18_Align_fragments-synt.ipynb

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    "# RUN Main import block and TODO list\n",
    "\n",
    "# TODO: see how uri calculated the ridges\n",
    "\n",
    "# TODO: Perform Histogram equalization - start with it\n",
    "# TODO: \n",
    "# take integral from the Highest peak+-0.005 divide by integral of the entire graph \n",
    "# This will be the peakness measure for the PSD ==> The desired ridge index\n",
    "# TODO:\n",
    "# take integral from the Highest peak+-0.005 divide by integral of the entire graph - it's the peakness measure for the PSD\n",
    "# must select a peak above a min threshold in order to ignore noisy frequency\n",
    "# must ignore peaks above a certain threshold in order to detect meaningful frequency\n",
    "# run the PSD in moving windows every 200 px (deduced from the below PSD pointing to a freq of 1/0.02=50-> times 4= 200px)\n",
    "# and medianf the result of the windows\n",
    "# TODO:\n",
    "# Another alternative: (with Yariv)\n",
    "# Run PSD column by column - get the phase, freq, peakness and reconstruct an artificial ridge slice\n",
    "# from this - reconstruct a \"clean\" artificial ridge image\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.image as img\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import urllib.request\n",
    "import os\n",
    "import shutil\n",
    "import glob\n",
    "from scipy import ndimage\n",
    "from scipy import signal\n",
    "#import cv2\n",
    "\n",
    "from PIL import Image, ImageDraw, ImageFont\n",
    "\n",
    "import mahotas as mh\n",
    "from mahotas import polygon\n",
    "# import pymorph as pm\n",
    "\n",
    "import networkx as nx\n",
    "\n",
    "from scipy import ndimage as nd\n",
    "import skimage.transform as transform\n",
    "import skimage.morphology as mp\n",
    "import skimage.io as sio\n",
    "import scipy.misc as sm\n",
    "from skimage.filters import threshold_otsu, threshold_adaptive\n",
    "from skimage.feature import hessian_matrix, hessian_matrix_eigvals\n",
    "from skimage import exposure\n",
    "from skimage import data, img_as_float\n",
    "from sklearn.metrics import precision_recall_fscore_support\n",
    "\n",
    "from bisect import bisect_left\n",
    "import math\n",
    "import warnings\n",
    "import csv\n",
    "import tensorflow as tf\n",
    "# Pandas is used for data manipulation\n",
    "import pandas as pd"
   ]
  },
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    "# Constants\n",
    "X_START = 1000\n",
    "X_END = 6000\n",
    "Y_START = 800\n",
    "Y_END = 4300\n",
    "BG_2_OBJ_RATIO = 0.91\n",
    "CUBE_SIZE = 250\n",
    "EDGE_GAP = 50\n",
    "ROOT_FOLDER = \"/media/1KGB_ILAN/papyrus/files/\"\n",
    "# ROOT_FOLDER = \"/Users/il239838/Downloads/private/Thesis/Papyrus/PX303/files/\"\n",
    "LEARNING_RATE = 0.001\n",
    "BATCHES = 800\n",
    "BATCH_SIZE = 50\n",
    "BREAK_VAL = 1000\n",
    "\n",
    "cube_size = 250\n",
    "HORIZ_TOLERANCE_FACTOR = 50\n",
    "VERT_TOLERANCE_FACTOR = 75\n",
    "EDGE_GAP = 50"
   ]
  },
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   "cell_type": "code",
   "execution_count": 11,
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   "source": [
    "# UTILS\n",
    "def renameFragmentsFiles(path):\n",
    "    for root, dirs, files in os.walk(path):\n",
    "        for file_ in files:\n",
    "            split = file_.split(\"_\")\n",
    "            if len(split) > 1 and split[0] != '.DS':\n",
    "                fileSplit = split[0].split(\"-\")\n",
    "\n",
    "                # next line for testing !!!\n",
    "                newFileName = fileSplit[0] + fileSplit[1] + \"_\" + split[1] + \"_\" + split[2]\n",
    "\n",
    "                # next line for validation !!!\n",
    "                #newFileName = fileSplit[0] + fileSplit[1] + \".jpg\"\n",
    "\n",
    "                os.rename(os.path.join(root, file_), \n",
    "                          os.path.join(root, newFileName))\n",
    "    \n",
    "\n",
    "def handle_match_row(df, idx, df_row):\n",
    "    rectanglesArr = eval(df_row[\"fragmentAndSideDrawRect\"])\n",
    "    if len(rectanglesArr) > 0:\n",
    "        firstImg = Image.open(ROOT_FOLDER+\"fragments/\"+df_row[\"firstFileName\"]+\".jpg\")\n",
    "        secondImg = Image.open(ROOT_FOLDER+\"fragments/\"+df_row[\"secondFileName\"]+\".jpg\")\n",
    "        # import pdb; pdb.set_trace()\n",
    "        firstRotate = (df_row[\"fragmentAndSide\"][df_row[\"fragmentAndSide\"].rfind(\"P\")-2] == \"0\")\n",
    "        secondRotate = (df_row[\"fragmentAndSide\"][-1] == \"1\")\n",
    "\n",
    "        # rotate the images if needed\n",
    "        if firstRotate:\n",
    "            firstImg = firstImg.rotate(180)\n",
    "        if secondRotate:\n",
    "            secondImg = secondImg.rotate(180)\n",
    "\n",
    "        cubesArr = eval(df_row[\"fragmentAndSideCubes\"])\n",
    "        pointsArr = eval(df_row[\"fragmentAndSideMatchPoint\"])\n",
    "\n",
    "        # correct the cubes, rects and points incase we had a rotation\n",
    "        for cube, rect, point in zip(cubesArr, rectanglesArr, pointsArr):\n",
    "            if firstRotate:\n",
    "                cube[0] = firstImg.size[0] - cube[0] - cube_size # reduce cube_size cause we measure from top left corner of the cube\n",
    "                cube[1] = firstImg.size[1] - cube[1] - cube_size # reduce cube_size - see above\n",
    "                rect[0] = cube[0] + cube_size + EDGE_GAP - HORIZ_TOLERANCE_FACTOR\n",
    "                rect[2] = cube[0] + cube_size + EDGE_GAP + HORIZ_TOLERANCE_FACTOR\n",
    "                point[0] = cube[0] + cube_size + EDGE_GAP\n",
    "            if secondRotate:\n",
    "                cube[2] = secondImg.size[0] - cube[2] - cube_size # reduce cube_size - see above\n",
    "                cube[3] = secondImg.size[1] - cube[3] - cube_size # reduce cube_size - see above\n",
    "            if firstRotate or secondRotate:\n",
    "                rect[1] = cube[1] - cube[3] - VERT_TOLERANCE_FACTOR\n",
    "                rect[3] = cube[1] - cube[3] + VERT_TOLERANCE_FACTOR\n",
    "                point[1] = cube[1] - cube[3]\n",
    "        \n",
    "        # if we rotated - need to write the updated values to the enhanced output file\n",
    "        if firstRotate or secondRotate:\n",
    "            df.at[idx, \"rotateFragmentAndSideCubes\"] = cubesArr\n",
    "            df.at[idx, \"rotateFragmentAndSideDrawRect\"] = rectanglesArr\n",
    "            df.at[idx, \"rotateFragmentAndSideMatchPoint\"] = pointsArr # TEST this! - I changed it after it was working?\n",
    "        \n",
    "        # rectanglesArr contains the projections of the matched position as they are reflected by each pair\n",
    "        # In this block we set the size for the overlap slate\n",
    "        mins = np.amin(rectanglesArr, 0)\n",
    "        maxs = np.amax(rectanglesArr, 0)\n",
    "        minsmaxs = [mins[0], mins[1], maxs[2], maxs[3]]\n",
    "        minsmins = [mins[0], mins[1], mins[0], mins[1]]\n",
    "        width = maxs[2] - mins[0]\n",
    "        height = maxs[3] - mins[1]\n",
    "        slate = np.zeros((width, height))\n",
    "\n",
    "        # Now we iterate over the matched pair and add each match rectangle to the overlap count on the slate\n",
    "        for rect in rectanglesArr:\n",
    "            rect_slide = np.zeros((width, height))\n",
    "            rect_adjusted =  np.subtract(rect, minsmins)\n",
    "            rect_slide[rect_adjusted[0]:rect_adjusted[2], rect_adjusted[1]:rect_adjusted[3]] = 1\n",
    "            slate = slate + rect_slide\n",
    "\n",
    "        # Then we determine what's the max overlap that we observe and keep it and its size and derivative in the df\n",
    "        # so we will use it later for the 2nd phase classification algorithm\n",
    "        slate_max = np.amax(slate)\n",
    "        df.at[idx, \"votesOverlapMax\"] = slate_max\n",
    "        df.at[idx, \"divideOverlapMaxBySideTotal\"] = float(slate_max) / df_row[\"fragmentAndSideTotal\"]\n",
    "        max_indices = np.where(slate == slate_max)\n",
    "        df.at[idx, \"votesOverlapHeight\"] = (max_indices[1][-1]+1) - max_indices[1][0]\n",
    "    \n",
    "        # Now we create a binary mask from the overlap max projection\n",
    "        slate_mask = np.copy(slate)\n",
    "        slate_mask[slate_mask < slate_max] = 0\n",
    "        slate_mask[slate_mask == slate_max] = 1\n",
    "        slate_mask_size = float(len(np.where(slate_mask == 1)[0]))\n",
    "\n",
    "        # Calculate per each match pair what is the overlap of their projection with the mask of the max overlap\n",
    "        overlaps_percent_arr = []\n",
    "        for rect in rectanglesArr:\n",
    "            rect_slide = np.zeros((width, height))\n",
    "            rect_adjusted =  np.subtract(rect, minsmins)\n",
    "            rect_slide[rect_adjusted[0]:rect_adjusted[2], rect_adjusted[1]:rect_adjusted[3]] = 1\n",
    "            overlap_indices = np.where((rect_slide == slate_mask) & (rect_slide == 1))\n",
    "            overlaps_percent_arr.append(float(len(overlap_indices[0]))/slate_mask_size)\n",
    "\n",
    "        # We'll now use the mid-point of the max-overlap rectangle (based on the saved indices) in order to \n",
    "        # place and align the fragments\n",
    "        # FIXME: need to fix next line as the square might be a jigsaw - need to pick the overall min and max indices\n",
    "        voted_square = [max_indices[0][0], max_indices[1][0], max_indices[0][-1]+1, max_indices[1][-1]+1]\n",
    "        adjusted_vote = np.add(minsmins,voted_square)\n",
    "        mid_point = [(adjusted_vote[0] + adjusted_vote[2])/2, (adjusted_vote[1] + adjusted_vote[3])/2]\n",
    "        \n",
    "        # We prepare the measurements of the connected image\n",
    "        con_width = firstImg.size[0] + secondImg.size[0]\n",
    "        con_height = 0\n",
    "        first_offset = (-adjusted_vote[1]) if adjusted_vote[1] < 0 else 0\n",
    "        second_offset = int(mid_point[1] + first_offset)\n",
    "        adjusted_vote[1] += first_offset\n",
    "        adjusted_vote[3] += first_offset\n",
    "        con_height = int(np.maximum(firstImg.size[1] + first_offset, secondImg.size[1] + second_offset))\n",
    "\n",
    "        # We paste the 2 images into the connected image in the correct offsets\n",
    "        conImage = Image.new('RGB', (con_width, con_height))\n",
    "        conImage.paste(firstImg, (0, first_offset))\n",
    "        conImage.paste(secondImg, (firstImg.size[0]+1, second_offset))\n",
    "\n",
    "        # Draw the image and draw the max overlap rectangle\n",
    "        draw = ImageDraw.Draw(conImage)\n",
    "        draw.rectangle(adjusted_vote.tolist(), fill=\"green\", outline=\"green\")\n",
    "\n",
    "        # Draw the lines from one image to the other based on the cubes\n",
    "        cubeMid = CUBE_SIZE / 2\n",
    "        for overlap_percent, cube_pair in zip(overlaps_percent_arr, cubesArr):\n",
    "            # import pdb; pdb.set_trace()\n",
    "            color=\"\"\n",
    "            lwidth=1\n",
    "            if (overlap_percent < 0.1):\n",
    "                color=\"red\"\n",
    "            elif (overlap_percent < 0.5):\n",
    "                color=\"yellow\"\n",
    "                lwidth=3\n",
    "            else:\n",
    "                color=\"green\"\n",
    "                lwidth=5\n",
    "                df.at[idx, \"votesSupportOverlapRect\"] += 1 # if the matched pair overlaps the rectangle more than 50% - we consider this to be supporting\n",
    "            draw.line((cube_pair[0] + cubeMid, cube_pair[1] + cubeMid + first_offset,\n",
    "                      firstImg.size[0] + 1 + cube_pair[2] + cubeMid, cube_pair[3] + cubeMid + second_offset), \n",
    "                      fill=color, width=lwidth)\n",
    "\n",
    "        # Save derivatives of supporting cubes which match the max overlap\n",
    "        df.at[idx, \"divideSupportOverlapBySideTotal\"] = \\\n",
    "            float(df.at[idx, \"votesSupportOverlapRect\"]) / df_row[\"fragmentAndSideTotal\"]\n",
    "        df.at[idx, \"divideSupportOverlapBySideVote\"] = \\\n",
    "            float(float(df.at[idx, \"votesSupportOverlapRect\"])) / df_row[\"fragmentAndSideVote\"]\n",
    "\n",
    "        conImage.save(ROOT_FOLDER+\"squares/\"+str(df_row[\"class\"])+\"=\"+df_row[\"fragmentAndSide\"]+\".jpg\")\n",
    "    \n",
    "    \n",
    "def draw_histogram_for_row(df_row, bins):\n",
    "    matchPointArr = eval(df_row[\"fragmentAndSideMatchPoint\"])\n",
    "    vals = [row[1] for row in matchPointArr]\n",
    "    plt.hist(vals, bins, facecolor='green')\n",
    "    plt.title(df_row[\"fragment\"])\n",
    "    plt.show()\n",
    "    # import pdb; pdb.set_trace()\n"
   ]
  },
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   "cell_type": "code",
   "execution_count": 9,
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   "source": [
    "# RUN ONCE ONLY!!!\n",
    "renameFragmentsFiles(ROOT_FOLDER+\"fragments/\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
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   "source": [
    "# EITHER RUN THIS: CREATE CUBES WITH VOTES\n",
    "all_matches = pd.read_csv('20190629_151937_votes_cubes_match_synt.csv')\n",
    "# all_matches = all_matches[all_matches[\"class\"] == 1] # run only the classified or all?\n",
    "all_matches[\"votesOverlapMax\"] = 0\n",
    "all_matches[\"divideOverlapMaxBySideTotal\"] = 0.0\n",
    "all_matches[\"votesOverlapHeight\"] = 0\n",
    "all_matches[\"votesSupportOverlapRect\"] = 0\n",
    "all_matches[\"divideSupportOverlapBySideTotal\"] = 0.0\n",
    "all_matches[\"divideSupportOverlapBySideVote\"] = 0.0\n",
    "all_matches[\"rotateFragmentAndSideCubes\"] = all_matches[\"fragmentAndSideCubes\"] # check these!!\n",
    "all_matches[\"rotateFragmentAndSideDrawRect\"] = all_matches[\"fragmentAndSideDrawRect\"]\n",
    "all_matches[\"rotateFragmentAndSideMatchPoint\"] = all_matches[\"fragmentAndSideMatchPoint\"]\n",
    "for idx, row in all_matches.iterrows():\n",
    "    #if row[\"fragment\"] == \"PX303Fg006_7X5_5X2_PX303Fg006_7X5_6X2\":\n",
    "    # print(idx)\n",
    "    handle_match_row(all_matches, idx, row)\n",
    "\n",
    "all_matches.to_csv('20181216_034921_pairs_final_enhanced_synt.csv', index=False)    "
   ]
  },
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   "execution_count": 5,
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     "end_time": "2019-07-20T13:20:36.366693Z",
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     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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nVqccSdJyTXLZ4oeBLwJPS3J7ktcD7wBelORm4IXtuSRpA20aN0FVnbJA0wtWuRZJ0gr4S1FJ6oSBLkmdMNAlqRMGuiR1wkCXpE4Y6JLUCQNdkjphoEtSJwx0SerE2F+KSj3J27Ok6ettC95ItFuuo12XW+iS1AkDXZI6YaBLUicMdEnqhIEuSZ0w0CWpEwa6JHXCQJekThjoktQJA12SOmGgS1InDHRJ6oSBLkmd8G6LWlPeuU9aP26hS1InDHRJ6oSBLkmdWNEx9CS3AQ8APwAerqqtq1GUJGnpVuOk6C9U1bdW4XUkSSvgIRdJ6sRKt9AL+GySAv5XVW2bO0GS04DTAA455JAVLk7SUi8F7YGXv05mpVvoz6mqo4CXAm9M8ty5E1TVtqraWlVbZ2ZmVrg4SdJCVhToVXVH+/du4ELg6NUoSpK0dMsO9CSPSbLP7DDwYuC61SpMkrQ0KzmGfiBwYZLZ1/lQVf35qlQlSVqyZQd6VX0DeMYq1iJJWgEvW5SkTni3xY7sjpd2rfUlfLvjJYLadbmFLkmdMNAlqRMGuiR1wkCXpE4Y6JLUCQNdkjrhZYsrsKtfJjiNl+RNY03SrsItdEnqhIEuSZ0w0CWpEwa6JHXCQJekThjoktQJA12SOrHLXIe+q1/zDV5jrT4tp1+v9fdzGr9r65FJbqFLUicMdEnqhIEuSZ0w0CWpEwa6JHXCQJekTuwyly0u1TRetiRp4PdzbbiFLkmdMNAlqRMGuiR1YkWBnuS4JDcmuSXJGatVlCRp6ZYd6En2AP4n8FLgcOCUJIevVmGSpKVZyRb60cAtVfWNqvo+cAFwwuqUJUlaqpVctngQ8Lcjz28Hfn7uRElOA05rTx9McuMyl3cA8K1lzruRrHv97aq1W/f6Wte6c9aKLtV80iQTrfl16FW1Ddi20tdJsr2qtq5CSevKutffrlq7da+vXbXuxazkkMsdwMEjz5/YxkmSNsBKAv0rwFOSHJrkkcDJwEWrU5YkaamWfcilqh5OcjrwF8AewAeq6vpVq+ynrfiwzQax7vW3q9Zu3etrV617Qamavj/VJklaOn8pKkmdMNAlqRNTE+hJ/k2S65P8MMnWOW2/3W4vcGOSl4yMn/fWA+1E7RVt/EfaSdv1eA8fSXJ1e9yW5Oo2fkuSh0bazh6Z55lJrm21/nGSdb+vaJKzktwxUt/xI21LWvfrXPcfJvl6kmuSXJhk3zZ+qtf3XNOwLheS5OAklyX5Wvt+vqmNX3Kf2YDab2uf9dVJtrdx+ye5JMnN7d/92vi0/nBL609HbVTdK1JVU/EAfg54GnA5sHVk/OHAV4G9gEOBWxlOwu7Rhg8DHtmmObzN81Hg5DZ8NvDrG/B+3gX8lza8Bbhugem+DBwDBLgYeOkG1HoW8JZ5xi953a9z3S8GNrXhPwD+YFdY33PqmYp1uUh9m4Gj2vA+wE2tXyypz2xQ7bcBB8wZ907gjDZ8xkifOb71h7T+ccVGr/vlPKZmC72qbqiq+X5FegJwQVV9r6r+BriF4bYD8956oG1xPR/4WJv/PODEtX8HP9Zq+CXgw2Om2ww8tqq+VEOv+iDrXOsYS1r3611cVX22qh5uT7/E8FuIBU3p+p6KdbmQqtpRVVe14QeAGxh+Jb6QhfrMtDiBIRPgJ7PhBOCDNfgSsG/rL7uUqQn0Rcx3i4GDFhn/eOC+kS/67Pj1dCxwV1XdPDLu0CR/neSvkhzbxh3U6pu1EbXOOr3tan5gdjeUpa/7jfQ6hi2sWdO+vmdN47qcV5ItwJHAFW3UUvrMRijgs0muzHALEoADq2pHG74TOLANT1Pdy7auf4IuyV8C/3SepjOr6lPrWctyTfgeTuEnt853AIdU1T1Jngl8MsnT17jUn7BY3cB7gd9h+AL8DsPhotetX3ULm2R9JzkTeBg4v7Vt+PruTZK9gY8Db66q+5NMbZ8Z8ZyquiPJzwCXJPn6aGNVVZKurtte10CvqhcuY7bFbjEw3/h7GHaXNrWt9FW9JcG495BkE/BK4Jkj83wP+F4bvjLJrcBTW12jhwnW7PYJk677JO8DPt2eLnXdr7oJ1ve/A34ReEE7jDIV63sJpv4WGkn2ZAjz86vqEwBVdddI+6R9Zl1V1R3t37uTXMhw6OeuJJurakc7pHJ3m3xq6l6JXeGQy0XAyUn2SnIo8BSGE1vz3nqgfakvA05q858KrOfW/wuBr1fVj3btk8xkuH88SQ5r7+Ebbdfv/iTHtOPur13nWmfrGz1W+Arguja8pHW/njXDcHUI8J+Al1fVP4yMn+r1PcdUrMuFtPV0DnBDVb17ZPxS+8y6SvKYJPvMDjOcQL+u1Xdqm2w0Gy4CXtuudjkG+PbIoZldx0aflZ19MHSK2xm2rO4C/mKk7UyGs+U3MnJVAsOZ6Zta25kj4w9j6ES3AP8H2Gsd38e5wK/NGfcq4HrgauAq4GUjbVsZOtqtwP+g/Xp3ndf9nwHXAtcwdOzNy13361z3LQzHPa9uj7N3hfU9z/vY8HW5SG3PYTiscs3Iej5+OX1mnes+jOFqm6+2vnBmG/944FLgZuAvgf3b+DD8wZ5b2/vauhF1r/ThT/8lqRO7wiEXSdIEDHRJ6oSBLkmdMNAlqRMGuiR1wkCXpE4Y6JLUif8P/hKQSM+V5mYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TtGzDhg3DeQszM+tAnSP29wK/IWkVsJjUBPM1YJqkyXmaucDqwWaOiIURMRARA319faNQspmZDaVtsEfE5yNibkT0AycAP4iIk4DbgOPyZPOAJV2r0szMahvJfex/DHxW0kpSm/slo1OSmZmNxOT2k7wmIpYCS3P3k8BBo1+SmZmNhP/y1MysMA52M7PCONjNzArjYDczK4yD3cysMA52M7PCONjNzArjYDczK4yD3cysMA52M7PCONjNzArjYDczK4yD3cysMA52M7PCONjNzArjYDczK4yD3cysMA52M7PCONjNzArjYDczK4yD3cysMA52M7PCONjNzArjYDczK4yD3cysMA52M7PCONjNzArjYDczK4yD3cysMA52M7PCtA12SW+QdLekH0laIemcPHx3SXdJWinpaknbdb9cMzNrp84R+8+BwyNiP2B/4ChJBwPnARdExJ7ARuDk7pVpZmZ1tQ32SDbn3m3zK4DDgWvz8EXAsV2p0MzMOlKrjV3SJEn3A+uBm4EngBci4tU8ydPAnO6UaGZmnagV7BHxbxGxPzAXOAh4R90FSJovaZmkZRs2bBhmmWZmVldHd8VExAvAbcB7gGmSJudRc4HVLeZZGBEDETHQ19c3omLNzKy9OnfF9EmalrvfCPwa8Agp4I/Lk80DlnSrSDMzq29y+0mYDSySNIn0RXBNRNwk6WFgsaQvAfcBl3SxTjMzq6ltsEfEA8ABgwx/ktTebmZmPcR/eWpmVhgHu5lZYRzsZmaFcbCbmRXGwW5mVhgHu5lZYRzsZmaFcbCbmRXGwW5mVhgHu5lZYRzsZmaFcbCbmRXGwW5mVhgHu5lZYRzsZmaFcbCbmRXGwW5mVhgHu5lZYRzsZmaFcbCbmRXGwW5mVhgHu5lZYRzsZmaFcbCbmRXGwW5mVhgHu5lZYSaPdwFmvUznqKPp4wvRpUrM6vMRu5lZYRzsZmaFcbCbmRWmbRu7pF2AbwOzgAAWRsTXJM0Argb6gVXA8RGxsXul2tag0zbtXjOc+t0ub6OtzhH7q8D/iIh9gIOBP5K0D7AAuDUi9gJuzf1mZjbO2gZ7RKyJiHtz90vAI8Ac4BhgUZ5sEXBst4o0M7P6Ompjl9QPHADcBcyKiDV51FpSU42ZmY2z2sEuaSrwd8BnImJTdVxEBKn9fbD55ktaJmnZhg0bRlSsmZm1VyvYJW1LCvUrIuK6PHidpNl5/Gxg/WDzRsTCiBiIiIG+vr7RqNnMzIbQNtglCbgEeCQivloZdSMwL3fPA5aMfnlmZtapOo8UeC/wUeBBSffnYWcC5wLXSDoZeAo4vjslmplZJ9oGe0TcAbS6OfeDo1uOmZmNlP/y1MysMA52M7PCONjNzArjYDczK4yD3cysMA52M7PCONjNzArjYDczK4yD3cysMA52M7PC1HlWjNmw9dq/uuu1eqDzmvyv9KwdH7GbmRXGwW5mVhgHu5lZYRzsZmaFcbCbmRXGwW5mVhgHu5lZYRzsZmaFcbCbmRXGwW5mVhgHu5lZYfysGLPCdfv5OH52Te/xEbuZWWEc7GZmhXGwm5kVxm3sVlsvPst8a+TtYO34iN3MrDAOdjOzwjjYzcwK42A3MytM22CXdKmk9ZIeqgybIelmSY/nn9O7W6aZmdVV54j9MuCopmELgFsjYi/g1txvZmY9oG2wR8QPgeebBh8DLMrdi4BjR7kuMzMbpuHexz4rItbk7rXArFYTSpoPzAfYddddh7k4M+tVw7mv3s+X6a4RXzyNiABabqWIWBgRAxEx0NfXN9LFmZlZG8MN9nWSZgPkn+tHryQzMxuJ4Qb7jcC83D0PWDI65ZiZ2Ui1bWOXdBXwAWCmpKeBLwDnAtdIOhl4Cji+m0Vad/iZIzZeOt333CbfmbbBHhG/12LUB0e5FjMzGwX+y1Mzs8I42M3MCuPnsZtZz3ObfGd8xG5mVhgHu5lZYRzsZmaFcbCbmRXGwW5mVhgHu5lZYXy7Y0H8iACzZGu/PdJH7GZmhXGwm5kVxsFuZlYYB7uZWWEc7GZmhXGwm5kVxsFuZlYY38few3xfutnYKO2+dx+xm5kVxsFuZlYYB7uZWWEmTBu725vNrFf0epu8j9jNzArjYDczK4yD3cysMA52M7PCONjNzArjYDczK4yD3cysMA52M7PCjCjYJR0l6VFJKyUtGK2izMxs+IYd7JImAX8FfBjYB/g9SfuMVmFmZjY8IzliPwhYGRFPRsQvgMXAMaNTlpmZDddInhUzB/hppf9p4N3NE0maD8zPvZslPTqCZY62mcCz411EDROhzolQI7jO0TQRaoQeqFNn13q2zFB17tbJ8rr+ELCIWAgs7PZyhkPSsogYGO862pkIdU6EGsF1jqaJUCNsnXWOpClmNbBLpX9uHmZmZuNoJMF+D7CXpN0lbQecANw4OmWZmdlwDbspJiJelfQp4HvAJODSiFgxapWNjZ5sIhrERKhzItQIrnM0TYQaYSusUxG9/U9ZzcysM/7LUzOzwjjYzcwKU2ywS/odSSsk/bukgcrwfkmvSLo/vy6ujHuXpAfzIxIukqQ8fIakmyU9nn9O73adedzncy2PSjqyMnzQRznkC9l35eFX54vao07S2ZJWV9bh0cOteayM9/IHqWdV3tful7QsDxt0P1NyUa79AUkHdrGuSyWtl/RQZVjHdUmal6d/XNK8Maqzp/ZLSbtIuk3Sw/l3/LQ8vPvrMyKKfAF7A28HlgIDleH9wEMt5rkbOBgQ8A/Ah/Pw84EFuXsBcN4Y1LkP8CNgCrA78ATpIvWk3L0HsF2eZp88zzXACbn7YuATXVq3ZwNnDDK845rHaF8Y1+W3qGkVMLNp2KD7GXB03h+V98+7uljX+4ADq78jndYFzACezD+n5+7pY1BnT+2XwGzgwNy9A/BYrqXr67PYI/aIeCQiav+Vq6TZwI4RcWektflt4Ng8+hhgUe5eVBnezTqPARZHxM8j4l+AlaTHOAz6KId8dnE4cG036qypo5rHsK7xXn5drfazY4BvR3InMC3vr6MuIn4IPD/Cuo4Ebo6I5yNiI3AzcNQY1NnKuOyXEbEmIu7N3S8Bj5D+Yr/r67PYYG9jd0n3SfpHSYfmYXNIj0VoeDoPA5gVEWty91pg1hjUONgjG+YMMXwn4IWIeLVpeLd8Kp8uXlppmuq05rEy3ssfTADfl7Rc6bEb0Ho/G+/6O61rPOvtyf1SUj9wAHAXY7A+u/5IgW6SdAvwlkFGnRURS1rMtgbYNSKek/Qu4AZJ+9ZdZkSEpI7uER1mneNqqJqBvwa+SAqnLwJfAf5g7KorwiERsVrSzsDNkn5cHTmc/Wws9GpdWU/ul5KmAn8HfCYiNqWT66Rb63NCB3tEfGgY8/wc+HnuXi7pCeBtpMchzK1MWn1EwjpJsyNiTT41Wt/tOhn6kQ2DDX+OdOo2OR+1j+gRD3VrlvQN4KZh1jxWeu7xFxGxOv9cL+l6UrNAq/1svOvvtK7VwAeahi/tdpERsa7R3Sv7paRtSaF+RURclwd3fX1udU0xkvqUniWPpD2AvYAn86nRJkkH5/bq3wcaR9M3Ao0r0fMqw7vpRuAESVMk7Z7rvJsWj3LI1wVuA47rdp1N7bu/CTTuTOio5m7U1sJ4L38LkraXtEOjGziCtA5b7Wc3Ar+f75o4GHixcio/Fjqt63vAEZKm5+aQI/Kwruq1/TLnyCXAIxHx1cqo7q/P0boC3Gsv0oZ9mnR0vg74Xh7+28AK4H7gXuAjlXkGSDvDE8Bf8tpf5u4E3Ao8DtwCzOh2nXncWbmWR8l36MRrV88fy+POqgzfg7TDrgT+FpjSpXV7OfAg8EDeGWcPt+Yx3B/GdflNtexBugPjR3lfPGuo/Yx0l8Rf5dofpHL3VBdqu4rUXPnLvF+ePJy6SE0gK/PrY2NUZ0/tl8AhpGahB3Le3J+X1/X16UcKmJkVZqtrijEzK52D3cysMA52M7PCONjNzArjYDczK4yD3cysMA52M7PC/H/+yzvJM/D+8wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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e5w5e667ZcQ9dkjphoEtSJwx0SeqEgS5JnTDQJakTBrokdcJAl6ROeB26tJvxHvBajHvoktQJA12SOmGgS1InDHRJ6oSBLkmdMNAlqRMGuiR1wuvQJa2I94zfONxDl6ROGOiS1AkDXZI6YaBLUidWdFI0yW3AfcCPgAerautqFCVJmt5qXOXyK1X1jVV4HknSCnjIRZI6sdI99AI+maSA/1VV2+YvkOQs4CyAww8/fIWr27N432tJ01jpHvozquoY4GTgVUmeOX+BqtpWVVurauvmzZtXuDpJ0mJWFOhVdUf7927gQ8Cxq1GUJGl6yw70JI9Kst/cOHAisGO1CpMkTWclx9APBj6UZO55Lq6qP1+VqiRJU1t2oFfVV4GnrWItkqQV8LJFSeqEgS5JnfB+6CO87nv2lnNv7Y30/Ou1Dmkh7qFLUicMdEnqhIEuSZ0w0CWpEwa6JHXCQJekThjoktQJr0PviNc/ayF7Yr/YU39T4h66JHXCQJekThjoktQJA12SOmGgS1InDHRJ6oSBLkmd2G2uQ9+I19JuxJqk3cHu/tlZTv3rca27e+iS1AkDXZI6YaBLUicMdEnqhIEuSZ0w0CWpEwa6JHVit7kOXZLWyu5+Xfwc99AlqRMGuiR1wkCXpE4Y6JLUiRUFepKTktyU5JYk56xWUZKk6S070JPsBfxP4GTgSOCMJEeuVmGSpOmsZA/9WOCWqvpqVf0AuBQ4dXXKkiRNayXXoR8K/O3I9NeBX5q/UJKzgLPa5P1JblrBOtfLQcA3Zl3ElKx57e1u9YI1r5exNefcFV3r/vhJFlrzHxZV1TZg21qvZzUl2V5VW2ddxzSsee3tbvWCNa+XjVLzSg653AEcNjL9s61NkjQDKwn0LwJPSnJEkkcApwOXrU5ZkqRpLfuQS1U9mORs4BPAXsD5VXXDqlU2W7vVIaLGmtfe7lYvWPN62RA1p2rt/+NSSdLa85eiktQJA12SOrHHB3qSc5PckeTaNpwyMu/ftdsa3JTkOSPtM7vlQZK3J/nrJNcl+VCSA1r7liTfG3kd7x15zC8mub7V++4kM73580a9ZUSSw5JcmeTLSW5I8urWPnUfWceab2vv7bVJtre2TUkuT3Jz+/fA1p72/t/S+s8xM6j3KSPb8dok9yZ5zUbbxknOT3J3kh0jbVNv1yRntuVvTnLmmhdeVXv0AJwLvG6B9iOBLwH7AEcAtzKc/N2rjT8BeERb5sh1rPdEYO82/lbgrW18C7Bjkcd8ATgOCPBx4OQZbu+Zbr8xtR0CHNPG9wO+0vrBVH1knWu+DThoXtvbgHPa+DkjfeSU9v6n9YfPz3h77wXcyfCjmQ21jYFnAseMfqam3a7AJuCr7d8D2/iBa1n3Hr+HvoRTgUur6vtV9TXgFobbHcz0lgdV9cmqerBNfo7h+v9FJTkEeHRVfa6GXvZ+4LQ1LnMpG/aWEVW1s6quaeP3ATcy/CJ6MYv1kVk7FbiwjV/IP7zfpwLvr8HngANa/5iVE4Bbq+r2JZaZyTauqk8D9yxQyzTb9TnA5VV1T1V9C7gcOGkt6zbQB2e3r0rnz32NYuFbGxy6RPssvIxhz2DOEUn+KslfJDm+tR3KUOOcWdYLG2v7LSrJFuBo4POtaZo+sp4K+GSSqzPcZgPg4Kra2cbvBA5u4xuh3lGnA5eMTG/UbTxn2u267rXvEYGe5FNJdiwwnAq8B3gicBSwE3jHTItlbL1zy7wReBC4qDXtBA6vqqOB1wIXJ3n0+le/+0uyL/AB4DVVdS8bsI+MeEZVHcNw19NXJXnm6Mz2rWzDXZuc4ceIzwP+T2vayNv4ITbqdt0j/pPoqnr2JMsleR/w0Ta51K0N1vSWB+PqTfKbwL8ATmgdi6r6PvD9Nn51kluBJ7faRg/LzPoWDRv6lhFJHs4Q5hdV1QcBququkfmT9pF1UVV3tH/vTvIhhsMRdyU5pKp2tq/+d2+UekecDFwzt2038jYeMe12vQN41rz2q9aywD1iD30p844hPh+YO6t9GXB6kn2SHAE8ieHk4kxveZDkJOB3gedV1XdH2jdnuEc9SZ7Q6v1q+4p4b5LjkgR4KfCR9ap3ARv2lhFt+5wH3FhV7xxpn7aPrFe9j0qy39w4wwnzHa2uuSsqzuQf3u/LgJe2qzKOA74zcghhvZ3ByOGWjbqN55l2u34CODHJge0Q0omtbe2s9dnijT4AfwJcD1zX3phDRua9keGs+k2MXBnCcFb7K23eG9e53lsYjstd24b3tvZfA25obdcAzx15zFaGD8itwP+g/UJ4htt8ZttvTF3PYPgafd3I9j1lOX1knep9AsMVIF9q7/0bW/tjgCuAm4FPAZtaexj+U5pb2+vZOqPt/Cjgm8D+I20bahsz/LHZCfyQ4dj3y5ezXRnOc93Sht9a67r96b8kdWKPP+QiSb0w0CWpEwa6JHXCQJekThjoktQJA12SOmGgS1In/j/I9p0ZGamSAQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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QJakTBrokdcJAl6ROGOiS1AkDXZI6YaBLUicMdEnqhIEuSZ0w0CWpEwa6JHXCQJekThjoktQJA12SOmGgS1InDHRJ6oSBLkmdMNAlqRMGuiR1wkCXpE4Y6JLUCQNdkjphoEtSJwx0SeqEgS5JnZg40JMckuSKJDcnuSnJa2dZmCRpcVZPse9DwO9U1bVJHg9ck+Tyqrp5RrVJkhZh4iP0qtpUVde26e8BtwAHzaowSdLiTHOE/rAka4Gjgau3sm49sB5gzZo1s2hO25A3ZlHb1zm1gyrZtfk4aKlM/aZokr2BDwOvq6rvjq+vqg1Vta6q1s3NzU3bnCRpG6YK9CS7MYT5BVV1yWxKkiRNYpqrXAKcC9xSVW+fXUmSpElMc4T+dOClwLOSXNduJ8+oLknSIk38pmhVXQUs7t0fSdIO4ydFJakTBrokdcJAl6ROGOiS1AkDXZI6YaBLUicMdEnqhIEuSZ0w0CWpEwa6JHXCQJekThjoktSJmfxi0c6wM34FZke34S/ZLL0eHoMexulK78Ni73+SNibhEbokdcJAl6ROGOiS1AkDXZI6YaBLUicMdEnqhIEuSZ0w0CWpEwa6JHXCQJekThjoktQJA12SOmGgS1Inpgr0JCcluTXJ7UnOmlVRkqTFmzjQk6wC/gh4LnAU8MIkR82qMEnS4kxzhP4vgNur6stV9SBwEXDKbMqSJC1Wqib70vUkpwInVdUr2vxLgX9ZVa8a2249sL7NHgncOnm5O8X+wLeWuogZ6KUfYF+Wo176ASujL4dW1dx8G+3wXyyqqg3Ahh3dzqwk2VhV65a6jmn10g+wL8tRL/2AvvoyzSmXbwCHjMwf3JZJkpbANIH+OeCIJIcl2R04DbhsNmVJkhZr4lMuVfVQklcBHwdWAe+rqptmVtnSWTGnh+bRSz/AvixHvfQDOurLxG+KSpKWFz8pKkmdMNAlqRO7bKAneWuSLya5PslHkuw7su4N7esMbk3ynJHly/KrDpL8ZpKbkvw4ybqxdSuqL6NWQo2jkrwvyT1JbhxZtl+Sy5N8qf37xLY8Sd7V+nZ9kmOWrvJHS3JIkiuS3NzG1mvb8hXXnyR7Jvlski+0vryxLT8sydWt5g+1iztIskebv72tX7uU9S9KVe2SN+DXgdVt+s3Am9v0UcAXgD2Aw4A7GN70XdWmDwd2b9sctdT9aDX/PMOHtq4E1o0sX3F9Gal92de4lZqfCRwD3Diy7C3AWW36rJFxdjLwV0CAY4Grl7r+sb4cCBzTph8P3NbG04rrT6tp7za9G3B1q/HPgdPa8vcAr2zTZwLvadOnAR9a6j4s9LbLHqFX1Seq6qE2+xmG6+hh+PqCi6rqh1X1FeB2hq85WLZfdVBVt1TV1j6Bu+L6MmIl1PgIVfUp4Dtji08BzmvT5wEvGFn+pzX4DLBvkgN3TqXzq6pNVXVtm/4ecAtwECuwP62m77fZ3dqtgGcBF7fl433Z0seLgROSZCeVO5VdNtDHvJzh6AKGQfv1kXV3tWXbWr6creS+rIQaF+KAqtrUpr8JHNCmV0z/2imHoxmObFdkf5KsSnIdcA9wOcOrv3tHDupG6324L239fcCTdm7Fk9nhH/1fSkn+Gvjpraw6u6oubducDTwEXLAza1ushfRFy1tVVZIVdZ1wkr2BDwOvq6rvjh6orqT+VNU/Af+8vVf2EeApS1zSDtF1oFfVidtbn+RlwPOAE6qdMGP7X2mwZF91MF9ftmFZ9mWBevlqibuTHFhVm9opiHva8mXfvyS7MYT5BVV1SVu8YvsDUFX3JrkCOI7htNDqdhQ+Wu+WvtyVZDWwD/DtJSl4kXbZUy5JTgJeDzy/qn4wsuoy4LT2TvdhwBHAZ1mZX3WwkvuyEmpciMuA09v06cClI8t/u10dcixw38ipjCXXzhmfC9xSVW8fWbXi+pNkbstVbEkeCzyb4T2BK4BT22bjfdnSx1OBvxk54Fvelvpd2aW6MbxB+HXgunZ7z8i6sxnOsd0KPHdk+ckM7/bfwXCqY8n70er6NwznAH8I3A18fKX2Zaxfy77GsXovBDYBP2qPxxkM514/CXwJ+Gtgv7ZtGH4g5g7gBkauTloON+AZDG8cXj/yHDl5JfYH+AXg860vNwL/rS0/nOEA53bg/wB7tOV7tvnb2/rDl7oPC7350X9J6sQue8pFknpjoEtSJwx0SeqEgS5JnTDQJakTBrokdcJAl6RO/H/SHynSfnSBogAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cBdwAnJY3Wwgs71mVZmZWazT3oX8E+JCkdaQx9YvGpiQzMxuJifWbvCQiVgGr8vSDwLFjX5KZmY2E/1LUzKwQDnQzs0I40M3MCuFANzMrhAPdzKwQDnQzs0I40M3MCuFANzMrhAPdzKwQDnQzs0I40M3MCuFANzMrhAPdzKwQDnQzs0I40M3MCuFANzMrhAPdzKwQDnQzs0I40M3MCuFANzMrhAPdzKwQDnQzs0I40M3MCuFANzMrhAPdzKwQDnQzs0I40M3MCuFANzMrhAPdzKwQDnQzs0LUBrqkvSTdKukHktZIOicvP0TSLZLWSbpS0qTel2tmZu100kN/Dnh7RBwFvBE4RdJxwLnAZyPidcA2YFHvyjQzszq1gR7JU3l2j/wI4O3AV/PypcCCnlRoZmYd6WgMXdIESXcAW4DrgQeAJyLi+bzJw8DM3pRoZmad6CjQI+I/IuKNwCzgWOD1ne5A0mJJqyWt3rp16wjLNDOzOl3d5RIRTwA3AG8BpkiamFfNAja0ec6SiJgXEfOGhoZGVayZmbXXyV0uQ5Km5Om9gZOAtaRgPy1vthBY3qsizcys3sT6TZgBLJU0gfQL4KqIuEbSD4ErJP058H3goh7WaWZmNWoDPSLuBI5usfxB0ni6mZkNAP+lqJlZIRzoZmaFcKCbmRXCgW5mVggHuplZIRzoZmaFcKCbmRXCgW5mVggHuplZIRzoZmaFcKCbmRXCgW5mVggHuplZIRzoZmaFcKCbmRXCgW5mVggHuplZIRzoZmaF6OT/FDUbWDpHXW0ffxY9qsRs/LmHbmZWCAe6mVkhHOhmZoVwoJuZFcKBbmZWCAe6mVkhHOhmZoVwoJuZFcKBbmZWCAe6mVkhHOhmZoWo/S4XSQcDXwamAwEsiYjPSZoGXAnMAdYDp0fEtt6VatZ//q4Y25V00kN/HvhfETEXOA74A0lzgbOBlRFxGLAyz5uZ2TipDfSI2BgRt+fpHcBaYCYwH1iaN1sKLOhVkWZmVq+rMXRJc4CjgVuA6RGxMa/aRBqSMTOzcdLx96FLmgz8M/DBiNguvTS2GBEhqeXgoaTFwGKA2bNnj65a2+V0OwZtZiPXUQ9d0h6kML80Iq7OizdLmpHXzwC2tHpuRCyJiHkRMW9oaGgsajYzsxZqA12pK34RsDYizq+sWgEszNMLgeVjX56ZmXWqkyGXtwK/Adwl6Y687GPAZ4CrJC0CHgJO702JZmbWidpAj4ibgHYDoe8Y23LMdm0juWbge9dtrPgvRc3MCuFANzMrhAPdzKwQDnQzs0I40M3MCuFANzMrhAPdzKwQDnQzs0I40M3MCuFANzMrRMdfn2tmveH/5s7GinvoZmaFcKCbmRXCgW5mVgiPoe/GdsexW/+XeFYy99DNzArhQDczK4QD3cysEA50M7NCONDNzArhQDczK4QD3cysEA50M7NCONDNzArhQDczK4QD3cysEA50M7NCONDNzArhQDczK4QD3cysEP4+9AE2aN/dPWj1WGd2x++9313V9tAlXSxpi6S7K8umSbpe0v3536m9LdPMzOp0MuRyCXBK07KzgZURcRiwMs+bmdk4qg30iPgO8HjT4vnA0jy9FFgwxnWZmVmXRjqGPj0iNubpTcD0dhtKWgwsBpg9e/YId2dm/eIx913XqO9yiYgA2p7RiFgSEfMiYt7Q0NBod2dmZm2MNNA3S5oBkP/dMnYlmZnZSIw00FcAC/P0QmD52JRjZmYj1clti5cD3wWOkPSwpEXAZ4CTJN0PnJjnzcxsHNVeFI2I97ZZ9Y4xrsXMzEbBf/pvZlYIB7qZWSH8XS5muxh/p4614x66mVkhHOhmZoXwkMso+E+kzUY2BNTtz4J/1jrjHrqZWSEc6GZmhXCgm5kVwmPofeTbzcz6Y3cdc3cP3cysEA50M7NCONDNzArhQDczK4QD3cysEA50M7NCONDNzArh+9Az3yNu1j+D9vNWyn3r7qGbmRXCgW5mVggHuplZIXaZMfRSxrjMbNc3qHnkHrqZWSEc6GZmhXCgm5kVwoFuZlYIB7qZWSEc6GZmhXCgm5kVYpe5D71bg/ZdEWZmvTaqHrqkUyTdK2mdpLPHqigzM+veiANd0gTgC8AvA3OB90qaO1aFmZlZd0bTQz8WWBcRD0bET4ErgPljU5aZmXVrNGPoM4F/r8w/DLy5eSNJi4HFefYpSfeOcH8HAI+O8LnjwfX2luvtvV2t5oGtV59oeU2vm3pf08lGPb8oGhFLgCWjfR1JqyNi3hiU1Beut7dcb+/tajW73tENuWwADq7Mz8rLzMxsHIwm0L8HHCbpEEmTgDOAFWNTlpmZdWvEQy4R8byk9wPXAROAiyNizZhV9nKjHrbpM9fbW66393a1mnf7ehXh/wjCzKwE/tN/M7NCONDNzAoxEIEu6b9KWiPpBUnzKsvnSHpW0h35cWFl3Zsk3ZW/duACScrLp0m6XtL9+d+p/aw5r/toruteSe+sLG/5VQn5wvItefmV+SJzz0j6hKQNleN66khrHw+DVEuVpPW5Td4haXVe1rI9Krkgv4c7JR3Th/oulrRF0t2VZV3XJ2lh3v5+SQv7XO/Atl1JB0u6QdIPczZ8IC/v3zGOiHF/AG8AjgBWAfMqy+cAd7d5zq3AcYCAa4FfzsvPA87O02cD5/a55rnAD4A9gUOAB0gXjSfk6UOBSXmbufk5VwFn5OkLgf/R4+P9CeDDLZZ3Xfs4tJWBqaVFbeuBA5qWtWyPwKm53Sq341v6UN8vAMdUf6a6rQ+YBjyY/52ap6f2sd6BbbvADOCYPL0vcF+uq2/HeCB66BGxNiI6/gtSSTOA/SLi5khH4MvAgrx6PrA0Ty+tLB9Tw9Q8H7giIp6LiB8B60hfk9DyqxLyJ4u3A1/tdc0d6Kr2capxkGrpRLv2OB/4ciQ3A1Nyu+6ZiPgO8Pgo63sncH1EPB4R24DrgVP6WG874952I2JjRNyep3cAa0l/Ud+3YzwQgV7jEEnfl/RtSSfkZTNJXzXQ8HBeBjA9Ijbm6U3A9D7V2dDqKxFmDrN8f+CJiHi+aXmvvT9/zLu4MizVbe3jYZBqaRbANyTdpvSVF9C+PQ7K++i2vkGoe+DbrqQ5wNHALfTxGPft+9AlfRN4dYtVH4+I5W2ethGYHRGPSXoTsEzSkZ3uMyJC0ojvyxxhzQNhuNqBvwM+SQqgTwJ/Dfx2/6or1vERsUHSgcD1ku6prhxte+y1Qa8vG/i2K2ky8M/AByNie/oQnvT6GPct0CPixBE85znguTx9m6QHgMNJXzEwq7Jp9WsHNkuaEREb88eXLf2smeG/EqHV8sdIH7Um5l76mHyFQqe1S/p74Jo8223t42Fgv3IiIjbkf7dI+hrp43679jgo76Pb+jYAb2tavqoPdQIQEZsb04PYdiXtQQrzSyPi6ry4b8d4oIdcJA0pfe86kg4FDgMezB9ftks6Lo9Bvw9o9JhXAI2rwgsry/tlBXCGpD0lHZJrvpU2X5WQrwHcAJzWr5qbxmp/DWjcRdBV7b2scRiDVMuLJO0jad/GNHAy6bi2a48rgPflOx2OA56sfCzvp27ruw44WdLUPNxxcl7WF4PcdnMWXQSsjYjzK6v6d4x7cbW32wfpxDxM6o1vBq7Ly98DrAHuAG4H3lV5zjzSyXwA+Dwv/dXr/sBK4H7gm8C0ftac130813Uv+e6beOmq9n153ccryw8lNb51wD8Be/b4eH8FuAu4MzeqGSOtfZzay8DU0nQOf5Afaxp1tWuPpDsbvpDfw11U7pTqYY2Xk4Yxf5bb7qKR1Eca4liXH7/V53oHtu0Cx5OGgu7MmXVH3nffjrH/9N/MrBADPeRiZmadc6CbmRXCgW5mVggHuplZIRzoZmaFcKCbmRXCgW5mVoj/D00+GlzqlZ00AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6mVkhHOhmZoVwoJuZFcKBbmZWCAe6mVkhHOhmZoVwoJuZFcKBbmZWCAe6mVkhHOhmZoVwoJuZFcKBbmZWCAe6mVkhOga6pN0k3SjpbkkrJb03z58t6XpJ9+V/Z/W+XDMza6fOEfqzwN9ExALgYODdkhYApwA3RMTewA35vpmZTZKOgR4RayLijjz9JHAPsAuwEFiaV1sKHN2rIs3MrLOuxtAlzQdeCtwKzI2INXnRWmBum8csljQkaWh4eHgMpZqZ2UhqB7qk7YD/AN4XERuqyyIigGj1uIhYEhGDETE4MDAwpmLNzKy9WoEuaUtSmF8UEVfk2eskzcvL5wHre1OimZnVUecqFwEXAPdExFmVRdcAi/L0IuDq8S/PzMzqml5jnVcCJwDLJd2Z550KfBS4TNKJwE+AP+5NiWZmVkfHQI+ImwG1Wfz68S3HzMxGy38pamZWCAe6mVkhHOhmZoVwoJuZFcKBbmZWCAe6mVkhHOhmZoVwoJuZFcKBbmZWCAe6mVkhHOhmZoVwoJuZFcKBbmZWCAe6mVkhHOhmZoVwoJuZFcKBbmZWCAe6mVkhHOhmZoVwoJuZFcKBbmZWCAe6mVkhHOhmZoXoGOiSLpS0XtKKyrzTJa2WdGe+HdXbMs3MrJM6R+hfAo5sMf/siDgg374xvmWZmVm3OgZ6RHwHeHQCajEzszEYyxj6SZLuykMys9qtJGmxpCFJQ8PDw2NozszMRjLaQP8csBdwALAG+FS7FSNiSUQMRsTgwMDAKJszM7NORhXoEbEuIn4TEb8FzgcOGt+yzMysW6MKdEnzKnffDKxot66ZmU2M6Z1WkHQJcCgwR9JDwAeBQyUdAASwCnhXD2s0M7MaOgZ6RBzXYvYFPajFzMzGwH8pamZWCAe6mVkhHOhmZoVwoJuZFcKBbmZWCAe6mVkhHOhmZoVwoJuZFcKBbmZWCAe6mVkhHOhmZoVwoJuZFcKBbmZWCAe6mVkhHOhmZoVwoJuZFcKBbmZWCAe6mVkhHOhmZoVwoJuZFcKBbmZWCAe6mVkhOga6pAslrZe0ojJvtqTrJd2X/53V2zLNzKyTOkfoXwKObJp3CnBDROwN3JDvm5nZJOoY6BHxHeDRptkLgaV5eilw9DjXZWZmXRrtGPrciFiTp9cCc9utKGmxpCFJQ8PDw6NszszMOhnzSdGICCBGWL4kIgYjYnBgYGCszZmZWRujDfR1kuYB5H/Xj19JZmY2GqMN9GuARXl6EXD1+JRjZmajVeeyxUuA7wL7SnpI0onAR4E3SLoPOCzfNzOzSTS90woRcVybRa8f51rMzGwM/JeiZmaFcKCbmRXCgW5mVggHuplZIRzoZmaFcKCbmRXCgW5mVggHuplZIRzoZmaFcKCbmRXCgW5mVggHuplZIRzoZmaF6Phri2bWHZ2hyS5hI93WEx9s+x+QWZ/zEbqZWSEc6GZmhXCgm5kVwoFuZlYIB7qZWSEc6GZmhXCgm5kVwoFuZlaIMf1hkaRVwJPAb4BnI2JwPIoyM7Pujcdfir42Ih4eh+cxM7Mx8JCLmVkhxnqEHsB1kgL4fEQsaV5B0mJgMcDuu+8+xubMxqaE3zXpt9+Ksf4x1iP0V0XEgcAbgXdLenXzChGxJCIGI2JwYGBgjM2ZmVk7Ywr0iFid/10PXAkcNB5FmZlZ90Yd6JK2lbR9Yxo4HFgxXoWZmVl3xjKGPhe4UlLjeS6OiP8el6rMzKxrow70iHgQ2H8cazEzszHwZYtmZoXwf0FnZmMyEZdR9uPlo/3IR+hmZoVwoJuZFcKBbmZWCAe6mVkhHOhmZoXwVS42pfmHqsafX9PORvMaTcSVOj5CNzMrhAPdzKwQDnQzs0I40M3MCuFANzMrhK9ysb7Sb1dY9Fs9ZiPxEbqZWSEc6GZmhXCgm5kVwoFuZlYIB7qZWSEc6GZmhZgyly12e/nYRPwQTq8vaevH/3arH98Hs7Eq5fJUH6GbmRXCgW5mVogxBbqkIyXdK+l+SaeMV1FmZta9UQe6pGnAZ4E3AguA4yQtGK/CzMysO2M5Qj8IuD8iHoyIXwGXAgvHpywzM+uWIkZ3FYKkY4AjI+Kd+f4JwMsj4qSm9RYDi/PdfYF7R1/uhJkDPDzZRYyzEvsEZfbLfZo6JqpfL4iIgU4r9fyyxYhYAizpdTvjSdJQRAxOdh3jqcQ+QZn9cp+mjn7r11iGXFYDu1Xu75rnmZnZJBhLoH8P2FvSHpK2Ao4FrhmfsszMrFujHnKJiGclnQR8E5gGXBgRK8etssk1pYaIaiqxT1Bmv9ynqaOv+jXqk6JmZtZf/JeiZmaFcKCbmRViswt0SX8kaaWk30oarMyfL+lpSXfm23mVZS+TtDz/xME5kpTnz5Z0vaT78r+zJqNPuZaW/crL/j7Xfq+kIyrzW/50Qz7RfWue/7V80ntSSTpd0urK+3NUZVlX/etnU7HmBkmr8n5yp6ShPK/lPqLknNzPuyQdOLnVJ5IulLRe0orKvK77IGlRXv8+SYsmrAMRsVndgBeT/sBpGTBYmT8fWNHmMbcBBwMCrgXemOd/HDglT58CfKwP+7UA+AEwA9gDeIB0Entant4T2CqvsyA/5jLg2Dx9HvCXffC+nQ6c3GJ+1/3r19tUrLmp/lXAnKZ5LfcR4Ki8LynvW7dOdv25rlcDB1azoNs+ALOBB/O/s/L0rImof7M7Qo+IeyKi9l+rSpoH7BARt0R6t74MHJ0XLwSW5umllfkTboR+LQQujYhnIuLHwP2kn21o+dMN+dvH64DL8+MntV81dNW/SayzjqlYcyft9pGFwJcjuQWYmfe1SRUR3wEebZrdbR+OAK6PiEcj4jHgeuDI3le/GQ65dLCHpO9L+h9Jh+R5uwAPVdZ5KM8DmBsRa/L0WmDuBNXZjV2A/6vcb9Tfbv6OwOMR8WzT/H5wUv5qe2FleKvb/vWzqVhzVQDXSbo9/+QHtN9HplJfu+3DpPVtyvyPRd2Q9C3g+S0WnRYRV7d52Bpg94h4RNLLgKsk7Ve3zYgIST29BnSU/ZoyRuof8DngTFJonAl8CviziavOanhVRKyWtBNwvaQfVhdOxD7Sa/3ehyIDPSIOG8VjngGeydO3S3oA2If0cwa7Vlat/sTBOknzImJN/qq1fmyVd6yx634x8k80tJr/COmr4/R8lD5hP+lQt3+Szge+nu92279+NqV/TiMiVud/10u6kjSE1G4fmUp97bYPq4FDm+Yvm4A6PeTSIGlA6TfekbQnsDfwYP6qtUHSwXl8+e1A42j4GqBxBntRZX4/uQY4VtIMSXuQ+nUbbX66IZ8nuBE4Jj++L/rVNL76ZqBxFUJX/ZvImkdhKtYMgKRtJW3fmAYOJ71H7faRa4C35ytFDgaeqAxr9Jtu+/BN4HBJs/LQ4OF5Xu9N9lnlib6RwuAh0tH4OuCbef5bgZXAncAdwJsqjxkkbZwPAJ/hub+w3RG4AbgP+BYwu9/6lZedlmu/l3yFTjx3lv5Hedlplfl7kkLxfuDfgRl98L59BVgO3EXakeaNtn/9fJuKNVe2mR/k28pG7e32EdKVIZ/N/VxO5cqsSe7HJaTh11/n/enE0fSBNBx4f769Y6Lq95/+m5kVwkMuZmaFcKCbmRXCgW5mVggHuplZIRzoZmaFcKCbmRXCgW5mVoj/B2rSfYsn4rQqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jYk5EXA9sAi4D7gAeycxnyyJ3A4u7rLsqItZGxNr7779/KmqWJI2hr0DPzP+Xma8AlgCvBl7a7wYy86zMXJGZK0ZGRiZZpiSplwnd5ZKZjwBXAK8B5kXE3DJrCbBximuTJE1AP3e5jETEvDL8fOBNwC00wX5MWWwlcPGgipQk9Ta39yLsCayOiDk0fwAuyMxLI+IHwPkR8T+B7wNnD7BOSVIPPQM9M28EDhpj+p00/emSpBnAb4pKUiUMdEmqhIEuSZUw0CWpEga6JFXCQJekShjoklQJA12SKmGgS1IlDHRJqoSBLkmVMNAlqRIGuiRVwkCXpEoY6JJUCQNdkiphoEtSJQx0SaqEgS5JlTDQJakSBrokVcJAl6RKGOiSVAkDXZIqYaBLUiUMdEmqhIEuSZUw0CWpEga6JFXCQJekShjoklQJA12SKmGgS1IlDHRJqoSBLkmVMNAlqRI9Az0iXhQRV0TEDyJiXUS8t0xfEBGXRcTt5d/5gy9XktRNP2fozwJ/mJnLgYOB34+I5cCJwOWZuT9weRmXJE2TnoGemfdk5nVl+HHgFmAxcCSwuiy2GjhqUEVKknqbO5GFI2IZcBBwNbAoM+8ps+4FFnVZZxWwCmDp0qWTrVOaFnFKTGj5PCkHVInUW98XRSNiZ+BvgP+SmY+152VmAmO25Mw8KzNXZOaKkZGRrSpWktRdX4EeEdvRhPmXM/OrZfJ9EbFnmb8nsGkwJUqS+tHPXS4BnA3ckpmntWZdAqwswyuBi6e+PElSv/rpQ38t8E7gpoi4vkz7EPAx4IKIOAG4C3jHYEqUJPWjZ6Bn5pVAtytDb5zaciRJk+U3RSWpEga6JFXCQJekShjoklQJA12SKmGgS1IlDHRJqsSEfpxLmmkm+uNZUs08Q5ekShjoklQJA12SKmGgS1IlDHRJqoSBLkmVMNAlqRIGuiRVwkCXpEoY6JJUCQNdkiphoEtSJQx0SaqEgS5JlTDQJakSBrokVcJAl6RKGOiSVAkDXZIqYaBLUiUMdEmqhIEuSZWYO90FqG5xSkxo+TwpB1TJzOUx0lTxDF2SKmGgS1IlDHRJqoSBLkmVMNAlqRI9Az0izomITRFxc2vagoi4LCJuL//OH2yZkqRe+jlD/zxweMe0E4HLM3N/4PIyLkmaRj0DPTO/AzzUMflIYHUZXg0cNcV1SZImaLJfLFqUmfeU4XuBRd0WjIhVwCqApUuXTnJzmgkm+gUYScO11RdFMzOBrl9dy8yzMnNFZq4YGRnZ2s1JkrqYbKDfFxF7ApR/N01dSZKkyZhsoF8CrCzDK4GLp6YcSdJk9exDj4jzgNcDCyPibuAk4GPABRFxAnAX8I5BFinNFl5n0HTqGeiZ+VtdZr1ximuRJG0FvykqSZUw0CWpEga6JFXC/7FIM4oXFXvzfzhSN56hS1IlDHRJqoSBLkmVsA99G2Z/tVQXz9AlqRIGuiRVwkCXpEoY6JJUCS+KFpO5QDjRL2wM+gshXuSUtm2eoUtSJQx0SaqEgS5JlbAPfQazT1zTYRg//uUPjA2GZ+iSVAkDXZIqYaBLUiUMdEmqRLUXRYdxQdGLlpoNBt1OfR/MHJ6hS1IlDHRJqoSBLkmVmDV96PbTSduu2f7+H9YXozxDl6RKGOiSVAkDXZIqYaBLUiUMdEmqhIEuSZUw0CWpEga6JFXCQJekShjoklSJrQr0iDg8Im6NiPURceJUFSVJmrhJB3pEzAH+AngLsBz4rYhYPlWFSZImZmvO0F8NrM/MOzPzGeB84MipKUuSNFFb82uLi4F/bo3fDfxy50IRsQpYVUafiIhbt2Kbg7AQeGC6i5ggax6O2VbzbKsXtpGa4+St/rXIvftZaOA/n5uZZwFnDXo7kxURazNzxXTXMRHWPByzrebZVi9Y81Tbmi6XjcCLWuNLyjRJ0jTYmkD/HrB/ROwTEdsDxwKXTE1ZkqSJmnSXS2Y+GxHvAb4BzAHOycx1U1bZ8MzY7qBxWPNwzLaaZ1u9YM1TKjKH818jSZIGy2+KSlIlDHRJqkT1gR4RvxkR6yLiZxGxojV9WURsjojry+PM1rxXRcRN5ScNTo+IKNMXRMRlEXF7+Xf+MGsu8z5Y6ro1Ig5rTR/zZxjKReury/SvlAvYAxMRJ0fExtZxPWKytU+XmVZPW0RsKG3z+ohYW6aN2S6jcXrZjxsj4pVDqvGciNgUETe3pk24xohYWZa/PSJWDrne2dmOM7PqB/Ay4ABgDbCiNX0ZcHOXda4BDgYC+DrwljL948CJZfhE4NQh17wcuAHYAdgHuIPmgvScMrwvsH1ZZnlZ5wLg2DJ8JvB7Az7eJwMfGGP6hGufpvYyo+oZo74NwMKOaWO2S+CI0n6jtOerh1TjrwKvbL+/JlojsAC4s/w7vwzPH2K9s7IdV3+Gnpm3ZGbf306NiD2BXTPzqmxewS8AR5XZRwKry/Dq1vQpNU7NRwLnZ+bTmfkjYD3NTzCM+TMM5ZPFG4ALB11zHyZU+zTVyAyspx/d2uWRwBeycRUwr7TvgcrM7wAPbWWNhwGXZeZDmfkwcBlw+BDr7WZGt+PqA72HfSLi+xHx9xFxSJm2mOZnDEbdXaYBLMrMe8rwvcCiIdU5aqyfW1g8zvTdgUcy89mO6YP2nvLx+ZxWt9REa58uM62eTgl8MyKujeZnNaB7u5xJ+zLRGmdC7bOuHQ/8q//DEBHfAl44xqwPZ+bFXVa7B1iamQ9GxKuAiyLiwH63mZkZEZO+53OSNc8I49UO/CXwEZrg+QjwCeC3h1dd9V6XmRsjYg/gsoj4YXvm1rbLYZgNNTJL23EVgZ6Zh05inaeBp8vwtRFxB/ASmp8vWNJatP2TBvdFxJ6ZeU/5WLhpmDUz/s8tjDX9QZqPsHPLWfqU/DxDv7VHxF8Bl5bRidY+XWb0T1pk5sby76aI+Fuaj/rd2uVM2peJ1rgReH3H9DVDqBOAzLxvdHg2teNttsslIkai+U13ImJfYH/gzvKx8LGIOLj0Qb8LGD1jvgQYvdq+sjV9WC4Bjo2IHSJin1LzNXT5GYZyDeAK4Jhh1dzRR/vrwOidAxOqfZA19jDT6vm5iNgpInYZHQbeTHN8u7XLS4B3lTtJDgYebXV7DNtEa/wG8OaImF+6O95cpg3FrG3Hw74KO+xHeTHupjkbvw/4Rpl+NLAOuB64Dnhba50VNC/gHcBn+MU3ancHLgduB74FLBhmzWXeh0tdt1LuvinTjwBuK/M+3Jq+L02DWw/8NbDDgI/3F4GbgBtpGvSek619GtvMjKqn47W8oTzWjdbWrV3S3DnyF2U/bqJ1x9SA6zyPpkvzp6UdnzCZGmm6ONaXx38Ycr2zsh371X9JqsQ22+UiSbUx0CWpEga6JFXCQJekShjoklQJA12SKmGgS1Il/j/GFOWwCX79NwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rhAPdzKwQDnQzs0I40M3MCuFANzMrhAPdzKwQDnQzs0I40M3MCuFANzMrhAPdzKwQDnQzs0I40M3MCuFANzMrhAPdzKwQDnQzs0I40M3MCuFANzMrhAPdzKwQDnQzs0I40M3MCuFANzMrhAPdzKwQDnQzs0I40M3MCuFANzMrhAPdzKwQDnQzs0I40M3MCuFANzMrhAPdzKwQDnQzs0K0DHRJ60u6UdLtkhZJOj5P31LSDZIWS7pI0nqdr66ZmTVT5wz9BWDPiNgeeCOwv6SdgZOBb0TEa4GngJmdq6aZmbXSMtAjeTaPrpsfAewJXJKnzwEO6kgNzcysllp96JJGSboNWAZcDdwPrIiIl/IsjwBTmiw7S9ICSQuWL18+GHU2M7Ne1Ar0iPhzRLwRmArsBGxbdwURMTsiuiOiu6urq5/VNDOzVtq6yyUiVgDXAbsA4ySNzkVTgSWDXDczM2tDnbtcuiSNy8OvAPYB7iIF+6F5thnA3E5V0szMWhvdehYmA3MkjSK9AVwcEZdL+g1woaQTgVuBszpYTzMza6FloEfEHcAOvUx/gNSfbmZmw4C/KWpmVggHuplZIRzoZmaFcKCbmRXCgW5mVggHuplZIRzoZmaFcKCbmRXCgW5mVggHuplZIRzoZmaFcKCbmRXCgW5mVggHuplZIRzoZmaFcKCbmRXCgW5mVggHuplZIRzoZmaFcKCbmRXCgW5mVggHuplZIRzoZmaFcKCbmRXCgW5mVggHuplZIRzoZmaFcKCbmRXCgW5mVggHuplZIRzoZmaFcKCbmRXCgW5mVggHuplZIVoGuqTNJF0n6TeSFkn6WJ4+QdLVku7Lf8d3vrpmZtZMnTP0l4BPRcR0YGfgKEnTgWOAayNia+DaPG5mZkOkZaBHxNKIuCUP/wG4C5gCHAjMybPNAQ7qVCXNzKy1tvrQJU0DdgBuACZFxNJc9CgwaVBrZmZmbakd6JI2AH4EfDwinqmWRUQA0WS5WZIWSFqwfPnyAVXWzMyaqxXoktYlhfl5EXFpnvyYpMm5fDKwrLdlI2J2RHRHRHdXV9dg1NnMzHpR5y4XAWcBd0XE1ytF84AZeXgGMHfwq2dmZnWNrjHPrsD7gIWSbsvTjgVOAi6WNBN4CHh3Z6poZmZ1tAz0iLgeUJPivQa3OmZm1l/+pqiZWSEc6GZmhXCgm5kVwoFuZlYIB7qZWSEc6GZmhXCgm5kVwoFuZlYIB7qZWSEc6GZmhXCgm5kVwoFuZlYIB7qZWSEc6GZmhXCgm5kVwoFuZlYIB7qZWSEc6GZmhXCgm5kVwoFuZlYIB7qZWSEc6GZmhXCgm5kVwoFuZlYIB7qZWSEc6GZmhXCgm5kVwoFuZlYIB7qZWSEc6GZmhXCgm5kVwoFuZlYIB7qZWSEc6GZmhWgZ6JLOlrRM0p2VaRMkXS3pvvx3fGeraWZmrdQ5Qz8H2L9h2jHAtRGxNXBtHjczsyHUMtAj4hfAkw2TDwTm5OE5wEGDXC8zM2tTf/vQJ0XE0jz8KDBpkOpjZmb9NHqgTxARISmalUuaBcwC2HzzzQe6OrMB0fFqa/74QtND22zY6e8Z+mOSJgPkv8uazRgRsyOiOyK6u7q6+rk6MzNrpb+BPg+YkYdnAHMHpzpmZtZfdW5bvAD4FbCNpEckzQROAvaRdB+wdx43M7Mh1LIPPSLe26Ror0Gui5mZDYC/KWpmVggHuplZIRzoZmaFGPB96DZytHsPN7R/H3d/1tFJvm/d1iY+QzczK4QD3cysEA50M7NCONDNzArhQDczK4QD3cysEA50M7NCONDNzArhLxaZDbFOf5nKX3YaOXyGbmZWCAe6mVkhHOhmZoVwH/oINtx+CMvMBsZn6GZmhXCgm5kVwoFuZlYIB7qZWSF8UbQgw/Ei53Csk/XN/6Vp7eUzdDOzQjjQzcwK4UA3MyuE+9CHMfc/r32G4z4roU7up6/HZ+hmZoVwoJuZFcKBbmZWiLWmD3049rkNxzqZrWlroo9+OF4HaMeaeu37DN3MrBAOdDOzQjjQzcwKsdb0obdrOPa5Dcc6mVk5fIZuZlaIAQW6pP0l3SNpsaRjBqtSZmbWvn4HuqRRwLeAtwPTgfdKmj5YFTMzs/YM5Ax9J2BxRDwQES8CFwIHDk61zMysXQO5KDoF+F1l/BHgzY0zSZoFzMqjz0q6p5/rmwg83s9lS+T2WMVtsTq3x+qGvD30xQHfELFFnZk6fpdLRMwGZg/0eSQtiIjuQahSEdweq7gtVuf2WN1Iao+BdLksATarjE/N08zMbAgMJNBvAraWtKWk9YDDgHmDUy0zM2tXv7tcIuIlSR8BrgRGAWdHxKJBq9nLDbjbpjBuj1XcFqtze6xuxLSHIvwLgGZmJfA3Rc3MCuFANzMrxLAIdEnvkrRI0l8kdTeUfS7/tMA9kvarTO/1ZwfyRdob8vSL8gXbtZakL0paIum2/DigUtZW25RoJG1rD0kPSlqYj4cFedoESVdLui//HZ+nS9IZuX3ukLTj0NZ+4CSdLWmZpDsr09refkkz8vz3SZoxFNsy6CJiyB/A64FtgPlAd2X6dOB2YAywJXA/6QLsqDy8FbBenmd6XuZi4LA8/G3gQ0O9fQNsmy8Cn+5letttU9pjJG1rw3Y/CExsmHYKcEwePgY4OQ8fAPwUELAzcMNQ138Qtv8twI7Anf3dfmAC8ED+Oz4Pjx/qbRvoY1icoUfEXRHR2zdIDwQujIgXIuK3wGLSTw70+rMDkgTsCVySl58DHNT5LRgSbbXNENazk0bStrZyIOl4h9WP+wOB70fya2CcpMlDUcHBEhG/AJ5smNzu9u8HXB0RT0bEU8DVwP6dr31nDYtA70NvPy8wpY/pGwMrIuKlhulru4/kj4tn93yUpP22KdFI2taqAK6SdHP+aQ2ASRGxNA8/CkzKwyOljdrd/iLbZY39gwtJ1wCv7qXouIiYu6bqMRz11TbAfwEnkF7EJwCnAv+65mpnw9BuEbFE0ibA1ZLurhZGREgasfcjj+TtX2OBHhF792Oxvn5eoLfpT5A+Uo3OZ+lrxc8R1G0bSd8BLs+j7bZNiUbkz09ExJL8d5mky0hdT49JmhwRS3OXwrI8+0hpo3a3fwmwR8P0+Wugnh013Ltc5gGHSRojaUtga+BGmvzsQKSrHdcBh+blZwBr9dl/Q3/nwUDPlf222mZN1nkNGknbCoCksZJe1TMM7Es6JuaRjndY/bifB/xzvttjZ+DpStdESdrd/iuBfSWNz92Y++Zpa7ehviqbrzgfTOrDegF4DLiyUnYc6U6Ge4C3V6YfANyby46rTN+KFGyLgR8CY4Z6+wbYNj8AFgJ3kA7Oyf1tmxIfI2lb8/ZuRbqb53ZgUc82k64fXQvcB1wDTMjTRfpHNPfn46h7qOo+iG1wAbAU+FPOjZn92X5S1+Xi/Hj/UG/XYDz81X8zs0IM9y4XMzOryYFuZlYIB7qZWSEc6GZmhXCgm5kVwoFuZlYIB7qZWSH+H6Z8Kh6MJxubAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MMzPrpGMPPSI+FhGzImIQOBX4TkScDqwATs6rLQSW9S1KMzPraCTXof8ZcKakNaQx9Ut7E5KZmQ1HnSGX/xARK4GVefoJ4Mjeh2RmZsPhX4qamRXCCd3MrBBO6GZmhXBCNzMrhBO6mVkhnNDNzArhhG5mVggndDOzQjihm5kVwgndzKwQTuhmZoVwQjczK4QTuplZIZzQzcwK4YRuZlYIJ3Qzs0I4oZuZFcIJ3cysEE7oZmaFcEI3MyuEE7qZWSGc0M3MCuGEbmZWCCd0M7NCOKGbmRXCCd3MrBBO6GZmhXBCNzMrhBO6mVkhnNDNzArRMaFL2kPSnZK+L+kBSefl8oMl3SFpjaSrJe3e/3DNzKydOj30V4DjIuJw4C3AiZKOAs4HPh8RbwC2AIv6F6aZmXXSMaFH8lKe3S0/AjgOuDaXLwUW9CVCMzOrpdYYuqQJku4BNgE3A48Dz0fEtrzKU8DMNtsulrRK0qrNmzf3ImYzM2uhVkKPiH+PiLcAs4AjgTfWrSAilkTEvIiYNzAwMMwwzcysk66ucomI54EVwNuBKZIm5kWzgHU9js3MzLpQ5yqXAUlT8vSewK8CD5ES+8l5tYXAsn4FaWZmnU3svAozgKWSJpA+AK6JiBskPQhcJel/AncDl/YxTjMz66BjQo+Ie4G3tih/gjSebmZm44B/KWpmVggndDOzQjihm5kVwgndzKwQTuhmZoVwQjczK4QTuplZIZzQzcwK4YRuZlYIJ3Qzs0I4oZuZFcIJ3cysEE7oZmaFcEI3MyuEE7qZWSGc0M3MCuGEbmZWiDr/gs6sGDpPXa0fn4g+RWLWe+6hm5kVwgndzKwQTuhmZoVwQjczK4QTuplZIZzQzcwK4csWzYbgyxxtZ+IeuplZIZzQzcwK4YRuZlYIj6HbuNLtmPV4M5z4Pe5uvdKxhy7pQEkrJD0o6QFJZ+TyqZJulvRY/rtv/8M1M7N26gy5bAP+W0TMBY4C/kjSXOBs4JaImAPckufNzGyMdEzoEbE+Iu7K0y8CDwEzgfnA0rzaUmBBv4I0M7POujopKmkQeCtwBzA9ItbnRRuA6W22WSxplaRVmzdvHkGoZmY2lNoJXdJk4B+Aj0bE1uqyiAig5ZmdiFgSEfMiYt7AwMCIgjUzs/ZqJXRJu5GS+eURcV0u3ihpRl4+A9jUnxDNzKyOOle5CLgUeCgiLqwsWg4szNMLgWW9D8/MzOqqcx36O4DfBu6TdE8u+zjwWeAaSYuAJ4FT+hOimZnV0TGhR8RtQLtfS7yrt+GYmdlw+af/ZmaFcEI3MyuE7+VifbWz35vFbGfiHrqZWSGc0M3MCuGEbmZWCI+hW20eDzcb39xDNzMrhBO6mVkhnNDNzArhhG5mVggndDOzQjihm5kVwpct7sJ8GeL40O/jEJ9o+c/ErEDuoZuZFcIJ3cysEE7oZmaFcEI3MyuEE7qZWSGc0M3MCuGEbmZWCCd0M7NCOKGbmRXCCd3MrBBO6GZmhfC9XMxsO93eW8b3ihk/3EM3MyuEE7qZWSGc0M3MCtFxDF3SZcB7gU0R8Qu5bCpwNTAIrAVOiYgt/QvT6vD9za2VfreL4Ty/x937o04P/avAiU1lZwO3RMQc4JY8b2ZmY6hjQo+I7wLPNRXPB5bm6aXAgh7HZWZmXRruZYvTI2J9nt4ATG+3oqTFwGKAgw46aJjV7Zo8hGJm3RjxSdGICKDtgFhELImIeRExb2BgYKTVmZlZG8NN6BslzQDIfzf1LiQzMxuO4Sb05cDCPL0QWNabcMzMbLjqXLZ4JXAsME3SU8AngM8C10haBDwJnNLPIEvhMXGzxLcX6I+OCT0ifqvNonf1OBYzMxsB/1LUzKwQTuhmZoXw7XNHwGPiZqPDY+71uIduZlYIJ3Qzs0I4oZuZFcIJ3cysEE7oZmaFcEI3MyuEE7qZWSF8HXrma8rNyrGrXrfuHrqZWSGc0M3MCuGEbmZWCCd0M7NCOKGbmRXCCd3MrBC+bNHMdnmlXOboHrqZWSGc0M3MCuGEbmZWiJ1mDN0/zTez8WK8jrm7h25mVggndDOzQjihm5kVwgndzKwQTuhmZoVwQjczK4QTuplZIZzQzcwKMaKELulESY9IWiPp7F4FZWZm3Rt2Qpc0AfgS8B5gLvBbkub2KjAzM+vOSHroRwJrIuKJiPgJcBUwvzdhmZlZt0ZyL5eZwL9W5p8CfrF5JUmLgcV59iVJj4ygzl6bBjwz1kF04Bh7wzH2hmMcBp3b8t4v3cT5ujor9f3mXBGxBFjS73qGQ9KqiJg31nEMxTH2hmPsDcfYO/2IcyRDLuuAAyvzs3KZmZmNgZEk9O8BcyQdLGl34FRgeW/CMjOzbg17yCUitkn6MPAtYAJwWUQ80LPIRse4HApq4hh7wzH2hmPsnZ7HqYjx+c9OzcysO/6lqJlZIZzQzcwKUWxCl/SfJT0g6WeS5lXKByW9LOme/Liksuxtku7LtzK4SJJy+VRJN0t6LP/dt58x5mUfy3E8IundlfKWt1vIJ6fvyOVX5xPVPSXpXEnrKvvupOHGO1rGuv4W8azNbeweSatyWcv2peSiHPu9ko7oU0yXSdok6f5KWdcxSVqY139M0sJRiHFctUdJB0paIenB/L4+I5eP3r6MiCIfwJuAQ4GVwLxK+SBwf5tt7gSOAgTcCLwnl18AnJ2nzwbO73OMc4HvA5OAg4HHSSeeJ+Tp2cDueZ25eZtrgFPz9CXAH/Zhn54LnNWivOt4R6kNjGn9bWJaC0xrKmvZvoCTcjtUbpd39CmmdwJHVN8X3cYETAWeyH/3zdP79jnGcdUegRnAEXl6b+DRHMuo7ctie+gR8VBE1P5VqqQZwD4RcXukvfo1YEFePB9YmqeXVsr7FeN84KqIeCUifgCsId1qoeXtFvI3ieOAa3sdY01dxTuKcY11/XW1a1/zga9FcjswJbfTnoqI7wLPjTCmdwM3R8RzEbEFuBk4sc8xtjMm7TEi1kfEXXn6ReAh0i/qR21fFpvQOzhY0t2S/lnSMblsJun2BQ1P5TKA6RGxPk9vAKb3Ob5Wt1WYOUT5fsDzEbGtqbwfPpy/Hl5WGXrqNt7RMtb1txLATZJWK90WA9q3r7GMv9uYxirWcdkeJQ0CbwXuYBT3Zd9/+t9Pkr4NvLbFonMiYlmbzdYDB0XEs5LeBlwv6bC6dUZESKp9recwYxwzQ8UL/A3wSVJS+iTwV8Dvjl50RTg6ItZJ2h+4WdLD1YXdtq/RMB5jysZle5Q0GfgH4KMRsTV9gU76vS936oQeEccPY5tXgFfy9GpJjwOHkG5bMKuyavVWBhslzYiI9fkr0aZ+xsjQt1VoVf4s6evaxNxLH/ZtGOrGK+nLwA3DjHe0jLvbU0TEuvx3k6RvkoYB2rWvsYy/25jWAcc2la/sZ4ARsbExPV7ao6TdSMn88oi4LheP2r7c5YZcJA0o3csdSbOBOcAT+SvRVklH5THpDwCNHvRyoHGmeWGlvF+WA6dKmiTp4BzjnbS53UIe818BnNzPGJvGb38DaFxx0FW8vY5rCGNd/3Yk7SVp78Y0cAJpH7ZrX8uBD+SrIY4CXqh8de+3bmP6FnCCpH3z0McJuaxvxlt7zHnjUuChiLiwsmj09mWvzvCOtwfpAD9F6o1vBL6Vy98PPADcA9wFvK+yzTxSo3gc+CI//yXtfsAtwGPAt4Gp/YwxLzsnx/EI+Wqb+PmZ8UfzsnMq5bNJjXYN8PfApD7s068D9wH35sY4Y7jxjmI7GNP6m2KZTbqy4vu5DZ4zVPsiXf3wpRz7fVSuhOpxXFeShiJ/mtvjouHERBruWJMfHxyFGMdVewSOJg3/3Jvzyz25vlHbl/7pv5lZIXa5IRczs1I5oZuZFcIJ3cysEE7oZmaFcEI3MyuEE7qZWSGc0M3MCvH/AawCVTheAYdSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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rcPoit0uSNKa189zukKra2S9/EzhkrhWTbAY2A6xfv36eu5MWR96Tsdavc2tCLZEW34I/FK2qAuYc9VW1pao2VtXGqamphe5OkjSH+Qb6g0kOBej/7lq8JkmS5mO+gX4VsKlf3gRcuTjNkSTN1yjTFj8F/DHwwiQPJDkTeD/w6iT3AK/q70uSltHQD0Wr6g1zVP38IrdFkrQAflNUkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1Ij5Xm1RGsm4VzdswaSfs1eA1Fw8QpekRhjoktQIA12SGmGgS1IjDHRJaoSzXFax+czGcIaFtHJ5hC5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIa4bTFJTTuNMFxpwiuxgthabhJjzutHB6hS1IjDHRJaoSBLkmNWNA59CTbgUeBp4Anq2rjYjRKkjS+xfhQ9JVV9a1FeBxJ0gJ4ykWSGrHQI/QCPp+kgN+vqi0zV0iyGdgMsH79+gXuTno6p2ouPqc57r0WeoT+sqo6HngtcFaSl89coaq2VNXGqto4NTW1wN1JkuayoECvqh39313AFcAJi9EoSdL45h3oSfZP8uzpZeBk4PbFapgkaTwLOYd+CHBFkunHuaSqrlmUVkmSxjbvQK+q+4CXLGJbJEkL4LRFSWqEV1vUWFbbNMHV9ny1d/MIXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCaYsLMOkpbU6ZU6smPbZX6xUgPUKXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5Jjdhrpi0uxRS+1TrVSXsXp7MuvlbyxSN0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1Ii9ZtriUnA6mDS+lfi6WYltWgoeoUtSIwx0SWqEgS5JjVhQoCc5JcndSe5Ncs5iNUqSNL55B3qSNcDvAq8FjgHekOSYxWqYJGk8CzlCPwG4t6ruq6rvA5cCpy1OsyRJ41rItMXDgL8cuP8A8A9nrpRkM7C5v/tYkrsXsM+WrAO+tdyN2AvYT6Ozr0azLP2U8xY0lfLIUVaa+Dz0qtoCbJn0fvY2SbZV1cblbsdKZz+Nzr4aTcv9tJBTLjuAIwbuH96XSZKWwUIC/avA0UmOSvIs4AzgqsVpliRpXPM+5VJVTyY5G/gjYA1wYVXdsWgta5+noUZjP43OvhpNs/2UKn92TZJa4DdFJakRBrokNcJAXwJJzkuyI8kt/e3Ugbp39ZdOuDvJawbKV/1lFeyDp0uyPclt/Rja1pcdnOTaJPf0fw/qy5PkI33f3Zrk+OVt/eQkuTDJriS3D5SN3S9JNvXr35Nk03I8lwWrKm8TvgHnAe+cpfwY4GvAfsBRwDfoPmBe0y//BPCsfp1jlvt5LHGfrfo+mKVPtgPrZpR9ADinXz4H+O1++VTgc0CAE4Ebl7v9E+yXlwPHA7fPt1+Ag4H7+r8H9csHLfdzG/fmEfryOg24tKq+V1V/DtxLd0kFL6tgH4zqNGBrv7wVOH2g/BPV+RPgwCSHLkcDJ62qvgw8NKN43H55DXBtVT1UVd8GrgVOmXzrF5eBvnTO7t/iXTj99o/ZL59w2B7KVxP74JkK+HySm/pLagAcUlU7++VvAof0y6u9/8btlyb6y5+gWyRJvgD82CxVvwl8DHgv3QvyvcD5wL9cutapES+rqh1Jngdcm+TPBiurqpI4D3mG1dQvBvoiqapXjbJeko8Dn+3v7unyCav9sgpeWmKGqtrR/92V5Aq601IPJjm0qnb2pw529auv9v4bt192AK+YUf6lJWjnovKUyxKYce7ydcD0p/FXAWck2S/JUcDRwFfwsgpgHzxNkv2TPHt6GTiZbhxdBUzPyNgEXNkvXwX8Sj+r40TgkYFTEKvBuP3yR8DJSQ7qT4me3JftVTxCXxofSHIs3SmX7cBbAKrqjiSXAXcCTwJnVdVTAKv9sgrlpSVmOgS4Igl0r9tLquqaJF8FLktyJnA/8Pp+/avpZnTcC3wX+BdL3+SlkeRTdEfX65I8AJwLvJ8x+qWqHkryXroDCYB/X1UzP2hd8fzqvyQ1wlMuktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ14v8DWtYBAnIHQO0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# OR RUN THIS: CREATE HISTOGRAM\n",
    "\n",
    "all_matches = pd.read_csv('20190629_151937_votes_cubes_match_synt.csv') #('real_cubes_all_vote.csv')\n",
    "all_matches = all_matches[all_matches[\"class\"] == 1]\n",
    "for idx, row in all_matches.iterrows():\n",
    "    draw_histogram_for_row(row, 25)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}