDYrSxK0npHW0xD4ptsB2EEII6eB8MkOMmeLwhBBCCCGEEEJId5NT4sTV76zH+sfObdTjQoMnMmNqhozMcLCoGtnFjlp7w2hEQY3GsJDleM74e+j6Q283m83geR75+fno0aMHzGYzOK6OxjWEtDLGGHw+H4qLi8HzPMxmc5PXRUEZQgjpBnwyg1lo760ghBBCCCGEEEJIW/PLCgoD/V0ag4UkBDDGAkERhid+2I1Ktz9YvowZs2E0pkBQRg5ZD8dxEYM5TIEhU4bnefTv3x8FBQXIz89v9LYT0lpsNhv69OkDnm/65GcKyhBCSDegBmVoRgkhhBBCCCGEENLVefwy9hVWY2xGPABE6PjSMKHBE1lhEAKRF5+kBO4PLhtpxEErXxaacSPwnCFIE/pc2vP9fqAYH687gvduHI8+ffpAkiTIstzEV0FIyxEEAaIoNjtri4IyhBDSDUgKIPIUlCGEEEIIIYQQQrq6DYfLcOMHG5Hz3IUAgkGUk575FZn/Oq/B6wkNpihMDagAgEdSAySRypCF0satFcUYlGGMocLlw/Q312DlQ2frz6UtllvuwvJ9xwPr4GAymWAymRq83YR0dBSUIYSQbsAicPDJTZ0bQwghhBBCCCGEkM5gf2G1ntGi8QdSU0qdvgav5+DxaizbW6T/rihMD7JosZiiai9KHd5aM3HkQJRFDgnKcJz6e5nTh5xSV3D9IT1leI5DPfEeQjo16vpMCCHdgEXk4JHoioYQQgghdav2+HHxvNXtvRmEEEIIaaJpc3/XM1o0/pBJml6pYWXAyl1+HC0zBk1qrveuz7bgxV/2AwD+m5mHvQVVhvv1oExo+TKOg8IAj99Yw0xRguXSqNAH6eooKEMIId2AReDgpUwZQgghhNTD5ZOx81hle28GIYQQQpqhZlDDH9LEpaDC06B1SIqilz0D1MAKH6GPRq/4KD3D5UhI5ou6DvX20PJlPMdBYQxuvzE4pDAGJfB0ze3XQUhHR0EZQgjpBnjO2ICPEEIIIYQQQgghXZNUYwDAFwjKJNhM+GLjUZQ5fZBkJdJDdbLC9N4xACDLkYMyabFW/f9KjZpjisLAc8ZMGZ5XgzKeGkEZWWEhmTIUlCFdGwVlCCGEEEIIIYQAAGgIhHQVRVUNmwlOCCFdkdMrGX73SwpMAoczh/TAwSIHxj/7K/63q7DOdcgKgzekxJjCIpcV4zjoPWVqBmUkRS15ZsyUUdft8hmDMowFe9VQ+TLS1VFQhhBCugm6piGEEEJIveiCgXQBjDE89t3O9t4MQghpN46aQRmZwW4RYRUFMMagMMBqEgzLzPhsiyF7RVaYof+MHKGnDBAMpGiPCSUranZN6O1CIFPG5TNuo8zCM2VKHd6GvFxCOh0KyhBCCCGEEEIIIaTLUBiV7iWEdG/VnppBGQUxVhMsJh4mQR0OrnL7Dcss2llgCOaoQZlgpgyrpadMaGmyGokyeqZMaItbjuOgKIDTKyN0dUpIUEa7/eFvdtT/YgnphCgoQwghhBBCCCEEAMBRqgzpAljIwB4hhHRH1R5jwMUnK4ixirCIPGxmNUOmMhCU+cc3O+AP9JcJPXbWDMrISuRMGVlhejCmZqaMojAInFq+zOOXsT67FNtzKyAHMmWizaJhWe3RWvDHV0/fG0I6KwrKEEJIN0FfSwkhhJCOK6vYgcwjZQAQVs6jLTG6YiBdgMKMs7X/uzm3/TaGEELaQXVY+TItKCMgyiwiJcaCqkDg5qvNufhi41EANUqRMQZvSDkzhSFiUEZhTC97FqmnDM9zkBnD8CeWYNaPu/XlfLICs8iHrEf9+df3u/SgjJ+CMqSLoqAMIYQQQgghhLSzw8VO7M6vAgDM/Gp7+20IxWRIF8BgzJRZvLOgHbeGEELaniOkfJnHL8MnKbBbTHqmTFqcVc+UAYDvtx4DYMx0qZkpozCGCNXL8PuBYuwrrAYAQ8aMReThlWSYRV7PptGOzYrCIMnGzBuFMTDG8Mn6I3jhl30AAEmmCxPSNVFQhhBCugkqRkIIIYR0XDJj+kCIO2RWalujPhykK2A1MmUk2rEJId1MaG+Y2z7JhE9SEGsVYRZ5RJsFpMZaDX1nXD712iM0CCLJwUyZH7fnq+XLIkRlSp0+/f9a0OXbzDxEmQW4fDKiTAKUwHFYex6FqcdmMSQoIyvBgPqRUhcAwE/Hb9JFdZqgzJw5c3DyyScjJiYGKSkpmD59Ovbv329YhjGGWbNmoVevXoiKisLkyZOxe/duwzJerxf33HMPkpOTER0djUsuuQR5eXlt+VIIIYQQQgghxICFBGVq1mNv0+1AcAYrIZ0VY8ZSfNRfhhDS3TgDQZnFOwuQU+KEwyvpPWWizCKSos16yTEgJCijhPSQCZQYA4CP1ubU2lPG7ZMNjwGA+auyYBF5LNyShyiToN/u9gXLnMmKAlEIro8xQKlRrUwKPH9+hRtLdlHWI+k6Ok1QZtWqVZgxYwbWr1+PX3/9FZIkYerUqXA6nfoyL7zwAl555RW88cYb2LRpE9LS0nDeeeehurpaX+b+++/Hd999hy+//BKrV6+Gw+HARRddBFluv9lohBBCCCGEkO5NVoKz+aWaIxL6MgwL1hxu1e3Qxq7v/XJrqz4PIa1JYcwwsOen8jeEkG7G41cPgvNXZuF4lQcVLj/ibGZEmQXYzALibWZ9GQDwBcqUSTXLlwWWKa72wicrhkCOxljiTP33WLkbPMchq9gJgef0yR7OQN88hbFApkxwaFpmLLwnjczwxcaj+GT9Ecz6cU+T3w9COhqxvTegoZYsWWL4fcGCBUhJSUFmZibOPPNMMMYwd+5cPP7447j88ssBAB999BFSU1Px+eef4/bbb0dlZSXef/99fPLJJ5gyZQoA4NNPP0VGRgaWLVuGadOmtfnrIoQQQgghhBC5AZkyLp+Ep37ag5tP699q26ENhlR5pHqWJKTjYjBmyrRn9hkhhLQHt18tG3a4xAmvpKCo2oPrJ/VF3yQbftiWj2izYFheC8b4ZQWMMdzy0WbkV7jhkdQgjMsnocLlQ6XbD7tFNJRHC82UURS1L4xPVvQS6gpjeqaMFgjySbX1lDG+Dr+s4NGFO3H+yDQMTrW3yHtDSEfQaTJlaqqsrAQAJCYmAgAOHz6MwsJCTJ06VV/GYrHgrLPOwtq1awEAmZmZ8Pv9hmV69eqFUaNG6ctE4vV6UVVVZfghhBBCCCGEkJYSWr4s0qz+fo8sQrnTH3Z7y2+H+q9cS7YOIZ0BY8zQH4mCMoSQ7sQkcPD4ZaTFWfXgyYHjDvRJtMEiqpkyUWYBMASvlcC/DCc9uwy/7SvC8SqPfk3i9skorvaiyiMhLc5qeD4tcAOogZVKt3q9wgX6z8gKg1zjssIryZBr9JRRlPBMmZxSp75ezaIdBVTKjHR6nTIowxjDzJkzcfrpp2PUqFEAgMLCQgBAamqqYdnU1FT9vsLCQpjNZiQkJNS6TCRz5sxBXFyc/pORkdGSL4cQQgghhBDSzcmKWsZjQ3Zp7eXL2qAvRjAoQ4PYpPVlHinH+XN/b/H1KkwdN9DQ/kwI6U5EnofHLyMlxgIA6BlnRZnTB6tJzY4ZlGLHqPQ4w2OkkIkhZU4fABiyWFx+NSgjKwxpscagTGimjCQzfLvlmOF+hTH4JMWwPo7jINXoKaMwY/k07TZAzfzxywr6PbIIxdUeFFV7G/6GtKLDJU7szq9s780gnVCnDMrcfffd2LFjB7744ouw+7QorIYxFnZbTfUt8+ijj6KyslL/yc3NbdqGE0IIIYQQQkgEClNniL63+rChxnuoCL11m02SFWzLrdB/10o+SdSDg7SBUocX+wqr61+wsRgMJXBqDvIRQkhXJgocPH4FaXFW8BzQLykazpByY8PSYjFxQBIAYH/gGKwFryVZQaxV7XYRGkRhDHoGTFyUyfB8oT1lft17HM/8rPZ+0YZaFaZm09hMwZJpPKc+pxDaU0Zh8PhlxNuM6weAcpcPlW71NTi8EqrcrZ89XJfMI+UAgDd+O4QnftjdrttCOqdOF5S555578OOPP2LFihXo3bu3fntaWhoAhGW8FBUV6dkzaWlp8Pl8KC8vr3WZSCwWC2JjYw0/hBBCCCGEENJSlECmDGMM/po1PgJaY7Z/hduPT9cfCW5H4CloEJu0Bb6eCZRNpdRoFq3Q/kwI6UbMAg+3X8b0sen4v5P7QBQ4JNnNYcst21uEaYFsRe28LysMKYFMGKHGMVpbxmoy9qMJFSlYIisMXr8CmyX4OIHj4JeN5csYU4My5wxNQXLI9sbbTCh3+lEcyI7ZfKRcDxC1lzd+O6j/v3XOZKSr6zRBGcYY7r77bixcuBC//fYb+vc3Nrfs378/0tLS8Ouvv+q3+Xw+rFq1CqeeeioA4KSTToLJZDIsU1BQgF27dunLEEIIIYQQQkhbkxmDrCiQFQa/1HZBGYUxw4C1VvKJyj2RttBKMRkwwNBTpraSgIQQ0hWJgZ4y0RYRD00bimsn9MGMswfV+Ri9r53CkBQdHsABgsEYm7n2oIzHL8NuERFjFQ0lUb2SjGizqC/HBTJlDD1lGODxKzCLvCFLJ9lugcMrocShBmVW7i9u96CMFqBioOsl0jSdJigzY8YMfPrpp/j8888RExODwsJCFBYWwu12A1DLlt1///2YPXs2vvvuO+zatQs33XQTbDYbrr32WgBAXFwcbrnlFjzwwANYvnw5tm7dir/85S8YPXo0pkyZ0p4vjxBCCCGEENKNKUxtgqswwFdL6bBWyV5hxua52v8oU4a0hdbMlAndg1mNHjOEENKVmQS1p4zAc0iMNuNPo3vihkn9al3+mgkZelDmxg82ItqiBk88IZNEEmwmWE3qMHJUnUEZBZOH9sCgFLte1mzqyFR4/ErY46RAubK8chcAdYKKR5LVoAwXGpQJDxJ9vTkPuWWuut6GVhVa5rW1JhiQrq3TBGXmz5+PyspKTJ48GT179tR/vvrqK32Zhx9+GPfffz/uuusujB8/HseOHcPSpUsRExOjL/Pqq69i+vTpuOqqq3DaaafBZrPhp59+giDUfkAhhBBCCCGEkNakKGqmjMJYrbP6WydTBgiNAQUzZSizgLS+VsuUqRGEUcuZtc5zEUJIR2MSeCgMhiyUSLSMmBirsYfLjrwKAIDbJ8MiqkPHCTYzLKI6dlpX+TKPJOPaU/ogPT4KHr8MALhr8iC4/ZIhUwZQrzW251Xiyv+sAxAIqDPAIvLgQ7a9R4wVFpHHqHRjO4niQOZMe9Cv1ejcQpqo0wRlGGMRf2666SZ9GY7jMGvWLBQUFMDj8WDVqlUYNWqUYT1WqxXz5s1DaWkpXC4XfvrpJ2RkZLTxqyGEkLbHccaZsIQQQgjpOGS9p0ztwZfWyF6p2XtD+y9lypC20FqZMiwwsHe0VJ1FrTC6DiaEdA+KwmAW1OFeoZ6gzP/uPwMAYLcYgyWlTh+eu3w03H4ZVpOA4T1jMSQ1JpgpU1dQxi/DLKjlx4b3jMGymWciNkpEqcNn6CkDAP7ArBBR4PRtBwCzyBsCSsl2MywmHj/fc4Z+2zPTR6HS1X4lzORAH0AGgKOuMqQJOk1QhhBCSNMojIHjAIEzzoQlhBBCSMehBIIxciAwE4mWvcIY05vdNv95mSGjYPqbawAYy3IQ0lpaLSgDdd9+4sddgd8ZBWUIId2CzBgsgeCJFuyoTbRZhMhzYUEWxoBR6XEAAKuJx18m9sHjFw6HVWxITxm1J8zjFw7H3KvHYVBKDCyiALdfNjyO4zh9EorIq9urzQcxCwJ4nsNnt54CAEi0mfVAEwAsuOlkJNhMqHD76n0/WovM1O1ljIFiMqQpKChDCCFdnMIAnlO/9FIlEkIIIaRjUnvKMP3fSLRASUGlByf/exme+9++Zj9vzcwcp08tNdIapdJI5/XO71nNXse1764HAFR5/HD5JADqNWpr0MqVaaVzFAW1BjsJIaQrkRWmB0/qK18WZRIQbREjZtSYxWBWDM9xiLWa9GBPXT1ltMemxFiRHh+l3ybJDFGmYEZOjEVEtcdv2E7t2sMkchA4Tg/cx9tMeuk0QA02xUeZkVXkrHM7WhMLyTSmmAxpCgrKEEJIF8cCQRmBp7INhBBCSEcVmiUTer6e8dkWuGsESnbnVwEA3vsju9nPqw1eL9tzHEdKg4MbFJQhof44WGLIqGqIao8fXknWf1+bVQoAuPeLrXjqxz0tun01aT1lPP5gdhnt04SQ7kBWgpkyoYGMSHieQ5LdHDGjRstMsZoECBwHu1VE/+RoAHWXLwPUnjY1+WUFNrOgB3sSos0oc6qZLlpQSDvPmHi1/JkWK4q3mfXX9PXtkzC+byKiLQLeWHEIktw+M0+1iTSENBUFZQghpItTM2XUCxqqREIIIYR0TApT+7jINXq8LNpZgKrATFKtz0t+hRtAy/SWZUyt4b47vwr5FR79donSa0kIhTG99n9D3fjBRry+/GDY7ZLM4PCqmTJyKw1oMaj7tscv6zX/afCMENIdyIzpwZhYq6ne5ZPtljozZawmQS2HznN4dvpow321MUcIykgKQ1qcFZn/nAIASIw2ozzQE0YL4mjnBIHn9B8ASAgpXzahfyKizGqfm6GpMSh2tEw518ZSWCALs12enXQFFJQhhJAuTmFMzZThOArKEEIIIR2UwoIBmZoT+mtmymjBmZYYZFYCz+mXFUNWg9SArIJqj7/R2ROkc1IUdZZzY3glBVVuKex2k8Dp62qt5BUlMINZUoJlASlRhhDS1a3YV4Rle47rWSV2q1jPI4D7zh0MIUJ/L5OeKcM3uv+XJULQxirycPtkQ6Cl3GXMlNGO0yZBDchwHId4mwm94q3oFVIKTd0uAReP6WmYUNKWtPMMY0ArtUcjXRwFZQghpIsL9pShGYKEEEJIR6UoDLKsDhzXLLOkDWBr/2qlOlritK4wNZPWJyvwScFBd7kBMzlGz1qKHXmVzd8I0uHJgcBdY5hF3rBPaUwCHwzKtGKkhAXW75OVYDNmQgjpwv44WIInf9yt95SJlAFT02mDkg3LDU6xAzBmytRcT32H00jlyzISbTha5tIDPInRZn09JsFYvkwIKV+27YmpGNDDjlf/b2zYOtMTonC0rH36yigstKcMRWVI41FQhhBCurjQ8mVUiYQQQgjpmOTArH5tQCJ0ANkXGMCumSnTEhhTn9MnKfrzaNvTEFTmrHtgjBn2j4YwC3zEx5hEXi+F1lp9XrTBMpkx+CWtV1OrPFW38MqvB/SSc4SQjqtnnBXVHglmsXFBAq2nzMAe0fjmjlMBBLNdogLly4zqPqBGKm82aWASokICPMl2s36fdpt2ThAFDgLH1RtUOmtICpbvLapzmdYiBzIw6dRCmoqCMoQQ0sXp5ct4Kl9GCCGEdDTZxQ7sOlapl8GQ9dJkwWW0bAMtGNOSA9laZo5fVvSm6IDa96NhaHZod6AwRMx6qYuWKfPT9nzj7SHBmprBv98PFKMiUM6mORgDwNTrYK+s9pWhjPGme335QZS2U98GQkjDuQLlThuSIRNK4AM9XRSGOJsJ2bMvgNUk4OlLRyIh2mwoX5Y9+4J6M2UiBWXunzIEcy4frZdKS4uz6vdpmTWh5ct4nqu3bFpitFkv8drWWEgGJpUvI01BQRlCCOnitPJlApUvI4QQQjqcPQVV2Hq0HApTgy7agISsMLy18hCA4GB4a2TKaBkFPkmByycZbm+IdVkl2HK0vMW2h3RMauCucfudReThlRT8NzPPcHtoTxltQEsrY7bmUAkKKpvfH0DbrxVF/fwoFJRpNq1xOCGk43L5JbUfSyOjBKKWqRI4TvKB32+Y1A+2GuXLeJ6rNztErCUoxPOcvu7U2GBQRu8powTLl4kNCMq0JzlwzcYYo6AMaRIKyhBCSBcX2lOGMmUIIYSQjsXtk+GVFMiMQVaU4CA1Y3hhyX4AasN0IBiUkVuwZJhW1skvK3B6g7NNaw5gv/dHdsTHv/LrAXyx4WiLbQ/pmFgTespovWM8fjni7QCgrfKFX/bjcIkTksJaJBOMQd2vFaYGkxhapgdTd9bIifeEkHbg9smwiAJ4nsP+Z89v8OO0cueR+smZRD7s868dT2s7LnANiFKE9p0ReS1TRl2xiVdLl/ENGLV2eCU9I7Mte4dpwX4G6ilDmoaCMoQQ0sXJek8ZrtXqdhNCCCGk8T7bcAQeSYFXUqAEBqOD5ctCesro5cuMZcxagppNoPYLcXpDM2WMyz27aG8tjweiLWKLbQ/pmJpTvsxb43EmgYdfUnew3/apvQCcXglVbr9eSq+5GGNgUD9PvsDnizJlmoe+RhDS8bl8MiwiD4HjGpXdJvIcrCYh4vWFSeDDgiwskCvzylVjw5bf8/S0Bj/v3qfP158fCGbqCIEsmYZk/BwpdeGeL7ZiR14FznhhRYOfu6H6PbIo4u10XiHNRUEZQgjp4rSeMjxHTegIIYS0n0NFDuRXuNt7MzqUx7/bBU8gU0brJ6PomTLB5bT+G9pgScP7vdSPBbIJfBILa+Td0Bmn0RYqa9SVvfHbQWQVOxodLNF6x3j9smFfMos8/IEA47db1NJmO49VwuWTISlKiwQdGQMURcuUUfTMGdJ0jL5JENLhuX0yTAIPUWjccK8gcLCIfMRJnOYI5dC0Q7rVFHyePx4+GwBgMzd8okaUWb1+0FYf7Cmjli9rSMbNigcn45xhKThw3IG88ra7zlRLl4EGWUiTUVCGEEK6OIWp/WR4jso2EEIIaT/rs0ux61hle29Gh+Pxy/BJCmRFDbpo5+rQgRGvJBtua8nMV4UxyEwN/IT2lAEaft1AmTJdW7VHgssnN7qnjFnk4ZXU/Vt7LGMMIq/2lAkN1GzLrYDbL0FW0CKZMlqdf4Wp5f/UIA1dCDcHvX2EdHwevwxJYYg2N26yhInnYTOLETMiRYEPKyOmHQ5CrxNirE2/FtB6xwR7yqi9Z4QG1E2MMgtgjGHxzgIkRpubvA2NJevly6inDGkaCsoQQkgXJykMAs+B4+jLFCGEkPajZYIQlTYg7fbL8EqyXkZMy5QJHbD2+gOZMoGBbSmkp8yCNYebtR0KY2q/EMnYU0a7ryGiGzErlnQ+2ue20ZkyIeXLtH12y9EKSApDbpkb/R9dbFje5ZMhK0oL9ZRR8zr08mWMysw0V1v2aiDhaiuhREhNbp8EWyMnS5zcPwE3n9YP1TUyZoFaypdFOB40p69KMFNGXa8YyM5paC+rqyf0wZThqRiXEY9dxypR7fE3eVsaSgv806GRNBUFZQghpIsLZspwFJQhhBDSbmSFtWgvlM5O67Ph8St6+TJJYXo9dWOmjGK4LfS+nXnG7KM9+VV6Zk1DKCwwcC0rYeXLFAZIsoJnft5T5zpsjZyR21nlVPjha8HScZ2F9rn1NaF8mSQzeKVgls3Mr7fhp+35OGdYStjyavky1iLl+bSyfHr5MkaTk5qLBh4J6RycPrnRmTIWUUDPuKiI9w1KsaNnnDXifYbDQhNjMt/eeSqS7RYAweO0yPMQBE7PoKnPtJFpuPaUPuA4DhfNW40ft+c3bWMaYOX+Ivy277hacjawwQ0ps0ZITRSUIYSQLk5StEZ5DZ/xSgghhLS00Cb2JBhocftleP1qdgDHqX0wgBo9ZaTwnjImgdMfH+rLTUdRWOlpxJYwPfgSVr4MLJDV4KpzDd1lMOLXbDdKXA0PeHUV2vWjP0JZmzoF+hl6/YqeZePyySio9GB8v4Swxd0+GbLCWqh8mbpfK5Qp02Lo7SOk49NOx1FNmCxhr6X82FlDemBYWqzhNu14MCjFjqtPzjA8d2OlxVnDsoQFHmqmTENTZQKW7T0OAHB5W+9cXVTtRYXLr55j6MBImoGCMoQQ0sXJjEHk1AM+jYURQghpL1omCFFp2SwevwyfrA4aCxynD0iEftEP9pRRB6v/m5kHc6CJb82gjKQwzF68t8HboQ1cmwQ+rHyZlm1QXzCtuwxK+GS1/053o31uG9tTBlAnTvtkRQ9CioEBttHpcfoyfz6pNwDA6ZMgKQy786uaucXqvsuYeh2sZcpQ+a2miXRMIoR0bGLNJjANYG9EyTPteDAkNQbPXXECRvSMbXLxstDJo9phhuc4fWJpU9TM/G2u0POHxy/r105a+bLuMTWFtDQKyhBCSBcXmilDX6UIIYS0F1kJBhVIsE+Mxy/D65ehKGrGiVa+LDRb4KWlBwDAENQyi4GgjK9GUEZWwkqa1UXrY2MWeTh9NcuXqQMOcn2Dsd3kAsMrd89sL0UJ3ycb+jiOU7PkPIHgoSkQTOydYMOfRqUBAIalxQAA8ivcKK724rXlB/H3r7Zhy9HyJm+zFoRRmBoUYoGMMNJw/160B7/sLtTL1lFQhpCOT/uYCk2IZjQmKDOwhx3Tx/bSf1983xlNzpoNLbOuHWe0oIzQxHUerSfDt7FCzx9un6xnXypM62BGSONRUIYQQro4WWEQeHWgh76MEkIIaS+UKWOkZQ5opZVkxgKzRaHfXlNorw0tKOOJkClTM3umLlr5DYvIwxmhpwxlygR5pe6ZKaP9/b2SXG8pu1AKU68/JUNQRh1gEzhOD9BoZXY+XX8UGw+XAQAW7SjAtqMVTd5mbZhMUVigZ1P32U9byg/b8rEnv0ovqUjvXvuhLC/SWNqxtjFSYy0Y0TO2/gUBjMmIx9yrxzX6OTS/3H+m/n+OC83IU28TeA4DekTD2sgybD/fczp6xllR5fZjya7CJm9fTZKi4JN1OfhswxG4/TJY4LpN2+5uUsWVtDAKyhBCSBcnM0DkqKcMIYSQ9kU9ZYLeXHFIL0mmDkYAx8rdEPhg+bJITdVDg1ragLbHb1xObmRQRssmEHg+bF2MMT2Tpi7d5c/aXTNltNd8uMSF15YfNNx31dvr9H25JiVkwCq3zA0guN/yfDCwGG0W9XJ8mmiLgAqXr8nbrAVhGICHv9kRaMjc5NV1S35ZgVnkIQXeOAoMtJ9ueNghTSDJit6DpSmZMvE2Mxbfd0aTn78xzzg0kCEJBDJl9OBvMMhx1+RBiLWaGrUNI3vFIiXGgpevGoNFOwsa9di6KAqwbG8Rfj9QDLdWvizwQ4dG0lQUlCGEkC5O0jNl6IKeEEJI+5EVZsj06M7WZZXqmTIAkFXswLrsUkNW61srsgyPEXnOEBzRenPUbIIrKaxRvT9CMwhqBhy0AQft9rxyFxbtCB/k6C6TPnxy9yyBpZWvq3D5UO3x4/kl+7AttwIAsPFwGRyeyLX7Wchg1R2fZgIIBmUE3pgpE2czDrxFW0SUu/x1btfxKk+t92kBxdDZ4krI61C64x+ykSRZff/0wVJ6y9rFkVInHvpme3tvBukEXH4ZNrOAH2achokDktr8+ZuaLcIhvKdMU4JK6jZwePrSUYi3meFqwb4ycqBUGc9x8Gjly0ImrZQ7fY0u8UkIBWUIIaSLkxVA4GEoiUIIIYS0tYaUwerMFIXhvT+yG7Ss2y8byo5pGQMCx+nv0cr9RYbH8DxnCGppwRizyKtlNBSGcqcPkqxAVliDZ7WH/l207dAwrWZ6YJzh0jfWYP/x6rB1dN2/qlF3LV+mZWiVu3xweCV8su4INueU6fcXVHoiltuTFaYHdIamxiA9PspQvswc+H+USUBcVI2gjFlEeT2ZMqfMXo4ShzfifVow0SIGS98UB5ad8O/lLTqDuqvyyQpMAq//Dbvw4btDO1buxsItx9p7M8J4/DKqPXUHTknrKnF4Ded6t0+GzSxiTEY8rKbGlf1qCVwT293zHKdfR2gBc74Z9cDGZMQDAJw+CZ9vONrk9YQqqfYGgzL+YElMRVGvgbbnVeKHbfkt8lyk+6CgDCGEdHEyY4HyZRzNcCOEENJuZKVr95QprPJg+d6iepdjjMHtkw2ZMqE11LVZl1WB7IP+ydEY0zsOIs9BDqm/pA1YpMVaUOb0YV9hFd75I1sPsER6qz9elxO+PQjOTK0ZlFGYOkCilS8qdfoM2xD6mroDXzctX6boQRk/qj0SbGYBTm8wqPjO79nIPFIe/jgWnEVsFnkM7xkLUS9fFsyUsZkF2Gr0DTCJXFiPo0hq9lQC1BI+VR4/JIUhKmRg8uYFmwAASXYz9hVWodLlp4yZOvgDQRm9fFm3Cb92LKE9NTrS8WfD4TJ8t7XjBYu6spolHcc/uwx7Cqr0310+OexY2paaGkfhueC1j7aLNycoo1EY8MfB4mavBwDmLjuAnBIXOE6dWKNmyRgzhSOdjwipCwVlCCGki9MzZdB9yosQQgjpeGTGIg7odxWnPvcbnL7aB5Fnfr0NgBacUgwDzlKg5AXPh0+g4Dj1doHn4A8ZkNMqeyRGm+EKBHl8kqIHviL141i6+3hYAMWQKVOjr8fXm3Ph8SuG7JBI1Tm6y8C2V+6+mTImgUOlyw9HICjj8gf333KXD64I+74a1FP/r+5jTN/HeI6DSQyWMrNbRONzynWHALTBL0eEwM13W4/h5gWbICsMVlP4kEffJBuOlrkx7pmlWHWgZQbsuiKFwVC+rAsfvju00ONypIy09qIorNsc+9uDyyfp1waAmgXz2Hc7IywXDAQcLXOhZ5y1TbavJXF8cHKIduSveU5oilirCWXOpvcmA4KTTjx+BV5JAc9xcPtl/boptEynROXLSCM1Kyjj9UZOFSaEENJxSIxB4DjwXPcpL0IIIR1RpC/T3YkSyJSprSl4Z6YPEEforeELBEsWbjkGxtT3QFIYth6tQJ9EG4BgKTK11KjxbC1wnPrDc5BDy5cFZpHaLSIe+mY7vP5AUCawzEnPLgvbFn+gtFkopmczMFhqDGCv2FeEKo8xmyBipkzkt6XL8XbjTBmLKKDc5UOVR0KUWYQ7ZCCw1OGLGBxhLFhGTy2pB0P5Mi1ThuM43HbmAMNjZaXu9/r8ub8DiPyZ03oqSQqLWMInPsqMSrcfClNnPJPaMQY9U4Ymd7WP0Le9I50/FUa5U61p+ptrMPRfS/S/uU9WIgblQrMzNh4ubZdeMpqWypT5+Z7TkdYCwaVYq4hih7dZnxttootHkuGVZHCc+p4bj4vMsCwhDdWooMwvv/yCm266CQMHDoTJZILNZkNMTAzOOuss/Pvf/0Z+PtXPI4SQjkbLlOGopwwhhLSrlqpr3VnJCvD91mM475Xf23tTWlx2sRNA5Fn7j3y7A0/+uBuAOgCsBUaOlDoxOMUOADDxweyBmgPRPMeB5zmIPIevNucabgfUfhzrs8v0ARupjunsksL0AWuNogQHW2tmyngldWZo6EBDpEGH7nJ94etGPWUkWdGbFstMzTipcPnh8kmINguocAV7SZS7fIZyZhqFBXvKSIoChbGQ8mXQe8rICsPkoSmGx2pBnFChg485pS4AQLVHwlsrDxkydUQhODJoiRCUkRQGbRFZYXj25z11vxndUF65+v5KCqMMmXYWekzvUJkyrPsc+9tDmdMHWWGoDBxr/bICX8gJSDtuhR57K91+JNnNbbuhIZreUya4LzHGmhzcqSk2yoTsYif+NPePRj1OO9e8vHS/fk2mlZ3lOQ5un6xfCykseK6ioAxprAYFZb7//nsMHToUN954I3iex0MPPYSFCxfil19+wfvvv4+zzjoLy5Ytw4ABA3DHHXeguJhSgAkhpD3tKvJiX4maqisrgMhzgRko7bxhhBDSAD5JwXt/ZHeLMgD+bvAaNbKi4GiZq97m3Z3RsQo3esVZ4fBKYUGVcpcPpYEG4w6vpH6ZlxkATh94EAUOM88boma11jhX87yaKSPyfI3b1X+1QWeXV4qYCRNKUhj8NUZY1b4fgXXV6Cnj8cv496I9hv00Urma7tBTRmEMPqX7DEL+e/FePPzNDgBq4MIiCvDJCqItIqLMAn7cnq/PPi5zhpcvU/fF4PslK+qseq3snhDSU0bbf2KswXI1ksIMmRnfZubh4nmr4fHLeOf3LP32T9cfwQtL9mNvSF8FkQ+O6EVFKF8GMD2oqTCG91YfbsQ70z1oZd0kWaFMmXYW+r57O1RQhnWLY3970Y5RWnkyv6zAF5LxoR23qjzBALmsqFmI7aVlMmVYi/STAYAEmxqgiokyNepxw/61BIrCMO+3Q/r1jyeQ9cxBnWCjZSWHfj67w/cW0rIaFJSZPXs2XnrpJeTn5+ODDz7AHXfcgYsvvhhTpkzBVVddhaeffhorVqxAVlYWYmNj8fHHH7f2dhNCCKnDTwdc+HavUy2TwtTZgFyEkiiEkI6rO5bIAdQB35lfb8Ozi/biwf9ub+/NaXVP/LAb5c2sd91ZyIHB/1hr474cdwaFlW5cN7Ev+iVF49aPNhnuCx1sWLmvGBNmL9c/31xgwoQo8DAJPBgLP1fznDqALfBc2HqBYCClxOmDV1bqnKkpKwr8Us2gTPA5LaIxq8AnKdhytMIwOzvS+kM3uav2GdBmKHeXY7PHr+BgUTXeX31YDcoEghtpsVbwHIfzR6ah0u2HzSzAKymGLDG3T8bgx/9nKF8mBTJftJnUfEj5Mu0tTY+P0tchyYrhs/DED7twsMiB/27OxezF+/Tbl+8rAgDsKajWbwsdz4tUvix0mUjZbQTYdawSI3rGGoJj9DWi7b254pA++At0rKAMBWRax/92FgCAfs5/4Rf1eOeXwjNdbWYBVe5gUEZRmF4OtT009Zk5Lrg/MYYWC8rMOHsgsmZfgLRYC3yS0qhrk135lQCC53xvIHuG4zi1fJmsBauDj/F1l1Ra0mIaFJTZuHEjLr74YvB83Yunp6fjhRdewAMPPNAiG0cIId2Zxy83eVAj2szB5Vfw8Y5qLNhWrQ7mUPkyQjqNJbsKMfCxxdiWW9Hem9Lm1mWXoqjai4V3ndqhBh9akiQrWLBGneHo9ErwdKAa8a1Jm0AYOhu+K3B4Jby1MgvnDk/B4FQ71mSVGjJLeD5Ykuy5JergihbYEDhObaLOczAJHLjA76EEXs2oCQ3KvHTlGHA1gzLVXkNPmUgkmUUIqjBIMgPHcTCL4eXLAGPJnEhBidDB8yW7C/FzYFCpK/HKgFXkunT5svdDMkbiokyocPnxzM974JMUWAMBu7Q4K8pdPqTGWlDl9iNKy9QK6TETmlmh7S5KIFOGC82UCexv2j717g3j9XV4JEXf5xljsAWaPv/rB7UUYK84K8wCj/F9EwCogVFN6P5qFcODMoxBzzwLLcPWHKsOFHeofh/NdazCg1mXjNR7YAE0uas9vPjLfr0EIACUODpOX+fQgD5pOZ9vVEvdase/xTsLsXzvcfgVtaTk+zUy+6pC+mrJgV6ynQ3PcXqZRIUFMyqbSxR4PSvzo7U5GPDY4gY/dtcxNftSC4Rp10M8p05a0I+LSrC3UqSee4TUpVE9ZQghhLSNfYVVuOD1P/D279lNerxV5OCRGMrc6oWByCNiSRTS9hSFUv0bYkN2KT5el9MlZ1vX51CRA/N+O4jLxqXjvT+adgzozA4er8bdZw/CiX0SumwD5mqPhKd+UmuBeyW5zkH0rqKg0o1le48DAKItXSso89HaHAxNi0HfxGjERZngkxRD9pPABQfyy5xaaVH1/CwIHBSFQRS4QDaMulxUyOx+juPCMmWiTAJ4DvjgpvF6dkuJwwt/vZkyDFVuP/63s0A/FylMbSAs8uFBGa2uemiQKXJQJvj/ao8/YvP1zs4nM9jE8J4/XQVjDM/8vAc/bDuGRTsKEGUSkFeuBjoq3H5DpkyZ04fEaAsq3ZKeiRKacaId0+SQQVurSQALKUsjcJzeU0bbF+2BY0NKjAVunwye43Ck1InRs5Yi2mwMrlw9oQ+G94rFjLMHAQDeXJGFy95aA7+sGAL61hrly5btUY9DUebg56Yl/LgtH+XOlgnwtLdKlx8JNhNEgYMUKIko8Bw1dW8nH689AgDoEWNBQaUbMz7f0s5bpArtpUFajjsQ4A4953+9OTdQvkzBMz/vwWPf7QQQ6PsWcq3c7pkyTQwIhWYUt2RPGc35o9Lw78V7w26XZAVfbozc71Hrq6Wd8z16poz6/2CwOngO6w7X86RlNSso88UXX8DpdLbUthBCCAn4cmMuXr96HDYeLm3S491+hvxqCatzPQDUL74cqKdMe9uTX4Xpb63BC7/sb+9N6fCe+GE3Xvplv17TvDt58Zd9eOu6E/HKVWPg7IZlVfYUVGFAj2gAQN9EGw4cr67nEZ1DaJ1pf42mvd2hr8ySXYUorlYHP21mAQu35DVpPf0eWdSSm9Vsm3PK8OIv+/HO9eMRZRbQw24BABSHDPQKPBcWYDZmyigQeR6iwOsD1oNS7MHHc+pyoQM0Aq8OYtjMoj5Y/t/NefBJSp0zNSWFIbfchTs/24IvNuYCUAfW/LICnucMwSAgOAjhqzcow0Ieo3SpjAGNV2KIMnXdTBktkFFc7cW+wiqsPlSMe89RAx4VLp+ekZUWZ0WFy49Eu1nNlAkEN0LPV9r+/dP2fH1/0ZbT6ttwHDAsLRZAcPBRy5x5YOoQeCQZIs+h2iPB4ZVgD8mwu/vsQThzSA9YRB4ZicGSZwLH4fn/7cMTgWwaILx82a0fbwbHBbenqKplgjLagCkAfL0pF7llrhZZb3s4Xu1BWpwVJp7H8SovFqzJgUngaFJRG9Pe7yW7CwEAvROiUFDpQX6Fu66HtRk1U6a9t6Lr0bIOQ0t4uXwy/BLTz8XacUtWmH6eBgKZMp2wfBkfUtFDzahs2ddw0Qm9It5e5vThkYU7I95XESgLpx3XtfeZ59TsZS0Aw1gwU6ZmeTlC6tOsoMztt9+O48ePt9S2EEK6gSNuM97JTcFuR1T9C3dTisKQXeLEqPQ4JESbcawJF95uicFuCR7itUwZhea4tat3/8jGC38+AfsLq1FQ2TG+UHVEWcUODE2LwZpHzsGCtTntvTltzicp6JsUDY7jwHNdd1Z2JJVuP4qrvXpfgYkDkrpMCbfQQW2vP+T/ktItvsTVLEU38+uG9QtaXEsZrJX7i5q9TS0ht9yFZ6eP0jNMpo1KQ59EGzYdLsNbKw8BCJYvCx0nUT/XDGLgPlHgIPKcPghzYp94fVme48DznKF5Oc9x4Dn1X4soINYqwhcYFA7NlJn66irD9kqKAp+k3p95pBzv/ZGNWT/uDpRz4jD7stGGwIz2dwsNHG7Pq8AZL/xmWO+q/cV6poTHL8Pj73qBRp/MYDPx7R6U2V/qg7sV3l9twKnS7ce83w5hU045rhyfgVtP749ylx8WUYDIc0iKNsMryYiLMqGylvJloect7f/RZhEKY/qgHcdxGJMRj+1PTsWE/okAAFMgc8Ysqv2VPH4FF81bDQBwemXMOHsgRqfH4cFpQxFlEmAReaTH23DjpL4AgHOHp+rNrzWiwKFHjCXs9WrbXVTtafJ7pigM67NLsSOvAtklDvyw7RgA4OFvd2DXscomr7e9lDl9GPrP/6GoyouUGCsEnsPu/Ep8k5kHE8/TAHwbOlzixJ6CKsNtPeOsyCt3o7KFSu411bosddKgOhhNO0VL07LEQ4Mr67JK8f7qbP1cHBr09dbo+Sa2a6ZMUx/HAQiWA2upnjI1jewVayhvWVuZZJHn9M+ZVmJYu67hOARKzYb3lKHyZaSxmhWUoZkShBjtzq/Uy1KQcIwBaypicFpCNYq8Xa/Jb0vZcawSI3upMwfPHpqiX/g2lMuvwCMxxFmMh3iOesq0qzWHSlBY6cGwtFhceVJv/N4NM0Aa6oetx3Dzaf0QYzXBbhHg8nWfbJHMI2WGLyIDekQjq9jRjlvUtg4VOXBinwR9hly/5GjklHSNrOzQL4Ghsxq7S6ZM6GuudDd8QOmuz4JlWkK/e9y0YJNhnaHLZB4pq3Od5768ssX2q/wKD4alxei/D0mNwczzhiCn1KWXMFN7ujGcMywF109UB4+1GZaCFpTheXUgJfDxj7eZsf/Z8/HZraeA57iwTBl1pqYamLGYeJw/Kg2AGjwJLZ9x4Ljx+CHLDIt2FsBmFlDq9GLl/mKUOLTt5BBnMxkGVbQAT2jgMKvYiYIK40D2xpwybM5R33ePX4n4t+nsvDJDlBie9dRWnD4Fjy4vxWO/lWHb8Zb9vnGoqBqv/HoAAFDuCq7bZhaQFmcN7KMc4m0mxFhNEHkeKTEWLNt7XN9HQj+focc07X6bRQBj4TOg46JM+m2mQJ8Xk8CD54D1IRnjh0uc+PuUIfjq9okAoAdloswCnrp0FADAbhHCehFw4HBD4HOnUZj62gD1MwwAvx8orjUIXBuPJOOlX/bjkjfWYNexKrwceA8BYyC+NserPB0qo8blk+CVFBRVe5ASY4FJ4PTjtShwVKqqDb2wZB9u+zjTcFsPuwW5ZS5DALQ9vPN7FhSFNap8maywDpfp2lFp33sEjsOgFDsmDUgKZLm64Q9MqjhYFMwi99QsX9aOPWVaIsOlJXvKhNr+5FSM6BmL3/Yd18/jtWX12q0iqjyBoEzg/dWCMz6JwWYWDL22tM+BnwZbSCNRTxlCWkheuQvXv78RV8xfS4GZWhx2W9DX6sXwaDfyvGZ00f7Nzfb2qiz8JfDlcWxGPLblljfq8YcrJIxNNSM6UM7kT4NsiDbz1FOmEVw+CdktPBC+dHchnpk+EgAwKj0OO/I63wzKtrI1twKj0+MAACN7xWF3flU9j2g/1R4/DhW1zL6SX+HG3GUHMfvy0fpt5wxLxf92FrbI+juDrCIHBvQIlm3qm2TDkQ40YFWXomqPXn86EmNQRv3/mKeWwisp+ONgSatvX3sL7Q/U0MbaNSeAaYOcmwKD/7vzw4+jHr+C+Str78V0qMiBrGInNuaUtUjGYl65Gz3jjdm/sVEiiqu9+t+c54O10h+cOhQJNpM+w5IP9JsxCRxEIZgpo2XAxEWZwPNq8EY0lC9TAzU8z8Ei8nqJJq+k1JldJykMP23Px9/OGACR53C8yoO4KJO+ztrUXKdJCP8aqc049UiyPnjRlbRV+TLGGK7//ri+/zv9CvaW+PCvlWUYk2bGmX2seGldBZ5bo14f/nTAiSOVTZ85/+P2fMxfmY3Vh9Tj0Kfrg/X1bWYRMYGyYRzHIS7KBLtVhChwGJsRj593FGBvYDZ/scOHg4Fyk7LCcOaQHgCgD35Fm0U1KFPHtmi9EMwCD5Hn9evWR/80DIDatNlmVrfHaub1fkoAsP2JqRiTEY+/TxlS63o1Hr+sf2aOVbjRM07tk9PY/jJev4LNR4zX6drfrbYZ2KEyj5RjzaGOc/zXBvt/P1CM9IQoiAKPSrc6QCwKfKs2dVcUhu2tkBnLGMOaQyX4JjNP78PRGcTbzDheZQx+M6j7bnv325OZWiZLURo+Ubs7TbBqDllhhmuHxGiznulX4vDq10Ghp+TQzFSt/1NnpmZUtvxriItSJxXc8ekWVAf63jm9kT9L0WZRD0ivz9Yyw9T73H4JNrOolyUOPS76aYCLNFKjgjJPP/204cfn8+H111833EZId/XkD7vx0c0T8NgFw5tcJ70jqZZ4VElC/Qs2woZKO06MdYLngNF2F/Y5qYRZTR6/DL+s6KV7eidE6U1WG6rUJSPJJsBm4vDEmQm4dVwsetgEQ61WUrfMI+WGQYnm2nq0HKVOHwYGBpt7J0Qhp9TZJWru7zpWaeiV0Vy78ysxOCUGYmDAb0zv+Fb5kt5Sft1zHFNeWVX/gg3w0/Z83H7mQKTGWvXbJvRPxM5OWAKlqVYeKMLEAYn67zazCE87zwhtqPXZZXUGV0IH6LQB60q3Hz5JwfNL9un3Ob0SJvx7WettaDsJLdnWkNIaNy3YiDWHjJmirsCX5yv/sw5A5OCOV5LrzDz6/UAxbpjUFw9/swOPBuqI/+W9DdjZhEB5tcePvHIXesVZDbfHWE1qUEYOCbwETsBxNhMkhQUawwIMajknMTAIrb0z2lskBEqa8XyNTBmeA88HgzdaKSa1fFndPWUA6OXWoi1icFZuYP0cgLMCA+q1cftl3PPFVsNtXknBoSIHqtx+w9+7q/C2Ufmy7AoJLj/D/317HEuzXXjstzL8c0UZrhxhx9UjY3DPhDi8c2EPRIkcthZ6sa3Qi+zypg147jpWiVX7i/HtljxkF4dnj1lNPGKtatCO54AEmxkxVhFmQQ0E3n7mAH3f255bgds/VWf2SwqDNbCPaftclFlQ9/cGjLWZRB58yEhFWpwVZwxONiwTazVhXEiZvzibCSf0jsc95w42LKeWmjGu3+WTYTMLsAYmMA1Ni4HDKzU4wyunxIlypy9iNozTJ0PguQZlQPplpUPNrNZKEH6/LR+jesVB5Dl9triJb91MmUq3H68tP9ji6737i62YvXgvftqej1X7O26W+uzFe/HlxqN4bdlBvLniEDKPlCG+RuairDD4ZaY3gm8vWpZMXZkyjDFDCb/23ubOIjTbVeCBGIuoH6dKqr0RB/1Dz/mtlWXS1lor2Sfaop6vHvxGLaHrrCVYaLeI+jXm7MX79L8BAFR7JEQHMmWEwHFR+xhIHeh4TjqHRgVlDh8+bPhhjCEvL0//PScnp5U2k5CO7eDxavSMt2J07zicPbRHl5jx+ltZHL4pTKx/wQaqknjECDKiBPVENdDmwVFPeH3nzubFX/a1aLPFN347hGtP6aP/znHqDNjGlAEpcctItgmINvN6tgygDty0xgy37ce92FLgxYZjHhyt9HeoL5dNVVDhadGeL59tOIrHLxyup3RzHIdrJ/TFh2tyWuw52stF81bj2xYMRL+9KhvXTMjQfx/du2NnFZW7/IixioYGx03h8ctYsb8I4/slGG4X+Nb53HZEx6s8EHkeSXbjuYGhY5TMPeellXVuh9Mr1ZmhEDp4F3pMr3Cr2bWXvbUGM7/ehuxiJ4qqW6bxdEfh9sn4MKQ/VM3G25Gs3F9sKM8x+cUV2BWSGRNrFfWZjoA6273K48eJz/xqyEqqqaDSjZP7qdc3WuBg9aES/e/QUC6fhGV7j+PUgclh5TpirSYUVXv09Qschy1HK5AVGPTWBlzkwIAWz6kDniaB0wciuJCgjJoVY8xkEQI9p3gOSImxYEiqWkLN6at7P3QE3jNzIPAdF2XSS5Np2QQcx+GMwcm4c/LAOt+D5XuPG7Z1Z14FpryyCqsOFMMryVh9sAS/7uk6/Ud9gfJlrdHnyyczzN9ciVfWV+CNjZWwmzn0ihGRVyXhyuHReONPyZiYrh4beY5Dkk3AhHQrnv2jHNuO+/DGpkp8sqMaT/9ed+k+ACiq8qCo2oNDRQ7DOTzWKuKGSX2x+h9n4+R+CRidHgeO4xBjDWZSnTG4B2IDmTIA0DvRZji2aQEcSVEQZQ5+zgen2DF5aA8o9WTKAGrNf4vAQwjsWP/5y4m4cHRPfHLLKYblrCYBt54xIOI6zgwJKnKAYda1GDiv2swCPH4Fax85Bwk2M6o9UoN7If3l/Q1454/siJNGNueUQeC4Oo9Da7NKsGJ/Efwyg1xL8Gbi7OUN2paWpAW+//OXE2EWeYhC8HWIAt+q52KHV0JpK1Sb8PhkPDhtKPYWVDU4w2TJrgI9I7MtbDxchnd+z8YjC3diY04p3l6VhVHpceAD2WkaJdDE3Scr7VZGEVCDQ2qWTO0T/tx+Ga+HBNnau+RaZ6EGatXPnEUUEGUW9Gsmp0/NktIyZ2xmAWMz4musgbVICbH2pDAWlt3YUq49pQ8uGJ2GDdmlOFRUrV8T1WS3ioZSu1qGJqAeq6LMAiSZ6ecTDQVlSGM1KiizYMECw4/FYsELL7yg//7BBx+01nYS0mJkhWH6m2tQ2sj09NowxjB/ZRaumaAOpIsCD7tF1GcadVZumYddbLlZjn+Ux+KkuOAMPLugwCG3bCZOe1i6+zj+u7llBqT9soJtuRU4e2iK4fZRveIilmipTbFTRg+bgP7xIpJsoUGZ5pcvc/sV7C72YWWOG0+sLMWc1eXYcMyD9cc82Fboxd+XluLr3Q4UOSUUODrvZyC/0o2Cytobvx6rcDc4O6TM6UNRtRc944yZYecOT0FmjZIXnVF6fBSOlEYu2eSTFFwcaNDbEEXVHog8h8Gpwf4McVEmVHvat6FpbbSSGJeNS8eWo5H/lkdLXfVmRB04Xo2nftqD288cGHGwmufQrl++28rXm3Jx5fjeYbenxlpwvKpx5+xDRQ4wxrC/sLrFBpGyS5w4WkcptfqCMqGZA6EDf9pr23q0An8cLGlQH4LOZm+hsQThZePSa132hZCsIS27qNLlR06pC/d/uU2/LyPRhiqPH06vhAte+wPfbz2GzJxyKAx1zlAvqPTowc/QEls2c+OuSX7ano+/f7UdYzLiwu6Lsarly7yygsMhvWuqAl/wte2TAxkzXKBfjMDzevkyLqSMGRcxUwaBnjIcMhJtuOKk3lj10GSM6Blr6P9Sk7Z/aQ3VtX8B42C5Fiyqi1bCTBs8f/cPtcG6T1Lg8StYn12ql/3oCrwSg62VypcdrZSw7LAba3I9OFolYe7UZPz7nET8dWwsTu8ThZ52MWygbUIvC16YkoR3LuqB16YlY8dxLw5XSCh01H3OuePTTJzx/Arc9slm3H7WAPz+0NlY9dBk2MwiEmxm9E6w4b93nIqf7jkdgFqOD1D3xfumDIbdovaUAQCLwBuOe1qpM0lmegYNANx77mBcdEIvgKHefgeL7j0DJpHX9/c+idF69mxDffzXCfr/td5Lwd/VfVcLIPWKj4JF5OHw+sMG7V/8ZR9qcnglVLj8yMwpx22fZIbdf9OCTfDJCnJKnLWeE4qrvcivcONQkaPWQbzCGqWrJr+4IvKLbUHa99fTB6tBLZGv8T0iwmO8koyjtVwHNobLJ6PM2fITEjgOGJ4Wi6Jqb4OzNY6Uuprc66eg0t3oTPjQv7XI86jySBiUYofFxCM+JCgTWpqqLUpE1laeV1aYWr6MMbCQvcLhlVAY+P7kl5nheoaCMg3jl5k+cSPBZsIDU4cavhtICsPAHtH679/POK3Nt7E1uXwS8ivcrZbt0zMuCiN7xaHKI2HKK79jye7wEtGMMURbjEGZ0POZ2yfDIvLwSQosIh/IfFb/Zi1ZPYJ0D9RThnQ7O49VwuGV8L9dLVOjf8muQvRJsmFkr+CX8jEZcR263E59qiQesaIMoPaU5Cqp4YePUp8Ir8KhpyV4YuMCAYIOMPm5yUodXoxKj8PmehoKlzt9DWpq/E1mHqaNTA370j2uTwK2HKlo8HaVuBQkRfG4cHA0EqzBCwgOzStfVu1T8MTKMnyzx4F5mypx5Qg7Hj09AbedGIe7xsfh9pPiMO/8ZGw/7sVL6yrwzxVlOFjWOfsrHS5xgqH2C6vTnvsNSxsw+1eSFcxZvBe3RZjJaTUJ8LfzTLfm8koy0uOjap3VX+3xY+exygbPKv5uyzGcPSwl7PZ4m1lvmN2R5Fd64JMUnDs8FQePR/7ietOCjXh56YGI9wHqezj11d/RJ9EW8bUDQO8EW53BgEjKnL42ec/yK9wtMmu8uNqLzUfKcdrA5LD7RvSMxZ6ChgemvZKMi+etxlkvrsS0ub9j6qu/I/NIOYqbkX2iHQuW7q79c1/tkeqcIRc6OKEN/IXOgAWACpdPn5XskxQcC2RiHiltmab07WVPfhXevv4kAGog929nDsCU4akRl91wOHhOdQUGCLNK1M9X6Czq9PgofJOZh5eXHsCegipUuf16MD1SYKvSpQZwnF4JabFWRJsFHDzu0Gv2N3Y3FgKDlaf0Twq7LzbKBKdPhk9SMH/lIeQHMi+1zAFtP5EVBsYYeC5QvkzgQsqXcYHnCWTJcDWCMoGB5tBLhr5J0YZSaXUxiTwAYzki7WHaKuuq6Z4eH6Vf29Sc0VpU7YVXknGoyIGcEideXrq/zqyBzsKnlS9rwfP2smwXvtvnwIZjHtw4JgZfX5GK16YlIyFKMGQ7RyLwHAYmmJAUJaB3rIgXz0tGRqyIWaurag1G3/FJJrySAq+kgDHgnKEp6JNkQ9+kaNgsQsSsTy1TRtvXYqyiHszTyuBpZXe1QIesMMNAohbAY2hAqgzUTC5tf9fKzTQVx6mfF7sl0BsHalbaiX2Dmak8z+HgcUdYZvrmnPAJFxsPl8LhlbA9r6LO5/1o3RG9T09NksxwuNiJ/6zK0oOoJQ4vrn9/AxSFRQxy5LRA4COSao8f+wqrkFPihNMr4c1rT9Tfq9BSkwyImLm7ZFchzmxEwKi21+fwSihztMx1i6IwHKtw47K31gAAEqJN9TzCyOmVwr67+WWlzr5xmvkrs7B09/FGXYNpwUwg+FmxioLeV0yjsGAgvaFZXc1RW3lemTH1/AXjufO9P7Ix/U31PZdkxXDcd/uNx5ayBn4/7m4kWYGkMP26r39ydNiErdRYK+ZcPhoXju4ZYQ2dO0tm17EqLNtb1Co9ZTTRgWuxjMQorMsyThzxSQr+/J91evlN/TEh5yGvpMAs8nD5ZUSZBcM1QSdPUiLtgIIypM1Uuv34/UAxnv5pT7uWIVm1vxi3nTkAWS3UxPu7rcdwy+n9Dbed2CehU8+AP+YxI93ig0MS8GNxQsRlfipKhFdp2FlneVkczksKH1DrYfajyNe4i2SHxKPM3zEybLbnVWBcn3jYLWKt5cUe/O92TH9rDZ76aXed6yqs9OC7rcdw7Sl9w+47sW98vYEfTbFLhllAxLRlngOac/m++KATV46w48mzEvHq1CSMSDaHLdMrRsQLU5LxwpRkzJwYj8UHXfhoe+2DAx2Rxy/D4ZFw0eieeHNFFub8b2/YMjwHvLXyED7fUHvfmWqPH7N+2o1+ydE4dWD4oB0A9E+2I7uk8w62rjlUgnOGp6DCFfmLp9Y8cV+NWfKRZBU7sD2vAhedEP4F44TecdhWz+CHhjH1i7g2w7HU4cWuY5U4VuFGTgu/11lFDpwzLAWDU+xYeaA44kCdzSKgsNJTa/bk/JVZ+M9fTqyzTNDQtBhMfmllvdsjyQqKqj34bd9xnPjMr7jni63YkF0acaZvS3nqp93YeLj5JT7eW52NW07vH7FcwQm94xt8TvVJCq57dwOeumQkPv/bKcj85xQ8dsFw/OPbHbjvy61NDm4UVXtxzYQ++P1gsT4DttrjR2VITxOnVwoLss5evBfrs0uxeGewGTYQLF/Ws0YvEr/M9Pu+33ZMnxn9z+93RdyubbkVWHWg49bIB9SAW265C/2T1Zmdax45B4BaKz008P31plwcr/IYSkkUBwboth6tMGSyXDYuHddM6IMdeZVYdaAIAFDl8eNAoMl4pADA9R9swANfb9czU/omRePucwbpx4XGNGd1eiXMWbwXX98+KWJDXe0Lv09SUOYMBtpqngq1sqLaILHIcyEZMuoyWpkyrbeMRu81E+F835CggVngISmKXoYKMGYYMbA6g4yf3RosJSVE2IbFOwtxqNgBhTF8vuGoYf/vrLwyQ5SJa9H+fLlVEj7d6cDCfU6c0y8KAs+hd6xY/wNrcWKaGdU+hkMVkTdyye5C7M6vwvczTsOKByfjlAHB65Nosxixvn5sYMBY29dtIeV0tKCM9rnWBvMlRTEMJFoCyzGmBkV+vLvu2d0mQ1Cm6e+HhuOCAQUGBpPAIzXWil//fiYAYOGWPCzdc1wf6N51rBKPLtwZ8dxdUq0el7y1HDNCe0zVVplBVhicgcwB7Tjo9Er442AJiqq9hmvPSrcft3+yudbXdnkg8NBUaw6V4vy5f2DySytxtMwFW8jgY+jxQe0hEvi/wvTnrS3g+uQPu7AttyIs27nY4cXc5eGTVVw+CU6f3KiSzbXJLXfhtOd+w9ajFSh3+WERjftrfRxeGU/9tAe78yv1njoHjlfjvUA2YF2yih2454utuPfLrfUuqzGHZIJVBkppWk0CLCKPvknBrAi1fJm6bENLsTVXpPOJWr5MzZQJPbFxCJZykhRmOKfUzJS589NM/HvRnlba6s5HC/hpk0rOenGlfp/VxOOxC4bpv/Mch2sm9MGLV44BoB4jukrPHq0/Tmv2xbEHJg9cOiYdBZUe/ZoNUCdBZR4p14OjmqhA+bKJAxIDmTIC3D4JNrMIVkdvpT35Vfh1z/EGBXRJ99SsoMzbb7+N1NTIs9wICbU9twIzv9qGN347hLgoE659d0NYVLqtbD5ShkvH9sKxWpqnu30yZny2pUHrOlrqgl9W9Blkmsb2QNhfWI1bPtyEmxZsxCfrcvRZm+0lz2NButWHi1PKUekX4IiQFeOUefxQlIh8T91BlXK/AB4MMRFKoZ0Q48KGSnuDt6vUJ2JRcQJ+LkrAz0XxKG/n4My2oxUY0zse/ZKjsbqWPkLfZObhSKkr4oCFxuGV8MjCHbh/yuCIgzs2swifpNQb2NhT7MOr6ytw/QkxEe/nuKYPJDh9CrLKJZzcS61h2yfOFHFbQ43sYcZ9p8TDZuLx6G9leOjXkk7Rb2bnsUqM6xOPs4f1wKvLDmDhlmNhy6QnRGHXsSp9MDCU0yvhP6uycNOCTTi5XyJmnD2o1rq4k4f2wC8R0qYjOVrqwqu/HsDxKk+Dmse2hWV7i3DRCT3hlRQ88/OesC/m2mDGha+vrvNLdnaxAzM+24K7zx4cMaB4xuAeWNbAvgSLdhbgqv+swxkvrMBfP9yEOz/dgtmL9+LvX27DPV9sxe2fbMbH63IgyQoKKt3Nyp7IKnZgUIodPeOsGN83Aa/+Gj7IYBUF/Lg9H9e+uz7svkNFDmQeKce0kWl1Ps8Fo3qif3J0nVlVK/YX4dVlBzDh38vx1w8349+XjcKD04bijk8z8eaKLDz43+2tMiPxSKkLP+3Ir/X+Uoe33mwwryTjQGG1oQdAqBMaeE6VZAXv/pGNS8f2wlUnZ6B3gg1JdgvOHpaCX/9+Jg4VqQMlB45XG/bHKo+/3s/U0TIX+iTaMDo9Ds/9bx9+2HYMn64/iqlzg7NInb7wTJmvNuViW24F9hVWIzswGURRGLyB5x+UEjwHajPNtQGgY+VuxEWpwe/aehYdLXMhq5byIh3B8SoPTv73MqzPLkOveGMJxyiTgA/X5uCHbeoxduWBIjzy7Q54JFmfYVxcrV4PrTpQjNHpcTihdxzOGJyMU/onYnjPWADBWfxHy1xYursQYqDefl65C/NXZgFQ98O8cjeW7C7UB4dfvmoMetgteiAnL3BduOtYJdbUMrtd89u+IpQ6fUiyh09OAIITI3ySglKnTx+8DR3cSo+PAscBewqq0D85GiLPQ+R5fTaxnikjqKXL+BpBGS1TpmZQRhSCGTXnj0zD6YOC2Weh1xFmkYfTKyE6pE66/jkIrLKu7BZTyOCmWMs57lCRAyUOHxTGsGzvcWw9Wt7hg4h18coMNpFr0ZrxJS4Zc85JxOxzEmE3N3++5PRhdrx4dhy+PeRHVrETVR4/vtp0FLuOVaLc6cOJfeKRGmuJ0IcAOGtIDwxKCb+GjLGaDPsax3FIsKn7fuhg8tpHzoFJVJeRZGZojKwNcCmMgePUYHtdzGKwlF/oPtoY2ueAA2foqygpTN9urVzql7dNAgB4/TLKnD4sWJODzTllhr5VmpKQElvax2/G2erEij+f1BvXTQxOsCqpJSjjVxT9uO5XGHLLXCgPBPkdXr+hnNWhomr8UkeW5pajFfh0/ZFGn+N351di8c4CvPdHtn7byv1FSI4O9nXTghmi1sw68B5Wuv3YcrRC3f5Apo9WtooxhnKnDx+tO4L/e3sdbvvYWOLN5ZMjDiBf//5GWE08ylogyzf02BXabL5XfFS9133lTh8cXvW9vPD11Zj51TZ9wkBD3mNtv6056aIuodcgWkao1cTDIvKYOjI43qYoDCatfFkrB2UeXbiz1udRmFa+zJgpowY/1f/7A5kyV7+zDttzK/DED8YJii6f3OiyhF3Z6c+vgKywGuVH1b/1haN74v/GB3vO1sxY25RTjv9m5rbFZrY6RbsMacWUE7tFwGXj0nHjqf0AwHB9qpXsCw1IA+pkG7PA44u/TYRHkmEWeLh8MqJMQp3jK0fLXFi25zhOf96YTeiV5BY51pHOr1nTTq699tqW2o4299Zbb+HFF19EQUEBRo4ciblz5+KMM85o783qktYcKsHnG4/i9rMGYkJ/tbHq33z98bePN+PnHfn410UjGtTwtSW4fTLsFhEWUYDTJyGv3IXeCTbDMpuPlGHRzgK8Wc+61h4qwYtL9+PpS0aF3adewKqzQ2pG2UPllbsw68fdWH2oBM9dfgIuPKEnvt6ci/u/3IbZl4/WZ5W2tVK/iCSTBI4DJsY7sM8ZhfFxxtnFLplHid+EoTY3elkjX6AyBszPTcOEuMgDRslmCW6ZV2fN1XHezfWYsbY8BhzHMDbWiZ4WH3I9FiwqTsBIuwu9LD6kWtq+f8newmrcfc5gxNtMePibHThlQGJYgM4kcPDLrNaLTllh+PtX23CgsBqnRijboxEFHrd+tBlzLh+NOJsJBRUepMVZkV3iRLFbQUmVD4uyvPjXmQmIqmUWmMA1vVn2gTI/xqaam3SBdPEQG7Yf9yLGLODV9RU4q28Udhf7cOFgG1JsQodrRrjlSDlO7JuAgT3siLeZkJEQFbZMXJQJuXDDLIYfu/71wy6sPliC9Y+eW2+TwtMHJeODNYeRVezAwB61Byh/3pGPd3/PRp+kaPz1w02IMgmYOjIVbp+C+6YMbvyLbCH5FW6kx0dhfN9EfL05F7ee0d/QOyd0hun23ArDjFwAePbnPcgpdWJTTjlmnjcEI3rFRnyeQSl2VHmket+nucsO4GCRA5eNS0el249npocfn/84WIytRytwzsurcLTMhRE9Y3FyvwT4ZAUTByRhbEY8EqLNiLWaUOnyw24Vaw1AZhU7MHVkGjiOw73nDsYNH2xEpcuP2Khg7X9thm/NLJ0Klw8PfL0Nr/7f2Ho/A3E2EyYOSMKegir0TbLBahLU1HmBh1nkUerwYuGWY1i6uxC3nzkAN5/WH2mBwYBF956BvQVVePC/21Hi8OLdG8bXeV5qjHKnD8N7xiK/wg1FidyU86Rnl+HbO0/FSSFlYmqavWhvrQEZQP1ilhJjRYnDi2S7pdbl3lqZBVlhETMOOY7DxsenYM2hEvz9q20YmhqDc4enYmiaHf/bWYihaTGYWktwjDGGq99Zj3dvGI/8Cjee/HE3rpnQBxaRNxzzqz1S2BdlkecgyQpcXgnFgcE5mTFUBz4bw9Ji8POOAgDArWf0x1M/7dEHAY9VuJEaq75et18x1JLXePwyXBFmtncUpwQaVRdXefQZ9JrteZX4fls+zh+ZhkvHpuNYuRvb8yrRI8aC2z7ZDJHn9EAJYwx9Em04fXAythwpR5RZQI8YCxbedSpeXrofgDrbGwAuGdMLW3PL8fRPe7Appwx55S58FpLV+Po14wAAw3vGorjai5eW5mDSgCQ8/O0OnDM8BXsLqnCo2IHTBkU+J1e4fLjnC3UGdF37I6DOeC1z+mANnCvkwP7x7Z2T8N4fh+HyyXjz2hOREmvFWysOQRQ4FFV5EWMV9esiIRB8qTm5I5gpY3zOaLOIuCgTHF4J4/rEG5pVhw4cmAQe5S4/RqcHA0uGTBlWd88Ck8Dh7rMH4Y0Vhwyf/ZQYC+JtJjx58Ugk2MzgecBmEnHmiyuwcn8x+ibZcPqg5HondnREXokh2syjpSqxVXpkuCWGIUmRg3tN1StGwMEKhovnb9RvizYLcPpkTB2RioV3Rc5SeXDa0Ii3mwPHutBdUFs2NPPAHKixD6jXt1GG8mXqgxkaVlzHLPAQeXX/ttZTxq02AsdBBoNJ5Ax9FUenx2Fcn3jDsiMD1x8eScYdn2aC54AhqTFhPZGW7TmulzQTeQ4xVhHlLr9+rreaeEOQsqRGOa4ShxcPf7MDk4f20I/dkqzgivlr9fOkwyujKNBrrKjaY+jbV/O7pRbo3Xi4DJMGJoWVxKzLzrxK/Lg9H5sDmagXju6JRTsLMLp3sCS3WeSR89yFOPGZXw1lp0tDAlOSokDkOfz9q2344raJ2FNQhU/XH4FZ5OENZAuGcvtkOH0yftldiGFpMeibFK0HdHrGRaHM6QsL4jdWaBZJaEbTyf0SsL+wWm+UHsm4Z37FgMB38EkDknDhCT3x9qpsnD44CRUuH576aTduOrUfftldiNvONGY5ywqDReTxwp9PqLUfSyRSyEB8aWCfiTKp5cssId81FBYMNla1cumvLzaq502PXw7LVtMyZViNnjLqpjF8sv4IJvRLhFdSsD2vEvuPVxv6q1W6/fAFrmM7o/quR5vqonmrDVkbGi1bKi7KhEq3Pyw4eM2EDPRohe1pD9p1UmteIvSIsWLigET9OJAaa0Wly484m0m/7gztpwWonzuOU79PSDKDWeTh9stIsJkhM2YorxvK5ZNwvDp8wnXmkXKsPVSK1Dgrrp8Y/r2FdB+d8yjYTF999RXuv/9+PP7449i6dSvOOOMM/OlPf8LRo7WXoSFNU1DpxnXvbcAD5w3RAzKAOvP/+StOwIAedtzw/kaszy5tk1rTh0uceqDjH+cPw8yvtofN/thbUAWbWag1W6bC5cN/VmVh9v/24sObJxguXEP1TYqutUEgYwyv/noAD/13B564aCT2PfMnTB+XDpPA47pT+uKpS0fi8e92YtaPu9u81mqZX0CsKOtfvBJNEiolAZ6QUmUKA7yKevgQ+ciD/DIDNldF49zESkyJULpMEyPKOOIx1/oF1yXzWFseg4tSynFVWhmGRnsQKyoYaXfj5DgHVpbFYVFxAn4qSsA3hYnwNbCkWnPtya9CXJQJ5kBa+emDknEwwsW39qXCJIRvV6Xbj79+uAnnj0zD2kfPrfP5Hp42FCUOL658ex2ufmc9bv14M655dz3mLDmIVzL9+GinC/86I7HWgAxgnL3UWMcdMlLtTYvjW0Uez56dhDvHx+LEnhasOuJGdrkfT6wswxMry5BT4Ue1t/Gf/3KnD48u3IE1h0ow68fdOFrqwreZeXh04Q4UVXlQ7vQhr9yFVQeKcfsnm/HYdzuxt6Cq3qbx2/PUDCiO47DtialIjDbjlV8PGD7PtsCsTUuN9/tQkQOywrDx8Sn1BmQAtYb581ecgH99vwv5FeHZex6/jJeX7sesH3dj4V2nYd4147Do3jPw9e2TsOVIBXYeq8T7qw+jqNqjzyyv8viRW+bC0z/twbbcCuSVu+CTlFpLjDVVtUcdhOACjX//fFJv/YukxumV9C8trhrH2twyF46UufDejSdj+5NT9dlKtfnzSb1x4et/oKiWTMIluwqx9WgF3rz2RDw4bWjEgAygZt3ce+5gLLj5ZLx57Ym47cwBGN07Hhef0Au/7jmOf36/Cze8vxGPLtyBMU8vxYdrc2rdpoIKD3rGBmdCxlpF3P3FFmQVB794ijwHi8gj3mYcdLv5w01QGDCgjiBTqMRoEy6atxrP/rwXk+b8hsvfWoO/vLcBd3ySiSmvrILbJ0NhDH8/b4gekAHUY9C5w1Ox9YmpOHtoCk6YtbTRDWhrszu/CiN7xaJXfBSyih21Bn3rOr8zxnC41IWbT+tf6zIAMDYjDrd8uAlFEb7YAOq5eePhslozDjWnDUrGonvPgNUsYNZPu7HqQAmyih0orDKWmCus9GD5XnVmslZyY0iqHSmBL3ApMRbklDrROyRo6/RKhoEVQJ1p55fVMjXF1V5YRB6/7jmO9/44DKuJR5+kaFx+otr0XpugUuXxQ+A5lDi8iLeZ8MO2YyiuDs+Qm/HZFnj8sl4CB0Cz+wgpCjOUZGspNfd/AHhwqjqo65cVzPx6m94/p9zpQ0GlByaB178cZyTa8OKVY3Dp2HSYRR5RJgECz+HEPgmINouG/jTxNhNcXhkMQLnLrwdkJg/tAbPAG47byXYLsooc+mdm/LPLUOHyI6uo9jJ317y7AWMy4pHz3IX1DoC6fTLKHD44An1stKyxk/omgjF10GFwagziotTsU5HnUFTtRVqsNVjGjIdeviyUVtas5rkm2iIi3qZuV83HSIqCkb1iMSTVDrPAo8LlQ0JgWZPAwSep28dBHTyvaya2RRBw6qCksOcZ2MOOpX8/C6cNSsaIXrEYlhaLPkk2zDxvCHYeq8TPOwqwbG/DMh87Gp8MRJu4Fsv6vWtxCeKtrfN1/B/jzdjxz7PQI8aCZ6aP0q//5l07rknre3DqEENWlhZACA0QhAZl/DV6ymizjuubiBW6Lp7nkD3nwiZP3tHG1GKtJvB8sH/SA1OH4u5zjBNatNfh8atZtHFRJlhMfFh/qh15FXrJzr3PnK/v+zGBQesok2CYiFXzmvPB/27Hb/uK4JeZfs6RFYaBPezYerQCMRYR/92cq2fKTPj3cny9ORdjAt83a5aA0oIjRdXG0o8NcbjEqQdkzAKPpy8diSX3R56kynOcYQC+OFDCbd7yg2o2f2BbjpQ6cetHm1FQ6UHvwHegmiXg3H4Zbp+EbbkVegnfnYFsFsYYcprZQ80nKfr352S7xZCR2ifRhhKHFx+vy8HWo7WXRS2s8sAkcPjitok4dWAy3H5ZDZZVe7FgTQ52HquMmElf5vQhMdqMMwYnY3tuBV6JkEEd6TwtKQouGdMLgPr9MN5mUsuXmYznLJkxfV+tec3dWhZuORaWXSQrgUwZxVi2SavKsD67VA28BD4/oZMyXvxlH27/ZDO8khz2PaozOF7lwfhnl7XKuvcWVOmfSSA8S/rTW07BOcNSwv72E/on6sGMzk67TmrNSZsn9U3A/52sZh7xnBogGfP0UgBqecUYixg2dlPu8unZb35Z7Snj9smwmQXklDhrLdHq9Ep60DlUlduPg0XV+GFr+HGEdC8NGmE7//zz8cQTT+DUU0+tc7nq6mq89dZbsNvtmDFjRotsYGt45ZVXcMstt+DWW28FAMydOxe//PIL5s+fjzlz5rTz1nUtX27MxS2n94+Y8dE7wYZbTu+PqSNS8en6I5i77ACumdAHl45Nb7XtWZtVon+JOKF3PEalxyGn1IkhKTH6l9pSh3rArS1bZuzTv+K2Mwfg53vqzqwa2MOOrGInBvSwoypQdz4h2ozsYgc+WH0YCgMeOn8o+iTZwh47JDUG9547GG+uOIRHF+7AG9ec2KAB3pZw0BmF4dHBweF4UcKOahs2VMbgsQHqScMl84gVZZRLIkQu8gXAb6Vx2FwVjYf6117WBgBG2l34rKAHTo514IzEKlhDgjx/lMfgj/JY/Cm5HNFC+KDe0GgPhkYXgDFgn9OKMr+IT/OTkcTbEKWY8OWWQlx/ehwYGJ5fsg8pMVZ4JQV2i4DzRqQhJcaCuChTne+tJCvYf7wab644BJ/EMGlgEg4VOWARefzfyRn6cgNT7MgqcmB4WqzeyJcxpg/e15yZrihqYO6vp/fHWXXMENcMTo3BD3efHna7y+XCunXrYLPZYBbr3kf45gRlnBJGpTRvJmdilIAp/W2Y0l/d5xXGsHCfE/M2ViKnUsLFg6wYlaBgfOAC/kipE8l2C0yBbABAHeDacLgUewuq8f3WY6hw+7B093FcMLonHvxmO8ZlxGNC/0Rc/MZq9IixQFaAc4elILfMjZwSFz7fcBQT+iXi01tPgU9WYBV5w5dnl0+Cx6+EzQj7z6osWEQeM84eBK8k641sa9amfm35QTz6p2FojNRYKx67YDhmfL4FC+88Vb8IZYzhqZ9244uNufj2TmPfAp7n8J/rT4KsMLy+/CAumbcGhVUeTB7aAyv3F2Nwih03n9Yfq/YX44dtx5CeEIUNh8sweUgPxNtMeORPw1FU7cGAZDvMIo/cMhdW7C/Cdaf0RanTi1irSf8iFWuNPOi4+Ug5xoWUP0m2m/VMAE21V0Ky3YwSh9cwYK8oDA/8d3uj3qtT+ifioWnDcM7LqzD/LyfijMHq58bhleDwSPhobQ4++uuEBq9vYA97WNbNqYGZ8ZVuP37ZVYi02Cg88/MebD1ajv7J0bh+Ul9YBAFxNpMamLUZjx8946z4eUeBXtbMK8ngAs2FY6OM+1SizYx3bxjf4O19aNowjO+XiJsXbAKgztKzmQU8dsFwyIw1aF1/Pqk3NuWU4aO1OZg6Ig39mpmNuWJ/ES4blw6/zHDeq7/j53tOx6j04EQFrTxJXYHQZXuL9MGmulx1cgYOFjnwwNfbMa5PAm49oz8EjoPNLKDE4cNNCzZizuWjG/wlbuqIVPAc8Nz/9sIvM9itIkY9+Qv2PD0NksKwt6AKK/YXYfLQFJQ5fbjp1H7omxStD0xUeyQk2syGiRNOrxz2pVjk1abgLp+EomovEmxmzF12AGVOH/ol2WAReUwakISFW47pgxNVbgk2kwCXT0a0WcDGw2UocaglsHyyon8mF+0swAm94+DySqjy+BFrNWHcM79i+5NTsXR3Ia4cn4HGWnmgCH/7OBNZsy9o9GPrkh4h4/C0wIC+X2GGwS1JYSiq9mJwih2789UvuUnRwfOPRRT0cyugBiHG90vAtJGpeOibHYgyCyh1+jAoxY5fQ8oe9km0Yae10rCP9IixwOmTDesvqPREHBSUFYZvt+Rhb0EVpo/tVe9rTow2w+mTUO2VIAocLj+xN77JzAt5nYphkDsuyoRoi4i+STakxFiNPWX48N4xHBcM2ISyWQS9tFTNaw9JZhjQQw3ImEQeg1LsGJKmlm+yiIIe+NPeI49fRrzNhIoIgTqTyOkzuLXz03kjUmsN5Nx25gCMzYgP9MfIxLxrxmF8vwRDdmVH55UZ7Ga+RnmZpqn2Khidasa9E+Kbv2ERDElQy+FtenwKADR7Ju7EAUnYdSx80MmQKSME3xu5Rr8ibT/VMiPqYxLCA5GNpWWXxVpFIKR8WV0lhd0+GYWVHpw/Mg1Onxw2qaDaK8EryRB4DiYhpMSaRc1us5oEw2Belds4qKplQsqKovfd88kKoi0Cqjx+/PW0/nh/9WFDqUOPX0FSYIKLxy8bgsFaRs3xKm+tZS7dPln/bqLJKnbg7d/VsmXaJLMku0V/npoEXv0OoSjq+rT+CC//egD3njsYAsehzOnDvV9sRUGlBwUhg5CVbj9e+fUAbjtzAKLNQiDDU+3fWO70weOXcbTMhYemDYVF5HH351txxqAeiLM1ru+oZuGWPCwM9Hy9cnxvDEsLZmFnJNqQXezEgjWHMX1cOsb1iZzF6/LJyHnuQgBAjFVEtceP9/7I1s9JRVVefWa8K9BXAlADXamxVtgtIjYcLkNumQszzxtiWPe4Z37V163xy8bMsgSbWQ/IaJ8xk8BBURhmnjcEg1Lshmyl1rQuuxQev4w+STZ9nEZWgqXLwsuXMfglBW5/8PMTei56c0UW+iTaIMlKpwzK1AyMNpZXksGYeqxgjGFTTnmtk5fW1cjUG907DiN7xeLbkGsJABAC15qdHWPQy4O2VTJt9pwLMeixxQDUv01JtRfx0aaw8mWlDh8G9FDPXZKiZspo5ctCswG5GrmgDq+sTzrySjJ+3l4ASVGwI68SB4874FcUPP7dTvz7stGt+TJJB9agoMyVV16Jq666CjExMbjkkkswfvx49OrVC1arFeXl5dizZw9Wr16NxYsX46KLLsKLL77Y2tvdZD6fD5mZmXjkkUcMt0+dOhVr166N+Biv1wuvN3jSq6rq/I0q28LLS/cj80g5Prv1lDoHSTISbXj0guH4cXs+3v8jG2Mz4ht0sd4YkqxAUhhW7C/CTacGB+16xVvx+He78Lcz+uP8UWpz6WKHF8N6xhpmOms+WZeDv0zsg8cuGF7vc542KAn3f7UNx8pdePGX/YiLMsFmEVFc7cUlY3phxtmDDLOZa5o4IAmn9E/EFxtz8Zf3N+CE3vF4eNrQRgdnPH51du5nG44iv8KNk/omYHteBSYNSMLg1BiM6R2np9YX+K1YXh6Hv/cNBlJEXr3AShAluGQeNkFBpSSgh9lfa1BmWWkcKiUBjw6oOyADAH2jfHi0/zGsr7Tj++OJ+HNaKWTGwadw+KM8FqfEVWNcbN2N0TgOGG734IDTiiwXQ3+LAzu8sfhwQz4+2VyIGKsJqbEW5JW7kZFow39WZWHVgWJsyinH5KE98PwVJyAlxoKiai8EXh1AtZoE5Ja5cO1765Fb5sbb15+ESQOT8Mm6Iyh1eCEKnKEe98Ae9kBt/Hx8Gmh+W+WW0DPOir0FVWEDIx+vywEAnDm49pJlLU2d5da0xxa7ZPSwtWyZQZ7j8OfhdlwxLBpZ5RL2HHdj83E/fvl4G+ICg52Vbj/iokwYkhoDn6Qgu8SJ0wclIyHajHnXjsOQ1GDtc8aYfqyZHhLc5TgOD0xVvxAt2aX2b7nuvfXwSuqM4VvPGIAqtx8/bMuH2yfjgtHGRvN+mWFCv0TsDPS02FtQjYEp0Vi215gpoygMDo+/SSUXRqXH4fITe+Puz7fijWvHgeM4fLkpF16/gvnXnYiT+iZGfJzAc/j7eUNw/5TB2HK0AikxFuw8Vok/jUrT34t7zx2EpXuOw2oSkJ4QhTWHSnDyv5fhzyf2xsGiaiRGm5F5pBzlLj8+WH0YHr+CnvFWbA3UCv/9obPhVxT9S6YkK5AZww9bj+EfIUGVJLuljkyZasO+l1/pxtDUmFq/DEdiNQm45fT+SIw24dvMPHy4JgfpCVHYllsBn6TgmemjGtzAtT5xUSZcFQi63jdlMNZnl+Lqd9Zj3m+HAKgz7kscXrx2tXHGcYzVhMEpdsxfmYUpw1Pxw7Z8nDUkGQeLqsNm1DOg0cfzs4emIOe5C8EYw+KdhbjwBHVf/UsDB9uiLSLm/t9YvLf6MO79cit6xlnx9vUNDwzVlFXswKj0OERbRKw6UIT8CjcGpdj12dFlLh+Sos0RGyUDarbUa8sP4IObTq73uSyigKcuGYkft+fjq025+HhdDipcftx0aj8cLXPh9rMG1tujINTkoSk4c3APfLFRrcH96Xo1m2LEE78AAG6c1BefbTiK/sl2lDm9+iD3sJ6xmHH2QHy09gjevv4kfLwuRy8nU+2VICvGL9aiwAV6B6jn4p5xVsQEmmbHRpnUQZbAhyM0U8ZmUQeuYq0mvQxLpcuPM19cgZznLtRnEnr8Clw+Gfd9sVX/W+ZXuPHbvqImBWUUpWFN4mvj8ct4fsk+PHnxSH0bk+0WvV9OKG3mrD8wGNErzor8wECeT1IwoEcwKJMQkmkTGyUaPk/RFgE2s4BLxqQjyizoWS6pMRa8d8N43PbJZsTbzEgLee81idFm8ByQHFLK5oM1hzGmd5xaWiXkmPL0T7vx0bojeGb6KPzllD6oz5Z/nYcLX/8D8TYTnF4ZZpE39FfKLnFi8pAU/ffbz1LL4HxyyylYub9IL1mklSmLVOWFi1C+zG5WM2W0Qe3QY68U6EdgMfEwCZzeRwNQB9drli9z+2SM75uIeJvJEFAC1EE2rayUoE8mCA8EaawmAWcO6YHNgXJqH63NgUXkkWAzG5q6d2ReKRCUaYHk/pt+LMLlw9qnTHFTqH2Nwm8P/buZBV4vFeWXmaGMl7bcc1ec0KDnM4vN3ye0c2yMVS3npx1r61rt0TIXUmKsGJwag30F1fDJiuH6stojoYfdor9ObRujLSKGpsZgyvBU7MoPVgjw+GUwxlDllhBlFoJ9ZGQGZ6B8WV65G8mBdabFWfVjfpRJgNsvq32yAs/n8smBDAP1fHGoyIH0+CgUVnpqPdf+9cNN+OzWUwzXHNogYmqsBX2TousdHBc4tZeSV1Iw/IklhuW/25oHs8ijxOHDtRP6oNzlx9EyF56dPgr//H4XeidE4fXlB/H68oP47NZT4A70lHF4JcxfmYW3VmZhdHoc7p8yGPsL1R5fy/cdx+Un9q5zm2qz41glNh4uw+Xj0g0BGUANzr/66wEUVXv1DHKPX4bVJOD15Qdx9YQMJNsthmyuKJOAQ0UO7AtsGwDklrtQ7vTB7ZMx4olfcPDff0JBhQdXvb0OL/75BL0PUqQJCUB4GTpJUQxl+rRMGbMo6O81z3GQFYbBqTE4c4gf67PLwtbbGirdfnyzJQ+psdZgUCaQJaPUKF8mcGrgyC8rcPskfb911wjWF1S6EWM1tdh1e1tqbi+fp37agyq3H29ceyJ251fhqrfX4a+1ZItrQfVQ/3dyBibWKActcBw8bVB1pi3IbZApU5OkMCTbzdhbUI1Kt1/NeKxxwrvv3MH69ww50JdMy5Qpr6MahcsnodojQeQ55Fd48NmGI9iVX4VEmxmFVR5YRB6fbTjapi0dSMfSoKDMLbfcguuvvx7ffPMNvvrqK7z77ruoqKgAoH5YRowYgWnTpiEzMxNDh0auRdtRlJSUQJZlpKamGm5PTU1FYWHkZstz5szBU0891Rab12V8sfEo5v12CD/efVqDD6iXjOmFHnYLnl+yD3aLiGenj27Sidrjl+GTFfx+oBjHq7yYOiIVX23KxfxVWXjsguGGWfFpcVZkHinH6PQ4PShT5fbjgtE9sShQ410jyQqW7C7EJ389pUHb0TcpGu/feDI+WpuDt68fj8Gpdn0mZkOb2nEch2tP6YMrTkrH15vzcNOHm3BCehzuPmdQgw7aisLwyLc7sONYJcCAd28cjyW7CuGTFLz9ezYOFTkwJiMe23MrkIgTEO9kmJpUgSjBOCBzX59CbK+24YjbjOF2DyokESlmPw64oiDUCMocdZvBGHB5asMvFDkOmBTvgIVX8Hl+MqpkAUkmCVenlaB/VMNnAQ2J9mCwzQOn04lY7ijuu/0C2OMS8MfBYkwL9H1gjOGcoSk4qW8CNhwuQ7LdjAtfX40+iVE4VORAr/goRFtE9Em04WiZCzdO6ocbT+2nXzjPOHuQ4cuZpl+yTS91oymq9qBfIMBorjHbYvWhUrx13YltesHBAU1ObfbJgKWeTJym4jgOgxJN6GNncLkUnDRhLKzWKFhNAiRZgcKAbbkVsFtEDE611zrgE/pe1nxftd//FAi4nDs8FRwH/LQ9HwvWHMbGw2W4YVI/lDi8uLBGUOa+KYMRZRIwe/FeFFV5MP3NNXpprNBj1LEKd1iPqsa4fmJflFR78eyivRiVHovle4vwyv+NqTVTpebr07IAMxJtYfdNG5mGqSNS9c+AdrtPUqAwhl3HKjF/ZRbuOXcwxvSOg19mgbIWZbj0zdW4dGw68srdmDoiFf/bVYBe8VHwSophhvPo9Djc9+VW9E+26UGk3DIX+iXbsPqQcSZdVrETA3s0bTDqsnG9cdm43ihxeLE+uxT/umgERJ5r1c/SxAFJODznAnglBeuySjFpYBJ4jgs7R91zziDce+5gvPTLfvzt4834bV8Rtj85Fd9uOab3lADU81Rz6mhzHKcHZBpLFHjccdZATBuZhts+3oy1WSU4uV9io/vMhNYC758cjbvPHoxNOWWYu+wgFt+nZpKWO33ok2TDr3uOI9ZqwpQRwWsvxtR+WrMvG42UmIY1w+U4DpeOTUdStAUev4xbP96MD9fm4ObT+mHy0PozDmvieQ5xUSa8cMUJGJoWgxsXbES1R8LVJ2fgy025YAxYtCMfW3Mr8PQlIwGogYQ/jeqJN1dkYUCPaL2+d7Jd3aaaDcBFnsPbq7L1DIFhaTH6ILkYmGktKzD0Tahy+xFtFvVSaN7ACPCZL6pNQuevzMK0QONfl1+Cy6c2C9UG+4qrvYaSZo1Rc2ZgYzm9EhasycGTF4/UB2HG903QS7QZn0vtvaAFAgam2PWgzIDkaEwckIgBydEY0SsWY0ICbjVr+EebRUSZ1N5PF53QC+/8ngVADXpNGZGKAT3siLaISIu1IrZGcFTgOSRGW/Qyi1rfjTEZ8fjbx5sN2XcHjqslSq85OaPBx5sypw+94qKwp6AKZoE37B92i4iJAyIH3IekxuifC7PIw2YSwAfqmWt4rXxZjW3RypeZBT6s/IbXr87wt4h82DGI57iQTBn1No9fQXKMSQ+6qJmP6uCDWprRmCnTOyEqbHtqSg2UfNx8pByXVntx6RtrcOOp/XBtAwJd7c0tKWr5smZmyrj9ChKtPKYM6DxZQgIX+TwbGnhRS4RpmTIMQsigVn37RU0mga8zo6UhRD0oI8Llk6Ew9f81jwOhHr9wOMZkxKNXnBUvLd0PxtTXoh0bHR4JyTEWfba89rrsFhE9YiwYkxGvTmK5WsR9X26DzBiW7y3CrR9vxtUnZ+hZyLLC9GP2r3uO490bxuPLTbmG73f9kqOxt6AKUWZBPw/8Z2UWduVX4sITeuK6U/pib2EVxvdLwA/b8msNymSXOFDl8RvKSBZXe/HSlWOQbDdDkhnOHZ4S8bEaQVDL9pUFsjNC+7RcM6EPPlt/9P/Zu+/4OKqrb+C/O7N91Xu1Lcu9Gxsb2xjbgG16TyAQWgKhhiSG5AkJoSVACuEllJBAEiCEFEjo1aaZ6op7b7Ily7J63Trl/WN2Rrvq27Q7s+f7fPg80Wq1vttm7txzzzno9AooybJj9Y8XA1DO2Xe9th13njURr28+ile+Poor/rIWd58zCS6fiA6PHy6fsot8SkkGSrPsGJnrxLqfnYbLnlmDs6YWR7RIeTxwHun5t1W/PhttLj8ONHRqr0Gry4efv7YdPzxtLB5ZtRePrNqL0ycWhGQfM8a0cnK/vmgqfvrKNuw+1gFBkvH9f30Nu5nHpiOtkGQli+WSWWXad6XnhpzHPtwHQAnEBVcS8YsybEHZTFl2M2yBgIx6nA0uQ52XZu1VUixe2tx++AUJkiRrASxJkiEGSpeFli9TfvaLMlw+Ufu89+x/4xdlNHf5kq6v6FBE28fP65dwPPB5Ujc7VDV19apoccuSyj57H5VlO3pdb/IcM0T5MjXTChi+TBnV2IJ0XPDkF6jMd0JG6LkNAGaPysaYgu7NoBYTF8hyNIX0Swrm8gnahr68NKXs8eEmV8jxX+0TWtXU1SuITFLDkBsEWCwWXH755bj88ssBAG1tbXC73cjNzYXZHFlqaSL1PAH0tciquvPOO7FixQrt5/b2dpSXh7/70Og2Hm7B+zvqIEkyalrc+OvVs8PatQoA8ypzMa8yF+9sO4Zfvb0Tdywf32tBsufORdWBhk68vukoHv94P3KdVjR2enH3OZPw188PwWbmsfWeZb1KEs0ZlYPbl47Du9vrUNvqRmGGDS6fiItOKOsVlFm9twFLxheEtbM5x2nBj3qkLEfCauJx5UkjcdHMUvx3Yw0m/OI9fPfkCtx19sR+P7eNnV7c/tIWTC/Pwg9OH4ejLW5U5qfhliVjACg7dF7eUIOybDtcnR144eXXcEImkJ7eu78BY8AouxdftabBJfLY1unAgixlt5AclKIpSMCnLRm4pLApohPpCRkuTE1zQwawvdOOCrt3SHWne45V/f88x+C0mrSAm3I70xYGz5iiNHVe97PTsPFIC+xmHpOKM+ATJW0HU18XA3295lYTj1a3H04Lj5YuH7KdFhxv92o7pHo25ZRkedh3B3EM0MN0zRL0uqsBzOCeVDH5NwKv/UUnlOGiE8r6bVIOACcEsjluWlSJC//4JZ679kQsGpePX7y2PaT55sHGLi2tOVI/OG0sXt9yFAfqu/DHK06I6WdE/dwGf37Vx589Kgd/uTpb+53FxDC+KB3ji9JxyawyWE08/rP+CI61eXDejBI8/P5e/PP60AB1eY4Dz1w1G1c/uw5PXTELeWlWbDrSiktmleEfa46ElC+rauyKunRWXpoV50wbvIRQrDDGYDPzWDKh/4UL9fW7bE45bn7xaxx88CxwHMONi0aH7DKvbnZhZB+lK4dTRZ4T//reSfj9yr14f3sd7j1vclgXxwcbO0PewwnF6fj2X9ciPXBxUpHnRHOXDyNyHHh9cy08fjEkKHPPGztw+qTCsOcJAHByIMPwYKDEVjTlPbMcZmQ6zCjPceCcaSV47otD+Obscjz+0X5wTKlzPyY/DQVBvYPU45Mj0FC91eVHtsOiXEz2CMqox/7N1a0AlIyPhk4vDj10Fi798xolKCPL4DkGm4kHY0C7R9lRrewwlXvtMP3Ne7vxm/d2A1DKKXT5BLS4/FpZnMbO/svYDCbc4FxP6g7Hd7Ydw5aaVgBAQYa13/c522kBxxjGFKThrKnF+GxfIwDgipNG4vI5I4b0mXRaTSGleeaNVj4f6mLYz86agGe/qEJ+ulULCAQrSLdqm2a6fCImFKVjRI4Df//qcMj1gdPKY+HYvCFvrAGU92JySYYSlDFxIYsmr9/S/8alkiy7lnXpsJjw0EVT8fDKPWDoXvRiTDmv93yITLsZeWnWQKYBF/L7hb/9GOk2Ey6eVdbn+SW4hIoMGR5BhN3Mad+xHGd3UEY5JgYyZQK/v+fcSYO+JuU5Drxx6wKc98QXON7mQXWLK+qdx8NhR4MPm+p84DkWcSlY1cqDbiwd7UChM7JefYnAc6zPIEl/wRZBkkOCguFmvVhikD2l9XuxmbUF7C13LxvwnHH6xELtu6FupvCJkva97/D6keu0wGYKBGUCX6M0q0kLdBZl2nDutBL84N+b8cmeBi0IUNfuCckccHm7P/fq/NFq4jCuMA17j3dq11I2M68tau8+3oEdte3YUduO/6yvxuEmF+45dxJe31zb53HfL0qo7/CisdPXKyhTkefEKUMooQwoQTlZBpq7lHHcc+4k3PfmTvzju3OxYEwungkqhdbzuHbK2Dwl+93lx4e76/Hm1lpt9/jRVjf+/p05IeMoyLDh9ImFONjQhUkl4S1SipKsHfOCM09UGXZToLyQjM3VrTj7sc+Rl27Ftc8ppWHVwHPP5+C0mNDq8muZn2qQ5oNd9bhxUSU2Hm5Rzs0XD1xGVe0xs+ThT7DvgTO1c64gyrCZeG1jQLbDAluP8mUAtLl0UaYNx9rcgeBnfFev291+yFAWyyf84j1U/fpsiHKgp4wsh8zvOcYgQ/nOuILK/7W5/Xjmqtm4/u8b8Ni3ZmJGWRZO+d3Hvfrw6UFHmL2berKZOW1e9691Spb2ocYulOc4cLjJhcp8Jw40dPXK1BgIzzFDlC8DEpMpAyhZg4Ay52r3+LVjfmmWHUdb3SFlc4Huahm5Tgu+OhBaZk4V3EtGkmWtBHW2w4yWQFnYs6YW41/rjqCqUZ9BGSUbFL1KZJKhG/JM8Dvf+Q7+8Ic/ID1diQ5mZmYiM3PwGuDJJi8vDzzP98qKqa+v75U9o7JarbBa+66vSrpNLE7H9qNtkGUZdywfH1X63VlTi9Hq8uP8J77AFXNH4JJZZVi54zjWVzVjzaEm/PfG+dh0pBU+UUJjhxduv4gv9jdiwZg8rL5jCfYe78CSCQWDTlIKMmz4/mljkZduxRf7G/HBru5U6Z7ngY/31ON7Cyv7eJTh47SacPX8UZg5IgsvfHUYP3t1G86aWowjzS4li6AgHZUFTuysbcdD7+zGL86ZhKmBWv09+/qYeU7bldjYyPAZ1wTGcnv9m6oss4g2wYQO0YRvFjV1ly0LOv83+U0os/lg4yOfFJgDPWVOGKRkWSxxHMOJo7oX/W0cH9Hnd/PdS/HR7nq8te0YrjxpJPbVd2gn+OBFnL3HOzC2cGjNvWMp0p4ygiQP+26V4TaURd35Y/Kw+seLQ97L4Au+pk6vtts6mnFcODOycg3R6m/yqwae1IaIAHDe9NI+j6+5aVbctGgMPt3XgDe31OK6k0drzRCDP3u1bW7Mq+z/eKN3ZdkOvHrzAu1zdcaU4pCgTFWTq89+YsMtL82KBy+cgnve2IGbX/waJ47KwdXzRym7HyHDxCmLYlJgkSO4z8R9b+zEHcvHhTzWvedOwrzKPDz58X4sHp+PF9ccwQUzS/D65lqkB22w6PQKqG11475A9kmkYtFrLctu1hbvT59YgMIMZcHlzjMn4H9f16DLK+LucydhQWV3qUn1Qsxp4VGUaUdtqxunP7Ia4wrTemfK9MhUyLCbUNfuAQs0bjfzDAvH5OG3l0yD1cxpmTdOiwkunxey3HtXZrrVhI7A4ltdm7LI1+ry4cV1hwEEMmUiDMpwQe/xW1uPwSuIOHtqcchi3kDUXbE3v/i1dltwRsb+B84MuX+WXelfNaM8C5ODFt8K0q1DviBfMCY3NGsvMO9RN+KcOkHJmE63mfHUFSf0+vsbF1fCGjiW/+GyGZhTkaNdYEsyEPwWPn/t0PtWAcDskd1ZaNYe5cvCWXDguO7+GhxTdsQqQZnemTIXzCxFh8ePw02u3pkyggRvpw+Lxub3mdnpCyyQqX/l9omBuvfKzznO0M9Bz0yZoT4nNeBU1+6BIMpRZ2gNh8OtfkyNsreealu9Fz9dkB2TxxouuWkWLJnQewG/51xA/QgIYugmOkeYCzYcx2CNspQLx5RsyPFF6TjU2Kk97kCCvzPqtYBPkKAeAnmOwzdnl2sB1rvOnoT73tgBp1UJdgaP/4enj8WjH+xDZ2AR95M9Ddrr9dQnB3qVyFLH/N4PTgEAfPuva1GYYYU9sJN6VK4DWwIBfgA43OSC08JjfKAvVKe3d3BT3ZHf1OkNaXjf0OENa8NTeY4DdW0etLh8+L8zJuDaBRW4782dsJg4MMbQ5RMxrSyz12Puf+BMMMZw7rRiVOY74RMlLfi+KfBc+irnPbYgDVVN4QVlJEnGkoc/QW2gf0Nfnx/GGPLTrWhz+7HhrqX40X82Y199p7Z4evGsMhxp6n0Nmm4zYfPdS2HiOWTYzThvegmKMq34z/pqXD1/JC556isACDlXHnzwLFz97Dr88ZP9yHZYcFmgLO64wjQ0dHjx188P4cZA2UqlfBkPh9UEvyTjnOnFKMyw4fRJhdrr892TK7S5iNXE4/0dx3HjPzaG1Z8wEu0ev5IdEzgPSJIMUVTLl6FXaWxJVsuXiVr2pfIYyvHAYeYxIteBt75/slZWWk/UXlA958ZDIUpK7yB3oAyhmnFW3ezCvMpcHG5y4e5zJ+NH/9ncK1NjIKaQoIy+gzPq8xjutQd181VhhhXNXT7tXPDIN6dj5ojsXhtZ1GuBHKcFtW1u9KUpqNdMfYcXi8fnI9thwdEWN9ZVNWPX/Wfgza21+Ne6I6ht9fT5GMnu070NaOry4Vtzkj/bOVkNOSjz/PPP49e//rUWlNEri8WCWbNmYdWqVbjwwgu121etWoXzzz8/gSPTP4dFCRjEyuVzR6As246P99Tjl2/tQmWBEyuWjcPGwy2Y++CHAIDlkwux73gnvnfKaPz9O3O0xdJwF7tmj8zG+U9+gae+Pavfpuu1rR6U5yRHmYFpZVn47SWZ+Ovnh/DhrnpYzRxEUcbn+xrx2b5GLJmQj8e+NXPAnjWRuKSwCTIAM9c9AQuuXtrkNyPX3H9DZ6NzWExYOqkQ331uAzYH0tgfukhp2hZ8kbf3eAcmFQ//TohIe8q0eCTk2PVX8zceeu6QDt412uERos7+0IuBAt7zKnNxwi9X4WdnTcDpkwrx8e56OC08gi8S6to8KI7x8SnZDPQaNXdFH8CLFcYY7j9/CtYdasY3//wVHnp3F7IcFjgtPMYWpuPsqcVYe6gJM8qzIMtKQOlPqw/g+6eO6dXr6JpATew9dR3wChKeuHxm4CJ+W0gvj13H2jFzRPaw74LrS5bDomXkTivL0jI6blhUibJsB/6zoRp5adaQhTx1Ad/EcxiR48BVf1un3G7ie2XKqDsdL5xZilc3HQ3sspcDf6+ULxuV58SoPCcaOrw4c0oxPt3bgLGFafC3Sfhwd32vMc+rzMXKQAP7vcc7UJptR7tHwJ9XKzuVGzu9Wq+CvsiyjA921WPppN6bkdSL4Ul3v4dxhenYXdeB6WVZQw7K9FXWKfhCtucxtDTbjiNNLmTYzEizmjChKB2iJKOgj5Id/emv51Zw02Sn1YR0m6nPLJfzppdofU7UevnZgeCDsgM4tDxTOF68bi6217bh3e11sJi4XkG7cKjBFxb0sxqYCcZzDFkOC65fOBo8x/Dmlu7+ftPLMnHJ7HLMH9O7n122w6xlDAHKPM8rKAuFvsCC8NiCdEgysO6Q8nqp34VwF09yAp+nVpdPyUIIY0dwohxpF/D9ObHZkMgxFtaCWzJwWEw4dULvY0Z/wRZBkuEIvK97fnVGSGbxUNn7yHQIB88xXD1/VJ/ZG325YdHokPupi8i+oF5LFp5ppXABYPnkIrz69VFYTVyvnoQ/PH0cLp87AnMe+FC7LXg3e/CcXH0dBUnSjjN//84c/GPNYewK9LZZOqkQty4Zi5N/+xH+cNkMfOe5DXjwoqmYXKJ8Lp//sgppNhOmlWYi3WbC6Pw0VDW6MKk4Q8twUzV0ePssjdSfv11zIl7bdBQ//u9W/DbQF+inZ07A2ECgRxAlnDe9BLk95jbqMZcxhoo8J66ZPwqf7WvE1NJMbDvaBiC0Z5hqVJ5TO86odh1rh8PC99l7VpZlTLj7vZBsP7GfLIy8NAvkQIbqmII07KnrwG8vmYbzpivZ133N325ZMgZZDuXvCtKtuOGU0ZABnDutBCaew3s/XIjFv/skZBMCxzGcPrEQ9765A7IMFAUWfUVJhl+U0RZU0ssvyrCbOZg5hlynRfuuLRnfnZ09pyK317H7eLsn7PcyXB6/FMiUUl5PvySFZMoEn9bUa01/IFNGnRO0u/3aMUA9b9jMPPw9+vDpgbrp5W9fHMLkksywNpnNffADjClIw4GGLlQ3dy/kC5KslZ/OtJshyXJYWblGzJQJt+RltNR5Z16aFV2+Fi3zw9IjW02l3pbttMDTT6O5pk4vHrpoKo63e/DoB/tw8QllECQJ22rasWh8PuwWHt+cXY7pZVn439c1fT5GsjvW5kl49Qe9G3JQRo5kJS9JrVixAldeeSVmz56NefPm4emnn8aRI0dw4403JnpopIdTxuX3Sqs+e6oNp/9SmajwnJKAHM5Jqy9jC9Pxk+XjB2y6zoW5EyLeGGO4buHoXre7fWLc0geDz0fqSxF8ZGjx8xhh77/RWSqwmnhMLE6H3czjR0vHaZ8ZKegY2ub2Y0TO8J+8guu0hqPJJSLPTimpPV12YnlIKZp2t79XE+lUlOO04ObFlVrfB6uZg8NiCrlo6/QIIZkTqabDI/Tq/ZNocypysPuXZ0CUZO1C6OM99Vh3qBlmnsO/1lVjc3Urnr32RNy0uFJr0t6XF747Bw6LCRYTp80fg9/vw00urd9Wop07vbjX7n/V2dOKwXOs1/E6OJMyOLiYYTf1WnRXA/L/d8YEvLrpKBgLCsoEesqo8tOtOHd6MV7eUI3p5Zn9lvUoybJjyfh87DrWgbp2D2aPysamoN83dHhDyuKoREnGyxuqccHMUvzhw71gQEhJOQDaAokkA1fMHYGGDm/IguRg1F2xDguPbIcFx9s9Ay7GPnXFLCx5+BNML89ERZ4Tr968AF/sb8TYwug3gQUfj0+bUNhn6TJVz/mdGjSIdo2DC5RRBRBVHylADcKomTFK8Vie9d18HUCfO8zz0qy48qSRfd7/+oWjcf5MZVFSfT1uXTIGlQVpeGNzLW47bSwONHTi7KnF2mKpWt4p3KAKxzHcsGi0VvIokrnJcGv1SMiyKc8zmtHKcnDhX/0rz3Fg1/1n9LpdlGQt8BRJQAYA0qzRzRM4xrRA+VAW+O48c2LIz9agTJmBmE1cv6Uf84e4AUM9rwQHtk08B7uF18pZWkwcMh1mTCnJxClj83HDotFaIHnvr87E8kc/xS9e246r5o3ElNJMjM5Pw4GGTswoz0KnN3TTXLPL12cwpN/nyHNaRpt6nlOzPADgT9+ehdy0gR/PYTHhtImFePDCqTh5TB6KMm147MN9yHb0fp9H5TrxjT99hSNNLvzmEiUI9OWBJuQ6LX0GZX797u5e71PP0p+q4kw7LpipvG43LBqNaxeMGnROeu707mPjn749KyhA310i76s7T+u1eHv1/FEYne/Er97ahdc2H8Wls8ux5lAT7BYerqCMVkGU4LSbwfOs316SPY+Te391Jv67sQZfH2nB0omFMcke7o9flLVrHkGUIUpAu1vAyh11OGFkd9Yfx5T+pX5Bhsvf/fza3N2ZMur5wsJz8AvJf+zvqcMrwGHhUd/hRZl7aJtR399RhwybGY2dPhRmKK/LZ/saQu5Tnu3ADaeMxrRSZf4XTuCe51jQ/DPxZ5ir5vU9zxgK9XM23MtuamCzIMOGVpdfO3b3N79Rv+s9Ny3JQTOEhk4fSrNs+NacEXj0g31Is5kwrjAdxZl2nDS6O5hXnmPXMvz05libx9DVL4ZDWKtHybQgHY1LL70UTU1NuP/++3Hs2DFMmTIF77zzDkaOjPzgQYaPWtc/1tQdvno3nPUci60+yHL3ccEjcbBz+tvxEmt3LB8f0hA1zWpC8JpWh0cYsMlovERavqzJLSLHQUGZnr55Yjm+3N+o/dzhFfq9kEo1Pzljgva/R+Y6MXtUdq9GoKms3ZOcn5We59azphZrO39FSYZPkIZ0jgm+QFGPgxn27innsVY3FgywCWI4DVYuUO09FswatOgypTQTf7lqNq77+wY4LSa8uPYITp9UqO1uVY+5anBGFGUtw47nei/k5TgtECQZdrMJQh87SM+fUYIMmxLwGl+UjlMnFuCusyciy2HB6j0N+N4po7FyZx2aunx4eUM1vjG7uwdic5cPP31lG86eVoztR9tx3d83oOrXZwMA9h3vwDvb6rSF/FkjszGlNBNfH2mFx9e9sPXZvgYsHNt/DwJ1Uawg3YryHAdOGZc/YG8su4XHJz9eDGugBI7dwvcKFEVi+33LQwKHZ08rHuDevTefqYE6OQZlQLIC5/vo+2Mo/z/4+Nlfn49IiLLc3VA6cJtajuntrbVaqTSOKa8v0P25jmQx8M4zJ2rZXW5f8veUUUrZRf9a72z0oyTdWHOq4POC+lUSRAl8lGXpHr1sRlR/H7xQecKILPzkjPFh/b3NzINjgwdlLHzfO6mBoa+fWE0c8tKsvUoO2sy8lq1m4ZXX+dlrT4SJ50KCSBYTh3vOnYRrnl2PmhY3yrMd2He8A+9tr8P5M0rg6vEdUzNFwsECR4ZLT+zdW3fZ5N7nyv6o5bMB5ZqpL3lpFqRbTTjY2In3d9Rh9shsrNpZhzP6+XeOBfVu+PHy8eAYCymJGezRy2Zo8x2riQ87aNjfPKi/z8DCsfnITz8Il0/EiBwH/IIEu5kPKTcnSDLsFh5mjus/66XH6chi4lCZ78SlT6/BrJHZeOmGeTHpL7OhqlnLvlL5RAnqlOSxj/ahsdOLf607gi01bZg5IigowykZNX5RCpk7tAVlyqifcbOJ4aPdx/GjpWN1tVHL4xfhsPC9+vdtOtKCTLsZo/PT0Njpxf76Tm3h/YYXNmr3U7+Le48r/XnnV+bi6yMtKMywQobS4/T2ZePCKi+olhpOFvefPyXiv1WfBxvm4FKO04ITR2Xj5sWVeOzDfVqQub/vlHo8zuqxphM8nWzt8oUch9KtJpRm2VGaFVp9x2ExRVx2ONEON3XFvDpPqglrW9O4ceOQk5Mz4H96cfPNN6OqqgperxcbN27EKaeckughkSRmpEyxWJqZ3hUyP/RIHGwUlIHVxIdkbz1++cyQ3U3tbj8yEpBRwTMgkn6KDS4J+RSU6YVnLCTYlqj3NdmVZtmxeHy+LnZCDxfls6KfC1BAuSiJNOg/MtcRkiVwrN2DkszkKAcaiZ4ZD6dPKkRplh3TAr1MWoJqSOenWbHhrtORm2bFlruXwSdK2sKEKdBTJpiaoWE1c72CZCeNzsHcilyk28zIcVphM3N48MKpcFhMuGBGKX60dByyHGYcC9SlvvOVbbj3jR3o8gq485WtaHMr4+qrxFhjpw8bDjfjcFMXAODRS2dgRnmWUvs8aLfxHz8+MOBro2bKjClIR0OHFxaeDRiUAZRFx1hv/Book6svPct+lGXbsXBsXsjFdaSHMLVnUbSlONTAh1bGjDHcedbEXuWCemJMKWsiy3K/AfH8dGuvEmQhzZs5ptXO5zimvb6MMTx44VREmgSk7qbtuWAcb35RwqpACcBIRPNO7mjwYUG5fo9/QyUEMmW23LMs4scI93vcU3C5yNH5abh58Ziw/t5h5pFmNWnZgn5R6vN7fPe5k/rNuASAW5b035NULVvGGMPHdyzCOdNKQn5vM/NaTxn1WNrf5kR1w1d1swvv7ajD0v/3Kb462IQxBWkx+Y6pTz3ejeWVf4vhJ2eMR5rVhBte2IiHV+7BmoPNWnPsnpq6vBid50R5jh23LBmDmxZXYnR+3/0747G5czB/uGwGHvnmdCweX4DvnTIaDgsf0i/OH5gb8BzDHy6d2evvb1pcGdITSDW+KB03nDIa588owcsbqmMy1je31Go9MoI/7up3qaHDCwA40KD0aQo+V7BA+TJfoHyZmh3T7ha0DS3qNbKZ51DV5MIne0IzRpKd2mutucuH21/egubAnO++N3fiqU8O4PaXtuDFNUdwS1BvvWBdXgF/vnIWth9tBwBcu6ACI3Oc2nddva1nYGwgoZky+iZo2Y3D++/mOq3ItJu140N+mhJo6C8RWJ2/ZznMSLeZsPZnpwEIzWjzBgKwqrQB1gl4jtPm0HpR3+4BY9DdNW2yCWumc9999yEzMza1dAnRk06voJWfIN0YC9204xE52Hh9nUyGQ7bDErLg056g0k1WnsEbQZp4fZeABeW0A6InnmMh5csSlQGlBxxj2rGCgtzKZyWVSt399uJp2BzUnDje9c/jra8Awns/XAhRkvHwyr0hC1aCJGuBlkyH0tTebApkyvCsV6aMmmVkDlr4Vpl5Dk4rD54D7jl3Ush5ZU5FDuZU5OD9HXU42NiFL396Ku5/cye21rRi8j3v46TROWjuUhazhD4u+r7Yr/SkU8dTnGkLZCZzWq1sWZbR4uq/ROnHe+px2z83oTzHjknF6dh4uLnfWtzJpmemBws0CI/F4aq7p0J0j6NmaahDZaw74DMQC999od/fjvAPViwK6Q2SZjOFfDZNHAPPKVkyPRelsxzmiDNI7j9/Ci6YWYpfv7MbOU4zrpw3KqLHCdfhpi5cH5QpNhhJlmO2QNTpk5BmMX66qMev9CMaymc0XjjWO+AajpPH5uHSE8u1TJkur9Dnotpgz/HHyyfgpQ01uH5hBR58ZzeuPGkkXlhzGICSVVgVaCzf17WB3czDbuHQ5vajKHPg86a6Mai6xQVPffdx3mk1hQQAlJ3o4X8Gh7tqypXzRmFLjdJ35rN9Smb60VY3dtS29Vqwbur0oTTbDm8/vR0STQ2ezxqZjVkjs/Ha5lp0hpQvUzJlTLxSoq6n/wvKQA+W5bDgzrMmwi9KuPnFr3FZDJpt+0RZ+8xn2s1oDQTC1MXmTo8Q8v+Dv2IMyrznaKsbLr8Ip8UEj9+H5i4frGYO35pTjrJsJSitnmOONLv6Hcvag02YOzoXt7+0BZfPLe+3h9xwuef17RBlWQvKAIBXUAKemXYzWt1+1LV54PYLqAzqtxSsyyugMt+JnceUoIzdzOObJ5ZjVK4TWX2890MRHICOrsBmYsly9+dsOHvKXDSzFOU5dvwm0C/r618s1coq9tf2KLgiSo7Top0H1O/Di2sP44mP9+OiE0q1vxloo8HofCeqGrtiUr53uOw93pnw76QRhLUicNlll6GgoGDwOxJiMG1uf0IvKpIVQ+hETARgMv51Zth4xnoEZRKzS95qYvBGkCrT7JaQY0/+RbXhFlyrHFDS2a06WHxMFDUYQ0FuoMOTWv2HegYwIymbkmzW/fy0kJ/TbWZtgSX0uckhC/5+QdIWInr2lAGUciSbfrEUv3x7J5xWE04Zl4/NR1rQ7hHAB5oGy+h/p69aEqEky46iTBve21EHAGjp8msLCME9YjYdacHYwnQ88fF+AEBT4D5qIMFu5tEV2GHtFSR0BRb2nvviEE4em4cxBd0Xj16/hA6vgB8tHYfJJRl47KP9MPMcrFH2UhkOs0ZkY/3PTw+5Lbj/jyBKUX9mo11fGFuYhkONXdpCwFAXLMw8gz9Qeqa/c1TPOe7rtywIyYzjtdJlvculMUS3c74g3YpN1S3IT7cOW1Dm9Ec+Dev+HkGGLUYTXCUok/zfiUipHw+3TwjZIZwI0Ta/VoNK6mN0eASkRzh/sZk5rUdOQdCmhH9efxLm//qjfv9uTkUOppdl4cF3dvfZSyWYem0R3HT6fzfND2RldGfKtLr9ffZxGUwiTtsPXjgVF8woxbf/uhYAsL6qGdkOc6+gTGOnF6PznXjiW9OGf5AR6Pme+CUJNhPXK3t2qMw8F7NG74Io9RmUUadx6lynPRCUCS7zqfWclbv73HIuoK7dA4fZhIcu6n5/1Kzj4F4a0+59H1vvXY69xztwwwsbcaixC7t/eQb+93UN/vd1zZAD6fFypNkVKCnIaa+L+j5mOcw41uZBQ4cXnV4Bc0Ypi9VeQUKWQzmOdHgEdPlEOCwmiJKMScUZsJk5fPfk6Mro84z124dQT1hQIH04Y8CPXDoj5OfgzMfBythaTFxgI1Pg/oG7HwkE261B58GBsvTGF6bjxbVHcO95k8MYeWK9s/0YlsWg5HCqG/KM0Cj9ZAgZuu7PfEeS1v9PNA4yjNWuND44LjSV1ROUzj2cLDyDL4IJW6zqqBtNz4VmtbQL6Y0LlDMAgFaXv1f93VQjSnJIiUOj45Ks1nUsFKT3zh5Um7KGHi9Djwl+UdIWImaUZ/W5ay7baUFXIHj59+/Mwb+/Nw9pVhPOmlIMp9U04E67KaWZ+PKnpwKA1nizIN2Kw81dWF/VHBhD93tx4R+/1C4cAaC5y4s/ffsE7WebhYcnUL7M7RO1xb6tNW29dreq9zObOMypyMG6n58G8wC9FpIJx7Fe2VtcUDaw2y9G3bMv2vrop04oREWeE4wBX915KkblOob0d2aeg1+U4RXEkMWBgWQ5LCFZNZyWJdN7oYQxFlVQxm7m4Rdl7KvviPgxwrGnLvx/xyPIsAcFZaI5mnX5ZDjMxp8ruHxiSPZVIiilEaN7jODgbEcUme52Mw+nNVC6Muj8X5I1cCk7m5lHpsOMs6cW91m+Kli6zawFWxaMyUWu04KKPCccFlNI36ZIs1WHc+e6ymLiMLWsOwBzvN2jbRRQHWtzIy/NijSrqc8sk2RkN4cGZdRMmWiOpXlpFpzy24+x/Wibdlu7x4/fvrc7rMfxi5KWXRkcsBeDNlcBSuAVCC3tGTzVc/kEOC0mFGbYYOZZSG9BoLv8U2OnUg7N4xe1QM+B+k4calTKqU74xXva36hZKYni9oto7vLBbua1TQ4HG7rQ7vEjzWpCh0dAu8ePijyntgHmhF+uQlGGLaSPiMXE4dQJBThpdG5MyumFXpPq+/zSHZRJjucxWMa0mefwyDdnBM3xZO12oHszzFd3noq8AcrNzhyRhee+rIp2uMNGECXsONqGk8ckR49QPRvyVRKVGyGpzOWL/mLciHqWLyN967lTL1GL9xxj2Hbch/W1nsHvTAbFczDcQnO8MNYdmKTMw+Hd/ZUMevZfMip1wapnpkwwvyhrF2rXLqjod27h8UtaKZq8NAt+fvZEfLOP5sp9URf5lk8uwpc/PRXnTS+Bxy/hpfXVmDMqp1fN6ne2HdP+d3OnD6agAto2kxKUeejdXXD5RXgDgZejrW40dYaWMlMXmCw8A2MMBek2WEycbjMIlWzg2By3PvvJkph87yVZ+ZwVZ9qHPI8wm5TyZR6/FPF7oWbK9BWAYX2UNAuH2lx3VK4Tbe6++0XE0vJHlSwZi4lDXdvQ5kPuHpkykT5bt19CXZeYkMXt4dblExOeFfvctXNw+7K+G8kPlVIWSPnfnf2ULxuKTLtZ+/6pi9Gf/ngJAGBKad8N6YM9ecUJg24QtJk5XBXINnvxupOQ47Qgw2bqlZVR3+GJKCiTqE9tpt2Mr+48Fet+dhqcfTTE/u+GGlw5bySmlmUlZoARsFv4kOOxICrl/sz9NbAYgrvOmQSeYzjn8c+xv74DnV4B++s78fn+xrAexy91ly8L/sz1zJRRZzfBl0LBa4ZunwiHlUdhhq3Pc5Z6LvGLMtYcbMIrXx8FAGyracPhPkqalefYUd3s1oI1ieD2S2hx+SDL0BrB/+Wzg/h4dz18gb5PLp+IvDQLXD4BO2rb4BUkzByRhR8v7z4WWUwc/nbNibj+lAqML4q+XJWJZxD7q7OlM8nWg7S/8aifdTPPoSTL3muO1zMoUzxIL83R+WlYNqlQN31lalrcOGFkdkptMoyXIb+CkiRR6TKSstxJsNsrWQWfp4x/iRkZnoVmVCSSR5RR2zH0XUZ+SYZO19PijutRli5J3uKkFJwp4xOlIe/WJsYQvIPPyJt8tEyZAXa6+kRpSOVJHvnmdDxwwVQAQEGGDd+KsE58SZYdJ4zMRmmWHR/dsRhWMxeSGTOpOANvba3Vfu7yiTAFjc9u4fGrt3fhL58dwlV/XQuPIKG62YXaNrdWDk2l9iwIDupYdJIp0xeOMciBa+PGTh9ynZH3QSrPGVpWy2BkhN/bxMJz8AlSIFMmwqAMrwZlegdgGBDymQkXYwwv3zgfcypysPFwM6oH6C8QKUmScaChU6vtP60sEz5BwktDbIytZMpE/znefNyHmnZh8DsagNsnJHxDW47TMmBm4VAE96VpcfkizvSdNzpXazyvHhNLspSMy7e+vzCqMaoYY/jR0nH47CdKsGfppEKYeA52M483ttRqi9mRVoBI5M714kw7CjJsyHSY0eUNvY7ZeKQFl88ZgStPGpmg0YXv9mXjkRtUIsknyrCb+aiOpRk2M6aUZsJm5nD93zdiyj3vY/ORVtS0uAf/4yCCKMEbOFYGn7/V70F3L5nePUyCN6ttqWnD1NJMFGZYUZzZO7uYMYaxBWk41ubBw+/vwc9e3QYAuPhPX+K5L6pQnmPH6RML8eJ1c3HX2RNx+sRCvLGlFo99uC+s5xNLHp+IVpcfnV4BI3OUcoI7atvxxf7GkMBnlsOC93ccx9mPfQ4AsJtNIVlxFr57ob5nGdtI8IxBMMBGQcZYSDZ3oq3+8WJM6VEqEQDOmFykzevUOX/Pb6763emvl19f0mwmLPzNx5ENdhiJkozXNh/FeB31v0lm+rxKImQYMNa9eORKgrrIyYgbtMomAXqX7kn0mmS7d+g7MNq9EjKtdKroS8/yZaR/wTvOlZ4aqRfCTeWPSnD/pU6vEPUiWbJSe8eE1nUP/awLojSkC/DcNGvMyrCcNbUYX/z0VOSnW/HZvkZc9/cN2u/GF6WjqsmF31w8FW/eejIAhIxP3eEnSjIONHTBJ0hY+NuPwTGGw80urewIAK08TvBxsTTb3mepNz1gjGmznKZOL/LSLYP8xeCPF62r543CW7eFt4BrMXHwiRK8ggRbGIsDwXjGwHHKd5nrERVSe81E69zpJXhr6zEs/K2yIHHeE5/jqr+twxmPhtf/pS+76zpw2u9X41ggM0YttdcU9PkdiNsv9eopE0mAucMr4acLssL+Oz1y+UQ4DHDtxAWVL2vq9A1YfmYgK5aNx7jCdPz6oqla4DpevdXUxcKfBJrDq99ZNXCu7ugPVzIkeGU7LCGZMv7AOTVZSh0NlVKKsnvMPkGKunwZAJRk2nDCiGwcaXbh/BkleOjdXZhWlhlWFqJflOEXlD5qPMfwv5vmAVDKxAFKSTSguwF6cIJGz/X08mwHsh0WPHTR1D7/rVUrFuHRS2fg5RvnYUZ5FuZU5OCd207Gs9eeiHOnleDpK2dhwZg8XLdwNE4Zl4+X1ldrn+NEcPtFrYRZcZYNv714Gjq9Al7aUIOqpi4t8K/Oc8tz7MhLs8Ji4kLmVpYYZxfwBikTbDfzWiZWMhiZ6+w15wGAP105q1dAouc8SL3WDeea1+MXUdce34om722vCylxGImPd9fj0Q/24YwpRTEaVWoz5lUxITHAMbWXRmxqiRsRA7SeMqm84DiYZCvd0+Eb+mDaPBIybRSU6UvwQjMZmLK4qfANcVGaGEdwADOa8i96ERqUCT1G+EQJ5iTJHHFYeJRl28ExYH5lHspzHLCbQxeFnJa+36spJZn459oj2FvXgf/eNB+dXgG/X7UXALSyJ4ASENIrxrrLsjRFmSkDxCab2Gk1hV0SysyzQPmyKDJlOBYIvvRu9s1YbBaXCzNsONig7OT/1tNrsLWmDSYuNrt/PYE+BDtq2zCpOAMnj83D3uOdaOxRgq8/bkGGLagPjIkDBBkItzVMi0fE6OzUKN8pycbonabM9ZT/3dTpxcTi6HYGm3hOC+gNZyDhvOklWiNwnyBFFPRPhrJ7WXZzyGaAoy3ukF4deuURRDgtJkwsHryU3UCunDcSXx9pxbjCdCwenw+HxYRRuQ6s3tuANzbX4sELp6AgY+CNEn5Rwq3/2gRRksEzhsmBTAE1g0HtLacGK4O3aPYMVltMHEw8w8hcZ7//nlq+65xpxTDzHMYUKD/3fC1OGJENl09IaEN7t1+E2yeiwyMgP92qrQ8tGZ+Pg41d2pxJPU//9eoT8bfPD8EaKOWan25FQ4e3z4X+aPAh50r9Xps6LDw6PPEvYxoLvfvrhf6sbmoK5zjf4Yl/QOrTfQ2YWZ6FKaW9M4AG09TpxTvb6/CL17bjt5dMQ5Yjus1KRKH/mRIhcRK8M0opX2bsRaRIKNlEyv+W0PtCnSiUetShPWUSKZxMmQaXiDw7BST7QpkyQxeceegXI9uhqXeJ/t4nUnD/JbdPNHzm6UCLyH5BjvkOyUhl2c1Is5qQl2ZFQYYScMiwm0J29Y3IdeCBC6dgdH7ogsqkEmWxRF14CG4irZd62IPhgo5bTV0+5Dj1efFp5jn4BRleQQqrjEYwNRuGYwx8z/JlrLt0X7Q2V7cCAL462IRF4/KxaFx+TB63PbBL/MZ/fI1r5o/Cz86aCEBpeD4USvmy7ufYs1fgULV4JOTYk+P7T4YmeK7X2OmNOFNGlZdmQV6aFc5h3uw3qSRDazzujXAelgzTmEyHGW5/9/mmqcsXUX+cZOP1S7CZOe3YFKmybAfOm16Ce8+bjMXjC/DQRVMxpyIHt/1rEz7YdRxvbT026GP4RQk+QcJPzhgPnmf99iJTvxfBh0L1uPjD08fiwpmlSlBmiH1yrls4GlfPH9Xv7zPtZvzz+pOGfT4ty7LWf8zjE7U5XlGGTbu+nzUyGx0eAd+cXQYASLMq3+8su1npH2RWSrlaeC6kbF2sqJkygijFLQNvODgspmEJTMRCz2BLz58j2YA4szwLAHqVB46lPXUdqB/i3KenbUfb8L+NNQCA0Xn9B1pJeGhWSEg/goMyrhRYRIqEkimj8EsMZkYL1H3hIrx4j5dwarUe7RBQlkEByb4oizLK/xYlOea7nowkpKeMIFOmTIoJ7r/k9hv/fDpQ+TK/lDzl+zLsZjgsPJZOKtQW6zNs5l4LKMsmFeGf150EAMhPt6I0y44LZpYCUBZJAEAIql9ilKAMQ3eDb68gwhZhlokqUbvMzbxavizy53DqhAJMLskAY6zPhYhYPbfXblmACYFd0zlOi/b5Cs6+ikSLq3uBQ93V/c/r58LEsyGVwnELckj5MhOHiDKg2zxUElZvuKCNVc0uf9TB2cXjC7BkQgF23H9GLIY3ZEpwVvnQ+gQJ1gjmYcmwueTa+RUoCmqY3eb2accJvYtX5tTMEdk48OBZ+NO3Z+Hz/Y34eaB3S3/UTJQTRmSDDxzzLSYOf//OnJD7qfP64P1p6jnzh6ePw/+7dAYsPBfTIMGU0kx0eUXc+s+vY/aYg6nv8OI37+3G+zvq0BFUWis/3YpWlx9mniHNakKHx49rFlTgvvMmI82qfCYz7GbYzTysJh4WnoOZZ9j4i6UxH6OaKeMTJVgi3HyRDBwWXutZpHeRfJ1XLBuP0yYU4Lrn1+OVr2vQ6optcEaWZXR4/EPekNLTnroObK5uxY+Xj8fsUTkxHVsqo1khIf0IzgKh8mV9Y1AyZADAL1NQpj88S56Mip8uyAoskA9tPEfbBRSnU1CmL8Hly1JhoTkaSk8Z5X/7RClpMgUSJUkOB8MmeKexxy/BavDvyoCZMklUvi/LYYbdYsIDF3bXes+wm3s1Gs5Pt6Io0KR31ohsOK28Vi4mK1ACR13EOWVcfsiCmZ5xXPcCviDKQ97t259ELWhaeA5+UYLXH/mxd1SeE7lpVnB9lCpjiF1vjBmBXaK5TguyHRatN0a0PQR+9J8tAIALZ5Zi+WSlBvr8yjxcPncEXlpfPejf98qUYQxCBMdxSY5fHxESHxzrzvT0CWK/WQPJTu0tBShB5khKGSbD/rKpZZkwB32HWrr8yKYSOoPiOYZlkwrx0e56vL/juHa7JMl4ce3hkPuqGytMHNOyIK0mDpNLMnDfeZO1+6m/Cy5fJvVVvizGx7yvDjYNKeMnVtrdfnR6Bby26ah2W4bNhJIsO86aWoyXb5yPNJtZ2/S4aFw+Zo/KBgDYzDwcFl7pKdOjr0wsqdmbPkHf11h2Cx8S+NKzSPcnWc0c9tV34qUN1TjQ0BnTMdW2eTCtLEvL/ArXnroOAMC4wujKeJJQ+v3GEhJnPcuX0YJrbxyTtZ4yfpnBzCXBbD0JcUGlexLtxBIbsu0cWjxDmyl0+GRkWGgBoS/BC80unwAHBW77Fby46ReSZ1GaDI/gAKYnBQKYotT/8XViUQZGJUnKf2YgUyZYhs3U7/fzL1fNRlGmDSwo+0etJ+0TJXzvlNH4+3fm4LzpJfEb9LDqzvCLRYZTos6kZp7BJ0jwS9FnKap9ZXrdFsNFN49fxLjCdIzIsWtBmTte3qL9/vXNR/HxnvoBH+N4uwePfrBX+1lturx8cmFIDfRlk4rwxYGmkPJ7fY9Jhi1oMd7EDRx8JcbBs+6MOVGSdRtUswSOAwACC7fhn4eTJes/OMDd6vZrmwPIwNTj9PSyTPx3Yw3WVzXjWLsHL29QyhEdauzCn1cf0IILPNd9bLeaeJg4LmTThno+CcmUkXoHZeLxnTFxQ8tyjIV2jx9ba1rx+b5GcAx4/ZYF2HrvcuSlWZGfbsWM8qyQ8/uoPCcKM2x47FszASiBGWugdFm8rn9MHNcdlNFp4BhQXqvhel/jLdINuZl2Mzo8Ar4+3IpjbZ4B5yftYfbfeeGrwzh/Rgk8goiaFhfq28MLzjS7fLCYOMwdTVkysaTfbywhccYFNXh1+URacO0DQ/dETJAYTMwYJUtijQ8q3SNK8rA29uxLeYYJ1e1Dn/AkerzJig9aaFZqQdMxoj/BZYBStadMKgsOYLp9ouG/K+qCxv76Tuyr7wj53dNXzcY3Z5cnYli9LBlfgOmBzARVht3c7wLK6ZMKMa0sU1sAu3XJGG1upGSSGOtcwQVlTAti9E3LE5YpY+LhFyVIMSizabfwvYKqsewpAwC//+Z0/O4b03DNggqMLUgDAHywqx6bjrRgf30nnv+yCv/dUDNgxu/aQ8149IN9kGUZv3htO04anQsAKO6RxWUxcRBECRPvfg8A4A+cqL6odmNvU3fZELcgwW6OrqeMJMtJUf6JhCe4/Cag3zmxmee0c1OkC7dDzbIfTm0uPZcvG/7Xs+rXZ2NyaSbueHkLPtpdj6rGLjR1KaWMVu+px0Pv7kZnIFPBxHEhmTI8z7SsWADaRoXgz4UkA2/cukD7OR6ZMoASYJp09/sxf9y+tHsEHG/34r7zJ+PgQ2f3mjcBgMsv9jq+qxtUHBYTrCaldFm8rn/UtQald5x+r7FMHIu6XGmykCQZ151cEfbf5acrmek+UcLuYx2YePd72BLot6cSJRl+UcK0e1eGtfF357F2LBybj9MmFuL2l7bgZ4OUMgy2vqoZI3Ic2PurM5Fh0+sxNznp9xtLSJwFZ8pEmuZtdCE9Zah8Wb+CFyR9STBZKs8wobpt8KBMMl58JROO694F46NAw4BYUARXKd+kz0WNaAR/nXS6phOx4P5LHkGE3WLc78oL352jLeAdburCdQtHJ3hE/ZtYnKGVIVPlOq0DZjJddEIZ/v09pb/Mkgn52jwpmcqyxQpj3aVYBB0ft8w8g1+UlF3+UR58vjm7HPPH5IXcxsCiftxgs0bmoCxbyZCZXp6FUycUAADe3noMXx9pgSjJeHvbMWyqbsXKHXV97hQ93NiFLIcZh5tceGHNYW0+UxwowxdMK60pSHh4gw+yLOPZzR3YeKy75rqnR08ZngHhrhutO+rF+NzUWMgw0vyR44Ze8jeZWUycVpYq0qBMspRiDtbuEQyyQDh8r+235igbQ97YXIstNa1o7VKOoTUtbgDAkWYXgB6ZMmYluNIZVFpK/QwFrwmLshzSY0zpKRP7uYGaudjU6R2wj93D7++J6vsrSTKaO5UA/UBl8k6dUIC/XDW7z9/NqcjG9LIsMMbgtMZnUxLPK2sNer8e5TkGr0GCMoIkY0lg/hKOKSUZcFh4vHjdXC0rWOiRgX/fmzvwf//dCgDoGiCzyOPvzrJZtfM4ThiRBQC48qSR+Pf3ToIsh96nP7Is4+lPD+KWJWPCfTpkCPT7jSUkzhhjkAPHPyMuNsQCYzIFZYaA44IyKgRRa6icKOWZQ8uUaXJLyLHT574/wTtlUzXQMFSMBTfM1ne942gpx4LU+qyE9F/yibDpuAnpYNRmq4CSMZPoIHxPhx46C6NylQXvnr1jAOAX50xESdbAPWHUneKMdZf38hnwGBi8OScWpb8S9b23mDh4BQmiLCMeh16OIably3pqcysLhusPt6Chw6stDHd6BKze29Bn+Y2qJhc4xvD2NqXvgE+UcNfZE5GXZu1133mVShbNjAdXY3+bjLouCW0eCZvqvNhQqzy2u0dPGRPHIIY55a1q82N6Ye9/34iU3drGOM5zLDmDEeEy81x3+bIIF26TpHpZCK8g6XjjZGLOCcWZduy4bzmOtrrx6Af7UJbjQEuXD3/5/FDI/Ux8cE8ZHiaOocsrINdpQY7Tos3lgz8Wco+gjMPCx/z9uevsibCYOMwemY1/r6/G2J+/izZX32Wcnvh4Pzb3yDIIxw3/2IhfvL4dAJA5QJm80iw7TptY2OfvxhSka2VrrzxpVMRjGQjPlLmn3nvKGC1Thotgw8qyyUXYcd9yLBiTh/vPnwIAaOz0af3vBFFCVZNLC5B2eUODKsGZnbe/vEXbuPLxnvqQTH3GGPbWd+Bbz6zRviOtLh/uf3NnrzF9daAJYwvSUJjRe2MLiZ5+v7GExBkXskMyFhfjxqNsfldONoLM4nKxbwQ86754T4aLhxwbh2Z394RnZ4MPLZ7euyT2N/sxJtsIu8/igwtekKQ+KQNSygB1L1Sbk2yhejio83K/JMFiMtbi9WCCswU9ggSbgcuBKnW9leOrEIM+JLHGGMNdZ09CSaatz2NWOKV5gsv6GHGeFHyM9wtS1CVYMmwmpNtMMRhZeNTnEekCwaAYevWZiaVbTx2DS2eXY0t1Kxo7vVr5nC8ONGLdoWZ4/L0XcFpcPjR3+fDHj/cj3WaCV5Bw3cLRfQaPblxUiRlB5WhWfNgGCcCBFgH/3dWF9w+44BFkWIMzZbjw+2t0+WQ4U6RHn9snwm6Q4zzPsaQMRoTLwnPwBWfKRHC8Tpb+mMExMr0vQieK02rCjvuWwydIWDw+H29sqcU180dpv3/wwqngGNPKmVoDvWE6vQIKMmz4xuyyoEyZ7jdElGQEJ8bMKM/C9THOGL5u4Wj86oKpuPOsiahq7ALQd28N9bpDzQAK95gtyzKau3xwBXp6ZMWgTN4ZU4qifoy+8IENoHrvKWPiOcNkyigbYSI756tz8Vkjs/GHy2bghhc24v9e2Yp7Xt+OMT9/F81dXu2xH/toX8jfnv3YZ3hray0AJZOspUvJAK5pcffKFrabeWw60opnPjsIANhZ246/fXGo13flpQ3VuHLeyIieCxmcfr+xhMRZ8A5JI+4AjYXg8mWCzGCiTJk+KRkV3RdCid45rZ7o1c/3qoMurD3q7XW/fc1+jMmhoEx/ghckKZtuYL16yqTwa+U34OL1YIL7L3l84oDlsfQuOFNG6bOSfO/16ZMKMb08K+ogAx+cSWLQY2B337zoe8rMq8zFhrtOj8GowqPOZ6NZIBgIC/xfvCwZX4DTJiolQBo6vNp598+rD2JffeeACzhdPhEzR2QPWN4GUIII80dn43tTzHhsaSaumKr0stnX7MdzW9ohyQgp0WZiLOzyZS6/BIdud/SHp8snGKYXJws6f+mZ0lNG+dBGukEs3EXt4eATE7/ZLTaGf53BaTVhxdJxOH9GCZ7+9CCmlGZqv7t87ggUZFixcGxe4L48GGM4f0YJbl86Dn4haC4b9LHoeaxkQYGdWDpjShFOGJGF5i6ltJiaURlcqqzLJ8Jp4dHpFSCIEip/9k5Y/8ZbW4/h1AkF+NHp4wAAWQOUL0s0U2Du6dP5XExvmTJ7fnVGv78TpdhkJ6ufu79dfSL+s0HJlml1+VHdopQZ/OfaI9hd1441B5tQ3+7B7roOVDe78cRH+7Cjth0//d82/ODfm1GWbe+18SrNqmwUenvrMXR5BdS2eZBmNaHF5Qu5X6vb36snH4md4d+uRYhOcFx3mrYRd4DGAmPd8zCRgjL9Ci5z5RXEpNjBUp5pwpE2AaOyzGjxSFhT48HSCnvIxLm6XUB5Bp0m+hPaKyj5yhQlEy7oWGHUxduh8qdgVlVw/yW3X4TNwEEZE9fdCNcnSsgwJ+cxlOdY1AEjpeeK8r+NWMKRYwxqkdZYPD/GWEJKOnGB90mS5LiUGVPKl8X8YUNMKsnAry6Ygj+tPqDtelZ5hdBMXyUjCLh5cSVuO20stta0obGz98aTYN8/bQyKnDzaqrbD4eAxv8yMF7d1gmdAgaP3e8Zz4Ze0cvllOFIgS5JjDF1eA2XKMAYhUM9az1XMLKag8mWRZsokyQsQvK7o9Yu63+jjF6WEVZu47bSx8PhFHG11Y2xBWsjvMmxmnDpBKcl14cwyAErPLwDYXN2Kokwb9tV3Qg6KysiyHFbGbTRY0MaQdrcfb2ypxbvbjuHEUTn4zskVaOr0YmSuEx0eP5p7LDKrDjV2QZJlVOaHPndZlvHyxho8c9UsWE08Ojx+ZCQg03Wo1FLpfp1nyig9ZQbvcZIsBprTxSo7WQ1yLplQgC33LMP4u97DDYsq8YvXtmNUrgNVTS489ckBvL65Ft87RclKe3NLLXYeawcAbDzcgp+eOQHnTCvu9dhOa/dn+rvPr8eBhi5MKc1AU6dPK/cqxqR8LxkIvbqE9EOplR7Y7SpFX7bCiBi6F2REmYEfxiaFesKzoCbX/uSosz0xz4zdTX7IsgwLzzCr2IqXdnZqv5dkGbKMuOxuMorQklypt9AelqDXSkmtT93PVSp+VoID03pumD4UJj40UyZZ32szz/XZUyYcwb2CjJgBFhx0Sub3cjAsUI5XlOSQHcyxe3wW90W4smwHvn3SyD7nJD0zZdrcfmTaLfjJGRNgM/OYU5GDs6b2XowIds60EkwqTtd+tgd23qdbOWTb+V6L8UpGXHjPQUqRORXHGDq9fjiSNCAdLo4lZ4ZIuMw80zJlfBFmLCdLUCaYJEefxZhoLp8IpyVx3xebmUdhhhWj851It/Y9jktmlYX8/IPTx+KZQGP74B7kYiAoPlzaPUpfjX31nbjtX5vwyZ4GbDvaBgD4dG8D5lTk4K2tx1DdrATzv/+vTSF/v76qGV8daOr1uBV3vgNZlrVr9rvOmZT0nzPGAG+E/aKShYlj8IfbsC1JiXJssuUrC5z46ZkTAChBoAybCQXpVpw9rRhTy7IwpiANf7hsJnbctxxNnT5MLc3EzmPtWpabT5TwnZMrUNBHPxi1pO7NiytxvN2L204dg7kVuWgK2sjS6RH6PS6Q2NDvN5aQOONYaEPD4dr1oSccZMhQe8oABl5ni4qyM1XNlEl8+TIAKE4z4XingHavhEwrh7PGOFDVKqDRpexOqe0QUZqR+OBRMgs+JlBPmYGF9N8RJVj41P1sKc8/tQ6WPRumJ2NJr1jp2VMmWS/izTyL+pil9FoIDrYl53ONVHDgXZBk3W7OUTcZiXEKCnBM2aRz3vSSmD92T/mBnZvBvD16yjR1eZGXFl2ZGYdZeZ1K0njYTAz+HovyJoMs1McDxymLzDZDlJRS5vBJGIsIm5nn4AssdspyZFlz9JGPD5dPgMOa2Hnx908di3SbGVYzj4/vWDzo/c08p2U9B2fKDHfwWZJlTCnNwHvb63DG5CK4/aKWGbn2UDMum1OOrTVtuO/NHQCAgw2dIX/f6RHQ0tU7i8Zi4nDZiSPi/wRizCdIsOp4LmakjQs9+ytFqjjTjhsXVWo/r/nZaVg2qRBPXn4CijKsKAoEW5xWEx66aCp+c/E0AEpfKABwDpC1mmY1IdNuxuj8NOSnW3HlvFEYU5CG4x0e7T7tHj8yYtBPifSPQl6E9CN4EYn0jcqXhc8riEkRlMl38jjcJmDNUS9yHUrzxnPGObDqoAvfmpKO/c1+jMmmE/BQ+XW+MynelKy67qyiaHfo65HWMFzU/67OcAVnyoiSbOj3P7injF+UYU7SC8yfnjkR2Y7ojvHBm1d8BvxeK6VRQn/WIzUoHqtSGj0xpvwbj31rZswfu6e8voIyPUqdNHb6kBtlUMbMMTx7XgHMHLC/xY/qdiHk90r5sqE/nhzo6ZMKOMYC5Zj0+X3piWPMEO9dcPmySPuXDHcWxFDo+61RBt/lTWymDAB8+ySlibfNzKEwo/dxdiDB50lJjs95pj//+O5cbDvahmueXYf7zpuM93bUobHTh9117ahucWuB/K01SvZMS5cv0OtDGWOXV+hV2uzyZ9YAMnB2H+Wekp1P5+XLjLS5J/hzFkuOoGPF7cvGh2wQsZg4jMx14PK5I1Ce48A/vjsX++o7+n2sn545EeOLMpDjNKMgXfmulGXb8fm+Ru0+7R6/llFD4sM4n3pCYoyCMoNj6J4MizIDT0GZfqmvk9JcM/FZAlZeWaR5+ut25NqV8UzJt+BAix/NbhEfHnJhTA4FZYbKZ/CSTNHiOKYFcPV+wRCtVAzgBZdwFET9ZhwMhYljEMXu7JFkDcDlOC1RBxmC67n7RVn3df17Ul4e9cil3/mNGjwT4hYQZRiuNbjTJyn9DYoybFj5o1MAAD/49+aQ+9R3eJGfHt6iYl8yrBzsZg5TC6w4a4wz5HfBwdehqOkQUZqeGosaSlAmPotRicBz3VlROo3LAgAsPBd1A21JNs77mkxcPiFkoTWR7GYetjDLbMs9gzLD+BlxWk0ozbLD45cwtlApQWk3czjj0c+wpboV6TblWvaLn56KhWPz0OkV4PZ3B/I7fb0zZbbWtMEn6qfZfDC9X2MZ6fgiyvEpGRvMZuZD+sIAyndCzZI5eWwerl1Q0e/f5zgt+O7JFch2WFCQrmTclOc4cKTZpd2nwyMgw0ZrQvGk328sIXHGmN5338QfC0pYFihTZkDqOdnrT47yZQBwz6Ic2EwMeYEmtowxzCm14RcfN+O0CgcKnYkPHumFERckYyk0U0bW9QVDpNRjQCqWugsu4ShKxtlB3Zfgxdr4LYInB57r7imTzAGoSDEwQ5TrUTcZxWsHMxfIlBkOl8wqwys3z4fVzKE4s3d9dACobnahLNsR13GYOCCcNbuqVn/KbHThOeNlysgGuCAMLjcZqcklmQMu8CWCngNlasZSl1eEM8Hly1SZdnMEQZXg8mXDn01VmGGDmWeoyFWC5wvG5GlZlRYTh413nY7SLDssPAeXT4TLp2Q+7j3egT+vPohmlz/k8TJ1XKpJCfAlx2cpEuqmrRNHZSd4JNGTpOENUEZjelkWvn/qGABArtOilQAEgHY3ZcrEG726hPSDMmUGp5QvC+4pQ6/XYHxi8gRlACDHxiHX3j2eRSPtGJVpwrjc6Ep/pAqtT4ogIUvHk/h4Y8E9ZYTIGswahT8Fe8oEE4zeU4ZnEAI9ZfyiBLOBnyvHoJX18RswW1DJMNH/vIYFeuPEq5QGY8OXKQMAI3McsPBcnzvLj7a68bv392Dtz06L6xhMYZa0OtYpYmZRasyrGFMyIoezhFE8cYwZon8QF4OgzKyR2Zg1MhkWS5VAmV5LSqrUY7PLJ8CeJAvpC8fmh/03wV8PURq+IL3KYuIwoShDC6acM60EVhOHh1fuBQDkBgI0PlGCIMlw+5RMGTVDxusPLYGp57lMu0fQsoP0SJ2jvHzj/ASPJHqiBN1UBuA4hmynMkdRj6tqUKnLJ/TKxiGxRa8uIf0IrpVO+ta7fFlCh6MLXr+YVJOlbDunZcoASlkzCsgMnXrdkYolqcKhXngCaqm31H2t/KKc0s9fMFBZm770KtVm4BMjFxRsNWK2YPDzi7QHQzLgAr1xRCk+pTQYlKyi4WI2cbCYlF5480bn4quDTdrvjjQpJTfy++g9E0tpFg7Hu4TB7xhwrEPAWWPim72TLIzWU0bJMEn0KKJnlCAz0H2NrvfTq/o8XL7E95RR/eD0sWH/TXDQUh7mnjKqP105S8tKGF+Ujoo8Jz7e0xByny6vcsx+Y3Mtml0+bDzcAgC9FpwLM2wozrQPw6hjr93jR6Y9OT5LkTDSnFmUJN1uTijLduBoqxvlOQ64fCKKMpJn7cqIjHX1REgMUabM4BgAtXqDSOXLhkTpKZM8h96bZ2fCkUTj0St/igcaBhO8uCmneE3yVP+sKJkyxn3/lR1mgewRyXjZI8GCd177jVi+zCCLmCHly+LwFnGMDWu5GgvPaZsgblkyJuR3de1uPP6tmXEvGVKYxuN4lzj4HQO6/DLSLMb6fvSHZ0oJR6Mc5o10HNBpm4xejPSeSIFMGb2WnPpgxSnanE6UZBxq7ErId780KzSIYjFx+N9NodkWamnZ/2yoxqd7G7C1pg0Aeo03L82KZ689MX6DjaMO3WfKGOc8Ker4etdm5rS+Si6vmDSZfEZlnE89ITHGDFJDOJ66l56UnjJUvmxwXiG5ypcVpel3N00y8QoSLCZ9TryGg9JTJtGjSA4+UYI5iY4Bw02UJEPthOuJY0Cgehn8grFLtXGse4es3pvL9oWFZMroFwvsxo5f+bLh7etg4TktKyvHGZrZW9vqQUlW371mYinfwaM+jKBMKuE4pceUXncI98QbZJOeUXrjAMbZOKk+D7dPhM2sz0XPMQXp2vH/3+uPYO2h5oQuRL9928n9/s4VKFvW2OlFSSCI85erZqOmxY0VL23W7ucVRN1m/uq9/4eRNm2JEnQblOGCeka6fGKf5WJJ7OjzaEPIMKDyZYPjmAxZDuyOMUAa+XDwCiKsJn1OvEn/Uj37YTAcY5CR2gdUrcyTkKo9ZQL9xwzeUyZ4sUgweACKZ91lfdx+EXadLir1J7hEq55pPWXkOJUvY8PbQ4DjGCYWZwAAJpVk4PSJBdpic3WzC+XZ8S8TZuEZvIIMvzj4B6S6XUCm1bjHvJ44xuAzUJlKjjNGhomxypcFZ18ndizRUI7NgfKfBtjUoPZoSWSvn8klmf3+bn99J0bnOSFKMk4YofRGclh57K7rwCtfH9XuJ8vQTYP2njw6n4vpfc780g3ztP8tSfrtrcYH9c1z+QU4KVMmrijkRUg/jLILJ556ZspQ+bLBef3JlSlDYoOCMgNjFOTWpHpPmXjt1k8WXFCgwujvdXBGsccvwWawUpihwWT9HsDUBUy1aWusMbBhX4S797zJ3f9+4PkxBhxv9yA/Pb79ZFSTCyzY2+zH5PyB+/B9XOXG2WNTo58MoHzeBAP1lDHK9WDwuUnvuoMZ+t74wAKfLaP0WlSD1Mn63X/7tpNhN/Mw8xzMPIc/fLgPgijjvR8uxD2v79Dup9N1dC1AmcigWLT0nikzpyIHT396AIC+y5fxHNMy4d0+Kl8WbxSUIaQfwSVISN8Y616mEKl82ZAkW/kyEhuCKBu6d0S0mFG2nEdBvUZK9QCe0XvKIJCVACglfIz8XIPLl3kE/ZZf6Y9RgsnqorIoIW6ZMolcA+KYsvjBBYJDw7UgVZltxoZaD0Znm2AfYF5X1ymgNCN1Lrk5hkBPGWMc+5TrQf0fCDjGDPE8gO5ghssn6bqsjlqVwy9Kui2XFUydD8TjPBMLPbNo/nX9SZhalok0qwlpVv1+jozEKD1lZFlGY6dXt0EZ5Xyh/G8qXxZ/xvjUExIHzCA7o+Kp5x5SOqAMLtUXZI3K6CWZosVgnB2akVOyCoyyIzJSshyf3frJIrhEjCDJMBn4vea57u+1R8c18fvDBQXY1PJ7eqQu/Elx2rVZnuPAmVOKYv64Q6V8DpX3aTgPLRNyLXCaOfz+q1Z8Ue2GW5BwuM2PnQ0+7T77m/041iHCbOBjXk8cx+ATjJMpE3yc0zOOM1L5MuW60+PX93lH7fPjEySYDdCX0i9J+GDFKbrZVT+vMlcLxgTHkfT6NTHC2pVRNjLVtLjxyZ4G3Z4Hea67fJnbJ8Khk++0XlHIi5B+BNerJX1Tmnd3n2ySdGNMUhElWdep9qRvRi/JFC2OQ8r3lGHBOyINcPFN+qaUvFIYZfdrf0LKlwmi4cqXMYOU+2Fapkx8AqJpVhOmlWXF/HGHigXt6BxOVhPDJZPS8LOPmvDa7i78cX07bGaGyfkW7G70oSLbjAc+a8E9i7KHf3AJxDEGQZKGNUAWT1ygtr6SZaLfJ2Wk8mWclimj78VCZrBMGUGkDWqJ5PYLyLIPXE4z2RnlWlpd60nWrLHBBJcvU/oh0/c6nigoQ0g/1HIIMkVm+qXP00xi+UWJJqwGpPe61vFGmTLdu+79Qmpnyhhd8MKXIBo7CK/OkwDAJxhjUSmYci2t/3mgeuwRZWOWDuQTvDt4fK4Z7x9wwyvK8Igyvqj24Itq5Xc5dg4VWeaEjS0ROKYc+4xTvowZ4vtjlN44QKCnqaT/HdzqZ8so/ecEg1wL6fXQ1dzlR0WeM9HDiIoRPj+Acg4ElE2JehR8vlB69hnjfUlWFJQhpB9coBwClSXqn1HqrQ8nypQxJpGOEwPimH7LAcSKulhvlItv0jfWs3yZjhfxBtOzrI/RLtpCv7P6fW7q8xANtFAeLDg4mAhXTUvHhDwLZhdb8eEhN5aMsuN3X7XiltkZyLByhvteDIbjGPyCcbKHOU6Z4+k9Izr43KR3jCkFtN1+Qefly5TraK8gwWKAneh+yRjzW71+TQ42dOKSWWWJHkZUjHItnez9lQbDc93PQadPQVcoKENIP5i6q9kguz7igUv5gkThM/oiXaqi93Vg6vE0lakLIqneU8bo1J2vKiMvyBqpcXRfGJQG3z5R0nXpBvXY4xeN0+cjGMcxyFLizjGMMcwttQEAllU6AAA/XZBlyADYUCjly0TD9A7jA+XLBJ0HZXhOKfMnSrLuS8upwQy3T9J9pox6bDbCvFAQJR1fCylzNz3P2WxmHtPLMhM9jKjo99UPJUgyrju5Qrd9JY0+v082+vyUEDIMgndIGq0kR6wwALJhTp/DQzDookiqE0QJPAVv+8WC+mykKhboU2aU2uGRMnpsjjEE9bcw9pM10s7rvqj9gbx+Ude7mDnG8PWRVryy6ahud20ORO35kUyZDKkakAGUIIZflAzzWeM45dyt7wVnYwUA1HOPyyfAruNMGRb0nuj5HKNSSrbq83mogT5J0m9gZuNdp2P2qJxEDyMqRjl3CpIEq477LPbMhCfxRZkyhPSDY8qJmTJl+seY0ZecYo/K4RmTIMkw0/vaL3XHeSpny3CBcht+UYLZROcUozJS3f7BJLqXR7ypC39eQYLVpOeFP6Cp0wtAv/XNB6J+DvWeyWAUHFM2tBnlveCY0vC4ttWD4ixboocTMXXRWTBAGWX1POv2i7DrOFOGBUr7KoEyfb8ngFK+TK+BS/Uz5RX0m32l14BYsEyHGbt/eUaihxE1QZTB63jCxXMsoWVhU41+PymExJmaKSNQ/f9+MRh/13OsUU8ZYxIMtAARD+qO82TayTzc1AWRVO8pY5BNcP1S3+dUoCxWJnoU8cMCO098gr7Ll3GMwScob5QRj78cpwT9JVnfiyBGwRiDIEqGOdarQb/9DZ2ozE9L9HAipuz+lwMZP/r+nqjHZq/uj82BsraCpPuNXf9YcxhvbqnV7TUuxwWyr7wCnFZ9BmWMQs99ogBlbUzUcYASoPJlw03fR39C4ogF6sIbIc07XhhkGHg9Ji4ESTZMSQfSjXrKDCy4n4pFxzvOo8HQffGdyuXLjE6vZS8iofSMMO5Fm/Kd1X8TZo4xuP2i9r+NRttEJcnQ6XqgofAcg99Ac10WqJxQ3ezCyFxHoocTNWVjiL7fGy3rR9R39QEuUNZWlqH7Hkz17R4A0G1wSS0x3OkV4LRQMSESHb1n7vKckiFKhoc+j5qEDIPuXc3GSCmOB45RT5lwGWHiTfoi0/s6APXC0y/ofzEgUtprQIF+QnRBmePIgUwZ/QaTOQa0uvwADJopo/aU0Xm5EKPgmLH6J6q19Tu9AtJt5kQPJ2qCpP+y3OpGH70/F7VklhHil+q8Vq/XQup74fKJcFgpKEMix5j+M2V4RuXLhhPNXAnpR3dDRP02rYs3Kl9GCBkqWZbhFUVdl5qIRmj2pX4n6oT0ZNReUSyQgeEVRF1nyjDG0OkVAMAw2QvBeE4psyHKMmi6nngcx+AXjbNRRQ36dXkFOHW+WCvLwLE2DwrT9dsbB+guiav3crCMKcG+3XUdiR5K1Mw6PkcC3ZtxO70C0qh8GYmSIOl7YwLHUfmy4aTvmQUhcaTWeaVdzf0zduESQkiscIGdpnq/gI4GC+4po/OLVzKY1DozenWeSdIfjikBJ/33lAn63zpeJOiPumte6Vmm3/fJKDjG4BclwwQAOU45DnR5JTh12gA82IH6TlQW6Lc3DtDd70Dpj6PfzxnHGD7f14iaFneihxI1vc/tuzNlBDiofBmJku4zZThQpsww0sXRs6qqCt/97ndRUVEBu92OyspK3HPPPfD5fCH3O3LkCM4991w4nU7k5eXhtttu63Wfbdu2YdGiRbDb7SgtLcX9999v2B1+JDrKImIgKKPjg2o8GeR6ixASZ8FlgFK1n4rW0FVM3dcAoOxKI/L4Rd03Zu2LWmNe7z1ljN7niA9kNOl9EcQoTByDV5AM07+IZwyCqGTK6H2xljHgSLMLI3L03xtHDvSR0nM1C44BGQYoiQdA9xngjAGyBLh9EhwGCL6SxNL/sUnpKaNky+j7u60HuphZ7N69G5Ik4c9//jPGjBmD7du34/rrr0dXVxcefvhhAIAoijj77LORn5+Pzz//HE1NTbj66qshyzIef/xxAEB7ezuWLl2KJUuWYP369di7dy+uueYaOJ1O3H777Yl8iiQJKbtwlIMq7WomhJDIMbDuHl0pejzt7quTutmXXkFM2eduZG6/CJvZeO8rC8qYNkqmjBGpm6hEnTfWNYo0qwntbj+MkrRkNfPwChIESd/BWZXHL+p+0VkpX6b/crAcY/BLEn5+1sREDyVqep/bqZkyXkE0ZOYvGV6iqO9NIjynZLz6dD7/1QtdBGXOOOMMnHHGGdrPo0ePxp49e/DUU09pQZmVK1di586dqK6uRklJCQDg97//Pa655ho88MADyMjIwIsvvgiPx4PnnnsOVqsVU6ZMwd69e/HII49gxYoVht9JRsKjNrjyC/pOjSaEkERTygAhpTNl1J4ykmzMZttDcbzNi6JMfdeyHxrW4/8bm8cvGTJThgvKlLHq+PmpGQt//86cBI8kPtRSRiKjoEwyyLCb0eb2G+a9sJk4ePxioocRM0YoI6v2/9B9iXEGCKL+j1uyrP/ZjprN7hUkw2QvkcQRdL5JhGcMHgnw6TzwrRe6PYu1tbUhJydH+/mrr77ClClTtIAMACxfvhxerxcbN27U7rNo0SJYrdaQ+9TW1qKqqqrff8vr9aK9vT3kP2J8aoMrvyQbYmcUIYQkjNqbQTTGTtNIqD1lUlltmxvFKRGUUaXGG+7xi7DrOGjRH4buRRo9B5PVPWcTitITO5A4URdo9b4IYhTpNhNaXX7D9JQx8RwkWTZM6U29l2MEurPjBFHW9YKh1n9J58ctxpTjr55xgTKYXr8IqwEzf8nw6fQKaOz0wqTnY1NgHdRngPOFHujyFT5w4AAef/xx3HjjjdptdXV1KCwsDLlfdnY2LBYL6urq+r2P+rN6n7489NBDyMzM1P4rLy+P1VMhSUxtcKVkyujyq0KSkr4nrYREQt1xnsqZMmpfnVTW0uVDttOS6GEMg9R6n41avkwpkaMct/S8SKNmyuh94a8/PBeofS5TUCYZZNjMcPtFcPReJCW/AfraMSgbffyirOtrdC4QzDDCd0XUeVBGzWb3ChKVLyNRWXOwGf/dWANex8cmtWIQBWWGR0Jf4XvvvReMsQH/27BhQ8jf1NbW4owzzsA3vvENXHfddSG/66v8mCzLIbf3vI8c2PYyUOmyO++8E21tbdp/1dXVYT9Xoj9qgytBorS9wRhl9xghJD7UHed6r/8dDXUXXipz+UQ4dd4omfR2x0tb0Ob2J3oYsRfI8PMKEqw6XsQ0elCGse5d80bJztCzdJtyjDfae2GUp2OE3n4ssNFHkCR970ZnDIIoGeK7ov9MGSXjUgnK6Pv7QRKvxeXTdfsDdbOLspmSgpTxltAr41tvvRWXXXbZgPcZNWqU9r9ra2uxZMkSzJs3D08//XTI/YqKirB27dqQ21paWuD3+7VsmKKiol4ZMfX19QDQK4MmmNVqDSl5RlJDd4Mr/dfejTcZ+q8lO3zolTIiCkwOLHjHuSVFd6AxAJLOL1qj5fIJyEmJTJnuTT+pwGLi8K05IxI9jJgLzvDTd6aM8v+NGpThA0EZwLjPUU8y7Eo/Bs4AC81G5BP0vzmmu6eMvq/RGWOBbB99vx8AIEoS/vO9kxI9jIhxgfOIV6DyZSR6zZ0+Xc9HWKDHUqdXQJqNNtPFW0Jf4by8POTl5Q3pvkePHsWSJUswa9YsPPvss+B6pIPNmzcPDzzwAI4dO4bi4mIAwMqVK2G1WjFr1iztPj/72c/g8/lgsVi0+5SUlIQEfwgBuhtcyTKlsQ5GlAGepc4CFCEkPOrkLpUzZdSdnamK54AOrwC7JTXOp6Ikp8yiZFm2HaPz0xI9jJhTMvwAryDqeqegWg1Az2V+BqIu0FL5suSgZsoY9OOme35Rglnnb446pxRESdcBDY4pQTIjlC/zi7LOs5YCPeT8tO5DotfhFXR9bFIzZdo9fmRQUCbudHFGrq2txeLFi1FeXo6HH34YDQ0NqKurC8l6WbZsGSZNmoQrr7wSmzZtwocffog77rgD119/PTIyMgAAl19+OaxWK6655hps374dr776Kh588EGsWLFiwPJlJDWpDa78or5To4eDBAYdn3cIiRqdQgbGGANkYzSYjRTPKfV5UxXPMXR6BDhSIijDIEj63sE7VEb+SHOc0gfKq/NMGfX8pPN12H5xgcUDUaKgTDKwmnhYTZzB3gsjPRfoPgjAaeXLZJh0fJ7lmDJX0PFT0IiSvvv7qBunvIJkyB55ZPjp+djEB9o4tLsFZNjMiR6O4enik7Jy5Urs378fH330EcrKylBcXKz9p+J5Hm+//TZsNhsWLFiAb37zm7jgggvw8MMPa/fJzMzEqlWrUFNTg9mzZ+Pmm2/GihUrsGLFikQ8LZLk1AZXbp8IuzkVFpEiJ8kAl2KNjQkJZuSFyVjozpSRdd9gNlImXqkdnqo4xtDpFeBIkZ4yqbKhw8gBabUPlE/nNeY5w2fKKA2aKSiTPNJtZkP0yehGk7xkovaR8omSrueUHFPmCkbIqhV0fvwNKV9GmTIkCr+8YAoA6DpThuOU70OHx69lv5L40cUrfM011+Caa64Z9H4jRozAW2+9NeB9pk6dik8//TRGIyNGpqbtufxiiuzsjZxP4mDh6IKFENI3taeMxy8i25GaO24sPAe/mLrHydTKlFGajht1ETyVyIFFGj1n+KnrAjpeHxgQzym7tCVZ34sgRpJhN+k+G8OojLCJiEF5HoLONz8wxgwzVxAlfb8XahlMr843YZDEu/KkkfjFa9t1HaRU1kGBdo+Akix7oodjeHTEIaQfaoTY5RVTpgZ+pDwSg41L3R3gJLW5fSJsdIwYkNqb4WBDFyrynIkeTkKYOA7+FM6U4RlDhzdVgjJQdvDShb2uqSVylEwZ/X5u1RLNRi3VrGU0GWTHuREYL1MmtXvCJRtlo48cKJml388ZY4AgSYYoX6YEl/T7XqjrPkpPGQO8ISTh9DwfUTPHKFNmeNARh5B+qLUUXT4RzhQptxIpr8TBSpkyg1JS1BM9ChJrjZ1e5DktiR5GUlPLyxxu6sKo3NQMyphNDIIkIVXLoHCBTJlU2eTQ5RXgTJHnalRq2UW998Iy+rxDXTy4+m/rdL0z1UgybCZdL0j1ZDJQTzgjvC0cA5o6ffhgV72ug80cY/CLsiG+K4Lue8oombGCJOm6FwhJHs1d3kQPIWJqxaAurwCnldZB442OOIT0g2NKOQS3P3V29kbKI3GUKTMER5pdGJHjSPQwSAwxxtDQ6UVemjXRQ0lqysWO8nqlakkTM8eh0yvq+qI1GjxjcPtFXdd/D4fLJ8JBFzK6Fpwpo+fPrREW/AbCBYJnANDlExI8GgIAWQ6LrksZ9WTimcEyf/SN4xgONHQmehhR45hSgs0IwWS99/RSMy4NEnslCfbLC6ZgfFFGoocRMV7t26Xz+a9e0NUiIf3Qypf5qHzZYLwSg5WCMoM6UN+J0flpiR4GiSGOAQ0dXuSkUabMQBgD5BTNEFGZeYa6NjcKMlIzgKeeU/W8qzUcSpYtzR30TCm7KMMvyjDreIHZ6EEZdUcnALS6/AkeDQGAX1801VC7a808Bx9d5yQVPWcvqjjG4Nd5MEPl13l/n+DgPiHRuvKkkYkeQlQ4DpAkGT6RyvkNB3qFCemH2uDK5RPhoPJlA6LyZUPT7hGQlaJNzo2KYwwuH2XTDYaBQUrx9QwTz+FoixsF6SkalAlkn6YGhi6fkBKZMkZew2CMaaFkPQcTdTz0IWGsu99HS5cvsYMhAGCogAyglC8zwsK5Uahlv25aXJnooUSFMQa/QJkyyYBjDIKYOhuHCBkIHyjZqffyvXpBrzAh/VBrVMuyvicZw4EyZQbHGDNMijrpxjEGvyCDT9GSVENFO9CUTJmjrR4UpNsSPZSECN7NbnwyXF4RDjMFa/VMrTGvd0ZfYwo+tvhFmouS2DPxxgnKGOCQBo4p33W9N6DmmNKLxQil8QRJhlnH10KMMTR3+ZDjpM2ThCi9tRHIFNfv91ov6BUmpB88xyBJsiEmr/Emygw6zlgeFuoFhMkgF3VEwRjglyRDXFDFEx8oXZWqTe4BpfxJm9sHhzU1F+rVjQ6possnwJkC7zVn4GAbF5SBoWdGL1+mBv3nV+bigQunJno4xIBMHGeIoIwRjmdAYO4t6P+aysRz8PhFQ/RaFEQJvI4XAzgGtHv8SLNSUIYQZbOLBJ8gUqbMMKBXmJB+8ExJ2yODk8DAMXqtBsIxBp9IWVdGwxmo9EA8UTkA9eJb/4sIkUqtTBnAnSKlTy08B8Gg7yvHYIh5oPGDMkrA127mDVc2iyQHo2TKdPkEpOk8uwQI7sWi76WsHIcFjZ1e3X+2WKCcnJ7ntxxjcPtoAZoQALCaefgECYLOv9d6QUcdQvqhNrgig5NkOpgMRql/LMGk8wsIEkorPUATliFK3dfJwjN4BdHwC6T9UbKlEj2K4dOVIr2mTDyDTzBmySgTzxkikGj005MSlEn0KIiRmXnOEBnRLV1+ZDssiR5G1Jh2TaXv9yQvzYLj7foPyvBMmd/q+XlwDPAI1NScEEDZcOUNzO1pY2X80VGHkH6oDa7oODQ4pXwZXREPRE211/OElfTGGWB3GBkeJi6QKaPj8g7RSLXyZV6/BFsK9JQxGzhTxmri4PXrP+Bk9AtqNQvP4E+TJBDPMUOcu5u6fMhxGiAoA2NcU+WmWdHm9us+4MfzDB6/BIuOe08wxuD1U6YMIQBgNStBGZ0fmnSDjjqE9ENtcJVCa0gRk2D8nZjR0jJlDHBRR7qpu/WMUA96eKTuAdXEM6V2eIrOcHkOhsg6GCoxRTLozDxn2ObqVhMHryAmehhkEEb+DJLkYOaYIc7dLS4fsg0QlDFKn868NOW90PtcgWcMgiTpegMAx5Q5OmXKEKLMf32CROugw4SOOoT0g+NSa1dvNESZgU/hxdah4Biop4wBcUxpbqn3C0MSfxaeg0cQU7aEoYXnDVvmqi+ClBoZdBYDly+zmvhA+Qaa3yQzu4WD20/BMxI/Jp4zxPFclGTkpxkgKMMZo09nhk1pKq/3gB/PMUg6nwZwDEq2DwVlCAkpX0bij446hPRDyZShcghDIcmUKTMYNVNG7ynqJBTHlAtDvV9Qkfgz8Ur5shSNyaTcwqko6b+0ylCYDJyloJZvIMnNZubh9qXOsYUMPxPPdN9UXlWcaU/0EKLGDFJ9QM2y1/3zYErJdz3jGIPbL+q6BBshsaJmvdHyxvCgow4h/VBrVOt8jjEsJDBw1FNmQOoFRCos0qUSjgtkyuj8gmr4pO7rZA6UL0vVTBl7ii2cKr2mjP9eG7+nTOp8ZvXKYTHBQ+8TiSMTx2CUtdriLFuihxA1BgSuqYzxpuh9Y5cRytMyBiUoQ5kyhJBhRkcdQvpB5cuGTpQB47czjo5W/5gW7w1F6ymj8wuq4ZO6x1QzrzQNT9XArM3MG3bxvi+iJINPgeO9hWfwGzSbpLt8GUlmdjOfUll4ZPiZOM4wAYA8pzXRQ4gaxxgE0TglQvU+L+QNsGbS3VOGVjQIIcPLlOgBEJKsqHzZ0EkyZcoMRilfZpwLCKLgGOBPkd4RJDpmnoMvhbPl7JbUutAVJBnmFHivTYHPtRFR+TJ9ULLw6H0i8WPmjZEpU/XrsxM9hJhQ+nQaZz6l99LWXGDNRM84BnippwwhQfT9ndYTOuoQ0g+OAySZypcNhQQ6mAyG44yVak8UHFN2iRvlwpDEj5oll6oBvFTbfZgqPWXSbSZ0eIREDyMurCYOXoEyMJKdzcLB5ROQyuUxSXyZeONkyhgBU6sPGOQcq/esWrXku57xnJIpQ0EZQrrROujwoKMOIf3gDbDrYzjpfJNP3GlNKQ1yAUEUHGMQJJnKlw2BMrFL3dfJHFjQSdXPSqqVbhSk1Ogpk+UwGzabxMJz8BnkuRllh3xf7GYeHV4B5hQ7xpDhY+KY7rMZjIRjDD4DbYjS+2eLY/ovX8YYg0cQYTFCShwhMaHv45Ke0FGHkH7wnLLYqvN5EkkSHAN8gmyYCwiiYIESCqm24BwJUZYNUf4jUmZTIFMmRT8rqRaQTpWeMll2S6KHEDeMJoC6YDPz6PAINL8icWPiWcqeu5NRXpoVx9s9htn4oPeAhhEyZTjG4PZRpgwhKkmWwdG8aljQUYeQfnCcsgvHKBM+klgcZcoYktJsVErZ7IdwiFJqByVNqZ4pk2LnUiM1IR5IlsOc6CHElZTiGX56YOY5eP1iSnzfSGKYOC5lz93JqDjLhuoWd0rPKZMJzzHoPCYDjgEevwQrBWUIAQB4BRE2c2qVnk4UU6IHQEiy4hmDV6CGbyQ21KAMXUAYC8cAf4osvkaLMZbStWnVkgip+llJtV3GgpQaQfgxBWn4yRnjEz2MuBEkGU4LzQOTnSDJMKVyKiaJKzPPUuJ4rhfFGXZl46QB5hV7f3Wm7tcaOAOUfOcYQ3OXD5l2Y280IWSoTBwHm86PTXpBrzIh/eADmTJmmoQPSN9TsOHDBYJ8qbZb3Ogo2DZ0HIPuL9qioS4epOpnZUx+GlYsHZfoYQybVMkMS7eZcfPiMYkeRtwIdHzXBYEykUkcmTiOjgNJJMOu7Cs2wnui94AMoGw20vv8njGgrt2Dsmx7oodCSFJIs5ooU2aY6P8sQEicKIvoIu28GwQDIFNpj0GZTQwev5gSPQZSiVI2hRbthsIIjUCjYQ6cS1L1s5LttOC208YmehjDinqS6J8gytp3lyQvJVOGvm8kPswmDmb6fCUN9dxKgVgSK2p5Qpq3EaJwWnnYLRSUGQ5UvoyQfvCcmtlAJ+eBcAzwS4keRfKz8BzcVPPccCwmDi4/NRgeCp5TsopSlTnFM2UI0SN/ipSh0zulhxMFz0h8zK/MxZxROYkeBumB5lPJQTBAZrDeM30IiTWHxUTly4YJvcqE9INjMEy92ngyMRmiTK/RYMw8B7dP1P2klYSymji46H0dEouJgyCm7kUPYww8x+izkiJSOCnMcKh8Q/LzidQDksSPmedox3ASokBspENAtwAA34hJREFUcpAh6/742+b2I91K+9UJUaVZTbDS/HdY0JGHkH4wxmjn3RDwkJHC66xDZjEpmTI8pUUbitXEweWl93UorDwHn5C6mTKAki1DnxVC9MNqosVYPWh3+5Fho8taQlIJVZZMDt9bOBpXzRuV6GFEpcXlQ6bDnOhhEJI0HFYeVhPNf4cDzV4JGYBAZSsGxTFApJ4ygzIHFqQ5+jwZitXMw+UTqFfQEJh5Dt4ULl8GAGaOo89KiqDYmzFYTTzstFMw6bW5/ciw04IaIanE7UvtOWWyyE2zJnoIUWt1+5FFQRlCNGlWE1V3GCYUlCFkAErjUNqGMxCeyeBBqTKDsfAs5bMEjEjtFUTZD4OzmChTxmzi6LOSAqwmHs1dvkQPg8SA1cTBQZkySU+QZNhoRychKePsacXIdtIiOomNE0dlY1xBWqKHQUjScFhMtO16mFBQhpABCKKsNWcmfeOZDHqJBmfmOQjURNBwrGYOflH/DS6Hg9XEwZ/imTIm6imTEk4YmY2H3tmV6GGQGLCaeSpfphN672lACBm6Jy8/IdFDIAZy4cyyRA+BkKRy+sSCRA8hZVBQhpABeAURZsqUGRDPABOjYMNgaLHAmNRaq7TQPjjKlFGCs/RZMb6JxekUhDcIq4mj8mU6QfMsQgghhJDoZTksiR5CyqDZKyEDcPtEKlsxCB4yeArKDIqCe8akLgJRSarBqX2VUpmZZ/RZSQF5BqivThRWE0eZMjqweHw+RuU6Ez0MQgghhBBChowyZQgZgNsv0sX4IHgmU6bMEFBQxpisgaAMR9kPg7KYOPhSvHyZ1cTTZyUFUFDGOKwmnjbn6MBz185J9BAIIYQQQggJC60SEjIASQaVrRgEz0CZMkNgpbIahkTv69BZqXwZbGb6vKSCLDs1HzYKq5mDjeaBhBBCCCGEkBij1QFCBkFBmYFxTIaJNn4PijJljIlq2A9dRZ4Ts0ZmJ3oYCWWl80lKoGwo48hPsyLXSZlPhBBCCCGEkNii8mWEDMJGZSsGRJkyQ2PiaZHOiDjqDzJkp00sxGkTCxM9jISiHfepo+rXZyd6CCQGvnNyRaKHQAghhBBCCDEg2uJLyCBsJlpEGwgP6ikzFIJIr5ERjcx14NlrT0z0MIhOXL+QFngJIYQQQgghhJBUR0EZQgZBGQ4D45lMmTJD4BPFRA+BxIHDYsKS8QWJHgbRiYVj8xM9BEIIIYQQQgghhCQYBWUIGQSVJxoYz0CZMkNgN5uQn0516QkhhBBCCCGEEEIISWUUlCFkEDw17B0Qz2SY6CUa1LzKXKy587RED4MQQgghhBBCCCGEEJJAFJQhZAB3njkBFXnORA8jqZmZDBNHmTJDQQE+QgghhBBCCCGEEEJSm+6CMl6vFzNmzABjDJs3bw753ZEjR3DuuefC6XQiLy8Pt912G3w+X8h9tm3bhkWLFsFut6O0tBT3338/ZJkWlEnfblhUiUy7OdHDSGqj7F7MSO9K9DAIIYQQQgghhBBCCCEk6ZkSPYBw/eQnP0FJSQm2bNkScrsoijj77LORn5+Pzz//HE1NTbj66qshyzIef/xxAEB7ezuWLl2KJUuWYP369di7dy+uueYaOJ1O3H777Yl4OoToHiV/EEIIIYQQQgghhBBCyNDoKijz7rvvYuXKlfjf//6Hd999N+R3K1euxM6dO1FdXY2SkhIAwO9//3tcc801eOCBB5CRkYEXX3wRHo8Hzz33HKxWK6ZMmYK9e/fikUcewYoVK8CooTshhBBCCCGEEEIIIYQQQuJEN+XLjh8/juuvvx4vvPACHA5Hr99/9dVXmDJlihaQAYDly5fD6/Vi48aN2n0WLVoEq9Uacp/a2lpUVVX1+297vV60t7eH/EcIIYQQQgghhBBCCCGEEBIOXQRlZFnGNddcgxtvvBGzZ8/u8z51dXUoLCwMuS07OxsWiwV1dXX93kf9Wb1PXx566CFkZmZq/5WXl0fzdAghhBBCCCGEEEIIIYQQkoISGpS59957wRgb8L8NGzbg8ccfR3t7O+68884BH6+v8mOyLIfc3vM+siz3+7eqO++8E21tbdp/1dXV4TxNQgghhBBCCCGEEEIIIYSQxPaUufXWW3HZZZcNeJ9Ro0bhV7/6FdasWRNSdgwAZs+ejSuuuALPP/88ioqKsHbt2pDft7S0wO/3a9kwRUVFvTJi6uvrAaBXBk0wq9Xa698mhBBCCCGEEEIIIYQQQggJR0KDMnl5ecjLyxv0fo899hh+9atfaT/X1tZi+fLl+M9//oO5c+cCAObNm4cHHngAx44dQ3FxMQBg5cqVsFqtmDVrlnafn/3sZ/D5fLBYLNp9SkpKMGrUqBg/O0IIIYQQQgghhBBCCCGEkG666CkzYsQITJkyRftv3LhxAIDKykqUlZUBAJYtW4ZJkybhyiuvxKZNm/Dhhx/ijjvuwPXXX4+MjAwAwOWXXw6r1YprrrkG27dvx6uvvooHH3wQK1asGLB8GSGEEEIIIYQQQgghhBBCSLQSmikTSzzP4+2338bNN9+MBQsWwG634/LLL8fDDz+s3SczMxOrVq3CLbfcgtmzZyM7OxsrVqzAihUrwvq3RFEEANTU1GgBH0L0rLm5Ge3t7fD5fLDb7YkeTtTcbjc8Hg9qa2vh8XgSPZy4crvdaGhogNlshsmk70O6IAjw+/04evSoIT6HhBBCCNEHmk8RQgghhJBYaG9vB9AdP+gPk9VO92TI1q9fjzlz5iR6GIQQQgghhBBCCCGEEEIISSLr1q3DiSee2O/vKSgTgZaWFuTk5KC6upoyZYghNDU14cknn4TNZoPD4Uj0cKLmcrng8Xhwyy23IDc3N9HDiSuXy4V169bBbDbDbDYnejhR8fv98Pv9mDNnjiE+h4QQQgjRB5pPEUIIIYSQWGhvb0d5eTmam5uRnZ3d7/30nZudIDzPAwAyMjIoKEMMwefzwWq1IicnB2lpaYkeTtQ6OzvR1NSE9PR0w39HTSYTnE4nHA4HLBZLoocTFZ/PB5fLhYyMDFpEIIQQQsiwofkUIYQQQgiJJTV+0B9umMZBCCGEEEIIIYQQQgghhBCS0igoQwghhBBCCCGEEEIIIYQQMgwoKEMIIYQQQgghhBBCCCGEEDIMKChDCCGEEEIIIYQQQgghhBAyDCgoQwghhBBCCCGEEEIIIYQQMgwoKEMIIYQQQgghhBBCCCGEEDIMKChDCCGEEEIIIYQQQgghhBAyDCgoQwghOvHe/vfgF/2JHgYhhBBCCCGEEEIIISRChgrKPPTQQzjxxBORnp6OgoICXHDBBdizZ0/IfWRZxr333ouSkhLY7XYsXrwYO3bsSNCICSFk6H7/1e9xqPVQoodBCCGEEEIIIYQQQgiJkKGCMqtXr8Ytt9yCNWvWYNWqVRAEAcuWLUNXV5d2n9/+9rd45JFH8MQTT2D9+vUoKirC0qVL0dHRkcCRE0LI4I60HcHBloOJHgYhhBBCCCGEEEIIISRCpkQPIJbee++9kJ+fffZZFBQUYOPGjTjllFMgyzIeffRR/PznP8dFF10EAHj++edRWFiIf/7zn7jhhhsSMWxCCBmULMuo66yjoAwhhBBCCCGEEEIIITpmqEyZntra2gAAOTk5AIBDhw6hrq4Oy5Yt0+5jtVqxaNEifPnll/0+jtfrRXt7e8h/hBAynNq8bShwFqDF3ZLooRBCCCGEEEIIIYQQQiJk2KCMLMtYsWIFTj75ZEyZMgUAUFdXBwAoLCwMuW9hYaH2u7489NBDyMzM1P4rLy+P38AJIaQPLe4WlKaXwi24Ez0UQgghhBBCCCGEEEJIhAwblLn11luxdetW/Otf/+r1O8ZYyM+yLPe6Ldidd96JtrY27b/q6uqYj5cQQgbS6mlFSXoJXH5XoodCCCGEEEIIIYQQQgiJkKF6yqi+//3v44033sCnn36KsrIy7faioiIASsZMcXGxdnt9fX2v7JlgVqsVVqs1fgMmhJBBtHhaUJJegi5fV6KHQgghhBBCCCGEEEIIiZChMmVkWcatt96KV155BR999BEqKipCfl9RUYGioiKsWrVKu83n82H16tWYP3/+cA+XEEKGTM2UofJlhBBCCCGEEEIIIYTol6EyZW655Rb885//xOuvv4709HStT0xmZibsdjsYY/jhD3+IBx98EGPHjsXYsWPx4IMPwuFw4PLLL0/w6AkhpH9qUGZNzZpED4UQQgghhBBCCCGEEBIhQwVlnnrqKQDA4sWLQ25/9tlncc011wAAfvKTn8DtduPmm29GS0sL5s6di5UrVyI9PX2YR0sIIUPX4m5BRVYFvKI30UMhhBBCCCGEEEIIIYREyFBBGVmWB70PYwz33nsv7r333vgPiBBCYqTV04pse3aih0EIIYQQQgghhBBCCImCoXrKEEKIUbV6WpFto6AMIYQQQgghhBBCCCF6RkEZQgjRgRZPC7JsWYkeBiGEEEIIIYQQQgghJAoUlCGEEB3o8HUg3Zo+pDKNhBBCCCGEEEIIIYSQ5ERBGUII0QFZlsExDoyxRA+FEEIIIYQQQgghhBASIQrKEEIIIYQQQgghhBBCCCGEDAMKyhBCCCGEEEIIIYQQQgghhAwDCsoQQgghhBBCCCGEEBIHHd4OVD5WiV0NuxI9FEIIIUmCgjKEEJLkPIIHVpM10cMghBBCCCGEEBKmHQ07ML1wOl7Y+kKih0IIISRJUFCGEEKSXIu7Bdm2bAAAA4MkSwkeESGEEEKSUV1nHSb/cXKih0EIISTIjvoduGTSJdjTtCfRQ4mYLMt4e+/b8AieRA+FEEIMgYIyhJCEoMDC0LV4uoMyFt4Cn+hL8IgIIYQQkoze3vs2djbsTPQwCCGEBKytWYvr3rwOS0cvRZevC6IkJnpIEXll1yu45Z1b8MHBDxI9FEKSwudHPseT655M9DCIjlFQhhAy7DySBzfV3YQqX1Wih6ILLe4WZNspKEMIIYSQgbV4WgAA175+bYJHQgghBAA2HtuIx898HPnOfMwvn481NWsSPaSIfHjoQzx02kP4+tjXiR4KMYDPj3yOhq6GRA8jKs98/Qz+uOGPug20ksSjoAwhMXS88zhuf/92HGg+kOihJLUD/gNY4liCj10fJ3oouhCcKWPlrfAK3gSPiBBCCCHJqM3TBgB4bvNzWHd0XYJHQwghZE/jHpw55kwAwPjc8ahqrUrsgCJ0uO0wLpp4ET49/Cncfneih0N07N5P7sVfvv4LrnrtKt0GNGRZRn1XPc4bdx621W9L9HCITlFQhpAY+v6738eSiiW488M7Ez2UpLbPtw/zHPPQJXXBL/sTPZykR5kyhBC9aXQ14t197yZ6GISknFZPK4rTivHMuc/gjT1vJHo4hBCS8g61HsKorFEAgJL0EhztOJrYAUWIgcFqsuL6E67HH9b+IdHDITrlETzYULsBz13wHOaUzBm2DST7m/dDkISYPt7YnLGYlD8Jexr12yuKJBYFZQiJkWMdx2DhLThn3DmQZAnt3vZEDylp1fhrUGYqQ4W5Aof9hxM9nKQXkiljssIrUqYMIclOkAQ0uhoTPYyEuX/1/bjr47vQ5GpK9FAISSlt3jbsvGUnrp5+NbYe35ro4RBCEkSSJTzw6QNodjcneigpTZRESLIEnuMBKEGZ2o7aBI8qfG2eNmRYMwAAF0y4QLcl2EjirTywEssqlwEAlo9ZPmw9imY9PQt/WNM7mOgXI9skvPrwaiwauQjjcsdhb9PeaIdHUhQFZQiJkZUHVuKccecAAJaOXkoN8Prhl/3gwIFnPMrN5Tjq1+dOoeFEmTKE6M/TG59G5WOVKft93de8Dz+c+0O8u5+yZQgZTm3eNqRb0mHmzZAh67YsCCEkOv/e/m/8eeOf8cWRLxI9lJS2vnY9Tig+Qfu5OL0YxzqPJXBEkTnacRTlGeUAlE2CfskPWZYTPCqiR6/segUXTbwIADCjaAa2HN8S93+z1dOKhSMW4o5Vd+D8f58f8rurX7sadZ11YT/mF9VfYMGIBRiXOw57mihThkSGgjKExMiG2g04seREAMCZY8/E+/vfT/CIklO1vxojzCMAAAWmAjSI+m7u1p8Wdwv+vf3fMZmsUk8ZQvTnvf3v4Wcn/ywlA/QuvwtpljTMKZ2DjbUbEz2cuFv83GLq3UGShiiJ2o7sCbkTaKGAkBT13v738MRZT2BT3aZEDyVlHW49jDs/vBOXTr5Uu81hduiyH0t9Vz3ynfnaz0XOoogWsklq+fjQxyGlVH/9+a/BMx5lGWUAlO+Dy++K+zj2NO7BnNI5eHjpw1pmzKu7XsXamrXY2bATh1oOhf2YxzuPoyitCNn2bLR6WmM8YpIqKChDSIwcbD2I0dmjAQDlGeW6rRUbbzX+GpSblV02uXwuGgRjBmV+/tHP8dbet/C/Xf+L+rFaPJQpYzSyLOOTqk9wpO1IoodC4kCSJYiyiDPHnonVVasjegy3363bHYi7G3djYt5EjMkZg33N+xI9nLiSZRm1HbV4YcsLiR4KIZBkCTK6jxuT8idhZ8POiB/P5Xfp9jhEhkcs6/OHS5bluJQJ7fR1xvwxh5vagPr00adTGcMEen3P6/jx/B9jcsHkRA8lag1dDShwFmg/Ty2cSs3NyaA+P/I51tasBQB8evhTvLPvHfz1/L+G3CfPkYeGrviuCe1r3odxueNw+/zbMad0Dn77xW9x7+p78eT6J3Gg5QCqWqvCerwWdwuybFkht9F8iUSCgjKExIAgCeAZD8YYAIAxBo5xVDKiDzVCDUpNpQAAMzNDhPFeI1EScaDlAJ46+ym8uO3FqB8v+KRPPWWMYe3RtXhi3RP43pvfS/RQSBxUtVZhdNZoTM6fjJ2NkS2I3rf6Pnx46MMYj2x47G7cjQl5E8BzvLJIbOCLlG3127B09FLDB5+IPqyuWo3phdO1nyfmT8Suhl0RPdZT65/CsheWYc5f5uDS/15q6O8xiZz5l2Z0+boS8m+/uO1FjHx0ZEwfc2PtRqQ/lI4Ob0dMH3e4qQ2oHWYH3IL+sjKMYkPtBswpnZPoYcREfVc98h3dmTJTC6Zi23EKyqSKpzc+jcv+e1lYf/Pv7f/GqoOrcLD1IH79+a9xzj/PwYsX9V4bmVU8K+4ZfTsbdmJC3gQAwL2L78XHVR+jLKMMe5r2oCS9JOyNkutr14d8twucBWhwGXOzMYkvCsoQEmTb8W2QZCnsv1MXoIJVZlfiYMvBWA0taUS7wNYsNiOXz9V+ZmARvebJbF/zPkzOn4x0azoESYg6s0WGDI4ph2vKlEmsTw9/ir9t+ltUj+EX/Xjo84fw8LKHMTp7NPY374/R6JLLroZdhn1ug9nVsAuT8idpJYQisfX4Vuxr0udC/6GWQ1rm6MjMkYbOCHt87eNYMW+FUiO+Q3814omxvLD1Bdw651bt55GZI1HTXhP24+xq2IU3976Jz679DK9f9jom5E7Aj97/UVKUTxUlMaHZGaSbGrhYfTiyjNBofXr4U0wrnBbTzJb3D7yPiydejH9v/3fMHjMRPjr0EU6tOBUAkGPPQZOrKcEjSk1N7ibkOfISPYyYqOusQ2FaofbzUDJlmt3N+Mmqn+DhLx+mzao65va78dru19DmbQur1Nit79yKbfXbcKjlEDYe24jKnEqUZ5b3ut8JxSfg62Nfx3LIIRpdjXhpx0uYUjBFu2187njsb96PAmcB5pbORZM7vGPkmpo1mFs6N+Tx9jbtjdmYSeqgoAwhAWtq1uDMF8/ESzteCvtvN9ZuxKziWSG3TSucZsh08b+2/hV/b/t7RH+rBnPUjCIAyOKz0Cq1xmJoSWPTsU2YWTQTADCnZA7WH10fs8dORE+ZI51HDBc4i9RDnz+Et/a+heq26ogf44HPHsAlEy/BqKxROGvsWXh3n/EaoUuyhJvevgnXvXFdSu6u3tmwExPzJwJQFkMiKa9S1VqFAy0HYj20YXGo9RBGZY0CoOzU3924O7EDiqOajhpU5lTi1FGn4qNDHyV6OMPizT1vorajNtHDMISXd7yMx9Y+FrPHa3I3oSitSPs5z5EX0c7N3335Ozxx1hNgjKEkvQT3Lr4XZRllMSnJGq37V9+PE585MeIFvk+qPtFKqZDoHGo9hAXlC4Zlt3yjqxEHmkPPibUdtThzzJnYUb8jZv/O6sOr8ez5z+KlneFfDyaT9bXrcVLZSQCAmUUzqa9MAhzvPI5Ma2afv2NMf5sSNx/fjMn53WXYBssMqOusw8UvXYzllcuRbcvGhf+5EB7BMxxDJTH2x/V/xBVTr8Dc0rkofaR0yJmEs0tm46VLXsL/Lfg//G7p77Dphr6PQzOKZmBz3eYYjjjUX77+CxaPWgwTZ9Juu2TSJWhxt2Bi3kTMKZ2DZndzWI+5vnY9ZhbP1H4elzuOgjIkIhSUISTgrb1v4YULX8Cru18N+283120OOSgDxgzKdEqdYGDwy360iW1h/32L1IJsPjvktgK+wHB9ZTbVbdI+D4tHLcYnVZ9E/Fguvwt2k137ebgzZQ50HMDVX1yNlbUrh+3fTFZdvi6kWdLwnZnfieg4oVp7dC2+Pe3bAIAlo5bg46qPYzXEpFHVWoUpBVNwUtlJKbkQsKtRyZQBgEl5k8IuH1TTXoMZRTN0m2FyvOs4Cp3KbsoxOWMMmzHlFbza8XnRqEX49PCnCR5R/N389s0479/n4Yfv/TDRQzGEr2q+whPrnojZ40mypGXWAoCZN4edVbL+6HpUt1dr2W6AsoB484k34/ktz8d1N+tgZFnGF9Vf4KIJF+GzI59F9Bj/98H/4bdf/jbGI0tN+5v346KJF+HTI59ic91mlPy+JG5lvx756hEsem6R9rNP9IExhmmF02K2mHes4xhK0kuQbk1HpjVTl83YVXWddVqAdkrBlKh6SyVap68TL259UXeZFk+sewI3zr6xz99l27J1lb3U6euEmTPDarKG3M4xrtc5ptPXiZ0NO/HtV76Nx854DKeNPg3fPeG7uHTypVFXGyDd9jfvH7bvxKqDq3D51Mvxo5N+hO+d8D28ufdN7XeyLOOr6q/6/DsLb8HSyqW4cOKF2matvqRb0+Pay2vt0bV48qwnQ247ecTJqLujDjfNvgnfmvKtsIIyB5oPIMeeA5vJpt02Lncc9jTuidmYSeqgoAwhAbsad2Fe+Ty0e9vDPsEdaj0UcvEKKM1VdzTEbudWMqjyVaHSUonJ1snY4wv/pHPUfxRlprKQ2/JN+agX62M1xKQQXM5uTukcrD0a+Y7MTw9/qu10A+LTU0aWZXT4O/rMaPjrvr/iiblP4Mv6L2P6b+rRrsZdmJQ3CaeMPAWfH/k8osdQ6zGr2WJOixNe0au73XKD2dWwC5PzJ2Pp6KUpkz0QLLjudiSNttfWrMWpFafqug68+hkfmzM2qn4roiRi5YGVeGHLC0lXHuxw22HtIrM8oxxHO45G9DgewYOFzy7EnR/ciXP+eQ5WHVgVw1HGVnV7NWpX1KLL35WSWXCxlmZJQ5s3/E0u8dDqacVLO17CnL/MCdkMonKYHfj3xf/GHSvvSFj225bjWzCzaCbOGHMGPjwYfs8tWZaR78hPijJsRrC9fjsWlC/A2WPPxpLnl+DkESfHLcMz3ZKOLn8XmlxNONJ2BJ8f+RwLyhdgQfkCrDq4KiYLep9UfYLFIxcDUErR6D3LM/g8rOcd3E+sewKrDq7Cg589OGz/5j+3/RPv738/qsdYX7seJ484uc/f6e09+eLIF1g4YmGv23v2lWlyNeH8f5+P+1bfh4eXPYyphVO131086WK8tfetYRmv0flFP8Y+PjaqjZ9D1e5tR5YtC4wxZNoy8dOTf4o39rwBQOmrvOT5JZj/t/lRX8vm2HNQ3xWfNSFBEnoFFAElqFiRXYFcR25YG1ieWPcEvj/n+yG3VeZUYn+LMTehkfiioAwhAV7BC5vJFlGKtyAJIemQAGA32xO6oCZKIp5c92REZXP6c8R/BOXmcoyxjMEBX/gXXUeFoyg2FYfcVsAXoF4wTlBGlmWIsqh9HqwmK2TI8Iv+sB/L5Xfh0TWP4pJJl2i3xTpTxiN68P1138dvtv0GKzasgEvorhPbJXTBL/kxOWsyWnwthgschGtH/Q5MLpiMDGsGOn2dEb0enx7+FKeMPCXktsrsSlS1VsVolMlBLd81r3we1tSsSfRwhpUkS2CMaYshE/Mnhh+UOboWc0vngoENfuckI0piyE79UVmjIv58i5KIS16+BBtrN8LEmfDtV7+NTcciz7xad3QdJj05CUfbIwue9HSw5aC2IYMxBhlyRIGKVQdWodndjHW163D3orvxkw9+kpTHBFmWIckSitOLUeAsiHh+sa9pH37w7g90mwkWSw1dDZiYNxF1nXVRP1Z/nz2e40OyFyRZ6nPx4YUtL+DS/16KCydciP9+8799Pla2PRsvXPgCbnr7prgtngzkP9v/gwsnXogJeROwtzn8Bc1GVyPynfkhZXRJZI62H8U9n9yDSfmTcM2Ma8AzHssrl/cqMRYLz2x8Bh8e+hDlGeU4659n4dZ3bsU7+97BWWPPQr4zH7OKZ+Ha16+N+t/5pOoTLBqlZOPMK5+HL6v1uSHJL/pDrktHZI4YluOtIAmY/9f5uO+T+2L6uGtq1uDxMx/HhmMbYvq4/RElEX/5+i94ZM0jYf+tmv2iLgIHz4eCTcyfiF2N4WVRJ1JVaxXG5o7tdfv88vn4ovoL7ec7Vt2B35z+G/znkv9gRtGMkPvaTDYUpRVFVQKaKPY07cFFEy/Cyztfjvu/pfbJVGXbs9Hl78L7+9/H1a9djWtnXIsfnfSjqIOM54w7Rwv2VLdV47G1j+FPG/6Ev37916geV5KlIV1P1XfVY9bTs/rMmHlx64va8zvUcggHWg5gdsnskPvYTDbq+0siQkEZokvPbX4Od398d8wer8PbgTRLGgBlcrHu6Loh/63b7w5JXQyWbklHu7c9JmMM1yu7XsH62vUxnRjXCrUoNZUij89Doxj+YkydUNcrKJNniuyxktXRjqMoSw/NBppeOD2iUnbPbHwGV02/CiMyR2i3xbqnzLP7n8UlIy/Br074Fa6uvBp3bbpLW6xZXbcaJxcoO7wq0ipwpCu1F9B2NOzQailPLZiK7fXbw36M1VWrsWjkopDbKrIqcKjlUEzGGKlY73jf2bgTk/InwWF26KJ+9OHWwzE7Vh9sOYjRWd2ZkxVZFahqqwrrMXY07MCk/EmQob9MhNqOWpSklWg/R1I+SfWnDX/CWWPOwp0L78S3pn4LL3/jZaxYuSLi9+rvW/6OH8//MZ7e+HREf9/TgeYDqMyu1H4uSSvBsc7ubJ4L/3PhkC7QPj/yOV686EV8eNWHmFM6B3897694fO3jMRljLNV21KI0vRQAMCF3QkS7yNu97bjuzetQmVOJG9+6EW/vfTvWw9SV413HceGEC7GhNvrFxjZvW5/9Cy4Yf4G20OETfTjzxTPxvTe/F3KfTl8nVh5cidMqTsOk/Emw8JZ+/53SjFI8dNpDuH/1/VGPORwt7hZsrd+KeWXzkG5NR5evK+zHqG6vxoiMEeAZH/FxiSi+PvY1njr7KaRb0+EwO/DuFe9iTM6YuGTKvLbnNXx46EN4RS/yHHlwmB3YXr8dUwuUXfh3LrwzJqXGajpqtOzHBeUL8Hl1ZFnRiVbdXh1y7cBz/LBsrPrs8Gc4d9y52Hx8c8zmVKIkwi/5kW5NhyAJw5KhufHYRpw84mSMyBgR9gaJi1+6GLUdtahuU441/ZmUH35p20QKLocXbF7ZPHxVo5Su2l6/HRy4XovVwU6tOBWrD6+O2zhTxdbjW3HRhItQ1VoV93PZrsZdmJg3sdftf9zwR2TbsnHV9KswNmdsnwH5cDZAnDnmTLy59010eDtw7evXwsyZkW5JxweHPoiqJUDw3HUg9y2+DwtHLERNe02v3z2/5Xnc8s4t8It+/OXrv+CuU+6KeDyE9ERBGaI7kizhxW0v4nDbYRxsORiTxwxebD2h+ISw6mXvb96PsTm9d44Aie0r89qe1/Dwsoexp2lPzCawHtkDO2cHYwxWZoVHCm+xtVPqRDqfHnKbhVngl8PPIomV2o5azP/r/Jjt2tlct7nXzqDgCWs4Pjj0QUiWDBDbTJlDHYdwpPMIFhctBgDMyJmBM0rPwJO7n4Qoi3ir5i0sK1kGABibMRb72/WVkvvEuifwxZEvBr/jEO1r3qftEptXPq/f+rkDOdByAGNyxoTcNiprFA61Ji4o89betzD28bExLdPR0NWgle/KtmeH3TxxOAmSgCteuQLffeO7MXm8LXVbML1ouvYzz/FhlcT0i35wjAPP8bDy1pCg1uHWw3hq/VMxO/fFw96mvRiXOy7ktnBfA0DZLPH6ntfx3RO635ccew5+PP/HeOSr8HevAkqp0SumXYGv62LTEyM4UwYAJhdMDmk4/dru1wZ9r97Z9w42HNuAaYXTtNtmFs3EO/vfQfn/K4/JOGNly/Et2vltfF74pX1cfheuevUq/HLJL3Hb3Nvw+mWv49G1j6ZsGbR39r2DLn8XZhbPxLn/Ojfq/gLHO7t7OQUblTVKCxZ+cPADrDywEhuPbQwpLXnxSxdDlERMyJvQ6/vbl5PKTkKDq2FYNxSsPLASF0+8WFvkiSTbpbqtGuWZ5cix56DF3RLrIaaU4KAIAJxYeiIqcyrDPj8N5fvf6evEfYvvQ6unFXNK5uBQ6yEUpRWFfAY4xkXdXyF4N3W2PRutnlZdHp8OtRxCRVbFsP+7nx/5HKeMPAWLRi7C2prISzcH29GwQ/ucjc4aPSzzn23Ht2Fm0UycN/48LaA9VIfbDuOzw59he/32PjNLVJXZlXEr9RdMkAQ8se6JqIKWnx/5HEc7jvYZlMl15Gpz/Ac/e3DQxeq5pXOx/uj6iMdCFNuOb8PUwqk4ZeQp+OxwZP3VhmpNzRqcWHpiyG0mzgSP4METZz0BxhhGZ/f+boZ77Ey3puPEkhNx5atX4q5T7sJNJ96EK6ZdgYdOewg/fO+HEa9/9Jyr92f5mOWozK7slbnc7G5GriMXl0+5HE9vfBqb6jb1G3i08BYqj0rCRkEZojtbj2/FCUUn4BuTvhGzuqTqiQ0AitOKUdtRO+S/De4f0lOkGRKx0OxuRp4jD+Nyx8Vk0tdzh1W5uRw1Qu+dBP0Z6MRsYqawAzyx8sf1f8Q3Jn0DT65/cvA7D0FfQZmTyk4Ku4STT/SBgfXarRqrnjKiLOL/7fx/+MGkH4TcvqxkGdLMabjui+uwrGSZVld+YuZEbGvd1tdDJaWtx7cqmWKr74vZBbVf9Gvvx7yyefiyJryyFqKklLXruZBUkV2R0FJFf9/ydzx19lN4fvPzMXk89fVWn+eMwhnYUrclJo8dD+uOrsPS0UvBMz4m5R63Ht8assAOKL2Dhlrvfnv9dkwrUP5+XO44beH7fzv/h5vevgkFzgLc/fHduPntm2O2E3XTsU0xaxa6q3FXr3NieUY5qtvDC3y/s+8dfHPyN3uV/jhzzJnYeGwjjnceD+vx1Odn4S3gGBeTi6ZDrYcwMmuk9vPCEQvxzr53Qu4zWDmHZ75+Bq9d+lrI82SM4Zlzn0F5RnlSlUI42HJQywyakBd+psw7+97BssplWglHM2/GvLJ5IaVPhmpD7QY8s/GZsP8unmRZHvL7JUgCfrLqJ7hm+jWYWTQT5447N+o5bX1XPQrTegdlCpwF2N+8H6/tfg03vHUDvjHpG9h6fCvuWHkHOn2dECURZs6Md654B0tHL8W8snlD+vd+ccov8KtPfxXVmMOxpmYNFpQv0H7OtoUf8K9pr0FZRhly7blocuunyXYsra1ZG1Gmb09HO46iLCM0M7wkvQQHWw4OOStDkiXM/ctcXPnqlbj57Zv7nK+5/W4UOgtx96K7UZZRhsqcSjjNzl7nmWh7wLS4W5Btzw65bbgWzmNtf/N+VOZUhtzmtDjjXsJsw7ENmF0yO+wNjgP5svpLzC+fD0DZOBlOiXFREsOqfqFSs5UXjVoU1vlJlEQ4zU58duQzPLXhKVw+9fJ+72vmzfCK3rgH/d7e+zb+sfUf+OumyEpAiZKIhc8uxN+3/B0FzoI+75NhzUDRw0XgOR4V2QMHAyuyw88eJ72pc+3FoxZHNIcKx5G2I1oGoSrfkR9SCnhyweRe302P4Om3mkx/7jrlLrx22WtYPGqxdtuorFG4fOrleHHri2GP/Wj7UXz/3e8P+rlUFaUV9QrKfHr4UywauQhXTb8Kr+95HVWtVf2WJSxOK45JOVqSWigoQ3Tn/f3vY/mY5Thl5CkxOwltq9+m7cJhjCkL30NcsNnTtAfj88b3+bvpRdMTshhZ31Wv7ZZcPGpxTJrANYvNyOVztZ9HmkfisP/wkP++XWpHBpfR5++mWKdgqzcxwauvj32N2+behm31sQk4bDm+JaSpIRC6i2ioNtZuxKziWb1uj8UODLfgxv1b7scZpWegyN5719N3x34XD5/4MM4vP1+7rTK9Egc6hufCVJTEqBciX9/9Oq4/4XpUZlfGJAul09cJp8Wp/VyYVhh2Pf2e5SRUFVkVCcuUkWQJnb5OnFpxasy+A0c7joakic8omoHNdZtj8tiqLXVb8N7+99Dkaor6gnZNzRosGLEAp1WchtVV0ZdUCM68VE3InYA9jXuGPJ65ZXMBKNmWG2o34JVdr+DV3a/ijW+9gYsnXYx/XPQPXDLpEpz3r/OizvLbUrcF5/7rXPx545+jehzVroZdmJgfWuagMrsy7D4Dr+15DRdMuKDX7Ywx3DT7Jjy/JbwgYnBW6+zi2dh4bGNYf99Tk6sJkiyFXHDOKpmFPU3K+yzLMmwm24C7etu97WBgSLem9/rdySNOxtLRS2P+3YnGkbYj2jGsMrsSB1vD27H8/v73sbxyechtp1WcFlHfhrs/vhsfHPoA+5uTJ4Pz46qPcdu7t2F11Wrc8/E9A963rrMOJ484Gd+a+i2kW9Pxm9N/E/VC+fGu430umhU4C/De/vdw4X8uxA2zbsBL33gJgJLBVvC7Aph/adbOb+dPOH/A3d3BphRMgU/yDRh4jOWO0d1Nu0PGFslxRS3BE8m8zAi6fF349qvfxmNrH4v6sY53He8VBOQYB5ffNaTsAlmW8dMPfopvT/s2Hjj1AQiSgMNtva8rDrcdxshMJfi99rq1+Pa0b2NC3oReVQp69rYI17qj6zCzaGbIbSePODmmGdfDZWfDzpAeEACQa8/FyEdHDrqZQ5ZlvLX3rZBMuqEQJRGiJMJqsmJG0Yyw+7P2Z/3R9ZhTOgeA0odlqIE3SZZw5otn4oJ/XxB2FuKBlgOozKlEhjUjpB/XYI53Hcf88vn4svpLzCubhzxH3oD3n5w/OWZz7/48teEpvPyNl/HZkciyKY51HsOpFacOWNbyB3N/gBcvehHPnv/soI9n4kwR9VklofySslFwZtHMmAVA+8NzfK/brph6Bc4cc6b2c1lGGWo7akOuyVx+l7a5M1pXTrsSL+18KezrtA8OfoDDrYdDsjoHUphW2CuoUtVahbE5Y8FzPB5Z/giuP+H6fv9+dPZo7GveF9YYCaGgDImZDbUbomrAO1Rrj67FvLJ5yLBmoN3bHpMdJodaD4VE0KfkT8GOhh0D/EW33Y27MT6376BMaXopajqGnk0SK1vqtmB6oVI+55SRp8SkdmudUIciU/cC/gjziLCCMseF4yg09d7BCQAzbDOwxTP04FWb2IaPuj7CV66v0CxGflGt9gPiOR5mzhyTxYMuX5fWnyhYcVpxnzVK+/PZkc+wcOTCXrdbeWtUAYs6dx1u33A7zik7B2eVndXv/XKtuSEZHYwxlNhLcKQzfrvsal21eHT/o7jofxfhjH+cgdd3vx7xY62vVS7iTht9Gj48+GHUY9t2fFuvhfY8R15YmRX7mvb1Weow05YZccZDtMe/fU37MD53PHiOj0npD6B3Q8jpRdNjdnEuyzJue/c2/GnDn7CncQ9+9P6PcPoLp+Nvm/4W8WuhBuXnlc+LaEdlT27BDbs59CJkQt6EITd0XXN0DeaWKkGZc8ediy+qv/j/7N13fBTl1gfw38xsSyeFNJKQAKH3IkjvCAgiig0p9navvVys+KpXxate1GuvXBvXLqIiigKK9N5bgISEkN6z2TLvH3GW7TtbsrMzc77vx897s7vZPMvuzjzznOecg9XHVuO9i95zaNw7Pm88/jPtP7j/5/uDGu+qY6vw/qz38cPRH4J6HsGp2lMuwcfOSf7tNm5oaUCjqdHjgsaUzlPw07Gf/HrPd5zZgYEZAwEAgzMHB30Re6zqmNvAuV7TeoyubKpE95TuKKkrwZEK9xdo3xz8BtPyPR+HhcWdSGEflNFyWr/ORR/u/hAW3uKye7tPWh+/F6XKG8uRGJWIuX3mYvWx1X79blspqCrAzjM78f2R7/Hy5pex4vAKr48vrClEdvy58nSdkzrjaFVwAabCmkKXzAWgtQyTsNg9IW8CAIB/jMeWG7bgq8u/wgVdLsCQzCEuvyfGw6Me9pgt8/n+zzH83eF4fsPzAT23vaOVR5EVl+WwO9Xf4woAVDRVIDkqGbG6WNHZi0pyuOIwLu91uV8VATwxmo1ud0G/PfNtn72i6ox1eHnzy2AZFn8/7+/IScjBrO6zsOSPJS6PPV513LZLWzgHXtP/GlvGnSDY4+Xak2sxPm+8w235Sfl+lcu6f/X9ERHEKah2LV/2yrRX8PjYx7H4t8W2245VHsPN392M67+9Hjd8ewOe3/A8Hv31UawpWINFvyzCupPrRP9N+w2O8fp41LWID2Z4c7bx3EZDf7KhPtv3GaZ2mYrnJz/v83jszGw12z5rHeI6iL5+K2soQ2pMKr6+4mvcO/xen48flTMqoFLI/tBxOmQnZAd0vGtoacD2ku2YkDcB22/yPGcanj0cEzpNcJijetMxoWNEl+GNdFVNVWhnaAcAiNJGtWlGtZW3us0KGZM7Bs9Nfs7hti5JXRwqPzSZmxCtjQ7JOPQaPT6f8zkWr13s17X36brT+H7u9x43UDtLNLSWrbRX3liO9jGtJbl7p/bGXeff5fH3h2QOofJ8xG8UlCEh02xuxo9Hf2zzv2O0GG0LXrkJuW53VfmD53mXE44/addVza7p7gKGYUK20OkP+xJaqTGpKGsoC3rxtshchCztuYv9WDYWDVbxTVYrLBUOmTb2YtlYNPPNosa437gf71e/j0QuEQwYLKte5ldAx559ffxQpNpXNFZ4/Cxc3ONifLLnE9HPtbHo3MKsPR2nC6p82WuHXsP9ve/HkBT/F2Cu6nQVlh5YGvDf9uZY3TE8s/8ZXJx5Mb6Z8w1+vPpHrDi8Av/d9V+/n4vneZitZug4HcbljsOvJ34Nenxbire4LFoN6+BfWbrDFYdF70D25nTtaVz7zbWY9tE0TP5wMq775rqAL252le7CgIzWnaGhKtOxv2y/Q6ZESnRKyMrE/Hf3f5ERm4HXLnwNdwy7A8suXobvr/oeJXUleGLdEwE9p1Dyp3tKd+wv3x/U+OwvlOz5s7uzrKHMtvs4RheD9y56D69d+Bq0nNblsb1SeyEnPgc/H/854DFvKd6CYVnDACAkuxd5nne5gPN3R/uPR3902IHnjGM5v8te7SjZYdsFPTBjILYUB3fRdLbhrNushM6JnXG08ihK6kvQN60vlmxYgsFvudaePlVzCvO/no+Z3WZ6/BuDM4PP6AmlWmOtQ8agltWK/sx8sOsDvD3zbZfbA+ntse7kOoztODZiGnEfLD+ITi91wvdHvscVva/Aj0d/RFZ8FixWi9vXVtZQhmNVxxwCKDpOh2Zzc1ANew9VHHJbTlf4Po7uONqlLvyULlPw/dzvRS0gutMtpRtYhnX7/X53x7v4/Zrf8dNx/wKo7nx98GvM6TXH4bZAMmUqmiqQHJ2MGG0MGlrEz2GVQviMBNKPR2CymHDLd7d4XOjultwNVc1VHss3by/ZjskfTkZ1czWeGPeEbSzT8qehqrnKIfOq0dSIh9Y8ZAuoC4Z0GGJbJBMEksFs72D5QZdm1tkJ4kpvzv9qPk5Un8C6k+vwrz//FfAYQsHKW2HhLS6721mGxVV9rsKHuz9ETXMNgNYSzpf2vBR3DrsT+cn52H12NyqbKvHClBewet5qvLTpJdGBrt9P/Y6ROSNtP8fr421/J1jCZ0To8yPGlwe/xLUDrsWULlOw6tgq0X+rprkGCfoE288jckaIDk4JQd+chByXzTnuDMwY2Kbn+EZTo20cUZoohx6Fvlz6v0sx/+v5uOjTi2wbPUNlUudJEbOhQo72nN1jK3MMANHa6DY7n1U1VSHR4H5tw5lzZYQmU1PIMmWA1muiZyc+i0fWPCL6d07XOlZv8CVOH+eSHVfeWO4z600wMGNgyPpWEvWgoAwJmX5p/bCzdGeb/o2zDWdtzaOBwJtt23MutQOIX6A3mo0eU3kFvdr3CkntZn/sKnVsNN0lqUvQi62FpkJkaRx3YOoZveheMM7lz5ylcCkot3jf+dBgbcCP9T/ilqRbMMAwAMOih+G2pNvwR+MfKDX7118AaE2JFxbah2UNw6bTwTWlXHtyLcZ0HOP2vqldpuLHYz+KarRo5a1oMjc5LH4JhF3YgWixtKC2pRa5sbkB/X5ubC5itbE42xT4Ra87tS21eG7vc1jcZzE6RreWqNBxOrxx4Rv49vC3fvfjOVF9wrZDMDk6GVXNVaLrm3uypXiLy2KWv8efI5VHPDZQNmgMoj4bp2tPY/7X83Hv8Hvx/dzvsXreatx9/t24ccWNHnfje7OndA96p/YG0LpjPRTlFveX7XdZ2DBoDH5dDALAmoI1eGD1A7afS+pK8OHuD3HfiPscHqfX6PHQ6IdQUF3gd6aLxWqxLVhqWA2svDWoz8rGoo0Y1mGYy+1dk7vaylp5U9lU6TGw68n9I+7H0k2BB0uF7L5+af2wqzS497+muQbxetcylZ0SO/lV6urrQ1/j4u4Xe33M5b0vxxf7vxD9nAcrzvV/E8oTWHlrwIEoT0GZQRmDsLV4K0rqStC7fet3y7mMDAB8deArfHPFNx5rtAOBlb5sKw0tDS47HjPjMm0N5L0payhDRmyGxxrc/pYz+bXgV4zNHRvyf5+zDWcx5v0x+OnYT3793oGyA5jbZy5KG0rxzwn/xOYbNiNWF4uvDn6F+1bf5/L4a765BvO+mudykT+0w1BsKw58ga6wttDj4sOCfgvwzsx3RO9k9scNA2/A/637P4fAy6HyQ+iY0BFR2ijktcsLegOVu/lVIJkyTabWnbvR2mg0mhqDGpMcrT+5Hud1OA8swwZ8rjtedRx6jR4HbnOf/ckwDEZkj0C/1/u5BOOsvBX3/HQPvrvyOzw65lGXzQZLJi7Bw2vONQrfe3Yvdp7Zads84ktKdArKGsr8fEXn5t16jd7h9vbR7VHW6Pv5fjz6Iy7936W4ZfAtMGgMkvYU2F+23yWzW9AlqQvuGnYX9pXtg5W3Ys/ZPZiQNwG9U3vj/hH344NZH+A/01t7bMbr4/Ha9Nfw1PqnRG0utO/9AgAD0gcEXX6zydQEPef4njAM4zPIa7KYUN9SjwRDApKiklBrrBV9jnEu/Taj6wx8c0hc5n5FY2vQV6ys+CwcrTyKm1bchBmfzMCMT2YEXZLWXml9KdJjWqtc+BvE/uHoD2inb4ey+8owvev0kI0JaM30DsWGObVy7l3ZI6WH6Gx8dwqqCtBoanSb9VreWO6w9uZNemy6Q2DcXeWAYJ3X4TzUm+pFb6QtqS9BeqxrqXZP4vXxqG1xrF5R3liO5Chx3+sYXeuGj7buFUWUhYIyJGTi9HFeFxVNFhOe/f1ZzPhkBv67678BHax2lOxw2C0VitIefxb+6dLUNCchR9QFpLtdVc5GZI8IqMbxofJDeOiXh/DK5lf8Xsysaq5CUlSS7edQ9JVp5psRxTqeWHO0OThlElfOylumDAB00nXCsRbvk8XV9asxNXYqdMy5QJiW0eKS+EvwXZ3/DXK3FG/B4MzWHcyDMwcHvXNaWChyh2M53DjwRry+9XWfz+PtgiqYnjLH6o6hW4K49F1PhqUMw+aK4Es82Xvn6Du4seuNSNInOdzOsRzenvE2HvzlQb92D28v2e5wnOjdvjf2nRVXjtCTisYKlwW0vml9sfus+F5IJ6pPuDRKFIjJ+uN5Hrd+fyv+M+0/DheMvVJ74b2L3sNt39/m92djf/m5AMrInJH4/VTwu86L6opcSuj0at8L+8v8y0J59o9ncbCiNbuE53ncteouPD/5eY+Liv+a9C8s/m2xX+eWY1XHbI3LgdYdvmJ7v7jjvCghiNZGiwq6bT69GedlnufX30yOTkZeu7yAFj+K64qRGZcJIDTvv6dzYpRW/A5NK29FeWO524bl9nq174V9ZftEvd9C9pz9AuCUzlPw5rY3oXtSF9C/naegzPnZ52Nj0UaU1JegY7vWILP9xRzP8zhRfQLfHPrGazaQINGQGNACX3VzNd7Z/g5OVge3GC44XHHYJQujQ1wHh0avnvx+6nevzeP7pPbxK1P1cOVhdEnqAqC1DEqoXuN/d/0Xdw+7G0v+WOLXceR03WnM7TMXH8/+GBpWg57te6J9dHt8e+hbbDq9CTzPo8XSAp7nYbFa0GBq3dFqP08DWj/TYoK37pQ3liNOF+cxA+L9We/b/s1CbUTOCHRJ7IKvD35tu23ZrmVY0H9B6/3ZI4Iq6VTdXI0oTVTAC+b2eLS+rzG6GNv7oCbHq4+ja3JXJEcFHtAsa2wNsrrLyhLM7zcfo3JGuQTNXvzzRczpOcfjwnV2QjbMVrOtpGtBVQGWzVomuln0kMwhAWW9/2fzf3Bh/oUut4vJKDpScQTZCdnYeuNWLOi/ALcOvhX/t/b//Pr7tcZajHh3REjKKP9Z+KfbeYggIy4DJXUl2Hd2H/ql9fP6GtvHtMfEvIlYtmuZz79bY6xx2FQyOHNw0CVhd5Xuclh8BlrPO96yl8xWMx5f+zimdTlXGnRktvj5jXNfwOToZNQZ6xwCU56+O/4s3gKtn68HRjyAW4fcik8u+QTPTHgG964OLGvRneK6Yttcql96P2wt3upwv7fA9IS8CXjnondEZwj4o52hXcjK26nRluItDt+LXqn+bQBeunEp9p1tnT9/vOdjPLHuCXyx/ws88qtrBsrGoo3ITsh28yyukqKSHL4boewpY2/pBUtxz0/3iFobaLG0uMwdvInTuWbK+PscXZO72oJkZqtZ1PUfUTcKypCwKKkrwYxPZqBDfAf879L/4WjlUTy34Tnfv+jEebG1c2JnHK703GBUjD+L/rSVbhEwDAOO4Xwe7N01UnTWL72fxxR+Z/Ut9Xhr21uYvXw2ntvwHGZ2m4l4fTzmfzVf9I42d9k7wfaVabY2Q8+4now6ajuK7itTa61FHOvazFjQVdcV+4yeF85rLbU4bT6NHnrXBb80TRoMrMGvHjeAY43QQEqoODtS6b5niGBOrzlYeWSlzxTjNQVrPAZ3gukpc6L+RMBZMoLhqcPx0+mfsKJwBZYdW4aihuB6JpU2laK4sRgDkwe6vT/BkIArel8h6oJQsK1kGwZlnuv1MD5vPH4pCLyvTHVzNRIMCS63a1iNbbFXDPsa1c46J3X22iwZAN7e/jbGdhzrdiEkOyEbC/otwJvb3hQ1FkGzudm2iyk/KT/o46nJYoKG1bhc5PdP7+9Xz7ET1SeQm5BrO+59vv9z9EjpgT5pnhs1JkcnY0D6AL8C0HtK9zg0f5yQN8HvXfL2dpbudFlAEIjJBthUtMnlfCTGjYNuxNvbXUtD+XKg7IBt8WFkzki/6se7fb7yA14X6sQsdO8pdSzL4AnDMOid2ltUsM9dRuxtQ27DyiMr8crUV/Dqlld9PoezM/Vn3AaOOiZ0xPaS7fju8HfIjs/Gi1NedNjZe6D8APKW5uGWwbe4LUnn7KJuF+G7w/5vOvjHz//AY789FtBrc+dkzUmXoHKH+A44Xec9KGM0G/H8n8977Z0zu8dsfHXwK1HjOFR+CF0Su9iOMaEKJgPAhqINmNR5Eromd3Woi+5LcV0xsuKzHI5PKdEpWH18Neb2mYuXNr2EQW8OwvSPpyP26VhEa6Nh0BhcgjJdk7v6PA94sqd0j60ZthTuGHYH/ru7tdyolbdic/FmWwnWYBuw/3DkB0zuPNnl9mBKcKmxfJmVt9rmIKkxqX71ObRX1lDmUjrMWXJ0Mv4x8h/4dO+ntttO1ZzCJ3s/wS2Db/H6u1f3vRrTPpqGkroSvL3jbYeen77kJOTgVI1/vQ9/P/U7Vh5ZiZsG3+TxMd7OXdevuN7hWnBUx1HgGM6vfoZ3/XgXojRRQW8OA1qPY96C4Omx6ThTf6Y1s1fEfOPmwTfjf/v/5/UxJosJWtbxfDYkc0jQr2db8TaX3m2DMga5zShssbTg4z0f46JPL0KXpC64dcittvsmdpooem7o7tp+YMZAW2/E41XHkfl8ptu+l0J5RH9M6TIF/dL7IVYXi16pvZAVl4U1BWv8eg5Pfjj6A8bljgPQOr+1z06pNdZi8JuD3X62w7HLv52hXdDX3Wrz2b7PUFBVgIaWBnSIPzenHZI5RPQm5Ud/fRSf7P0ESzctxb83/htzv5yLn479hJu+az3+Ce/Jc388B6PZiK8PfY2bBnk+NtpzDso0mUKfKSP8nSmdp+DXAu/ZVoF8jrWcFiar47Wav3ONuX3m4rUtr2HL6S2Y/N/JmPjfiW3a94fIHwVlSMg5HwALqgow98u5WHrBUlzd92pEaaOweOxi7Crd5feF9K7SXQ51TRmGQXpsOkrqfJfP8ORQxSG3zb96pPjuAXCg/IDPoEx2vLh6xIU1hbjo04sQq4vFWzPewtsz38bQrKGY328+zs86X/Si9P6y/eiZ4jimYPvKOPeTEfiTKQN4P6klcokw8ka08O5PWj/U/4CpsZ53FU+LnYaVdd4bi9qrM9YhTu8YJEqMSgx4gni24Szax7T3+hpZhsXF3S/2GSBYe3Ktx6BMMD1lTjacRMeYjgH9riBBl4DRaaOxq3IXypvL8eHxD4N6vg+OfYBru1zr9TEL+i3Ap3s/Ff35dd7lNrrj6KAyxbYWb8XgDNeeEEDrTkAxO4CFYIUnI7JHeD0enqo5ha8OfoXbh97u8TFX9L4CXx/6WvROy4aWBsRoz5XIYxgm6IukfWX7bCWb7DnXGfZl3cl1GJM7BhzD4VjlMbyx7Q0sGrXI5+/97by/4c3t4gNTe87ucVhIHZcXeA+i0vpSxOpiPS602++c8mT7me22Plf+6J3aG8eqjvm9y/Zg+bmSXrG6WLRYWoLqK3Ow/KBDPyF77aPbi2rOufr4akzsNFHU35vaZSp+OPqDz8fZ95MR6DV6rLhyBW477zYU1hb6Vcrn0V8fRUF1gdum6gzDYGiHobhuwHUYljUMdw67E8lRySipL8Hfvv8ber3aC4+PfRyX9rxU1N8amTMyoAXtotoiFN5ViB1ndvidbeuOu0w/MZkyGwo3YHr+dFvWkDv90vthz9k9osaxsWijw/lxVM4orD+1XtTv+tJsbka0NtrvDOeTNSddPgt5iXngGA73j7gfL2x8AVf0ugInqk+g2dyMWF0s2ke3dwnKdEvphp1ndgZ08e4u8BhO8fp4WHgLmkxNrVnDHcfa5kOdEjsF1PfstxO/Ye6Xc/HW9rdwWa/L3D7G376NDFrHFK2NbpNMmfLmcrxx6A0UNoSuBFGofLH/C1vPM7PVjAFvDAjos1bWWOa17KJgapepWH9qPepb6rFs1zIs+WMJ7hh6h88Frtk9ZuOp8U8h84VMzO87321/RU+y4rP8CjbVt9TjkV8fwfuz3vc4R0s0JKKq2f286EhF62as/17s2P/wwVEP4qM9H4kaQ2VTJRpMDXho1EMhafpeWl/qNdM0IzYDJfUlWLZ7GSZ0muDz+aK0Ueia1NXrHO541XFb2WBBnD4O9S31QS3wO2+yAlrLTdsfn49XHceagjWY/9V8HKs8hkUjF2Fh/4UOn7N+6eLLsx6rOobOSZ0dbpuQNwGrjrb2pVm6cSm+vfJbfH7gc5ffrW+pR5zO8wZEMR4d8yieXPckfjjyA842nMX2ku0BL+juPLMTQ7Navz9psWkOmYXHKo+huK7Y7fVRrbHW7Wa0UOqf1j/okrlqYrKYcMvKW3DlF1fi5sE3O9yXl5iH03WnffZwOlp5FGtPrkV5Yzk+2PUB7l19L24edDPO63Aevr7iazw48kEcqWwthX3/z/fjWNUxWKwW0VkiLkEZc5NL2dtQubL3lfhkr/devWWNvjcQtIUhHYagvKkc962+D59f9jnuHHonLv/8csqYIR5RUIaEVGKU48T1dO1pXPftdXh/1vsOgQ+GYfDa9Nfw6K+P+lX7t67FdSF9cqfJWH08sGZxRrMRWlbrts75wIyBPmt72y9oeSJMCr1NSoWyRG9c+Aau7HOlyy6bvw/9O/67+7+iJmXO/WQEXZK64GjlUZ+/784p0ynkaHJcbo9hY9DI+67JbeWttgthb3J1uTjRcsLl9gpzBWqsNeik6+TxdxO5RKRp0nDQKK6Z9raSbRiY7pidMThjsEtqt1hrT6zF2I5jfT5uSpcptom9Oy2WFrRYWhCri3V7fzA9ZUqaSpAZnRnQ79q7NPdSPNzvYdzd626UNJWg2RLYgl+VsQqlTaXo0c57CUC9Ro8hmUNELZLxPN+6Y89uYTxGFwOO5WzlMPy1+thqj0GyGwfdiGf/eNbnopB9nxt33KWeZzyfgaOVR2GymHDrylux9IKlLo1b7XEsh6v7XG3breyLc/AKCH6Bc2vxVltJQHu57XJRUF0g+nn+OPUHRuaMxG1DbsO4D8bhpakv+ezfBbSW5TBZTKIW/wHXfwPh4iGQXgOf7/8cl/V0v3AItGZsCY1NK5sqXQIoQnkjf1Lk7U3pPMX/XhhOmS3nZ50fVNaBt2zB7indsa/MdxlB52bB3ozqOEpUds+OMzu89iTokdJDdIZCo6kRL/z5AnaU7PBYUmfp1KWY0mWK7fyfEZuBRb8swsHyg1h51UpcO+Ba0TvvMuIy/C5fZuWtYBgGDMNgWNawkPS1O1l9Eh0THAMrYjJlfjr2E6Z0meL1MSzDQstqRQWPDlccdujNJbbcrC8ldSW22vvDs4f7DLbbz+nc9YKa22cuCu4oAMuwyE/KR7/0fhjSYQgmdZqE/KR8tI9p7/I7Bo0B+8v246FfHgLQWjbzne3viBr/6drTDjtnpTC3z1z0ea0Pnlr/FOb3m2+7nWGY1jrtfp6D39j2Bm4dfCtemPKC215VAJAZm4niumJRz2efSR6jiwlpT5l6Uz3u23ofntnzDHq064Ele5fgi5NfoMJY4fHx4a45f9nnl9lKyTw+9nHcMfSOgK4LSutLRfUYYBgGwzoMwzcHv8GCrxdge8l2XN33alF/Y0zuGBTcUYB5/eaJyigUZCeI2wgHtM7bJy6biEdHP+q150BOQo7bEok7Snbglc2vYFb3WS73ZcRliP5crj+5HmM6jkH/9OAXqfed3ed1rgm0btQrrC1EakyqLUjny02Db/Kaib21eKtL8ARo/bcT+364c6b+jMt70zu1N3aX7gbP89h5ZiduWHEDVh5eiesHXo9Hxjzidv6g43QwWU2iNl+4y2of3XE01pxYg492f4QTNScwufNktxuYQpEZkGBIwDsz38GGwg2Y89kcfLDzA0z9aKrfJYAF9mscLMNi+d7lAFr7NV074Fq388byxnKkRIW+bJm9ARkDAio1qEYNLQ34/dTvmJo/Fe0M7TA+b7zLY+b2mYsvD3zp9Xn2nt2LeX3n4ejtRzGj6wy8MvUVzOw2ExM7TcTkzpMxPm+8Q69Gf3uVJhoSUdnslCnTBuXLAKBju44obSj1eh7feWanw2bucPpo9kf4dcGvSIpKwpxec/D38/6OS/53Cf65/p+q7GdHvKOgDAmpLoldbNkl/9v3P8z/ej7euPAN5CS4LujH6+Px4pQXcfdPd4t67prmGre7TyZ1nhRwUGZ7yXaX3bOCgRkDfU4WGk2NonYA5MR7n5R+vOdjjMoZ5bHet4bV4MreV+LjPR/7/Fu7zuxyewK6pMclohdrnZ0wnUBHrftdrrFsLGot3i+066x1iGfdX1DbG2gYiI1Nrk3dV9avxLRYz6VPBBfEXoDVDeI+C1uLt7o0bh/SYUjA9Y9/PeG5n4y9LkldcLTK80Xw6mOrbanm7gSTKVPbUot4re/3wR/j08fjl5LASoMtO7YMczvNFfXYmwbfJKofT2FtodvjzbQu0/DtoW/9HqOVt2L7GceyifYy4zIxs9tMvLPD+8LZ4YrDyE/2XNqOZVjE6+NtwYST1SdR2VSJzac34+bvbsYNA2/w+vuCq/pcheX7losuE9U71TGrZUzHMUGVsPIUlBEuCsVmIwjv46TOk7Dv1n0+MxLtXd33any0W9wO1UZTI2J0MQ63BdqDa9WxVbigywUe7x+fNx5fH/oab257E5f+71LMWj7LITCz+fTmoMoPzek5B5/t/8yv3zlZc9Ihg+GSnpfg8/2uuz/FajQ1egwqiVnobjY3w8pbRS9qGDQGxOhifAYtnJuiOhuWNQwbi1zPPYIWSwvino5DQVUBblhxA24adJPbLBlP0mPTsWzXMvw07ydMy5/m1+8CrVlG9s1TfSmqLUJWXOvfGJA+wK/SgZ6cqj3lcmztEOc9KMPzPLYUbxGV/TU4U9ymiCOVRxzmSgzDuOzODIR94C63nfceX4fKD0H3ZOvi/srDKzEkc4jLYxiGsS0mX9brMgzJHIJXp72KmwffjEEZg3DXsLvc7sw/8vcj2Fe2D1uLt2LppqX4+w9/FzX+otoiSTNlgNbXuen6TXjjwjdcatD7+o65U9NcgxE5I7x+fny9V/Yqmips/R5CWb6M53k8u/dZzOs8D/8a8i+MThuNpectRaO5EQ9sewAn6x3Ht7NyJ67941p8dUpcyb5Q+LXgV1zc/WK8OaN1YT1GF+N3mT4AWHV0FR797VHR5+Reqb3w4Z4PMbPbTAxIH+BXGRhPPfi8aR/dXlQQ22w147HfHsOaBWswLs/znBtoLQ30Z5FjBsuOkh0Y+OZAfHfkO4zIHuH29ybkTcCdP97pcz629uRajMkdg8SoRJQ1Bl7VAABe2/qayy56Z4lRidh3dh8yY8Vv0urZvidO1pz0+J3ZULjBbSm0YVnDAs7+8RTgYBimtSTumdag2Nsz3sbzU573mWGbn5Tvc5G5urkaCXrXDBGO5fDFZV+gqrkKr0571TYO5/eq2dwsuv+RN3mJeXhi/BNYu3Atlk5dio9nf4w7frzDr89Go6nR5d+vb2pfzP1yLiYum4jXt72Oa/pf47YvV3ljeZv0krF3ftb5QZVWV5P3dr6H8cvGY1TOKPx49Y9uNxOPyB6BTac3uf39kroS3L3qblspaAD4/LLPccuQWzA1f6qtpOSojqNQ3liOpRuXIrddLl7c+KKtD5sYWk7rUNK7ydw25csEfxvyN6/9uzaf3uz2mjQcWIZ1ON+NzxuPh0Y9hKz4LMz4ZAb+t897SUiiLhSUISE1NncsPtr9Ea755hrsLt2NH+f+6HUhsV96P2hZrajGyrtKd7m9MEuNSUV5Y3lA5Tl+OPqDx0W0zkmdbU2m3alvqRd9oumT1gd7St2X5qgz1uHdne/irmF3eX2Oq/tejQ93f+hzUfNo1VG3wZ2xuWOx6fSmgKLz9dZ6xHHu07F763tjZ/NOr79fbilHMue7xm66Jh011hqHSefRlqPQMBq35dOcxbAxyNBk4JTFd0m1bSXbXBbaB6QPsNUM9tfxquPolOg5k8dep3adcKzymNv7Pt33KS7vdbnH39VxuqDqkgZTg92dSZmT8HPxz37/XmlTKYoaizz2knGWk5ADC29BYY33HXfbS7a71J8GgCv7XIn3d75vq7krdgFvY9FGnJ91vtd/t2sHXItP937qtXTUkcojDru7PT3PK5tfAdC6wP/EuCfw/J/P47wO5+Gi7heJGq8/WUXOpbsAoEf7HgHvxgNagymeFpy7p3THvrO+MyWce/g4Z0f6Mj1/OlYeWenz4tVTA8qpXabihyO+S2LZK6otQrw+3us5Qcfp8OHFH6KgqgArr1qJS3tc6hAoX1Owxu3uN7E6xHdAZVOlX+nxPM87XNx1T+mOo1VHRfdJsldSV4KM2AyP9w/OHIytJd4X3TcWbfTaoNida/tf6zOboMHU4HUDxbCsYV4zhA6WH0RGbAY6vdQJH+/5GPP7zcdP88RnJdW31CMpKsnthbQYEztNtGVZiXGo/JAtA2pARuDnNXvuGp36yn5Yf2o9RuaMFPW6J3eejE/2fCLqe+scSA22kTzw1yLrX3MChmFg0Bg8ziu3Fm+F2WrGfT/dh88PfO6zR8aNg25EWmwaYnQxmN1jNi7ucbHHjAGO5XCi+gSGvDUEK4+s9LhgLGQEWqwWNLQ04ETNCbcbEsItOTrZ7bzf3/fI3Q55dzq26yg6sFDReK7fQ4wuJmTly9aVrkNWdBb6Jp4L/LIMi3md5+Hx/o/jjcNv2G5vNDfi9UOv490R7+LXM796zKQJJZ7n8fjax/H2TMe+Y7ntcnG86rjoRfP1J9fbAqdiz8tjc8eiorECb814C/+a/C//Bh4AhmEQq4vFscpj+OnYTx5LP+8u3Y0R2SNEbaxz3qhRUFWA23+8HYtGLsKx24+5ZLwJ7htxH7Ss1uNCqWDv2b22hdJuyd1wqML3NbG9isYK8DwPnudxtPKo1957QOtmhoLqAmTG+Zc5P6fnHI+bNo5WHUXnxM4ut5+fdb7fwViBc8lye9Pzp+Obg9+gpL5EdM+hoR2G+nwvDpR5LkveztAOfzvvb7aMxERDIqqbqx0e02Rum8yAtNg09EsTX4INaC1P5vyezO07F/3T++PPoj/xzRXfoEf7Hqhocj0GBdIbx18xuhhEa6P92nCiVnXGOsRoY9xe3wrc9dMyW83YX7YfV391NUbmjMQlPS7B+dmu/aaEa1wdp8PbM9/G/rL96J/eH9HaaFGVTjzxdJ0VKlPzp6K0oRRLNy51W7Fi/an1AfXpbCsjckZgfr/5+Hj2x1h/cr2oa2KiDhSUISE1Mmckeqf2xk2DbsKT458UlXJ+7/B78a8NvifqO8/s9JjVcnWfq/HWtrcAtO6sEZMybraa8UfhHy7ZEgKWYZEdn+3xYm9T0SbRdY77pPbxWC/98bWP457z7/H5b2XQGDCx00S3jQUFPM/DYrW4LXHEMAzm952P93a8h92lu3HLd7eI2nFTYa7wGlDpb+iP7c3bvT5XpaUSSVySx/vtJXFJqLS0LphbeAtW1K3ARXHiFqQBYHT0aGxo8d3srqqpyiVtXyhn4e8utRPVJ5AVnyU64DGlyxSsOuZawqzR1IiqpiqvJUhYhg1oF11blcmI1kQjShOFOlOdX7+37Ngyn71knP39vL/bghaebCt2DbYBrWWpvrz8Szy85mEs27UMg94c5LWMnOCTPZ/git5XeH2MjtNhdo/Z+PHojx4fI9Qd92ZSp0n4s+hPFNYU4qM9H+G2Ibdh243bvDafdefmwTeLyio6XnXc5YKNZVjE6mJtC608z/tspCiobKpEvD7e4/dAbHmt/WX73falEUvLadEntY/PhWh3zVyBv5ptVx62XSiW1JV4DGbvKd2Dm1bchPtX34+/n+d7R3vHdh3x9MSnEaWNwtV9r8Zn+z+zlcncWrzV7Y57f0zLnyaqxwrQWjPcXZnEMR3HBJQptOm093OiQWNAi6XF68aC9SfXY1TOKL/+7oROrc1rPQWSTlSfQE6898XqnIQctFhacNvK29weK/ee3YsHRz2IgjsKwD/G25ryinXrkFux8brAFqYA4IIuF4h+XwHHXnkdEzoGXd5LWPBzxjCM1/fz14JfMbWL515w9oZkDsHZxrP44sAXHh9j5a1uAzyh6Cuzq3SXQzZVn9Q+Hsu+FdYW4tbBt+KlzS+1BiPjPAcjA7HyqpV4d+a7mNplKjSsxu1iw8ojK3Hb97fhrlV34covrgTP817LW0ptQMYAbD8jvlTNrjPuN2I565jQ0W1pKXfsM2WitdEhKSFitprxacGnmN95vtv7O0R3QKwmFl+f+hrFjcW4+c+bsaDzAsRqY3Fb99vw1uG3gh6DLwXVBeiT2selh9GA9AH45/p/4sbvbvT5HLXGWty88macqD6B4rvFleUCWjfObb5hM1JjUtt0x7S95yc/j5u+uwmLf1uM5fuWuw0cby3eKjozNcGQgPqWelisFlh5Kwa8MQCLxyzGPyf80+fvXt33anyw8wOP9wtzQ2HeNC53nF/Zylbeikn/nYQXN76IpZuWip5DVDZV+p2xOafnHLy38z2XRXShn4y7uV9+cj4OV4orDepsW/E2j4vQQ7OG4tN9n+LOoXeKfr6hWUOxqch7UMZdWV9P3GWKNpub2+xzPqPrDL82DLkrJ9uzfU98efmXWNhvIVKiU6BhNW7nTuHIlAFag2v+lt1Vo6OVR3Hs9mNuSwQKGIZBlDbKIZttW/E2zF4+G7cOvtW2IcTXJhmGYfCf6f/Bc5Oew9mGsy7nDX+EopyfL+/MfAcMw2Dxb4sdbq9urkZyVLLXfq5iiC3B74+02DS8PO1l9EoVd6whykdBGRJSDMPgliG3+BWV7tm+J2qMNT4bM+44s8PjBdoVva/AN4e+QaOpEVd+cSUuXn6xx+cRFhZWHFqBC/Mv9Hpyurj7xfjqgPvyAutPiV886p3a221Q5j+b/wOWYTEt33dpLgC4fejteHnzyx53Qp+sOek13f/y3pfjh6M/4N6f7gXDMKJ20x9oOYCuOs87/LWMFrnaXBwzuc/8AIAKSwWSNeJ23ORp81Bgau098XPDzxgePRwxbIyP3zonVZOKRjSiCZ53i5+u9dwQt3tKd7/r77+/831c2ftK0Y8fnzceawrWuNy+4tAKzOg6w6+/LVZVSxXa6du1yXMPSh6EDWd9B8IE9aZ6FDUW+ewl4+z8rPOxt2yv111Ve8v2upTkEsTr47H0gqU4VXMKX1/+tceyh0+vfxqvbXkNLZYWHKo4JKpMxwVdLsDPxz1nDJ2qPeVSzsUZwzD4x4h/YMqHU7Bk4hKX3eBi5STkwMpbPWZjCSy8+wDuyJyRts/nFwe+wPhl40X121i+d7nXz++ojqOw7pTvxYbjVcddmqz665oB1+C9He95fYynklYMw+CZCc/gjh/vQGVTJSb9dxIeWfOI2+f45+//xKzus3BVn6tszVTF0mv0eO+i9/DQmodww7c3oHtKd79q57tzSY9LvC5q27PPprB37YBr8czvz8BkMfn1tzef3uzz36BX+15eM7G2lWzzu9QAy7C4dsC1GPLWELy9/W2X+9eeWCuqtOSyi5chJTrF7eJ+cV0x8trlBVROB2gtFyOm/KAnqTGpqGyqFN3Q/GD5QXRLbg3KMAwTcIaOwFuz1ERDosfMww1FGzyWfnTGMAzev+h9PLfhOaw94b6kyamaU24XEnul9sL2ku0BZUwL6lvqHQJt3krYnqo5hX+M/Acu7XlpyAMyQGvpmoX9F+LxsY8jK8594/KtxVux88xONJub0bN9Tzw5/smQjyOUdJwOHMOJLhkmthZ8x3big46VTZW23d8GjQFN5uCb7n564lNMz57udTfwA31aS5g9v+95PDHgCZyf2rpTuXtCd5Q0lTg8tqbFe6PmQKw7uc5tBmJGXAbeu+g99Evrh4pG7xk7u0t3o7CmEGcaxGUwSSk7IRtfXv4lnhj3BKZ0nuI2Q+tY5TGPJaPdGZQxCNtLtuOpdU9hYf+FmNBpgqjf65feD/Wmeo/XFb8U/IJJnSfZfh6WNcxn4MDejpIdmNJ5Cr47/B1+PPoj/m+c51I+znxlbzuL0cXgnxP+iUU/L3II0q8pWINJnSa5/R2WYWHQGFBn9G/jFgBsLXHfpwZo/f4e+tshh387X/La5fnsbbjvrPhyuR3iO+B0rWtQRs8F1hfQl+HZw7GhSPy11rHKY27n0jkJOfjP9P/Yfna34SJcQZlBGYOw88xOn48LValJe1be6rMHS6QobShFakyqz8eNyhmFuV/OxdSPpoLneRyvOo5HxzyKS3pe4tff07AadEnqgusHXo/rBlzn1+/aBzCazE2ishGDwTIs/n7e3/F74e8O57GdZ3aK2tjhifC9aMtAKyECCsqQiHDP+ffgmd+f8fqYsw1nkRab5vY+juVwz/n3YOS7IzGm4xh0Te7qdpHgQNkB9Hy1J3469lNrLdUB13j9m5M6T8L3R79Ho6kR5711Hj7Z84ntvu0lnvtMOEuMck1x/mj3R9hduhvPTnxW1HMArTv7bh96Ox5a85DbSZR9+Q13NKwGK65cgVVXr8KMrjNETYR2Ne9CX73nWvwAMCRqCLY1bfN4f6WlUlT5MuBcUIbneRwwHsB5Bv97LAzRDMFOdqfH+/8s+tNjiZwre7eWuRKrrKEMm05v8qvsULw+HkaL0aUM2fJ9y3Fpz0tFP48/SptKkW5omwvpaR2m4YfT4ndvrS1di0kZ4i+kBAzDYPGYxXjwlwfd3s/zvNsSO/b6pPXBw6MfRs/2PXGsyjVowfM81p1ahw1FG3Dp/y7FtQPEZfN0SuyEEzUnPN7vXCbKk3F547Dv1n1+L/A7e3zs41j0yyKP959tOOuxUe/8fvPx8uaXYbKY8Oa2N1ubFXrIllnyxxJsK94Gs9WMzw98jst6eW50b9AYwDKsz4urY5XHRJcC9KR3am8crz7udaHJ2zF8QMYA9EzpiUn/nYR3L3oXB8oPuH1crbEWU/On4sKuFwY0zsy4TLx70bsYmzsWSyYtCeg57KXFpqG+pV7UBez+sv22kin20mPTMa/vPLy29TXwPI+aZnGLhHvPeg6ICkbmjPRYJsxitcBsNXv9/npyVZ+rsPWGrVi+b7nLuV9svy8A6J/e323j67IGz0GJcBFTekVwqsax/0u8Pt5lDuKPg+UH3X5WAM+Btl1ndqFHSg+/Ao0xuhh8esmneGr9U9hdutvlfk99l1iGxewes3H9t9cHlBV6tuGsywKUt6BMcV0xMuIysGzWMrw2/TW//54YDMOAYzl0SuyE41XHXe7fe3Yvls1ahgdHPYhnJj4T1OJDuIzPG49fT4jLvNxVugv90n0HZdJj00X1EAFayzwJu349ZSD5w2gx4s+zf2J6h+leH8cxHO7oeQeeH/I8OsY69mfUMlpbn8CvTn6Ff2z7B+7YfEdAZWE9+aXgF4/9NqZ0mYIeKT1sGy88fX92ntkJLadFnbEu5GVw20K8Ph4TOk1An9Q+bo9PBdUFosteAcDMbjNxzTfXYN2pdXho1EN+jeWBEQ/Yqjk4W3tyLcZ0HGP7OT02HaUNpaKf+8+iPzG642isunoVvr3yW7/em0A2CgzPHo68xDy8se1cSb5txds8Vp0AWrOkVxxe4fffOttwNqQBQKG03dKNS/HO9nfcZnnuL98vOliXFpPm9r1qq++HltMiWhst+lxeUl8iqkSdu9445Y3ltqzCtpSfnO9xfi2oaa5B7NOxKKkr8fo4f60pWINbV97aZpUkQk3M5+rSnpciKSoJWlaLjUUb/Sqt7s7Ng2/GqI7+Za/bazK1TTk/ZwzD4MGRD+Kp9U/ZbttRssNjhR1fdJzOlkHWaGpEtKZtA0uEUFCGRIShWUMRpYnCvT/d67acQKOp0efOk6n5U7HumnW46/y7WmvyuulTs/LISiyZuATfHvoWfxvyN5fyVc50nA6X97ocw98ZjkUjF+H9Xe+jtL4UJosJPHi/Fhu0rNa2CF9UW4SP9nyEV6e/6vfkbVb3WWgf3R53rbrLJeVYTKCIYRgwDINuKd187n6vtlQjio2CnvX+b5+pyUSJucRjGZNqSzXase28PocgTZOGQlMhvqv/DpnazIAmt700vXCCPeG2Ti7QWiLHU1BmSIchOFhxUNRC5JqCNbj888vx7MRn/R7nhLwJDuWu9p3dh+So5Dar4VvaXIq0KPdBzWBFaaKgZbVoNIsrBbK1YiuGtg8s6DCkwxBoWa3bnY/FdcWiG5c6NyO0f47s+Gy8M/Md/PuCf/ssXSbwVlbO38afobigy0/OR9fkrh6zRXaU7PC4C7mdoR3m952PaR9Pw9jcsRiYMdDtseJ07WmsO7kO962+D4/9+hhmdp3pM018XO44n6WxTtWcQseEjl4fI8aikYs8BvCAvxZl2nlelHl49MPYeN1GnNfhPLefF7PVDC0bXGYL0BqYmdt3btDPI7gw/0J8d/g7n4/bV7bPYxBlXr95WHlkJS769CKMXzbe5yKAUNbF1/s/PHu4xwzNguoCv3YuO+NYDo+OfhR3r7rb9l00W804U39GdDZDVrz7rISyxjKPQcxwmdx5sqi+Mk2mJpcsuLx2eSio8r5D2JutxVs9LvpnJ2S77BbmeR4P/PwAbh1yq99/Ky8xD+9e9K7bOc6mok0eSw5dN+A6xOniPGZAevNnoetGjaz4LBTWuu9hZuEt0LAacCwXkqbO3uQluu7u5nkeJqsJQ7OGBpy9JYVp+dPw/ZHvRT22xljjc44O/HXuFdmI2L58GRD8ufaXkl8wKXNSUM8zrP0w/HbmN1h4C1YVr8LLQ1/Gs4Oexd7qvXj/6PtBjU9Q2VTpNagsBP5+Of4LHv31UZf7txVvw99/+Dumdpnq8TsRqXq07+F20dffHdxDOgzBB7M+wOp5q/0O0PdO7Y0Vh1e4nJd5nkdVU5VDTxp/P0tFtUXISciBltNCx+lE/97v1/wecFmiB0c9iB+P/oh7Vt2Dp9Y9hb1le5Ed7zkTfG6fuXh3x7t+BUEbTY1tcmxdNHIRvj38LVYcXoFfjv/icN/xquPITcgVXQYyTh8XUAZQMCbmTXQZtyelDaVIi/F93ZcSnYLyxnKH22qaxR1/g6VhNYjTxXndQPVLwS8YmzvWa4noQLy1/S0MzRrq0ocl0tQaa0VXTsiKz8K7F72LV6a9ghc2voC1J9f63CzVlhpNjWHLMpnUeZLDsX5n6U4MyAgsKGOfSdtoamzzbB9CKChDIsZzk5/D+LzxuPDjC/HejvccylD8WiBup6tQeiI/KR9HKo+43L+tZBtGdxyNV6a9ghndxJWJun7g9dh+03Zc3ONiPD3hafzf2v9rbRzWwb/GYf3T+9t2XS7duBSPj3084Prfi0YtwqCMQbj5u5sdAiG7SneJroXrqc48z/N4pfIVbGzciK1NWzHQ4DsbiGEY5OnycMJ0wu39VrivA+8Oy7DI1ebigPGAzwwdb88x1jIWN6y6AW9uexOLf1uMn479BJ7nYeWt2F++323ZHsENA2+wlcHxVi//hT9fwLdXfuu2BJIv8/rOwwe7WutMG81GLPplER4Y+YDfzyPW2eazaG9ou0XF6VnT8eL+F0U9ttpYHdRY/jnhn3jk10dcFk//KPzDrybh7mrEHqk8gq7JXaHjdH7vLkqKSnK5sAFCk/kRiMfHPo4NhRvcZn55yxYDWrNlXpj8Ah4Y8UDrgk21607t30/9jst6XYY3LnwDAzIG4ObBN/sc0wVdLvB5YeWtVJI/RuaMRE5CDv7x8z9cFgMsVgtYhvW6AMIwjC3wnhOfg8Iax8WoM/Vn/G6UGw6ze8wWVcLscMVhjztlWYbFF5d9gZemvoTrB1zvsZyU4GD5Qa/HVEFKdIrHi29PPX78MarjKHRP6Y4lfyzBgbIDWHdyncMuZF+yE7LdBmUqmiqCqqsdCoMzB2NL8Rafj1t5ZCUu6ubYh61TYiefZVu82VC4wePxwl1d/Y1FGzEwY6Df5XEEWfFZmN19tktT6YMVnj9neo0e94+4H5/t+8zvv7ehcANGZI9wuI1hGOg4nUu52Hd3vOv38wcjIzbDJROkvLFc8iBhILokdcGRyiNe51UAWjNe/SgBxDKsx55S9uzLl4XC+tL1mJjhPgNFrKlZU/Hj6R+xvWI7hqQMgYbVwMAZcEePO9BkacIXJ8WVo/SkxliDeH2818f0bN8TC79ZiFe3voqDFQdd7v9k7yd4eNTDGJ833m3WViRLi0lzW/I2kB4B3vo5+PLa9Ncw45MZeHXLq7bbPG2MSIpK8llOTlBcVxzQPGREzgjfD/KAZVh8fcXXGJEzArntcrFo5CKvc6kYXQymdpmKbw99K/pv7DqzS1T5Qn8NyBiAX+b/glenv4p3drzjcN/XB7/GrO6zRD9XnC4OdS3hDcr401+u1ljr87sPuF8PaDA1hG0h+sKu3jcS/Xz8ZyyZuAQ/HQ9d75m9Z/ci0ZCISZ0m+czUkdrKwysxMc+/80xOQg5GZI/AtQOu9av/YSiwDGu75moyhydTRpAWk4bS+lKYrWaU1JUEXIIvShNlW4ekoAwJBwrKkIgyLX8aVl61svV/fzTN1qPh+yPfi+67AgDtY9q7ndDWt9QjwZDg97iEgMLAjIEobyrHI78+gvn93Df19GRkzkjb7v69ZXv9rpvvbF6/eTivw3l4eM3DAFob1+s4nejSLxzLub0wrrZWI4FNwKGWQygwFaCPvo+o5+ut7439RtcSARbeAtbPQ83s+Nm4K/kudNf7XuTzJIPPwKuTXkVyVDIu6HIBNp/ejOkfT8fT65/GhLwJXi8gZnSdgZVHVuKeVfeg72t98Wfhny6PMVlM4Fgu4MlOcnQysuKy8O+N/8bs/83GLYNvCWqXuC/lzeVI0bddfeCx6WMBACfqT7TZ3xAkRiXizRlv4tpvrnVYMPv91O8YmTNS9PNoOa1LCbmyhjJRdXvd6dm+Jw6UuU7u3TXbDAeO5fDGjDew/uR6fLznY4f7dpzZ4XUHEcMw6JPWBxzLOaRx2xN6WOUn5+PSnpeKOvbkJ+W7DfDY4yGu1JsYD41+CL3a98JVX17lcLzbV7bPYzkmd9wt1hfVFnnsTSWl5OhkmKwmn9ktJqvJ687aWF0sctvlYmjWUGwr8VyeEmjtWXB+1vmixpcVn+US4AJay4v68554cv+I+6HX6LF47WIs/Hqh6Gw3oLV3i7tyJFbeKnkTdS2nhZbT+mxOvuvMLpf5RTCZMlbeikZTo8dznXNd/SZTE+Z8NgcL+i0I6O8JLu99Ob4++LXt52ZzM7Ss1uuxIS8xD0cqj2Bj0Ua//ta+Mvd9BCZ3muwSRL7u2+uQHhO+nhpJUUmoaqpyuK2otsjrzvRINrPrTCzbtczrYyqbKv1aTMlPyhfV98y+fBnguVSXGDzPo8HcgFhtcAteMZoY6Dk9fi75GSNTz81fGIbBTV1vws7KnXjlwCs4VR/Ybu6dpTs9NksX9Evvh39N+heiNFFue1bWGmtx65BbcX7W+X5di0WCSCm1NqXLFPy24DeHxeeP93zsEkAHgG7JvisZCKqaq8KS0eDO7B6zMbfvXFGfiesGXodXt76Kzac3i3ruzac3B32d7E1mXCb6pvXFfT/dZ7vtl4Jf/CpFHaePQ31LfVsMzyNhLir22CXm858Vn+WS7dpoagy4r6W/JneejDUnXPusCo5XHceQDkNQa6wN2d/cULgBF3S5AF2Tu4r+rknl7R1v+zWPFdw57M6Afi9Y0dpo2zy1ydT2PWXsDc8ejg2FG7C1eKtfmzSdGTQG27mQgjIkHCIiKPPf//4XI0aMQGZmJk6ebI3U//vf/8Y333wj8ciIFKK0UbhmwDVYceUKfLbvM/zj53/gSOURvxasEw2JqGqu8v3AACy/dDl+v+Z3n027nQ3tMBQbT28Ez/PgGC4kFwo3DroRTaYmLN+7HCsOh6ZJ/CnTKeRoc7Cg3QLckHgDOEbcQlQHTQcUm4tdbq+wVIjuJ2NPywRfFig9Jh2X9LwEw7KG4eHRD+O9i96DltPizmF3ev09juWw7OJlmNFtBj6b85nLbl0AOFp5FF0Sgwui/Gvyv5ASnYIXp7yIqflTg3ouX8qN5UgxtG3TximZU7CmxPPE2iYE18hdkrrggREPYOE3C207cvw9TqREuabsB1OmqEeK+zIZRyqOBLxjPFgsw+LNGW/ih6M/2HYpCr07/Cl14U4gZcYYhoGG1fjdRD4Y8/rNw7jccXjhzxdst60+ttpjjX13EvQJLheE1c3VDmVHIskNA2/AS5te8nh/TbPv3dMCT1mV9r49/K3oxbqROSPdljDbXx58pgzQ+pm/c9id+PSST/Hbwt/86hvAMqzbzQqB7KpuC2M7jvXY30mwt2yvy7+juxJYYh2pOOI1C6pDXAcU1Z0LWB4oP4AF/RagW0q3gP6eICU6BQzDYNeZXahorMCGwg2iAn+vTX8N96++H0azUdTfabG0gGM5t0G3MbljsKHwXGPl+pZ6XN7rcrw1031/iLaQGJXo0iepqLbI7zlopLhx0I34aM9HXhcVq5r8W2jul9YPu87s8vm4yubKkGW8FdQXIDc2NyTP1T+pP744+QXy4x03b7AMi//r/38YmTYSbxx+A4/vfBw1LeJ6fAm2n9nuMygDAHcMuwMfzv7Q7bVJfUs94vRx6NG+h23jHPHfmNwx0Gv0WHdyHTYVbcLW4q1uNxJ1S+nmtg+OJ5ESePKmnaEdPpr9Ef614V+iHv/byd8wuuPoNh3Tg6MeREVTBf72/d+w/uR6ZMRm+NXTLk4X/vJlANAntQ/2nN0TsueL07kGl5rNzX5lKwYjNSYVZQ1lbu87VXPKtgEhJTrF4+P8teX0FpzX4TwMSB+ALw98GVR517ZUa6xF++j2iNPHST0U0WK0MWgwtfa1bDI3ha18GQCM7jgaj/32GB777TGMygm8Fw5lypBwkzwo89prr+Huu+/GtGnTUF1dDYuldXGtXbt2+Pe//y3t4IikYnQxeGPGGxiZMxIvThFXFkngbmdhKAUyARZ21Iitky3Wc5Ofw2f7P8PrW1/H7B6zg36+SkslUjT+L94bWAOMvOsiSJmlDO01kVFmIy02DfePuF9UneKs+CyMzR2LbindcKjCtT/RieoTQZek0nJaXN336rAs2Fe3VCNR17YLyP2T+mN7pfvGyIJQNlSc0GkCpnWZhofXPIxTNaeQFpPm13ezfUx7lwl+MA2985Pz3TYJP1J5JKCGqqHCsRzenfkuXt/6Og6VH8Lvp34XndXgzem60wGVzeie3N3tdwr4q/5wG6S63zToJmwt3opNRa2N0tedWufXhD1eH+8SlKkz1iFOF5kXSlO7TMWm05s8NkbdX7YfvduLqzOdFJXksigs+Gj3R7h71d3IT8oXfeE1Mmckfj/1u8vtFY0VIS0txDCMJGUD29K0/Gley/81m5thsVpcznHe+qP4cqjikNegTIwuxiF7Z9/ZfeiTJi7D1peHRj2E/m/0x/2r78cvx3/BhE4TfP5Oj/Y9cGHXC0U3lF93cp3HcrRdk7s6HKtO155GVnyWuMGHSKIhEZXNjt+/03WnIzJLTwy9Ro/zs87HRZ9ehJc3vey2z0RVcxUSDeLnK/3S+2FXqe+gjNlq9tn3SqzdVbvRLyk05ZUuyr4Id/e8220WGMMw6J/UH08NfAoX5VyERdsXYV/1PjSYG2Dhfffo2Fm602evSYe/B9em3w2mBsRow7Nrvi049xySsrF3t+RuGPP+GCz8ZiEGZw52O2edkDcBK4+cC35VNFZg9vLZLpndcpMakwqWYX02bG9oaV3QDUfZpSfHP4nBmYMx+v3RuHbAtX79bpw+/OXLgNYeur7KAJutZtGbKmN1sW4zfsIZ7IvXx7vt5bru5Dpb+frxueNF9UsUQ7h+aR/THs9MfCbsZUnFOlB2ICSblcIpRhdj+zyFu3xZ95TuWHHlCvRL64cxueJLFztz7ikTzsASUSfJgzIvv/wy3nrrLTz00EPguHMnj8GDB2PPntDtAiDydWHXC9ErVVyfFEFilOtFbIulJSRNmYPRMaEj/iz8M6QX9RpWg+WXLscv83/xeyeFux3rddY6xLGBLTTqGB1aeMeLhgpzBVK4ts3QaEssw7q9UD7bcBZpsb4bKEYKng9dSShPNKwGHaI74FjdMY+PaTA3IIYL3cX9gv4L0GJpwZzP5ojqaWLP3WJzWWPg5cs6JXbCsSrX115SX4KMWHGNxtuKltPi7Zlv49bvb8VrW18LSUq7xWqx9VzxR790z7ua22rRk2EYvH7h61j0yyJsLd4Kg8bg1yQ7Xh+PGqPjBWNdS13E7l5jGAbPTHgGd/90t9v7957dK/q8yjCM20wRnufx/q73ManTJDw5/knRY8trl+e2L0FbH5/EitHG2BaFIk3npM5eM16+PPCl24xZDavx2cfDk8MVh/3aOLC1eKtfi8De9E7tjZp/1KBzUufWkovp4pq2Luy/0G0vLXc+3vOxx+Oh8O8mzJOOVx1HTkKOqOcNFS2ndSkfKbZXQKS6uu/V4NHa4++Bn1176VU3V/u1eal7SnccLHftheIslBlvh2oOoVt8cNlggihNFK7qdJXPx/VP6o/7e9+Pbwu/xb1b7sWTu570+r228lZUNVf5VbbZvvSMgOd5WWRjiNVgagh7nwXBzG4zkRmXieNVx3FJj0vcPiYxKhHR2mhbA/JHfn0EWk6L3078FsaRto2F/Rf6LF/4zaFvcEHnC8Iynsy4TCzsvxBn7jnj92alWF2sJEGZEdkj3G5ssedP3zGpgkv2hmQOcdszb+eZc0Hly3pdhq8PfR3032poceyXMzhzMLaf8b6hUCrHq463aWnztmBfBtNitYS99G/Hdh2xZNKSoDZgRGkpU4aEl+RXwAUFBRgwwPUiS6/Xo6EhMi+KSeRzl1Jc2RS6sgWBGpI5BF8e+DLki44cywUUxU8yJLmUeQsmKJOpyUSxybGEWaDlyyIJwzAuF75nG84GvHivZJfnXo7PT7iWexPUm+sRpw3tQvaSSUuwbNYyDMtyv9vZkyhNlG0njKDGWIMEvf99p4DWnTXuSuZEyoJGZlwmFo9ZjP7p/f2e5DNw/Q4Eqn96f+w8s9PtfW25A7ydoR3euPANPLHuCTwy+hG/ftdTpoxUCzti9Enrg86JnfHlgS9d7ttWsk30Arcnx6qOoUdKD0zNn+rXAjHDMB53RUaCREOiSwAuUgibBDzVsf/5+M+Y2W2mx98PZIf4tpJt6JvW1+tj7I8PhyoOhbSHVrw+Hg+OehDfz/1e9MV9akyqqPrzTaYmnKk/47XE3cickfjtxG8wW834/sj3fpU9bCtNpvCWBAm1rsldseLKFbhj2B04WH7QtvghqGqq8qs0pI7TwWT1XRLTOWMiGMVNxciM9j9TNFi5sblY1GcRXjv/NQxIHoDXD73u8bG7a3ZjRJZ/Dd3dbUCQO+dgnJRZrsOzh6PoriIYHzZiUKbnsnL3nH8PblxxIy78+EIk6BMwv+98t5sZIqW0pljjcsdh0+lNHu9f/NtivLHtDVzd9+owjqq1koK/83Q9pxddJjOU9Bo99Bq913PcmfozojcOesqUCaeJnSbihyM/uNxuvylEOOc5ny/8tb3EsaSjhtUgShPV5qXo9p3d5/fvnKo5FfaNIMGK0rpeW8sN9ZQh4SZ5UCYvLw87d+50uf2HH35Az57+p+utW7cOM2bMQGZmJhiGwddff+1w/8KFC1t3fdr9N2yYfwt5JPK5m1h5a1QbLud1OA9fHgx9UCZQ7nbE1VvrEcsG9u/UQdMBp82OzQKVEJRx13tETkEZs9Uctl3oebF5ON142uP9jeZGRGtCO7nhWC6g/gVRWtemtsGmKTsH8BpaGsLWLFOMUR1H4R8j/+H378XqYl2yBwINNDmXBLJ3uvY0OsS3XVme/OR8fHPFN+idKq50lyDB4NpTpq4lcsuXCR4e/TDe3Pamyy7yE9Un0LGdf/2AnBf0D5YfDLisgtCMU2C2msO+m86TaG10xGbKAMBVfa7Cx3s+dnuft4WY/KR87CsTvyhwtuEsyhrKUGes87mhpXtKd+w9uxf7y/YjPyk/IoLQYsrYrjyy0mcvvvn95uOVLa/grh/vwrpT69AjpUcohxmQcJcEaUu57XJRWl/qcJu/mTIA0D66Pc42nPV4v6eAZCCBSitvBQNG8uy+mdkzUVBfgKKGIpf7TFYTttdsx8Rc/4KICfqEiA2YB4pjOYdss1pjraRZrmKOjwMyBuDlqS/jpakv4emJT6NTYieXoIyVt0bEsdYfeo3eYxm23aW7cab+DL6/6vuImjd74vxvH86yeBPyJmBNgecenqdrT4vO0I+EoEzftL44UH7AobQdz/Muc8MR2SPwxynXnoT+2FLc2k/G3qicUT6zj4JxovoEhr0zzGUtwRc5BmWitdEu19ZyQz1lSLhJHpS57777cNttt2H58uXgeR6bN2/GU089hQcffBD33Xef38/X0NCAfv364ZVXXvH4mAsuuAAlJSW2/77//vtgXgKRiUg4qPZs3xOVTZURUwvc3aK0mTdDywRW5i1Lm4Uik+PFYTPfDAPru4dLJMuIy3CpgXy28WzADeFDwZ/Jf1VLFZL04ckSYxgG7XTtUGl034Oi0dw2PUMCEaWJcglKmiymoMocdojrgNO154JSRyuPokuivFLP3YnTxbkEJQK9ANWwGlh4i9vfL6otipigtT13mR11xsgtXyYwaAx4f9b7uGXlLbYFneK6YmTE+VdOL1YXa2vcKSioKkBeO88ZBt5M7DQRq46tsv1ca6wNOEMt1NxtVogkY3PH4s+iP11u9xVQvqzXZaLrplusFlz37XWYsGwCHhz1oM/HT+w0ET8f/xk/H/8Z0/KnifobbS23XS5O1pz0+phP9n6COb3meH1MZlwmUqNT8WfRn9h8/WZJFkGdd8M3m5tlnSljLzUmFaUNjkGZ+pZ6vwPeY3PH4ufjP3u8391zis2wcVbcKE2WjDv39LoH/7fr/3DznzfjkR2P4MuTX+JY3TE8vudx7KzeiX5p/vW9STAkKC5TxnnRucncJPn1oBj5yfm2vmg5CTkux7NIuK4NBMuwbjOv39vxHm4dcqssAjIC+/OB0WKEXqMPy9+9oMsFbjNLBLtKd6FfurjvfiQEZRiGwcL+C/H9kXNrcluLt7rMMSd1muT1OC/GluItLllqkzpPwjeHvrH9vL0ktOXMfjjyAxb2W4j/bP6PX78XaO9OKbmrQiE3Bo2BgjIkrCQPylxzzTV47LHHcP/996OxsRFXXXUVXn/9dSxduhRXXOF/zfupU6fiySefxOzZnhue6/V6pKen2/5LSpK2pBUJj0g4qAq7PdpyJ7g/7E86gmBS4VO4FJRZynw/UGbaGdq5XKTWGmv9qtMdSv4uJJQ3lyNFH76+PgOTB2J7hfsJbZOlCdFcZExuorXRLhNHIYMyUJ0TOzv0lTlSeQT5yaEr5SOVeH18SGtOd4jrgOK6YpfbI7WBdZzOtea2HDJlACA9Nh3LZi3D9d9ej5PVJ7Hq6CpMyPPdMN1egj4B1c3VDrcVVBcgt11uQGPqkdLDIXunurk6YoMykVJ+UJAem+6SWQAAu87sQv+0/h5/b1jWMLRYWvDO9nd8/o2XNr2EIZlDsPuW3RiePdzn40fmjMT6U+ux6fQmDM0a6vPx4ZAdn42iWtcMgg2FG5D9Yjau+uIqdE/ujpRo3+fGUR1HoaC6IGwLbs6cy241mZSTKZMWk+byeQ5kvj49f7rXJtCn61x3jrvbmCTGifoTyIsNLCAdaulR6Xj9/NdxY9cbcXO3m1HdUo1/7f0XOIbDS/1e8ruuvhIzZWK1jovORrMRek6a73KgYnQxLp/VhpYGxGjlE8AQJEUlucwnAOBo1VH0Se0T/gEFwX5zUbO5OWzH5dx2uThRc8Jj+bRdpbvQP72/qOeSqjeOs4mdJmL18dW2n59Y9wQWj13s8Jh+6f2w++zuoP5OTXONSyZmz/Y9Ud9Sj01Fm3Cm/gwmLJuAsoYyUWVQxfil4Bc8Mf4Jr6X73LHwlqB6o0gh0PNqJLEvwRYJ64dE+SQPygDADTfcgJMnT+Ls2bM4c+YMCgsLcd1117XZ3/vtt9+QmpqKrl274oYbbsDZs57T3QHAaDSitrbW4T8iP5FyUC25R/qm3wJ3uxmCqbktlHIQJqktfEvAWTeRxF3jZ4tVuomSjtP5Vce43FiOZEP4SsgNTh6MbRXb3N7XFuXLAtUWE8dOiZ1QUHWuEfeRiiMh7a8gFed+OS2WFmi5wL/b/dL6YVfpLpfbi+uKI3JXmF6jh9Hi+J2ra4nsnjL2shOy8d5F72HhNwvx3s73MKv7LL9+v52hnctCXUVTBdrHBJYtyDAMMuMybYG5muYayYLczpyDMkZL5C3gJRjOBcnqjHWoM9Zha/FWDM4c7PX3Xp76Mj7b/5nXxWue5/H90e/9KnMYrY2GyWJCrbFW8t59guyEbBTWFLrc/uneT7Hq6lV4fvLzeGrCU6Ke68reV+Lknd6zbtqS8zm/ySzvnjL20mLTXDJlApmvt49pjyZzE05Un3B7f0FVgS3rQGDgDAHt6D3ZcBI5MZFTUoZlWAxMHogO0R1wbf61eGXYK3io90MBPZdzpowcS2Q5c57rhTOjoS01mOQZlEmJdi0JLZDzZ63J1ASDJnyVISZ3mozfTvzm9j5/SrbHaGMcgpZSfeeTolr73D7z+zM4WnkU7QztXOaYLMOCARNwpn5ZQ5nHjRhLL1iKB35+AB/u/hBDOwxF79d64//W/l9Af8ee0WyE0WJEO0M7JBgSfJZVlTvKlCHEfxERlBGkpKQgNbVtezRMnToVH330EdasWYPnn38eW7Zswfjx42E0el7gfPrpp5GQkGD7Lzs7u03HSNpGpBxU02PTI2bS2RaL0glsAmqsrRd0lZZK2feTAVp3qEmd2m3P3/I64c6U6RDdAScbTrotT9BkaUIUFxmLSW0xcXSu+62UTBkdp3OoAx5so9z+6f2x88xOl9sjdbHEXUNXuZUQ6tiuI5Zfuhzvz3rf72CSu5I29S31QQWl7Gt4R3KmTLO5OawLLWKcl3keNp/ejPLGcnT/T3cMf3c4bv/xdq+No4HWBa9lFy/DNwe/wU/HfnL7mD1n96Bval/oOJ1fY0qOTva7XnpbSo9Nx5n6My63F9YWomtyV79K+Gk5raQBWOdMPSX1lAlVpgwAPDfpOcxePhv3r77fpb/M8arjLkGZQOfApxpOoWOsfz25woljOOhY/76/AudMGblmY9hznus1m5sjLtAeiEjrWSiWu6CM0KdJbuyv58OZKQO0ltzytsFCLI7lHIIcUmZiLpm4BKX1pbjgwwtwea/L3T4mIzYDJfUlbu/z5csDX2Jql6lu70uOTsYjox/B1uKtWHHlChTdVYT9ZfuD7mHz+6nfMTJ7JABgXO44r72A7AU7x5aKEjJlDBqD7TVEyvohUTZJgjIDBgzAwIEDRf0XapdffjmmT5+O3r17Y8aMGfjhhx9w+PBhrFy50uPvLFq0CDU1Nbb/Cgtdd96RyOMc+KCDqit35cuC1UHbwdZXpsJSoYygjDbGpZ+ClOL18X7V/C43hjcowzAMxqWPw1uH34KFtzjcF+mZMsE26uyU2AnHq88FZcoayyTtPRQqzkGZRlNjUAs1fdP6us2UidSLcg2rcSkZ2GJp8XvhWmqpMakuC5NixOniUGd0LG8R7Osf1XGU7eK0sLYQ2QmRseElRhcT8UGZYVnDcPequ9Hx362BtpK6EhTeVYjUGN8bm1JjUnHrkFux9sRat/efqD6B7ind/R5Tv7R+2FTkX2mOtuSu7CgAmK1m2ZUDidPFOWwMkeOxx5O02DSXAEqjObD5epekLthywxZM6TwFV3x+hcPn8XDFYZcNEoFuzDjbdBaphrbdRCgV5wC8XMp0euOSKWOOzM0f/mowNcjyutZdUKayqRLJ0fK7XnQIZpjDmynTN60vqo3VLufdmuaaoBbzg53fB6Nfej88P+V5fHn5l5jedbrbx/RK7YW9Z/f6/dw8z+OLA19gdg/PLQ4mdJqATy/9FFpOCy2nxYezP8RLm1/y+2/Z+/Hoj5ia3xoI8qcnTlVTFZIMkZF57A8lZMpEaaIoU4aElSRXJbNmzZLiz7qVkZGBjh074siRIx4fo9frodfLf/KmdnRQddUWJ84sTRYKTAXojd4oN5crIyiji3HZcRtMmbdguSsl5E2FsQIphvAFZQBgTu4cvH/0fcxbPw9PD3zatqu00dIYMZkybdHQO8HguMs00vpRBMo5KBNsRkucPs4l+6zF0hKxi6Xu3kOe520lG5XOoDG4lG8LNoDWJakLTtedRnljOQqqCjxegIdbtDbaobxEJAZlBmcORkF1AcbljsPInJH4beFvyIrPEv37fdL64J6f7kFRbZHL752sPomuyV39HtNVfa5CSV1gu1fbgrs+SHIVp3cNiirhvAL8lSkTgvJlAo7lMKHTBPRL74frv70ed59/N0Z3HI3j1cddmkZHaaMC2pjEQ7nHfudMmTpjHeL08g7KuCtJGWnHdDGEMobC3CvcmRmhkhyVjLIGx/6j1c3VSDQkSjSi0JAie/qlC17CZZ9fhlVXr7Idk9adXIcR2SP8eh77a1qpg30sw6JvWl+P9w/tMBQ/H/8ZkztPFvV8wkaMT/d+iimdp/h17ZIUlRRUpYwWSwt2le7CktQlAIC8xDwUVBf4+K1Wcs+UsVgtsj1PGjQG6ilDwkqS1Y/HHntMij/rVkVFBQoLC5GRERk9Pkho2S+INpoaRTV0VRPn3WPBZgkArZky6xvXAwCKzEXoY5BX00Z3Ii1TJkHvWkrImwpjBZL14Q+OLeyyEENThuKrU1/hzp53AvirBrYmMsottPVuHm+1i+XGOSgTivIfsbpYh4uOkrqSiOwnI4jULJ5w0Gv0Ic+qBIBbB9+Kd7a/g98Lf8ffzvtbyJ8/ENHaaJyuPW37ORKDMlpOi/9d+j9My58GAOid2tuv39ewGjw25jG8t+M9PDLmEYf7CmsLMbHTRL/HlB6bjucmP+f377UVdyX35LpI4Fy+TEmcM9OA0HznUqJT8MGsDzDnszn4fu73sFgt4FjO4TH2JUrEarG0QMvKv1eiJ87fG7kuDNpznusZzZHXJ0wMYc4kLCrLNeMnXh+PkzWOPbqqm6tdmq/LgX1wPNw9ZQAgMSoRM7vOxKtbXrXNoTYUbsAVva8I+DkjvSzeoMxBeGjNQ7h2wLXoEN/B62NXH1uNm1fejNEdR2NHyQ5suG6D338vLSbN7QYWMZ774zlc1usyh89Jp8ROOFh+0GdGslyPvUKWiZx739lv2KCgDAkH+V2Z+FBfX4+dO3di586dAICCggLs3LkTp06dQn19Pe699178+eefOHHiBH777TfMmDEDKSkpuPjii6UdOAk5Pad3KbdDB1VHzuXLzDBDywR3sRnDxqCBbw1glFvKkcjKe+cT0Lpo0NASQUEZp2wMX8xWs2SLCN0TuuNw7WGYrWYAwPH648iNzZVkLM7clS8Lxe7jxKhElDeWY1/ZPvRq3yvo54sELpky5uB3mvZJ7YM9pXtsPxfWFiI7PjJKWIkhZbZcuBk0BpeeOqEwNncsXtr8Evqk9omY0iVy6CkDANO7Tg/qeNU9pbvbpujljeWKCCZrWI3tvCOoa6lDvD5eohEFLlobHfINNJEuFOfiBEMC5vebj8n/nYw+qa4bhALZmHG2WbmlywDXTT+KLF8Wob3rfHEJLlnkGVxyd00l16AMcO54LFXm0t/O+xt+P/U7NhZtBNDayzKQbFdBgymy+0jpOB0Wj12MVza/4vVxPM9jyYYl2H3zbjw06iHsuGlHQOtAs3vMxhNrn8CxymN4Yu0TDtctvv7+ryd+xTX9r3G4/ebBN+O1La/5/H3ZBmW0rccpKXsTBct+fUwpPchIZJMkUyYpKQmHDx9GSkoKEhMTvU68Kysr/XrurVu3Yty4cbaf7777bgDAggUL8Nprr2HPnj1YtmwZqqurkZGRgXHjxmH58uWIi5P3hJO4Eg6owsS70dQo25NDW3Ge4Jtggo4Jvk55IpuIzU2bkcqlKqLEhrA7LVIk6BNQ1Vzl+4ERgGEYjE4bjVXFqzA9azqaLZFTbsH58x+qha4hmUOwtXgrjlUeQ69UhQZlQrCo0T+9P3ae2Ynzs88HABTWFAa0E420PT2ndyjpFSpR2ij0bN8TM7vNDPlzB0rP6V2aQkdiUCZY7WPao6yxzOX26uZqJBgSJBhR26s11iJBL7/XZl9Kg/jn6r5XY0zHMW7PV4E0JC5tLkVaVFqohhdx4vXxqDXW2n5WQvkypWTKKKU3Tow2xuWaSq5BGT2nt5XDC3dPGQHDMHh1+qu4+sursfKqlUFnKMhhE+vw7OG47fvboON0GJgxEHmJeS4lzyqbKpEZl4kYXQy6JHUJ+G9d2PVCMGDw4sYX0Tu1N57941l8OPtDn7+3rWQbhmQOccnQ7JPaBwfKD8DKW71m7so2KKNpPU41meUblBFeg0AJa1kkskkSlHnxxRdtQZB///vfIX3usWPHel1YW7VqVUj/HolcQlAmAa0X4HKdvLYl5wl+C98SkqDMpNhJWFm3EpcnXB70c0UC5/JlUjfZTTAkuN3h7E4k7Ki9pOMluH3T7RiUPCiidpjqOJ1D8/ZQva9DMofg5+M/o6S+BBd2vTDo54sE7jJlgl3U6J/eHysOrbD9XFhbiGFZw4J6zrbknBmjpnJm7nrKhMrqeavb5HkDpeN0MFnOHReUGpRhGdZttpfJalJME3lnNc01ssyUCbT3iVy09YJHdoL7DMxAMmVKm0qRZlBuUEbLaR0yzCJ917wYUdoo1NafCzTZb9iTE6VkysTqYl1KQlc3VyM1JnKuD8TSa/S2zHEp1xmSopIwIH0AvjjwRUCZrvbz2UgvXwa0ZsJe3utyHKs6hpL6ElQ0VeCLy75weMyJ6hPITcgNyd+b3nW6re/hqmOrUNNc43PzyvqT6zE+b7zL7QzDYG6fubjss8vw/OTnUdZYhsGZg10eJ9ugjF2mTKQH9zxxriRDSFuTJCiza9cuXHrppdDr9cjLy8Pw4cOh0URmc18iX84HVLlOXtuS879RqDJl0jXpuC7xuqCfJ1IIEwyB1LuIOsR1wMrDK0U9ts5UhzittLsctawWY9PH4v6t92Nhl4WSjsWeltM6BBpCFZTpn94fz214DvUt9chJyAn6+SKBjtM57GwMxaJGh7gOKKorsv1cUFUQVB1s0nace8pEQrC3rWg5rUOwVqlBGTVwDpzKOlPGz4wOOXE+noTr+BJIBlJpcykGJA1ooxFFnmZzs+zLlzmXpJTr9aDzRrpmczPiouX33ngqX5aflC/RiAJn4M5tAJV6Q8PMbjNx4ScX4rXpvktjeSOXQOzDox+2/e/pH093yTw5WXMSue1yQ/53L+lxCb448AWuHXCtx8eYrWasOLwCNwy6we39C/ovQJQ2Cp1e6oQeKT0wMGMgPpj1gcMGhbqWOmTEyq/ntRA8bjQ1yrqnDGUnk3CSpKfMyy+/jPr61sWdcePG+V2ijBAxnAMOLZYWWe6MakvOu99NvAkahgKkzpz7E0ld+qBTYiccrz4u6rHlxnKkGKTvD3BZ7mV4aehLGJ/humtIKizDOiz+mKymkPTeidJGobKpEkMyhygm5dlt+bIgvwMMw0DDamzPG+k9ZdSUGePMuaeM1NmCbUnLalWRKQO0fqaVHGBzzgSqMco0UyaAjA45C9d5M5DyZWebziI9Kr2NRhR5lFBlwF35Mjke092WYZPhexOri0W9ybF8WZOpKeKzM9yxX2tosbRI1r8TAIZ0GIIeKT0wpfOUoJ6nySS/Bu1ZcVk4U3/G4bbTtafRIb5DyP/WrO6z8NXBr7w+ZvPpzRjdcbTXTJfZPWbj0N8OYefNOxGvj8fRyqMO98s6U0bm5csoU4aEmySrr7m5uXjppZcwefJk8DyPP//8E4mJ7puBjx49OsyjI0qh5/QuQRmlLiIFynmh1QwztJBuQhmpdJzOYUFS6l12Ws5x0dCbcmM5kvXSN9BmGAbtdO2kHoZXJkvodrn9NO8nSS/OQs1d+bJQLGoMyhiEbcXbMDhzMFiGVUwQS2nUdD5VU6ZMjC4GjaZGWS6GBaLWWCvLfjlKL1/GsRwsVout9n64AoWBBLvKmsuQopd+o0tbst+AIPV8NxRcerGEoCeeFNy+Dhm+N879GgD5nmf1Gr2ttKvJYpI0E5NlWKy7Zl3Qz9NsbkZytPTXjf7Iis9CUW0RMuMybbfVGGvapE9RrC4WPM9j0JuDYLFa8Me1fzjMoXaU7MCLG1/EgyMf9Po8GlZj63UzPm881p5ci/zkc9licigj547QZ0mOwT2BhtU4lPEkpK1JEpR57rnncPPNN+Ppp58GwzC4+OKL3T6OYRhYLJYwj44oRVv0QFAa554aFt4CjuG8/IY6OZ+cI2F3mnPpLU8qmisUv4AQKqHc5aa0BWt3mTKhKOF3QZcL8NWB1h1ngzIGBf184eSuH4dSuS0HKsNFLTHcZcrIMbtCjHb6dqhurpblhb8YQiaQEOytM9YhLVZ+/UDsy5eZLCZoWGVlNAvBkXDvCo7Txzk0tRfDwlsU9+/vTSTMd4MlLBIK5Ho9qJRMGYZhXOZPTeYmWQZlXDJlOPluxhLOlXIM9glBmfM6nGe7rS17yL014y3w4PHR7o/wv33/Q9fkrnhz+5s4VnkMqTGpmNhpIgZkiC9z2bN9T7y9/W2H2+SaaSLMt5rM8u0pQ0i4STKrnDVrFmbNmoX6+nrEx8fj0KFDSE2VX3M3EtlcmnhblbuzN1DuMmU00hwWIprz7v1ImLB2TuyM41XHkRPtvWdJubEcPdv1DNOo5M1kNcn6gqotOR8rms3NSDS4z3D1x5DMIXjk10ewuXgz3rjwjaCfj7QN+92gwF/lQGV20S6Wc8C72dwsywbEYrQztENVc5WtxIfZalbUgrNeo3coXSt1P7hARWnOZco0meW7+9QTYee8EJQJV8ZkO0M71DTXhOVvyVUkzHeDJTRjF8h1U4FSMmXcaTY3y3IB2j4oE6oSyFIQMoSFyhBy+350iO+Ag+UHHW6rMda0WeZSRlxrr5ebB9+MqR9NRVpsGhaPWYychBwYNAa///06JXbCsapjDrfJOdME+Gv8MvxOEyIFSa+8YmNj8euvvyIvLw8ajXIuAklkcJspI7NJRltz/jeywEI9ZUSIhM9S1+SuOFR+CDk5voMykVC+TA5CWb5MadrqeMowDJZfuhw1zTXo2K5j0M/XljiWg8lyLnCnph4zLpkyZqNivyvOGzrkWlZFjHaG1kwZgdIuooWye8KxSq47T+0b0ivtPQJcG7GHS4I+ATVG8UGZZkuzYhbBvbHPYoiE+W6wnDNlms3yfB+jNFEoayyz/SzX3jiA6/xJrudZPXcu4Cfnawjhdeg4nSyDfUlRSQ5zGaC1XGlbZznH6eOw/pr1QW8k0HE6l3JZcp2vCJRQGleJmckkMkn+KRszZgwsFgu++OILHDhwAAzDoEePHrjooovAcVRGiQTOeRFRyTXwA+U2U4aCMj4ZLdIvSHZL7oZNpzdhUs4kr4+j8mXiSd2kM5K5K18WqgvodoZ2bVL3OdT0nN6WTWW2mm39D9TAoDGoJ1OGVU9PGZegjMwXAZwJwcQEtO6WlevOU/ueMkp7j4C/MgD+CjrxPB+2njIJBv+CMqVNpUg1KDNrzhM5LtA6M2gMisiUcQ5e2gec5Y7Kl0lLyIaOQ5wsA7Hx+niXUpQNpoawZMa2VWan3LNim8xNSImW7/oDwzBUgo2EjeSrr0ePHsX06dNRVFSEbt26ged5HD58GNnZ2Vi5ciU6d+4s9RCJTDmXILHyVrAMK+GIIo+Wdfw3svAWcFDPQmOgImFBsltKN3yw6wOfj2swNyBGI++dKuFC5cs8c1e+TOrvQLgJ55RobbRsa9IHSsg4EERCYLqtaDnXnjJyXCwSw7kcjlyDFp44BxPlWr7MvqeM0t4jwLHxt9lqDtt52DkD0JfS5lKkRcmvJ1Ew5LhA68y5/KZcz99ue7vJ8HW4I9fzrF6jdyhfJtd5kX3Gjxw/V+6CMkD4SmGGgvAahOweuWfFKmGuItc5I5EfyVeob7/9dnTq1AmFhYXYvn07duzYgVOnTiEvLw+333671MMjMqbjdA4LK8SVc5kWypQRJxIuUtNi0lBYW+iS7uyOnCalUqJsOs8o8xDQsefOKWoL4Ll7/6U+BrYVNWXKODeOVtprdV7ElGuWSZQmCs2W1tch194L3thnAETCphdPSptKkWZQflCGAWPLVpLjAq0z500Fcj1/OV/XRsK1SKhYeasss4/tA/9yzra3L/Enx89VvD7er6zHSJQdn43CmkLbz3Kfjykhy4SCMiRcJF99Xbt2LTZu3IikpCTbbcnJyXjmmWcwYsQICUdG5M55EYm40rAahwk+9ZQRJxIuUhmGwYjsEdh+Zruk41ASk0W+TTrbmvPx1L63ilrYZ1+q7bPCsRysvNX2s5J7yjAM41A+Se4Xxt5EaaNQ2VRp+1muQQtPnBdj5bpz0z6jSe4lTdyxL18W7oC/P6XSSptLMTRlaBuOJjII53shw0RuC7TOnOcvcq2c4FwBQs6ZGUphH/iX87xYrzmXKSPHOU+UJkqSvmSh1D66Pcobyx1uk+umSp7n0WhqlPV8UngNFJQh4SD5jESv16Ours7l9vr6euh0NNEggaOgjG/OJ3sLb4FG+lhtRIrExqcT8iZg7am1Hu9vtjSrauE4EPbvq9qyH/zhEpSxqisoATj+G5itZtW9fnuRvJs91JQcgHLOlJFr0MIT50yZRrM8L7DtdzHLvaSJO/bly6QojSg2MKOWTBn73f9yLfVlT64Lm87czcOoCbW07AP/cg6SOWTKRMDGQ38p4TueFJWEiqYKqYcREgzDtAZlZD6fpKAMCRfJgzIXXnghbrzxRmzatMnW3HHjxo24+eabMXPmTKmHR2TMuV8K8c0MMzhGfunj4RYpE9ahWUOxuXgzgNaAmv1OdgCoNFYixSDfJnvhpsaSXGLpOB1arOrOlLEv96j2xRAl95QBHC/wlRyAdO4pI8cdst44N/iWa0DDPntLrg2xvZEyUyYxKlF02ZsKYwWSDcltPCLp2S80KyFTRimcS06rLWM3EtmfY2Rdvkzj1FNGAd95BvIK1CRHJ6Oi8VxQxn7ToNzE6mJR1lgmy/mWgGM51BnrKChDwkLyoMxLL72Ezp074/zzz4fBYIDBYMCIESPQpUsXLF26VOrhERlznrwS9+xP+maYKVPGA/vJXaRkyug4HRINifjl7C+48o8r8dmJzxzuLzeWI0VPQRlv7N9XusD1jDJlHAP94WxGHYnkWpM/EErOoFNKzxVPnF+fXPsW2FNaNhMgbU+ZrLgsFNUWiXosz/Oq2Lhkv0Ar54Vme0rYSe88D5P7PMQ+Q82fMoKRRCnly3ScTvbZcc5BGLkFNZKikhzKycpZvC4epfWlsp6rGDQGVDZVKmpOTCKXpEEZnudRU1ODTz75BIcPH8bnn3+Ozz77DIcOHcJXX32FhIQEKYdHZM558qqECXlbs/DUU0aMSMmUAYBnxz+Leks97u9xPzaWb3S4r7y5HMl65e/qDJZwMUiZMp5RTxnHJrsmi8ozZRRc0gtwXCBScqk6pZcv02sce8oogdICZ4Bj+bJwn4d7tO+BHSU7RD1Wbot8gXIOZtL1U2RwrgAh1944QGtPU7PVbPtZrp8x+3NMi1W+1xB6Tu+w6Uju81s5BvmSo5IVU74sXh+P0oZSWWeZRGmiUNFUIevXQORD0iMuz/PIz8/Hvn37kJ+fjy5dukg5HKIwzouIcjxBh4P9zhIzzBSUESFSMmUAINGQiIsyLkJ0dDT+V/g/h4u0CmMFMqMzJR5hZNOwGlswUsk74oOlYTW2gASg0kwZuya7anz99iIpMN3WlByAU0X5Msu58mVKWFRvMjUhKSpJ6mGElH35snAHfC/qdhHGfjAWSVFJGJc1zuPj6kx1iNXEhm1cUrLvL0HXTpHDfmOI3Ok1rUEAuc+57c8xcs62t8+OA+QbJBPIse9hYlQiqpqqpB5GSMTp43C24ays55N6To+qpiokJ9HmVtL2JN1ewbIs8vPzUVGhjKgwiSz2C2iA/CcY4WCBBRyUX5ohEBzLwWK1AIjcBcnsmGycajhl+7ncSJkyvug4ne1CRM4XVG3N+fipxgCWfaBf7mVDgqWmrDIlf9adM2WUGJRx2PEvsxrz7lCmTGglGBLwzsx38MGuD7Cj1HPGzOnG06rZ5GLfJ0Mp105KCC459/aTc5DZeeOkXNn3XzJZTbKdF9kHYpWg2dwsu6zfOF0c6lrqpB5GSMTr41HTXCPbTD6gNVBZ1VxFmTIkLCT/pixZsgT33Xcf9u7dK/VQiMIoZcIXTlS+zDOXersRkiljr2dCTxysOWj7+WzzWaQaUiUcUeTTclpbCQU1LTQHS40BLPs+ZUrOnhBDTd8Vi9Wi2D4S9hkKQORuOAiU/YKZUiitxBzgpqdMmOdXAzMG4j/T/oPH1j3mcfG+uLEYHaI7hHVcUrEvyaSEQKZSOG82lDMdq4xrdPvAv5wzf+wzZeQc7BM0mZtg4OS1wcT+PAjI+9gbp4tzmFvKkZApQ0EZEg6SB2WuvvpqbN68Gf369UNUVBSSkpIc/iMkUEpK825L9pMvM8yUKeOBnjs3YY3Uhase7Xpgf/V+28/Vxmok6hIlHFHk07CacwvtCt4RH2pq/Leyr+eu5D4jYii9p5Dz7nCl7BZ3Zp+hAEizIN6WnDNllECRmTJ2wUGpAr7tY9pjTM4Y/F7xu9v71RSUcS77pwRKOIa79EqV8aKtXuOYmSHXTCb7tQaz1SzbDRxKyJThWM62yU6Omxfsj1EWq0XWWSZKKLGq1+hR2VxJQRkSFpJv83zxxRcVMVEikYd6yvjPCqtsJ5Rtzf7zFKlNrnNichzKlwHKuBBtS1pWa7ugarG0qHqh3R9Kzh7wxP7i22RVd6aM0nvq2M8XlLBr1BP7oDQQuee2QNmXYZI74Vwux8UmX+yDg0aLdJ/BG/rfgEs/vBRTcqa43He68TTGZ4yXYFThp8QMM3tyPaZzzLkyynKnlGoWLoEymV5z6TV6lDeWA5BvsE/YPKnRaWRfirXJLO/zfFpsmtRDCBplypBwknxF4corr4TZbEZMTIzUQyEKo5QJX1uzn3xRTxnP7HcRRepuYpZhwYCBhbeAlT4RUha07LnyZSaLfOtBS0GuF5+Bsi8dovRMEV/U/vqVgmEYhzlApGaBBkppmTI8zys2U6bRfK58mVTn4Xh9PDSsBlUtVUjTOS4qlTaXqqYcrJKCme7IddFZSXMu+2t0K2+V7WuzL20t188VoIxMGSHDLwYxsj9PNpnkPf702HSphxA06ilDwkmyVbvy8nJMnz4dsbGxiI+Px/Dhw3H8+HGphkMUyL7UDKCsyWxbsfKUKeOJXqM/lykTwQtXObE5OFV/CnWmOsRqY6UeTsSj8mVELPueMmovX6am1y/nhRZ/Ka1XkH1vDLkTFs2UmCljHwRosbRIOr8akzIGa86scbndyltVkx2ppO+NM7mXBVIK+5LQct4QpZQNoPY9ZeTKfhOGXM+TQhaf3INKaTHKyJSpbq6moAwJC8lmJYsWLcK2bdvw+OOP47nnnkN5eTluuukmqYZDFEjDamDhW9O8rbxVVQsrgbLCShkWHug4nWNPmQjMlAGAHgk9cKDmAEqbS5EeJf+dKm1Ny53LlFHagiQJLfuLbypfpu7Xr1RGc+Se2wKhpEyZKG0Ums3Nsl+sccf+2Cr1eXho4lD8Wf6nw208z6vqGkIJu+Y9kfrzRVo5z6fk+p4oJiijgO+8fdlF2Zcvk2lQSRCljcKgjEFSDyMoeg2VLyPhI9kV9apVq/Duu+9i2rRpAIBp06ahd+/eMJlM0GrVsfuStC37HfAWq4UWkESwQH19IsTSc3qHnjKRminTI6EHPj/5OeK18UgzyH+nSlvTsJpzfUIsyu6TQYJjn31ptppVnVWl9PJlas2slTpLIdSU1LDcwBnOBWVkvFjjjv0mKqPZiDhdnGRj0XN6tNO1w5mmM7aNLRXGCiTrkyUbU7gZNAZbfwmlYBkWFquFMqIjhHMgVq5zb47lYOWtAOTbqwhQTqaM8BrkunmBZVhYeatsx29v641bpR5CUPScHjXGGgrKkLCQbEt8cXExBgwYYPu5e/fu0Ol0KC4ulmpIRGHsd8DTrl5xrLBSTxkP7OsGR3KmTHZMNk41nEJRYxEyozOlHk7E07JaW/C2xdJCF+vEIx2ncwjgqfmcYrIqO4DJ8zx4Xr4LLIGSssl6W7DPlJH7+ym8FqVuMhLen0jIZJiYPhGri1fbfj7ZcBJZMVkSjii8lFi+TMNqYLaaafNNhNBrHPt0Sv2dVzslZPzYH7eazc2y3LwQo41BQ0uD7DNllEBY56F1ARIOkgVleJ6HRuN4UaHRaGC1WiUaEVEaYQIOtO5qVuJFbKhZQWXePLHfRRTJiyIsw4IFi6O1R9EprpPUw4l49scJOZdQIG1Py2kdym2ocWFHWDhVeqaQ/XFBTSJ5w0Eg7MuZWHgLOFa+m04MGgOaTE2y3o0tRoulRfLP4IDEAdheud3285HaI+ga31XCEYWXkjLMBMIGHLWeuyONQ/kyhQTK5Hz9LLwfZqtZtj2X7I9bTaYmWZYvi9XFor6lXhGZMnKnpKxxEvkkW1XkeR4TJkxwCMw0NjZixowZ0OnOLYpt377d3a8T4pN9WSIKyngmpMoCrd9LuU7G2pqcdhH1bNcTP5z+gcqXiaDltFS+jIhiX2LHbDWrLqWdYzhYeAs0jEbx3xUtp1VNmRv7RX4lly+TczNpQFn9cdwRSgZGQraWntODBYtmSzMMnAFHa49iQsYESccUTvbBTKUQ5npKKr0p5wBtJPWRCpac3weBUKLbaDbKMpgBOB63msxNaGdoJ+2AAhCni0NdSx1lykQAqTeHEHWRbJX6sccec7ntoosukmAkRKmcM2WUvIAUDLXuCPaXnJogzsmdgwFJA1TbF8EfWvZcmUMqX+adEi48g+GQVWUxQaNXV6BfWNQS+rUpeaODlv0rWKuyw4HRLP2CeCjZlzOR+8Kf0oMygkh5nwYkDcD2iu0Ynjoc5cZypOhTpB5S2Nj3ZlAKypSJLPZ9OtWyASKSCUEyOWfL2h+35Fq+LE4fZ8uUUdvGr0ijpA1KJPJFVFCGkFBiGda2iEiZMp5RUEYcvUYvm0yZdrp2GJwyWOphyIKwwAxQ+TJf5FyaIRScsy/VtrAjLGpFIUpRu43d0XE623FBTSJlQTxUWIZ17FXCyve1CUEZpR6HI6mnDACMzxiP1w+9jkHJg8AyrKo2uQjBTCtvVczrFgLtcj932W+OkfOxQMfpFBMwl/P7INBxOrRYWzNl5LoYbb8JQ87ly+qMdWg0NVJQRmJyWfMhykB1ioii2de/p6CMe/YleYhnOk6nuJ2DpHX3v0OmjMoW2v1hX+pQjeyzqpSeKeKOfak/M6/soJQtU0YF7BeUePCKWYR1Jvfd2FHaKNVkykTComBmdCb0nB7P73seI1JHSD2csBIyw5VUplIoSUmZMpFBiT1l5MwhUyYCjr+BcOgpI9OeLEL5MgrKSE/LaTEsa5jUwyAqQUEZogpCyRXiijJlxLFPtVd7GSclsc9+oEwZ7+z/rdTIuXyZnBd4AyFkygDKf/1aTqvKXXJK2PHridx3Yyu9fJmtp0wEldC7o8cdyI/Px0XZ6iqvLZQBknsg054wf5H7uUs4RgubDuXKvvqA3I/NSmALypjlW77MvqdMs7lZlpkyQvkyCspIb2Knifjzuj+lHgZRCQrKEFWgTBnPKCgjjo7TyaanDBFPTQvNwbLPKlIjtfcps88eUXqmkP1xgSiD3Bf+DBoDmsxNUg+jzURa+TIAiNXGYk7uHEUf69zRa/RotjQrKoNByHRVSka03K9r7a+pIuk7r1YaVoMWS4us3wv7njJNpiZZ9pSh8mWEqBMFZYgqyH3y2paofJk4eo3eNtlT8m5itbEPNJitZnAMJ/GIIpfaA7gOmTIKD0q4I5R/AZRfbsS+VJvSsQwLi1W5cwAhs1Xui7EGjQFNJuUGZQRyXhRUCodMGRl/Z+zZly+T++eL53nZZzE5lC+T+WsB5J+5JGQqyvn4a59N2mxulm35MsqUIUR9Iioo09ys3LR8Ii2z1Sz7CV9bUftCq1i0c1qZnEtyKbWfQiio/VhB5cvOBSqsvBUcq9wApo7T2Y73Si9Xaf9alcxkkfdirEFjQI2xRralZXyxLQpa5bsoqBRCFoOSznPC+Uvur0nYSCf3bF37ktByDgQIlLD5kwEj60CsXqO3ZV81W5plea6M1cVSTxlCVEjyoIzVasUTTzyBDh06IDY2FsePHwcAPPLII3jnnXckHh1RCiVMltqK2hdaxdJxOtXsnFYT++btxDsN03qskPuOwEBpWI1t8VqN5xT7TBmlExbwrLwVLCP5VLlN2e9YViIhs1XuC38GjQFVTVWy3P0rBs/z4Hle1j0NlIJl2HPZGDJdoHVmnykj59ckHK/l3itVx+ls1QeUkHmrhAwsQN4bjuwzZVosLdBz8juPxOnjqHwZISok+ZXmk08+iffffx9LliyBTnfuZNanTx+8/fbbEo6MKIkaS82IReXLxFFr42els19oJ94JAVwLb1F0loQnzuXL5L6I4C/7TBmlE473FqtF8SUNlR6UESgiKNOs3KCMsGgu9/dJSeS8QOtMKZkytqCMzOcg9ucdJXznjWajrD9XAjl/rvTcuTLjcv1MUfkyQtRJ8qDMsmXL8Oabb2Lu3LnguHMXvn379sXBgwclHBlREjXuahaLMmXEofJlyqSm3hHBEvrvyH2HZqCc+w8p4QLcH6rLlLGaYOEtiv+sqyUoI/e+BbagjAybF4shlDOi3m6RQ84LtM6UkimjZbW2TBk5H8/0GsfyZXJ+LTpOh0ZTI3Ss/IIAzuT8ubLPlJHrdYp9+TKlbsAghLiSPChz+vRpdOnSxeV2q9UKk0kdF/+k7VFQxjMKyohD5cuUiT7/4glZRXJf1AiUc08ZtZ1T1JYpY7KYVDF3UEtQRq47ZwVRmihFly/Ta87tcqbebpFBzgu0zoT+gXJ/TcK1iNzPTfbnHbmX/tJxOtS31Mv6cyWQ8/zevqcMIM/zSKwuFvUt9arc+EWImkkelOnVqxfWr1/vcvtnn32GAQMGSDAiokRyn7y2JQ2rgZmnRWlfhHI2au2noVT2GVBKb+gdLCEoodaLBdWXL1NhpozZalZ8qT4KysiDQWNAZVOlYjNldKzOYUGNSE9J5znhmC7316Sk8mXC913ux2Ydp0ODqUHW74dAzkFL+0wZueJYDlbeKvUwCCFhJvkq9WOPPYZ58+bh9OnTsFqt+PLLL3Ho0CEsW7YM3333ndTDIwphtpoVMVlqCxpWA4uVesr4Yl/ORumLdGpiv9AuNIQm7gn/VkpoyhoI+8+KGgP99pkyctyB6A+hVJ3Fqq7yZUoOTMv9uCWULzNoDFIPpU3YlzMikUHOC7TO7MuvxuhipB5OwIQNYnLfHGPfz1Tux2YhU0bOgSWg9fwv52CfntNTYJ8QIkuSZ8rMmDEDy5cvx/fffw+GYfDoo4/iwIEDWLFiBSZNmiT18IhCqHEBTSwq3ySOUDJA7hcPxBEFJcWzBWVkfNEWDJdMGRkviATCPlNG6RmDQqkbs9UMDaPsuYMQlLFYLWAZyS8L2ozcd2MbNAZlly+za9JMIoOSzvXCpgK5vybheC33zYb28ym5H5sVVb5MxoFYJWTKEELUKSKuNKdMmYIpU6ZIPQyiYGqs/y8WlS8TRym704gjCkqKp2XP7TRV43dA6KkDqDP7UlU9Zf76rKupfFmLpQV6Ti/1cNpMi6UFsbpYqYcRMCFTRrHlyzgqXxZplHSuFzYVKKGpvMlqgpW3yvq6VkmbXPScHg0t8i9fxoCByWqSbTamfV8yQgiRE8m3xG3ZsgWbNm1yuX3Tpk3YunWrBCMiSkSZMp5RpoA4woWQyUoBPiXhWM5WQoF4p/ZMGZZhbRkiagz0C4FpNRA+6xZePeXLWiwt0GuUGZTheV4Ru7HNVrNyM2VoQS3iKOlcb8uUsci/qXyLpUX2ATMlZsrI+TUI5Py5YhmW+rEQQmRJ8qDMbbfdhsLCQpfbT58+jdtuu02CEREloqCMZ/Z1fYlnWlZ77kJIIRephDJl/CGUdJLzRVuoyH1nZyCEvlqA8nvKCMcFNcwdhEU+o8UIHSv/RSVnDsFkGX9nhe+cUjNl9Bz1lIk0SjrXC5kycg80Cdcics/WdQ7KyPm16DgdGkwNiviuyP37oRRK7u9HCHEleVBm//79GDhwoMvtAwYMwP79+yUYEVEiNSysBEqYGPPgFb/QFgzhgk7uF0LEEcdwFJQRSe2ZMvbUeE7RcuopX2YflOEYdZQvM5qNisyUsS9bpISdzIrOlKHyZRGDYzk0m5sVc55TyqYSIWNV7ln7LMPaqjQoIXupoaVB1q9BIPfvhxJQbxxC1EfyoIxer0dpaanL7SUlJdBo5DvZIJFB2GlAfUA8E8qXWWEFB2UvPgXDoUkofZYUg8r3iWcLytBFG3ieV3RTdHfsM2WEMm5KZStfZlVZ+TIF9pQRzt1KCcokRiVKPYQ2oeN0VL4sgug5fWvzcoVswBDOX3LfVKLE3n5K6POjhO8KwzAwWoyyfx1yp+W0tFmQEJWRfEVh0qRJWLRoEWpqamy3VVdX48EHH8SkSZMkHBlRAgYMeJ6X/Y6itqRhNTDzZlhhBSv9ISFiCVlEauwloWQcS5kyYgkXCnJf1CCBUVumjJAZqfTjvUP5MgUELZzZ+sEppPRov7R+Ug+hTVD5sshi0BhaF5plvFhuTzh/yT2YYXsdCpiH2a6rrPLPlFHCd0XLatFkapL965A7juFosyAhKiP5Cuzzzz+PwsJCdOzYEePGjcO4ceOQl5eHM2fO4Pnnn/f7+datW4cZM2YgMzMTDMPg66+/drif53ksXrwYmZmZiIqKwtixY7Fv374QvRoSaYQm3mpYWAmUbUcwLBSUEYHKlykL9VQSjzJl1M0+U0bpHMqXscrOILXPlJHzwpgnQg8GJby+d2a+o9yeMlS+LKIoMVNGCZtKhNehpOtauR+b9ZrW74qcXwPQOu9pMjfJ+vuhBCdrTqJn+55SD4MQEkaSr8B26NABu3fvxpIlS9CzZ08MGjQIS5cuxZ49e5Cdne338zU0NKBfv3545ZVX3N6/ZMkSvPDCC3jllVewZcsWpKenY9KkSairqwv2pZAIJJQmUtLkNdSofJl/qHyZstg3GyXeUU+Zc9TYhNM+U0bp/ceErDALr/zyZQ6NoxV4bhM+t3Jf+AOAawdcK/UQ2gyVL4ssBo0BdS11ijkmCL2l5L6pRMjilPvrsNdiaZH1nFLH6dBgapD1awBavyONpkbFfK7k6vM5n+OlqS9JPQxCSBhFxJVmTEwMbrzxxpA819SpUzF16lS39/E8j3//+9946KGHMHv2bADABx98gLS0NHz88ce46aab3P6e0WiE0XjuQqG2tjYkYyVtT2jiTUEZzxzKl6msR0IgqHyZslCauHiUKaPOYIxAyJRRej8ZwDFTRunHeyFTRqnnNvteEnIPyiiZntOjorFCteeWSCPs/pf7QrPAoS+kjF+TEGRmGEbWr8Oe3I/NQlBGzq8BsCtfJvPPlZW3ynrjUPuY9lIPgRASZhFx9XX48GH89ttvOHv2LKxWq8N9jz76aMj+TkFBAc6cOYPJkyfbbtPr9RgzZgw2bNjgMSjz9NNP4/HHHw/ZOEj4UPky34TFJx48lS8TQe4XdMQRZcqIZ9uhqeLvAAPG4f+riZoypRzKlzHKziAVgjJKLc2p43S2TBla8I9ceo0edS110HN6qYdC0JopU95YrpjvjJApI/fjgIbVwGg2gmEYRGujpR5OSMj9PVFKTxkNq2nN+JHx62AYBiaLvIN8hBD1kXyV+q233sItt9yClJQUpKenO0S2GYYJaVDmzJkzAIC0tDSH29PS0nDy5EmPv7do0SLcfffdtp9ra2sDKq1Gwk/YBa/UxYZQEMqXUU8ZcZRa4kWthMAtoO4sCDG0rBb1LfWwWC2K77NBXKmpHKit15pV+eXLhKCFyarQTBm7xVhaqIlcOk6HOmMdvUcRQs+1BsmUcu2kYTWtxzmZL9gKmX8MGGj08j5eC1m3cp9T6DgdGloUUL5MIZkydK4nhMiN5GfAJ598Ek899RQeeOCBsP1N55RGnue9pjnq9Xro9bRzS46EBVelluUIBY7hbOXLqKeMbyaL8neJq4ktU0wFJZmCJRxPLbxF8dkDxJWaytepsXyZUjccCD1zaKEmsglBAHqPIoOtfJlCjgn2ZQzlPIcX+p0BkPXrsCf386yQKSP3Y5eG1ci+pwzHcGg0Ncr+vSCEqIvk2+KrqqowZ86csPyt9PR0AOcyZgRnz551yZ4hyqBh1LOzN1DC4pMVVsqUEUGpu4nVimNaAw1W3kqBBh+EzEPKlFFnVhXHcqoqX2aymFoDkAr/rOs4HYwWo2I3HAg9GNTwuZUzvUZPmTIRxKAxoM6onEwZh+OAjBedhXOTkoLoPM/LuqepUsqXaTlta1BGxt95vUaPWmMtdCydRwgh8iH5GXDOnDn46aefwvK38vLykJ6ejtWrV9tua2lpwdq1azF8+PCwjIGEl7CIREEZz4SSNFaGFqXFUNKFELErU6SCxddgUabMOWrtKSNknsr5ol0MNWXK2C9WKvG1CjvkKVMmsuk4HfWUiSB6TnmZMrZMTxmfv2wZPwqoACHnZuz29JweDaYG2Z9ftKwWTeYmWX/nKeOSECJHkp/Nu3TpgkceeQQbN25Enz59oNU6nghuv/12v56vvr4eR48etf1cUFCAnTt3IikpCTk5Objzzjvxz3/+E/n5+cjPz8c///lPREdH46qrrgrJ6yGRRdgFr4aFlUBRpox/5H5BRxzZ945Qe6DBF/tMGb2GFs7URlWBir8W8NTyWk1WZe28tif0zKGgTGSjxbTIYtAYFNVTRugtJfdMGSWWL5M7W6aMzN8PW/kyGb8OPUcZl4QQ+ZH8SvPNN99EbGws1q5di7Vr1zrcxzCM30GZrVu3Yty4cbaf7777bgDAggUL8P777+P+++9HU1MTbr31VlRVVWHo0KH46aefEBcXF/yLIRGHYzkqX+aDhtVQTxk/yP2CjjgSjhGUKeMbZcqoG8fYlS9T+DHQPlir9LmDLVNGATuv3REWY628lY7xEYzKl0UW4f1QyrFeCD7LvVSWUL4MgGLeG7nTcTo0m5tl/35oOS2aTDLPlNFQcJ8QIj+SX30VFBSE9PnGjh3rtWEzwzBYvHgxFi9eHNK/SyKTrdyKChaRAmUrX0aZMqJQgE9ZWIaFlbdSpowIDllFtLipOsK5Qg3ZgvZZQUo/Lthnyhg0BqmHE3JaVosWS4vXawMiPaF8GS2mRQaDxoBaY61ijglC8FnuhOM1A0b252GlHJOFY5bcj11KyJQRspbk/l4QQtSFVmCJogk7e2kh3TOH8mUy3j0WLmpYkFQjypTxzVa+jDJlVEk4V6hhk4OqSrUpvaeMQhZjlU4oO0OlMSODntPDaDEqJiijYTUwWeV/HBDKlyn1eC1HQgAgWhst8UiCo2W1MFqMsr4WovJlhBA5ioizeVFREb799lucOnUKLS0tDve98MILEo2KKAGVL/PNvnwZZcr4ZrKaEMdRuUOloUwZ32zlyyhTRpVsQRkVBKaF86KFtyi+8bh9AEqJwTYdp2vdWa6QptJKRWVnIosQHFNKUEbLtgZnecg7O4PKl0UexQRlFLCBQTiPUHCfECInkq9S//LLL5g5cyby8vJw6NAh9O7dGydOnADP8xg4cKDUwyMyxzGti4gUlPFMKPFGPWV841gORrORPksKRNkfvlGmjLpxLAczr47sEWHhy2w1y36hxRehHI5Sg21aVotmc7NiSuUoFZWdiSxCMEYpQRmlBGWVVL5MKYQAQIw2RuKRBEfYoCFnQqZMYlSi1EMhhBDRJN8Wv2jRItxzzz3Yu3cvDAYDvvjiCxQWFmLMmDGYM2eO1MMjMifUwFfDIlKgqKeMeFpWK/t6u8Q9yv7wjTJl1E04V6ih1J/qypdZlV2+rMXS4vuBRFJC8IyCMpFByBCk+W5kUVL5MqUEyhSTKfNXwE/O9Bo9BfcJIbIj+QrsgQMHsGDBAgCARqNBU1MTYmNj8X//93949tlnJR4dkTuO5RQzeW0rDj1lpD8kRDQt91dQhkoGKArDMJT9IQJlyqibcK5QQ6k/YeHLYrUofu4glPVRavkyJSw0qYGwQKv0coFyYdAYYNAYFLNwLmAg79cjZHGaLMrv7SYXQgBA7ptVtJwWVt4q9TCCouN0VAaTECI7kq/AxsTEwGg0AgAyMzNx7Ngx233l5eVSDYsohH35Mtrt5Z5DTxlG8kNCRNNxOsqUUSjK/vBNKHWo9n8rtZZB4hhONdkj9pkyaghACeXLlPi+CnXylba4rFS0mBYZ9Bq9YkqXKYkQZFbCda1S5lJKOWYp4fuu56g3GSFEfiS/+ho2bBj++OMP9OzZE9OnT8c999yDPXv24Msvv8SwYcOkHh6ROY7lbOXL1LyI6I2tfBlDPWV8EcqXKXHhSu0o+8M3IfPQyqs3gMsyrOx3EgbKFpRTQfky4X1WQwCKZVjwPK+IRT53dJwOJqtJMQuASkeLaZFByJQhkUXI4gSgiHOTEo7LSjlvyr0nDtAaTK4zUlCGECIvkp/NX3jhBdTX1wMAFi9ejPr6eixfvhxdunTBiy++KPHoiNwJi0g8z6t2EdEXKl8mni1ThkoGKI7asz/EoPJl5/rqqBHLsK3vvwrKlwksvPLLlwlMVmWWwxHKsxF5oMW0yKDnKFMmEmlYja0co9yP18I1utwpJQszRqeAoAxHPWUIIfIj+ZVmp06dbP87Ojoar776qoSjIUojlFshntmXL6NMGe+0rBaVpkrF7Ioi56g50CCWEJBQcwBLCEypkbDwoIZMGQDgwasqy1apWUFaTosWS4tiFs6UjhbTIoNeo6f+PhHIPsgs92sRYVMgiQxKyJShnjKEEDmSfFt8p06dUFFR4XJ7dXW1Q8CGkEAI5cuIZ7byZbDKvgFmW9NyVL5MqdS0+BooypRpPV62WFpUnXmppkwZpQYq3DFZTLJf5HNH6MGghDI5Srf+mvUYkDFA6mEQUPmySCWULzNbzYrIlFFKUOa8DudJPYSgRWujpR5C0ITyZUqcyxBClEvyK80TJ07AYnFdNDcajTh9+rQEIyJKwjHqLTUjljAp5kEl3nzRcTo0mZtkfyFEHPE8r6qF5kBRpkzrv0GLpUW1rx9QT6YM0BqAUkNQRsgKUuJr1XE6Kl8mEyNzRko9BPIXDatRRDkjZzzkHZy1rwAh9zmrsClQCTZdv0nqIQRNCd93PadHjbEGUdooqYdCCCGiSXb19e2339r+96pVq5CQkGD72WKx4JdffkFubq4EIyNKQpkyvtmXL6OeMt5pWS0aWhpoB44Cqal3RKCEC2g1Z8pwzF9BGZW+fkA9mTIMmNYMOhW8VkDBPWW41kwZKl9GiH+y47OlHgJxYn8ck/sxjWOpxHgkUUL5MoPGgMqmSkRpKChDCJEPyVagZs2aBaB1QrFgwQKH+7RaLXJzc/H8889LMDKiJEppItiWhMAVD57Kl/kglC9T4sKV2qk5+0MsYYemmv+tbEEZlb5+QF2ZMkrNHnHGgIHJYlLka9WyWjSZmhT52ghpS59e+qnUQyAKpmGUU75MCZSQKROtjUaLpYUyZQghsiLZFYrVagUA5OXlYcuWLUhJSZFqKETB7NO8iXssw8LKWykoI4JQvowWd5SFYRhVZ3+IZStfpuJ/K6GnjFpfP6CeTBlAXRl0ZqtZkVmgWk6LelO9Il8bIUQ8C2+h40AEUVJPGSVQQqaM0BeHMmUIIXIiea2igoICl4BMdXW1NIMhikPly8RhwLT2lJH+kBDRqHyZcqk5+0MsoUeXmv+t1N5ThgevukwZtbxWxZYvY1szXHWcTuqhEEIkZLIo4xgn9744AgrKRBaO5TCv7zyphxEUIduHMmUIIXIi+Qrss88+i+XLl9t+njNnDpKSktChQwfs2rVLwpERJRAWEYlvFJTxTcfpqHyZQqk5+0MsIcit5n8roXwZy6j3WKmWPis8eNWULwOUW6pNx+nQ0NJAQRlCVM5kNdGmqggiBGWUEmRSgmUXL5N6CEGhTBlCiBxJvqrwxhtvIDu7tZHg6tWr8fPPP+PHH3/E1KlTcd9990k8OiJ3QmNq4psVVipf5oPQU0aJC1dqp+bsD7EoU8YuU0YFQQl3GDCwWNVT0ktNr1WpC5ZaTosGE2W4EqJ2SsmUUcq1mobVwGQ1qXqTCwktoQQbZcoQQuRE8ivNkpISW1Dmu+++w2WXXYbJkycjNzcXQ4cOlXh0RO44lkOzuZl24YjAgwfDKGOi31a0rBZN5iboOb3UQyEhpubsD7GEILea/62ETBm1vn4A6itfppL3WqmZMkLZUcqUIUTdlBJ4VkoPUA2rgdFsVOR5h0hDy2mh5/SK+J4TQtRD8q0JiYmJKCwsBAD8+OOPmDhxIgCA53lYLJThQIJD5cvEs8JK5ct80HE6sAyrmgVJNVFz9odYHMvBbDWr+t9Kw2pgtBhV+/qBv74rKghUMGAUG6hwx8pbFfm5FjJlKChDCFFCMEMphI2TaphPkPBJjk6mTaaEEFmR/Epz9uzZuOqqq5Cfn4+KigpMnToVALBz50506dJF4tERuRN6INAk3Dv+r/+joIx3wg4cojxqzv4QSwhyW3mrav+t1F6+jAevqkwZC6+e8mU8r8yMYpZhYTQbKShDiMop5RinlGtaDatBs7lZNedYEh7JUclSD4EQQvwi+VnwxRdfRG5uLgoLC7FkyRLExsYCaC1rduutt0o8OiJ3HMPBylulHoYs8Iwy0uHbko7TQa+hoIzS8Dyv6uwPsYSdZxbeotoa4LbyZSr9rAg9ZdQSlDJbzap4r5VSDscTk1UZvSQIIYGjMs2RRcg8pqAMCaWU6BSph0AIIX6R/Cyo1Wpx7733utx+5513hn8wRHFYhqXyZSIwYKh8mQhaljJllIoyZcRTU6aEM47lYLKYVP1ZUdP7r6byZUrWYmmhTBlCCIkgQqaMWuYTJDweHv2w1EMghBC/SHKl+e2332Lq1KnQarX49ttvvT525syZYRoVUSKOpUwZsZS+UzYUtJyWMmUUiGEYypTxg5oyJZxRTxn1vP9CqTY1BGU0rAYtlhaph9FmKChDCCmuK8bEvIlSD4P8xVa+jFH+OZaEz/i88VIPgRBC/CLJWXDWrFk4c+YMUlNTMWvWLI+PYxgGFgtlOZDAsQwLi5U+Q2JQUMY3HaejhR2FokwZcXheXT1FnHEMB6PZqNrybYD6MmXUcFzQslo0tDRIPYw202JpgZal8mWEqNnojqNxVZ+rpB4G+YuG1cBopvJlhBBC1E2Ss6DVanX7vwkJNeopIx4PXtULjWJQ+TJlYhmWdlL7QS2ZEu5wLAeTVd3ly9QSqGDAqKanjJbTwmQ1ST2MNmOymOj4TojKfXLJJ1IPgdjhGE71mceEEEIIrcASRaOeMuJRTxnfdJyOypcpkK15uwoWmoPFMIyqMiWcsQzb2lNGpa8fgGpK/XEsB4vVoorNClpWC5NFwUEZKwVlCCHKwYOXeghBo0wZQgghRKJMGYHVasX777+PL7/8EidOnADDMMjLy8Oll16KefPmgWGolBIJDvWUEY/Kl/mm5ShTRok49q+gjAoWmoNlK1+m0gAWy7Cqz5RRy/uvYTVoMjVJPYyw0LLKzpQBQEEZQgiJIBpWg1pjLQVlCCGEqJpk2/94nsfMmTNx/fXX4/Tp0+jTpw969eqFkydPYuHChbj44oulGhpREJZhKSgjEgVlfNOyWsqUUSDKlBFP2Cyh1k0Tts+KigN4FqtFFYsoGlYDs9Us9TDCQsspO1MGaH2NhBAid0q5XtOwGjSbm2nuTQghRNUku6p+//33sW7dOvzyyy8YN26cw31r1qzBrFmzsGzZMsyfP1+iERIlYBkWFiuVL/OFB0/ly0TQcTrKlFEgIVNGDQvNJDgsw8JsNau6abhaytdpWI3is0cEasiUoeM7IUQplLAxRsNqYLRQ+TJCCCHqJtkK7CeffIIHH3zQJSADAOPHj8c//vEPfPTRRxKMjCgJx1D5MrF48BSU8UHLaakEigJR9gMRi3rK/NVTRgU7WylTRjkeG/MY2ke3l3oYhBBC/iJkylBQhhBCiJpJtgK7e/duXHDBBR7vnzp1Knbt2hXGERElYhkWFp4yZcRQSjp8W6LyZcrEMiyVLxOJ5+XfXDYYtv5DKv6sqCZThlFRUEbhmTKLxy7GmNwxUg+DEEKCxoBRxIZDjuVgNBtVMZ8ghBBCPJEsKFNZWYm0tDSP96elpaGqqiqMIyJKxLGUKSMGA4aCMiJQ+TJl4hhO9dkPRByWYWGymsAy6swqZBgGZqtZFUEppWeP2FNTVhAhhMiZUs5NVL6MEEIIkTAoY7FYoNF4PglzHAezmS4QSXCop4x4VlhVu9AoVlJUEp6Z+IzUwyAhRtkP4imhjnkw1B7As2WVqeD1qylQoZRFPkIIUTo9p4fRYpR6GEGj8mWEEEIIINlZkOd5LFy4EHq9+13nRqP8JxtEetRTRjzqKeMbwzDIis+SehgkxKinDBFL7aXubN8VFbx+VQVlFF6+jBBClEKv0aPF0iL1MIImBGXUMJ8ghBBCPJEsKLNgwQKfj5k/f34YRkKUTOgpw0PdfRDEoPJlRK1sda3pwtAntfeUEcqXqTWAZ8sqU8Hr17AaVfWkU/t3mxBC5EDH6mA0y3/zKsdwVL6MEEKI6kl2Fnzvvfek+tNERTiWo/JlIllhpUwZokocw6HFqo6FZhIcjuVagzIqDeCpLVNGDa8TAEobSpEakyr1MAghhPig1yijfJmwIYqCMoQQQtSMVmCJorEMq5qmxMHiGcqUIepEPWXEU3tPGZZhVd1TRm2ZMlpOK/UwwqKkvgQZcRlSD4MQQogPek455cuMFqMq5hOEEEKIJ7Q1gSga9YoQh//r/yhThqgRHSeIWLbyZSoN4KktU0YtO3hjtbHomNFR6mEQQgjxQSk9ZTiGMmUIIYQQOgsSRVP7Apo/qKcMUSvKlBFP7X0nOIZTdaaMcE5VwyKKltWq4nUCwFsz35J6CIQQQkTQcQrpKcNSTxlCCCGEzoJE0YT6/yxDGSC+8OBVX5qIqBPLsJQpQ0QRPitqPaeoKatMw2qgZdVRvkytn2dCCJGbHik9MCxrmNTDCJqaMm8JIYQQTygoQxRN7fX/xWIZFjzUvQOeqBddGIrHMIyqs2XUnn2ppqwyNZUvI4QQIg9zes3BnF5zpB5G0DiWypcRQgghtDWOKBrHcKpeQBOLgjJEzdTUvJwEh2PVXb5MdZkynDoyZQghhJBw0rAaKl9GCCFE9SgoQxRNyJSh0hzecQxHQRmiWpQpI56as2QAu1J3Kv2sUKYMIYQQQoLFMa2ZMmrY5EEIIYR4QivVRNHUtIAUDI7lYIVV6mEQIgnKlCFisQwLs9Ws2s+K8PrV0H+MgjKEEEJI2+BYjjJlCCGEqB4FZYii2er/q3QBTSzKlCFqRpky4qlhMd4btZfE5BgOFqtF6mGEhYbVQMtS+TJCCCEk1IRMGQrKEEIIUTPVBWUWL14MhmEc/ktPT5d6WKSNcMxf9f9VuoAmFsuwlClDVEvIlKELQ9+ofBmr6qwqjuVg4dURlNFyWjomEEIIIW2AqlkQQgghgCqvNnv16oWff/7Z9jPH0WRAqYRMGeop4x1lyhA1U1PzchIcjlV3oF9tmTIUlCGEEEJCT8NqYLKa6DxLCCFE1VR5FtRoNJQdoxIsw7YuoNFiq1csw1JQhqgW7dYjYqk90M+xHKy8OrIqNawGWo7KlxFCCCGhJsy5KShDCCFEzVS5qnDkyBFkZmYiLy8PV1xxBY4fP+718UajEbW1tQ7/EXngWHXX/xeLYzgqX0ZUS+0lqfyh9p4yav+ssAyrmvJlGlYDDUOLRYQQQkioCfMotc6nCCGEEECFQZmhQ4di2bJlWLVqFd566y2cOXMGw4cPR0VFhcffefrpp5GQkGD7Lzs7O4wjJsEQMmXUuqtZLI6l8mVEvWzlyyh465Pae8qovU8Zx1CmDCGEEEKCQ5kyhBBCiAqDMlOnTsUll1yCPn36YOLEiVi5ciUA4IMPPvD4O4sWLUJNTY3tv8LCwnANlwSJekWIQ+XLiJrZ+oTQcYL4IJQvU+tnhWOppwwhhBBCgiPMo3ScTuKREEIIIdJR/dVmTEwM+vTpgyNHjnh8jF6vh16vD+OoSKgwDAOz1azaXc1iUfkyomYcw8FoMdJxgvhk61Om0s8Kx3DqKl9GQRlCCCEk5IR5FAVlCCGEqJnqMmWcGY1GHDhwABkZGVIPhbQRK2+l8mU+cAwHnqFMGaJOVNdaPLVn1dn6lKn0s6KmTBktq4WWpfJlhBBCSKgJmx70HG18JYQQol6qW6m+9957sXbtWhQUFGDTpk249NJLUVtbiwULFkg9NNJGLLxFtQtoYlFPGaJmwm49Ct76xjCManqKuMMyrKqzL1mGpUwZQgghhASFypcRQgghKixfVlRUhCuvvBLl5eVo3749hg0bho0bN6Jjx45SD420EYvVotoFNLFYhgXL04I0USeO5egYIRLPqzt4KwTu1Bro5xj1ZMpoWA20HGXKEEIIIaFG5csIIYQQFQZlPv30U6mHQMLMyltVu4AmFsdwYMBIPQxCJMExHB0j/KDmY4Xas6o4Vj09ZTrEd8CQzCFSD4MQQghRHMqUIYQQQlQYlCHqY+Etql1AE4tlWFUvtBJ1o0wZ8XjwYBj1HitsmTIq/bxoWA3MVrPUwwiLrPgsZMVnST0MQgghRHEoU4YQQghRYU8Zoj5Uvsw3juHA0uGAqBTLsJQpIxLP86oO4Kq9fJme06smKEMIIYSQtiFs8KGgDCGEEDWjVViieFS+zDeWpUwZol4cQ5kyYvFQd08Z4Vyi1s+LQWOQegiEEEIIUQjq3UYIIUTNKChDFI/Kl/lGPWWImnEs9ZQRi+epfBmg3kwZCsoQQgghJFToGp0QQoia0VmQKB6VL/ONypcRNaNMGf+oOYArfE7U+nmJ0kZJPQRCCCGEEEIIIUT2aBWWKJ6Ft6h2V7NYlClD1IxjOWhYjdTDIDJAmTKUKUMIIYQQQgghhASLgjJE8ay8VbW7msWinjJEzTiGypeJpfaeMragjErPKRSUIYQQQgghhBBCgkdBGaJ4Fiv1lPGFMmWImnEslS8Ty2QxqbopqxC8U+s5hYIyhBBCCCGEEEJI8NS5qkBUhQdPu+B9YBmWesoQ1aJMGfGazc2I0qi3r4jay5ep+b0nhBBCCCGEEEJChVZhiSrQLnjvKFOGqBllyojXZG5SdbYElS9T73tPCCGEEEIIIYSECgVliCqotdSMWBSUIWrGMqxqMx/81WRqUnW2hBCMUevnhYIyhBBCCAmF4dnDpR4CIYQQIilaqSaqoNYFNLGofBlRM46hTBmxmsxNiNKqNygjBPh1nE7ikUiDgjKEEEIICYU/rv1D6iEQQgghkqJVWKIKtODqHcdSpgxRL46lnjJiqb2nTIIhAZuv36zaoIxeo5d6CIQQQgghhBBCiOxRUIaoApUv847KlxE1o0wZ8ZrNzarOlmAZFkM6DJF6GJKJ0kThp6t/knoYhBBCCCGEEEKIrNFKNVEF2gXvHcdwYHgKyhB1okwZ8ZpM6i5fpnYMw2BS50lSD4MQQgghhBBCCJE1CsoQVaBd8N5RTxmiZpQpI16TuUnV5csIIYQQQgghhBBCgkWrsEQVqHyZd9RThqgZZcqIN6/vPPRN6yv1MAghhBBCCCGEEEJkSyP1AAgJBytvlXoIEY1lWArKENWiTBnxll28TOohEEIIIYQQQgghhMgapQ8QVaCgjHccw1H5MqJalClDCCGEEEIIIYQQQsKFVmGJKlBQxjvKlCFqxjIsZcoQQgghhBBCCCGEkLCgoAxRBQrKeMcx1FOGqBfHUKYMIYQQQgghhBBCCAkPCsoQVaCgjHccS0EZol4cSz1lCCGEEEIIIYQQQkh4UFCGqAIPXuohRDTqKUPUjGM4aFiN1MMghBBCCCGEEEIIISpAq7BEFShTxjvqKUPUjGOpfBkhhBBCCCGEEEIICQ8KyhBVoKCMd9RThqgZx1D5MkIIIYQQQgghhBASHhSUIapAQRnvOJbKlxH10nE6ZMdnSz0MQgghhBBCCCGEEKICtApLVIGCMt6xoPJlRL30Gj1evOBFqYdBCCGEEEIIIYQQQlSAOhsTxdt36z7aBe8DZcoQQgghhBBCCCGEEEJI26OgDFG8nu17Sj2EiKfjdBSUIYQQQgghhBBCCCGEkDZGq7CEEPRI6oHhluFSD4MQQgghhBBCCCGEEEIUjYIyhBAwDAMNJc4RQgghhBBCCCGEEEJIm6KgDCGEEEIIIYQQQgghhBBCSBhQUIYQQgghhBBCCCGEEEIIISQMKChDCCGEEEIIIYQQQgghhBASBhSUIYQQQgghhBBCCCGEEEIICQMKyhBCCCGEEEIIIYQQQgghhIQBBWUIIYQQQgghhBBCCCGEEELCgIIyhBBCCCGEEEIIIYQQQgghYaCRegByxPM8AKC2tlbikRASGnV1dTAajaisrERzc7PUwwlaY2MjjEYj6urqoNPppB5Om2psbERDQwNaWlqg1WqlHk5QTCYTTCYTamtrYTabpR4OIYQQQlSC5lOEEEIIISQUhHiBED/whOF9PYK4KCoqQnZ2ttTDIIQQQgghhBBCCCGEEEJIBCksLERWVpbH+ykoEwCr1Yri4mLExcWBYRiphxMxamtrkZ2djcLCQsTHx0s9HEIiDn1HCPGNvieEeEffEUJ8o+8JId7Rd4QQ7+g7Qohv9D1xj+d51NXVITMzEyzruXMMlS8LAMuyXiNdahcfH09fRkK8oO8IIb7R94QQ7+g7Qohv9D0hxDv6jhDiHX1HCPGNvieuEhISfD7Gc7iGEEIIIYQQQgghhBBCCCGEhAwFZQghhBBCCCGEEEIIIYQQQsKAgjIkZPR6PR577DHo9Xqph0JIRKLvCCG+0feEEO/oO0KIb/Q9IcQ7+o4Q4h19Rwjxjb4nwWF4nuelHgQhhBBCCCGEEEIIIYQQQojSUaYMIYQQQgghhBBCCCGEEEJIGFBQhhBCCCGEEEIIIYQQQgghJAwoKEMIIYQQQgghhBBCCCGEEBIGFJQhhBBCCCGEEEIIIYQQQggJAwrKEEIIIYQQQgghhBBCCCGEhAEFZUhIvPrqq8jLy4PBYMCgQYOwfv16qYdESFgsXrwYDMM4/Jeenm67n+d5LF68GJmZmYiKisLYsWOxb98+h+cwGo34+9//jpSUFMTExGDmzJkoKioK90shJGTWrVuHGTNmIDMzEwzD4Ouvv3a4P1Tfi6qqKsybNw8JCQlISEjAvHnzUF1d3cavjpDg+fqOLFy40OXcMmzYMIfH0HeEKNnTTz+NIUOGIC4uDqmpqZg1axYOHTrk8Bg6lxA1E/MdoXMJUbvXXnsNffv2RXx8POLj43H++efjhx9+sN1P5xGidr6+I3QeaVsUlCFBW758Oe6880489NBD2LFjB0aNGoWpU6fi1KlTUg+N/H97dxfS5N/HcfxT3VOiZBhpm0kihf8oTSjJJlFgJAqCIIQ9EEIQGBlEnVQQngRJB0Jg0EERdeRJCUEhGelC1EpTWk8gtB4IH0rKzB4s+94H3V3c86Hu+++c/Lf3Cwbb9fttXBfswwf2dQ4RsXr1avX29jq3QCDgrJ06dUo1NTWqra3VvXv35PF4tHXrVg0PDzt7Dh48qPr6etXV1amlpUUfP35UcXGxxsbGZuNygGkbGRlRdna2amtrJ10PVy527typ7u5uNTQ0qKGhQd3d3dq9e/eMXx8wXX/KiCQVFhaGdMv169dD1skIopnf79f+/fvV3t6uxsZGff/+XQUFBRoZGXH20CWIZf9LRiS6BLEtNTVV1dXV6ujoUEdHh/Lz81VSUuIMXugRxLo/ZUSiR2aUAdO0fv16q6ioCDm2cuVKO3LkyCydERA5VVVVlp2dPenajx8/zOPxWHV1tXPsy5cv5na77ezZs2Zm9v79e3O5XFZXV+fsef36tc2dO9caGhpm9NyBSJBk9fX1zuNw5eLx48cmydrb2509bW1tJsmePn06w1cFhM/4jJiZlZeXW0lJyZTPISOINQMDAybJ/H6/mdElwHjjM2JGlwCTSUxMtHPnztEjwBR+ZcSMHplpfFMG0zI6OqrOzk4VFBSEHC8oKFBra+ssnRUQWT09PUpJSVF6erq2b9+uZ8+eSZKCwaD6+vpC8hEfH6/Nmzc7+ejs7NS3b99C9qSkpCgzM5MMISqFKxdtbW1yu93Kzc119mzYsEFut5vsICo0NzcrOTlZGRkZ2rt3rwYGBpw1MoJYMzQ0JElatGiRJLoEGG98Rn6hS4CfxsbGVFdXp5GREfl8PnoEGGd8Rn6hR2bOv2b7BPDP9vbtW42NjWnJkiUhx5csWaK+vr5ZOisgcnJzc3Xp0iVlZGSov79fJ06cUF5enh49euRkYLJ8vHjxQpLU19enuLg4JSYmTthDhhCNwpWLvr4+JScnT3j95ORksoN/vKKiIm3btk1paWkKBoM6fvy48vPz1dnZqfj4eDKCmGJmOnTokDZu3KjMzExJdAnw3ybLiESXAJIUCATk8/n05csXLVy4UPX19Vq1apXzYTA9glg3VUYkemSmMZRBWMyZMyfksZlNOAZEo6KiIud+VlaWfD6fli9frosXLzo/gPZ38kGGEO3CkYvJ9pMdRIOysjLnfmZmpnJycpSWlqZr166ptLR0yueREUSjyspKPXjwQC0tLRPW6BJg6ozQJYD0119/qbu7W+/fv9fly5dVXl4uv9/vrNMjiHVTZWTVqlX0yAzj35dhWhYvXqx58+ZNmG4ODAxM+IsDIBYsWLBAWVlZ6unpkcfjkaTf5sPj8Wh0dFTv3r2bcg8QTcKVC4/Ho/7+/gmv/+bNG7KDqOP1epWWlqaenh5JZASx48CBA7p69aqampqUmprqHKdLgJ+myshk6BLEori4OK1YsUI5OTk6efKksrOzdfr0aXoE+I+pMjIZeiS8GMpgWuLi4rRu3To1NjaGHG9sbFReXt4snRUwe75+/aonT57I6/UqPT1dHo8nJB+jo6Py+/1OPtatWyeXyxWyp7e3Vw8fPiRDiErhyoXP59PQ0JDu3r3r7Llz546GhobIDqLO4OCgXr16Ja/XK4mMIPqZmSorK3XlyhXdunVL6enpIet0CWLdnzIyGboE+Jmdr1+/0iPAFH5lZDL0SJgZME11dXXmcrns/Pnz9vjxYzt48KAtWLDAnj9/PtunBsy4w4cPW3Nzsz179sza29utuLjYEhISnPd/dXW1ud1uu3LligUCAduxY4d5vV778OGD8xoVFRWWmppqN2/etPv371t+fr5lZ2fb9+/fZ+uygGkZHh62rq4u6+rqMklWU1NjXV1d9uLFCzMLXy4KCwttzZo11tbWZm1tbZaVlWXFxcURv17g//W7jAwPD9vhw4ettbXVgsGgNTU1mc/ns6VLl5IRxIx9+/aZ2+225uZm6+3tdW6fPn1y9tAliGV/yghdApgdPXrUbt++bcFg0B48eGDHjh2zuXPn2o0bN8yMHgF+lxF6ZOYxlEFYnDlzxtLS0iwuLs7Wrl1rfr9/tk8JiIiysjLzer3mcrksJSXFSktL7dGjR876jx8/rKqqyjwej8XHx9umTZssEAiEvMbnz5+tsrLSFi1aZPPnz7fi4mJ7+fJlpC8FCJumpiaTNOFWXl5uZuHLxeDgoO3atcsSEhIsISHBdu3aZe/evYvQVQJ/3+8y8unTJysoKLCkpCRzuVy2bNkyKy8vn/D+JyOIZpPlQ5JduHDB2UOXIJb9KSN0CWC2Z88e53OqpKQk27JlizOQMaNHgN9lhB6ZeXPMzCL3vRwAAAAAAAAAAIDYxG/KAAAAAAAAAAAARABDGQAAAAAAAAAAgAhgKAMAAAAAAAAAABABDGUAAAAAAAAAAAAigKEMAAAAAAAAAABABDCUAQAAAAAAAAAAiACGMgAAAAAAAAAAABHAUAYAAAAAAAAAACACGMoAAAAAAAAAAABEAEMZAAAAAAAAAACACGAoAwAAAAAAAAAAEAH/BojwN/VqUhoKAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axis = plt.subplots(2, 1, sharex=True, gridspec_kw={\"hspace\":0.0})\n", + "axis[0].plot(v_pos, linewidth=0.5)\n", + "axis[1].plot(DP_query, linewidth=0.5, color=\"green\")\n", + "axis[0].axvspan(idx_desired0, idx_desired0+m, color=\"grey\", alpha=0.4, label=\"desired behavior\")\n", + "axis[1].axvspan(idx_desired0, idx_desired0+m, color=\"grey\", alpha=0.4)\n", + "axis[0].axvspan(idx_desired1, idx_desired1+m, color=\"grey\", alpha=0.4)\n", + "axis[1].axvspan(idx_desired1, idx_desired1+m, color=\"grey\", alpha=0.4)\n", + "axis[0].axvspan(idx_motif, idx_motif+m, color=\"k\", alpha=0.4, label=\"top-motif(dp)\")\n", + "axis[1].axvspan(idx_motif, idx_motif+m, color=\"k\", alpha=0.4)\n", + "axis[0].set_ylabel(\"T(+)\")\n", + "axis[1].set_ylabel(\"Distance Profile\")\n", + "axis[0].legend()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Even thought desired behavior subsequence is quite different compared to query. \n", + "Distance profile on desierd behavior isn't enough to high to find those. \n", + "\n", + "### 2.self-join Matrix Profile" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "MP_AA = stumpy.stump(v_pos, m)\n", + "idx_motif = np.argmin(MP_AA[:, 0])\n", + "idx_nn = MP_AA[:, 1][idx_motif]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axis = plt.subplots(2, 1, sharex=True, gridspec_kw={\"hspace\":0.0})\n", + "axis[0].plot(v_pos, linewidth=0.5)\n", + "axis[1].plot(MP_AA[:, 0], linewidth=0.5)\n", + "axis[0].axvspan(idx_desired0, idx_desired0+m, color=\"grey\", alpha=0.4, label=\"desired behavior\")\n", + "axis[1].axvspan(idx_desired0, idx_desired0+m, color=\"grey\", alpha=0.4)\n", + "axis[0].axvspan(idx_desired1, idx_desired1+m, color=\"grey\", alpha=0.4)\n", + "axis[1].axvspan(idx_desired1, idx_desired1+m, color=\"grey\", alpha=0.4)\n", + "axis[0].axvspan(idx_motif, idx_motif+m, color=\"k\", alpha=0.4, label=\"top-motif(mp)\")\n", + "axis[1].axvspan(idx_motif, idx_motif+m, color=\"k\", alpha=0.4)\n", + "axis[0].axvspan(idx_nn, idx_nn+m, color=\"k\", alpha=0.4)\n", + "axis[1].axvspan(idx_nn, idx_nn+m, color=\"k\", alpha=0.4)\n", + "axis[0].set_ylabel(\"T(+)\")\n", + "axis[1].set_ylabel(\"Matrix Profile\")\n", + "axis[0].legend(loc=1)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We annotated the location of two premature ventricular contractions (Desired behavior). \n", + "While these **two beats are similar**, they are not as well conserved as normal beats. \n", + "Matrix profile on desierd behavior also doesn't have no specific features for classification.\n", + "\n", + "### 3.AB-join Matrix Profile\n", + "Insead of arbitrarily choosing normal ECG signal query, how about comparing T(+) has desired behavior with the clean T(-)." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "MP_AB = stumpy.stump(v_pos, m, v_neg, ignore_trivial = False)\n", + "idx_motif = np.argmin(MP_AB[:, 0])\n", + "idx_nn = MP_AB[:, 1][idx_motif]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axis = plt.subplots(3, 1, sharex=True, gridspec_kw={\"hspace\":0.0}, figsize=(20, 8))\n", + "axis[0].plot(v_neg, linewidth=0.5)\n", + "axis[1].plot(v_pos, linewidth=0.5)\n", + "axis[2].plot(MP_AB[:, 0], linewidth=0.5)\n", + "\n", + "axis[1].axvspan(idx_desired0, idx_desired0+m, color=\"grey\", alpha=0.4, label=\"desired behavior\")\n", + "axis[2].axvspan(idx_desired0, idx_desired0+m, color=\"grey\", alpha=0.4)\n", + "axis[1].axvspan(idx_desired1, idx_desired1+m, color=\"grey\", alpha=0.4)\n", + "axis[2].axvspan(idx_desired1, idx_desired1+m, color=\"grey\", alpha=0.4)\n", + "axis[1].axvspan(idx_motif, idx_motif+m, color=\"k\", alpha=0.4, label=\"top-motif(mp)\")\n", + "axis[2].axvspan(idx_motif, idx_motif+m, color=\"k\", alpha=0.4)\n", + "axis[0].axvspan(idx_nn, idx_nn+m, color=\"k\", alpha=0.4)\n", + "axis[2].axvspan(idx_nn, idx_nn+m, color=\"k\", alpha=0.4)\n", + "axis[0].set_ylabel(\"T(-)\")\n", + "axis[1].set_ylabel(\"T(+)\")\n", + "axis[2].set_ylabel(\"Matrix Profile\")\n", + "axis[1].legend(loc=1)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "AB-join Matrix Profile is also almost same result to self-join Matrix Profile in most regions. \n", + "\n", + "We now exploit an important observation. \n", + "This makes sense. A noisy $T_{i, m}^A$ will tend to be just as far from any other $T_{j, m}^A$ as it is from any $T_{k, m}^B$. \n", + "Moreover, a normal heartbeat \n", + "in $T^A$ will tend to have approximately the same low distance \n", + "to another normal heartbeat, whether that beat happens to come \n", + "from $T^A$ or $T^B$. \n", + "\n", + "The only places showing a significant difference are the locations corresponding to behaviors that are \n", + "unique to $T^A$:in this case, the two PVC beats(desired behavior).\n", + "\n", + "We formalize these observations with our proposed representation, the **Contrast Profile**.\n", + "\n", + "$CP_m = (MP_{m}^{(+-)} - MP_{m}^{(++)}/ \\sqrt{(2*m)}$ \n", + "\n", + "- 𝐓(+): contains at least two behaviors that are unique to the phenomena of interest. \n", + "- 𝐓(−): contains zero behaviors of interest. \n", + "- Contrast Profile $CP_m$ \n", + "- Matrix Profiles $MP_{m}^{(+-)}$: Matrix profile joins T(+) with T(-) \n", + "- Matrix Profiles $MP_{m}^{(++)}$: Matrix profile the self-join of 𝐓(+) \n", + "\n", + "## Contrast Profile\n", + "##### Plato\n", + "The subsequence in 𝐓(+) corresponding to the highest point in the Contrast Profile is called the **Plato**. \n", + "A backronym of *pattern likely able to organize*, which is suggestive of a *platonic* ideal for some behavior of interest." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "CP = (MP_AB[:, 0] - MP_AA[:, 0])/np.sqrt(2*m)\n", + "idx_plato = np.argmax(CP)\n", + "CP_ = CP.copy() # for visualization\n", + "CP_[CP_<0] = 0" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axis = plt.subplots(3, 1, sharex=True, gridspec_kw={\"hspace\":0.0}, figsize=(20, 8))\n", + "axis[0].plot(v_pos, linewidth=1)\n", + "axis[1].plot(MP_AA[:, 0], linewidth=1, label=\"MP(++)\")\n", + "axis[1].plot(MP_AB[:, 0], linewidth=1, label=\"MP(+-)\")\n", + "axis[2].plot(CP_, linewidth=1)\n", + "axis[2].axvline(idx_plato, color=\"C2\", linestyle=\"--\", linewidth=1.5, label=\"plato\")\n", + "\n", + "axis[0].axvspan(idx_desired0, idx_desired0+m, color=\"grey\", alpha=0.4, label=\"desired behavior\")\n", + "axis[1].axvspan(idx_desired0, idx_desired0+m, color=\"grey\", alpha=0.4)\n", + "axis[2].axvspan(idx_desired0, idx_desired0+m, color=\"grey\", alpha=0.4, label=\"desired behavior\")\n", + "axis[0].axvspan(idx_desired1, idx_desired1+m, color=\"grey\", alpha=0.4)\n", + "axis[1].axvspan(idx_desired1, idx_desired1+m, color=\"grey\", alpha=0.4)\n", + "axis[2].axvspan(idx_desired1, idx_desired1+m, color=\"grey\", alpha=0.4)\n", + "\n", + "axis[0].set_ylabel(\"T(+)\")\n", + "axis[1].set_ylabel(\"Matrix Profile\")\n", + "axis[2].set_ylabel(\"Contrast Profile\")\n", + "axis[0].legend()\n", + "axis[2].legend()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can clealy find highest peak in desired behaviors.\n", + "### Let's find top-motif of plato in T(+)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# find top motif with plato\n", + "l_p = len(v_pos)\n", + "DP_plato = stumpy.mass(v_pos[idx_plato:idx_plato+m], v_pos)\n", + "\n", + "# ignore trivial \n", + "idx0 = idx_plato-m/2 if idx_plato-m/2 >= 0 else 0\n", + "idx1 = idx_plato+m/2 if idx_plato+m/2 <= l_p-m/2+1 else 0\n", + "idx0, idx1 = int(idx0), int(idx1)\n", + "x_ = np.arange(l_p)\n", + "x_t = np.hstack([x_[:idx0+1], x_[idx1:]])\n", + "DP_plato_t = np.hstack([DP_plato[:idx0+1], DP_plato[idx1:]])\n", + "\n", + "idx_plato_twin = x_t[np.argmin(DP_plato_t)]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axis = plt.subplots(2, 1, sharex=True, gridspec_kw={\"hspace\":0.0})\n", + "axis[0].plot(DP_plato)\n", + "axis[0].axvline(idx_plato, color=\"C2\", linestyle=\"--\", label=\"plato\")\n", + "axis[0].axvline(idx_plato_twin, color=\"C2\", label=\"plato_topMotif\")\n", + "axis[0].set_ylabel(\"DP with plato\")\n", + "axis[0].legend(loc=4)\n", + "\n", + "axis[1].plot(v_pos)\n", + "axis[1].axvspan(idx_plato, idx_plato+m, color=\"grey\", alpha=0.3, label=\"plato\")\n", + "axis[1].axvspan(idx_plato_twin, idx_plato_twin+m, color=\"grey\", alpha=0.3)\n", + "axis[1].set_ylabel(\"T(+)\")\n", + "axis[0].legend()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Comparing disired behavior and plato" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gap = 40\n", + "diff0 = idx_plato - idx_desired0\n", + "diff1 = idx_plato_twin - idx_desired1\n", + "\n", + "fig, axis = plt.subplots(2, 2, sharex=True, gridspec_kw={\"hspace\":0.2, \"wspace\":0.1})\n", + "axis[0, 0].plot(v_pos[idx_desired0-gap:idx_desired0+m+gap])\n", + "axis[0, 1].plot(v_pos[idx_desired1-gap:idx_desired1+m+gap])\n", + "axis[1, 0].plot(v_pos[idx_plato-gap-diff0:idx_plato+m+gap])\n", + "axis[1, 1].plot(v_pos[idx_plato_twin-gap-diff0:idx_plato_twin+m+gap])\n", + "\n", + "axis[0, 0].axvspan(gap, gap+m, color=\"grey\", alpha=0.3, label=\"plato\")\n", + "axis[0, 1].axvspan(gap, gap+m, color=\"grey\", alpha=0.3)\n", + "axis[1, 0].axvspan(gap+diff0, gap+m+diff0, color=\"grey\", alpha=0.3, label=\"plato\")\n", + "axis[1, 1].axvspan(gap+diff1, gap+m+diff1, color=\"grey\", alpha=0.3)\n", + "\n", + "axis[0, 0].set_title(\"desired behavior(1)\")\n", + "axis[1, 0].set_title(\"plato(1)\")\n", + "axis[0, 1].set_title(\"desired behavior(2)\")\n", + "axis[1, 1].set_title(\"plato(2)\")\n", + "\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "That's not exact match but we could find desired behavior(Plato) by Contrast Profile." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Summary\n", + "We can find desired behavior by the subsequence in T(+) corresponding to the highest point in the Contrast Profile. \n", + "While we use the Matrix Profile as the core function to \n", + "compute the Contrast Profile, the value optimized is rather simple.\n", + "\n", + "This clearly has implications for several downstream algorithms, including classification and novelty/anomaly detection. " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Resources\n", + "[Matrix Profile XXIII](https://www.cs.ucr.edu/~eamonn/ContrastProfile_V048_names.pdf) \n", + "\n", + "[Contrast Profile support page](https://sites.google.com/view/contrastprofile)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "v39", + "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": "3.9.12" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "8a6bfd200c7cf5adb010f5ccf3201bdc50fbb61960f2054d83ce51c0679fd34a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/Tutorial_Contrast_Profile2.ipynb b/docs/Tutorial_Contrast_Profile2.ipynb new file mode 100644 index 000000000..2066afe91 --- /dev/null +++ b/docs/Tutorial_Contrast_Profile2.ipynb @@ -0,0 +1,485 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Novel Time Series Primitive that Allows Real World Classification\n", + "\n", + "## Contrast Profile\n", + "\n", + "The tutorial is adapted from the [Matrix Profile XXIII paper](https://www.cs.ucr.edu/~eamonn/ContrastProfile_V048_names.pdf). \n", + "\n", + "Subsequence’s distance to its nearest neighbor within the same \n", + "dataset can be represented by the [Matrix Profile](https://stumpy.readthedocs.io/en/latest/Tutorial_The_Matrix_Profile.html). \n", + "\n", + "Time series **motifs** refer to two particularly **close** subsequences, \n", + "whereas time series **discords** indicate subsequences that are **far** from their nearest neighbors (**anomaly**). \n", + "\n", + "If a dataset has two similar subsequences that are far from the rest of subsequences, they may not be discovered as motif or discord by matrix profile.\n", + "\n", + "Let's demonstrate it with ECG data in followoing condition . \n", + "[1]. Matrix Profile on the first half of dataset which has **1 anomaly**. \n", + "[2]. Matrix Profile on whole dataset which has **2 similar anomalies**." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import stumpy\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')\n", + "\n", + "df = pd.read_csv(\"ECG_demo.csv\", index_col=0).astype(float)\n", + "T = df.values[:, 1] # with 2 similar anomalies\n", + "m = 128 # window size as an example" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's see the entire dataset first." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20, 3))\n", + "plt.plot(T)\n", + "plt.axvspan(1280, 1290+m, color=\"grey\", alpha=0.3, label=\"similar anomalies\")\n", + "plt.axvspan(2400, 2400+m, color=\"grey\", alpha=0.3)\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can see two smilar anomalies. Those are targets we try to find.\n", + "##### [1]. Matrix Profile with **the first half** of dataset (which has 1 anomaly behavior.)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "mp = stumpy.stump(T[:2000], m, normalize=False)\n", + "discord_idx = np.argmax(mp[:, 0]) # discord's index\n", + "discord_nn_idx = mp[discord_idx, 1] # discord's nearest neighborhood index" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes=plt.subplots(2, 1, sharex=True, gridspec_kw={\"hspace\":0})\n", + "axes[0].axvspan(2000, 4000, color=\"grey\", alpha=0.9)\n", + "axes[0].axvspan(discord_idx, discord_idx+m, color=\"C1\", alpha=0.5, label=\"discord\")\n", + "axes[0].axvspan(discord_nn_idx, discord_nn_idx+m, color=\"C1\", alpha=0.2, label=\"discord_nn\")\n", + "axes[0].plot(T)\n", + "axes[1].axvspan(2000, 4000, color=\"grey\", alpha=0.9)\n", + "axes[1].axvspan(discord_idx, discord_idx+m, color=\"C1\", alpha=0.5, label=\"discord\")\n", + "axes[1].axvspan(discord_nn_idx, discord_nn_idx+m, color=\"C1\", alpha=0.2, label=\"discord_nn\")\n", + "axes[1].plot(mp[:, 0])\n", + "axes[0].legend()\n", + "axes[0].set_title(\"Matrix Profile with first half\")\n", + "axes[0].set_ylabel(\"T\")\n", + "axes[1].set_ylabel(\"Matrix Profile\")\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this case, the discord, indicated by matrix profile, is what we are looking for.\n", + "##### [2]. Matrix Profile with **whole dataset** (which has 2 anomaly behaviors.)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "mp = stumpy.stump(T, m, normalize=False)\n", + "discord_idx = np.argmax(mp[:, 0]) # discords index\n", + "discord_nn_idx = mp[discord_idx, 1] # discords nearest neighborhood index" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes=plt.subplots(2, 1, sharex=True, gridspec_kw={\"hspace\":0})\n", + "axes[0].axvspan(discord_idx, discord_idx+m, color=\"C1\", alpha=0.5, label=\"discord\")\n", + "axes[0].axvspan(discord_nn_idx, discord_nn_idx+m, color=\"C1\", alpha=0.2, label=\"discord_nn\")\n", + "axes[0].axvspan(1280, 1290+m, color=\"grey\", alpha=0.3, label=\"similar anomalies\")\n", + "axes[0].axvspan(2400, 2400+m, color=\"grey\", alpha=0.3)\n", + "axes[0].plot(T)\n", + "axes[1].axvspan(discord_idx, discord_idx+m, color=\"C1\", alpha=0.5)\n", + "axes[1].axvspan(discord_nn_idx, discord_nn_idx+m, color=\"C1\", alpha=0.2)\n", + "axes[1].axvspan(1280, 1290+m, color=\"grey\", alpha=0.3)\n", + "axes[1].axvspan(2400, 2400+m, color=\"grey\", alpha=0.3)\n", + "axes[1].plot(mp[:, 0])\n", + "axes[0].legend()\n", + "axes[0].set_title(\"Matrix Profile with whole dataset\")\n", + "axes[0].set_ylabel(\"T\")\n", + "axes[1].set_ylabel(\"Matrix Profile\")\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The discord discovered by matrix profile is not what are looking for. \n", + "Because the targets we are looking for are similar to each other, \n", + "they can be nearest neighbor of each other and hence their corresponding distance in matrix profile will be small. \n", + "Therefore, none of them will be detected via matrix profile\n", + "\n", + "To find the desirable anomalies, we should first understand what properties distinguish them from the other patterns. \n", + "- These two anomalies are similar to each other.\n", + "- They are dissimmilar to other (regular) patterns.\n", + "\n", + "We call these type of discoreds property (our interest) **Contrast**, and the vector that represents it the **Contrast Profile**. \n", + "This is the main concept behind the contrast matrix profile. \n", + "\n", + "## Contrast Profile\n", + "To compute the contrast matrix profile, two time series data are needed as follows:\n", + "- **𝐓(+)**: contains **at least two instances** that are unique to the phenomena of interest. (It also include regular, obvious patterns.)\n", + "- **𝐓(−)**: contains **zero instances of interest**. \n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We call these type of discoreds property (our interest) **Contrast**, and the vector that represents it the **Contrast Profile**. \n", + "\n", + "## Loading the ECG data for Contrast Profile\n", + "\n", + "We load two snippet T_pos: **T(+)** and T_neg: **T(-)**, Those are around 27-second snippet. " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " T(-) T(+)\n", + "0 30.0 -6.0\n", + "1 34.0 -8.0" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ecg_df = pd.read_csv(\"ECG.csv\", index_col=0).astype(float)\n", + "ecg_df.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "T_n = ecg_df.iloc[:, 0].values # T(-)\n", + "T_p = ecg_df.iloc[:, 1].values # T(+)\n", + "\n", + "m = 128" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualizing the ECG snippets with desired instances.\n", + "This dataset is ECG of 75-year-old male. \n", + "According to the doctors that annotated this datasets, \n", + "there are two examples of premature ventricular contractions, with start index of 580 and 2030 (see figure below).. \n", + "Those are the two instances we would like to discover.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "desired0_idx, desired1_idx = 550, 2030\n", + "\n", + "fig, axes = plt.subplots(2, 1, gridspec_kw={\"hspace\":0})\n", + "axes[0].plot(T_p, linewidth=1)\n", + "axes[1].plot(T_n, linewidth=1)\n", + "axes[0].axvspan(desired0_idx, desired0_idx+m, color=\"grey\", alpha=0.4, label=\"desired instances\")\n", + "axes[0].axvspan(desired1_idx, desired1_idx+m, color=\"grey\", alpha=0.4)\n", + "axes[0].set_ylabel(\"T(+)\")\n", + "axes[1].set_ylabel(\"T(-)\")\n", + "axes[0].legend(loc=1)\n", + "\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[Top Fig] : T(+) contains at least two instances that are of our interest. Signals on grey area are two \"desired instances\" which are similar. \n", + "\n", + "[Bottom Fig] : T(-) looks clean, much more regular repeated pattern. Because T(-) has to be **zero instances of interest**." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## What can Matrix Profile(self-join) find?\n", + "Let's demonstrate which kind of motifs/discords self-join Matrix Profile for T(+) can find." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "MP_PP = stumpy.stump(T_p, m)\n", + "motif_idx = np.argmin(MP_PP[:, 0])\n", + "motif_nn_idx = MP_PP[motif_idx, 1] # idx of another motif of the pair\n", + "discord_idx = np.argmax(MP_PP[:, 0])\n", + "discord_nn_idx = MP_PP[discord_idx, 1] # idx of another discords of the pair" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 1, sharex=True, gridspec_kw={\"hspace\":0.0})\n", + "motif_style= {\"color\":\"C2\", \"linestyle\":\"dashed\", \"linewidth\": 3}\n", + "\n", + "axes[0].plot(T_p, linewidth=1)\n", + "axes[1].plot(MP_PP[:, 0], linewidth=1)\n", + "axes[0].axvspan(motif_idx, motif_idx+m, color=\"C2\", alpha=0.5, label=\"motif\")\n", + "axes[1].axvline(motif_idx, **motif_style)\n", + "axes[0].axvspan(motif_nn_idx, motif_nn_idx+m, color=\"C2\", alpha=0.2, label=\"motif_nn\")\n", + "axes[1].axvline(motif_nn_idx, alpha=0.5, **motif_style)\n", + "axes[0].set_ylabel(\"T(+)\")\n", + "axes[1].set_ylabel(\"Matrix Profile\")\n", + "axes[0].legend(loc=1)\n", + "axes[0].set_title(\"Motifs\")\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As shown in this figure, the motifs discovered by the matrix profile (of `T_p`) does not reveal our two desirble subsequences, the ones that were shown in the previous figure. " + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2, 1, sharex=True, gridspec_kw={\"hspace\":0.2}, figsize=(20, 6))\n", + "axes[0].plot(T_p, linewidth=0.5)\n", + "axes[1].plot(T_p, linewidth=0.5)\n", + "\n", + "axes[0].axvspan(discord_idx, discord_idx+m, color=\"C1\", alpha=0.5, label=\"discord\")\n", + "axes[0].axvspan(discord_nn_idx, discord_nn_idx+m, color=\"C1\", alpha=0.2, label=\"discord_nn\")\n", + "axes[1].axvspan(desired0_idx, desired0_idx+m, color=\"grey\", alpha=0.4, label=\"desired instances\")\n", + "axes[1].axvspan(desired1_idx, desired1_idx+m, color=\"grey\", alpha=0.4)\n", + "\n", + "axes[0].set_ylabel(\"T(+)\")\n", + "axes[1].set_ylabel(\"T(+)\")\n", + "axes[0].set_title(\"The discord and its nearest neighbor discovered by the matrix profile\")\n", + "axes[1].set_title(\"The desirbale subsequences of our interest\")\n", + "axes[0].legend(loc=1)\n", + "axes[1].legend(loc=1)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These discords discovered by Matrix Profile is far different from desired instance. \n", + "This phenomenon, as discussed above, is\n", + "Because the targets we are looking for are similar to each other, \n", + "they can be nearest neighbor of each other and hence their corresponding distance in matrix profile will be small. \n", + "Therefore, none of them will be detected via matrix profile" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "v39", + "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": "3.9.12" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "8a6bfd200c7cf5adb010f5ccf3201bdc50fbb61960f2054d83ce51c0679fd34a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/Tutorial_Contrast_Profile3_introduction.ipynb b/docs/Tutorial_Contrast_Profile3_introduction.ipynb new file mode 100644 index 000000000..5b909cc48 --- /dev/null +++ b/docs/Tutorial_Contrast_Profile3_introduction.ipynb @@ -0,0 +1,226 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Novel Time Series Primitive that Allows Real World Classification - Contrast Profile" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import stumpy\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "## Introduction\n", + "\n", + "The tutorial is adapted from the [Matrix Profile XXIII paper](https://www.cs.ucr.edu/~eamonn/ContrastProfile_V048_names.pdf). \n", + "\n", + "Subsequence’s distance to its nearest neighbor within the same \n", + "dataset can be represented by the [Matrix Profile](https://stumpy.readthedocs.io/en/latest/Tutorial_The_Matrix_Profile.html). \n", + "\n", + "By naively using `stmpy.stump`, you can discover **motifs** and **discords**. \n", + "Time series **motifs** refer to two particularly **close** subsequences, \n", + "whereas time series **discords** indicate subsequences that are **far** from their nearest neighbors. \n", + "\n", + "So, let's consider the case of finding a specific similar subsequences (in gray) from data like the one shown in the figure below." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(\"ECG_demo.csv\", index_col=0).astype(float)\n", + "T = df.values[:, 1]\n", + "m = 128 # window size as an example\n", + "idx_sp0, idx_sp1 = 1280, 2400 # similar subsequences indices" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20, 3))\n", + "plt.plot(T)\n", + "plt.axvspan(idx_sp0, idx_sp0+m, color=\"grey\", alpha=0.3, label=\"similar subsequences\")\n", + "plt.axvspan(idx_sp1, idx_sp1+m, color=\"grey\", alpha=0.3)\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finding those similar subsequences as top-discord is difficult because these two are similar.\n", + "However these two above might be finded as top-motif thanks to its apparent similarity. \n", + "Let's calculate the top10-motif using `stumpy.stump` and `stumpy.motifs`.\n", + "\n", + "As a point of caution: [ When calculate `stumpy.stump`, those subsequences we want to find have clear characteristics in their size(scale), \n", + "so we calculate with `normalize=False`, which is True as the default in `stumpy.stump`. ]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "mp = stumpy.stump(T, m, normalize=False) # calculate matrix profiel\n", + "motifs = stumpy.motifs(T, mp[:, 0]) # find top10-motifs" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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MmzYNubm5WLFiBSXBhDeUABNCCFGYyMhIpKSkwMjICC4uLpW2a9asGZo3b46SkhIEBwcrMUKiKNLkVyo7OxudOnVCdnY2t42SYMIXSoAJIYQojHT2B1dXV+jo6LyzLZVB1C4bNmyQuS8Wi1FUVFRuKsy32xGiDJQAE0IIUZiKVn+rjDQBDggIkMt84YRfvr6+MDExkVnyvuzvVUNDA0ZGRvjtt9/4CI+oOUqACSGEKERCQgLu3LkDDQ0NbrGLd+natStMTEzw5s0bXL9+XQkREkUaPnw4rl69Cm1t7QqXuJZIJMjOzsb8+fMxceJE/PXXX3j9+jUPkRJ1RAkwIYQQhZAOfnN2dq7SipFaWlpwc3MDQGUQtcHRo0fRvXt3FBUVoaSkpNzj0hlBXr58if3792PMmDGwtLREx44dsXTpUoSEhKCoqEjZYRM1QQkwIYQQhZAmsYMGDaryc6RlELQscs03adIkZGRklCt7kJIuQ6Crq4uFCxeiTZs2YIwhMjIS69atQ8+ePVG3bl0MGjQIO3fuxOPHj0FLFxB5oQRYgSQSCUpKSpR2+9BlhSvi7e2NIUOGfNQ+Ll++DIFAgIyMDADA/v37YWJi8tGxKULDhg2xbds2vsMgpNbIycnBxYsXAVSt/lfK3d0dGhoaiI6OxvPnzxUVHlGCb775ptw2LS0tmZpgAFi6dCl++OEH3LlzBy9fvsSBAwcwZswYmJubIycnB//88w9mz54Ne3t7NG7cGF9++SVOnDjB/W0h5EPwmgDv3r0bbdq0gbGxMYyNjeHs7IyzZ89yjzPGsGrVKtjY2EBPTw89e/bEvXv3ZPZRWFiI2bNnw8zMDAYGBhg0aBCSkpJk2qSnp2P8+PEQiUQQiUQYP368wt84EokEr1+/RkpKitJur1+/llsSvH37duzfv/+j9tGlSxckJydDJBLJJSZCSM0RHByMoqIiNGnSBC1atKjy80xNTdG1a1cA1Atc0y1fvhyrV6/m7gsEAty8eRNGRkbcttWrV2P58uXcfWtra3z++ef4448/kJKSglu3bmHdunXo1asXtLS0EB8fjz179mDYsGEwMzND165d8d133yEiIqLCMgtCKsNrAly/fn2sX78eN2/exM2bN9G7d28MHjyYS3I3btyILVu2YOfOnbhx4wasrKzQr18/mTkE582bBz8/Pxw+fBihoaHIycmBp6enzFcuY8aMQVRUFAIDAxEYGIioqCiMHz9eoecmkUhQXFwMoVAIbW1thd+EQiGKi4vllgCLRKKP7q3V1taGlZVVpSs/fQiqByOkZqjK6m+VoTKI2mP58uVo06YNAMDDwwOOjo7Ys2cPDAwMyiW/b9PQ0ED79u2xePFiXLx4Ef/99x/OnDmD2bNno3nz5hCLxQgLC8OqVavg7OwMc3NzDB8+HL/++isSEhKUdYqkpmIqpk6dOmzv3r1MIpEwKysrtn79eu6xgoICJhKJ2M8//8wYYywjI4NpaWmxw4cPc21evHjBNDQ0WGBgIGOMsfv37zMALCIigmsTHh7OALDY2Ngqx5WZmckAsMzMzHKP5efns/v377P8/HxuW3FxMUtMTGSvXr1ib968Ufjt1atXLDExkRUXF1f5nI4dO8YcHR2Zrq4uMzU1ZX369GE5OTmMMcYmTJjABg8ezLV1cXFhs2bNYnPnzmUmJibMwsKC7dmzh+Xk5DBvb29maGjIGjduzAICArjnXLp0iQFg6enpjDHGfH19mUgk4h5/8uQJGzRoELOwsGAGBgasY8eO7Ny5czIx2tnZMR8fHzZhwgRmbGzMPv/882qfi4uLC5s7d65M+8GDB7MJEybIHGf16tVs9OjRzMDAgFlbW7MdO3bIPGflypXM1taWaWtrM2trazZ79mzuscLCQrZo0SJmY2PD9PX1WadOndilS5dknu/r68tsbW2Znp4eGzJkCNu0aZPMz+PtnzljjM2dO5e5uLhw9yUSCduwYQNr1KgR09XVZW3atGHHjh3jHpf+zM+fP886dOjA9PT0mLOzc7nX+qlTp1iHDh2Yjo4Oq1u3Lhs6dGiVzyU+Pp55enoyExMTpq+vzxwcHJi/v//bvxLGWMXvDVL7lZSUMHNzcwaAXbhwodrPl163tbW1WXZ2tgIiJMpSUFDAjIyMGAD277//ynXf8fHx7JdffmHDhg1jJiYmDIDMrXnz5mz27NnszJkz9DpSI+/K18pSmRpgsViMw4cPIzc3F87OzoiLi0NKSgr69+/PtdHR0YGLiwvCwsIAlK4wVFxcLNPGxsYGjo6OXJvw8HCIRCJ07tyZa+Pk5ASRSMS1qUhhYSGysrJkbrVJcnIyRo8ejUmTJuHBgwe4fPkyvLy83jnA4MCBAzAzM8P169cxe/ZsTJ8+HcOHD0eXLl1w69YtuLq6Yvz48cjLy6tSDDk5OfDw8MD58+dx+/ZtuLq6YuDAgeU+uf/www9wdHREZGRkhb0FH3IuFfnhhx/Qpk0b3Lp1C0uWLMH8+fNx7tw5AMDff/+NrVu3Ys+ePXj8+DFOnjyJ1q1bc8+dOHEi/v33Xxw+fBh3797F8OHD4ebmhsePHwMArl27hkmTJmHGjBmIiopCr169sGbNmmrFBwDffvstfH19sXv3bty7dw/z58/HuHHjEBISItNu2bJl2Lx5M27evAlNTU1MmjSJe8zf3x9eXl4YMGAAbt++jQsXLqBjx45VPpeZM2eisLAQV65cQXR0NDZs2ABDQ8Nqnwupva5fv47Xr19DJBKhe/fu1X5+ixYt0LhxYxQVFeH8+fMKiJAoy7lz55CdnY169erByclJrvu2s7PDlClT8Pfff+P169cIDw/HqlWr0KVLF2hoaODhw4f48ccf4enpCVNTU/Tu3Rvr16/H7du35TpmhtRQSknH3+Hu3bvMwMCACYVCJhKJuJ6kf//9lwFgL168kGk/ZcoU1r9/f8YYY3/88QfT1tYut89+/fqxqVOnMsYY+/7771mzZs3KtWnWrBlbu3ZtpXGtXLmy3KdJ1KIe4MjISAaAxcfHV/h4RT3A3bp14+6XlJQwAwMDNn78eG5bcnIyA8DCw8MZY+/vAa6Ig4MD+/HHH7n7dnZ2bMiQIR91LlXtAXZzc5NpM3LkSObu7s4YY2zz5s3M3t6eFRUVldv/kydPmEAgKPda7dOnD1uyZAljjLHRo0dXuP/q9ADn5OQwXV1dFhYWJtNm8uTJbPTo0Ywx2R5gKX9/fwaAe306OzuzsWPHljuPqp5L69at2apVqyp8/tuoB1g9LVmyhAFgo0aN+uB9zJkzhwFgkydPlmNkRNkmTJjAALA5c+Yo9bjp6ens+PHjbOrUqczOzq7c33ILCws2duxYduDAAZacnKzU2Ihi1Zge4ObNmyMqKgoRERGYPn06JkyYgPv373OPv107xhh7bz3Z220qav++/SxZsgSZmZncLTExsaqnVCO0bdsWffr0QevWrbmaqfT09Hc+R1rHBQBCoRB169aV6QW1tLQEAKSmplYphtzcXHz99ddwcHCAiYkJDA0NERsbW64HuGzvpLzOpSLOzs7l7j948ABA6YTu+fn5aNy4MaZMmQI/Pz9uwMWtW7fAGIO9vT0MDQ25W0hICJ4+fQoAePDgQYX7r4779++joKAA/fr1kznOwYMHueNIlf1dWVtbA/jf7yUqKgp9+vSp8BhVOZc5c+ZgzZo16Nq1K1auXIm7d+9W6zxI7Ved1d8qI33umTNnqLeuhioqKsKpU6cAAJ999plSj21iYgIvLy/s2bMHcXFxXG/wwIEDYWBggNTUVPzxxx+YMGECrK2t0bZtW3z99dc4f/48CgoKlBor4Uf5pVmUTFtbG02bNgVQmujcuHED27dv56ZPSUlJ4f6AA6V/xKWJlpWVFYqKipCeno46derItOnSpQvX5tWrV+WO+/r1a24/FdHR0XnvuvU1mVAoxLlz5xAWFobg4GD8+OOPWLZsGa5du4ZGjRpV+BwtLS2Z+wKBQGab9ANFVf9YLVq0CEFBQdi0aROaNm0KPT09fPbZZ+UGuhkYGHzUuWhoaJQrhyguLq5SjNJzsrW1xcOHD3Hu3DmcP38eM2bMwA8//ICQkBBIJBIIhUJERkaWm95HWhrw9vEr8r44pT9Xf39/1KtXT6bd26/Vd/1e9PT0Ko2hKufyxRdfwNXVFf7+/ggODsa6deuwefNmzJ49+73nSGq/uLg4xMTEQCgUwt3d/YP306NHDxgaGuLVq1eIjIzEp59+KscoiTJcuHABGRkZsLKy4v4m80EgEMDe3h729vaYNWsWioqKEB4ejqCgIAQHByMyMhJ3797F3bt38cMPP0BPTw8uLi7o378/XF1d0bJlS7kO5iaqgfce4LcxxlBYWIhGjRrBysqKq8EESj9NhoSEcG+kDh06QEtLS6ZNcnIyYmJiuDbOzs7IzMyUWVbz2rVryMzM5PUNqQoEAgE3hczt27ehra0NPz8/pR3/6tWr8Pb2xtChQ9G6dWtYWVkhPj7+g/b1rnMxNzdHcnIy11YsFiMmJqbcPiIiIsrdLzt9k56eHgYNGoQdO3bg8uXLCA8PR3R0NNq3bw+xWIzU1FQ0bdpU5mZlZQUAcHBwqHD/Zb0dJ1DaWyvl4OAAHR0dJCQklDuOra1tlX9Wbdq0wYULFyp8rCrnApR+IJDOxfnVV1/h119/rfLxSe0m7f3t1q2bTMdEdWlra8PV1RUAzQZRU/39998AAC8vr3IfqPmkra0NFxcXrF27Fjdv3kRqair+/PNPrjc4Pz8fgYGBWLBgAVq1aoUGDRpg8uTJOHLkCNLS0vgOn8gJrwnw0qVLcfXqVcTHxyM6OhrLli3D5cuXMXbsWAgEAsybNw9r166Fn58fYmJi4O3tDX19fYwZMwZA6VRdkydPxldffYULFy7g9u3bGDduHFq3bo2+ffsCAFq2bAk3NzdMmTIFERERiIiIwJQpU+Dp6YnmzZvzefq8unbtGvfmT0hIwIkTJ/D69Wu0bNlSaTE0bdoUJ06cQFRUFO7cuYMxY8Z80Fed7zuX3r17w9/fH/7+/oiNjcWMGTMqnAf633//xcaNG/Ho0SP89NNPOHbsGObOnQugdBGPffv2ISYmBs+ePcOhQ4egp6cHOzs72NvbY+zYsfj8889x4sQJxMXF4caNG9iwYQMCAgIAlJYNBAYGcvvfuXMnAgMDZY7fu3dv3Lx5EwcPHsTjx4+xcuVKmUTdyMgICxcuxPz583HgwAE8ffoUt2/fxk8//YQDBw5U+ee1cuVK/PXXX1i5ciUePHiA6OhobNy4EQCqdC7z5s1DUFAQ4uLicOvWLVy8eFGprxui2uRR/iAl3Qcti1zzFBcX4+TJkwBKS8hUmbm5OUaPHo39+/fjxYsXuHv3LjZt2oR+/fpBR0cHSUlJ+O233zBq1CiYm5ujU6dOWL58Oa5evfrebxN9fHxgaGiIY8eOAShdHtrQ0BA+Pj7KODXyLootRX63SZMmMTs7O6atrc3Mzc1Znz59WHBwMPe4RCJhK1euZFZWVkxHR4f16NGDRUdHy+wjPz+fzZo1i5mamjI9PT3m6enJEhISZNqkpaWxsWPHMiMjI2ZkZMTGjh3LDcyqqg+dBu3ly5fs1atXCr+9fPmyWoPg7t+/z1xdXZm5uTnT0dFh9vb2MoPPKhoE9/ZAMjs7O7Z161aZbQCYn58fY+z9g+Di4uJYr169mJ6eHrO1tWU7d+4sd5yKjlHdcykqKmLTp09npqamzMLCgq1bt67CQXDfffcdGzFiBNPX12eWlpZs27Zt3ON+fn6sc+fOzNjYmBkYGDAnJyeZgWZFRUVsxYoVrGHDhkxLS4tZWVmxoUOHsrt373Jt9u3bx+rXr8/09PTYwIEDy02DxhhjK1asYJaWlkwkErH58+ezWbNmlZsGbfv27ax58+ZMS0uLmZubM1dXVxYSElLhz5wxxm7fvs0AsLi4OG7b8ePHWbt27Zi2tjYzMzNjXl5eVT6XWbNmsSZNmjAdHR1mbm7Oxo8fz968eVPh74YGwamXzMxMpqWlxQCwhw8ffvT+Xr16xQQCAQPAkpKS5BAhUZbg4GAGgJmbm7OSkhK+w/lgeXl5LCgoiC1YsIA5OjqWG0xnZGTEBg8ezH766Sf25MkTmeeuXr2aa2diYsKio6NlpmtbvXo1T2dVu1V1EJyAMVpYuyqysrIgEomQmZkJY2NjmccKCgoQFxeHRo0aQVdXF8D/VoKraq2pPGhpacHc3FxmrXWiuvbv34958+bV6uU8K3pvkNrr2LFjGDFiBJo3b47Y2Fi57NPZ2RkRERHYs2cPpk6dKpd9EsWbNm0afvnlF0ybNg0///wz3+HIzYsXL3Du3DkEBQXh3Llz5UoiGjduDFdXV2RkZOCvv/7itksXxSoqKpJZqOt9i4GQ6ntXvlYW74PgaisNDQ2Ym5srdfSyhoYGJb+EEN7Is/xBauDAgYiIiMA///xDCXANUVJSwo3BUPbsD4pWr149eHt7w9vbGxKJBLdu3UJwcDCCg4Px77//4tmzZ9i9e3e554nFYhQXF8skvwCwYcMGSoB5QtmSAmloaEBTU1NpN0p+CSF8KSkpgb+/PwD5JsDSZZHPnz9f5UV2CL+uXLmC169fo27dunBxceE7HIXR0NBAx44dsXTpUly+fBn//fcfTp8+jZkzZ8oMGpaSTp0JlPYIm5iYwNfXV5khkzIoYyKEJ97e3rW6/IGol/DwcPz333+oU6eOXGfYad26NWxtbVFQUIBLly7Jbb9EcaSzPwwZMqTc9Jm1mZGREQYOHIidO3ciOTkZZ8+ehZaWVoVTqAkEApw5c0blBwjWZpQAE0II+WjS8gcPDw9oasqvuk4gENBsEDWIWCzGiRMnAKj+7A+KdPToUYwePRoSiaTCeeBLSkrQrVs3DBgwoNYttFVTUAJMCCHkoymi/ldKWgZx5syZKi0qQ/jz77//4tWrV6hTpw569+7Ndzi8mTRpEjIyMmRqfiv6YBgQEIDGjRtj4sSJ3MqjRDkoAZYjujATIoveE+rhyZMniI2NhaamJtzc3OS+/169ekFfXx8vXrzAnTt35L5/Ij/S8ofBgwerVfnD26Sr2UoJhUJoaWmVWxCkUaNGKCkpwf79++Hg4IChQ4fi2rVrygxVbVECLAfSNzkN0CBElvQ9oc5/CNWBtPfXxcUFIpFI7vvX1dVFv379ZI5FVI9EIsHx48cB1L7ZH6pr+fLlWL16NXff2NgYN27cgJGREbdt9erVePbsGSIiIjB06FAAwMmTJ+Hk5IRevXohKCiIOhEUiKZBkwPpaM7U1FQAgL6+Pq0bTtQaYwx5eXlITU2FiYmJSi2DSuTv9OnTABRT/iDl6emJU6dO4cyZMzRtlIoKDw/Hy5cvYWxszK3Gqs6kr9MNGzZgz549aNWqFfbs2YNJkybhm2++4R7v3LkzTpw4gQcPHuCHH37AoUOHcPnyZVy+fBnt2rXD4sWLMWzYMLnW1hOAFsKoovdNrMwYQ0pKCo3qJ6QMExMTWFlZ0QfCWiw9PR3m5uYQi8V4+vQpGjdurJDjJCcnw8bGBgCQkpICS0tLhRyHfLj58+dj27ZtGDduHA4dOsR3ODVWYmIitm7dil9++QW5ubkAgCZNmmDRokWYMGECLSr0HlVdCIMS4Cqq6g9UOtk1Iequono3Uvv89ddfGDNmDBwcHHDv3j2FHuvTTz/FzZs3sW/fPkyaNEmhxyLVI5FIYGdnh6SkJJw6dQqDBg3iO6QaLy0tDT/99BN27NjBrThnaWmJ+fPn48svv1RIuVFtQCvB8UQoFNIffUKI2lDk7A9v8/T0xM2bN3HmzBlKgFXMjRs3kJSUBENDQ/Tv35/vcGqFunXrYsWKFfjqq6+wb98+bNq0CYmJiVi8eDHWrl2LGTNmYO7cuRUuukHejwbBEUII+SDFxcU4e/YsACilx0+aZAcHB6OwsFDhxyNVJ539YeDAgfQVvZwZGBhgzpw5ePr0KQ4cOAAHBwdkZWVh/fr1aNiwIaZPn46nT5/yHWaNQwkwIYSQDxIaGoqMjAyYmZmhc+fOCj9e+/btYWNjg9zcXFy+fFnhxyNVwxjDsWPHANDsD4qkpaWFzz//HNHR0Th16hScnJxQWFiIn3/+Gfb29hg9ejSioqL4DrPGoASYEELIB5GWPwwYMEAppV8CgQADBgwAULooBlENkZGReP78OfT19RUyDzSRpaGhgUGDBiEsLAwhISFwd3eHRCLB4cOH0b59e7i7uyMkJISmUHsPSoAJIYRUG2NMqfW/UtJj0apwqkNa/uDp6Ql9fX2eo1EfAoEAPXr0QEBAAKKiojBmzBhoaGggMDAQPXv2RJcuXXDy5ElIJBK+Q1VJlAATQgiptocPH+LJkyfQ1tZW6qCnPn36QFdXF/Hx8QqfdYK8H2OMS4Cp/IE/bdu2xR9//IHHjx9j+vTp0NHR4RbYaNWqFfbv34+ioiK+w1QplACrGB8fHxgaGnL1VEePHoWhoSF8fHx4jowQQv5H2vvbq1cvmdWtFE1fXx+9e/cGQGUQquDOnTt4+vQp9PT04O7uznc4aq9x48bYtWsXnj9/jqVLl0IkEiE2NhYTJ05EkyZNsG3bNuTk5PAdpkqgBFiF+Pj4YMWKFcjNzcXUqVMRExODadOmITc3FytWrKAkmBCiMvgof5AqWwZB+CXtrHF3d4ehoSHP0RApS0tLfP/990hISMDGjRthZWWFpKQkzJ8/H3Z2dli1ahXevHnDd5i8ooUwqqiqEyt/KGnyKyUUCqGtrY2ioiKIxWJu++rVq2kZUEIIr9LS0mBhYQGJRIL4+HjY2dkp9fiJiYlo0KABNDQ08OrVK5iZmSn1+KQUYwzNmzfH48eP8eeff2L06NF8h0QqUVBQgEOHDmHjxo148uQJgNJvU6ZMmYIFCxagQYMGPEcoP1XN16gHWEVs2LBB5r50RbmyyW9F7UjNR2UvpKYJCAiARCJBmzZtlJ78AoCtrS3atm0LiUTCzUNMlC8mJgaPHz+Gjo4OPD09+Q6HvIOuri6mTJmC2NhYHD16FO3bt0deXh62b9+OJk2awNvbG/fv3+c7TKXiNQFet24dPv30UxgZGcHCwgJDhgzBw4cPZdp4e3tDIBDI3JycnGTaFBYWYvbs2TAzM4OBgQEGDRqEpKQkmTbp6ekYP348RCIRRCIRxo8fj4yMDEWfYpX5+vrCxMREZiqhkpIS7v9CoRAmJibw9fXlIzyiIFT2QmoiPssfpKgMgn/SwW9ubm5KrQMnH04oFGL48OGIjIxEcHAwevfujZKSEhw4cACtWrXCkCFDEBERwXeYysF45Orqynx9fVlMTAyLiopiAwYMYA0aNGA5OTlcmwkTJjA3NzeWnJzM3dLS0mT28+WXX7J69eqxc+fOsVu3brFevXqxtm3bspKSEq6Nm5sbc3R0ZGFhYSwsLIw5OjoyT0/PKseamZnJALDMzMyPP/FKREdHMz09PSYUChkA7qapqcn09PRYTEyMwo5NlG/16tUyv2ehUFjh73/16tV8h0oIp7CwkBkZGTEALCIigrc4IiIiGABmbGzMCgsLeYtDnTk4ODAA7NChQ3yHQj7CtWvXmJeXFxMIBNzfHRcXF3b27FkmkUj4Dq/aqpqvqVQN8OvXr2FhYYGQkBD06NEDQGkPcEZGBk6ePFnhczIzM2Fubo5Dhw5h5MiRAICXL1/C1tYWAQEBcHV1xYMHD+Dg4ICIiAhutaKIiAg4OzsjNjYWzZs3f29s0pqStLQ0hdQAHzt2DNOnT0dOTk65sgeg9FObkZERdu/eTVPN1BIikQh5eXky24RCYbnfv76+PjIzM5UZGiGVunDhAtzc3GBpaYmEhARoaPDzRaJEIoGtrS1SU1MRHByMXr168RKHurp//z7atm0LLS0tJCcnQyQS8R0S+UixsbHYvHkz/vjjDxQXFwMA2rRpg6+//hrDhg2DpqYmzxFWTVZWFurWrfveGmCVOhvpH3lTU1OZ7ZcvX4aFhQVMTEzg4uKC77//HhYWFgBKV6ApLi6WmYfSxsYGjo6OCAsLg6urK8LDwyESiWSW6nRycoJIJEJYWFiFCXBhYaHMWvNZWVkAgFevXpVLWuRh8uTJyM/Pl9kmEAi4id7FYjEyMjIwadIkdOvWTe7HJ8q3efNmLF68WOZDT9nkVygUwtDQEOvXr0dKSgpfYRIi4+jRowBKpz9LTU3lNZaePXvi6NGjOHr0KFq2bMlrLOrm4MGDAIAePXogPz+/3N8vUvOYmJjAx8cHM2bMwK+//oo//vgDd+/exbhx47B06VJ8+eWX+Oyzz6Cnp8d3qO+UnZ1dpXYqkwAzxrBgwQJ069YNjo6O3HZ3d3cMHz4cdnZ2iIuLw/Lly9G7d29ERkZCR0cHKSkp0NbWRp06dWT2Z2lpySUNKSkpXMJcloWFRaWJxbp16/Ddd9+V2y6dnUHe5syZIzPATSgUQktLCwUFBeXaKeL4RPm8vLzQsmVLuLm5Vdjrr6mpidOnT6NFixY8REdIeYwxnDt3DkBp3Sff1yI3NzccPXoUFy5cwJo1ayAQCHiNR50EBAQAAAYNGsT764DIl52dHdasWYOvvvoKvr6++PXXX5GQkIClS5diy5YtmDp1Kry9vVW217+qy7KrTAI8a9Ys3L17F6GhoTLbpWUNAODo6IiOHTvCzs4O/v7+8PLyqnR/jDGZi2FFF8a325S1ZMkSLFiwgLuflZUFW1tbCIVChax5v2jRIggEAqxfvx4AYGhoCH9/f7i7u3OfZqysrDBjxgyFHJ8o38mTJ7FgwYJyH3KkCgsL4erqip07d2LIkCHKDY6QCjx48ACJiYnQ0dFBr169eL8W9erVC9ra2oiLi0NcXByaNWvGazzq4vHjx3jw4AE0NTUxYMAA3l8HRDHMzMywaNEizJgxA3/++Sd++uknJCUlYe3atfjxxx8xceJETJ06FVZWVnyHKqOqr0eVmAZt9uzZOH36NC5duoT69eu/s621tTXs7Ozw+PFjAKVJYVFREdLT02XapaamwtLSkmvz6tWrcvt6/fo11+ZtOjo6MDY2lrkp2sKFC7F48WLo6+tjy5YtaNGiBbZu3QpdXV3o6ekhJSUFU6dOrbC3kNQ8c+bM4UprpN6usSooKMC0adOQlpamzNAIqVBQUBAAoHv37jAwMOA5GsDIyAhdu3YF8L/YiOJJZ95wcXGBiYkJv8EQhTMwMMCUKVNw48YN7Nq1Cy1atEB2djZ27NiBDh064KuvvsKzZ8/KPe/W0KHQNTPDnW+/BQDcWbYMumZmuDV0qLJPoUK8JsCMMcyaNQsnTpzAxYsX0ahRo/c+Jy0tDYmJibC2tgYAdOjQAVpaWtzXcgCQnJyMmJgYdOnSBQDg7OyMzMxMXL9+nWtz7do1ZGZmcm1UxcKFC5GQkIDBgwcDAIYMGYKkpCQcP34cOjo6CAoKwrJly6BCYxfJB2CMlSttEAqF0NTULPfpVSwWo2fPnvj333+VGSIh5UiTTFdXV54j+R/p+I/g4GCeI1Efp0+fBsDvNHhE+bS0tDBixAhcuXIFf/zxBzp16oTCwkIcOHAATk5OmDx5Mu7cuQOgNPntd/Uq9AF88vPPeO7vj0/27IE+gH5Xr6pEEszrLBDSbvVTp07JDEQTiUTQ09NDTk4OVq1ahWHDhsHa2hrx8fFYunQpEhIS8ODBA27ewenTp+PMmTPYv38/TE1NsXDhQqSlpSEyMpJLJtzd3fHy5Uvs2bMHADB16lTY2dlx81m+j3QWiCdPnvD2iffUqVOYPHkygNL5Y6dPn85LHOTjbdu2DWvWrJHZJhKJ4O/vDw8PD65neOLEibh69SqePHkCDQ0NLFiwAAsXLqwxo3FJ7fH69Ws4ODiAMYa7d+/CxsaG75AAAM+fP0eHDh0gFArx8OFD6pFUsLi4OHz66acQCoW4f/8+6taty3dIhEcRERHYvn27TCfkZhMTLCizzkIJgCIA2pCtuz3XvTs+8fOTe0wZGRlo2rSpas8CsXv3bgClI3nL8vX1hbe3N4RCIaKjo3Hw4EFkZGTA2toavXr1wpEjR2Qm3d66dSs0NTUxYsQI5Ofno0+fPti/f79MT9off/yBOXPmcL0FgwYNws6dO6sds1gsrrAEQSAQyEwH9L4yhbKxVbXt4MGDkZCQgO+++w4rVqyAjY1NudV3PmS/imwrkUje2VutCm01NDS4WnBltD18+DCX/Pr4+CAnJwc//vgjV/ayefNmzJ07F7Nnz8aCBQuQm5uLpUuX4vDhw9i0aRNCQ0OxZ88e1KtXr1oxMMYgkUgqbVv2NVyb2wLvfg2rQltA9d7LwcHBYIyhTZs2sLS0LPdcvq4R9evXR/PmzfHw4UNcuHABw4YNk8t+y1L2NYKvtlV5H0k7jbp16wYTE5NKf9eq9r6na4Ri2jo5OcHJyQn37t3Djh07cPLkSUzNyAADIB1hpYnSyYXLJpwMQJerV5Fbyf4/5hpR1TJRlZoHWJVJe4D37dtXYe1b3bp10aZNG+7+lStXKv0lmJiYoH379tz90NBQbs69txkbG6NDhw7c/bCwMOzatQvnzp2DlpYWVqxYwQ38MDAwQKdOnbi2169fR25uboX71dXVhbOzM3c/MjKyXD2qlJaWlszUa7dv3650FT2hUMjN4QwAd+/efWf9atm5O2NiYvD69etK2/bo0YN7ocfGxiI5ObnStl27duVGJj969AgvXryotK2TkxM3rcvTp0+RkJBQadtOnTpxv/9nz57h+fPnlbbt0KED9+kzISEBT58+xe3bt/HDDz9AIpFg4MCBGDt2LACgXbt23EwmSUlJXI17Wf/++y/27t2L/Px8mJiYYOvWrWjfvj1iY2MrjcHBwYGrc3/16tU7l7ps0aIFV1r05s0bREdHV9q2WbNmXL1+eno6oqKiKm3bpEkTbp35rKwsREZGVtrWzs4OjRs3BgDk5ubKlC29rUGDBmjSpAkAID8//52rF9WrVw/29vYAgKKioneWk1hbW3PlKWKxGFeuXKm0rbm5ucysNZcuXaq0rbKuEeHh4ZUOrPyYa8TQoUMRFhaGYcOGYfjw4TJt+b5G/Pnnnzh9+jSGDh2Kn3/+GUDNvUZUpirXCKnWrVvDzMwMQGlJoDyvEd7e3oiKisLKlSvfOfUcXSNKqdM1IjIyEk+ePMHzTZuwNCEBxqi4l7UEQDaAUx4e0Pv883KPf+w1Ij4+HpMnT1btHuCaqqLPDGKxGEVFRdz9d31i+di2EyZMwJs3b3D79m1s3LgRPj4+sLS0hEQi+eD9isXiStu+vV95tQVQrbbFxcUy8+W+r61USUnJe9tKE+uqtJXGXJUYyrZ9/Pgxtm3bBolEgu7du2PUqFHc80tKSt673y5duqBJkyb49ddfce/ePUycOBHDhw+Hp6dnpdMQlf09vy/esjG87+dQdr/VaVtcXCy3tmXjlWfbsjG8r+fh7fdRddoq6hpRnfdnVfdbUFCAW7duAQA++eSTcs/h+xrRvn17nD59GhcvXkReXh40NTVr5DWiqq9hRb2X37ffhIQEREVFQUNDAy4uLhUOLq9ov3SNqP3XCOl9c3NzmG/YgD8vX8akPXvAAGiVeU7x/9+Cvv0Wuq1aVbjvj71GVBX1AFeRtAc4NTW1wk8Uyv7qIicnB/369cPt27fRtGlThISEoG7duirxlYgqlDWo2tebsbGx6NWrF968eYN+/frhxIkT0NLSqrDt+/ZbUlKCFStWYMuWLQBKe3sOHTpU4XzBVAJRvi1AX29Wt21QUBA8PT1hY2ODp0+fVjh9JJ/XCLFYDFtbW/z333+4ePEiunfvXuOuEarQ9n3vo23btmHx4sXo2bMngoODeX8v0zVCda4RZdteX7gQrXfuhCEq7wHOARA9Zw46bdz43v1W972cmZkJCwuL9/YAg5Eqqera0sr08uVL1qBBAwaAdevWjeXn5/MdEqlAcnIya9iwIQPAOnbsyLKzs+Wy37NnzzILCwsGgOnr67O9e/fWyHXbieqbMWMGA8CmTp3KdyiVGjduHAPAFi1axHcotZaTkxMDwH766Se+QyEqLAdgEoCxMreit+5LAJajoBS0qvmaSswDTD6MtbU1AgICIBKJEBoaCm9v73d+wiXKl5WVBXd3d8THx6NJkybw9/eHoaGhXPbt5uaGO3fuoG/fvsjLy8MXX3yB0aNHc0uKEyIPjDFu4NOgQYN4jqZy0gHB0jlqiXwlJiYiIiICAoEAQ1VgCiuium707o2y3xGVoLTsoaTMNsH/t+NTtRPgd9X83L1796OCIdXXqlUrnDhxApqamjhy5AiWLl3Kd0jk/xUVFcHLywtRUVGwsLBAUFBQhUtyfwwrKysEBQVh/fr13Gugffv2uHbtmlyPQ9TX3bt3kZiYCD09PfTm+Q/Wu7i6ukJTUxMPHjx452Ay8mGOHz8OoHT2B+lgWUIq0vPCBVz+/2sFA5AjEODlyZPI+f/7AHC5d2/0vHCBrxABfEAC3Lp1a24S7LI2bdqEzp07yyUoUj29e/fG3r17AQAbNmzg5jom/JFIJPD29saFCxdgYGCAgIAAbjSyvGloaOCbb77B1atX0bBhQ8TFxaFbt27YsGEDfSNAPpr0et+vXz9uJgRVZGJigu7duwOgXmBF+PvvvwGg3AwghFREmgTnAXgwbx6aDh6M+/PmIQ+qkfwCqH4BxqZNm5iuri6bNm0ay8vLY0lJSaxXr17MwsKCnTp16kNLNlSeKtYAv23VqlUMABMKhSwgIIDvcNTaggULGACmqanJgoKClHbc9PR0NmLECIbSD9qsX79+LDk5WWnHJ7XPp59+ygCwX3/9le9Q3mvz5s0MAOvbty/fodQqSUlJ3DUlKSmJ73AIeaeq5msfVIEcFRXFHB0dWdOmTZmpqSnz8PBgKSkpHxRoTVETEmCJRMK8vb0ZAGZgYMBu3brFd0hqadOmTdwfi0OHDin9+BKJhO3du5fp6ekxAMzCwoIFBgYqPQ5S8718+ZJ7Lb98+ZLvcN7r0aNHDADT0tJS6Wt1TfPjjz8yAKxLly58h0LIeyl0EFzjxo3RqlUrxMfHIysrCyNGjOAm0ib8EQgE2LNnD/r06YPc3FwMGDAAiYmJfIelVv744w8sXLgQAPDDDz9g3LhxSo9BIBBg8uTJuHnzJlq3bo3U1FS4ubnh66+/lpkvkZD38ff3BwB8+umnNaLus1mzZrC3t0dxcTGCg4P5DqfWOHbsGADgs88+4zkSQuSn2gnwv//+izZt2uDJkye4e/cudu/ejdmzZ2PEiBFIT09XRIykGrS1tfH333+jVatWSE5OhoeHB80KoCTBwcHw9vYGAMyfPx9fffUVr/E4ODjg2rVrmDFjBoDShLxbt2549uwZr3GRmqMmzP7wtoEDBwKgOmB5SUlJwdWrVwGAW2aakNqg2glw7969MXLkSISHh6Nly5b44osvcPv2bSQlJaF169aKiJFUk4mJCQICAmBtbY2YmBh89tlnlS6RSOQjMjISw4YNQ0lJCUaNGoVNmzZVuFiAsunp6eGnn37CiRMnUKdOHdy4cQPt2rXDX3/9xXdoRMXl5+fj3LlzAP6XVNYE0unQ/P39q7UqFKmYn58fGGPo1KkTt1wxIbVBtRPg4OBgrF+/XmYVqyZNmiA0NBTTpk2Ta3DkwzVo0ABnzpyBgYEBzp8/j6lTp75zJRXy4Z4+fQoPDw/k5OSgd+/e2L9/v8xqPqpg6NChiIqKQrdu3ZCdnY0xY8Zg0qRJla7xTsiFCxeQn58PW1tbtGnThu9wqqxr164QiUR48+YNrl+/znc4NR7N/kBqq2r/lXZxcQEAPHnyBEFBQcjPzwdQWne4fPly+UZHPsonn3yCo0ePQkNDA/v378eaNWv4DqnWkdbXpqamom3btvDz84OOjg7fYVWoQYMGuHTpElasWAGBQABfX1906NABUVFRfIdGVJC0/GHgwIEq8W1GVWlpacHd3R0AlUF8rNevX+Py5csAqPyB1D7VToDT0tLQp08f2Nvbw8PDA8nJyQCAL774ghv8Q1SHh4cHfvrpJwDAihUrcOjQIZ4jqj1ycnIwYMAAPHnyBA0bNsTZs2ffve64CtDU1MR3332HixcvwsbGBg8fPkTnzp2xc+dO+oaAcBhjXPJYk8ofpKRlENIknnyYkydPQiKRoEOHDmjUqBHf4RAiV9VOgOfPnw8tLS0kJCRAX1+f2z5y5EicPXtWrsER+fjyyy/x9ddfAwAmT56Mixcv8hxRzVdcXIzPPvsMN2/ehJmZGYKCgmrEKHmpnj174s6dOxg4cCCKioowe/ZsDB06FGlpaXyHRlTArVu38PLlSxgaGqJXr158h1Ntbm5u0NDQQHR0NJ4/f853ODUWzf5AarMPqgHesGED6tevL7O9WbNmdKFRYevWrcOIESNQXFwMLy8v3L9/n++QaizGGCZPnoygoCDo6+vjzJkzsLe35zusajMzM8OpU6ewfft2aGtr49SpU2jXrh2uXLnCd2iEZ9Ke0/79+6tsSc+71K1bF127dgXwv6ncSPWkpaVxnSVU/kBqo2onwLm5uTI9v1Jv3rypkRdKdaGhoYEDBw6ga9euyMzMhIeHB1JSUvgOq0ZasmQJDh06BKFQiGPHjtXoJcAFAgHmzJmDiIgI2NvbIykpCb169cKqVatQUlLCd3iEJ2Xrf2sqKoP4OKdOnYJYLEbbtm3RrFkzvsMhRO6qnQD36NEDBw8e5O4LBAJIJBL88MMPNfKrMnWiq6uLkydPcr31np6eyMnJ4TusGmX79u3YsGEDAGDv3r3w8PDgOSL5aN++PSIjI+Ht7Q2JRILvvvsOvXv3poVU1FBSUhJu3boFgUBQo1/f0gT44sWLdJ37ADT7A6n1qrvE3L1795i5uTlzc3Nj2tra7LPPPmMtW7ZklpaW7MmTJx+yal2NUBOWQq6qx48fMzMzMwaAeXp6spKSEr5DqhGOHDnCBAIBA8C+//57vsNRmN9//50ZGRkxAMzU1JSdPHmS75CIEu3evZsBYM7OznyH8lEkEglr3LgxA0Cv4Wr677//mJaWFgPAYmNj+Q6HkGpR2FLIDg4OuHv3Ljp16oR+/fohNzcXXl5euH37Npo0aSLP3JwoSNOmTXH69Gno6urizJkzmDt3Ls0A8B6XLl3C+PHjwRjDzJkzsWTJEr5DUpixY8fi9u3b6NixI/777z8MGTIEs2fPRkFBAd+hESWoDeUPQOm3k1QG8WFOnz6N4uJiODo6onnz5nyHQ4hiKCUdr8TatWtZx44dmaGhITM3N2eDBw8u92lTIpGwlStXMmtra6arq8tcXFxYTEyMTJuCggI2a9YsVrduXaavr88GDhzIEhMTZdr8999/bNy4cczY2JgZGxuzcePGsfT09CrHWpt6gKX+/vtvrkdz06ZNfIejsqKiopixsTEDwIYNG6Y2PeaFhYXsq6++YgAYANamTRt2//59vsMiCpSTk8N0dHQYgHLX2ZooODiYAWBWVlZMLBbzHU6N4enpyQCwVatW8R0KIdVW1XytSgnwnTt3qnyrDldXV+br68tiYmJYVFQUGzBgAGvQoAHLycnh2qxfv54ZGRmx48ePs+joaDZy5EhmbW3NsrKyuDZffvklq1evHjt37hy7desW69WrF2vbtq1MouLm5sYcHR1ZWFgYCwsLY46OjszT07PKsdbGBJgxxjZt2sQlOMeOHeM7HJUTFxfHrK2tGQDWo0cPlp+fz3dIShcQEMDMzc0ZAKavr8/27dvHJBIJ32ERBTh58iQDwBo1alQrfseFhYXM0NCQAWA3btzgO5waISMjg2lra9eaD0FE/cg1ARYIBExDQ4P7V3oTCATltn2M1NRUBoCFhIQwxkp7f62srNj69eu5NgUFBUwkErGff/6ZMVb6ZtXS0mKHDx/m2rx48YJpaGiwwMBAxhhj9+/fZwBYREQE1yY8PLxa9U21NQGWSCRs5syZDADT1dVlYWFhfIekMl6/fs2aN2/OADBHR8dqfWNQ27x8+ZL17duX+7A0atQolpGRwXdYRM4mT57MALA5c+bwHYrcDBs2jAFgK1as4DuUGuH3339nAFjLli35DoWQDyLXGuC4uDg8e/YMcXFxOH78OBo1aoRdu3YhKioKUVFR2LVrF5o0aYLjx49/VDlGZmYmAMDU1JQ7bkpKCvr378+10dHRgYuLC8LCwgAAkZGRKC4ulmljY2MDR0dHrk14eDhEIpHMdFVOTk4QiURcG3UlEAiwfft2DBw4EAUFBRg0aBCePHnCd1i8y83NhaenJx4+fAhbW1sEBgbCxMSE77B4Y21tjaCgIKxbtw5CoRCHDx9G+/btcf36db5DI3IikUhq9OpvlZHWAdOyyFUjnf2BFr8gtV2VEmA7OzvutnbtWuzYsQPTpk1DmzZt0KZNG0ybNg3btm2Dj4/PBwfCGMOCBQvQrVs3ODo6AgA3T62lpaVMW0tLS+6xlJQUaGtro06dOu9sY2FhUe6YFhYWlc6FW1hYiKysLJlbbSUUCvHXX3+hQ4cOePPmDdzd3fHmzRu+w+JNSUkJRo4ciWvXrqFOnToICgpCvXr1+A6LdxoaGli8eDFCQ0PRsGFDxMXFoWvXrti4cSMkEgnf4ZGPdOPGDbx69QrGxsbo0aMH3+HIjYeHBwQCAW7duoUXL17wHY5Ky87O5lZ0pQSY1HbVngUiOjq6wjXBGzVq9FGri82aNQt3797FX3/9Ve4xgUAgc58xVm7b295uU1H7d+1n3bp1EIlE3M3W1rYqp1FjGRgY4MyZM7Czs8OTJ08wZMgQtRz1zxjDtGnT4O/vz82S0bJlS77DUilOTk64ffs2hg8fjpKSEnzzzTdwd3fHq1ev+A6NfATpTAmurq7Q1tbmORr5sbCw4L79o1Xh3s3f3x+FhYVo1qwZWrduzXc4hChUtRPgli1bYs2aNTLJUWFhIdasWfPBicLs2bNx+vRpXLp0SWaJZSsrKwAo10ubmprK9QpbWVmhqKgI6enp72xT0R/n169fl+tdllqyZAkyMzO5mzosCGBlZYWAgACIRCL8+++/+Pzzz9WuZ2/lypX47bffoKGhgcOHD6NLly58h6SSTExMcOTIEfzyyy/Q09NDcHAw2rZti+DgYL5DIx9ImgAPGjSI50jkj8ogqqZs+cP7OpkIqfGqW1x87do1ZmFhwczMzFifPn1Ynz59mJmZGTM3N2fXrl2r1r6kA7BsbGzYo0ePKnzcysqKbdiwgdtWWFhY4SC4I0eOcG1evnxZ4SC4svFFRETQILhKXLx4kZsE/euvv+Y7HKXZtWsXN8hrz549fIdTY9y7d485OjpyP7uvv/6aFRYW8h0WqYb4+HgGgGloaLA3b97wHY7c3blzhwFgenp6LC8vj+9wVFJOTg7T09NjAFhkZCTf4RDyweQ6C8TbcnNz2Z49e9j8+fPZvHnz2C+//CIzdVlVTZ8+nYlEInb58mWWnJzM3cpeoNavX89EIhE7ceIEi46OZqNHj65wGrT69euz8+fPs1u3brHevXtXOA1amzZtWHh4OAsPD2etW7emadDe4eDBg1xCs3v3br7DUbjjx49zcyLT3JfVl5eXx6ZPn869Zjp16sSePn3Kd1ikinbu3MkAsO7du/MdikJIJBJma2vLALAzZ87wHY5KOnbsGAPAGjduXCumwCPqS6EJsLxI/1i+ffP19eXaSBfCsLKyYjo6OqxHjx4sOjpaZj/5+fls1qxZzNTUlOnp6TFPT0+WkJAg0yYtLY2NHTuWGRkZMSMjIzZ27Fi1XwjjfVavXs31CtXmPxpXrlzhJv+fOnUqXfw/wvHjx5mJiQkDwIyNjdlff/3Fd0ikCvr3788AsI0bN/IdisJIP6B9+eWXfIeikkaOHKl23/qR2qmq+ZqAseqvgfvo0SNcvnwZqamp5WpEV6xYUd3d1QhZWVkQiUTIzMyEsbEx3+EoBWMMkydPhq+vLwwMDHDlyhV88sknfIclVzExMejevTsyMjIwePBg/P3339DU1OQ7rBotISEBY8aMwb///gsAmDRpEnbs2AEDAwOeIyMVyc7OhpmZGYqKivDgwQO0aNGC75AU4uzZs/Dw8ED9+vWRkJBANa5l5Ofnw9zcHLm5ubh+/To+/fRTvkMi5INVNV+rdgL866+/Yvr06TAzM4OVlVW5mRZu3br14VGrMHVMgAGguLgYHh4eOH/+PKysrHDt2jU0aNCA77DkIjExEc7Oznjx4gW6dOmC8+fPQ09Pj++waoWSkhKsXr0aa9asAWMMLVq0wOHDh9G2bVu+QyNvOX78OD777DM0bdoUjx49qrWJYUFBAerWrYu8vDzcvn0b7dq14zskleHn5wcvLy80aNAA8fHxtfY1QNRDVfO1as8CsWbNGnz//fdISUlBVFQUbt++zd1qa/KrzrS0tPD333+jdevWSElJgYeHBzIyMvgO66Olp6fDzc0NL168QMuWLfHPP/9Q8itHmpqaWL16NS5cuAAbGxvExsaic+fO2LlzJz7gSyeiQGVnf6jNiY+uri769u0LgGaDeBvN/kDUUbUT4PT0dAwfPlwRsRAVJRKJ4O/vD2tra9y7dw/Dhg1DUVER32F9sPz8fAwaNAj379+HjY0NAgMDudUHiXz16tULd+7cgaenJwoLCzF79mwMHToU//33H9+hEQBisZibG7c2rf5WGek5SpN+UtozLv150N92ok6qnQAPHz6c5vpUQ7a2tvD394ehoSEuXryIqVOn1siePLFYjDFjxiA0NBQikQiBgYG1pqRDVZmZmeH06dPYtm0btLW1cerUKbRt2xZXr16Fj48PDA0NcezYMQDA0aNHYWho+FGrSpKqi4iIwJs3b2BiYoKuXbvyHY7CeXh4AACuX79OC7f8v3PnziE7Oxv169dHp06d+A6HEKWp9mifpk2bYvny5YiIiEDr1q2hpaUl8/icOXPkFhxRLe3bt8fRo0cxcOBAHDhwAI0aNcLKlSv5DqvKGGOYOXMmTp48CR0dHZw6dYpWO1ISgUCAuXPnokePHhg5ciQeP34MFxcX7kPU1KlT0bJlS0ybNg25ubncYNrly5fzGXatJ+35c3d3L3ctr41sbGzQoUMHREZGIiAgABMnTuQ7JN5Jyx+GDRsGDY1q94kRUmNVexBcRcsgczsTCPDs2bOPDkoVqesguIr88ssvmDZtGgBg//79mDBhAs8RVY2Pjw9WrFgBgUCAY8eOYdiwYXyHpJZycnLQvXt3REVFcduEQiG0tbVRVFQEsVjMbV+9ejUlwQrUqlUr3L9/H3/++SdGjx7NdzhK8d1332HVqlUYOnQoTpw4wXc4vCosLISlpSUyMzNx9epVdOvWje+QCPloCpsFQl1RAixr8eLF2LBhAzQ1NREUFITevXvzHdI77d27F1OmTAEA/PTTT5gxYwbPEak3Q0ND5ObmymwTCoUyyS8AGBgYICcnR5mhqY1nz56hSZMmEAqFeP36NerUqcN3SEoRGRmJjh07wsDAAGlpadDR0eE7JN4EBARgwIABsLa2RlJSEvUAk1pBYbNAEAIAa9euxahRo1BSUgIvLy/cu3eP75Aq9c8//3A91suWLaPkVwX4+vrCxMQEQqGQ21Y2+RUKhTAxMYGvry8f4akFaflDjx491Cb5BUpLuaytrZGbm4uQkBC+w+GVtPzBy8uLkl+idqpUA7xgwQL4+PjAwMAACxYseGfbLVu2yCUwoto0NDTg6+uLpKQkhIaGwsPDAxEREbC2tuY7NBnh4eEYOXIkJBIJJk6cSIOrVMTw4cPRsmVLdOrUCcXFxSgpKeEe09TUhJaWFkJDQ9GqVSseo6zdpAmwOsz+UJaGhgY8PT3x66+/4p9//kH//v35DokXxcXFOHnyJACa/YGopyp95Lt9+zaKi4u5/1d2K1vTR2o/XV1dnDx5Evb29khISICnp6dKfV0dGxsLT09P5Ofnw8PDA3v27KE5LlXE0aNH0b17dxQVFckkv0DpIhpFRUXo1q0bNzsEka/MzEyu91PdEmAA8PT0BFA6H7C6VgFeunQJ6enpsLCwoNpfopaoBriKqAa4ck+fPoWzszNev36NAQMG4OTJk7wvJ/zy5Us4OzsjISEBnTp1wsWLF2kpXhVSUQ2whoZGuaXVqQZYMY4cOYJRo0ahRYsWePDgAd/hKF1ubi7q1q2LwsJCxMTEqOU3DVOmTMHevXvx5ZdfYvfu3XyHQ4jcUA0wUZomTZrg9OnT0NXVhb+/P+bMmcNrr0pGRgbc3NyQkJAAe3t7+Pv7U/KrYr755huZ+9JZIN7XjsiHupY/SBkYGKBPnz4A1HNRjJKSEvj5+QEoXf2NEHVECTCRCycnJ/zxxx8QCATYvXs3Nm/ezEscBQUFGDJkCKKjo2FlZYXAwECYmZnxEgup3PLly7F69WruvrGxMW7evAl9fX1u2/z582kKNAUoKSlBQEAAgNLlj9VV2TIIdRMSEoK0tDSYmZnBxcWF73AI4QUlwERuvLy8uMR30aJFSq/fFIvFGD9+PEJCQmBkZISzZ8++c95qwi9pEmxgYIA9e/agVatW+O2337jR6LV1TnG+hYWFIT09HXXr1oWzszPf4fBGmgCHh4fjzZs3PEejXNLZH4YOHcp7uRohfKEEmMjVvHnzMHv2bADA+PHjERYWppTjMsYwf/58/P3339DS0sLJkyfRrl07pRybfLjly5cjJyeHG4U+cuRI3L17F5qamjh16hT8/f15jrD2kX7l7+HhITMNnbqxtbVF27ZtIZFIcPbsWb7DURqxWMwtAELlD0SdUQJM5EogEGDr1q0YNGgQCgsLMWjQIDx+/Fjhx924cSN+/PFHAMDBgwdVfmEOUrlWrVph3rx5AIDZs2cjPz+f34BqmdOnTwNQ3/rfstSxDCI0NBSpqamoU6cOevXqxXc4hPDmgxPg+/fvIzAwEKdPn5a5ESIUCvHnn3+iY8eOSEtLg4eHh0K/Yjxw4AAWL14MANi6dStGjRqlsGMR5Vi5ciXq1auHuLg4bNiwge9wao1Hjx7h0aNH0NLSgqurK9/h8E76ISAwMJCb6rO2k5amDRkyBFpaWjxHQwiPWDU9ffqUtWnThgkEAqahocEEAgH3fw0NjerursbIzMxkAFhmZibfodQYKSkprGHDhgwAc3Z2Znl5eXI/RkBAABMKhQwAW7Rokdz3T/hz9OhRBoDp6OiwJ0+e8B1OrbBp0yYGgPXt25fvUFSCWCxm5ubmDAC7cOEC3+EonFgsZlZWVgwA8/f35zscQhSiqvlatXuA586di0aNGuHVq1fQ19fHvXv3cOXKFXTs2BGXL1+WY2pOajpLS0sEBATAxMQE4eHhmDBhQrl5Xj/G9evX8dlnn0EsFmPcuHFYv3693PZN+PfZZ5+hX79+KCwsxOzZs9V2wQJ5ktb/qvPsD2VpaGhgwIABANSjDCIsLAwpKSkQiUTo27cv3+EQwqtqJ8Dh4eFYvXo1zM3NoaGhAQ0NDXTr1g3r1q3DnDlzFBEjqcFatmyJkydPQktLC8eOHZPbvK6PHz/GgAEDkJeXh/79+2Pfvn20ln0tIxAI8OOPP0JLSwtnz57llm0lHyY9PR2hoaEAqP63LOnPQh0SYOnsD4MHD65w3m1C1Em1MwaxWAxDQ0MAgJmZGV6+fAkAsLOzw8OHD+UbHakVXFxc4OvrCwDYtGkTdu3a9VH7S0lJgaurK968eYMOHTrg77//pot5LdW8eXMsWrQIQOm3T2+vHkeq7uzZsxCLxXB0dETDhg35Dkdl9OvXD1paWnj8+HGt/hsmkUhw/PhxADT7AyHAByTAjo6OuHv3LgCgc+fO2LhxI/7991+sXr0ajRs3rta+rly5goEDB8LGxgYCgaBcD4+3tzcEAoHMzcnJSaaN9OtRMzMzGBgYYNCgQUhKSpJpk56ejvHjx0MkEkEkEmH8+PHIyMio7qmTjzB27FisWbMGQOnI/g/tbcnOzoaHhwfi4uLQpEkT+Pv7w8jISJ6hEhWzbNky2NnZITExkXsNkeqj2R8qZmRkhJ49ewKo3b3A165dQ1JSEoyMjNCvXz++wyGEd9VOgL/99luujnPNmjV4/vw5unfvjoCAAGzfvr1a+8rNzUXbtm2xc+fOStu4ubkhOTmZu0lXMJKaN28e/Pz8cPjwYYSGhiInJweenp4Qi8VcmzFjxiAqKgqBgYEIDAxEVFQUxo8fX61YycdbunQpJk+eDIlEgpEjRyIyMrJazy8qKoKXlxdu374Nc3NzBAUFwdLSUkHRElWhr6/PXVs2b96M2NhYniOqeYqLixEYGAiAEuCKSH8mtXlZZGn5w8CBA6Grq8tzNISoAHmMuEtLS2MSieSj9gGA+fn5yWybMGECGzx4cKXPycjIYFpaWuzw4cPcthcvXjANDQ0WGBjIGGPs/v37DACLiIjg2oSHhzMALDY2tsrx0SwQ8lFUVMT69+/PADArKysWHx9fpeeJxWI2ZswYBoAZGBiwGzduKDhSokokEgkbMGAAA8B69+790dcbdXPhwgUGgJmbm7OSkhK+w1E5T58+ZQCYUChk//33H9/hyJ1EImENGjRgANiJEyf4DocQhVLYLBCTJk1Cdna2zDZTU1Pk5eVh0qRJH5eNV+Dy5cuwsLCAvb09pkyZgtTUVO6xyMhIFBcXo3///tw2GxsbODo6ciuQhYeHQyQSoXPnzlwbJycniESid65SVlhYiKysLJkb+XjSwXCtW7dGSkoKPDw8qlSO8vXXX+PPP/+EpqYmjh8/jo4dOyo+WKIyBAIBduzYAV1dXVy8eBFHjhzhO6QaRdqz6enpqdarv1WmcePGcHBwgFgsRlBQEN/hyN3NmzeRkJAAAwMDuLm58R0OISqh2gnwgQMHKlyZKT8/HwcPHpRLUFLu7u74448/cPHiRWzevBk3btxA7969UVhYCKB0MJS2tjbq1Kkj8zxLS0ukpKRwbSwsLMrt28LCgmtTkXXr1nE1wyKRCLa2tnI8M/VmbGyMgIAA2NjY4P79+/Dy8kJRUVGl7Tdv3ozNmzcDAH777TeawF9NNW7cGEuWLAEALFiwgD6UVhFjjEuAqfyhcrW5DEJa/uDp6Qk9PT2eoyFENVQ5Ac7KykJmZiYYY8jOzpbpGU1PT0dAQECFiebHGDlyJAYMGABHR0cMHDgQZ8+exaNHj+Dv7//O5zHGIBAIuPtl/19Zm7ctWbIEmZmZ3C0xMfHDT4SUU79+ffj7+8PQ0BCXLl3ClClTsHr1ahgaGnIrFR09ehS6urpYuHAhgNLljql2W719/fXXaNKkCZKTk7Fq1Sq+w6kRYmNj8fTpU2hra9Pgp3eQLot89uxZlJSU8ByN/DDGuASYZn8g5H+qnACbmJjA1NQUAoEA9vb2qFOnDnczMzPDpEmTMHPmTEXGCmtra9jZ2eHx48cAACsrKxQVFSE9PV2mXWpqKjc4ysrKCq9evSq3r9evX79zAJWOjg6MjY1lbkS+2rVrh2PHjkEoFOLgwYNYuXIlcnNzMXXqVMTExGDSpElcb7+zszOXCBP1pauryw2a3bFjB6Kjo3mOSPVJZ3/o3bs3N4UlKc/JyQmmpqZIT09HeHg43+HIze3bt/Hs2TPo6enB3d2d73AIURlVToAvXbqECxcucJ8mL168yN1CQ0ORkJCAZcuWKTJWpKWlITExEdbW1gCADh06QEtLC+fOnePaJCcnIyYmBl26dAFQmjhlZmbi+vXrXJtr164hMzOTa0P44+bmxq3EJJWdnY2OHTvKzPkaHh5OU2ARAKWvGS8vL4jFYsyYMYNWiHsPKn+oGk1NTXh4eACoXWUQ0t5fDw8PGBgY8BwNIapDwKr51+P58+ewtbWVy6pbOTk5ePLkCQCgffv22LJlC3r16gVTU1OYmppi1apVGDZsGKytrREfH4+lS5ciISEBDx484OZ+nT59Os6cOYP9+/fD1NQUCxcuRFpaGiIjI7nBHu7u7nj58iX27NkDAJg6dSrs7OyqdZHLysqCSCRCZmYm9QbLmaGhYZUWODAwMEBOTo4SIiKqLjExES1atEBeXh7279+PCRMm8B2SSnrz5g0sLS0hkUjw/PlzNGjQgO+QVNqRI0cwatQotGzZEvfv3+c7nI/GGIO9vT2ePHmCv/76C6NGjeI7JEIUrqr5WrUTYKm8vDwkJCSUG7zUpk2bKu/j8uXL6NWrV7ntEyZMwO7duzFkyBDcvn0bGRkZsLa2Rq9eveDj4yMzIK2goACLFi3Cn3/+ifz8fPTp0we7du2SafPff/9hzpw53FeBgwYNws6dO2FiYlLlWKU/0LS0NEqA5ezvv//G9OnTuRrztwmFQhgZGWH37t1Uw0Y4P/zwA5YuXQpzc3Pcu3ev3GBYAhw6dAiTJk1C27ZtcfPmTb7DUXnSvzUlJSWIjY1FkyZN+A7po9y9excdOnSArq4uXr58SYsGEbWQlZWFunXryj8Bfv36NSZOnIizZ89W+HjZBShqE2kCfP/+fbqIKEBsbCwGDhyIwsJCmSRYU1MTmpqaOHPmDJo3b85jhETVFBUVwc3NDY8fP8bnn3+O77//nu+QVM6XX34Jf39/zJ07l2roq2jkyJEICwvDqlWrMHnyZL7D+SibNm3C9u3b4erqir179/IdDiFKkZ2dDQcHh/cmwJrV3fG8efOQnp6OiIgI9OrVC35+fnj16hXWrFnDTVVVmwmFQmhra/MdRq1y6tQpLFy4EMXFxeV6gEtKSsAYw7Bhw7Bp0yYMGjSIpyiJqtHW1sb69esxbNgwHDp0COPGjUPbtm35DktlFBYWIiQkBEBpGRhdt6rG1dUVYWFhuHjxIqZPn853OB+MMcatnDpo0CD6/RO1UdW5zqvdA2xtbY1Tp06hU6dOMDY2xs2bN2Fvb4/Tp09j48aNCA0N/aCAVZ20B/jJkyfVKp0g79egQQPk5eXJbNPU1Cw3FZG+vj4SEhKUGRqpAaZOnYoTJ07gk08+QWBgoFzGJ9QGly5dwvDhw2FhYYGYmBj6uVTRkydP4OTkBC0tLTx69KjGfuMXGxuLbt26QVtbG7GxsVS6R9RGRkYGmjZt+t4e4GpfEXNzc7n5fk1NTfH69WsAQOvWrXHr1q0PDJeoszlz5sjcFwqF0NTULPcp7u12hADg5o++desWDh06xHc4KkO6oln//v0p+a2Gpk2bokmTJiguLsalS5f4DueDSce89OzZk5JfQipQ7ati8+bN8fDhQwCl87ju2bMHL168wM8//8xNT0ZIdSxcuBCLFy/m7hsaGuL8+fMyU/YsXryYahhJhaysrLjXz5o1a5CWlsZzRPxjjHEJMK2cWH39+/cHAAQHB/McyYeTznJEZWOEVKzaCfC8efOQnJwMAFi5ciUCAwPRoEED7NixA2vXrpV7gEQ9SJNgfX19bNmyBS1atMCWLVugr69PyS95ry+++AKtWrVCeno6fHx8+A6Hdw8ePEBiYiJ0dXXh4uLCdzg1jjQBPn/+fI0c2P348WM8ePAAWlpacHNz4zscQlTSB0+DJpWXl4fY2Fg0aNAAZmZm8opL5UhrgB8+fFhhDbBAIJD5mvF9F82yX+/X5rYSieSdCxWoQlsNDQ1uWeza3JYxBolEUmnbsq/hmtg2IiKCW+zB398fHTt2rLAt8O7XsCq0BT7u/blt2zasW7cO/fr1w++//y63/SqirSpeI4qLi+Hg4ICsrCycOXMGnTt3Vqn38vvaSn//ffv2xZ9//knXiGq2BWr/NaImta3uezk9PR3NmzeX/ywQb9PX18cnn3zysbupMUJDQytcTadu3boycyBfuXKl0l+wiYkJ2rdvL7PP4uLiCtsaGxujQ4cO3P3w8HAUFBRU2NbAwACdOnXi7l+/fr3SBSZ0dXXh7OzM3Y+MjERWVlaFbbW0tNCtWzfuvnRu5ooIhUL06NGDu3/37t13fiVddh7omJgYrqa8Ij169OBe6LGxsdw3ERXp2rUrN+r50aNHePHiRaVtnZycoKenBwB4+vTpOwfaderUifv9P3v2DM+fP6+0bYcOHbg3X0JCAp4+fVpp23bt2nHz2CYlJXHLfVekdevW3IfN5ORkxMbGVtrWwcGBW/L71atX75zcv0WLFlwZ05s3b965zHCzZs1Qv359AEB6ejqioqIqbdukSRNuAYasrCxERkZW2tbOzg6NGzcGUDreoOwKjm9r0KABN09rfn4+cnNz4eLigpCQEMycORNr167l/pjUq1cP9vb2AEqnT/v3338r3a+1tTVatGgBoPQifeXKlUrbmpubw9HRkbv/rppRZV4jpKt/2dnZycRE14j/ed81olWrVggPD8fevXvh6OhYo64RJ06cAAAMGDAAL1++pGsESq8RERERlbZVt2tEbc4j4uPjK21bVpUS4AULFlRpZwCwZcuWKretqSr6JCIWi2UWBXnXJ5aPaSsWiyttK5FIlLJfebUFUK22xcXF3MWgKm2lpFOpvaut9I9mVdpKY65KDFVtW1JS8kFt3xdv2d+zovZbnbYVTXX3oW3LxittO3r0aNy8eRPx8fEIDg7m6l8raluVGN7X8/D2+6g6bRV1jUhLS5NZYbPs8+gaIdtWqqLXcPv27REeHo5bt27VqGtEcnIyHj58CKFQiD59+qCoqIiuEXJuW9OvEbU9j6iqKpVAvL1aW2RkJMRiMbcwwaNHjyAUCtGhQwdcvHixygevSaQlEKmpqRV2qdNXFxW3VcWvN9+mCl9ZUgmE/Nr+8ssvmDNnDkQiEe7evQtLS0uV+MpSWdeIffv24csvv8Qnn3yCsLAwue1X3a4RaWlpsLW1hUQiwePHj9GwYcMq7Zfv9/0PP/yA5cuXo2/fvjh79ixdI6gEosa3re57OTMzExYWFvIpgSjbZb9lyxYYGRnhwIED3Ncx6enpmDhxIrp3716V3dVoOjo60NHReW87Tc2qV5fU5raEKNuMGTNw4MABREZG4ttvv8XBgwfLtVGF94ai2gYGBgIABg8e/N5rlSrEq6psbGzQpUsXhIaGIjg4GDNmzOA7pCo5efIkAGDEiBG14vfAF1V4b1DbD1OVHA34gFkgNm/ejHXr1nHJLwDUqVNHbVaCI4SoNqFQiF27dkEgEODQoUPvrM+rbQoKCripu6QDAsmH8/T0BACcOXOG50iqJi4uDpGRkdDQ0MCQIUP4DocQlVbtBDgrKwuvXr0qtz01NRXZ2dlyCYoQQj5Gp06dMGXKFAClPcKVDQ6pbS5duoS8vDzUr18f7dq14zucGk/6IeLixYuVDgRSJdLBjz179oS5uTnP0RCi2qqdAA8dOhQTJ07E33//jaSkJCQlJeHvv//G5MmT4eXlpYgYCSGk2tauXYu6devi3r172LFjB9/hKIV08QNPT0+urpN8uJYtW6JRo0YoLCzE+fPn+Q7nvaQJ8GeffcZzJISovmonwD///DMGDBiAcePGwc7ODnZ2dhg7dizc3d2xa9cuRcRICCHVVrduXWzYsAEAsGrVqndOhVcbMMa4BJjKH+RDIBDUmDKI58+f4/r16xAIBBg6dCjf4RCi8qqdAOvr62PXrl1IS0vD7du3cevWLfz333/YtWtXhfPjEkIIXyZOnAhnZ2fk5ORUazrHmigqKgpJSUnQ19dH7969+Q6n1pB+mDhz5sw7ZxHgm3Tu3+7du8PKyornaAhRfdVOgKUMDAzQpk0btG3blhJfQohK0tDQwK5du6ChoYGjR4/WiK+xP5S097d///7Q1dXlOZrao0ePHjA0NERKSgpu3brFdziVkpY/DB8+nOdICKkZPjgBJoSQmqBdu3aYOXMmAGDmzJkoLCzkOSLFoPIHxdDR0eEWVFHVMogXL15wcz7TWBxCqoYSYEJIrefj4wNLS0s8evSoVk7X+PLlS9y8eRMCgQADBgzgO5xaR1oHLP2QoWqOHz8OoHR5ZxsbG56jIaRmoASYEFLriUQibNq0CQCwZs2aKq8VX1P4+/sDKJ3+zdLSkudoah8PDw8IBALcunVLJQdT0uwPhFQfJcCEELUwduxYuLi4ID8/H/PmzeM7HLk6ffo0ACp/UBQLCwt07twZABAQEMBzNLKSk5MRGhoKABg2bBjP0RBSc/CaAF+5cgUDBw6EjY0NBAIBt4SjFGMMq1atgo2NDfT09NCzZ0/cu3dPpk1hYSFmz54NMzMzGBgYYNCgQUhKSpJpk56ejvHjx0MkEkEkEmH8+PHIyMhQ8NkRQlSJQCDATz/9BE1NTZw6dYrrNa3p8vLyuMF9lAArjqqWQfj5+YExBicnJ9ja2vIdDiE1Bq8JcG5uLtq2bYudO3dW+PjGjRuxZcsW7Ny5Ezdu3ICVlRX69esns+LcvHnz4Ofnh8OHDyM0NBQ5OTnw9PSEWCzm2owZMwZRUVEIDAxEYGAgoqKiMH78eIWfHyFEtbRq1Yrr/Z09ezby8/P5DUgOLly4gIKCAtjZ2aF169Z8h1NrSRPg8+fPq9TrhsofCPlATEUAYH5+ftx9iUTCrKys2Pr167ltBQUFTCQSsZ9//pkxxlhGRgbT0tJihw8f5tq8ePGCaWhosMDAQMYYY/fv32cAWEREBNcmPDycAWCxsbFVji8zM5MBYJmZmR96ioQQFZCdnc3q1avHALAVK1bwHc5HmzJlCgPAZs2axXcotZpEImG2trYMADtz5gzf4TDGGHv16hXT0NBgAFhcXBzf4RCiEqqar6lsDXBcXBxSUlLQv39/bpuOjg5cXFy46V4iIyNRXFws08bGxgaOjo5cm/DwcIhEIq5+CwCcnJwgEom4NhUpLCxEVlaWzI0QUvMZGhpi69atAIANGzbgyZMnPEf04SQSCTc1F5U/KJYqrgrn5+cHiUSCjh07omHDhnyHQ0iNorIJcEpKCgCUG9FsaWnJPZaSkgJtbW3UqVPnnW0sLCzK7d/CwoJrU5F169ZxNcMikYhqqwipRT777DP069cPhYWFmDNnDhhjfIf0QSIjI5GcnAxDQ0O4uLjwHU6tVzYBVoXXDJU/EPLhVDYBlhIIBDL3GWPltr3t7TYVtX/ffpYsWYLMzEzulpiYWM3ICSGqSiAQYOfOndDW1sbZs2fLDcCtKaQDslxdXaGjo8NzNLVf7969oa+vj6SkJNy5c4fXWN68eYNLly4BoASYkA+hsgmwdC3zt3tpU1NTuV5hKysrFBUVIT09/Z1tXr16VW7/r1+/fud8mTo6OjA2Npa5EUJqD3t7eyxatAgAMHfuXOTm5vIcUfXR6m/Kpauri759+wLgvwzi1KlTEIvFaN++PZo0acJrLITURCqbADdq1AhWVlY4d+4ct62oqAghISHo0qULAKBDhw7Q0tKSaZOcnIyYmBiujbOzMzIzM3H9+nWuzbVr15CZmcm1IYSop6VLl8LOzg6JiYlYs2YN3+FUS2JiIqKioqChoQEPDw++w1EbqlIHTOUPhHwcXhPgnJwcREVFISoqCkDpwLeoqCgkJCRAIBBg3rx5WLt2Lfz8/BATEwNvb2/o6+tjzJgxAEpXd5o8eTK++uorXLhwAbdv38a4cePQunVr7lN6y5Yt4ebmhilTpiAiIgIRERGYMmUKPD090bx5c75OnRCiAvT19bFjxw4AwObNmxEbG8tzRFUnTcCcnZ1hbm7OczTqQ7rU9PXr1yv8dlEZ/vvvP27uZ0qACflAip+QonKXLl1iAMrdJkyYwBgrnXZm5cqVzMrKiuno6LAePXqw6OhomX3k5+ezWbNmMVNTU6anp8c8PT1ZQkKCTJu0tDQ2duxYZmRkxIyMjNjYsWNZenp6tWKladAIqb08PT0ZANa7d28mkUj4DqdK3N3dGQCZqSKJcnTo0IEBYL/99hsvx/f19WUAWOvWrXk5PiGqrKr5moAxFRjKWgNkZWVBJBIhMzOT6oEJqWWePXuGVq1aoaCgAH/99RdGjRrFd0jvlJOTg7p166KoqAj37t2Dg4MD3yGplVWrVuG7776Dl5cXjh8/rvTje3p6wt/fH9999x1WrFih9OMTosqqmq+pbA0wIYQoS+PGjbFkyRIAwIIFC1R+3u9z586hqKgIjRs3RsuWLfkOR+1IBx0GBwejsLBQqcfOzMxEcHAwACp/IORjUAJMCCEAvv76azRp0gTJyclYtWoV3+G8U9nZH943LSSRv/bt28Pa2ho5OTkICQlR6rH/+ecfFBcXw8HBgXr+CfkIlAATQghKp7jauXMnAGDHjh2Ijo7mOaKKSSQS+Pv7AwAGDRrEczTqSUNDgxsMp+zZII4dOwaAen8J+ViUABNCyP9zc3ODl5cXxGIxZsyYoRKrfb3t+vXrSE1NhUgkQvfu3fkOR21JyyD++ecfpb1OsrKyEBQUBIASYEI+FiXAhBBSxrZt26Cvr4/Q0FAcPHiQ73DKkZY/uLm5QUtLi+do1FefPn2go6OD+Ph43L9/XynH9Pf3R2FhIezt7eHo6KiUYxJSW1ECTAghZdja2nIj6xctWlRupUm+nT59GgCt/sY3AwMD9O7dG4DyyiDKLn5Btd+EfBxKgAkh5C3z589Hy5Yt8fr1a3z77bd8h8OJj49HTEwMhEIh3N3d+Q5H7ZUtg1C0nJwcBAQEAACGDx+u8OMRUttRAkwIIW/R1tbGTz/9BADYvXs3IiMjeY6olDTR6tatG0xNTXmOhkgHwoWHh+PNmzcKPdbZs2dRUFCAJk2aoG3btgo9FiHqgBJgQgipQK9evTB69GgwxjBjxgxIJBK+Q5KZ/ozwr0GDBmjTpg0kEgkCAwMVeqyysz9Q+QMhH48SYEIIqcTmzZthZGSE69evY+/evbzGkpWVhcuXLwOgBFiVKKMMIi8vj5v6jmZ/IEQ+KAEmhJBKWFtbY/Xq1QCAJUuWKPxr7ncJDg5GcXEx7O3tYW9vz1scRJanpycAIDAwEMXFxQo5RmBgIPLy8mBnZ4cOHToo5BiEqBtKgAkh5B1mzZqFNm3a4L///sPixYt5i4Nmf1BNn376KczNzZGVlYXQ0FCFHINmfyBE/igBJoSQd9DU1MSuXbsAAPv27UN4eLjSYxCLxdwMAJQAqxahUMgNhlNEGURBQQG3X5r9gRD5oQSYEELeo2vXrvD29gYAzJgxA2KxWKnHDw8PR1paGurUqYOuXbsq9djk/aRlEIqYDzgoKAg5OTmwtbVFp06d5L5/QtQVJcCEEFIFGzZsgImJCaKiorB7926lHlvaA+jh4QFNTU2lHpu8X79+/aClpYXHjx/j0aNHct23tPxh2LBhVP5AiBxRAkwIIVVgYWGBtWvXAgC+/fZbvHr1SmnHpunPVJuxsTF69uwJQL5lEIWFhVztN83+QIh8UQJMCCFVNHXqVHTs2BGZmZlYtGiRUo755MkTPHjwAJqamnBzc1PKMUn1KaIM4vz588jKyoKNjQ2cnZ3ltl9CCCXAhBBSZUKhELt27YJAIMChQ4dw5coVhR9T2qPYo0cPiEQihR+PfBhpAnz16lVkZGTIZZ9lyx80NOjPNSHyRO8oQgiphk8//RRTp04FUDogTlFzv0pR+UPN0LhxYzg4OEAsFstlVbiioiKcPHkSAJU/EKIIlAATQkg1rV27FmZmZrh37x527NihsONkZGTg6tWrACgBrgnkWQZx8eJFZGRkwNLSkmb+IEQBVDoBXrVqFQQCgczNysqKe5wxhlWrVsHGxgZ6enro2bMn7t27J7OPwsJCzJ49G2ZmZjAwMMCgQYOQlJSk7FMhhNQipqam2LBhA4DS69SLFy8UcpzAwECUlJTAwcEBTZo0UcgxiPxIP6QEBASgpKTko/YlLX/w8vKCUCj86NgIIbJUOgEGgFatWiE5OZm7RUdHc49t3LgRW7Zswc6dO3Hjxg1YWVmhX79+yM7O5trMmzcPfn5+OHz4MEJDQ5GTkwNPT0+lz+NJCKldvL294ezsjJycHCxYsEAhx6Dyh5rFyckJpqamSE9P/6gFU4qLi+Hn5weAyh8IURSVT4A1NTVhZWXF3czNzQGU9v5u27YNy5Ytg5eXFxwdHXHgwAHk5eXhzz//BABkZmZi37592Lx5M/r27Yv27dvj999/R3R0NM6fP8/naRFCajgNDQ3s2rULGhoaOHr0qNyvKcXFxbT6Ww2jqakJd3d3AB9XBhESEoL//vsPZmZm6NGjh7zCI4SUofIJ8OPHj2FjY4NGjRph1KhRePbsGQAgLi4OKSkp6N+/P9dWR0cHLi4uCAsLAwBERkaiuLhYpo2NjQ0cHR25NpUpLCxEVlaWzI0QQspq164dZs6cCQCYOXMmCgsL5bbvf//9FxkZGTAzM4OTk5Pc9ksUS/ph5WPmAy5b/kALnxCiGCqdAHfu3BkHDx5EUFAQfv31V6SkpKBLly5IS0tDSkoKAMDS0lLmOZaWltxjKSkp0NbWRp06dSptU5l169ZBJBJxN1tbWzmeGSGktvDx8YGlpSUePXqEzZs3y22/ZVd/oxrQmsPV1RVCoRAPHjzA06dPq/38kpISnDhxAgCVPxCiSCqdALu7u2PYsGFo3bo1+vbtC39/fwDAgQMHuDZvLw3JGHvvcpFVabNkyRJkZmZyt8TExA88C0JIbSYSibBp0yYAwJo1axAfHy+X/UoT4EGDBsllf0Q5TExM0L17dwDg/mZVx9WrV/H69WuYmppyq8sRQuRPpRPgtxkYGKB169Z4/PgxNxvE2z25qampXK+wlZUVioqKkJ6eXmmbyujo6MDY2FjmRgghFRk7dixcXFyQn5+PefPmffT+Hj58iMePH0NbW1umhIvUDB9TBiEtfxgyZAi0tLTkGhch5H9qVAJcWFiIBw8ewNraGo0aNYKVlRXOnTvHPV5UVISQkBB06dIFANChQwdoaWnJtElOTkZMTAzXhhBCPpZAIMBPP/0ETU1NnDp16oN6/sqSJk49e/aEkZGRPEIkSiSdDzgkJKRa40fEYjGVPxCiJCqdAC9cuBAhISGIi4vDtWvX8NlnnyErKwsTJkyAQCDAvHnzsHbtWvj5+SEmJgbe3t7Q19fHmDFjAJR+NTl58mR89dVXuHDhAm7fvo1x48ZxJRWEECIvrVq14np/Z8+ejfz8/A/eF01/VrPZ29ujWbNmKC4ulumAeZ+wsDCkpKTAxMQEffr0UWCEhBCVToCTkpIwevRoNG/eHF5eXtDW1kZERATs7OwAAF9//TXmzZuHGTNmoGPHjnjx4gWCg4Nleky2bt2KIUOGYMSIEejatSv09fXxzz//0KASQojcrVy5EvXq1UNcXBzWr1//QftIS0tDaGgoAEqAa7IPKYOQlj8MHjwY2traComLEFJKwBhjfAdRE2RlZUEkEiEzM5PqgQkhlTp27BhGjBgBHR0dxMTEoGnTptV6/u+//47x48ejdevWuHv3roKiJIp26dIl9O7dG+bm5khOTn5vp4tEIoGtrS1evnyJf/75hyujIIRUT1XzNZXuASaEkJrms88+Q79+/bhl2Kvbx0CzP9QO3bp1g0gkwuvXr3Hjxo33to+IiMDLly9hZGSEfv36KSFCQtQbJcCEECJHAoEAO3fuhLa2NgIDA7klbauiqKgIgYGBAKj8oabT0tKCm5sbgKqVQUjLHwYNGgQdHR2FxkYIoQSYEELkzt7eHosWLQIAzJs3D7m5uVV63tWrV5GVlQVLS0t8+umnigyRKIG0jOF9yyIzxrgEmGZ/IEQ5KAEmhBAFWLp0Kezs7JCYmIg1a9ZU6TnSnsIBAwZAQ4MuzzWdu7s7NDQ0cPfuXSQkJFTa7saNG0hMTIShoSFcXV2VGCEh6ouusIQQogD6+vrYsWMHAGDz5s2IjY19Z3vGGE6fPg2Ayh9qi7p163Jzzr+rF/jYsWMASnuM9fT0lBIbIeqOEmBCCFGQQYMGwdPTE8XFxZg5c+Y7B8Tdv38fcXFx0NHRoUFQtcj7yiCo/IEQflACTAghCrRjxw7o6uri4sWLOHLkSKXtpOUPffr0gYGBgbLCIwomTYAvXrxYYS34rVu3EB8fD319fbi7uys7PELUFiXAhBCiQI0aNcLSpUsBAAsWLKh0aVxa/a12cnBwQKNGjVBYWIjz58+Xe1za++vh4QF9fX1lh0eI2qIEmBBCFGzRokVo2rQpkpOTsWrVqnKPv379GuHh4QBACyDUMgKBoNIyCCp/IIQ/lAATQoiC6erqYufOnQBKSyKio6NlHg8ICABjDO3bt0f9+vX5CJEokDQB9vf3h0Qi4bbfvXsXT548ga6uLgYMGMBXeISoJUqACSFECVxdXTFs2DCIxWLMmDFDZkAczf5Qu7m4uMDQ0BDJycm4desWt106+4O7uzsMDQ35Co8QtUQJMCGEKMnWrVuhr6+P0NBQHDx4EABQWFiI4OBgALT8cW2lo6OD/v37A/hfGQRjjEuAqfyBEOWjBJgQQpTE1tYWK1asAAB4e3vD19cXly9fRk5ODgQCAfz9/XmOkCjK23XA9+7dw6NHj6CtrU1134TwQJPvAAghRJ3k5+dz/58+fTqGDh0KoLRHcOXKlRAIBFi+fDlf4REF8fDwgEAgQGRkJF6+fMkNfnN1dYWxsTHP0RGifqgHmBBClMTHxwffffcdd7+wsBCHDx+WabNixQr4+PgoOzSiYJaWlqhXrx4A4LvvvuMS4KCgIPp9E8IDAXvX0kSEk5WVBZFIhMzMTPq0Tgj5IIaGhhUuhvA2AwMD5OTkKCEioiw+Pj5c+YuGhobMbBAAsHr1aur5J0QOqpqvUQ8wIYQoia+vL0xMTCAUCit8XCgUwsTEBL6+vkqOjChS2eQXAJf8CgQCbhv1/BOiXNQDXEXUA0wIkYeYmBh06tQJxcXFKCkp4bZrampCS0sLN27cQKtWrXiMkMgb9fwTojzUA0wIISrm6NGj6N69O4qKimSSXwAoKSlBUVERunXrxk2PRWoH6vknRPVQD3AVUQ8wIeRjVdQTqKmpWS4Zpp7A2kfa819UVASxWMxtp55/QuSLeoArsGvXLjRq1Ai6urro0KEDrl69yndIhBA18s0338jcFwqF0NLSKtcz+HY7UrOV7fkvm/wC1PNPCF/UJgE+cuQI5s2bh2XLluH27dvo3r073N3dkZCQwHdohBA1sXz5cqxevZq7b2xsjBs3bsDIyIjbRrMB1D6TJk1CRkZGuZ5fKbFYjIyMDEycOJGP8AhRS2qTAG/ZsgWTJ0/GF198gZYtW2Lbtm2wtbXF7t27+Q6NEKJGpEmwgYEB9uzZg1atWmHPnj0wMDCg5LeWop5/QlSPWtQAFxUVQV9fH8eOHeNWXQKAuXPnIioqCiEhIe/dB9UAE0II+VBlp0KrU6cOrl69im7duiEjIwMA9fwTIi9UA1zGmzdvIBaLYWlpKbPd0tISKSkpFT6nsLAQWVlZMjdCCCHkQ1DPPyGqRS0SYKmyk44DAGOs3DapdevWQSQScTdbW1tlhEgIIaSWWr58OXJycjB8+HAAwIgRI5CTk0PJLyE8UIsE2MzMDEKhsFxvb2pqarleYaklS5YgMzOTuyUmJiojVEIIIYQQomBqkQBra2ujQ4cOOHfunMz2c+fOoUuXLhU+R0dHB8bGxjI3QgghhBBS82m+v0ntsGDBAowfPx4dO3aEs7MzfvnlFyQkJODLL7/kOzRCCCGEEKJEapMAjxw5EmlpaVi9ejWSk5Ph6OiIgIAA2NnZVen50skyaDAcIYQQQohqkuZp75vkTC2mQZOHpKQkGghHCCGEEFIDJCYmon79+pU+TglwFUkkErx8+RJGRkaVzhwhT1lZWbC1tUViYqLa1R+r67mr63kD6nvu6nreAJ27Op67up43QOeuzHNnjCE7Oxs2NjbQ0Kh8qJvalEB8LA0NjXd+klAUdR6Ap67nrq7nDajvuavreQN07up47up63gCdu7LOXSQSvbeNWswCQQghhBBCiBQlwIQQQgghRK1QAqyidHR0sHLlSujo6PAditKp67mr63kD6nvu6nreAJ27Op67up43QOeuiudOg+AIIYQQQohaoR5gQgghhBCiVigBJoQQQgghaoUSYEIIIYQQolYoASaEEEIIIWqFEmAVc+XKFQwcOBA2NjYQCAQ4efIk3yEpxbp16/Dpp5/CyMgIFhYWGDJkCB4+fMh3WEqxe/dutGnThpsk3NnZGWfPnuU7LKVbt24dBAIB5s2bx3coCrdq1SoIBAKZm5WVFd9hKc2LFy8wbtw41K1bF/r6+mjXrh0iIyP5DkuhGjZsWO53LhAIMHPmTL5DU7iSkhJ8++23aNSoEfT09NC4cWOsXr0aEomE79AULjs7G/PmzYOdnR309PTQpUsX3Lhxg++w5O59uQtjDKtWrYKNjQ309PTQs2dP3Lt3j59g/x8lwComNzcXbdu2xc6dO/kORalCQkIwc+ZMRERE4Ny5cygpKUH//v2Rm5vLd2gKV79+faxfvx43b97EzZs30bt3bwwePJj3i4My3bhxA7/88gvatGnDdyhK06pVKyQnJ3O36OhovkNSivT0dHTt2hVaWlo4e/Ys7t+/j82bN8PExITv0BTqxo0bMr/vc+fOAQCGDx/Oc2SKt2HDBvz888/YuXMnHjx4gI0bN+KHH37Ajz/+yHdoCvfFF1/g3LlzOHToEKKjo9G/f3/07dsXL1684Ds0uXpf7rJx40Zs2bIFO3fuxI0bN2BlZYV+/fohOztbyZGWwYjKAsD8/Pz4DoMXqampDAALCQnhOxRe1KlTh+3du5fvMJQiOzubNWvWjJ07d465uLiwuXPn8h2Swq1cuZK1bduW7zB48c0337Bu3brxHQbv5s6dy5o0acIkEgnfoSjcgAED2KRJk2S2eXl5sXHjxvEUkXLk5eUxoVDIzpw5I7O9bdu2bNmyZTxFpXhv5y4SiYRZWVmx9evXc9sKCgqYSCRiP//8Mw8RlqIeYKKSMjMzAQCmpqY8R6JcYrEYhw8fRm5uLpydnfkORylmzpyJAQMGoG/fvnyHolSPHz+GjY0NGjVqhFGjRuHZs2d8h6QUp0+fRseOHTF8+HBYWFigffv2+PXXX/kOS6mKiorw+++/Y9KkSRAIBHyHo3DdunXDhQsX8OjRIwDAnTt3EBoaCg8PD54jU6ySkhKIxWLo6urKbNfT00NoaChPUSlfXFwcUlJS0L9/f26bjo4OXFxcEBYWxltcmrwdmZBKMMawYMECdOvWDY6OjnyHoxTR0dFwdnZGQUEBDA0N4efnBwcHB77DUrjDhw/j1q1btbIm7l06d+6MgwcPwt7eHq9evcKaNWvQpUsX3Lt3D3Xr1uU7PIV69uwZdu/ejQULFmDp0qW4fv065syZAx0dHXz++ed8h6cUJ0+eREZGBry9vfkORSm++eYbZGZmokWLFhAKhRCLxfj+++8xevRovkNTKCMjIzg7O8PHxwctW7aEpaUl/vrrL1y7dg3NmjXjOzylSUlJAQBYWlrKbLe0tMTz58/5CAkAJcBEBc2aNQt3795Vq0/IzZs3R1RUFDIyMnD8+HFMmDABISEhtToJTkxMxNy5cxEcHFyuh6S2c3d35/7funVrODs7o0mTJjhw4AAWLFjAY2SKJ5FI0LFjR6xduxYA0L59e9y7dw+7d+9WmwR43759cHd3h42NDd+hKMWRI0fw+++/488//0SrVq0QFRWFefPmwcbGBhMmTOA7PIU6dOgQJk2ahHr16kEoFOKTTz7BmDFjcOvWLb5DU7q3v+1gjPH6DQglwESlzJ49G6dPn8aVK1dQv359vsNRGm1tbTRt2hQA0LFjR9y4cQPbt2/Hnj17eI5McSIjI5GamooOHTpw28RiMa5cuYKdO3eisLAQQqGQxwiVx8DAAK1bt8bjx4/5DkXhrK2ty32wa9myJY4fP85TRMr1/PlznD9/HidOnOA7FKVZtGgRFi9ejFGjRgEo/dD3/PlzrFu3rtYnwE2aNEFISAhyc3ORlZUFa2trjBw5Eo0aNeI7NKWRznCTkpICa2trbntqamq5XmFlohpgohIYY5g1axZOnDiBixcvqtXFoSKMMRQWFvIdhkL16dMH0dHRiIqK4m4dO3bE2LFjERUVpTbJLwAUFhbiwYMHMn8caquuXbuWm+Lw0aNHsLOz4yki5fL19YWFhQUGDBjAdyhKk5eXBw0N2XRDKBSqxTRoUgYGBrC2tkZ6ejqCgoIwePBgvkNSmkaNGsHKyoqb+QQorYMPCQlBly5deIuLeoBVTE5ODp48ecLdj4uLQ1RUFExNTdGgQQMeI1OsmTNn4s8//8SpU6dgZGTE1QyJRCLo6enxHJ1iLV26FO7u7rC1tUV2djYOHz6My5cvIzAwkO/QFMrIyKhcjbeBgQHq1q1b62u/Fy5ciIEDB6JBgwZITU3FmjVrkJWVVet7wwBg/vz56NKlC9auXYsRI0bg+vXr+OWXX/DLL7/wHZrCSSQS+Pr6YsKECdDUVJ8/vwMHDsT333+PBg0aoFWrVrh9+za2bNmCSZMm8R2awgUFBYExhubNm+PJkydYtGgRmjdvjokTJ/Idmly9L3eZN28e1q5di2bNmqFZs2ZYu3Yt9PX1MWbMGP6C5m3+CVKhS5cuMQDlbhMmTOA7NIWq6JwBMF9fX75DU7hJkyYxOzs7pq2tzczNzVmfPn1YcHAw32HxQl2mQRs5ciSztrZmWlpazMbGhnl5ebF79+7xHZbS/PPPP8zR0ZHp6OiwFi1asF9++YXvkJQiKCiIAWAPHz7kOxSlysrKYnPnzmUNGjRgurq6rHHjxmzZsmWssLCQ79AU7siRI6xx48ZMW1ubWVlZsZkzZ7KMjAy+w5K79+UuEomErVy5kllZWTEdHR3Wo0cPFh0dzWvMAsYYU3rWTQghhBBCCE+oBpgQQgghhKgVSoAJIYQQQohaoQSYEEIIIYSoFUqACSGEEEKIWqEEmBBCCCGEqBVKgAkhhBBCiFqhBJgQQgghhKgVSoAJIYQoxKpVq9CuXbty2ywtLSEQCHDy5Ele4iKEEFoIgxBCeNazZ0+0a9cO27Zt4zuUDyYQCODn54chQ4Zw23JyclBYWIi6desCAB48eAAHBwf4+fnByckJderUgY6ODk8RE0LUmfosRk4IIUSpDA0NYWhoyN1/+vQpAGDw4MEQCAR8hUUIIVQCQQghfPL29kZISAi2b98OgUAAgUCA+Ph4hISEoFOnTtDR0YG1tTUWL16MkpIS7nk9e/bErFmzMGvWLJiYmKBu3br49ttv8b4v9QQCAfbs2QNPT0/o6+ujZcuWCA8Px5MnT9CzZ08YGBjA2dmZS1aldu/ejSZNmkBbWxvNmzfHoUOHuMcaNmwIABg6dCgEAgF3v2wJxKpVqzBw4EAAgIaGBiXAhBBeUQJMCCE82r59O5ydnTFlyhQkJycjOTkZWlpa8PDwwKeffoo7d+5g9+7d2LdvH9asWSPz3AMHDkBTUxPXrl3Djh07sHXrVuzdu/e9x/Tx8cHnn3+OqKgotGjRAmPGjMG0adOwZMkS3Lx5EwAwa9Ysrr2fnx/mzp2Lr776CjExMZg2bRomTpyIS5cuAQBu3LgBAPD19UVycjJ3v6yFCxfC19cXALjzJIQQvlAJBCGE8EgkEkFbWxv6+vqwsrICACxbtgy2trbYuXMnBAIBWrRogZcvX+Kbb77BihUroKFR2ndha2uLrVu3QiAQoHnz5oiOjsbWrVsxZcqUdx5z4sSJGDFiBADgm2++gbOzM5YvXw5XV1cAwNy5czFx4kSu/aZNm+Dt7Y0ZM2YAABYsWICIiAhs2rQJvXr1grm5OQDAxMSEO4e3GRoawsTEBAAqbUMIIcpCPcCEEKJiHjx4AGdnZ5kyga5duyInJwdJSUncNicnJ5k2zs7OePz4McRiMdauXcvV4BoaGiIhIYFr16ZNG+7/lpaWAIDWrVvLbCsoKEBWVhYXT9euXWVi7Nq1Kx48eCCnMyaEEOWiHmBCCFExjLFyNbLS2t6q1s5++eWXXC8vANjY2HD/19LS4v4v3V9F2yQSSblt74qREEJqCuoBJoQQnmlra0MsFnP3HRwcEBYWJjOgLSwsDEZGRqhXrx63LSIiQmY/ERERaNasGYRCIUxNTdG0aVPupqn54f0dLVu2RGhoqMy2sLAwtGzZkruvpaUlcw6EEKLKKAEmhBCeNWzYENeuXUN8fDzevHmDGTNmIDExEbNnz0ZsbCxOnTqFlStXYsGCBVz9LwAkJiZiwYIFePjwIf766y/8+OOPmDt3rtzjW7RoEfbv34+ff/4Zjx8/xpYtW3DixAksXLhQ5hwuXLiAlJQUpKenyz0GQgiRJ0qACSGEZwsXLoRQKISDgwPMzc1RXFyMgIAAXL9+HW3btsWXX36JyZMn49tvv5V53ueff478/Hx06tQJM2fOxOzZszF16lS5xzdkyBBs374dP/zwA1q1aoU9e/bA19cXPXv25Nps3rwZ586dg62tLdq3by/3GAghRJ5oJThCCKmBasPqcYQQwhfqASaEEEIIIWqFEmBCCCGEEKJWqASCEEIIIYSoFeoBJoQQQgghaoUSYEIIIYQQolYoASaEEEIIIWqFEmBCCCGEEKJWKAEmhBBCCCFqhRJgQgghhBCiVigBJoQQQgghaoUSYEIIIYQQolYoASaEEEIIIf+3EQUAPWsONoXy7WUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "id_motif = np.arange(1, 11) # index for plot\n", + "\n", + "plt.figure(figsize=(8, 3))\n", + "plt.plot(id_motif, motifs[1][0], color=\"k\", marker=\"X\", ms=7)\n", + "plt.plot(id_motif[9], motifs[1][0][9], color=\"r\", marker=\"X\", ms=7, label=\"identified\")\n", + "plt.axhline(idx_sp0, color=\"k\", alpha=0.3, linestyle=\"--\", zorder=-1)\n", + "plt.axhline(idx_sp1, color=\"k\", alpha=0.3, linestyle=\"--\", zorder=-1)\n", + "plt.axhspan(idx_sp0, idx_sp0+m, color=\"grey\", alpha=0.15, label=\"similar subsequences\")\n", + "plt.axhspan(idx_sp1, idx_sp1+m, color=\"grey\", alpha=0.15)\n", + "plt.xticks(id_motif)\n", + "plt.xlabel(\"top-motif\")\n", + "plt.ylabel(\"data index\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can find those as **top 10th motifs** in this data. \n", + "Let's try displaying those on the actual data." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20, 3))\n", + "plt.plot(T)\n", + "for i in motifs[1][0]:\n", + " plt.axvline(i, color=\"k\")\n", + "plt.axvline(motifs[1][0][9], color=\"r\", label=\"identified\")\n", + "plt.axvspan(idx_sp0, idx_sp0+m, color=\"grey\", alpha=0.3, label=\"similar subsequences\")\n", + "plt.axvspan(idx_sp1, idx_sp1+m, color=\"grey\", alpha=0.3)\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Although we found those as the 10th this time, the order in which it's found can vary depending on the data. \n", + "This is thought to be caused by the following situations. \n", + "1. There are many favorable candidates for the top-motifs because parts of the subsequences other than those we want to find also have repetitive characteristics. \n", + "2. Those subsequences we want to find repeat only once, so the order of the top-motif depends on other parts of the data. \n", + "\n", + "This characteristic like repeating only once can be used in the **Contrast Profile** we're going to introduce, which allows us to effectively find those.\n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "-----" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "v39", + "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": "3.9.12" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "8a6bfd200c7cf5adb010f5ccf3201bdc50fbb61960f2054d83ce51c0679fd34a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/images/contrast_profile_concept.png b/docs/images/contrast_profile_concept.png new file mode 100644 index 000000000..7b07ddc33 Binary files /dev/null and b/docs/images/contrast_profile_concept.png differ