{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Survey Evaluation" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "%%bash\n", "jq -s . results/*.json > all_results.json" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "import json\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "plt.rcParams['figure.figsize'] = (15,15)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "with open(\"all_results.json\",\"rb\") as f:\n", " results = json.load(f)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# extract questions\n", "o = results[0][list(results[0].keys())[0]]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "questions = list(o.keys())" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "bin_questions = []\n", "range_questions = []\n", "\n", "for q in questions:\n", " if len(o[q]) == 1:\n", " range_questions.append(q)\n", " else:\n", " bin_questions.append(q)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Is this a valid recipe?', 'Does it seem eatable?']" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bin_questions" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Are the instructions understandable? (0: totally confusing, 3: very clear)',\n", " 'How tasty is it probably? (0: not at all, 3: very tasty)',\n", " 'Would you cook it? (0: not at all, 3: immediately!)',\n", " 'How creative is this recipe? (0: not at all, 3: very creative!)',\n", " 'Is this a good combination of ingredients? (0: not at all, 3: very good!)',\n", " 'Are the used cooking actions suitable for the ingredients? (0: not at all, 3: totally!)']" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "range_questions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## answers for each recipe:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "recipes = {}\n", "for res in results:\n", " for r in res:\n", " if r in recipes:\n", " recipes[r] += 1\n", " else:\n", " recipes[r] = 1\n", "sorted_recipe_names = sorted(recipes.keys())\n", "sorted_values = [recipes[r] for r in sorted_recipe_names]" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.figsize'] = (15,5)\n", "plt.rcParams.update({'font.size': 22})\n", "plt.bar(x = sorted_recipe_names, height=sorted_values)\n", "plt.xticks(rotation=90)\n", "plt.title(\"number of submitted results per recipe\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "def get_bin_answer(q):\n", " yes = {}\n", " no = {}\n", " \n", " for r in sorted_recipe_names:\n", " yes[r] = 0\n", " no[r] = 0\n", " \n", " for res in results:\n", " for r in res:\n", " if res[r][q] == \"Yes\":\n", " yes[r] += 1\n", " else:\n", " no[r] += 1\n", " \n", " return sorted_recipe_names, [yes[r] for r in sorted_recipe_names], [no[r] for r in sorted_recipe_names]\n" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "def get_range_answer(q, ranges=4):\n", " answers = {}\n", " \n", " for r in sorted_recipe_names:\n", " answers[r] = [0] * ranges\n", " \n", " for res in results:\n", " for r in res:\n", " answers[r][int(res[r][q])] += 1\n", " \n", " l = []\n", " for i in range(ranges):\n", " l.append([answers[r][i] for r in sorted_recipe_names])\n", " \n", " return sorted_recipe_names, l" ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for q in bin_questions:\n", " answer = get_bin_answer(q)\n", " \n", " x = np.arange(len(sorted_recipe_names)) \n", "\n", " width = 0.35 # the width of the bars\n", "\n", " plt.rcParams['figure.figsize'] = (15,5)\n", " plt.rcParams.update({'font.size': 22})\n", " plt.bar(x = x-width/2, height=answer[1], width=width, label=\"Yes\", color='g')\n", " plt.bar(x = x+width/2, height=answer[2], width=width, label=\"No\", color='r')\n", " plt.xticks(x, labels=sorted_recipe_names, rotation=90)\n", " plt.title(q)\n", " plt.legend()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for q in range_questions:\n", " answer = get_range_answer(q)\n", " \n", " x = np.arange(len(sorted_recipe_names)) \n", "\n", " width = 0.2 # the width of the bars\n", "\n", " plt.rcParams['figure.figsize'] = (15,5)\n", " plt.rcParams.update({'font.size': 22})\n", " plt.bar(x = x-1.5*width, height=answer[1][3], width=width, label=\"3\", color='g')\n", " plt.bar(x = x-width/2, height=answer[1][2], width=width, label=\"2\", color='y')\n", " plt.bar(x = x+width/2, height=answer[1][1], width=width, label=\"1\", color = 'orange')\n", " plt.bar(x = x+1.5*width, height=answer[1][0], width=width, label=\"0\", color='r')\n", " plt.xticks(x, labels=sorted_recipe_names, rotation=90)\n", " plt.title(q)\n", " plt.legend()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## answers for each group:" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "def get_bin_group_answer(answers):\n", " yes = {}\n", " no = {}\n", " \n", " for r in sorted_recipe_names:\n", " grp = r.split('_')[0]\n", " if grp not in yes:\n", " yes[grp] = 0\n", " no[grp] = 0\n", " \n", " for res in results:\n", " for r in res:\n", " grp = r.split('_')[0]\n", " if res[r][q] == \"Yes\":\n", " yes[grp] += 1\n", " else:\n", " no[grp] += 1\n", " \n", " keys= list(yes.keys())\n", " \n", " return keys, [yes[r] for r in keys], [no[r] for r in keys]" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "def get_range_group_answer(q, ranges=4):\n", " answers = {}\n", " \n", " for r in sorted_recipe_names:\n", " grp = r.split('_')[0]\n", " if grp not in answers:\n", " answers[grp] = [0] * ranges\n", " \n", " for res in results:\n", " for r in res:\n", " grp = r.split('_')[0]\n", " answers[grp][int(res[r][q])] += 1\n", " \n", " \n", " keys= list(answers.keys())\n", " l = []\n", " for i in range(ranges):\n", " l.append([answers[r][i] for r in keys])\n", " \n", " \n", " \n", " return keys, l" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "image/png": 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9ZcBPgbMy87e1GyLiIOAS4IsRcWNm3tig/3cyc1qfKpUkSZIktaSlWzcz89eZuX99yCu3XQZMK98e2o+1SZIkSZJ6ob8GY/lduZzYT/uTJEmSJPVSf02Yvlm5bPbM3S4RsTUwCngKuAm4LjOX9dPxJUmSJEmlPge9iFgP+Ej59qdNmh3WYN29EfHBzLy7rzVIkiRJQ8XixYtZsGABCxcu5NVXXx3sctQLK620EmussQbrrLMOq6yySkeO0aegFxHDgYuBNYEbMvPquia/pxih8wZgDjAa2A44Dfhr4PqI2C4zH+9LHZIkSdJQsHjxYubOncvaa6/NpEmTGDFiBBEx2GWpDZnJ0qVL+ctf/sLcuXPZcMMNOxL2IjN73zniO8DHgUeBHTLzyRb7rQzMAHYCzs3MzzZp9yngUwAbbrjh9nPmzOl1rZ0SX/YXSwMrT+n976wkSVqxzZs3jxEjRjBmzJjBLkX94Omnn2bp0qWMHz++pfYRMSszJ7fStteDsUTEWRQh70lg11ZDHkBmLgFOL9++v5t2F2Xm5MycPHbs2N6WKkmSJFXCwoULGT169GCXoX4yevRoFi5c2JF99yroRcSZwNHAfIqQ92AvdnN/uVy/NzVIkiRJQ82rr77KiBEjBrsM9ZMRI0Z07DnLtoNeRHwN+BzwDLBbZt7by2OvWy4X9bK/JEmSNOT4TF51dPLPsq2gFxFnAP8HeJYi5N3Vh2MfWC7v6MM+JEmSJEl1Wg56EXEqcDzwHEXI+10P7beJiD0iYqW69cMj4nMUt34CfKPNmiVJkiRJ3WhpeoWI2Av4Qvn2IeCoJpcZ78/MM8qfJwFXAgsi4gHgMWANYCtgArAMOD4zf9nr6iVJkiRJy2l1Hr11an6eXL4amQF0Bb27gLOAHYCNgG2BpAh836eYVmFWuwVLkiRJam5Fm/6rv6aO+sAHPsAvfvELPvaxj/Hd7363absZM2awyy67sPrqq/O///u/bLzxxv1y/Deblm7dzMxpmRktvKbW9Hk4M4/NzHdl5vqZuWpmjszMzTLzY4Y8SZIkSf3lO9/5DmuvvTbf+973+MUvftGwzQsvvMDHPvYxMpN///d/r2zIgz7MoydJkiRJbxbjx4/n7LPPBuCTn/wkzz333HJtTjjhBGbPns3uu+/O4YcfPtAlDiiDniRJkqRKOOSQQ9h333154oknOProo9+wbcaMGZx77rmsueaa3d7aWRUGPUmSJEmVccEFFzB27Fh+8IMfcNVVVwFvvGXzrLPOYuLEicv1u+aaa9hjjz0YN24cK6+8MhMmTODQQw/lvvvua3icW265hX333Zfx48czYsQI1lprLTbbbDMOPfRQfvOb33T0HFth0JMkSZJUGWPHjuX8888H4PDDD2fBggUcf/zxzJ49mz333JMPf/jDb2ifmRx++OHsueeeXHfddWy66absvffejBs3jksuuYTJkydz/fXXv6HPtddey84778yVV17JhAkT2HfffZk6dSprrrkml112GVdcccWAnW8zrY66KUmSJEkrhP3224+DDz6YSy+9lA984APcfvvtrLvuulx00UXLtT3rrLO46KKL2Gabbfjxj3/MZptt9tq2yy67jIMPPpgPfehDzJ49mzXWWAOA0047jVdffZUrrriCffbZ5w37mz9/Po8//nhnT7AFXtGTJEmSVDnnnHMO48eP57bbbiMzOffcc1lvvfXe0GbJkiWcdtppDBs2jMsvv/wNIQ/goIMO4qMf/ShPP/00P/rRj15b/9RTTxERvO9971vuuGPHjmWbbbbpzEm1waAnSZIkqXLWXnttTjrpJAC23357DjrooOXa3HHHHTz99NNsu+22bLrppg33M2XKFABuvfXW19btsMMOZCYf/OAHue2223j11Vc7cAZ9462bkiRJkipp1KhRb1jWmz17NgCzZs0iovuJ5ufPn//az1//+te55557uOqqq7jqqqtYffXVmTx5MrvuuiuHHXYYG220UT+dQe8Z9CRJkiQNSV1X4jbccEN22WWXbttutdVWr/08ceJE7rrrLm644Qauv/56br75Zm699VZmzJjBqaeeyve//30OOeSQjtbeE4OeJEmSpCFpgw02AIqgN23atLb6Dhs2jN12243ddtsNgEWLFvGNb3yDk08+mcMPP5x9992XkSNH9nfJrdc3aEeWJEmSpEH0rne9i9GjR3P77bczd+7cPu1r1KhRfPGLX2TMmDG88MILPPTQQ/1UZe8Y9CRJkiQNSSNHjuSkk05i6dKl7LXXXtx5553LtVm0aBEXX3wxDz744Gvrvva1rzWcQuGWW27hmWeeYfjw4UyYMKGjtffEWzclSZIkDVnHHXccc+fO5bzzzmPy5MlsvfXWvPWtb+WVV17hscce47777uOll17ixhtvfG36hZNPPpkTTjiBLbfcks0335xVVlmFOXPmvDaVwxe+8AXWXXfdQT0vg54kSZKkISsiOPfcc9l///254IILuOWWW7jvvvtYbbXVGD9+PHvvvTf/+I//yI477vhanwsvvJAbbriBWbNm8etf/5qXX36ZCRMmsPfee3PkkUfynve8ZxDPqBCZOdg1tGTy5Mk5c+bMwS5jOfHl7odhlfpbnrJi/M5KkqT+d99997HFFlsMdhnqR+38mUbErMyc3Epbn9GTJEmSpIox6EmSJElSxRj0JEmSJKliDHqSJEmSVDEGPUmSJEmqGIOeJEmSJFWMQU+SJEmSKsagJ0mSJEkVY9CTJEmSpIox6EmSJElSxRj0JEmSJKliDHqSJEmSVDEGPUmSJEmqGIOeJEmSJFWMQU+SJEmqkogV69WPJk2aREQQEVx77bVN273jHe8gIpg+fXq/Hv/NxKAnSZIkqXJOPPFEli1bNthlDBqDniRJkqRKWW211bj77ru55JJLBruUQTN8sAuQJEkrnvhy/95uJfUkT8nBLkErkKOPPpozzjiDU045hYMOOoiVV155sEsacF7RkyRJklQp++23HzvssAMPP/wwF1xwQcv9li5dyjnnnMOOO+7I6NGjGTlyJFtssQUnnHACCxYs6GDF/c+gJ0mSJKlyzjjjDABOO+00Fi1a1GP7l19+md13352jjjqKe+65h5133pk999yT5557jq9+9atst912zJ49u9Nl95uWgl5EjIiIXSPizIi4LSLmRcSSiHg8In4SEVN76H9wRPw2Ip6PiEURMTMijowIg6YkSZKkfrfLLruw++678+c//5kzzzyzx/Ynn3wy06dP521vexsPPPAA11xzDT/+8Y+ZPXs2++67L3PmzOGQQw4ZgMr7R6tBawpwPfA5YCNgFnAlsADYD7gxIv61UceIOBe4BJgM/Ba4Dvgr4BzgJxGxUl9OQJIkSZIaOf3004kIzjzzTObPn9+03UsvvcT5558PwLe+9S3WX3/917aNHDmSCy+8kNVXX53bbruNm2++ueN194dWg94y4KfAzpk5PjP3yMyDMnMr4IPAq8AXI2KX2k4RsR/wGeBJYOuy3z7AZsB9wD7AZ/vpXCRJkiTpNdtttx0HHnggCxcu5LTTTmvabtasWSxatIgJEyaw2267Lbd9zJgx7LnnngArzNx7LQW9zPx1Zu6fmb9tsO0yYFr59tC6zSeWy+Mz88GaPk8BR5RvT/AWTkmSJEmd8JWvfIXhw4dzwQUXMGfOnIZtHn/8cQA23njjpvt561vf+oa2b3b9FbB+Vy4ndq2IiInA9sAS4PL6Dpk5A3gcWA/YqZ/qkCRJkqTXbLrppnziE59g8eLFnHzyyQ3bZBbTd0Q0nzqmq82Kor+C3mblcl7Num3L5R8y86Um/e6oaytJkiRJ/erkk09mtdVW4+KLL+aee+5ZbvvEicX1qocffrjpPrq21T6/92bW56AXEesBHynf/rRmU9d1z8bXRwtz69pKkiRJUr8aP348xxxzDMuWLeOkk05abvv222/PqFGjePzxx7nhhhuW2/7MM89w9dVXAzB16tROl9sv+hT0ImI4cDGwJnBDZl5ds3lUuXyhm110TWixRl/qkCRJkqTuHH/88ayzzjpcffXVy125GzlyJJ/+9KcBOOaYY5g37/UbFV9++WWOOOIIFi1axE477cS73/3uAa27t/p6Re8CYFfgUZYfiKXrBtde38waEZ8q59yb2d1wqJIkSZLUnTXXXJMTTjgBgBdffHG57aeeeipTp07lD3/4A5ttthl77bUXBx10EJtssgmXX345G264IZdccslAl91rvQ56EXEW8HGKqRN2zcwn65osLJejaK5r28JGGzPzosycnJmTx44d29tSJUmSJImjjjrqtefx6q266qr86le/4lvf+hZbbrklN954Iz//+c8ZPXo0xx13HHfeeSebbLLJAFfce8N70ykizgSOBuZThLwHGzR7pFxu1M2uNqhrK0mSJKkvVrDRIfvTI4880u32VVddlUcffbTp9hEjRnDUUUdx1FFH9XNlA6/tK3oR8TXgc8AzwG6ZeW+Tpl1TLrw9IkY2afPOuraSJEmSpD5qK+hFxBnA/wGepQh5dzVrm5mPAncCKwMHNNjXFIp5954Ebm2nDkmSJElScy0HvYg4FTgeeI4i5LVyFe70cvnViNi0Zl/jgPPKt2dk5rJW65AkSZIkda+lZ/QiYi/gC+Xbh4Cjmswaf39mntH1JjN/EhHnA0cAd0fE9cBSipE6RwM/A87pffmSJEmSpHqtDsayTs3Pk8tXIzOAM2pXZOZnIuIm4EhgCrAScD/wPeB8r+ZJkiRJUv9qKehl5jRgWm8PkpmXApf2tr8kSZIkqXV9nTBdkiRJkvQmY9CTJEmSViA5hOfJq5pO/lka9CRJkqQVxLBhw1i2zCEuqmLZsmUMG9aZSGbQkyRJklYQq666Ki+++OJgl6F+8uKLLzJy5MiO7NugJ0mSJK0gRo0axXPPPeftmxWQmTz33HOsvvrqHdm/QU+SJElaQay99tq88sorzJs3j8WLFxv4VkCZyeLFi5k3bx6vvPIKa6+9dkeO0+o8epIkSZIG2bBhw9hggw1YsGABc+fO5ZVXXhnsktQLw4cPZ80112TcuHEde0bPoCdJkiStQIYPH864ceMYN27cYJeiNzFv3ZQkSZKkijHoSZIkSVLFGPQkSZIkqWIMepIkSZJUMQY9SZIkSaoYg54kSZIkVYxBT5IkSZIqxqAnSZIkSRVj0JMkSZKkijHoSZIkSVLFGPQkSZIkqWIMepIkSZJUMQY9SZIkSaoYg54kSZIkVYxBT5IkSZIqxqAnSZIkSRVj0JMkSZKkijHoSZIkSVLFGPQkSZIkqWIMepIkSZJUMQY9SZIkSaoYg54kSZIkVYxBT5IkSZIqxqAnSZIkSRVj0JMkSZKkijHoSZIkSVLFGPQkSZIkqWJaDnoRsXlEHBMRF0fE/RGxLCIyIvbvps+0sk2z1/39cxqSJEmSpC7D22h7BHBML49zM/BQg/Xzerk/SZIkSVIT7QS9e4CvAzOBWcB3gSkt9v1OZk5rrzRJkiRJUm+0HPQy8zu17yOi/6uRJEmSJPWZg7FIkiRJUsW0c+tmX+wSEVsDo4CngJuA6zJz2QAdX5IkSZKGjIEKeoc1WHdvRHwwM+8eoBokSZIkaUjo9K2bvweOBt5OcTVvArAHcBewJXB9RKzfrHNEfCoiZkbEzPnz53e4VEmSJEmqho4Gvcz8ZmaenZn3ZuYLmTkvM68FdgBuA8YBJ3bT/6LMnJyZk8eOHdvJUiVJkiSpMgZlMJbMXAKcXr59/2DUIEmSJElVNZijbt5fLpveuilJkiRJat9gBr11y+WiQaxBkiRJkipnMIPegeXyjkGsQZIkSZIqp2NBLyK2iYg9ImKluvXDI+JzFKNxAnyjUzVIkiRJ0lDU8jx6EbEdcF7Nqi3L5b9FxOe7VmbmTuWPk4ArgQUR8QDwGLAGsBXFNAvLgOMz85e9rl6SJEmStJx2JkwfDezYYP1mTdrfBZxFMZXCRsC2QFIEvu8D52bmrDaOL0mSJElqQctBLzOnA9FG+4eBY3tRkyRJkiSpDwZzMBZJkiRJUgcY9CRJkiSpYgx6kiRJklQxBj1JkiRJqhiDniRJkiRVjEFPkiRJkirGoCdJkiRJFWPQkyScUEJTAAAPtElEQVRJkqSKMehJkiRJUsUY9CRJkiSpYgx6kiRJklQxBj1JkiRJqhiDniRJkiRVjEFPkiRJkirGoCdJkiRJFWPQkyRJkqSKMehJkiRJUsUY9CRJkiSpYgx6kiRJklQxBj1JkiRJqhiDniRJkiRVjEFPkiRJkirGoCdJkiRJFWPQkyRJkqSKMehJkiRJUsUY9CRJkiSpYgx6kiRJklQxBj1JkiRJqhiDniRJkiRVjEFPkiRJkirGoCdJkiRJFWPQkyRJkqSKMehJkiRJUsUY9CRJkiSpYloOehGxeUQcExEXR8T9EbEsIjIi9m+h78ER8duIeD4iFkXEzIg4MiIMmpIkSZLUz4a30fYI4Jh2DxAR5wKfAV4GbgCWArsC5wC7RsQBmflqu/uVJEmSJDXWzhW1e4CvAwcBmwIzeuoQEftRhLwnga0zc4/M3AfYDLgP2Af4bLtFS5IkSZKaa/mKXmZ+p/Z9RLTS7cRyeXxmPlizr6ci4ghgOnBCRJydmctarUWSJEmS1FzHnpGLiInA9sAS4PL67Zk5A3gcWA/YqVN1SJIkSdJQ08nBULYtl3/IzJeatLmjrq0kSZIkqY86GfQ2Lpdzumkzt66tJEmSJKmPOhn0RpXLF7pps6hcrtHBOiRJkiRpSOlk0OsarSV7vYOIT5Vz7s2cP39+P5UlSZIkSdXWyaC3sFyO6qZN17aFjTZm5kWZOTkzJ48dO7Zfi5MkSZKkqupk0HukXG7UTZsN6tpKkiRJkvqok0Hvd+Xy7RExskmbd9a1lSRJkiT1UceCXmY+CtwJrAwcUL89IqYAE4EngVs7VYckSZIkDTWdvKIHcHq5/GpEbNq1MiLGAeeVb8/IzGUdrkOSJEmShozhrTaMiO14PZwBbFku/y0iPt+1MjN3qvn5JxFxPnAEcHdEXA8sBXYFRgM/A87pffmSJEmSpHotBz2KYLZjg/WbddcpMz8TETcBRwJTgJWA+4HvAed7NU+SJEmS+lfLQS8zp/P63HhtycxLgUt701eSJEmS1J5OP6MnSZIkSRpgBj1JkiRJqhiDniRJkiRVjEFPkiRJkirGoCdJkiRJFWPQkyRJkqSKMehJkiRJUsUY9CRJkiSpYgx6kiRJklQxBj1JkiRJqhiDniRJkiRVjEFPkiRJkirGoCdJkiRJFWPQkyRJkqSKMehJkiRJUsUY9CRJkiSpYgx6kiRJklQxBj1JkiRJqhiDniRJkiRVjEFPkiRJkirGoCdJkiRJFWPQkyRJkqSKMehJkiRJUsUY9CRJkiSpYgx6kiRJklQxBj1JkiRJqhiDniRJkiRVjEFPkiRJkirGoCdJkiRJFWPQkyRJkqSKMehJkiRJUsUY9CRJkiSpYgx6kiRJklQxwwe7AEmSJKlHEYNdgYaSzMGuoM+8oidJkiRJFdPxoBcR0yIiu3nd3+kaJEmSJGkoGchbN28GHmqwft4A1iBJkiRJlTeQQe87mTltAI8nSZIkSUOSz+hJkiRJUsUY9CRJkiSpYgby1s1dImJrYBTwFHATcF1mLhvAGiRJkiSp8gYy6B3WYN29EfHBzLx7AOuQJEmSpEobiFs3fw8cDbyd4mreBGAP4C5gS+D6iFh/AOqQJEmSpCGh41f0MvObdateAK6NiOuAGcBOwInAZ+v7RsSngE8BbLjhhh2uVJIkSZKqYdAGY8nMJcDp5dv3N2lzUWZOzszJY8eOHbjiJEmSJGkFNtijbt5fLr11U5IkSZL6yWAHvXXL5aJBrUKSJEmSKmSwg96B5fKOQa1CkiRJkiqko0EvIraJiD0iYqW69cMj4nMUo3ECfKOTdUiSJEnSUNLpUTcnAVcCCyLiAeAxYA1gK4ppFpYBx2fmLztchyRJkiQNGZ0OencBZwE7ABsB2wJJEfi+D5ybmbM6XIMkSZIkDSkdDXqZ+TBwbCePIUmSJEl6o8EejEWSJEmS1M8MepIkSZJUMQY9SZIkSaoYg54kSZIkVYxBT5IkSZIqxqAnSZIkSRVj0JMkSZKkijHoSZIkSVLFGPQkSZIkqWIMepIkSZJUMQY9SZIkSaoYg54kSZIkVczwwS5AUpsiBrsCDTWZg12BJElqk1f0JEmSJKliDHqSJEmSVDEGPUmSJEmqGIOeJEmSJFWMQU+SJEmSKsagJ0mSJEkVY9CTJEmSpIox6EmSJElSxRj0JEmSJKliDHqSJEmSVDEGPUmSJEmqGIOeJEmSJFWMQU+SJEmSKsagJ0mSJEkVY9CTJEmSpIox6EmSJElSxRj0JEmSJKliDHqSJEmSVDEGPUmSJEmqGIOeJEmSJFWMQU+SJEmSKsagJ0mSJEkVM2BBLyIOjojfRsTzEbEoImZGxJERYdiUJEmSpH40ICErIs4FLgEmA78FrgP+CjgH+ElErDQQdUiSJEnSUNDxoBcR+wGfAZ4Ets7MPTJzH2Az4D5gH+Czna5DkiRJkoaKgbiid2K5PD4zH+xamZlPAUeUb0/wFk5JkiRJ6h8dDVcRMRHYHlgCXF6/PTNnAI8D6wE7dbIWSZIkSRoqOn0Vbdty+YfMfKlJmzvq2kqSJEmS+qDTQW/jcjmnmzZz69pKkiRJkvqg00FvVLl8oZs2i8rlGh2uRZIkSZKGhOEd3n+Uy+xV54hPAZ8q3y6KiD/2S1XSCixgDPD0YNehISSi5zaS1GF+/2lAvXm/+zZqtWGng97CcjmqmzZd2xbWb8jMi4CL+rsoaUUWETMzc/Jg1yFJ0kDy+09qT6dv3XykXHaXPDeoaytJkiRJ6oNOB73flcu3R8TIJm3eWddWkiRJktQHHQ16mfkocCewMnBA/faImAJMBJ4Ebu1kLVKFeDuzJGko8vtPakNk9mqclNYPELE/xWTpTwJ/l5kPlevHATcCWwLHZuZZHS1EkiRJkoaIjgc9gIg4DzgCeBm4HlgK7AqMBn4G7J+Zr3a8EEmSJEkaAjr9jB4AmfkZ4BCK2zinAO8FHgI+C+xnyJM6LyIyIpb7n52IeKTcNmngq5IkDXURMb38Hpo62LVIVdLp6RVek5mXApcO1PEkSZIkaagasKAnSZIkNXAYsBowd7ALkarEoCdJkqRBk5kGPKkDBuQZPWlFV/t8W0QcFBG3RsSiiFgYETdExN9203ejiDgvImZHxOKIeDYiboyIg7vpExHxT+VzC89GxMsR8aeIODciNuim31YRcWVELIiIFyLizoj4RB/OOyLigxHxq4h4uqx/bkR822f6JEk9qfv+/HhE3B4RfynXr1Wu7/YZvYh4b0RcERFPRMSSiHgyIm6OiOMbzdMcETtGxI8i4rGy/fyIuKq772qpigx6Uhsi4l8pnjVdAlwLPAa8B7ghIv6mQfsdgd9TjDoLcCUwE3g3cElE/GdERF2fAC4G/hN4F3AHxei0AXwG+H1EvLPBsaYAtwN7A38GrgL+AlwYEf/Ri3MdAfwE+CHwt8C95T5fAD4B3BkRk9vdryRp6ImIsynmwVsMXAPMArod+r38z8bzgf8G9gEeB34K3AVsAJwBvKWuz79QzM18IMXUXj+nGADwA8CMiPhk/52V9OY2INMrSCu6mtEqFwC7Z+ascv0w4ALgk8D1mblbTZ9VgQcovoy+CXy+a4TZiHgHcAMwDvh0Zl5Y0+8zwLnAU8CumfmHcv1KwDeAo4A5wOaZubjcNhJ4EFgfOB34v1n+cpcB8BcUzz+QmfXB8hFgI2DjzHykZv0ZwPHAb4BDMvOxmm2fBc4G/gS8LTNfaesDlSQNCTXfn89TfH/+T4M20ylGZd8lM6fXrP9n4D8ovg/3zszbarYFMBW4MzOfL9e9D/gv4Alg38y8vab9uym+C0cC78jMB/rvLKU3J6/oSe05pSvkAWTmMuAL5du/K6+CdTmAIuTNAY6rnUYkM+8BvlS+/XzdMf6lXH6xK+SVfV4t2z5KEcz2r+mzP0XI+1PZL2v6zaAIoy2LiHWAo4FFwAG1Ia/c5zkUVzTfCvxDO/uWJA1JX2sU8pqJiOHASeXbj9SGPIAs3NgV8kpfLpefqA15ZfubgVOBEcDhbVcvrYAMelJ7rqlfkZl/Bp4FVgHWrdk0pVxekplLG+zr+xS3rWwaEesDRMREYBNgGfCDBsdaAlxSvp3a4Fg/ajIv5XL76sEuFP/rOaM8v0ZmlMvlblmVJKnOFW22nwyMAR7LzP/uqXFEjAHeSfHIwq+aNPN7S0OKo25K7Wk2MthfgLWBVWvWrV8uH27UITNfjognynbrUzx70NVnXma+3ORYf6rbP8DE7o4FPNJkfTOblMsPNJpkvc7YNvctSRp65rTZfqNy+ccW229M8Sz7aOCVusff6/m9pSHBoCe1obxVs1Vd3zLdBaX6b6Le9GlFuw/jrlQu/wjc1l1DigFgJElqKjNf6vAhur63nqcYwKw7T3e4FulNwaAndU7Xc22bNNpYDtYyvnz7eF2fCRGxStdgK3U2rutT+/OkJrVs3GR9M4+Wy7sz8yNt9pUkqa+6rgBu3mL7ru+tpX5vSQWf0ZM6p+tZgA+VD5XX+zDF1bmHMvNxgHLQk9kUv5uH1ncoB3vpmn9veoNjfbAcnbPeIW3Wfj2wFPj7rnmOJEkaQLMorrxNjIj39tS4/B69GxjTbD4+aagx6EmdcznF/zBuDJxeTsUAQERsyeujg/17Xb+uOe9OjYi31fRZCfgaxXMLcyjmuOvyE2AesCnwpdq5+coJYo+gDZn5FMUUD2sBV9XWUbPftSPiExHxluV2IElSH5SDmJ1evv1+ROxQu72cY29qRKxZs/qL5fLiiNi9fp8RsXJE7NVo3lupipxHT2pB14Ak9XPQ1Wx/hMZz0e1EMafPWhSDqNwBrEMxYubKFKNhfrh2OoQypF0CfIhiYvYbKUb13IHiNtBngfdm5h11NbyHYsqDVYH7gd9R3Bq6M3AW8M+NzqGb2kdQTNx+IPAqxcTvD5f73wDYojyHLTLz/qYfniRpyOrp+7NsM53G8+gFxSTrn6B41nwmxeTn6wBbUnwX1X93fY7iP0VXopjL9o8U36UbUNwGuiZwRGa2Ne2QtCIy6Ekt6G3QK7dtBJwAvA+YALwE3EXx5XVpNvglLL/cDqWYiH1riqkOnqAIjadn5qP1fcp+fw38K0W4W4XiS+6CzLyg2Tl0V3u5fS/gYxRBcwywkOLq4R3Az4Frm0wfIUka4voS9Gq27wF8muJ7aC1gAfAgcBVwdv0o1eV34VEU/6m6PvAKxffWfcDVwBWZuaBvZya9+Rn0JEmSJKlifEZPkiRJkirGoCdJkiRJFWPQkyRJkqSKMehJkiRJUsUY9CRJkiSpYgx6kiRJklQxBj1JkiRJqhiDniRJkiRVjEFPkiRJkirGoCdJkiRJFfP/AWmJjW7nK8qKAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for q in bin_questions:\n", " answer = get_bin_group_answer(q)\n", " \n", " x = np.arange(len(answer[0])) \n", "\n", " width = 0.35 # the width of the bars\n", "\n", " plt.rcParams['figure.figsize'] = (15,5)\n", " plt.rcParams.update({'font.size': 22})\n", " plt.bar(x = x-width/2, height=answer[1], width=width, label=\"Yes\", color='g')\n", " plt.bar(x = x+width/2, height=answer[2], width=width, label=\"No\", color='r')\n", " plt.xticks(x, labels=answer[0], rotation=0)\n", " plt.title(q)\n", " plt.legend()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "data": { "image/png": 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fT+V/QkEZk33C16qYpnQgeKektepcxt+OebxWkCZ95fR7FfL7firtumX6J/3WmE9Vlje9zo0oSLexSgH+5HLbkKQPp/L6QS3LtI5yT4h5XZvTPynHmBrXrUtiv+eVc0edwjGGS3qwjnIfnyrbjyqk7Zv5/ahKB8Wbl0m/pcIJNpf0SJn+6e3y7ypzEimzba1xFa6a9UWdD5a7pK5u0PT/K5k2SRuW6f8+rX5nZEdn1/UK07tzalzpz8q4nuYet6vzwfLo1PB5J62OTKXJnvzpVD2u2o5p/yOmeUfx4kyZNFfGNC9kt70q5sV+qXLcpDInWlJp+2V+524vkvZSaT95Tk5+g1S6C+2yOpZjcgJsocrvYyanpm2CCu5uTg0zOFXuk6spR9XPLFt4PuW4+PMP7r7qeSl3X6hSQyGjzWxAFVl+zUPLZOXG9W6FK7FSCGReycnjFwpnyfpLOqaKcXbW2wpXZcq5Jnb7K1ypTfuEwtm9lQo7x5U5efxn7O5sZtk8GuVv7n599s9Ypl/Gn3tYfPY4Sj9H8XwXlSvtTnf/QxeP44zYneLuP8pL5O4rPW5dDXZK7C5VWMfXGIe7X6FwdlkKr3rJ85xK70zNStbL4bbmM5jJMu6OZdoZl7r7v7J/uvvzCrfRS+GM7yrx2Z+T4s+J7n5PmeFfUng1TlldUA/9l7u/mdMvWRav5NWLXc3dlyvcciaF1o6LNGWZVMPdX0iVodJ0fMfdXy6Tx2RJN8efn6z0LFlG8uqa37v7DeUSxDJeFn+eWJSZmX1KpXnyF0lHufuyGsqTlrSL8WxBmvQzeJWeJ0w/87zG88BeekNDR3XFq9snVWoF+Yxy21Dcp9wef55c4zKtVbIvrbT+1erq2N1U4a681ZjZpqlxXpPtX4Vk3Z2hcKtxLndfkRrvSJWOe77j7nPLpJ+jcJukFI4x9izI/ix3f6vM/7cpnAiTMvVLN+qOurrm6TezfRWuWkqhJfD52YHd/X5JNzayoHV6UCFweiEvgbuP8c694eV3KjUillfHJvujJ90922ZSI+vxSse0v1I4FlxbIV5YjZmto9LbD36Z3vaqlEzLAkmnxH19WUX9yjhD4S7Sx5VzDOruixTebyxJnyh6/jhn+D8qnGQbpHA1Ps8KSV+p5njd3ZO7yqRwVb2iWhr4+ojCZW2p1AJ2WrJzWE/hVqQir7n7gwX9D1FYACsl3W9mg8p9FHbqSTDRHS3qPeDueS0sPpX6nn1v3KGx+5iktwqm53WFlULquun5Y0G/ZBr6K5x5kbRqxZodf15eYSfXCL/vyswtNKS2Sfx5bVeOq8CBsTu5IAiTwllAKZxA2SAnzaSCyrNovUxa3L3AzEbVWol1o2rW2ey07aJwhUwKj03kuaWgXyPrIVfxdCTLYicLjcNsVJC2U8zsKDP7jZnNiI1ppBvBuTwm274oDzVvmUiSzOxdZna6hQaWXoiNrqSnIzlpUWk6bivol5RjfYUrJBXFxlGSHfpf8taZuN4kr17a1XIaVozrwaXx58OSPur5jXJVI2kg7PWCNOl6oNKBR6vUGUl9+rS7/6Mg3cTY3UBVLtM8ZvYBM7vWQkNWC81sZWr9S/Zhm5jZup0ZT5q7P67wuIQU7szJ+pTCye3Fkn5dS96xnEkAdn2NB80Hpr7flJuqNP+lcLtmOUu0esNuq8ST+tPjz2a9n7er6+p6p/99qe+3K19eC/hdYZrCnafrKtQ9+ynUZ3tLusPMrrE6G6CrxEOL/cn6dkL2+MbM1lepFf/rMv0aWo+rwjGtu7+q0nIZUybJkQp1llTfSbAPxO5tBSfs65HENn+VNLBgHk2L6TZUmbc4mNnmFhoPvt9CQ53LMvvzZL9VtD9/tOjkSxnJyaSqGkqrJVhOWrp+XeUX/CSFZ5HTafMUndWWSjOkj8JVr4UFn4/HtEPV9YrOgr2d+pltTS6Znj1UPC0LVZqOrpqeopWpaBqS20T2kfSwhRYaf2mhteStG1zGSutHZ22T+r5GC+zdZKvYnVaYqlQRm8JtbOXUu0y/oXA2c1uFW1nmxSDqS2ZW1dm2blLN9GWnbUTq+xpXQBPuPk+ls89ZjayHXnX3BQXlmKxS4HaWpJfM7AEz+56FVs7raTl5NTHAvFMhCDxGYaeV1/Ll+jn/J5q1TGThFYVPKJzR/6DCia+89/wWTccb7v5iQf9/pr5vlZtqde+WlBz8fV/F60xy5bqPwkFEOR9SOAEthSum5a421SJZP9e46pSyKPW90l1i6+QM191qrU/Tw9TEzPqa2TWS7lI41tle4apH3omDSttSrX4eux8zs8GZfmNi95Y6DopHqHQXWa37xWRevlHhauFclbbtvPn/SoU7J/Lql27RDXV1vdM/InZfr3ACPrfubbR4Z96i+HnVw3uWz1B4rl4K6+tZXViEJAhOv/I2MVqh/nKVXieUaHQ9Xs0xbbJd72Nrvhnn5Ni9z92fUg3iSbBh8WfDjndjELxp/HmGiufR1NSgqx0jmdnHFPa131Q4QbGhSndvZBXVpbXGDck+sKpYq6pg2cw2VOkMzH2S3mtmu6c/ClcN7o5pPmjFr1F6u6CfVN/OZZ3KSTqt2lsfsjvNVpqeuqbB3W9VaMzkzzGPrRRufbtK0rNmdreZ7dOgMlZaPzor/SqlhV08rjzJ1YZKB5jp8uVdoah3mf4/hZMftyoEzRsrBFE/lvSEhdeb/VuVeXelaqYvu82lbwmtNI/z+jdyu61mnT5WoaG1ZxUOWvdVaLDqt5JetvB6utzXgFXh+wrBlxTuqDhc4UTJEJXO/p8W+1e6RbUpy8TCrbO3KDQq9pbC7cmjFE4kbajSdCRX1fJ2urWWodqrg/UGRnnrTfoE2dScNI22UKE+kEoHWXmS/kvU3GC5kfVpJV9TKSj9nULDNDto9e0o/d7ponWwHr9WqE9Wu2XTzPZX6QRfPVefOrNfrHb+p9M0dH/Wzbqyrq53+pMgvdIJtWZup5Ikd79FoTEpKTQ81lXuVumuyJMy/ZLbpqe4+3OZfo2ux6vZ/09SaLhNSl1dNrPNVbqC293bdZFOzyMLr7mdoHBsMEsh6B6pcAJ8fZXq0+SxjqK6tEvjhmqvLB+v0vNAhyvchlLuk5wt6qsKz2FVkGzMr6aeWaj06ejE+LpaMj031TA945pZ4HLcfYq7H6bQkt+/S/qOSreEHSTpngYGzIVFqTJd3obViAOmzkrKsMZzfhnp/g0P7N39MXf/uMJt9x9QOLs3ReHW490k/cHMjqo12yrTNfogMi19QFDLPC6XR7fUQ+6+zN2/5+7bKLRU/SmFZxRfVLiKMFbSXbZ6ewJVibeVjYk/L4rPg/3e3We4+2vJ2X917UnHRiyTUSrdPjva3b/p7ne7+3Pu/npqOqq5utMV2156Gg+vYb2ZlZPfquXRoOcjkytOeVdAkls9n4k/17hlLiO5q+jpap4V60LdWZ8mB/c3uvtH3f0Wd38qsx3l3enQafEOleT20pNTvZLvsxSeba9VZ/aL1c7/dJpmnaju9P6pK+vqTkiC5Ep1XzXLqDskj2ION7MuuZMy1knJ88ajzWxtSbLw7uXkSvN1ZQZtdD1eTVlXqhQMp9vJ+JRCrPaW6nvevKuOd9PzaGwN82hyarjPKOzjFkjaz90vdfeH3f1Fd1+Qqk87c5EgT7IPLLoLY5Vqg+VKt1WX88k6hkkkl9OHxLMq7S6Znoovk28H7v6mu9/p7ue5+z4KLVAuVjihcm43FGFVozNW3Jjcpjn/T099370hJardrNjN3m6TldwO7SqddWw4d3/b3f/q7v8TA75dFSoRk/TfNWaXbhSonuXTCLNS33fIS2RmyRnMcppWD7n7dHf/lbt/TuEWsh/HXiNVanSsFjuoFHgVPcu4Sx15V2tW6nu9yyTZXl939zsLxlXNdGxQ4Q6o96a+z85NtbpZCieapNas7ysGy9HDsbtn3jOF8f+k/YpHGlC2zpgVu9XWp+lhqhbvsksaSmzWdiSVbtkcaWY7xf1g0gDr+DpPXMxU6apmrfvFWbG7Qdx+y4pBSrJtz8pL18WS/VOlRwyq2j91QV1dr6SOGlwh+KzUjkN3SZ9I6MoTbUkbS+urtDxOUIh/3lH5Z+xnqTn1+DVxvMMlJXf1jYndiTFwrEk8uZY0Ytmw410Pj3kkDT3XO4+S8vzFQ+OeazCzLdUOwXJ8Pmzf+POCSmcNFG5NkaTdzazeHcak1PeTc1N1XtKARVe2iilJ/xe725hZXqMWbcvdp6i0zN6b6b3q2RtrXOuj81Lfy1b8FhrD2rdcP3efptIzl/WcCEqmqTPTc2/sjjKzogYGRsfuE57fuFzDufuTKh0MZpdpJfNVuo2zaMfclbd4P6HSs3FFV8Y/XtCvu+qhQh4a2hmX+itvGytaH9NXusqmi88gHVlr+WrQiGWSTEfutJrZASpd8aykmnK8qVD2iuIBxP+LP2ttRbtcfuNS+9ZGSJ7ZfXe2wZuM38XuAK1+S3Ha4SoFHEUNCnVG+tnNonmZ1KfvqXDckdSnb2jNZdqo7aiPwsF4l/HQkvzT8ecYhVvBk1c81tVopYe3miRX+06o8arovanvRxekG536fm9uqq6VHD8MLfPMtyTJzLZX9XXIKlXU1V3pvtT3IwrSVWqAt7u8P3bTQVfDufs/VTqZd1Kme4eXeba/0fV4tdx9tkJbCJI0xswOVLhzQarvFuzEn2P3yE4+ypWVHCN9vM58K+7P1bkLr2XF7T7Z9p8sSpuo5sryp1Pfq2ldcYJKZ2TqCUTk4ZUkSTPr55jZ+4rSm9mwvEqvgmQD7corXFK4zSM5s3N1hasZSUXdMsxsSFGLj/HgINmxZCu99O9Gzee/qxSMfTonzf+quAGQ5Oxvh5l9KS+RmfUpc1DZiPUmuTKwtsKL18uN+wsqnXn7WSfGVS7vgbbmq6SykobQatqReWicZNXOKa4f2fGfqOLXAHRKPGhJbq86Ju50smXYWKXXtZXLo7vqIZnZduXmU0q6Ubq8baxofZyZ+r7GwVJcx3+sVCv4jdaIZaLS1f71zOzgMsOvJ+mKGor1zXJXYcysQ6WD/l95ba/qSLbn90j6flFQGhuL2iavfxdIXtc1WKWDsHJ+p/BKOkn6tmVaeY2/vxV/zlHXvcGg2v3HdSrtEy4pF+jF9heSk0G/8DVf4VjNdvSySrcf5gUd/6XuuXr3i9g9SaVXC/6lM7eCqrRf3FbSRUUJ0wGEuz+sUuNB37TwCqts+s1V2rYfcfdm3Y2QnBAwlTlGjetO7uskO1lXdxkPb5hJTqCcV25fZGb7qXQHQpcws20qnWgxs8+r9OaIW7vhEY7k6vKH4wWrXTP/l9Osejw5NvyopK/E79Pd/e6c9NVItuv1JP2sKPiv8STZD2N3sKSf592FlMr7PZm/kv35AeViDDPbWdLZNZSnWvuo9Mz/Gq+wLMuLX9xsCgdZrnBlq9qXSE9WmZdnq/SS8clV5LGFSi/7XqLQOM1+Co1obKRwxu4EhQB+saSR1ZYvNY7fx/ynKxy4D1K4NaSfUi+2VsGL5DP5JS/GHlOm34dVehn8PIWNYCeFlWxjhYrjNIWzSgvqmJaO1PhH1FK2SnnE/99WePbjEwq3UG6ocFBxsMJVhWS4L2Xy3Dg13b9QaBisf5zH6XVjRCqPjiqm9/qYdoXCbcIjYpkOUGgAaKXChlh2fYtleDA1zl8pPMMyNK5jIxVai35KmZfEK9w9kayXx6jUel8/SX1S6cYk+edMw1Wp8d+ssH5vGOfvhQp3PrjCyYH+ZYafFfuPK5hPZedr/H+ZQoMkJyvcNjgkLq/9Fc5iJsN9v4718XOp4Scq7JwGKzxvmkzb9Lz5k7culkk3LqaZVabfMIWDFVc4ez1WoV4ZqnBF8RmF1v1fz5uP6mQ9VFS+TLrxCnXtBQrvSd1C4VUR28TlMyfms0jSJnWuj5NjuqUK28z2cRreL+mO2O/JVl4mCrfSvRH7vahwsLulwm1roxVaQ16h0OJr3raflC8Zz1MKQdTQmNcZCs9QeSzrsJzllbsvi+tDMq/+Gqdt81j+LRVa8b5AYRu+rIp5WTjPa9guB8bl75JOqpD2uNS4pyi8mmZI7E5J9Tu2II8kTdkhjtAOAAAgAElEQVT5VEV5+8X1xBX21+9ReJygn6R+mbTnpsensG/aSOG567MUnvlzhcZiBpcZ1zGp4U+P62q57Wh8Kt0lCnXaRgqvw0n6PamC5ZbqN6bWdSuVbmOFOtxTnxMasI7cmsrv9wp3AA1XqFd2Vdhmp0raPTPcgSrt62cqHCtsEof9hMJtwq5Q9+9fS72RSTdZOcdjqr6Oui+mWRynZ7O4bh8W1+134nqyxnjUubq6qOyNmP4jUtP/RPw9NJbxVIX6bkYqTUeFeTiujvVnXJw/5yu0g5LUe5vFdemGVP6vSNo8J5/x1SzLKsu0sUrHUzNj91VJa1UYru56XDUe06aG6x/Llt6uz23Adv3DVH73K9w5tZnCcdl7FZ4f/oukj9WyXioczyX5PqLQXtXWcZvYLK5P5ynUiXcUrGtTFbanYXH4MxXuUpyn0jHDGutj0fZQMC/Oi8M8X/UwFTJMT0jVC0vSF1LDfajMyj+5ynx2UDj48QqflZJ2q2Pl+VBBnh2pdFUtjNSwY3L6f1Slg8Ciz2t1TEt6WY2otWxFeWT+L/r8SqkAODX8DTnpZ6XSjCg37wvKuolKlV72s0LhVVeF65vCAc7knDzSn2ywPFxhIy6Xdlwq3Zjk/5zxry3pNxXG/ZikzXKGn5UdZ5k0Zedr5v+izyRJA+tYH/soXJXNy3eipFPy5k/eulgm3bjsupTpf6BKgU/2847CwUThfFQn6qFK5UulG19F/m9LOrLMsNWujztozZ1w+jNBYYfZ0stEocHJ5TnDr5D0JRVs++nyKdTJ7+Tk9aakAyosr7y6pb+kn1SxTF0FJ6PU4GA55vnbmN+vqkh7rkoBULl5fU6F4ZO0ZedTleX9bt68y6QzhSuCRfN6tqQdc8YzQKsHEunP+FS6jVU6EVvuM0WhAczc5ZbqN6bWdSuT9rZUXm9IGtCA9WOAQkNCldbb3csM+4mC7ckVgtNj6qk3UukmZ5dJql9HNduLwoWK13LK+I7CiaKy41Hn6uqisnd6+lPbbNH6f3Dq94EV5uG4OtafcQXjT3+mSdqlIJ/0fM5dljWU64+Z8V9RxTB11+OqM1iOw6brsRXKOaFQY559Vbl+9Ox6W2m9VKh3xyl/n5z+3Fxm+MsL0s9XOF6Ylbc+Vtoecsp8bxzmkmqHqXQbdvpe8VpecD9Rped/6roVW5I83Aa5q8Kttr9TuFK9VOEKynOS7lS4CrCFuz9WR/5/UjjT9UeF26uWFw/ROe5+u8JZ7nMUmrR/NY7zLYUrKhMUdjYjurIcdbhfoen6CxRuWZilsNNbEr/fKOnf3P2TXv52xZMVWln+u8LZVu9sgTy8i3VfhdtLZiqsFy8rXOXucPcfFgye5PGawo7jGIWDjmT9ek3S45J+qnBm9M3McC8qXH39lcLOp65Wat19ibsfq3A7328VrpQtU6gg7lY44723uz9fT/4VzFG4Cv/fCnczzFBYD5cqnFG/XeGA4YNex7tdPdzieKTCVc9/KKwvbyqsSye7+zGq/hUZdXP3exWu/PxMYbqWKiznCQqtL/6uYPAkjy6th6KzFOrb8Qq3M76kUDcsVNhuLpa0g7vflh2w2vUxTsdeCq22Pq+wrr2icDb5k+5+vEqP0HSZzi4Td5+gcBfIHQonH5N19jeS3u/ul9ZQltsV5t2NKi3X52LZdnH3+woGL8p3qbt/UWF+/1ThPZILFZbpfIW3CHxP4Srt1+oZRyf8NHaPsgrvhHX37yrM64kqzZ8X4u9R7n5BVxY0+qZCXfiAQh1Sdh314MsKd0pMUGndSp4/PEfSTh7arCg3/GKFtzr8ROGul3dy0r2kcBX5hwr7nqTO/pvCiZoPKNR33eHnqe+/jtPQKe6+2N2PU7hqNkFhX7FEIRifpnDL+xEq8xy/u/9a4SrVpQp3bLwdP08p7Kt3cPeJ2eG6m4c2OUYq3EGV1IXzFE7s7+PuRa0O111Xd4e4zX5A4WT1fIX1eLrC+rqXwnFnolyL5OnHs+6vowhXKBz3X6Mwf5LjmkUKxxkTFe7G2t3dH68j/3plb7ku1wr2appYj6e36//z8H7yTnH3FbF+3FvhLs8ZCvXUIoXt82aFE9F/qjFf9/D2nvcqrGOPKdS5K2L3MYV14lCVeQTA3U9XuLD0gMIx6GKF9fVSSXvE44WGia+rSh6pu6rq4WKUDQAAerj4vOWzCo/EnOjuN1QYBC3KzA5VqZGdfdz9oaL0QHwV5C3x51B3fzXT/5cKJwMmufsHu7t8WNWwcvL8+bGtcIKppzCz/1R47e397n5AtcNV++ooAADQ5uJdHxfGn7mNG6ItJK30P0GgjColLWXPzgbK0aEKd298o/uKhIwxsfuauu5NA71ObJjyC/Hn+bUMS7AMAEDvcrVCI2j7xVai0WbiO4uTVzFVfTsherb4LvC8fgeo9Hjlb8r030WhPZjr3f3RbH90PTN7l0qt21/r7kuaWZ4e5hSFxwz+7O531jIgt2EDANDLmNlHFdpKeMDdu+w1bmiceAt9H4W2T36i0ObGa5K2qqdtCfQ8ZvaowrO0Nym0vbJYIUA4SqENkYEKbT3sGNu7QJOltutNFJ55P06hvYVt3f25omFRnXhVebpCC9171XoyiGAZAACgxZnZeIWGBtPGuPu1TSgOWpCZ/UvF7/l+U+H1QFO6qUiowMzGKTS2mjbO3b9VJjmaoJaXTwMAAKC5FivcRv+/sXV4IPElhTdsvE/hSuVGCi2SP6vw5pdL3P3l5hUPBZYqtFJ9hcIrldAiuLKcMmTIEB8xYkSziwEAAAAATfHwww+/6u5Dm12OVsCV5ZQRI0Zo6tSpzS4GAAAAADSFmc1udhlaBa1hAwAAAACQQbAMAAAAAEAGwTIAAAAAABkEywAAAAAAZBAsAwAAAACQQbAMAAAAAEAGwTIAAAAAABkEywAAAAAAZBAsAwAAAACQ0a/ZBQAAAADQuyxZskTz58/XwoULtWLFimYXp0fq27ev1l13XW244YZae+21m12ctkSwDAAAAKDbLFmyRHPmzNHgwYM1YsQIrbXWWjKzZherR3F3LVu2TAsWLNCcOXO05ZZbEjDXgWC5Ddi3qDwazf/bm10EAACAXmn+/PkaPHiwhgwZ0uyi9Fhmpv79+6+ax/Pnz9cmm2zS5FK1H55ZBgAAANBtFi5cqPXWW6/Zxeg11ltvPS1cuLDZxWhLBMsAAAAAus2KFSu01lprNbsYvcZaa63Fc+F1IlgGAAAA0K14Rrn7MK/rR7AMAAAAAEAGwTIAAAAAABkEywAAAAAAZPDqKAAAAAAtpd1endro15Jeeumluueee/T444/r5Zdf1oIFC7TBBhtot91205gxY3TiiSfyLHI3IFgGAAAAgBZy0UUX6eWXX9bOO++s973vfRo4cKBmz56tv/zlL7rrrrt000036ZZbblGfPtwo3JUIlgEAAACghUyYMEF77LGHBg4cuNr/Tz75pA455BD99re/1bXXXquTTz65SSXsHTgVAQAAAAAt5MADD1wjUJaknXbaSaeffrokadKkSd1drF6HYBkAAAAA2kS/fuHm4HXWWafJJen5CJYBAAAAoA3MnDlTP/nJTyRJRxxxRJNL0/PxzDIAAAAAtKBrrrlGU6ZM0bJlyzR37lzdf//9Wrlypc455xwdddRRzS5ej0ewDAAAAAAt6L777tO111676ne/fv10/vnn6ytf+UoTS9V7ECwDAICatds7UNtBo9/TCqD9XX311br66qu1ePFizZw5U9dcc43GjRun3/zmN/rDH/6gTTfdtNlF7NF4ZhkAAAAAWtiAAQO044476uKLL9YFF1ygxx57TGPHjm12sXo8gmUAAAAAaBPJu5V/97vfadmyZU0uTc9GsAwAAAAAbWKDDTZQv379tHz5cs2fP7/ZxenRCJYBAAAAoE3cfffdWr58uTbYYAMNGTKk2cXp0QiWAQAAAKBF3HPPPbr++uu1ZMmSNfrdd999OuWUUyRJp5xyivr27dvdxetVaA0bAAAAAFrEjBkzdPLJJ2vs2LHac889NXz4cC1cuFAzZszQtGnTJEkf+chHdP755ze5pD0fwTIAAAAAtIhRo0bpvPPO0z333KOnn35a999/v9xdw4cP19FHH62TTjpJRx55ZLOL2Su0VLBsZttL+jdJe0saKek9kkzSMe5+U84w4yV9uiDbp9x9hwYXFQAAAEAX6c3vHd9666317W9/u9nFgFosWJZ0qqQz6xz2PknTy/w/r/7iAAAAAAB6o1YLlp+QdLGkqZIelvRzSaOqHPZqdx/fReUCAAAAAPQiLRUsu/vV6d9m1qyiAAAAAAB6MV4dBQAAAABARktdWe6kg81sV0mDJL0k6V5Jk9x9ZXOLBQAAAABoNz0pWP5Umf+mmdnx7v54t5cGAAAAANC2esJt2I9KOkPSTgpXlTeVdLikxyTtKOnPZrZZ3sBm9nkzm2pmU1955ZXuKC8AAAAAoMW1fbDs7j9y90vdfZq7v+Xu89z995L2kfSApGGSzikY/ip3H+nuI4cOHdpdxQYAAAAAtLC2D5bzuPtSSRfEnx9uZlkAAAAAAO2lxwbL0b9iN/c2bAAAAAAAsnp6sLxR7C5qaikAAAAAAG2lpwfLx8buQ00tBQAAAACgrbR1sGxmu5vZ4WbWN/N/PzP7ikIr2ZL0w+4vHQAAAACgXbXUe5bNbE9JV6T+2jF2v2tmX0v+dPf94tcRkm6VNN/MnpY0V9K6knZReIXUSklnufufurjoAAAAAIAepKWCZUnrSdq3zP/b5aR/TNIlCq+J2krSHpJcIWi+RtLl7v5wF5QTAAAAQBeZPNmaXYSadHR4w/JatmyZ7r77bv3hD3/Qfffdp9mzZ+u1117T0KFDtf/++2vs2LHq6Oho2PiQr6WCZXefLKnqLcPdZ0r6cpcVCAAAAAC60ZQpU3TYYYdJkoYPH6699tpLAwcO1LRp03TzzTfr5ptv1nnnnadvf/vbTS5pz9fWzywDAAAAQE/Sp08fHX300br77rs1b9483XHHHbrxxhv1+OOPa8KECerbt6/OP/98/fWvf212UXs8gmUAAAAAaBEf+MAHdNNNN+mggw5ao99xxx2nMWPGSJKuu+66bi5Z70OwDAAAAABtYo899pAkzZ07t8kl6fkIlgEAAACgTTzzzDOSpE022aTJJen5CJYBAAAAoA28+OKLGj9+vCTp6KOPbm5hegGCZQAAAABoccuXL9dJJ52kN998U4cccoiOOOKIZhepxyNYBgAAAIAW98UvflF33XWXtthiCxr36iYEywAAAADQws4880z9/Oc/1/Dhw3XXXXdp+PDhzS5Sr0CwDAAAAAAt6qtf/ap+/OMfa+jQobrrrru03XbbNbtIvQbBMgAAAAC0oG984xv6wQ9+oI022kiTJk3Sjjvu2Owi9SoEywAAAADQYs4++2xdfPHFGjx4sCZNmqTddtut2UXqdQiWAQAAAKCFnHfeebrooou0wQYbaNKkSdpjjz2aXaReqV+zCwAAAAAACG6//XZ95zvfkSRtu+22uvTSS8um22GHHXT22Wd3Z9F6HYJlAAAAAGgR8+fPX/V96tSpmjp1atl0o0aNIljuYgTLAAAAAFpKR4c3uwhNM2bMGI0ZM6bZxYB4ZhkAAAAAgDUQLAMAAAAAkEGwDAAAAABABsEyAAAAAAAZBMsAAAAAAGQQLAMAAAAAkEGwDAAAAABABsEyAAAAAAAZBMsAAAAAAGQQLAMAAAAAkEGwDAAAAABABsEyAAAAAAAZBMsAAAAAAGQQLAMAAAAAkNGv2QUAAAAAgNXcYM0uQW1O8IZm99RTT+nOO+/UQw89pKlTp+rpp5+Wu2vixIkaPXp0Q8eFfATLAAAAANBCrrzySl1yySXNLkavx23YAAAAANBCdt55Z33961/XjTfeqOnTp2vUqFHNLlKvxJVlAAAAAGghn/3sZ5tdBIgrywAAAAAArIFgGQAAAACADIJlAAAAAAAyCJYBAAAAAMggWAYAAAAAIINgGQAAAACADIJlAAAAAAAyCJYBAAAAAMggWAYAAAAAIINgGQAAAACAjH7NLgAAAAAAoOSRRx7Raaedtur3tGnTJEnnnnuuvve97636/4EHHuj2svUmBMsAAAAA0EIWLFigBx98cI3/n3nmmSaUpvciWAYAAADQWk7wZpegqTo6OuTeu+dBK+CZZQAAAAAAMgiWAQAAAADIIFgGAAAAACCDYBkAAAAAgAyCZQAAAAAAMgiWAQAAAADIIFgGAAAAACCDYBkAAAAAgAyCZQAAAAAAMgiWAQAAAADIIFgGAAAAACCDYBkAAAAAgAyCZQAAAAAAMloqWDaz7c3sTDO7zsz+ZWYrzczNbHQVw55gZveY2ZtmtsjMpprZ6WbWUtMIAAAAAGh9rRZInirpR5JOlLS9JKtmIDO7XNL1kkZKukfSJEnvkXSZpJvMrG+XlBYAAABA45m116eL3HDDDTrooIO0/vrra9CgQRo5cqQuv/xyrVy5ssvGiZJWC5afkHSxpOMkbStpSqUBzOxoSadJelHSru5+uLsfJWk7Sf+UdJSksV1WYgAAAABosNNPP10nnniipk6dqoMOOkiHHXaYnn76aY0dO1ajR4/WihUrml3EHq9fswuQ5u5Xp39bdWdpzonds9z9mVReL5nZqZImSzrbzC51d07BAAAAAGhpN998s6644goNHz5cd999t7bbbjtJ0ksvvaSDDz5Yt956qy677DKdeeaZTS5pz9ZqV5ZrYmabS9pL0lJJE7P93X2KpOclDZe0X/eWDgAAAABqd8EFF0iSLrroolWBsiRtvPHGuvLKKyVJF154Ibdjd7G2DpYl7RG7T7r74pw0D2XSAgAAAEBLmjt3rh5++GH1799fxxxzzBr9R40apc0220wvvviiHnjggSaUsPdo92B569idXZBmTiYtAAAAALSkv//975KknXbaSQMGDCibZu+9914tLbpGuwfLg2L3rYI0i2J33S4uCwAAAAB0ysyZMyVJW221VW6aLbfccrW06BrtHiwnLYB53RmYfT6+k3nqK6+80qBiAQAAAEDtFi0K1/oGDhyYm2bQoHDNcOHChd1Spt6q3YPlZO0YVJAm6Vd2TXL3q9x9pLuPHDp0aEMLBwAAAAC1cA/XAat8MxC6ULsHy7NiN/8eBWmLTFoAAAAAaEnrrhueHk2uMJeT9EvSomu0e7CcPNG+k5mVf/pd2juTFgAAAABa0ogRIyRJs2fnt2H83HPPrZYWXaOtg2V3f07SI5L6S1qjXXUzGyVpc0kvSvpb95YOAAAAAGqzxx7hjbdPPvmkFi8u/3bchx56aLW06BptHSxHF8TuRWa2bfKnmQ2TdEX8eaG788ZuAAAAAC1tiy220J577qmlS5dq4sSJa/SfMmWK5s6dq+HDh2v//fdvQgl7j5YKls1sTzN7IPlI2jP2+m7m/1Xc/SZJV0oaLulxM/udmd0i6RlJO0q6TdJl3TgZAAAAAFC3c845R5J01llnafr06av+f/nll3XaaadJks4++2z16dNS4VyP06/ZBchYT9K+Zf7frmggdz/NzO6VdLqkUZL6SvqXpF9IupKrygAAAADaxejRo3Xqqafqyiuv1C677KJDDz1Ua621lu666y4tWLBARx55pMaOHdvsYvZ4LRUsu/tkld6dXOuwN0i6oaEFAgAAAIAmuOKKK3TggQfq8ssv15QpU7RixQrtsMMO+sxnPqNTTz2Vq8rdoKWCZQAAAABQfNdwb3fCCSfohBNOaHYxei1ORwAAAAAAkEGwDAAAAABABsEyAAAAAAAZBMsAAAAAAGQQLAMAAAAAkEFr2AAAAC1g8uS63p6JHB0dtKYMoHO4sgwAAAAAQAbBMgAAAIBu5bxHudswr+tHsAwAAACg2/Tp00crV65sdjF6jZUrV6pPH8K+ejDXAAAAAHSbddZZR2+//Xazi9FrvP322xowYECzi9GWCJYBAAAAdJtBgwbpjTfe4PbgbuDueuONNzRw4MBmF6UtESwDAAAA6DaDBw/W8uXLNW/ePC1ZsoSguQu4u5YsWaJ58+Zp+fLlGjx4cLOL1JZ4dRQAAACAbtOnTx9tscUWmj9/vubMmaPly5c3u0g9Ur9+/bT++utr2LBhPLNcJ4JlAAAAAN2qX79+GjZsmIYNG9bsogC5OMUAAAAAAEAGwTIAAAAAABkEywAAAAAAZBAsAwAAAACQQbAMAAAAAEAGwTIAAAAAABm8Ogq90uTJ1uwi9CgdHd7sIgAAAAANxZVlAAAAAAAyCJYBAAAAAMggWAYAAAAAIINgGQAAAACADIJlAAAAAAAyCJYBAAAAAMggWAYAAAAAIINgGQAAAACADIJlAAAAAAAyCJYBAAAAAMggWAYAAAAAIINgGQAAAACADIJlAAAAAAAyCJYBAAAAAMggWAYAAAAAIINgGQAAAACADIJlAAAAAAAyCJYBAAAAAMggWAYAAAAAIINgGQAAAACADIJlAAAAAAAyCJYBAAAAAMggWAYAAAAAIINgGQAAAACADIJlAAAAAAAyCJYBAAAAAMggWAYAAAAAIINgGQAAAACADIJlAAAAAAAyCJYBAAAAAMggWAYAAAAAIINgGQAAAACADIJlAAAAAAAyCJYBAAAAAMggWAYAAAAAIINgGQAAAACADIJlAAAAAAAyekSwbGbjzcwLPv9qdhkBAAAAAO2jX7ML0GD3SZpe5v953V0QAAAAAED76mnB8tXuPr7ZhQAAAAAAtLcecRs2AAAAAACNRLAMAAAAAEBGT7sN+2Az21XSIEkvSbpX0iR3X9ncYgEAAAAA2klPC5Y/Vea/aWZ2vLs/3u2lAQAAAAC0pZ5yG/ajks6QtJPCVeVNJR0u6TFJO0r6s5lt1rziAQAAAADaSY+4suzuP8r89Zak35vZJElTJO0n6RxJY7PDmtnnJX1ekrbccssuLikAAAAAoB30lCvLZbn7UkkXxJ8fzklzlbuPdPeRQ4cO7b7CAQAAAABaVo8OlqN/xS63YQMAAAAAqtIbguWNYndRU0sBAAAAAGgbvSFYPjZ2H2pqKQAAAAAAbaPtg2Uz293MDjezvpn/+5nZVxRayZakH3Z/6QAAAAAA7agntIY9QtKtkuab2dOS5kpaV9IuCq+QWinpLHf/U9NKCAAAAABoKz0hWH5M0iWS9pG0laQ9JLlC0HyNpMvd/eHmFQ8AAAAA0G7aPlh295mSvtzscgAAAAAAeo62f2YZAAAAAIBGI1gGAAAAACCDYBkAAAAAgAyCZQAAAAAAMgiWAQAAAADIIFgGAAAAACCDYBkAAAAAgAyCZQAAAAAAMgiWAQAAAADIIFgGAAAAACCDYBkAAAAAgAyCZQAAAAAAMgiWAQAAAADIIFgGAAAAACCDYBkAAAAAgAyCZQAAAAAAMgiWAQAAAADIIFgGAAAAACCDYBkAAAAAgAyCZQAAAAAAMgiWAQAAAADIIFgGAAAAACCDYBkAAAAAgAyCZQAAAAAAMgiWAQAAAADIIFgGAAAAACCDYBkAAAAAgAyCZQAAAAAAMgiWAQAAAADIIFgGAAAAACCDYBkAAAAAgAyCZQAAAAAAMgiWAQAAAADIIFgGAAAAACCDYBkAAAAAgAyCZQAAAAAAMvo1uwAAeoAbrNkl6HlO8GaXAADaG/umxmPfhF6GK8sAAAAAAGQQLAMAAAAAkEGwDAAAAABABsEyAAAAAAAZBMsAAAAAAGQQLAMAAAAAkEGwDAAAAABABsEyAAAAAAAZBMsAAAAAAGQQLAMAAAAAkEGwDAAAAABABsEyAAAAAAAZBMsAAAAAAGQQLAMAAAAAkEGwDAAAAABARr9mFwAAUIZZs0vQs7g3uwQAAKDNcGUZAAAAAIAMgmUAAAAAADIIlgEAAAAAyCBYBgAAAAAgg2AZAAAAAIAMgmUAAAAAADJ6VLBsZieY2T1m9qaZLTKzqWZ2upn1qOkEAAAAAHStHhNEmtnlkq6XNFLSPZImSXqPpMsk3WRmfZtYPAAAAABAG+kRwbKZHS3pNEkvStrV3Q9396MkbSfpn5KOkjS2iUUEAAAAALSRHhEsSzonds9y92eSP939JUmnxp9nczs2AAAAAKAabR88mtnmkvaStFTSxGx/d58i6XlJwyXt172lAwAAAAC0o7YPliXtEbtPuvvinDQPZdICAAAAAJCrJwTLW8fu7II0czJpAQAAAADI1ROC5UGx+1ZBmkWxu24XlwUAAAAA0AP0a3YBGsBi1+sa2Ozzkj4ffy4ys6caUiq0tIObXYCeZ4ikV5tdCCCXWeU0QJOxb2o49k2NdiJ1aS+xVbML0Cp6QrC8MHYHFaRJ+i3M9nD3qyRd1ehCAb2JmU1195HNLgcAAAn2TQA6qyfchj0rdovOgGyRSQsAAAAAQK6eECz/PXZ3MrMBOWn2zqQFAAAAACBX2wfL7v6cpEck9Zd0TLa/mY2StLmkFyX9rXtLB/QaPMoAAGg17JsAdIq519UuVksxs9GSJioExAe5+/T4/zBJf5W0o6Qvu/slzSslAAAAAKBd9IhgWZLM7ApJp0p6R9KfJS2TdIik9STdJmm0u69oXgkBAAAAAO2i7W/DTrj7aZJOVLgle5SkD0maLmmspKMJlIHWY2ZuZmucsTOzWbHfiO4vFQCg1ZnZ5Lif6Gh2WQD0XD3h1VGruPsNkm5odjkAAAAAAO2tRwXLAAAA6BU+JeldkuY0uyAAei6CZQAAALQVdydIBtDleswzy0Bvk37e18yOM7O/mdkiM1toZneZ2YEFw25lZleY2bNmtsTMXjezv5rZCQXDmJl9Mj4n9rqZvWNmM8zscjPbomC4XczsVjObb2ZvmdkjZvbZTky3mdnxZvZ/ZvZqLP8cM/sZzzgDQPvL7N9OMbMHzWxB/H+D+H/hM8tm9iEzu8XMXjCzpWb2opndZ5MGJ04AAAZuSURBVGZnmdmAMun3NbMJZjY3pn/FzG4v2pcC6PkIloE2Z2bfVnhWf6mk30uaK+kDku4ys/3LpN9X0qMKrcdL0q2Spko6QNL1ZvZLM7PMMCbpOkm/lPQ+SQ8ptDJvkk6T9KiZ7V1mXKMkPSjpSEkvS7pd0gJJPzWzH9QxrWtJuknSryUdKGlazPMtSZ+V9IiZjaw1XwBA6zGzSxXelbxE0h2SHpZU+BqXeEL1Skl3SjpK0vOSbpb0mKQtJF0oaePMMF+V9DdJxyq8hvS3Co3EfkTSFDP7XOOmCkA76TGvjgJ6m1Qr0vMlfdDdH47/95H0E0mfk/Rndz8sNcw6kp5WOGD4kaSvJS3Fm9nOku6SNEzSF939p6nhTpN0uaSXJB3i7k/G//tK+qGkL0maLWl7d18S+w2Q9IykzSRdIOk/PVY4MYj+g8LzZnL3bHA+S9JWkrZ291mp/y+UdJakuyWd6O5zU/3GSrpU0gxJO7j78ppmKACgJaT2b28q7N/+X5k0kxXefnKwu09O/f8fkn6gsL860t0fSPUzSR2SHnH3N+N//ybpj5JekPRxd38wlf4AhX3VAEk7u/vTjZtKAO2AK8tA+/vvJFCWJHdfKemb8edB8Wps4hiFQHm2pG+kX6nm7k9IGhd/fi0zjq/G7nlJoByHWRHTPqcQ3I5ODTNaIVCeEYfz1HBTFAL6qpnZhpLOkLRI0jHpQDnmeZnClfVtJP17LXkDAFrS/5YLlPOYWT9J58afY9KBsiR58NckUI6+FbufTQfKMf19ks6XtJakL9RcegBtj2AZaH93ZP9w95clvS5pbUkbpXqNit3r3X1ZmbyuUbjFbVsz20ySzGxzSe+WtFLSr8qMa6mk6+PPjjLjmpDznvM18qrgYIWz+1Pi9JUzJXbXuP0cANB2bqkx/UhJQyTNdfc7KyU2syGS9lZ4POj/cpKxXwF6MVrDBtpfXougCyQNlrRO6r/NYndmuQHc/R0zeyGm20zhWa9kmHnu/k7OuGZk8pekzYvGJWlWzv953h27H0ndopdnaI15AwBaz+wa028Vu09VmX5rhbY31pO0PNNcRxb7FaAXIlgG2ly87bpayZFAUbCZPVqoZ5hq1NpgQt/YfUrSA0UJFRoVAwC0MXdf3MWjSPYrbyo0Wlnk1S4uC4AWRLAM9C7Jc77vLtczNgC2Sfz5fGaYTc1s7aQBr4ytM8Okv4/IKcvWOf/neS52H3f3MTUOCwDo+ZIr0dtXmT7ZryxjvwKgHJ5ZBnqX5NmrT8SGULI+rXCVeLq7Py9JsSGtZxXqi5OyA8QGxJL3M08uM67jY6vZWSfWWPY/S1om6dDkPZsAAKQ8rHAFeHMz+1ClxHE/97ikIXnvawbQuxEsA73LRIUz6VtLuiC+ZkqSZGY7qtQq6PcywyXvRD7fzHZIDdNX0v8qPCc2W+EdyImbJM2TtK2kcel3N5vZgSq957kq/7+9OwaNIgriMP4NYkyXKIKghaXEQrtgJWKhFpJSEARBImhhoZWNjU1qsQk2NtFSMGKtfQS1MqiFIAg2sbAQgjIW84TleYmoTU6/X3Pcvb3l7RX39r+3N5OZH6n2VdPA8nAeg/3ujIj5iNjz0w4kSf+0VrhyoT29GxGzw/HWg/lYREwNXr7RHpci4kS/z4iYiIi5iLDAl/Qfss+yNKZ+FLnqexQPxt8xulfxEaqn5DRVmGsF2EVVsp6gqlSfH7Z6akH3HnAWWAeeUNW2Z6lbuj8BJzNzpZvDcaqd0ySwCjynbvM+CtwCro46hk3mvh1YAs4A34AXVAGxSaol1kw7hpnMXN3ww5MkbVm/Wt/aNk8Z3Wc5gDvAPFUb4xnwllrnDlJrRb+2XKMu/G4DXlO1MdbbtgeAKeByZv5Wy0NJ48+wLI2pPw3LbWw/cB04BewFvgAvqROM+znii6GdgJwDLgKHqDZOH6jgvZCZ7/v3tPcdBm5SAXkHdSKymJmLGx3DZnNv43PABSqs7wY+U79irwAPgccbtMaSJG1xfxOWB+OngUvUOjENrAFvgGXgdt/doa1VV6gLx/uAr9S68gp4BDzIzLW/OzJJ48awLEmSJElSx/8sS5IkSZLUMSxLkiRJktQxLEuSJEmS1DEsS5IkSZLUMSxLkiRJktQxLEuSJEmS1DEsS5IkSZLUMSxLkiRJktQxLEuSJEmS1DEsS5IkSZLU+Q4WKI/VDFupCQAAAABJRU5ErkJggg==\n", 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\n", 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u7OuPkTu9eb3iM71bUbQ3n+ne7ouuXENOIqH6SeN9i+ljdCSulcr/59T67SxXfkwd20B59TMTPdVTalO3Ah1nZt9J/lPzKrnzCuDNP9pzyH9+twWIiHeQ2wpA9URo7bL79f5Mlc9fu26pvje5mN5frxAdtZ89dT75ko7ytngl+5C/q6/SeUzD7uzDUo1Vf+9DyG3woPtnXfvi9ZUeN7r8EKBWr2efA35Q3D8mpXRonT9IrVTqKe8+qgxz0E3liV7VRLlQXqNZtxc8cuc4lcs0w9N15i0ou/+Winnd/cyUL9PnImJ38m/Mf5ATkdWoPQ7uqjWeb7tYeiOltDSl9Epxez6ldGtKaTrw70WR/cmXpbVSvc9vec3WMw2Uq/edbGQ7z6WytuF1YqncTikx2p1cQ1TrVh5D+W/O5GL6YBe/tT0+BkfEBuTv8o/JNXYT6Bj7t1JvPtO93Rd1FbWB5xUPl2nzHxFvoaPt3jlVTryX9CbRazhW9R8TPdUzs+z+9hXTW6tcYlc5zEJX4+eV15p09YevdAlBzZqWJin9Aewqvl79YS1qmn5TPJxWMXufYnpJlcsDl4d9CB0d8jRyKUi5vnh9pRrmRpevto6S8i7Ea15+OgBMKqZ31Dmg97XyQdhrDlsQuUv40v7t9lAP3VTrj2mlyhrGUnx98ZnplYhYl9yN+ShyJzdfILc7nUD+01mqlSr92W9aLdRAiqVZUkq/puPqgO52VNPXGv38NlKuXi16I8v39LvUnUsPS0aU3S9d3t2UY3BRa3sF+UTNfHLnLu8n/4aOoeMzXTrJ2pvPdG/3RSNKV29MpKMGEXJyuTL5aotz6izf3URPA9xy9yOs/pNSeioi5pB71qpM3qpdwvEX4DNVyr5KbkRdqfxPUqe2OhVK8ysThUb/xPb0s76A/Kem0fh64yxybd62EbFBSumBiHg/HbVhndqnsXzsw/JtdvfPcF+8vleLed15D2slpCcDm5APmqdFBCmlrnq0a4XSn4O+uKS0PKFdrU658ksh16X6yR3IvyelP4Nd1ZS3Sun974vPTG8dQK5deAnYplb71m625WmHWJrpNnIvrRMjYkxxCaR6pvT7e0JKqVY793pKCVyzjsEfJF+pBPCJan0FwJvjhPZWb/dFl1JK90fETeTP777kjsKg47LN62q05ywtv5DuXVpffkwYyCc/By1r9NSV0p+1bYszX9U6YikpJX/bFB2tlMreUqX2D5btZr2r9i0bV1kGOjp9GNpFt/iVDcQbVdpeV93ANzxAdh0zyrY3rZiWfpwfqtG27bGy+73dh1D/8p6e7kOA0qCx7+7mcn3x+kqPG11+KXn4h2oWA58mj8kHOdk7pIv1Lu8aTfT+l47Esl4nHNuU3b+zp0E12aPFtNHPTPkyfa30nflTncRqXZbtDKdZBlIszVR+Uqu/asTbVWmole60NSv3aDF9R63hhwo9PQaXPtPP10ryCn0xIHhv90WjSrV6u0bEqhExGdiheK7aCePeMNEb4Ez01JVScrESuferSeQ/u7dWKfsP8qVYI8ldj5d6YKp1Zv/vdJwF371WABGxJR3X6VfWJJa3TajaSLoYS2yrWuvvQml7H6x1lroYC7By/MBuKy6xK/WE9Zlie3sUj6v2kFX0ilaqFam3D8dTvRMdaGwfDqejQ5WeuLaYrluMPdeQPnp95e/hGKooOhkqrf/ulFLN2pnipEV5snd6k5O9Uo+PQxtdIKU0segRsMseRBtY10t0tBl5e51yrwDXFQ93rdORRan94PN0jBE40JQ+MxtFRL0/kKXv5wt0biPU7fethlJboXrr+UwX6xhIsSwPSicp5xaff/VcqUbpAxHRk3aspe/iKnR0SlbNbnXm1dPlZzoiplK73TZ0fL+6+k/d233RqF+T/1uNIB+rppFr6V6ml53WVFE6JrxG7qdBA4yJnrpSnqR9o5j+LaX0amXBIlG5uaIs1OiRsqLh8CcjYofKMhGxAnmMPsg/JJVdxN9Jx4/sPlR3Et2/zr3knGL6FvJA3dX8iNxhTV/4BblGaU3gZ+QEewl5sOxaSmfv3hMRnfZBkcScQsdYQmdVFJlDx5m4WvvwG/SuRu98Onps/GmRfFdVJUHo7esrLT+C/F5VcwgdZ2z/u1ZsJf2c7JXasfVm//dW6TvcVXf5pctYx1Ol+/DiUuR/KR7+tE7nDq32Szp+V06plrRGxEeAjxYPz67SFrKv3rdSLcD2EdGpRjUi3kUe1LmegRRLy0TE27vqSbP4HpdqXPr6T/FgdBq5pn8F4LyKXrk7KTpGKXclHceOE0s9gFcssx89ryUrfabHRESnHqmLXrBP62Idpe9XRMSEOuV6uy8aUvw/Kw2tsR8dw1hdVG14il4qHRNuG4C9Twto+UB+3gb+jXw2v3ww0pPrlP16RdmFwIg65ccBzxZl55N7OVuH3LPnB1l24OOv1FjHxcX8JcDR5EbVq5FreK4snn+E2oP01h3slI7BYEuNmN9drH9L4FfF86X1d3sw8Srb+13FPvxtF+VHkHsMS+SDyPfIl5quRu4B9cqydf24xjpOLC9DHmtnDLmjhbNLr603r5Fc+1HaxqPA58lnA0eTa2x3Iyfyxzfh9f28rMwl5IPTauTLfX5QfEYSMIvqg2NXHdyYnFyWD9beabD1BvZLVwOmH1XMe51c61jq5XAYEDXWWYq3TwbIJo//lMjtZYZ2UfaPdHwfjyF/nyeQL0N+qZj3ODC6xvJ9OWB6zUHm6WIQZeBbZfP/TL70afXiM3sUuf1uzddC7r2xtPxB5N+60vvWaQDsOnGWDyL+1+LxGuQrJr5M/hP8VDHt9BkdgLH0eMD0ivmd1t1A/N8l/1YfQz6+TCR3IrMm+QRE+W/9c8DbaqynvwZMr/n97WpfNbidmvMq9lnd3326/g2bXjb/QXLvxeuTf/snANsBhwO3k08kVy5fPvD7LcV7t3qx3WPIx4VHqLE/qPNdJx/n5hXzngb2JtfejSdffXA/+SqmB+p8bt9G/v1P5BOFk8jJ3DAqfi/7YF90+dtWlHtP2XZKt627+R3v8veX3LwikXuh7vb3wFvzby0PwNvAv9GRSJVun6hTdruKsn9pYP3vJv85qPxRKr+dUGf5Nct+bCpvS4AvUv/PRVeJ3srkXthqxXYODRwMu7G/96hY/ycbWGZtclfw9fbhL6mSxBTLr0Qe+qDWsif1xWsk1xi+1kWcP2zC6xtBrn2rt/xdwIQay9f7s1SZ7B3czX3S1Z+kt9Hxx7nyVvUPGn2f6E0g13AlYGoXZceQ/6TU2s9PAe+qs/xASfSGAKd28Zl5FNiwxvrfQq4tr7Zc3T9pVdb10zoxvEA+4VHvMzqQYml1olfv/Szd/hfYuM56TPSWLVP3N6wocwj5ZFVX+/62GsufUmeZu8knwaruD7r+ru9Nx8m+ytviIva67wn5cslqy3fab73ZFzSY6BVl/7dsXfc2+LlsONEjn3Atld20J98Db82/eemmGlHZxq7WoKmQa0TKO/eo1T7vTSmlv5FrVo4uln+ZfIbuCXINz3YppSPrLP8UsDX5sohHi2WfI9f0vD+l9OOuYugivvnks/lfISdDC8g1EzcD+6aUpvVm/VVcRUdX9S+QX0dXMT5GvnTlMPL78yL5j/kz5K6jP5JS+kzKl8tWW/4VcpfS3yefZVxYbPtaYJeU0uG9eUFl2zmXfPbyJHIbzXnkz8sc4E/k7tpPbMLrez2ltDu51vAqci3yIvIYQDPJB96tUx4PsruvqXQZ56XkdhCnR8TB3V1PnfU/TT6BcgG59qjfL48p9svVxcO9uyj7Ijnew8i9F75M/s7cR/58bZpS+nvzou0bKY+z9gXyd/9i8p/iN8iv5zbgSHIyULXn0JTSAnJbr5+Sa8MX9iKWz5MvwbqNvC8XALPJte/vTinVbes4kGLppfJ2UjfXLFXbqeSTTeeQk4NnyX/kXyHvl1+Tv8ubp5TurbEO9UBK6Qxybfj3ySeCXiQnV/PJV2z8HNiFfByqtvxhwK7k2vXy35RjyCcXXq62XIOxnU/+nv9PEdcb5O/7RcD2Rexd+Sz5KoC/kT9Pqc72erUvuuHssvt93QkLdBwLbk0p3dOE9asPREo1P4uSWiAihpL/0L+NfCniYS0OSSIiPgz8nnySY3zK3XBL/SYiLiRfhvq7lNK/tjoeaSCLiIOAM8knM9ZMKT3Xx+t/hHxp/n4ppV/05brVd6zRkwaeD9HRaUIzzsJJPfFH8tnn0bRHz4pajhSdLu1Evjz6iBaHIy0PSsMzXdOEJG8XcpI3h86d5GkAMdGTBp5SDd5fU0p3tzQSqZDy5R+lS3i/0cW4lVJfeze5E5lzvUxMqi8itiE3aYHcg3df+1YxPSrZ2+aAVrebYUnNV5ypHkoeJ+jzwIeLWT9oWVBSFSmlmRFxNbn9yD50HspCaoqU0l3kNrCSqiiafQwFNqHjt/ke8iX3fbmdj5J75P4ruV2rBjDb6EktFhE70TGgeMm1KaUPtSIeSZK0fImIvwDvLXtqCbBjSmlmi0LSAOClm9LAsZQ8TMTJ5CEWJEmSumM+uXfqD5vkabmp0Rs7dmyaPHlyq8OQJEmSpJa44447nk8pjWuk7HLTRm/y5MnMmjWr1WFIkiRJUktExGONlvXSTUmSJElqMyZ6kiRJktRmTPQkSZIkqc2Y6EmSJElSmzHRkyRJkqQ2Y6InSZIkSW3GRE+SJEmS2oyJniRJkiS1GRM9SZIkSWozw1odgCRJkqSBY+HChcydO5f58+ezZMmSVofTloYOHcrKK6/MaqutxoorrtiUbZjoSZIkSQJykvf4448zZswYJk+ezPDhw4mIVofVVlJKLFq0iHnz5vH4448zadKkpiR7JnpSu7vQH+c+t2dqdQSSJDXF3LlzGTNmDGPHjm11KG0rIlhhhRXe3Mdz585lwoQJfb4d2+hJkiRJAmD+/PmsssoqrQ5j0FhllVWYP39+U9ZtoidJkiQJgCVLljB8+PBWhzFoDB8+vGntIE30JEmSJL3JNnn9p5n72kRPkiRJktqMiZ4kSZIktRkTPUmSJElqMw6vIEmSJKlhcczy1YYvfbtvh0U69dRTufHGG7nnnnt47rnnmDdvHqNHj2azzTZj2rRp7LXXXgOinaOJniRJkiQ16MQTT+S5555jk002YbvttmPUqFE89thj/PnPf2bGjBlceumlXH755QwZ0tqLJ030JEmSJKlBF110EZtvvjmjRo1a5vl7772XHXfckSuvvJJzzz2Xfffdt0URZrbRkyRJkqQGve997+uU5AFsvPHGHHrooQBce+21/R1WJyZ6kiRJktQHhg3LF0yOGDGixZGY6EmSJElSr82ZM4ef/OQnAOyyyy4tjsY2epIkSZLUbb/4xS+YOXMmixYt4sknn+Tmm29m6dKlHHXUUey2226tDs9ET5IkSZK666abbuLcc8998/GwYcM47rjj+MpXvtLCqDp46aYkSZIkddNZZ51FSokFCxZw77338qUvfYnvfOc7bLPNNjz99NOtDq/xRC8iNoiIwyLi/Ii4PyKWRkSKiD0aWHbPiLgxIl6OiFciYlZEHBoRJpqSJEmSllsjR45ko4024qSTTuL444/n7rvvZvr06a0Oq1s1egcD/wXsBWwANDTce0ScDlwATAFuBK4F3gGcBlwaEUO7E7AkSZIkDUSlsfOuvvpqFi1a1NJYupPo/S9wEvApYD1gZlcLRMTuwCHAs8C7UkofTSntBqwP/APYDWh9uitJkiRJvTR69GiGDRvG4sWLmTt3bktjabgzlpTSWeWPIxqq0DuqmB6RUppdtq7/i4iDgeuBIyPi1JTS0kZjkSRJkqSB5oYbbmDx4sWMHj2asWPHtjSWprWRi4iJwJbAG8AllfNTSjOBp4DxwDbNikOSJEmS+sKNN97IBRdcwMKFCzvNu+mmm9h///0B2H///Rk6tLUt1Jo5vMLmxfTelNJrNcrcDqxZlL25ibFIkiRJUq88/PDD7LvvvkyfPp0tttiC8ePHM3/+fB5++GHuu+8+AD7ykY9w3HHHtTjS5iZ66xTTx+qUebyirCRJkiQNSFOnTuXoo4/mxhtv5MEHH+Tmm28mpcT48eMZTFpNAAAbtklEQVTZfffd2Xvvvdl1111bHSbQ3ERvpWL6ap0yrxTTlavNjIgDgQMBJk2a1HeRSZIkSeqR9O3U6hBaZp111uHYY49tdRgNaeY4dqXeWnr8SUgp/SylNCWlNGXcuHF9FJYkSZIktbdmJnrzi+lKdcqU5s2vU0aSJEmS1A3NTPQeLaZr1ymzVkVZSZIkSVIvNTPRu6uYbhwRI2uU2aqirCRJkiSpl5qW6KWUngDuBFYAPlk5PyKmAhOBZ4FbmhWHJEmSJA02zazRAzi+mJ4YEeuVnoyINYAziocnpJSWNjkOSZIkSRo0Gh5eISK2oCM5A9iomH4/Ir5WejKltE3Z/Usj4kzgYOCeiPgTsAjYEVgF+A1wWs/DlyRJkiRV6s44eqsA76ny/Pr1FkopHRIRfwEOBaYCQ4H7gZ8DZ1qbJ0mSJEl9q+FEL6V0PR1j43VLSulC4MKeLCtJkiRJ6p5mt9GTJEmSJPUzEz1JkiRJajMmepIkSZLUZkz0JEmSJKnNmOhJkiRJUpvpzvAKkiRJkga566/vUUf8LbPDDqnP1rVo0SJuuOEGfvvb33LTTTfx2GOP8cILLzBu3Di23XZbpk+fzg477NBn2+sNEz1JkiRJasDMmTPZeeedARg/fjxbbrklo0aN4r777uOyyy7jsssu4+ijj+bYY49tcaReuilJkiRJDRkyZAi77747N9xwA8888wzXXHMNF198Mffccw8XXXQRQ4cO5bjjjuO6665rdagmepIkSZLUiA9+8INceumlbL/99p3mfepTn2LatGkAnH/++f0cWWcmepIkSZLUBzbffHMAnnzyyRZHYqInSZIkSX1i9uzZAEyYMKHFkZjoSZIkSVKvPfvss5xzzjkA7L777q0NBhM9SZIkSeqVxYsXs/fee/Pyyy+z4447sssuu7Q6JBM9SZIkSeqNgw46iBkzZrDWWmsNiI5YwHH0JEmS1N8uXL4G3F4u7Nl3g4Krew477DDOPvtsxo8fz4wZMxg/fnyrQwKs0ZMkSZKkHvnqV7/Kj3/8Y8aNG8eMGTNYf/31Wx3Sm0z0JEmSJKmbvv71r3PyySez+uqrc+2117LRRhu1OqRlmOhJkiRJUjcceeSRnHTSSYwZM4Zrr72WzTbbrNUhdWKiJ0mSJEkNOvrooznxxBMZPXo011577ZuDpA80dsYiSZIkSQ246qqr+O53vwvAeuutx6mnnlq13IYbbsiRRx7Zn6F1YqInSZIkSQ2YO3fum/dnzZrFrFmzqpabOnWqiZ4kSZKk5ccOOwzeoRymTZvGtGnTWh1GQ2yjJ0mSJEltxkRPkiRJktqMiZ4kSZIktRkTPUmSJElqMyZ6kiRJktRmTPQkSZIkqc2Y6EmSJElSmzHRkyRJkqQ20y+JXkRMjIhTI+KBiHgtIl6PiNkR8ZOIWLc/YpAkSZKkwaLpiV5EbA7cA0wH3gL8Afg9MBL4PHB3RGzX7DgkSZIkabDojxq904HRwH8D66aUdk0p7QqsA/wcWAk4sx/ikCRJkqRBoamJXkSMALYtHn4rpbSoNK+4f3Tx8F0R8ZZmxiJJkiRJg0Wza/SWAIuL+1FlfiqmrwKvNTkWSZIkSRoUmproFbV2M4qHx0TE8NK84v53i4dnp5RS5fKSJEmSpO4b1g/bOITc+crngH+JiFnF81sBY4BTgMP7IQ5JkiRJvXVhtQv1BrA9+7Y+6YEHHuD3v/89t99+O7NmzeLBBx8kpcQll1zCHnvs0afb6o2mJ3oppUeKXjXPA/4FmFg2exZwQ3nbPUmSJEkaqM4880xOOeWUVofRpaYnekWSdzkwD/g4cBO5vd57gR8Bl0XEt1NKx1ZZ9kDgQIBJkyY1O1RJkqSqrr9+OavBGOB2aHUAUi9ssskmHH744UyZMoUtt9yS/fffn5kzZ7Y6rE6amuhFxGjgN8AoYLuU0iNls6+MiHuBvwNHR8SvUkqzy5dPKf0M+BnAlClTbMMnSZIkqaUOOOCAVofQkGb3uvkRYBxwa0WSB0BK6SHgNnLCuUOTY5EkSZKkQaHZiV7pesuX65R5qZiu1uRYJEmSJGlQaHai93Qx3bJ8aIWS4rkti4dzmhyLJEmSJA0KzU70fgcsINfs/WdErFiaUdz/MbAW8CLwhybHIkmSJEmDQlM7Y0kpPRcRhwBnA4cCu0XEHeReN7cEJgALgf1SSvUu75QkSZIkNajZNXqklM4FtgZ+CbwBfAjYGXiNnABukVL6TbPjkCRJkqTBounj6AGklO4EPtsf25IkSZKkwa7pNXqSJEmSpP5loidJkiRJbcZET5IkSZLaTL+00ZMkSZKkdnDnnXdyyCGHvPn4vvvuA+Ab3/gGP/zhD998/tZbb+332MqZ6EmSJElSg+bNm8dtt93W6fnZs2e3IJraTPQkSZIkNW7P1OoIWmqHHXYgpYG/D2yjJ0mSJEltxkRPkiRJktqMiZ4kSZIktRkTPUmSJElqMyZ6kiRJktRmTPQkSZIkqc2Y6EmSJElSmzHRkyRJkqQ244DpvRTHRKtDaDvp2wN/AEpJkiRpILNGT5IkSZLajImeJEmSJLUZEz1JkiRJajMmepIkSZLUZkz0JEmSJKnNmOhJkiRJalzE8nVrkgsvvJDtt9+eVVddlZVWWokpU6Zw+umns3Tp0qZtsztM9CRJkiSpGw499FD22msvZs2axfbbb8/OO+/Mgw8+yPTp09ljjz1YsmRJq0M00ZMkSZKkRl122WWcccYZjB8/nr///e9cc801XHHFFcyePZt3vvOdXHHFFZx22mmtDtNET5IkSZIadfzxxwNw4oknsv7667/5/Fvf+lbOPPNMAE444YSWX8JpoidJkiRJDXjyySe54447WGGFFfjkJz/Zaf7UqVNZc801efbZZ7n11ltbEGEHEz1JkiRJasBdd90FwMYbb8zIkSOrltlqq62WKdsqJnqSJEmS1IA5c+YAsPbaa9csM2nSpGXKtoqJniRJkiQ14JVXXgFg1KhRNcustNJKAMyfP79fYqrFRE+SJEmSGpBSAiCaOD5fXzHRkyRJkqQGrLzyykBHzV41pXmlsq3Sb4leRIyMiK9HxO0R8VJELIiIORFxSUS8t7/ikCRJkqSemDx5MgCPPfZYzTJPPPHEMmVbZVh/bCQi1gH+CKwHPAfMBBYCk4GPA3cDN/VHLJIkSZLUE5tvvjkA9957L6+99lrVnjdvv/32Zcq2StNr9CJiFHAtOck7DpiYUvp4SunfUkpbAxOAXzc7DkmSJEnqjbXWWostttiCN954g0suuaTT/JkzZ/Lkk08yfvx4tt122xZE2KE/Lt38JvB24LyU0rdSSovKZ6aUXkgpPdgPcUiSJElSrxx11FEAHHHEETz00ENvPv/cc89xyCGHAHDkkUcyZEhru0Np6qWbEbEC8Lni4QnN3JYkSZIkNdsee+zBwQcfzJlnnsmmm27KTjvtxPDhw5kxYwbz5s1j1113Zfr06a0Os+lt9LYEVgeeSCn9IyK2Az5aPPcs8PuU0i1NjkGSJEmS+swZZ5zB+973Pk4//XRmzpzJkiVL2HDDDdlvv/04+OCDW16bB81P9DYtprMj4hxgn4r534qIy4DPpJRea3IskiRJknqrGEtusNtzzz3Zc889Wx1GTc1ONVcrpu8HPgv8kNwpyxhyb5tPAbsDpzc5DkmSJEkaNJpdo1dKJIcBZ6WUDi+bd1VEPA38FdgnIr6bUnqkfOGIOBA4EGDSpElNDlWSGhTR6gjaj2eHJUnqU82u0Ztfdv+/K2emlGYBdxRx7FBl/s9SSlNSSlPGjRvXtCAlSZIkqZ00O9F7tOz+nBplSs+Pb24okiRJkjQ4NDvRu7Ps/uo1yowtpq80ORZJkiRJGhSamuillJ4Cbise7lg5PyLGAFsUD2c1MxZJkiRJGiz6Y4CH7xXTb0XEu0tPRsQI4ExgVXI7PcfTkyRJkqQ+0OxeN0kpXR0RPwS+BtwWEbcBLwBbA28jD7Hw7ynZ5ZokSZLUaiklwh6m+0UzU6B+GbK9GFbhE8BN5EHU/xVYAJwMbJ5Smt0fcUiSJEmqbciQISxdurTVYQwaS5cuZciQ5qRkTa/RK0kpXQFc0V/bkyRJktQ9I0aMYMGCBay88sqtDmVQWLBgASNHjmzKuvulRk+SJEnSwLfSSivx0ksvNfWSQmUpJV566SVGjRrVlPWb6EmSJEkCYMyYMSxevJhnnnmGhQsXmvA1QUqJhQsX8swzz7B48WLGjBnTlO3026WbkiRJkga2IUOGsNZaazF37lwef/xxFi9e3OqQ2tKwYcNYddVVWWONNZb/NnqSJEmSBr5hw4axxhprsMYaa7Q6FPWCl25KkiRJUpsx0ZMkSZKkNmOiJ0mSJEltxkRPkiRJktqMiZ4kSZIktRkTPUmSJElqMyZ6kiRJktRmTPQkSZIkqc2Y6EmSJElSmzHRkyRJkqQ2M6zVAUiSpL4Vx0SrQ2g7101tdQRSF8LvfZ9KqdUR9Jo1epIkSZLUZkz0JEmSJKnNmOhJkiRJUpsx0ZMkSZKkNmOiJ0mSJEltxkRPkiRJktqMiZ4kSZIktRkTPUmSJElqMyZ6kiRJktRmTPQkSZIkqc2Y6EmSJElSmzHRkyRJkqQ2Y6InSZIkSW3GRE+SJEmS2oyJniRJkiS1mX5P9CLi+xGRitvX+nv7kiRJktTu+jXRi4itgK8DqT+3K0mSJEmDSb8lehGxInAO8H/Alf21XUmSJEkabPqzRu9YYCPgIODlftyuJEmSJA0q/ZLoRcR7gK8CF6aUru6PbUqSJEnSYNX0RC8iRgDnAnOBw5q9PUmSJEka7Ib1wza+B2wAfDql9Hw/bE+SJEmSBrWm1uhFxHbAl4DfpJQubua2JEmSJElZ02r0ImIk8AtgHnBID9dxIHAgwKRJk/ouOA1o118frQ6hrezQ6gAkSZLU75pZo/d94B3AV1JKz/RkBSmln6WUpqSUpowbN65vo5MkSZKkNtXMNnq7AUuBfSJin4p5GxbTgyPio8BDKaUDmhiLJEmSJA0aze6MZQgwtc78dYvb6CbHIUmSJEmDRtMu3UwpTU4pRbUbebgFgMOL597drDgkSZIkabDplwHTJUmSJEn9x0RPkiRJktqMiZ4kSZIktZlmd8ZSVUppGjCtFduWJEmSpHZnjZ4kSZIktRkTPUmSJElqMyZ6kiRJktRmTPQkSZIkqc2Y6EmSJElSmzHRkyRJkqQ2Y6InSZIkSW3GRE+SJEmS2oyJniRJkiS1GRM9SZIkSWozJnqSJEmS1GZM9CRJkiSpzZjoSZIkSVKbMdGTJEmSpDZjoidJkiRJbcZET5IkSZLajImeJEmSJLUZEz1JkiRJajMmepIkSZLUZkz0JEmSJKnNmOhJkiRJUpsx0ZMkSZKkNmOiJ0mSJEltxkRPkiRJktqMiZ4kSZIktRkTPUmSJElqMyZ6kiRJktRmTPQkSZIkqc2Y6EmSJElSmzHRkyRJkqQ209RELyKGR8SOEfGjiLg1Ip6JiDci4qmIuDQidmjm9iVJkiRpMBrW5PVPBa4t7j8L3AG8CmwE7A7sHhHHpZS+1eQ4JEmSJGnQaPalm0uBy4D3p5QmpJQ+mlL6VEppU+DTwBLg6Ij4QJPjkCRJkqRBo6mJXkrpzymlPVJKN1aZdzFwTvFw72bGIUmSJEmDSas7Y7mrmE5saRSSJEmS1EZaneitX0yfaWkUkiRJktRGWpboRcR4YFrx8LJWxSFJkiRJ7aYliV5EDAPOB1YFZqSUrm5FHJIkSZLUjlpVo/cTYEfgCep0xBIRB0bErIiY9c9//rPfgpMkSZKk5Vm/J3oRcQqwP3lcvR1TSs/WKptS+llKaUpKacq4ceP6LUZJkiRJWp71a6IXET8Cvgj8k5zkze7P7UuSJEnSYNBviV5E/AD4CvACsHNK6b7+2rYkSZIkDSb9kuhFxAnA4cCL5CTv7v7YriRJkiQNRk1P9CLiOOAI4CVykndXF4tIkiRJknphWDNXHhEfA75ZPHwI+EJEVCt6f0rphGbGIkmSJEmDRVMTPWC1svtTils1MwETPUmSJEnqA01N9FJK5wDnNHMbkiRJkqRltWrAdEmSJElSk5joSZIkSVKbMdGTJEmSpDZjoidJkiRJbcZET5IkSZLajImeJEmSJLUZEz1JkiRJajMmepIkSZLUZkz0JEmSJKnNmOhJkiRJUpsx0ZMkSZKkNmOiJ0mSJEltxkRPkiRJktqMiZ4kSZIktRkTPUmSJElqMyZ6kiRJktRmTPQkSZIkqc2Y6EmSJElSmzHRkyRJkqQ2Y6InSZIkSW3GRE+SJEmS2oyJniRJkiS1GRM9SZIkSWozJnqSJEmS1GZM9CRJkiSpzZjoSZIkSVKbMdGTJEmSpDZjoidJkiRJbcZET5IkSZLajImeJEmSJLWZfkv0ImLPiLgxIl6OiFciYlZEHBoRJpuSJEmS1If6JcmKiNOBC4ApwI3AtcA7gNOASyNiaH/EIUmSJEmDQdMTvYjYHTgEeBZ4V0rpoyml3YD1gX8AuwHTmx2HJEmSJA0W/VGjd1QxPSKlNLv0ZErp/4CDi4dHegmnJEmSJPWNpiZXETER2BJ4A7ikcn5KaSbwFDAe2KaZsUiSJEnSYNHsWrTNi+m9KaXXapS5vaKsJEmSJKkXmp3orVNMH6tT5vGKspIkSZKkXmh2ordSMX21TplXiunKTY5FkiRJkgaFYU1efxTT1KOFIw4EDiwevhIRD/RJVBrQPtDqANrPWOD5Vgch1RXRdRmphTw29TmPTRrYBu5xae1GCzY70ZtfTFeqU6Y0b37ljJTSz4Cf9XVQ0mASEbNSSlNaHYckSSUem6Tma/alm48W03qZ51oVZSVJkiRJvdDsRO+uYrpxRIysUWarirKSJEmSpF5oaqKXUnoCuBNYAfhk5fyImApMBJ4FbmlmLNIg5uXPkqSBxmOT1GSRUo/6SWl8AxF7kAdLfxbYPqX0UPH8GsB1wEbAl1JKpzQ1EEmSJEkaJJqe6AFExBnAwcDrwJ+ARcCOwCrAb4A9UkpLmh6IJEmSJA0CzW6jB0BK6RBgL/JlnFOBDwMPAdOB3U3ypIEnIlJEdDoTFBGPFvMm939UkqSBLiKuL44TO7Q6Fmkwa/bwCm9KKV0IXNhf25MkSZKkwarfEj1JkiQNCp8F3gI83upApMHMRE+SJEl9JqVkgicNAP3SRk8abMrbt0XEpyLiloh4JSLmR8SMiHhfnWXXjogzIuKRiFgYES9GxHURsWedZSIiPlO0i3gxIl6PiIcj4vSIWKvOcptGxBURMTciXo2IOyPigF687oiIT0fEHyPi+SL+xyPiv23TJ0nLv4rj2/4RcVtEzCueH108X7eNXkR8OCIuj4inI+KNiHg2Im6KiCOqjbscEe+JiIsi4smi/D8j4qp6x1JJJnpSU0XEseS2qW8A/wM8CXwQmBER21Yp/x7gb+ReagGuAGYB7wUuiIjzIiIqlgngfOA8YDvgdnJvtgEcAvwtIraqsq2pwG3ArsBzwFXAPOCnEXFyD17rcOBS4FfA+4D7inW+ChwA3BkRU7q7XknSwBMRp5LHwlsIXAPcAdTtyr04GXgm8HtgN+Ap4DLgbmAt4ATgrRXLfJU81vK/kYfqupLcod9HgJkR8bm+e1VSe+mX4RWkwaast8q5wIdSSncUzw8BfgJ8DvhTSmnnsmVGAA+SD3b/BXyt1CNtRGwCzADWAA5KKf20bLlDgNOB/wN2TCndWzw/FPhP4AvAY8AGKaWFxbyRwGxgTeB44D9S8WNQJIC/JbevIKVUmVg+CqwNrJNSerTs+ROAI4AbgL1SSk+WzZsOnAo8DGyYUlrcrR0qSRoQyo5vL5OPb3+tUuZ6ci/rH0gpXV/2/JeBk8nHq11TSreWzQtgB+DOlNLLxXP/D/gd8DTwiZTSbWXl30s+Vo0ENkkpPdh3r1JqD9boSc317VKSB5BSWgp8s3i4fVELVvJJcpL3GPD18mFHUkr/C3ynePi1im18tZgeXUryimWWFGWfICdme5Qtswc5yXu4WC6VLTeTnIw2LCJWA74IvAJ8sjzJK9Z5GrlG8+3Av3Rn3ZKkAekH1ZK8WiJiGPCN4uG08iQPIGXXlZK8wjHF9IDyJK8ofxNwHDAc+Hy3o5cGARM9qbmuqXwipfQc8CKwIrB62aypxfSClNKiKuv6BfmymPUiYk2AiJgIrAssBX5ZZVtvABcUD3eosq2Laoxj2WldXfgA+azqzOL1VTOzmHa6ZFWStNy5vJvlpwBjgSdTSr/vqnBEjAW2Ijcp+GONYh5XpDrsdVNqrlo9j80DxgAjyp5bs5jOqbZASun1iHi6KLcmuW1DaZlnUkqv19jWwxXrB5hYb1vAozWer2XdYvqRaoOsVxjXzXVLkgaex7pZfu1i+kCD5dchtzVfBVhc0Ty9kscVqQoTPamJiks1G1U6itVLlCqPdD1ZphHdbbw7tJg+ANxaryC5AxhJ0nIspfRakzdROq68TO5grJ7nmxyLtFwy0ZMGjlK7tnWrzSw6a5lQPHyqYpm3RcSKpc5WKqxTsUz5/ck1YlmnxvO1PFFM70kpTevmspKk9leqAdygwfKl48oijytSz9hGTxo4Sm0N/r1otF5pH3Lt3EMppacAik5PHiF/l/euXKDo7KU0/t71Vbb16aJ3zkp7dTP2PwGLgJ1K4yhJklTmDnLN28SI+HBXhYvj3D3A2Frj8Umqz0RPGjguIZ/BXAc4vhiKAYCI2IiO3sd+WLFcacy74yJiw7JlhgI/ILeLeIw8xl3JpcAzwHrAd8rH5isGoD2Ybkgp/R95iIfRwFXlcZStd0xEHBARb+20AklSWys6GTu+ePiLiNi6fH4xxt4OEbFq2dNHF9PzI+JDleuMiBUi4mPVxqWV5Dh6UlOUOiSpHIOubP6jVB+LbhvymEGjyZ2o3A6sRu4xcwVyb5j7lA+HUCRpFwD/Th6Y/Tpyr55bky8DfRH4cErp9ooYPkge8mAEcD9wF/nS0PcDpwBfrvYa6sQ+nDxw+78BS8gDv88p1r8W8M7iNbwzpXR/zZ0nSRqwujq+FWWup/o4ekEeZP0AclvwWeTBz1cDNiIfKyqPLV8hn7QcSh5r9gHysW4t8mWgqwIHp5S6NSyQNBiY6ElN0NNEr5i3NnAk8P+AtwGvAXeTD44Xpipf2uLguTd5IPZ3kYc6eJqcNB6fUnqicpliuc2AY8nJ3Yrkg+hPUko/qfUa6sVezP8YsB850RwLzCfXHt4OXAn8T43hIyRJA1xvEr2y+R8FDiIfJ0YDc4HZwFXAqZW9SBfHqi+QT3quCSwmH1f+AVwNXJ5Smtu7Vya1HxM9SZIkSWozttGTJEmSpDZjoidJkiRJbcZET5IkSZLajImeJEmSJLUZEz1JkiRJajMmepIkSZLUZkz0JEmSJKnNmOhJkiRJUpsx0ZMkSZKkNmOiJ0mSJElt5v8DMKqLci/UVR8AAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for q in range_questions:\n", " answer = get_range_group_answer(q)\n", " \n", " x = np.arange(len(answer[0])) \n", "\n", " width = 0.2 # the width of the bars\n", "\n", " plt.rcParams['figure.figsize'] = (15,5)\n", " plt.rcParams.update({'font.size': 22})\n", " plt.bar(x = x-1.5*width, height=answer[1][3], width=width, label=\"3\", color='g')\n", " plt.bar(x = x-width/2, height=answer[1][2], width=width, label=\"2\", color='y')\n", " plt.bar(x = x+width/2, height=answer[1][1], width=width, label=\"1\", color='orange')\n", " plt.bar(x = x+1.5*width, height=answer[1][0], width=width, label=\"0\", color='r')\n", " plt.xticks(x, labels=answer[0], rotation=0)\n", " plt.title(q)\n", " plt.legend()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "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": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 4 }