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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 301, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"train_x, train_y = data()\n", | |
"model = get_model()\n", | |
"model.load_weights('path/to/weight')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 304, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def get_data(idx):\n", | |
" return [np.expand_dims(train_x[0][idx], axis=0), np.expand_dims(train_x[1].iloc[idx].values, axis=0)]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 305, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def make_gradcam_heatmap(inp, model, index):\n", | |
" \n", | |
" grad_model = tf.keras.models.Model(\n", | |
" [model.inputs], [model.layers[index].output, model.output]\n", | |
" )\n", | |
"\n", | |
" with tf.GradientTape() as tape:\n", | |
" last_conv_layer_output, preds = grad_model(inp)\n", | |
" \n", | |
" grads = tape.gradient(preds, last_conv_layer_output)\n", | |
"\n", | |
" \n", | |
" pooled_grads = tf.reduce_mean(grads, axis=(0, 1, 2))\n", | |
"\n", | |
"\n", | |
" last_conv_layer_output = last_conv_layer_output[0]\n", | |
" heatmap = last_conv_layer_output * pooled_grads[..., tf.newaxis]\n", | |
" heatmap = tf.squeeze(heatmap)\n", | |
"\n", | |
" # For visualization purpose, we will also normalize the heatmap between 0 & 1\n", | |
" heatmap = tf.maximum(heatmap, 0) / tf.math.reduce_max(heatmap)\n", | |
" \n", | |
" return heatmap.numpy().sum(axis=-1).reshape(1, -1)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 306, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def grad_cam(idx):\n", | |
" _d = {0:\"male\", 1:\"female\"}\n", | |
" pred = model.predict(get_data(idx))\n", | |
" label = train_y[idx]\n", | |
" print('pred:', pred, 'label:', label, '(label_type:', train.iloc[idx]['label_type'], ')')\n", | |
" print('sex:', _d[train_x[1].iloc[idx]['sex']])\n", | |
" print('age:', train_x[1].iloc[idx]['age'])\n", | |
" lead_list = ['I', 'II', 'III', 'aVR', 'aVL', 'aVF', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6']\n", | |
" data = get_data(idx)\n", | |
" heatmap = make_gradcam_heatmap(get_data(idx), model, -7)\n", | |
" \n", | |
" for i in range(12):\n", | |
" fig = plt.figure()\n", | |
" ax = fig.add_subplot(1, 1, 1)\n", | |
" ax.set_ylim([-1.5, 1.5])\n", | |
" ax.set_xlim([0, 800])\n", | |
" ax.set_title(lead_list[i])\n", | |
" ax.plot(get_data(10)[0][0][:, i], color='b')\n", | |
" xlim = ax.get_xlim()\n", | |
" ylim = ax.get_ylim()\n", | |
" ax.imshow(heatmap, extent=[*xlim, *ylim], cmap='Reds', alpha=0.8, aspect=100)\n", | |
" plt.grid(False)\n", | |
" plt.show()\n", | |
" " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 307, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# def grad_cam(idx):\n", | |
"# if train_y[idx] == 1:\n", | |
"# print('MI')\n", | |
"# else:\n", | |
"# print('not MI')\n", | |
"# lead_list = ['I', 'II', 'III', 'aVR', 'aVL', 'aVF', 'V1', 'V2', 'V3', 'V4', 'V5', 'V6']\n", | |
"# data = get_data(idx)\n", | |
"# heatmap = make_gradcam_heatmap(get_data(10), model, -7)\n", | |
"# fig, axs = plt.subplots(3, 4, figsize=(15, 40))\n", | |
"# for i in range(12):\n", | |
"# ax = axs[i // 4, i % 4]\n", | |
"# ax.set_ylim([-1.5, 1.5])\n", | |
"# ax.set_title(lead_list[i])\n", | |
"# ax.axis('off')\n", | |
"# ax.plot(get_data(10)[0][0][:, i], color='b')\n", | |
"# xlim = ax.get_xlim()\n", | |
"# ylim = ax.get_ylim()\n", | |
"# ax.imshow(heatmap, extent=[*xlim, *ylim], alpha=0.7, aspect=100)\n", | |
"# ax.grid(False)\n", | |
" \n", | |
"# plt.subplots_adjust(bottom=0.1, top=0.25)\n", | |
"# plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 308, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"pred: [[0.0227491]] label: 0 (label_type: auto )\n", | |
"sex: female\n", | |
"age: 57\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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7j30wAg/sLObLr8J//+XYoGt5rwvIe04afGZ1hCf/epLwELhyKDp8D2ekzfD9wf4b/XAbvNmaRdiAV/Z3s+340GkJKZ08W9zw+9f1er1OR0SnyKNYub2NzkBkSDT5Y4fNtUcGVBG91uihyBFmZrnBS7uH5gYZNDRyY3E605TOSV+Eb67r5sHlx1m7c/ANBMynG9ya2V5nGprvPxFha4ub8/Mi1LRG2LinZdD1hJROrmZWx2eqqldX2wGoylO8tKON8CCPmOJFQq49SvcZjl1zMshfa+HW8RGmVNjZcnDwC4ZQFLJsZlsFgv3reaNeo7HbTlUerHunnYaW7kHVEvdVt24MaErn1zsMmvywelcHf3qrcXC1GIqI0rBriojBoOdBb87J8FeuXMmCBQu47rrreOaZZ97Tvt1nqKT/clTDqRv8/KpOclwam+uH5u6nlCKsdHLtZkcN9HMjUkqxplrnvOwwn5uhCEcV++s6h0RX/D6Sb48Siqp+h7at/ijbW13MLezkqpEGXSHF/mP+QdcUNDRy9IFVsG8c9GMoGJFv5ycv1XCgwTfoeiKGhjs24jjTlM6G6hAOTfH/3uenNMfGpr1DY/g5uplH3f0UDlFD8WqdjcsKA9xxoUEwoni3dnDzKBiLR64jesYK//W9HegaLKqKMnWEg9rmIG2+0ODqiSjy7Wbu+M9QVK2t0RnlCfPly83XWw+0DqqWeOq6bOqMTwzVtwTZ36K4e4rOxAo3G/cOrpZ44ZTviN0Mz+CL58pZG35jYyOPPfYYzz77LCtWrOD3v/89Bw8eHPD+gWDflXEwbLC+XuPyAj+5TsVFFQ52NQ3dfJ6ip3Ltr8LfVeun3qdxQ4WfqnzQNTh4bPCNDCAQm0bNtUcxVP9Dz1f3+zHQmFfYwZQShU2HbYcH/0YUjGrkDKDCD0cN/nrAz9gCnWWLK3A6dNbtGPwqP2KAUzPQUf0afnNniLUHQ0wvCOKxwxVjXeys7sA3yKOzkNFj+P3dEHfW+OgIacwt9jO5CJw2bdBNLZQYIRr9jjaihuL1ve1ML4U8F0ypcACw++jgVvkhg4Thd/dTVB09EeBAm8615X5KvFCe5+DdmsHVkjB8XZ3xIYc1O1rRgavGaFxa5aW6KUBT++BNU4ZiN+O44Z/pZniunLXhb9y4kcsvv5z8/Hy8Xi/z589nzZo1A96/vwt780A7/ojG1cWmmU6pcNAcgIbWcwv0ruoOVm0+nvLFVvFHHnumdE6fAYZSvLjlJLlOxRUl3XjsUFXsYsfh9nPSBFDd6Oflt5tSbmiBRIc149TXPL5SirV7u5iUG6TCHSbLAReNcLF+X/t7ntZp7wrx2o5G/vRmPX/Z3nTKh6tSpnT66SlPvXKUmpYIN11gx+PUmTY2h+1Hzj5Oe+s6+e1f6075QrKwAXbNINsJHf6+zXv11kZCUfjwODOfZlW5iRqKzfsHt8oPKW1AUzrr97bjtSsuzg/gssPFY7NY/27zoH6YLZgypdN3Hmzd30JrV5Rrx5qvqwpteF062w6e3Q1o875m/uO5/TR3po4QQlFTi0b/ff8vu1qw64o5JQEAJo/ysqe286y+jC4UMfjVuhpe25VabMQNv9AZpb2fvGlq6+blnS3Mq9Io9JiGD7D1wLn3+TjxwiAv1s/7Gxn6Dds5n89+tjs2NTVRUlKSeF1aWsrOnTsHvL+/j3m8huYAyzefoNyrmJzTDXiYPsKJThertp7gnoX5ff6paKUUTe1mopXmO+kOG1Qf93OwwcfOox387ZDZUOGIwfsvrzB/jsW39xy+oRSHj3exv6GLhtYQjW1BdtX6+eSUKM7YbXLm+CyefbOFmhN+xhR7Bnztyby5r4XvvWiOjLLcNmZfWAj0LNrmxe784YgBrlMbfOeRdo53RLnt/EBi2/xJ2Sx7uZkVm+pZPLMssf+x1iCGgoKAQQ7gCynqajupPtnM2wdbePtgS8rH8KuPd/Hx68ckXncbGtlnqPC7Q1Fe332Sy6s8/NM4M1AXj8tl84F2dla3M7Uq75R9GtuCVDd2ceGoXPKyelKypTPEn7edYPmb5sJdOBxl6dU9etpD5g3I5YaTnaefgjCUYuOeFqZV2Clzm7EcX2ynJM/J2u0nmDulBNt7+ENex1u7+fnLR2n1hZgzuZhbY/FVSqVM6fRl+F3dEd462MGs8iiOWB5dMymXtw752HawjZkXFA1cTD8kChmHQSiiiBqK3tmzZX8LP1tzmPI8B+8rD0MEbLrG1RcVsmrbScIRg3lTi6kocBGKKlo6QrR1hdF1jSmVuRTlOhPHCgSj/N+WWn79lyMAPKkpvrx4fJIecNoMPPa+p0331nawblcrM8sVuQ5T/6RRWax9p52DDV2cPzJnQNceNRRbD7XxwoZ6Dh33owGXTsgnK9Z/4qky1htib6OLcMTAYT+19n3+jVo0TeO2SeZ+I/KdjCxy88qOk1w5uZhcz6n90ReI4AtGKMl1YdM1ukNRth5u5e1D7eyqbifXa+dbd16I123mee8pnb7WNg/mjOZnDZP52YAi0Ddnbfinm17RtIH3nOYOM+rHWrrZW+fj8PEu3q3ppLrJj13X+LcZRsLYS3NsLJgAq3Y0k5Pt5s6rRqToOFDvY+2uk7y1rzWxiJrtseEL9ARvRKGbmy4to665m9+/Uc+l5+UzqiwnUTkX2MM4dNi4p4X177Zw6HhX4ndelw1d11hyWRHXlhyH2A3+usl5LH+7nR8uP8iiy8oZUeimOM+FvztCdZOftw+14+uOUJbvQtdhdLGHMcVeTnQEiRiKbQfa2LCnhfHlXhpauln+5jEuPS8fp61n0bbUaRrIiY4geVkOlFIcafSz+2gH2w62sbeuk6IsGzOLAhBb27psrJtZE3J5Zt1Rdh1uxTAU+xt8KaMEhzaZ8B4FvAtAYY6TW64YzeyLSinNdfDs2sO89LcmJozI4orJRdiUImToZOtmTINhg0jUwKZpiXZqauvmt6/X0x0yWHBRNmCuI/zTRUUsf6uJ//zjQW68pIwLRmYzttTL67ubeeOdZqqbzPdpwIgiNx6njYIsB3vqOvF1m+fL8dhZsbkRQ8GHr60EoD2oUamHCLsVJzpCRA1Fc3uQcMQgEDLYfqSD9XtaaGoLcudF3pQ8vX56Kc+8Xse3nt1DZamXwmwHxbkuygvdNHcEOdrkRyk4b0QWeVkO6psDhMIGz62vxx+Mkut18JtXa5lelcPY8mwiUfOT0dlaGB3o6k7tuF3dEV7ZfoKXtjbSHTK4oTKa+CTb9MosCrId/Pz/jrLzSAehiMHx1iCaBtVNfqKGIsdjZ/KYXKZX5VJV6qXdH2b7kQ721fsYXezB69K5alIRY0rMwiN50RbMEZnHbprh/noff9l5gtd2NTOq2MMX5pdh91cntN51VTk2h5O1Oxr7XOtwOXSunFSEy65R39LNOzWdRKKKSy8oYkSBgxVvHued2k4mj8mP6QGXW+FxgD9pFB2OGNS3Blm5+Tiv7TpJYbaDOycGE7l8aVU2bofOr9bWcNkFhbT6QlSWelHKvIlFotAZCPPO0U4ONPgIRYxE0VKa7+LmmeX86a3jfPO3e/nO3RNx2OCEX+HUoozPCsX6VoiyfBf1zQEMQ3GsLcTfDrfz6vYmbpxeSJG3M/GHiu+cM4IfrDjMvz25m+JcJ7oGumY+K3a8NUhbVzjWnxyML89iV3UH3WGDHI+dUcUe9tR28sSfDzOtKp+wASXe1Cmd3jMM7V1hVhxws/K8BUyyn/u6ylkbfllZGVu3bk28bmpqorS0dMD7t/pCfPrH2xPzYW6HTmWpl3+5dixXTfCQX78bkp7IWjpVo9tTwAsb6vm/bccx7y0aUUPhD0ZxO3QuO7+AiaNzCEUM9tX7KC9wceHIHMaWeijKcYKm0doV4vM/28Xn/3c3mtbzxVIl9hATy+3srDWH/ReMzOa66SVMq8qjIM+DpuvQ2YI62PO4UK7Hxn03j2fZ8/t5YtXhU64x22PHZdfZU2t2ht5VsV3X+OCVI3n/FRVs2d/Gfy4/yKd/spPZk4r48w5T2GV5Pp6sK+WBp99l6thcqpv8iWHoiCIP82eUc8PYKK6GusRxNU3jU9eNxOl2saemHadD5/rpJZw3Igu7rtNUd5z2I0dwlJRy3kXnM250IQU5TvT4DduIcvfVY9hZ3c7jq47w+KojlOaZ1ZxHNyjP1nh+4zGe33iMqjIvZfkuurqj7KvvxFBw06XlTKywgc80cqdd519vGsdjKw7y/PoGkkuFCSOy+Mi1YyjLd7G/oYvDx7sIhQ3+dridqjIPt105ioPHfNw8s4L//vNhVm5p5ERHiO6wQYNfZ1p2GOVWbD0a4LbvbjqlDS4YlcMn5lcyu6QNqnu2v39WBTa7zjOv1rKvrnPAj8TlZzn4j6WTKMpx8tmf7OCbv93PxNE5tHSYIyy3ZjAmD97a30ZBjpPak900tnWzp9Y0o8mVeXzmugrGBfZCzEttusaS2SN56pWjrH+3GUPBqGI3mqZx+QWFeFw6zR1hth5sTZmesOkaY0o8vLrrJKGwwcrNjTx02wQmjSuiM6iwoShxmrly6JiPN3Y1sXFvC/5gFLuusXj2SG6bMxqHvxVV03ONTrvO0msquWPOCLYfaaelM0ye147HaaO8wE0gHOX59Q1s3t9K1FAU5jhYMKOMSyaWMnFMLoEuP6/vOsnXnz1ArsfOnIuK6AhBti1KsQc27m2h2fcux1sCtPpChCIKu01j8exRLJ6Rh/vI9oThZ7lt3D53FE//pYY9dT507fRfBje21Mu8qcVkuezYdBhV7GXmBQXYbBo5bjvPvF7HPT/eQUWBm331MNIeZLTXNOd7f7rzlON6XTYun1jMbZcXQnPPetjlFxTwrTsv4Jfr6nA5dDRNS/zR+gtHZVNVlkWu187WA60cOtbF7ImFzJ1qxkVH8b0X9vPmvlbe2t+Wor/CbWrxdUdYu+Mkm/a1cqwlaPqjcjK59QBfuOjcp3Q0dZYroY2Njdxxxx08//zzeDwebr/9dv793/+dqVOnDmj/j337ZZpaA1wwMpsPzRvNhJHZOOx20HUIdKL2vw3HaiGvAEaNB18LRuUUVvytleb2bnr+YqdGVZmX2ROL8CRPecTLTkXi7oymgQZ1JwL87o06NiWtuP9y3A7aps1hdbWTSycUcPG4vJ59bHbz/84W1MGd0NYCxSVoo86HvGJaO0P4AmHeqelE08wOM6rYw7jyLGyxkaKhFI2tQWpOBCjKceB128lx2cjxOhIaNuxp5mdrqhNVrUeL8OvpR7ht+4REMs48v4D3nZfPxePyKMz1oOkaNB1FvbsVunwwaizaiCrIyoesPIiEQRkp8aLxKMab69AmTkO78FI0pyd1xGZEIRqmyx9kw95WthxoS0yHfbH8EJ1jJvLTzWa1keuxk5flwOvSGVOaxQfmVFKUpUNzPaqzFS23GPKKzBgqc8ps094WDjT4uHFGGWNKeypvs9EUKAiFozhsoOm2xOZgMMzPXq7htd09n3/4YG4NleePYNlWs3b5l6tHk+22YbfpTKnKoyDPC9EwqnY/HNkHHg/amAlQWgm6HhulmLpOdoSoa+4m32tnXHkWkaji6Ak/LZ0hKks82HWNwhwn7lierd1+gp+uqcZh0+iOTeF8KXc3+8suYsWBnqsqL3Bx8bh8rpleStWIPOhqQ+3dCi0noHQE2tiJkF0QayMtqa2SNqERNQyOHOuioaUbj1Nn0phcsjzmdTe3d/O5n+9OqRDHugN8YUIz9+4aldg28/x8Zk8sZNq4fLKz3ObGzmZUzT4IBaGkAq14FLiyQPWaXkhKoYROQwEGaDZwus2+FgnSeLKLX75Wn2JsX66spSV/DP+7o2fkfNWkQiaMyGby2DxKC7Mh0IHatw1aTkJpBVrlRPDm0tASwKZrFGY7ONEeRNc17DYNm67jduh4nEl9XymIFy8xmRv3tLD8zQYOHTeLkBnuFh6Y1sW/7qmisSPCtdNLKMl1kuu1U1maxfhRedhtNvC1oOoOgFJoZWMgpyB2XFusX2mnnCulCZUCm83cqAyiUYP6kwGCEYPNB9p5cWM9AE9fXMOH3+6ZrgSYMT6PceVerjT20/LjXzPlX5mHNIYAAA3FSURBVK7F9eEvcS6cU4V///33s3TpUsLhMEuWLBmw2QN8duE47LrigpFZaNrA1o5tusbiK0ZCNIL5d4U00PTUBh4Ao4o9fPHW88Bm58juvRz+6xa8NoOsPBv3zK+EPlcJTk9BjpOCbAejS7yn+a3Z8rqmUVHopqLA3XP4XqXK7ElFXDYhH2x21r+ymZG17wIevnhDGSt3+/nMgipGFLl79L2Haz4bstx2rp9ewvXvK2P7/mZeXreLGVntOM5zMG/OFBxOW+oN1WYD3Q7Rvj+p6XHZuHpqCVdPLenzPWDeNFOMD3Ma4d6bxvGJ+WN5ZcdJdu44zAy9lcrSCu6aO5JrLq4gz53U6/Qz55XdZuaP12VnTImdMaVZPdcDTB6TG/tJ9ZbDNdNKmDelEHSdlzbW8ML6OqY7W5hyAQSyinE6bMydUsy48mxzh3NsL5uucd6IbM6ryDL1JPWbohwn37zzQnZWt7PlYAf1J3xcXdBGuSvCRSPd7G8M8cCSCUwbG7sefWhzpyzfxZduraKhNcxbB9rYuL2OiVl+vOMgkD+S/BwPcycXmOsn2pnbakRhPO8VI4qS18t6ioT+uGJiIVdcWEBNc4g31+9kXtsRNK2U/7x9DPa8wp45fKVMLbah+YhSfFSGpjFhVB5TR7lo2rmLbLvBLdOy2XdScc20YuZOLsSm66BpqK17GazHC87a8AEWLVrEokWLzmrfiypze1We6aGqyEFl9gnAnVYdcRw2M9n+qVJDNfoADzPHZTFzemVadU2vymXa+S2o2IzC6Ra5hgu308aimRXcZN+DesePpsPiWRVgc/Z7sxkKdM2s8BZeXMiN9S9Bu4HmgE/Or4T46GSYGF+exfhyL++/shIaDmJsfgdN8/KNWyoI5ZTi0lXKzWyo0TSNkUUeFpd4eX/xcdQ+A03TetrKiAyrHoAxpV5GT9RQW8wRqsepQxpzecqYbNTJEHTC0svzIb8sdg8bmrik70oFQRgWNE3D5Tj3+V/h7x8xfEEQhAxBDF8QBCFDEMMXBEHIEMTwBUEQMgQxfEEQhAxBDF8QBCFDEMMXBEHIEMTwBUEQMgQxfEEQhAxBDF8QBCFDEMMXBEHIEMTwBUEQMgQxfEEQhAxBDF8QBCFDEMMXBEHIEMTwBUEQMgQxfEEQhAxBDF8QBCFDEMMXBEHIEMTwBUEQMgQxfEEQhAxBDF8QBCFDEMMXBEHIEMTwBUEQMgQxfEEQhAxBDF8QBCFDEMMXBEHIEMTwBUEQMgQxfEEQhAxBDF8QBCFDEMMXBEHIEMTwBUEQMoRzNvwf/ehH/Nd//ddgaBEEQRCGkLM2/M7OTh588EF+8YtfDKYeQRAEYYg4a8Nfu3YtY8eO5SMf+chg6hEEQRCGiLM2/FtvvZV77rkHm802mHoEQRCEIcJ+pje89NJLfPe7303ZNm7cOJ5++umh0iQIgiAMAWc0/BtvvJEbb7xxOLQIgiAIQ4g8likIgpAhiOELgiBkCGec0jkT995772DoEARBEIYYqfAFQRAyBDF8QRCEDEEMXxAEIUMQwxcEQcgQxPAFQRAyBDF8QRCEDEEMXxAEIUMQwxcEQcgQxPAFQRAyBDF8QRCEDEEMXxAEIUMQwxcEQcgQxPAFQRAyBDF8QRCEDOGcvx75rNF1UBqgAM3cpmnmdpsdXF7IygFPFjhc4PKAzRbbzxbbRwNNB6XMfZOJv1SYv48fX0vapuvgcKHlFoDLZZ5HtyXtnKRJ00xdbi94Q6Y+u8P8Xfw8p0Wd+lJLepGsW4tt03VweUxdWbmx89iS3hOPl27+aHeCNwfQTX12p6lV1839EnGO7etwoWXnmTHVbTENSTp0FYtx/LUONgO8OWg5IXC6zf10LTW+ut7TPnan+T67M/ZeW8+1J4ckpdliv0wcU/VcY0J+rC10DdxZZozc3tg54rkRO1GyHqcLvNngdve0s66d2kS99SU3XFIIE/upnpzVcvIBW09cdVuv9qInv91es81cXrDF2/c0AUrkSz+xSRw89p54Xmfnmdcbz1NlS2orrSd3bY4ezQ5XT+70jkPK9Sc6kvmzZjP1oGLXrmKSYnF2eVJzTtfNWMX7rq6dJjaemJY+YpPcYMmbk/0geZd4n4/3LW9Oat9Kfo+umzvb7KYOpXr1w3i/0k491+nOiWa+X6mka45drycbDKOnr2jxNo4d25OFs6wMsnM5VzSlVO8ICoIgCP+AyJSOIAhChiCGLwiCkCGI4QuCIGQIYviCIAgZghi+IAhChiCGLwiCkCGI4QuCIGQIYviCIAgZghi+IAhChjDshr9y5UoWLFjAddddxzPPPDPcpz8Fn8/HTTfdRF1dHQAbN25k0aJFXH/99Tz22GOJ9+3Zs4d//ud/Zv78+Xzta18jEokMm8YnnniChQsXsnDhQpYtW2ZZnT/60Y9YsGABCxcu5KmnnrKszjiPPvooDzzwQL96GhoauOuuu7jhhhv49Kc/TVdX17DpW7p0KQsXLuSWW27hlltuYceOHX32n77iPNSsW7eOxYsXc8MNN/Dtb3+7Xy3pavM//OEPiRjecsstzJgxg29961uW0wmwYsWKRF9/9NFH+9VzVrmphpHjx4+refPmqdbWVtXV1aUWLVqkDhw4MJwSUti+fbu66aab1OTJk1Vtba0KBAJq7ty5qqamRoXDYfXRj35Uvfbaa0oppRYuXKjefvttpZRSX/3qV9UzzzwzLBo3bNigPvjBD6pgMKhCoZBaunSpWrlypeV0vvXWW+r2229X4XBYBQIBNW/ePLVnzx7L6YyzceNGNXPmTPWVr3ylXz333HOPWrVqlVJKqSeeeEItW7ZsWPQZhqFmz56twuFwYltf/ae/vB1Kampq1JVXXqmOHTumQqGQuuOOO9Rrr71m2TZXSqn9+/er6667TjU0NFhOp9/vV5deeqlqbm5W4XBYLVmyRG3YsGFQc3NYK/yNGzdy+eWXk5+fj9frZf78+axZs2Y4JaTw3HPP8fDDD1NaWgrAzp07qaysZPTo0djtdhYtWsSaNWuor6+nu7ub6dOnA7B48eJh011SUsIDDzyA0+nE4XAwfvx4qqurLafzsssu41e/+hV2u53m5mai0SgdHR2W0wnQ1tbGY489xqc+9SmAPvWEw2G2bNnC/Pnzh13n4cOH0TSNT3ziE9x888385je/6bP/9JW3Q80rr7zCggULKC8vx+Fw8Nhjj+HxeCzZ5nG+8Y1vcP/991NbW2s5ndFoFMMwCAQCRCIRIpEIdrt9UHNzWA2/qamJkpKSxOvS0lIaGxuHU0IK3/nOd7jkkksSr/vS13t7SUnJsOmeMGFCorGrq6tZvXo1mqZZTieAw+Hg8ccfZ+HChcyaNcuS8QT4+te/zv33309urvntg33paW1tJTs7G7vdPuw6Ozo6mDVrFj/+8Y95+umn+d3vfkdDQ8OA4jlc/ero0aNEo1E+9rGPcfPNN/Pss89ats3BLDi7u7u58cYbLakzOzubz33uc9x4443MmTOHkSNH4nA4BjU3h9Xw1Wm+mFPr/bXGaaQvfVbQfeDAAT760Y/yla98hTFjxpxWjxV03nfffWzatIljx45RXV19Wj3p1PmHP/yBiooKZs2aldhmxXa/+OKLWbZsGV6vl8LCQpYsWcLjjz9+Wj3p0hmNRtm0aRPf+973eO6559i1a1diLcwqGpP53e9+x0c+8hHAmm2+d+9eXnjhBV599VXWr1+Pruts2LDhtHrOVuewfh9+WVkZW7duTbxuampKTKdYgbKyMk6ePJl4HdfXe/uJEyeGVfe2bdu47777ePDBB1m4cCGbN2+2nM5Dhw4RCoWYOHEiHo+H66+/njVr1mCz9XzXuBV0rl69mhMnTnDLLbfQ3t6O3+9H07TT6iksLMTn8xGNRrHZbMOqc+vWrYTD4cSNSSnFyJEjB9Tuw9WviouLmTVrFoWFhQBcc801lmxzgFAoxJYtW3jkkUcAa/b19evXM2vWLIqKigBzmubJJ58c1Nwc1gr/iiuuYNOmTbS0tBAIBHj55ZeZM2fOcErol2nTpnHkyJHEUHXVqlWJoZXL5WLbtm0ALF++fNh0Hzt2jM9+9rN8//vfZ+HChZbVWVdXx0MPPUQoFCIUCrF27Vpuv/12y+l86qmnWLVqFStWrOC+++7j6quv5rvf/e5p9TgcDi655BJWr1497Do7OztZtmwZwWAQn8/HH//4R773ve+dtv/0lQ9Dzbx581i/fj0dHR1Eo1HeeOMNbrjhBsu1OcC+ffsYO3YsXq8XsGYfuvDCC9m4cSN+vx+lFOvWreOyyy4b1Nwc9gr//vvvZ+nSpYTDYZYsWcLUqVOHU0K/uFwuHnnkEe69916CwSBz587lhhtuAOD73/8+Dz30EF1dXUyaNImlS5cOi6Ynn3ySYDCYqEwAbr/9dsvpnDt3Ljt27ODWW2/FZrNx/fXXs3DhQgoLCy2lsy/60vPwww/zwAMP8JOf/ISKigp+8IMfDIueefPmJeJpGAZ33nknM2bM6LP/9JUPQ8m0adP4+Mc/zp133kk4HGb27NnccccdjBs3znJtXltbS3l5eeK1Ffv6lVdeybvvvsvixYtxOBxMmTKFe+65h+uuu27QclP+4pUgCEKGIJ+0FQRByBDE8AVBEDIEMXxBEIQMQQxfEAQhQxDDFwRByBDE8AVBEDIEMXxBEIQMQQxfEAQhQ/j/+sdmRCo9yn4AAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"grad_cam(10)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 309, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"pred: [[0.99540544]] label: 1 (label_type: auto )\n", | |
"sex: male\n", | |
"age: 54\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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9dHv4g8jdo71jqT8U5PG3m9JqS3gIIR1fIMI9z+ymuTPIhh3p6awAoQQPf7ANYX+Ll/UftaTJooRFWxEUhKF7+L0BnT+9Ukddc29a7Bnq4v9//W0n//PkTnY3dKfcltAQF23buoM89K8DNHcGUm4LJDoLmW87SesbGV63S3om4NMs+EfLWyBisC1YBEB9qx9fMJIeOwxjSFPxd/fEZxs796e+o1qEkwT/6C1BNwy++Zt3+fnj29m5vys9Ngk0LYfDpuaDMOrBdW08s6GRe1bvTIs94SEMQO09IZo7gwC8s6s99bYM8cGrZzY08OT6Rn7w5+1pOdky7iyk/NZDRqTjkZM8/GFIT9hF2w+bIYjGohkF6AY0tKXH80ja7z6Iyt91sBeHTWXe1GIa2/1psQkOD+kc/fN1zd7Y/7fsSb2AgFjTchja06SBCLyx2/Ts65p70yRqg3cc3q+LhwP3NKQ+NDjUN15tig46h7qDfFDbmTZ7RGg7Q30BimEYvL+3E28gnHJbhtrPjxdhF23fbzawE+Hc6YUANLSnaao5xHM16pq9jCpzU1nkpLXTn7ZzvkNJi7ZHT+ODfWYnVRVoOOQ9yqePjbigiUEwPHhR+7jTRigC86YWE44YaRmshxLD/6TJh11TWDC9lPrW1NfXUDz8jp4gB9v8XDKvEoC9jakfgOLOwuA/n67wT9JTyIMQ/HUfHeLWhz7kRw/vSLktkaSZ/Kf4LB3jKDX/SQfU2HoZWeIA4GB7MC12JMXzBlH5+1p8jC7zUF7gRDdMjygtdg1xMefDfV1UFLk4cVwRB1p96bFpiHHY2oCbD4MFabEFIJTYcY8yH97ZaQPg7JmlABxsS73gDyWGX9viY3SZm+oSN4e6ggRTfDZusoc/8Ge315shwNnjC8h1aTR3pN65GkrbMQyDW5/az01/2kFXKPUimFjWg6mrf75nriHuauih4VBq+1bS8zYpvXPfCPnglWEY7O2AGns3TptKaZ6dg2ny8Icyvevy63T0hhhdnkN5oRMgLZ0Dhu7h7znYw6TqPKpK3DS0etPiHQ3lSdtgWOcHB6dya8fJvLw9PWsdoXCiFzuwUXu6NKoKbIwtzwHSU2+DfZ7DMAz2tfioKXczosiFATR3pHYASpq5HqVsdtR14rCpjK30UFbgTMvCbezhxkG0nV0tIbYf9LOn0cvjdXkptyVJ8I+yaOsL6Wyv7+KkcWakYeeB1Lbl7NmlM0DmmjoCeEMwzmZOLUcUOdMm+EPx8Pe1mzG8MeUeKizBT9uuhvj/j+a9dvtCHOoOUlORQ3WpB39Ip607lHqbhnDi4Uf7uggYGgBPb0nPInJixz2aRXu6bUwod1KQY8NhU9MjaoPcttrWE6bLF6GmwkNlkQtI/YwjeZfOwJ/9cF8nE6tzsWsq5QVOWlI8+MDQ2s7WAwEUYMrIHN5td6bclmBo8B7+Bwf8hCMGy+dU4bSrKQ93Zc0unYFirnui29TGJgh+Q3swLYsaYX3wo31dVPBHl3soyXegQGynRaoJGYPfpVPbZMaATcF3A7C/LcVTT90Y0huvdh7oRsFgubuepq4wgTS8zifJUxvg9m1BjbaAyvgyB4qiUF7oTLmHP5TdXrUtZt3UlLtjgp/qNYVgWMemWsfu9l9hvf4wtY29TB+dDxArm1TPECNDWPB/vyFITZmTWeMLafLb8Cn2lNoSGILgb6nz4bKrTB+TT2WRK+UDc9gY+vbr40HIbZnb9nbgsUFNVPCripz0BiJ0h1NvbtLi1lE+W9ceId9tozDHjl1TKclPvXDE7EoQsKP1kdomc/dJTUUOI0s9ABxoTXWIYPDhEzBDTFV2PxPsXehGetZgQoNctN3Ta3qJE8rM9aDyQlfKQyjJu70GprbZTHtMmYdct40cl5ZywQ8EddxO7QjbDmdHfRcGMM0S/AIHwbBOZ29qZ4iD3bIaRGVnc5ATqt1UFZv11mLPT6ktg43hGwa8W+djek0BdptqCr6M4R8b/S3aGobB1k86OKEcNMX8zIgis+IP+m0ptyMQNCtfYXAhndHlbpToTKC8MD3xTkge+Y8msLXNvRTm2CnMdVCY6yDHZaM+1Q0z4YXhg/FE9hzsYbyzlyrNnH2kQ/CDSXHqAWzxOlAxGFuaIPgprrdkx+HoHn55gYMcl4aiKKaQpFrwQxFcDlPwB2o/H+7rxKYpTKrOBUhYm0qtPZFBrinsUkoIRWDGSA9Vxebsp9mR2oX/YFjHaTelLzLAO233e200d4eZPcF8HmhEsYvmjkBKd+aFBxnS6fKG+fnTe447PeFegFLf4qWlM8DMininqY6O9PW+1Au+P2Q+0OV2agN2VN2A+vYwo6MeNKRHOCwG2xAA9jV5GVthLkYqisLIMs+gPXwdhZf9Vbza5I7Ffd/d3cajr9cnec3WNNjl0I46ALV3B2nvCTHO4aVCM+042JEODz8+RA/k4e/udTIyNxLr5BVFLnr9EXp8qdtXnXj+/NE9fB81Za7Y75VFbhpTHCrwhXScdu2oA/SH+zqZWJWH024ODuUF6dmMkORVD2SPUoaqwNRqF5VFThQMmu0pFvyQjjs6GA7k5G1qM8ti1sS44Id1g5au1LXlQGRwZ2Ztqe1mT+Pxb989LgVds2YN9913H6FQiC9+8YtceeWVg/5uf5W+dmsTNlXhtGrggHmtstBBrktjV7eTc47H4D7wR5/g9ThUdF//ld/gt+MPw5iKuOBXFLn417YQ/mAEV3T6nCqSdukMMNkLhXXqW7zMHFcVuzaq1MPGj/s+9qElaOOfG9qJqD20e3W2llxCV48bdsHfDnRTVbqDD+rMNZTSQhfnTDc7m/Wkc47LRttRtqJ+VGc+EzDJ1YM7HKHArdKUhrWOUNjA6VDxB/V+25MBfNLrZHZZXNytsFd9Sy9Ty1PjRCSHvPpvR95AhIPtQU6fWhS7NqLIxfrtrYQiOnZbatpRIKjjdqgo/Qh+IBTh5Xeb2N3Qw1Xn1MSul8U2I/ghRZGUiG4QDBvYNIVwxEA3DPrL5UdKGeNL7XgcGthUypwRWlIs+IGwbvbX3lC/gm8Y8EaLm/FlDkryzTIZEZ1xHGwPUFmQmnUFX/QAAY/NGHAg3FrbExukjodj9vCbmpq46667ePjhh1m9ejWPPvoou3fvHvT3+/LIgmGdV7c2c8rkEgpc8YpQFIUp1R7e73KmfOHWEvyjefhbuszF0Blj4r1g/Ig8DGBPUxoenEmMCQ/QEnY19BDWDaaMjG9fG1nmocsbThLmUETnb/pUvrVrAqu3dPHiljY+rO9hSqiJf897nx9MP0SpR+Vgu5/500spyXPwj02Nse97o6GvHOfRPfytn3TgcWqMc5hrC5X5dhpTLPiGYRAM67iinml/ZVTnKqMrrDGlMC74Y6Kzob1NqTtTx5oB2fXQgB7+R/XdGMDUkTmxazUVHnSDlB7GFwhFcDrMkFFifYUjOg++vJfP37GB+1/ay9RR+SyaNSL2d7dDI99joymFIaZAdBbtcVohpr4/54sofKIUM6PKEbtW5Q7TlOqQToKHH+lHAl9vclDntbN0Rry/V0cF/8AxPvUf6SPf/rCpOR57/zPDQ90h3t7Vycnjjn8EPmbBX7duHaeddhqFhYV4PB4WL17Miy++OOjvH17phmHw9PoD9PjCLJpVecTnTxmfT3PAxrZQ0RF/Ox780Y7qcWj9FrhhwNrWfMYW22LbMQEmVOeiKrB5T+ofRbc8fJumDDjIbd7djqrAlFFxwZ853iyjl7a0YhgGDYd8fP8v23mGiczK6+buy6r42w1T+f310/la1xvMdbZwUlGQny7J5XdfP4l/XzmFi+ZWsedgD69/eAgwD40D8LhsA3oihmGwdW8HM2oK0KLjZ0W+jcYUh3SsXUPWwmR/cdVN+RNxKDpzyuPpF+c5qCxy8o9NjfT4UxPWsdqRKxIc0HF4a3s7bofK5Kq44E8fYwra+3uPrR35deWIOvGHzDi1qsT7WkdviJ8+sp01Gw4yd2oJ/3XVdP77CzPIcSXPcmoqctidwuMeYrNop5lOf4PzR50OIorKCSPifazKHaHFnn9Mjl4gFOG5DQfo9iYvQJsxfA2Fvl965NWc/Gm3h0l5Qc6YFK+nghw7+R4bdS1DXx/b+PEhrnlO4Rl1ctL1mIdv73smZhgGv3lpP7phsPjksiGnezjHPJ9tbm6mrCxuQHl5Odu2bRv09xO9Dl8gwp9e3sc/t7Qwd2opJ9QUwGFPMZ8+tYinX6/ld92T+Z+QgSfuBNDWHSDPbcd+DA/lxTx8h0pbPx11m7+AOp+Dr33GlXS9IMfBnMlFrN7YTKc3zBfOHk1+gaPPewwVS/AdmtJvfDoc0XltWwuzJhaT545PMUeVefjM+AIeX9fIvz5qp6MnhMOm8O/KRuaOzkUtOPGo6Z9zUjn/+qCVX62pxW0bG+twOc74QqDSR3k1tgdo7Qxw8dwq+Ni8NqLAxhu7es2tgkMphAGwduhYHn5f3lNzZ4DN+RM5pchLTkLCiqJw6RmjuHfNHr7/8C5uWjGGqhIzzNPrD9PtC1FW4EJTB9+gfNEZkEsP4qXvNnCoK8C67e0smlmMwxb3tfI9dmrKPWzb28GqM0YPOk2AvblV/OjjaZxR3MXXZ8eHGn/QXLRVFQVdN6hr9XHj/dsB+NKisSydU2UqTB+CN31MAY+8Vsf2QzB2SNb0jT9aNh7nwIvIb7e6cBkhplbGy2+EO0xAzaHdb1A8xMbzj02N/OnlWjZ9fIhbPj8jdt1c0LahqvGXj1johsELo06nN6zwbxM6UZXkSMOY8hz2Nvct+IZhsK+xh3XbW9l7sJteb4gRxS5CusK6j1oxUHhSm8aKsIE1pMU8fBtEIkfWxdbaLt7d2801C0fE1leOh2Puf31VmjKEo0YNw2D3gS5+/vhHsR0BF82t4spzxqIqyhFRa6dd5Wvj2vnhR2Xc97aP08ZC+74m3tzRya4D3bgcGvOnlrD0pCJcThsl+U7sh8W8ev1hghGDooTeH/c+tCPieYZh8G7OWB4/NIEKZ4gF45IFH+Aby8YyotDB6o1NvP5hG1UlbhaeWMaK06qP6xw+f0RBU8BhV/v1bjbt7qSjN8R5J5UnXVcUhZtWTuDNj1p5acshxlbm8qVzRpJ331PAhEGl77Rr3HjxZH7452387Km9zBht7uKwvEHdoM847NqtzQCcOLYwJvjVhXYMzAX5/gTEMAw6uoM4iCSJsz8YobXLj8dpo7ggXv7xNYWo4B+m+Ftqu7n7+XoALq1uB3KT/n7GCaUU5bn4nye2c+ODOxlf6aG5y1xsBigrcHLZmaM56+QqBoPl4TsjIXr6qfln3m5ANwyWzz7SUzt1cjGPvbGfXz21g15/BPQI86YUMf+ESuyOvifioYjBuoqZRFB5ta0Qz4YevrjCFP0efwSXXUNRwBuMxMT+C+fWsPSUEX3ez+L8U0bw2rZm7tzg4yalkCmDKoH+SQybQt+ebK8/zPpWF3OMOhy2+KA3ymPOwPZ2QnHJ0dMKRww+3t/Fu5908fT6BsDc5r1zfxeTymx0+8LsPNDDwpnlaIqS1Od7/GF+tz7IB8WTuKzGy5icI2d/08bk89i/6un0hinIifeA3Q09PPhyHdvru1AVqCpxk+NUzfUwReGsmeXM8zTyk/Uav1/fzdfPL0LB7OcALht093Eg8MtbWvA4VRbPHETmB8ExC35FRQWbNm2K/d7c3Ex5efkA30hm14Fu7nvm49jvP7lqClPGFPXpcVhMzQ9yobuO1fvGsG5fCOhidHkOV55dQ1O7n9e2NfFKVHAKc+z85yUTmTymmJ37u3h6/X4272zHZlO588szqco30/EHzSp32dWkym/pCnH/v5rYWHE24209fGtiG07bkZ3fade48oxqTp9WzJs7OthxoJe/rK3j1W0tzJ5UwqlTSpk4Mn/IsTNvRCHHoZiDXx8dpL0nxKNvNlCS5+Ck8UeGuWyaylknlHDWSVWgahAKMNSgSmWxmzu+OJU7ntgdO93RExP85IW3QCjCK+818+S6Bs6YUUZViTsWIhtfbnpsew72HiH4De0BnnllJ+u3t9LjC6OpMGN0LlOqc2nqCrFuRzuBkFkz3/nsVOZMM8WyPYYpCSEAABrKSURBVLpPvDS6oGYdlXzQq3LPUwfZ2RSkqtjJVz9cTdVps/vM34yxhXxv5XieePsggZDBpKocxo3II89tY+3WFn69Zhd1rT6WnFJNuafPW8RI9PD7Wgjs9oV5+d1GTp9WTHkfs8CV86vp9IZZu6WJymI3wVCYe57r5L4X9pHjtpHrUCgoPBfnZhfjWzsYUR5h9YYm6gpqWFXaREvExXMfwnMfbojds7zQiaoofNxgrjEV5dq5cG71Ubd95bhsfO+y6dxy/yZucZ3LNdu9LJk1cPw4ohs88eZ+Nu5soyhHY+lnyjh5fGG0bA4L6fTRoNdubcavq5wX2QPMjV2fmBdEMyK836IyK6p5hmGwv8XLe7vbeHdXG3UtXkaVONFRqG3y4g3qaKrC1FH5XHXuWO58fDv/9Zf3Kc13sP+Q6VyWF7hQVdBR8YUN7nj6IO/vNz33hQ0buOSsidBHtO+0KSU8+q96nn+3leWnVNDhC/LE2/t4/YMWCnLsXLN4HKfPKKfApUIoYPY9mzn7Nt5vZGXkI57cNY28vBauOjcXfxiceghNsR3RzzfsOMT6j9v57Nxy7LbUbKg8ZsGfN28e99xzD21tbbjdbl566SX++7//e9Dff3d3GwALT6rkusU1OJTBnXd/Zc4nnH3udHSbA8+IakpKC2Pd67MLqvhgTythHZ5Y38iP/raD6lIPew72kOu2seCEMl7b1swfXvyEK06vxB/U2bG/C7dTQ1WVWOz1/jdaeW6bOVKvOLSRy0/SsbkGHsxGl7m5ojwXw2bnhY0NbNzZzpq3D/D0uv0U5zn4tyVjmH3YokuPYae+Nwfv3l4mjXZS5I7/rTes4HEohEjuIIZh8M7uTv7wSgM9/gjfuWTykEIPQ6Uwx853V47ji/d+ACSGdGDTzja27u3EF4yw7sMWAiGdGTX5fO2CiUn3qMizUZpnY/XbB+kNj6SZanq22OmK+PmweTs2TWHetFLGjcilrdPL+h3tbKltxO1QOX16KdPHFPDXtft48q36mOA/v8k80MoSfF03aFFy+Nl7OTT7gpw5rZB/W1JD4/qB35Y2qSqH7148FhQNNA00B2CwYHoZv3lhD2vW7+eZdfuZPbGQC2aXc8K4vj2tpBh+H3r6yBsH8Id0LjrtyPUpALumct3SCXxl6QRzoTXQy7babrbVefEGInR09tDWrNHlU3hvcyfQSUmOxhV7nufiqaMw7A6M4gpe3+Mn16Wxan41S+aMZM3bB6iPbtG97eppA5ZFIlUlbm4/C+59rok/rNOYOKoQzWPjiS0OmqqXUbRRo8Tu4rwyP/X7mln9Vj21zV7Gj8hlx4FePqrv4d7rTqAoX0uaRUPy+p050+/msdfrmVEQYGxrcn05NZjq3c+ze8bQ2G0j9EEtBzt3x7aNji5zc+KYXJo7g2iawrwpxXxmQiEzxhXhcTtA1fjZl07mrie283HCeyImj8pHfRt8io3/tzZMbaep7v8x30HOPZtRlOQ2bDG6PIc5Ewv4+9vN/P3t5mjdKaycV8XF80ficTtNpzXS99rQyshH1I89iWfebeeZd9sBB/mGF0WJr43phsELGxv46yv7GFfh4ZLTBu9IH43j8vBvvPFGrr76akKhEKtWreLEE48eG7Zo6QgwstTDNy6aghEKQmRwgq8oUF2goThskO8wL0RbUGm+k7OmF4OicsKYfB5f10hdi49rFo3lnJPKcTvtjK/O448v7GHrJ/GGdfH8kfT2+NAVhY+77Dz3vtkwvr+yhvI7/4imTB90vhRFYekpI1h6ShW9IYPNu9p56q16bnt8F/OnFDG+Op8ev877e9vY3Xs2Rq8CdS1MrOzhtmvjnnpvWCHHrtAZjsfwvYEw9z3zCet2tFNR4ODWyyYxaXThoG07VvLcNn79lWlsq+vFWv+68+87kl4Gc9rkIs6eUczJk0pRNRWM+BK4oihccmoZv197kL8aY3EQprRLxeUwuGhOOcsWjKPIpYKqQsjHFfPK2d3oo2ZELi63C1Dp9Yf5wz/28vRb9ew80M2G7eZiclk0rhnR4beuuXQGFK4/s5hzTxkJ2rF7RTkuG9++ZAqHeiK8tKmBf25u4JZdHZwwJp+TJxSzr7GLRufZzGpUuFg36Iquvrn05EVbwzB46q39vPhuM0tPGcHoMjeE+3+K1QqLKorCzLH5zJxQZpZL9yG6199H7gUX46+eSlPIyQhHgF1v7ANGoSjwzbMK+OZlJwEK6BHQ1FgM2uNQKc0f2vpSkQu+Hnib/yxZxa1PHcAX1HHbNMoUlVafwrYWO/94+BPAHCC+vXIS86aX09DYxrf++BG3PrKThSeWsWWv2Z9iIR3dIBDSeXNbK8+808z+Q348To3rJnRCH7uJl7a9S2v5aBq9Ch5Np6Yil4vmjeQzE4ooy9Ug6AcM0KLrWKpm/otSXuTmp9fOpKu9i4b2AGXFOZQUuNFUhbec4wh3wvULSzl9ZhWOxt28f5Ry+dI51UyodOOwabhcNk4cX2LO2gZ4iMtCAb5zdgF/3hrm2ffMdxCMC7SgKqPRgU5vmGt/8QYAE6py+c+Lx2PXUrc18bjW0JYvX87y5cuP6bs9vhCjy44yTz4OKotcfGP5+HgjiArQ0lOrGV/p4b41uzjYHuCL59aw5NRqfr9mBwZw105TQG9dNYYZY/JoOA4bclw2zjixglmTSnjy9U945u2DvLWjHQWYUJXDJfY9TKnUeNV5Am/t7uXAIR+lQMRQeK/dyYxKM65nGLC/1cfND3xAIBTh8gUVXDCrHJc79QdL9UdloZPKEg+r3zFfoWiJ/bI51Vx5Tg1OQqZX009IbtGJRSycPYrQg3dhNLbiOWMRFJSgjKoCjwPCcY/IpilMqc6BhD3p555UwYadbfzl5b1J9y3OM0Ws/pCf3VopXxjv49ypqTthsSTfyeVnj2XVaeWs2djA6o3NfLCviwKPjU6tjJ0HYfWfGvAGo4vIkWAslLW1UefXz39AW0+Ik8cVcNU5Y4DjP7LA7VCpKXLDII4/sKqjusQ1pDU2Cw8hvn12AQ+/52NCdT6X5NfS8Zs1jPzcF+ju8vOaMYHKESXMHl8QG1yqil2cM6OEl7Ye4i+vmusoE6tyE84N8vH9+7fG0vjK+eNZMK2EnA2r6WvD48hgG/eeB4RCKJPHQW5xfJoQGXx55nts5Oc4YiEWVYGwouHQ4JxpeSh2dVDHG5TkOVg5p/ywWeHgz4rSVIVrzihn5YJRNG58m/y//4u/Tvg8ugH//mfzadqxlTncdu1M1HAQwql7CC71j64OgYqiIxdBh4PJI/P55ZejXrtmTsFUBcKodAdsTKtyMWNUzsA3GQI5LhufXziKVadVgM2Bw+lA00OE734CNbeaUbOLWLe7l7+/eYALyOOnHQsA+LglQnGejY6eIN/8rdlBrjlnFBecXDQobyIdWKKhKrBoViXXLhlv/iF09I5nt6loqk7oGE4NsdtUvr1yCi9sbqQ4z8HEMgeVRQ52NporE//Y0opq6MyrSP0poVb6K+eOYOmpIwnqCvn2MLtu+TF35p9LSHUCBh6HikMPo6Pwz0Y3v91tDmKXnzWaS+aUo9i1QZVTKlGj4T5rD/mxMK3SwY8vKQVPPsbWWqx5XZ7D4MLpJZBfcsQM/aozqlBVld6AzqxJJSyYVszLW0xn4X+fib9i8oFvnkx+fg4Y+rC/WEeLtuVSz9A2nKSKghw7+YU6h9BRFQhGoMMXprzQyZ1fnpkWmzIs+O6jf2iYUBQFn2J6i+dMS/0Z3GA+1IJNix5IE79emmvjsnnl/G1dM29o58VOUZpWYaPJZ+5uATOefsEpFRBOzwmdg8FaLtCNeDhluMjz2PncmWPMXwI+QI+tX+xu9DFFb6XElV6bXA4Nl6pBKMxIo4vfnFCLcspZGJ58sLv4zXfewUDht7vNmeKlC0aw6vRREMpMnVl73hOfHxkOclw2vrJodHzRUtdRoz5Ke/SBwIdvPAmnK7UnYQ4Fy55ST2bfawtmqKfZZxp0+cKatA1AGRX8ygx5+H2RuO45ujg1e+mHwiVzyugOa+zf8B5XFdSSN20injFjuemfgdgTsz+6esZR7pJ+EhtiWUHm6y9xwbpI9wHDK2xglomiKKAoKNFQg0fTqSnW+Nz8gbdAppvDt69mEqvteAMRls6ujJ1tlCmsppPGyPKgSdSfqtL0GZRRwbfOqBABK/6oYFBdOPxeh6IoXHNeDf71v8Zhy0dx6mBXkh78KC1wkooY8PGQ2DATzxXKFInrsvlG+l4qP1isJ0i8EZWTKzMraBB/768nxWc9HQuJbae6JPPOgrUrRggPP1HwS9IX+choi8zzZG46dzix6Z0zknHPIxGrIRTnOWInGmaSRA9/RHHmQ3KamvDEqgCCn7jsV5E7wAeHGTEEP+EE3NLMt50Orzn7EUHwrWNIinJssecV0kFGle3wMzwyiSVk+fbUv5npeLA6ybjK1C0iHw+JXlo69/8PlmQPPz1HVQ8FJWGT+bgicRwHTwpOWjxekrxYAZwF68TmNDrUg8YqmrL89DrBGW2RLgEaoYXVGHNsw71XYGAsTR1ZmvkpMMQHIEeKnvw7XtSEQafcSO37Ro8FK6SjKQYVYozRQPyBuUySWFf5OeI4e7mOzDsuVtHkpnmtJaO9NhNbofrDErJcm1gevjX8pOIs7FRgLf6l+p2nx0riLGNkJPWnlg4Vy8PPtelCtW+PAIu2iRNC+3E8FJdq3AKMPTGHM80DszilnmGsxpijiSX4Vh8RIX4PkBs9lTOVr3k7HhIFP7/Px3aGF8vDd6Xw6cjj4YLZ5mP5BQKomirQAJiICJFldZgEX4CsioGoIR1L8UVZSM5NOC1TBERYR0jEssalilFAXzy7ms/OLY8da5BJRJrxJJLGNdJBY5VMjiu9/TxjKpKq099SRWev+VSkaCEd68x5YQRfAE8xEdEEXzXE8vAVRYkN0pnG2lBlE6zORBD86PuFyP20hnRE2oMP0B1989HMwsyHBRJRYh5+5j00kIJ/NEQL6YiE5eGLMNtIRBNg5nEo+k6VvDT3r4wJ/iULhvZmn3RzzcKRfD2wnrG5qXnlXaoRxcN3Re2YM7k4w5aYqIIJvks3n4oO6GLZJRIiPX8jCtaejJNr0vvwRsbctRPGFsGwH5fUP0W5duZG6oGaTJuShCpYDF9RFO7/1uy0PhwyFGyaWMI6rtc8X7WvVy5mO6HoxvfTZ6TufPdPC9efbNDcEaAwzdtVxei1kgEwBU2k0EVBzvCfNdQfonn4haFevpa3g2mTijn8tYrZzimTivmPz05lztTSIR1rnA0UOKGgMP1eghhuo6RfrPCiINvehUOkgdBiobuRSvfgXuiTTWiqwtyppcJsz/zhsjK+1vNGps0YVqTgC84pE81jdouH+LaibEEU8ZD832PmKDdzgnWZNmNYkSEdwbl4TgXnzB5JgUsKW3+snD+SU8a44HeZtkQiERsp+IKjKIoZM5cxz3658uwa8HXjzbQhEongyJCORCKRZAlS8CUSiSRLkIIvkUgkWYIUfIlEIskSpOBLJBJJliAFXyKRSLIEKfgSiUSSJUjBl0gkkixBCr5EIpFkCVLwJRKJJEuQgi+RSCRZghR8iUQiyRKk4EskEkmWIAVfIpFIsoTjFvxf/epX3HPPPamwRSKRSCRp5JgFv7u7m+9973vcf//9qbRHIpFIJGnimAX/lVdeoaamhmuuuSaV9kgkEokkTRyz4F900UVcd911aJqWSnskEolEkiaO+orDF154gdtuuy3p2rhx43jwwQfTZZNEIpFI0sBRBf/888/n/PPPHw5bJBKJRJJG5LZMiUQiyRKk4EskEkmWcNSQztH4xje+kQo7JBKJRJJmpIcvkUgkWYIUfIlEIskSpOBLJBJJliAFXyKRSLIEKfgSiUSSJUjBl0gkkixBCr5EIpFkCVLwJRKJJEuQgi+RSCRZghR8iUQiyRKk4EskEkmWIAVfIpFIsgQp+BKJRJIlSMGXSCSSLOG4j0c+ZhQl/n9VBUMzf6rRMcjpRskvAs0Omg0wwJOHUlAMDhfYHaBqoKjm36z7aBoQvY+qxe9nYH5WUUE1zL9Z31HM7ynFpeDJA1s0TVXDVlaOklcIOflgdybcM5q2dR8FUBLSQ4mnB+bnjIT0VA2lsBgltyAhPRWluBSlIBfcuWY+rTyqCXnSbGb5xWxRkvNyeHrR7ylFJdH0HOY9NA21tMwsU09ePD01WqZqQv5QkssTQFUOS8+Ip2dglpvmiKenqij5RSg+wJVjpqf1lT/jsPTUvvOHEv+eZkMtKQV3TkJ6GrbycrPu3Lnm9cPLU9PAUOJ1aeUdpY/8HVaexaUoOflJ6dkrys1268kDhzt+z8SfR+SPeHnH6jKhfVr5Ky0zy81Kz+bAUVFh1qndHm2fh7UHVYv2tcPypyrJacb6YEKbcnrMPmF3mm1U1cCVY5apyxPtN7Z4n0pK0zisTKN9XlGjbdf6mxZrL3jyouk54ul58sz0nJ5om42mp0TTM7S4PsTKLEFLrPQsW5SE6zYHakkZON3RPqiBw4WjosJsLzE7EjQk1mbUPvKn9p8/SC5PLV6eWlmZmT/Fdlh5KvH+ntgmjgPFMAzjuO8ikUgkEuGRIR2JRCLJEqTgSyQSSZYgBV8ikUiyBCn4EolEkiVIwZdIJJIsQQq+RCKRZAlS8CUSiSRLkIIvkUgkWYIUfIlEIskShl3w16xZw9KlSznvvPN46KGHhjv5I+jp6eGCCy5g//79AKxbt47ly5ezaNEi7rrrrtjntm/fziWXXMLixYv5/ve/TzgcHjYb7733XpYtW8ayZcu44447hLXzV7/6FUuXLmXZsmU88MADwtppcfvtt3PzzTcPaE9DQwNXXnklS5Ys4frrr6e3t3fY7Lv66qtZtmwZK1asYMWKFWzdurXf/tNfOaebtWvXsnLlSpYsWcKPf/zjAW3JVJ0//vjjsTJcsWIFs2bN4kc/+pFwdgKsXr061tdvv/32Ae05prZpDCONjY3GwoULjfb2dqO3t9dYvny5sWvXruE0IYktW7YYF1xwgTF9+nSjvr7e8Pl8xplnnmnU1dUZoVDIuPbaa43XXnvNMAzDWLZsmfHee+8ZhmEY3/3ud42HHnpoWGx86623jEsvvdQIBAJGMBg0rr76amPNmjXC2blhwwbjsssuM0KhkOHz+YyFCxca27dvF85Oi3Xr1hlz5swxbrrppgHtue6664xnn33WMAzDuPfee4077rhjWOzTdd2YP3++EQqFYtf66z8Dtdt0UldXZyxYsMA4ePCgEQwGjcsvv9x47bXXhK1zwzCMnTt3Guedd57R0NAgnJ1er9c45ZRTjEOHDhmhUMhYtWqV8dZbb6W0bQ6rh79u3TpOO+00CgsL8Xg8LF68mBdffHE4TUjiscce45ZbbqG8vByAbdu2MWbMGEaNGoXNZmP58uW8+OKLHDhwAL/fz0knnQTAypUrh83usrIybr75ZhwOB3a7nfHjx1NbWyucnaeeeip//vOfsdlsHDp0iEgkQldXl3B2AnR0dHDXXXfx1a9+FaBfe0KhEO+88w6LFy8edjs/+eQTFEXhK1/5ChdeeCF//etf++0//bXbdPPPf/6TpUuXUllZid1u56677sLtdgtZ5xa33norN954I/X19cLZGYlE0HUdn89HOBwmHA5js9lS2jaHVfCbm5spKyuL/V5eXk5TU9NwmpDET37yE2bPnh37vT/7Dr9eVlY2bHZPnDgxVtm1tbU8//zzKIoinJ0Adrudu+++m2XLljF37lwhyxPghz/8ITfeeCP5+fnAkfVu2dPe3k5ubi42m23Y7ezq6mLu3Ln8+te/5sEHH+SRRx6hoaFhUOU5XP1q3759RCIRvvSlL3HhhRfy8MMPC1vnYDqcfr+f888/X0g7c3Nz+eY3v8n555/PGWecQXV1NXa7PaVtc1gF3+jjYE4l8ZjkDNOffSLYvWvXLq699lpuuukmRo8e3ac9Ith5ww03sH79eg4ePEhtbW2f9mTSzscff5wRI0Ywd+7c2DUR6/3kk0/mjjvuwOPxUFxczKpVq7j77rv7tCdTdkYiEdavX8+dd97JY489xvvvvx9bCxPFxkQeeeQRrrnmGkDMOt+xYwdPPPEEr776Km+++SaqqvLWW2/1ac+x2jms5+FXVFSwadOm2O/Nzc2xcIoIVFRU0NraGvvdsu/w6y0tLcNq9+bNm7nhhhv43ve+x7Jly9i4caNwdu7Zs4dgMMjUqVNxu90sWrSIF198EU2Ln+Etgp3PP/88LS0trFixgs7OTrxeL4qi9GlPcXExPT09RCIRNE0bVjs3bdpEKBSKDUyGYVBdXT2oeh+uflVaWsrcuXMpLi4G4JxzzhGyzgGCwSDvvPMOP/vZzwAx+/qbb77J3LlzKSkpAcwwzR//+MeUts1h9fDnzZvH+vXraWtrw+fz8dJLL3HGGWcMpwkDMnPmTPbu3Rubqj777LOxqZXT6WTz5s0APP3008Nm98GDB/n617/Oz3/+c5YtWyasnfv37+cHP/gBwWCQYDDIK6+8wmWXXSacnQ888ADPPvssq1ev5oYbbuDss8/mtttu69Meu93O7Nmzef7554fdzu7ubu644w4CgQA9PT089dRT3HnnnX32n/7aQ7pZuHAhb775Jl1dXUQiEd544w2WLFkiXJ0DfPzxx9TU1ODxeAAx+9CUKVNYt24dXq8XwzBYu3Ytp556akrb5rB7+DfeeCNXX301oVCIVatWceKJJw6nCQPidDr52c9+xje+8Q0CgQBnnnkmS5YsAeDnP/85P/jBD+jt7WXatGlcffXVw2LTH//4RwKBQMwzAbjsssuEs/PMM89k69atXHTRRWiaxqJFi1i2bBnFxcVC2dkf/dlzyy23cPPNN3PfffcxYsQIfvGLXwyLPQsXLoyVp67rXHHFFcyaNavf/tNfe0gnM2fO5Mtf/jJXXHEFoVCI+fPnc/nllzNu3Djh6ry+vp7KysrY7yL29QULFvDRRx+xcuVK7HY7M2bM4LrrruO8885LWduUb7ySSCSSLEE+aSuRSCRZghR8iUQiyRKk4EskEkmWIAVfIpFIsgQp+BKJRJIlSMGXSCSSLEEKvkQikWQJUvAlEokkS/j/cct5Fp+uSr0AAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"grad_cam(100)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 310, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"pred: [[0.9846523]] label: 0 (label_type: auto )\n", | |
"sex: male\n", | |
"age: 55\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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AyYZ9tXzh101c45zKPSGFjfP79Zoj/HVHBWl2M9m2CH73eLzlZlqDNUANaW+XMXN0Nv5gBIdVZ1T/TKw2C2t2NQAmjtEH81EvX8s15heKwOk2MypsbMq5bdWU5Y3gaLPpogK/osHLL1Yfo7EtQH1LoNNjGaxmjdnjC5h/RSHN7hAflzWz82jDOYfZa7dXsGhqH26d3R9H9CgtFvhFOQ72lzZT0RJm1EXU4wuEWfnKQXYfa6B/gQurWScrzcLWg3W8HwgDGj/ckx59dynmt8qwWnQ8/jAPLCxmwtA8vvXCAX7w0mFmj8lhzOBsTte0UagbG+4wcwsAJ1r0iw78Aw0aKzf4aPT5gFpcNhPpTgs1TcYOxqxrTBuZww0zihnaJw0N2HqonrU7KhlWnM6CKUUUZHUeEASCEWwWndtm9+cHLx7g60/v4MGbRjKt//k3+2MNih+sOUYorOiT6yQQDLPp41p+//aJ9vf8cUNp9P9MOM2KCTlBTkWc/OqNY7y7u5r7Z+cw8KxFxE53TRySxd4TTWxvsDP2ItsmrOBguZd/X99MOAI3DQ1R7bdQ5VXokRDZaRZu/Ux/5ozLw2zSMW7WVaBpNHtCrN1eRW2TnwEFTl7Z1PEoBYtJ48oROby+pYJ391RTVu1B1zVunzOQvPRzB44xbUF4bluED08dIsNp4b5Fw5g+Jp/TNW6eW3eMA2XNAMwck8dVo3L47y0NALxzpIKvX+dg3hTjyFApxcFTLRwpbwNg8tBsdh9vZMOeaj4zLh+Lufsv/F9y4NfU1JCf37GbLigoYN++fRc9/aS+VtbsruNMQ4D5E/MYHbZSVR1ilOpclFKKddsreP6vRifUNZg9oYC/H6hj38kITgtk2DRmD3eiO1y8s6uSdduNZ884rTqBsGJAgZOH7xxLRb2X1X8/wxtbK3iti2do2Mw6t32mH0fOtPHMxlYO5BaQFwpgikS4dUTXn+NkZStvbSunT7aNOSNd/Gavg201ASymGsIR45tzAwpcVDd68QYiTBnWzPQx+XxU2sSe401MHJKFLxDm6dePke2yMnFoFkopztR5OVnlxmLSuGJ4Fhv2GQ95esc+io/WerHhxHngECVj8rl6chH26Gj+ZGUrf91RwcQh2eRn2WitrcUaasOZZyG/IIu8voX8dXcN7+6rI8tlweML8dYuY95ZLjPPTm/gpc2NrK4ayJTKCNs/auG9Y7G9lDE8Sfc10S/cxFunMpg1IUKm4oJjzzVbKzla0cassbn0zXHgsJkJhSOEwhHqmgO8v7eGd3Z3/aTSxdP6sPjKvqz64BSvbTnDxo9ruX/REKYMy26/Q2dAgZOcdAvbyvzMK7lAIRin977/wj7O1Hn48pLhLJjal9jJBrcvxI49pYzXzrD2oI/TPhufnT6Uw9UBDpY1sWR8GrPHZIHVyr/fP4Hfv1vGhn11vPdRPQBOi9EKoyzNZFkjbKo0MevC5QCwrTzMir8bu/B5I+wUF2VR0xrGHYgwZVgWWS4r9W0B3t9Xw+aD9eSkW9vvSjLpGgdOtbB+ZxUrvzKZhrYAmz6uY/4VhfhDEWxmnVH9M/jB58fyi9XHWPHnA0walM7AXAt3L8ihvtlHWiDSPoD4/UcKh9XEj78wgcK8dDRNo6bJx/6TjZRVt/GZ8YWcqm7D2+YmWHmKa/t4cBBCjZ/E+yeD/Pc7pXzrT2UsHmXjrmsi2KIzjo1irxiWTX2Th/88nsm3TRlkXaBdImisLprB7q2FeMKV5Dh1fjALBrvC4LBDWhZaXl8wmcFihy6uq3xpwWDyM638z8Zyth9t7PQ7q1lneHE6uRlW/uudsvafbzpQx6N3j2VEF6OqvY1WfnnMTlMAFk/O43C1j5+9chBeOdj+nmXzh9DiCbJmSzmbDtRRmGHm0QUZPLy2mXU7qpg3pR87jtTz7OtHaHJ3XMBeOr0vtc0+fvnGUX771nFumlnMDSXF2Czd9xT7S55TVxettC4Oz89n8Sg7a/Y283FZCx+XtQDT4G0Pn+vv4o6x0b1fWRNvbj3D3w/WccWwHBZfVcyAAhe5GTY+N6uVI4dOMT27BZvFjJaVB7nFLLt2KEdK69m4t4KNR90UZNn44bIJpDvM5GbYGD84k/omH3/64BT7S5sJhVV7o1stGja7mUf+YRx/WL2bdYcUqt7YsAaNaWTqqI4RuMcX4mevHGDX0Yb2n/33BjBrZuYN1rHabTizszlY7ubgqWZmjcokz6nz7sFWdh5rxKRrlIzO5evXj0DXFN/67V5++ueD9C9w4rSZ+Tg6Ssh06EwbkcN1VxWTYwmQ+db/8G7BXMwhRZM/zO/Wn+TVTeXMGJvPR6XNnKpx47SZ+OfPjcFpN6GOtaE2n0Qbl4lWlA4FeXxmQiEq4EPTdCKREPtOedh0sJFJ/axYAg3c7CjlTd8AVmzVAT8Fjgj9HEF2NRhbgCkS5nr/AX5lmsF9LzeRY9f51ys1+ud23U92HG3kqpE5LL9xBGia8Z9S7Rvo3VcPZNvhBoqyHYzol8bRM21kuqzGEUq6cbj8zZtGsmBqEb9+8ziP/fkQOelWbp5hjJ+tZp2Zo3N5Y1sVG/bXM2WUBZtFozFggTZFYdwO6c2tZzhT5+HhfxjP5GG5nfqxy25mzugsVOkZ7h7qA5cZbWQ2JRNdEA5CS337e9OdFr6+eDCfn1PMB4eaeWVjefs3Wu1amNlFAV4/ZeeRtQ0MDuUzRTczpouLyo3uEL/aFiDTqvjHmTYmDMmE7AIwW8Bkob1yTeOuOQPYcriBXUcbOHi6hdH9M/inm0dS2eTjW7/dywO/2tUerO/trUYpGNbXOGU6ojidJ788iYdf2Mfu0lZ2l8K2k7upaPAxvo+Vf82AurYwB+rgzpm5FMYdLRRk2bl6cp/2thrWNw08LahDpeAHQsapuXkTC7lyWDZ/XH+ENz9qpqytjKkjchlQ4KBPhhE1dquJ71xfzHdePMbPc+dzf+A4u8vzKSuzkGvTWWq3MyS63MPZQ9mUO57pWV6umjyAKYURnO46+BQ3+ZhNOjfN6Mf8SYUEw2HSnFb+sKGMNVsrMZt1LCadx+6ZwLbD9Qzvk4bTYeFHf/yYf3v1ME/dlEt6ese8/taYwTPlWRS7FP8yU2P4FcWEHRm8s6uK2iYfBVl2RvTLYHCfdJSKMKTQwR82lPHNq3MpSAuycFw6L25t4s/vl7LqA2MHY7fo+KKnunIzbDxx7yQ+2F/DtsP1/PmD0/x1ZxVzJxRS1eSjOD+NL1w/8eI/fFftcakTFhYWsmPHjvbXNTU1FBQUXGCKzgrSdFb9yxX4lIXKmlb2/+VNXmobzMun09iyqpogdVQ3+bFbdO6+ejA3zRzQ/qAspRR9cx30HZmGauh8wSXTZeXK4dlMKQzxmdFBRo/qj8tu7rT3z82w8Y2lw0DTOFXnY/l/7ALAajLmb7eauHd6Gkv0g+jDx/Lo2x4ee/ko00bW88+3jcNs0li9+TS7jjZw+2cHseTKIvYdb2DP0ToWuk4xaGAuWloGFA1Amay0egJkKDcEfNx2zQiO1XgZUujCYY2dJVc8cvcYXt10hnU7jScbuuxm3L4QwbDCpGvcs2AINNfQ9vpp5lzjgLpmtCum81G5l8dXHWLttgpG9s9gaUk/ZozJx+WwoNT5v1AS2znrmsakIVlMGp4P7kbUfnDqYb4wtI0DnjRum5ZDf3cZfo+PuzcZ69ccCVISOsXA6RPZ5s7lzQNeln9oY36Vh6/M7Hz3TnWjn/rWADcPPv9YLtNlZf4VRcQOxccNyqSrY4ZR/TN4/N4JPPzCfk5UufntX0uNenSNhVMK2Hqghl+uO4227jSaBhE1Co4rJmVncKMzwF/ePcze0hauGpXLpKFdnEy9BBlOM0unFzN+QBr/9NxHAFi1CEv6+6jymznlNvFRSw5v1ELW4aPMyprImMYtRBScqA2wam8zbQF4alaAQYUX/m6Dy27mmsmFXDO5kGAojEnT0DWNfnlOHrhhOOt3VVGYZcdu1XlzayUKOt2k4LCZeeK+STTW1vPsulOUN4awW03srwzwtLs/+TbjNNqs0Rcad19YusPCV+YVMjwjxLNb3Ow/bdwdlBs9RWKz6BRlmnhoTCOP7s7ipy2TsOkRBmTArloz28JDuFqPoJsDrB84l0JfA8tH+jGPHAueVtQl3myU5jADJtB0MpzR0zXRSMjNsLFoah/jta7xT7eM4nsv7OPJtxt48LpM8qL7vjfrcxjgDPHTGUFs0WuPJl1j4ZXFXS5z5th8Zo7Nh4ZK8ASZNtjJi1ubWPVBGcOL0/nX24dzvNrHD148ABgDF7vVxIIpfVgwpQ8flzXxysZy/rK5HKfNxPFKN1+4/tI+f8wlB/6MGTN4+umnaWhowOFwsH79en70ox99qnmYdA2XxcywvmkMSTtDydzxrNlWQ7mWjcVh53NzBlEyJh/Hp7yYAkaQTR2SDvYLT5uT3nHB5ewjlEJbCC1N59E5Jl6vzmXdrho+//hGzCYdty/E9NF53P7ZQahwiJLRuZQMsaP2lnaah6ZpRgeLdlSbxcTYgVmdRrhgdLovLxxCyehc+hWksedEE0+/drjLi5rxxg3K5GdfmUyjO8SoAZe+oZ5tUV8vi3JcaNlmlBuscVfiLKEAYGJoRoShI5yMS3Pz9C6dt48GaPA20xZ2Y7NZ+Ne7xvJR9Ehl3MDuuY3TZjHxg8+P5TvP728/z28y6RRl23nmlhy2NaZxrDZIKBxhwOlt1GcP4M8HrOx5q5FMp5mFU/twy+zu/9tYxbkdI2IrEex2xb9MDqAVF+Pd9iE7VV9eqcplTc4U1mVNxHxGw1duHDGkWWFg+qe7pdRi0js9o3rGmDxmjMlrf+0LRHhnd3X7w+VizCad/Awr37+pP6TlEtZN/ObPO3jnCLDPw5g8KMq60BWiizN3mI2JY/txqlnx41VHqG81huXGDkgxIj3I1xrfY3/fsfzDCC8ZA/pxpjnED/5u5a8nTCjC9HfXcEfVh5i0uZddT7xMlxH43vM8VmFY33S+ungov1l7jO/96Tj//tVMmr0BTngdfH5QKzbTpd171S/byufnDeBguZtv3jwSpx5qrwWIGwAaxg7MZOzATDz+MErTeflv5Ze03HiXNcJfvnw5y5YtIxgMcuuttzJhwoTLKqYwXefeoa1oY4ZDbjFYHZ/qNNGlcH7CDgGgwKVx34KBZKXbOVTeyp7jjaTZzdy7qPtv3hw3KBN0k3FUAugX8fELsuwU5PTsVyriV4Ml7Ac6RqPj82HlbD9P7HNR745Q2ugFvGw/0sC+k01kuiwU5zrOmeelctrMPHXfBO543Hjyojl6ZGbSNUpGZlEy3gkoIq+uRxszkELVQpW9iBvnjcSW1jN/rcti6mj/s7usTVfMzAsy4+ohPPfonyhVTgYPSKfPuJGcbIowt28ATeve2/GKsi/uji6TrvG1z2RwjX8fH+dPYkpW930JKTfdQm6ekyfvGcu3nv8YMHbYYJz6Guc/w6x0E5j7A1DsUvzHsEMwegK6zc72b60m137+i6eXKjbC9/jP/43fuRMKKNKaefj1Wn78pwPouoaGoiTPB5dxM/KNJcXcaLYCCoKhTiFv7+JOPTD6O7rOPQuHXvJyYy7rasDSpUtZunTpZReRSJ80go7RNI3Pze4PupmmtgBmk066s/s7Y0zsSyE9vL+7JNZwgPjAB3BZ4IfXpoPJTCQznwf/6wQr/ucwAAuuKIzuuLvvi1HxARsL/POZXehHG5oGlsR+GUrXNK5r3MXpRg9TJ05BH3cF2Byo+kpo6d5luRzGph3/QLcLGerwMnyCC9XU/bcFxp+qOvuI42zGJZ6e7fSxUfUnfXt9dB8bX/xsH9btbaSq0cd1eQ0U2Lv3uTvxgR/fp3uK/BHzS5CdfvmHvJ8kdhqrpzv/pTCHL/xNSZOusfyGIfzmr6fom+vglpldn+Pstnp6YUP53yYteoSYDI//jR9UdfXFx94WG+F7L+JxJUun5nPdzEF4AgrHuueJ3anWXc43qu8pEvhJKjbCT/zmcS7TBS4Gxwzrk8aKeydGr8P27CMPctI++ctEqSZ2SjCYZH/cx5oEgR8b4V/so4g1TcNlN9ETLdkbo/p4EvjAjV9CCEYAAAvKSURBVCV98XsS+zyNs8VGQrlpiX8mS7J6YOlQyuq8DCx0wSccdfSGOyc7qThcmugygI5TJ8nyJ/xibAk+rQYdp1Hib9hIFRL4wOevHgRtjRBK/FP8YrLTbXxt0UCm5CfHg9wACq0BqgPJs5F8dkI+6IkPkJhbJ7mI1B2HxD5tF6D9W5rJcEonns2ix67ZJoymaXz/7rHdeiPB/xYS+Ensmon50FSb6DLaPTX8BGWrt3M40YWITzSw0MW0kTncPrt/okvpJBkCH4xHPKQiCXxx0ey6whXxJ7oMcREsJp1v3za6x6+ffFqWT7hLJxV99brhOK290y4S+EKIHvfY3SPYcbL1om+DTiXzp/SBSO+cepPAF0L0uBF9XYzo3wt//EJckBxfCSFEipDAF0KIFCGBL4QQKUICXwghUoQEvhBCpAgJfCGESBES+EIIkSIk8IUQIkVI4AshRIqQwBdCiBQhgS+EEClCAl8IIVKEBL4QQqQICXwhhEgREvhCCJEiJPCFECJFSOALIUSKkMAXQogUIYEvhBApQgJfCCFShAS+EEKkCAl8IYRIERL4QgiRIiTwhRAiRUjgCyFEirjswP/5z3/O008/3R21CCGE6EGXHPitra1897vf5Xe/+1131iOEEKKHXHLgv/vuuwwaNIh77rmnO+sRQgjRQy458G+88Ubuv/9+TCZTd9YjhBCih5g/6Q1vvfUWjz32WKefDRkyhBdeeKGnahJCCNEDPjHwFy1axKJFi3qjFiGEED1IbssUQogUIYEvhBAp4hNP6XySBx54oDvqEEII0cNkhC+EEClCAl8IIVKEBL4QQqQICXwhhEgREvhCCJEiJPCFECJFSOALIUSKkMAXQogUIYEvhBApQgJfCCFShAS+EEKkCAl8IYRIERL4QgiRIiTwhRAiRVz245EvmcUKugl0HXQTWkY2WO3gTANz9HeaDlpXE2vGdGYLWB3G+8xW42eaMT/MFjCZjdcAmopOqzr+07To+5XxXojWo4PFhubKMGpC66i1q5p03ZifyQwOl1GTxdbxfjB+Z7bE/Ux1rkkpoyyN6DKiy4z/XCYLem6+UZPddVZN0Wk6FwZWO1p6Ftid0TbX29scNGOZsflE69cyc8CRBjan8TkcLtDNaMEQ5oICnGYXem6eUYPFZrzPHASrDXSzMZ/22jA+m/E/0TbXop9XxbUfHe9p//+zRX/XPq2KTquBMhm1mEzt60NLywSbw/gsFltHn4rNXzt7mdH1ZHOCI2S0WWyaWH+L/2wKUFpHe1psRj+2+Y1lmq0d/ciRBiYzpvwCbDav8T6LNdqH7cayrPboZ4hbRqwdtNi60uLaILaau9xIOt4XE98XI5GOvmOxGW1lsRntZTKfp6/HXiijne1O0EwQDndMgwKTpfPnADBF4vqZBZzpmPLyjb7myjDmFQp1rDOLFVtRIRabGZzpRjvF+prJHH3PWW2l4vtOV31NnWc7iWtPXev4nGZrp7bQ0jKNfLK7OtrpfPMjmivQUfvZ23/89tvl0Dvu85x3OZ+OplR8jxBCCPF/lZzSEUKIFCGBL4QQKUICXwghUoQEvhBCpAgJfCGESBES+EIIkSIk8IUQIkVI4AshRIqQwBdCiBTR64H/xhtvsHjxYubPn8+LL77Y24s/R1tbG9dddx3l5eUAbN68maVLl3LttdeycuXK9vcdPHiQW265hQULFvC9732PUCjUazU+88wzLFmyhCVLlrBixYqkrfPnP/85ixcvZsmSJTz//PNJW2fME088wUMPPXTBeioqKrj77rtZuHAhX/va13C73b1W37Jly1iyZAk33HADN9xwA3v37j3v9nO+du5pGzZs4Oabb2bhwoX8+Mc/vmAtiVrnL7/8cnsb3nDDDUyZMoUf/vCHSVcnwOrVq9u39SeeeOKC9VxS31S9qKqqSs2dO1c1NjYqt9utli5dqo4ePdqbJXSyZ88edd1116mxY8eq06dPK6/Xq+bMmaNOnTqlgsGg+tKXvqTef/99pZRSS5YsUbt371ZKKfWd73xHvfjii71S46ZNm9Ttt9+u/H6/CgQCatmyZeqNN95Iujq3bt2q7rjjDhUMBpXX61Vz585VBw8eTLo6YzZv3qyuuuoq9e1vf/uC9dx///1qzZo1SimlnnnmGbVixYpeqS8SiaiZM2eqYDDY/rPzbT8X6rc96dSpU2rWrFmqsrJSBQIBdeedd6r3338/ade5UkodOXJEzZ8/X1VUVCRdnR6PR1155ZWqvr5eBYNBdeutt6pNmzZ1a9/s1RH+5s2bmT59OllZWTidThYsWMC6det6s4ROVq1axSOPPEJBQQEA+/btY+DAgfTv3x+z2czSpUtZt24dZ86cwefzMWnSJABuvvnmXqs7Pz+fhx56CKvVisViYejQoZSWliZdndOmTeP3v/89ZrOZ+vp6wuEwLS0tSVcnQFNTEytXruSrX/0qwHnrCQaDbN++nQULFvR6nSdOnEDTNL785S9z/fXX84c//OG828/5+m1Pe/vtt1m8eDFFRUVYLBZWrlyJw+FIynUe8+ijj7J8+XJOnz6ddHWGw2EikQher5dQKEQoFMJsNndr3+zVwK+pqSE/P7/9dUFBAdXV1b1ZQic/+clPmDp1avvr89V39s/z8/N7re7hw4e3r+zS0lLWrl2LpmlJVyeAxWLhF7/4BUuWLKGkpCQp2xPg+9//PsuXLycjIwM4d73H6mlsbCQtLQ2z2dzrdba0tFBSUsIvf/lLXnjhBV566SUqKiouqj17a7sqKysjHA5z7733cv311/PHP/4xadc5GANOn8/HokWLkrLOtLQ0vvnNb7Jo0SJmz55NcXExFoulW/tmrwa+6uLBnFo3PPKzu5yvvmSo++jRo3zpS1/i29/+NgMGDOiynmSo88EHH2TLli1UVlZSWlraZT2JrPPll1+mT58+lJSUtP8sGdf75MmTWbFiBU6nk5ycHG699VZ+8YtfdFlPouoMh8Ns2bKFJ598klWrVrF///72a2HJUmO8l156iXvuuQdIznV+6NAhXnnlFd577z02btyIruts2rSpy3outc5efR5+YWEhO3bsaH9dU1PTfjolGRQWFlJXV9f+Olbf2T+vra3t1bp37tzJgw8+yHe/+12WLFnCtm3bkq7O48ePEwgEGD16NA6Hg2uvvZZ169ZhMpmSqs61a9dSW1vLDTfcQHNzMx6PB03TuqwnJyeHtrY2wuEwJpOpV+vcsWMHwWCwfceklKK4uPii1ntvbVd5eXmUlJSQk5MDwNVXX52U6xwgEAiwfft2Hn/8cSA5t/WNGzdSUlJCbm4uYJymee6557q1b/bqCH/GjBls2bKFhoYGvF4v69evZ/bs2b1ZwgVNnDiRkydPth+qrlmzpv3QymazsXPnTgBee+21Xqu7srKSr3/96zz11FMsWbIkaessLy/n4YcfJhAIEAgEePfdd7njjjuSrs7nn3+eNWvWsHr1ah588EHmzZvHY4891mU9FouFqVOnsnbt2l6vs7W1lRUrVuD3+2lra+Mvf/kLTz75ZJfbz/n6Q0+bO3cuGzdupKWlhXA4zIcffsjChQuTbp0DHD58mEGDBuF0OoHk3IZGjRrF5s2b8Xg8KKXYsGED06ZN69a+2esj/OXLl7Ns2TKCwSC33norEyZM6M0SLshms/H444/zwAMP4Pf7mTNnDgsXLgTgqaee4uGHH8btdjNmzBiWLVvWKzU999xz+P3+9pEJwB133JF0dc6ZM4e9e/dy4403YjKZuPbaa1myZAk5OTlJVef5nK+eRx55hIceeohnn32WPn368LOf/axX6pk7d257e0YiEe666y6mTJly3u3nfP2hJ02cOJH77ruPu+66i2AwyMyZM7nzzjsZMmRI0q3z06dPU1RU1P46Gbf1WbNmceDAAW6++WYsFgvjx4/n/vvvZ/78+d3WN+UvXgkhRIqQb9oKIUSKkMAXQogUIYEvhBApQgJfCCFShAS+EEKkCAl8IYRIERL4QgiRIiTwhRAiRfx/qURWMUnGOokAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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MfT/aTCTaP24TVl3hYocM/+P+AEp7MMaad2po7oj0i570K7FQ/OwZ/v76CFuOdPbL1W44zeTD52D4cQW/3NLBP71h0tge7Xs9aTF8Lr8j2x5WHPeW9suD6Ox2l05yvP5FZ/jBczCx7724m2Xf2cB/rd7XbYGur4nETHI9loGdzfAD4Rhf++k2/vmZ7Tz32uF+0xRK6HDo3Seknti6r5HWzignmkO8+PbRftEUNjWcZgyAyDlk+B9+1Mq+6vZ+0QJWdqZ/jN9t/dEfjvDM/x7iW7/ceU4T+8clEld4Nat9zlbSaYy5ePD3jTz68glW7Iz1uZakyTsMLRVLvfGfdcNYuSvAgWZYu/1kn+tJj+FQpPd4DscUD7wa5hcTb+PFwfP6XMvHreHvOdrGF364hadry+mPi6Vk2wzE3XgZM/xApPeGPny8k027TxKNmby6rY5tB5r6TUskapLvTRh+uPfB8daOE7QFohT73azedIz2QN9nQ2BNLAB+r3FOGf4bO05Q7HdzxYQSXtlc0y8TZNjUyYmHgLNn+CfbwnxzxYc8+PNdrNte3+dawBqsHpel42xXgvvrI2w52MK4oX6O1gfY+GHfa4rEwK8nDP8sHvtKRwUAo0pcvLI/Rl9flCVNxO9zEjrLzo82xfhTWyE3T/ExpRS2HGzrWzFYY6wrqeq9r94+Bic6FeWBerYUjqcu2LdXk8lY8Tj1c6rhP7uuivqWMK80FvH7Gl+faombilhc4TA0YnHV73fkXZDhr169muuvv56FCxeyYsWKj7Vt6Cw++cftDbgcOk99ZRZ5Xgfv7mm4AKU9o5TVyPk+B9B7hq+U4pUttVw0OI9/XDqBaFyxr7rvBwd0TTwFXoNIzOz1sr+5PcL2g01cNa2cT0wppzMUY38/6AqlG77m6PWzb+9uwlQwuNjLj/9wiAM1fZ/px+IKt1NP/bs31h8O4zQ0/t/dUygr8LBpd9/HUzimyDOswA73UtIx0Xijs4zLR3q4Y2YR4Tjsburb3CucMPl8n/OsGfVbh4LoKG6c7GNqmcaxxjAtfVz2isQUBTlOAAJn0bOuSjHUr7H04MsAbG3y9KmWZKy4XcZZM/yaphD7azq4e8FIxvsCbDrZt1qSE3NBjgs4t5LyhXDeUXbixAkef/xxfvWrX7Fq1Sp+/etfc/DgwXPePhDtuaHDMZP1uxuZNbEUf46LKaMK2XmkpV9qnbHEM0f855Dh76pqpeZkgMWXD2H0oFx0DQ7W9K/h+706puq9ZPHGzhOYCuZPr2Dq6EIMXeuXK6KIqZETD1v/7iXDj8YVf/qwkVHlOSz/9FRcTp3Xd/Z9Rh0zFS6nga71bviNYZ11+4NMH52P12Uwe2IJOw+30BHs26uzSFyRl8rwezb8Kv8w2kwn8y7yMnmIB5cB2xr61vCTC7V+nyNl/mcibireOhhiek47+V6dKaXW+x981LdxHYmZ5CcMP9RLXeSjkJsDzXDNGAf+aAfF4VY+bHP1qZaU4Tv1s5ZR1m5vRNdg7pRSLvO3U9XppCHYd3dgJev3BbmJyfBsl4YXyHlH2caNG7niiisoKCjA5/OxaNEi1q5de87b92b47xwJEQjHufoS67J3yuhCGtvC1DYGz1cuALuOtLDm3dpu3/JNDox8X+81fFMpXlpfjd/nZM6kUrxuB6MqctlxqPmCNAFUHe/k1W3Hu01oSR3JUlNPdXylFOveP8GkEfkMLvaR43EweWQBb+868bEXgVoDMd6qdbI6OIx1dZ7TfgGse4bfs+E/8+ZxjjYEueHyQXjdBtNG5bP98Pkvcu891sb/vPnRad/OjsRMnIZGrtdJWy+ltVeqPURiir9bMAyAWRNLiZuKzXv7tlYdiSv8uqWjt0XbPUUX49Ni/NUwN26nziWDdNbXGn16i2A4vaTTS0a9dV8jzQGTawqsBGFUAfjcOtsOnl/CsHlfE9/+fQ2Nnd2PGY6Z+H0ONCAQ7lnPupYiHDrMHWnF1+hALXvbXOf1zfxIzOTZ16p485RkI1nSKc5z09rZc9zUt8d4dXsT86eVUZTn5lJ/BwBb6vuuxJRca0lNhuGe13POVm4+F3q/Lu+F+vp6SktLU6/LysrYuXPnOW8f7KGGXxs0WPlhOxUFbiaNyAfgkjGF6BqseaeaeyvH9rhPpRT1zUGIRijTFaGISdXRVg7WdrDzcDPvHbTMORqNc8vsIda/EwMj35so6SQa1VSKQ51uDuyLUNcc58T7+9lV1crf3zAWl9Pq8JkTSvnV60c4Wt/J8JLzu9R7Z89JHntxLwA5HgdzJpUkdMQSuoxuOk9l55FWjjeH+ORVI1LvLbpsMMt//SGrNh7jFmvOJBqH401RTNVJod9Dvgs6QjGONXRypCHM9iNtvH+wGVN5gbFwAKpiis9e1XWssKmTY/Zeww9FFW/taeWKcYVcNbUMsPpv8/5mdh5pZerogtO2OdEcoupEJ+OH+VOBD9DUHuYPm+tYubE61QbLrhmZ+ntrZxS/z4nLoXOyLQKcngmaSrGxwc20IS4qCqw+GjM4l9J8N6+9V8fcqeUYHyPtOd4S4b/fOEZzZ4y5E4u4eWY5YMVeJAZ5nuSi7Zm3D2pO9heMZo6vCadhTUBXj3bwbrXJtlqTK8adu5beSGX4OU4iMZO4qU47zy37m/jpK4ep8Btckmtl9IaucfXkItZsO0nU3M3V0ysYVOQlEjNpbAvR0hlF12BKhUFR+nlF4vzvxmp+ue4jAJ4ynXy9KySJxEzcDh2v27Bq+GdI2vc267zRWsjMweB3WxPm6M46thRO4OCJMBf7z+3c46Zi64EmfruhmkN1nWjAZWMLyUmsIXSErD4aUe5jz7E2oonE4VRefK8NTYPb5lr9NNgdYYg3xmvHHFx5kSL/DMfuCEbpCMYoyXdhYN18sfVAB+8famPX8Sb8ufV8655L8Lm7J3LJkk6gh4Tz/YNNPLX2MD99cOG5NUIPnLfhn6m8on2MB2o1BqwTrWsKsreqmUOto9nzhw6qmktw6DG+csuo1P7KCr1UzhzK6neqyfM6uOPqUd10HGiM8/qORt6tqqU9aHVmrlunI23UDS7ycsPMwVSfDPDrPx3jsosLGVqak2rwwlwHTkNj455G1u9u5FBtG5H4cCCCzwG6s4NbrxzKwr8alNrntTMGsXLDUb7/u30smTmIwXlQHNIItJp8dCLI+5sP0hE2KS/woMfDDMs3GD7cQ0N7lFhcsW1/Ixt2n2TMoBxqG0Os3FTDZeOKcLmM1MRTmmcFRkNrmPwc6/dSDzfF+aDKyXt797G3poNiv4srJpSkdM0cX8KsiaWsWFfFrgqDeMs4DnzkIGI2AFbt2mlo3W6PK8pzcdOlJcw2qijd/x7/476UV474GDssxCwnGAoiSseXLOloDmImGEqlvo5V3xHnf3YECUVNrp9Rntr3VVNLWbmphv/43X4WX1rBuGF+Rpb5eGtnPW9/cJKq+oAVP1g1f6/boDDXxZ5jbXQk+jPP62DVphpMpfi7hOm3dkYZUZ5DjsdBfUuQuOmksTVCVNcIhmO8f7KUDX9U1IcM7rrIm9KjaRrXzhjMiteP8K1f7mREeQ5FeS5K8t1UOMOcrIWjDR5Mp85YVyv5hSY19e1E2tt5YUsTgYiJ3+fkuTermT4qj5FDPcTiVmkw14ihoeiMaqT/um1nVOO1rSdZM+wWIrqT63KPA9MAmF6hU+hW/GxrhF2NbUSMCMdbo2iaRlV9gLipyPM6mTTCz/TRhYyqyKG1M8L2Qy3sq2lnWKkPn9vBJyaXMLwsx+qfaFeGn3ztdVhmuL+6k9d2NPDmnjaGlvr4ypV5OPZ0jc27PlGB4XSxbkd9j2sdbqfOlYMM3Lip6fDw4Vv7icUVl11cxOBcxar3mvmwupNJY3yJ41vrLV630a2GH1UatUEXq7c7eKvGTZEjyp2TumxpYvtHeHSTZzc2cflQg6ZmGJGjg9Mk5goRr26kPWTyYXWAAzXtRGJm6hvqZQVubpw1mN9vquVfV+zm4b+bhNOhU98SxuXQGTM4NzW2ygvc1JwMYgJ1TSHeO9DEG3sDLL6kmGK/O6XnjhEdPL4vn6/8UVGy9QC64UDXNZRSHG8K0pK4YijKczFmUC67jrQQiprkuTWGFrnYUxfgyZX7mDamgGg4QmmBFZcFuYka/ilZfGtnhFWbalnzbi0TRpyeLH1cztvwy8vL2bp1a+p1fX09ZWVl57x9c9DkCz/eRX2rtTjk1soZ4dVYNrKduVeOpXBYYbfP/+21YwhG4rz49lHWbq21TEaZxOMmgSh4HBEuH1/MhBEFRMIR9lU1UlHoYfyYCkZW5FCcZzVoc0eYf/yv9/nHn+xA07qeD1Oa52TiYA87jlqZzrgyB9d4qpk2YzSFehh93AwwnJA2qflzXNx3ywSW//oDnlx9KPFuHhAFouR6HbidBns+aiUWNxNfPum6vHToGrfNHc4tVw5hy95G/uOl/XzhyW3MmVTKH96tBWDmSB9PrW/mgZ9tZ+pwH0cK/pq2tSHAw+CiKItmVHDdpYNxO7sybk3T+MKSi3E5NPYcasAVd7JwhMnYkcU4ikqpb43S1hHCoetcVOFh1GA/RQU56IEW1K7DKD3G3aM72NXu5Yk/tfMEfsrclpG4zBh5wWZWeSex6jUYWdhGhUenM+JkX0s7poIbLiliwrDclB6XQ+f/LBnL4yv38+Lb1d3urR47OJd7rh1FeYGb/TUdHD7eQSRq8t7BZkZV5PDJm4ZzsLadG2cN5T9X72f1O7U0tIQIReLUNoWYPqYQU1nZ6id/EQTSyzQVXFwEnx3bwZzR3WPzliuHYRgaK9YdYd+x1lPuDdeAxASx/1C37QpyHHz7UxMoLvDyxf98n399/gAThvtparcmQo8WZ4Sjg80NPgp9caqr2jhePZS9AR8Rs56x0XYWHl7H6OFdegxd49aLYjyzx8n6QyFMLczQYi+aDleMK8brNmhsj7D1QDNv7mzott3wUh9v7KgnEjVZ/U4N37hzEhNH+GkPRTF0jdJ8y6wO1XXw9oeNbNzdQCAcx6HD0tlD+OTVo3DWHej2C2Yuh86yBSO5Y8EYdhxupqktTH6OC49Lp6LISzAS48U3DrP5cDNx5aTIbXL9tEIunTyYCUPzCDbW89aeFv7lhSP4vceYO7mYtmCMXK+DEr+bjQfaaMwporZsKS2NOUQbDRy64pZREW5xHcCXMyWlxWtGuG14B7+o0tlTB7oGpnJi/eZaR+I/GFnuY/60MnLcBoauM7TUy8zxxRiGTp7HwYo3jnLvE+8xqMjLvup2hhR7GV5qTUZf+s/3EvvtagOf2+CK0V4+ObsrcQG4oiTMv+aHefaAB7dTR3PoiZ+S1Bg/PJ/Rg/LI8znZuu8kh+o6mDOphHkjDSYURNG9uTz2Rhvv7D3Ju6eUEwcVWVefHcEY67YfZ9OeRuoag9S3WFfUcyaXcm/leC6U8zb82bNn88Mf/pCmpia8Xi+vvvoq//Zv//ax9lHfGmHc0Dw+ddVQxqz7Ga4Fi6GqFs13erlA1zX+vnIsFYUeTraFQZkQ6oRQJ6MKHcyZUoZ30DBwOCES4obxDnC4wZ+48ExckRTmunh42WSe/9MxNu1pTO1/3CAvZXNL+cOeMJeNK2G6+wRqxx40nw7hnq9cLh9fwk+/fDkdgTAfHmqAmkO4/XkMrfAzetJYDJcHlInZ0cyJhnaOBj0UF/jwuQ3yPAZ5PiegmD2xBKXgp2sPp8ze5zYoznWkgnHH0QAzYg1c/omLmO5uonjWDDSnG7TTaxK5Xif33TIedTCA2rgZbfJ0tAoflBWDbkA0DGig4qdNZAAeAx6Zq9jYkseW/c28d9LKFEujrUys3ca7Y64BoClgEo+B19CYN9rFrdNzKBlacdr+Jg7389/3zSAYMdm0t5EDNe0snlHB8DIf6Jb+y8aVkMyKIzGF09DQNI0ZY60+/D83jsXl0LuZnt/nZHhZDmu31gHwt1cNJjfXi8PQmPThaoqmT4KTodOuPjVN4+Y5w6mcOQRDt0oSJ1vDVH90gvy2Y4w2Woh5cjlaNJGmsM6IYjeOYCtFhT48OT4wDJbNH8ZP/reKHYdbUguRpUaYqc5mfh/I4+k9BhCkwhlk0y0AAA95SURBVOVkweAwC+ZOxPPvT3OsPQB0n4AWjYizaIofLccPheVWHBtOq48swcTjiiP1ndQ2BvG6DCYO85PjcYCu0dgW5ss/fp+HfvlBap+jynMYO8SaeB967kMAZo4vZs5FOUwb4iK3pIze6llOh57oE4uuq3rFV28cidrbAOEQxGJoU6dAXj6Yihy3wcPX+Xl2l+Ldg22s2XICgIsqcijK9/Lf1e3saHHj1TXme+oYW+Zg0phCylxR1NHTa2FLhnRy6ZxJGOFOCsONNLRFMLxejDw/jpIKPG4X3tycrh/xJXF1lejzpXOGUlHoYeWmmtT3QiqKPIwZlEt5oYcTzSGunl5Oqd+FP9fFiLIcxpT7cDRXg/d0ixxfaPLtq3W0kWMgJx/tDOPv2hkVYCay9aY6CFhXqv/3loupaYkRjsbYvPsEL2204vayi4uBAzyxan9qHzPGFvKJyaV8YnIpQ8py0fQLXzu4oAz//vvvZ9myZUSjUW699VamTp16ztt/cXYOjsLhjBtZjBaPYWpnX5QxDJ2lnxhhBZ4Zg5M1qKYIaAaa69wLsUNLfHx16cWgaRypD3Kktg2f28BX6OLexUNAN1DHTpzz/grzXBTmGAzzl6D0vVBkoOU6SX0rCNA1jUEFLgYNLwaHwwrOU8picyaWcPn4ItAN1n/QwLACAwjw1aUXs3rLcf7hqmL833+OnDET4KT6WCW08yHHBdeO87Iwp5btdZ388ajOpP1HiZ1s5+9Lm/DfuhgqRkBLA8SiUFwERu9B6XUbXD29nKunlZ12/um4HKf3p9tp8KWbLuZz143mj+8dZ+eRVmaMLWREeS53XTWUBRVB8oeVgcsHKMz9Z/9Ck8PQAYXP7WB4mYPhbj+qCmgDXDBpWB54ciAehbYgOLt0LZhWyvwpReDy8Mo71fx2/TGme1uYTAPBonLcDp1508sZWbUJraQMrcxD3VkV9Yyha1w0OI+LBucl4qfrb8V+N/+6bDI7D7ewZX8TNY1Brp5exqBCD5NH+Nlf08EDt09k2uhCCLQmJvz+ozzP4GtLBlHbqfPu/mY27m5k4vA8vDleAq1tFDQcZOpbqyiaOgyKh6H5CqGX7hpc4ISAgYrB4FwFXg1yDLQc51ljDmD2hGJmTyjiaEOQd/c1c/X0MjRN4z8+Nw2HoVs1fEVizGr99gxnQ9cSZTfF2DIXU0cV0dBuVQNumjWEfdXtLJhezrypZWlzcd+N8/M2fIAlS5awZMmS89p2UoUTrTT3tExwoBlVkcuoMi90XPjdNn2B09BB15k/vQLCAWgJMHN8ETMnlUNrfeICduCZXhRhmtZI9VbLZZwZ/Blzj8tgyczBLJk5yLpaQWPp7MFQd2TAteiaBppG5WUVVA4LYr6mcOlx/n58AJxutBInZtXAaBkzKJcxg3K5Zc7QrjeV4pufmmQtmrr79vbGs6FpGkOKvSyd5WXpZaVgWFcjSy8rRm3bRXO/PDihd4aX5TC8vKvc6HUnLDBDz/eZMirfahfTZNk1o075a99ryvxDzQVB6Fc0Teu2xiNkL2L4giAIWYIYviAIQpYghi8IgpAliOELgiBkCWL4giAIWYIYviAIQpYghi8IgpAliOELgiBkCWL4giAIWYIYviAIQpYghi8IgpAliOELgiBkCWL4giAIWYIYviAIQpYghi8IgpAliOELgiBkCWL4giAIWYIYviAIQpYghi8IgpAliOELgiBkCWL4giAIWYIYviAIQpYghi8IgpAliOELgiBkCWL4giAIWYIYviAIQpYghi8IgpAliOELgiBkCWL4giAIWYIYviAIQpYghi8IgpAliOELgiBkCRds+D/4wQ/44Q9/2BdaBEEQhH7kvA2/vb2dBx98kKeffrov9QiCIAj9xHkb/rp16xg5ciT33HNPX+oRBEEQ+onzNvybb76Ze++9F8Mw+lKPIAiC0E84zvaBV155hUceeaTbe6NHj+bnP/95f2kSBEEQ+oGzGv7ixYtZvHjxQGgRBEEQ+hG5LVMQBCFLEMMXBEHIEs5a0jkbX/rSl/pChyAIgtDPSIYvCIKQJYjhC4IgZAli+IIgCFmCGL4gCEKWIIYvCIKQJYjhC4IgZAli+IIgCFmCGL4gCEKWIIYvCIKQJYjhC4IgZAli+IIgCFmCGL4gCEKWIIYvCIKQJYjhC4IgZAkX/Hjk88bpAt0AXQfdQPMXgssDvlxwJP6m6aCdaWPN2s7hBJfX+pzDZb2nWfvD4QTDYb0G0FRiW9X1n6YlPq+sz0JCjw5ON1qO39KE1qX1TJp03dqf4QBvjqXJ6e76PFh/czjT3lPdNSllydJIHCNxzPTzMpzoxaWWJk/OKZoS23QXBi4PWl4BeHyJNtdTbQ6adczkfhL6tfwi8OaC22edhzcHdAdaNIajrAyfIwe9uMTS4HRbn3NEweUG3WHtJ6UN69ysfyTaXEucr0prP7o+k/r3qST+ltpWJbbVQBmWFsNI9YeWmw9ur3UuTndXTCX3r516zEQ/uX3gjVltltwmGW/p56YApXW1p9NtxbE7bB3T4eqKI28uGA6M0jLc7qD1OacrEcMe61guT+Ic0o6RbAct2VdaWhsku/mMg6Trc0nSY9E0u2LH6bbayum22stw9BDryRfKamePDzQD4vGubVBgOLufB4BhpsWZE3x5GCWlVqzl+K19xWJdfeZ04a4ox+l2gC/PaqdkrBmOxGdOaSuVHjtnijXVwzhJa09d6zpPh6tbW2i5+ZY/eXK62qmn/ZHwFejSfur4Tx+/Z0y9086nx+N8PDSl0iNCEARB+EtFSjqCIAhZghi+IAhCliCGLwiCkCWI4QuCIGQJYviCIAhZghi+IAhCliCGLwiCkCWI4QuCIGQJYviCIAhZwoAb/urVq7n++utZuHAhK1asGOjDn0ZHRwc33HAD1dXVAGzcuJElS5Zw7bXX8vjjj6c+t2fPHv76r/+aRYsW8c///M/EYrEB0/jkk09SWVlJZWUly5cvt63OH/zgB1x//fVUVlbyzDPP2FZnku985zs88MADveqpra3lrrvu4rrrruMLX/gCnZ2dA6Zv2bJlVFZWctNNN3HTTTexY8eOHsdPT+3c37z++ussXbqU6667jn//93/vVUum+vw3v/lNqg1vuukmZsyYwbe+9S3b6QRYtWpVaqx/5zvf6VXPecWmGkCOHz+u5s+fr5qbm1VnZ6dasmSJOnDgwEBK6Mb27dvVDTfcoCZNmqSOHTumgsGgmjdvnjp69KiKRqPq05/+tHrzzTeVUkpVVlaq999/Xyml1D/90z+pFStWDIjGDRs2qNtuu02Fw2EViUTUsmXL1OrVq22n891331W33367ikajKhgMqvnz56s9e/bYTmeSjRs3qpkzZ6qvf/3rveq599571Zo1a5RSSj355JNq+fLlA6LPNE01Z84cFY1GU+/1NH56i9v+5OjRo+rKK69UdXV1KhKJqDvuuEO9+eabtu1zpZTav3+/WrhwoaqtrbWdzkAgoC677DLV2NiootGouvXWW9WGDRv6NDYHNMPfuHEjV1xxBQUFBfh8PhYtWsTatWsHUkI3XnjhBR566CHKysoA2LlzJyNGjGDYsGE4HA6WLFnC2rVrqampIRQKMX36dACWLl06YLpLS0t54IEHcLlcOJ1OxowZQ1VVle10Xn755Tz77LM4HA4aGxuJx+O0tbXZTidAS0sLjz/+OJ///OcBetQTjUbZsmULixYtGnCdhw8fRtM0Pve5z3HjjTfy3HPP9Th+eorb/uaPf/wj119/PRUVFTidTh5//HG8Xq8t+zzJN7/5Te6//36OHTtmO53xeBzTNAkGg8RiMWKxGA6Ho09jc0ANv76+ntLS0tTrsrIyTpw4MZASuvHwww9z6aWXpl73pO/U90tLSwdM99ixY1OdXVVVxcsvv4ymabbTCeB0OnniiSeorKxk1qxZtmxPgH/5l3/h/vvvx+/3A6f3e1JPc3Mzubm5OByOAdfZ1tbGrFmz+NGPfsTPf/5znn/+eWpra8+pPQdqXH300UfE43E+85nPcOONN/KrX/3Ktn0OVsIZCoVYvHixLXXm5uby5S9/mcWLFzN37lyGDBmC0+ns09gcUMNXZ3gwp9YHj/zsK3rSZwfdBw4c4NOf/jRf//rXGT58+Bn12EHnfffdx6ZNm6irq6OqquqMejKp8ze/+Q2DBg1i1qxZqffs2O+XXHIJy5cvx+fzUVRUxK233soTTzxxRj2Z0hmPx9m0aROPPfYYL7zwArt27UqthdlFYzrPP/8899xzD2DPPt+7dy+//e1veeONN1i/fj26rrNhw4Yz6jlfnQP6PPzy8nK2bt2ael1fX58qp9iB8vJyTp48mXqd1Hfq+w0NDQOqe9u2bdx33308+OCDVFZWsnnzZtvpPHToEJFIhAkTJuD1ern22mtZu3YthmHYSufLL79MQ0MDN910E62trQQCATRNO6OeoqIiOjo6iMfjGIYxoDq3bt1KNBpNTUxKKYYMGXJO/T5Q46qkpIRZs2ZRVFQEwIIFC2zZ5wCRSIQtW7bw6KOPAvYc6+vXr2fWrFkUFxcDVpnmqaee6tPYHNAMf/bs2WzatImmpiaCwSCvvvoqc+fOHUgJvTJt2jSOHDmSulRds2ZN6tLK7Xazbds2AFauXDlguuvq6vjiF7/Id7/7XSorK22rs7q6mm984xtEIhEikQjr1q3j9ttvt53OZ555hjVr1rBq1Sruu+8+rr76ah555JEz6nE6nVx66aW8/PLLA66zvb2d5cuXEw6H6ejo4He/+x2PPfbYGcdPT/HQ38yfP5/169fT1tZGPB7n7bff5rrrrrNdnwPs27ePkSNH4vP5AHuOofHjx7Nx40YCgQBKKV5//XUuv/zyPo3NAc/w77//fpYtW0Y0GuXWW29l6tSpAymhV9xuN48++ihf+tKXCIfDzJs3j+uuuw6A7373u3zjG9+gs7OTiRMnsmzZsgHR9NRTTxEOh1OZCcDtt99uO53z5s1jx44d3HzzzRiGwbXXXktlZSVFRUW20tkTPel56KGHeOCBB/jxj3/MoEGD+N73vjcgeubPn59qT9M0ufPOO5kxY0aP46eneOhPpk2bxmc/+1nuvPNOotEoc+bM4Y477mD06NG26/Njx45RUVGRem3HsX7llVeye/duli5ditPpZMqUKdx7770sXLiwz2JTfvFKEAQhS5Bv2gqCIGQJYviCIAhZghi+IAhCliCGLwiCkCWI4QuCIGQJYviCIAhZghi+IAhCliCGLwiCkCX8f3XHELAYib3wAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"grad_cam(1243)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 311, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"errs = np.abs(model.predict(train_x)[:, 0] - train_y)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 312, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"K = 10\n", | |
"\n", | |
"unsorted_max_indices = np.argpartition(-errs, K)[:K]\n", | |
"\n", | |
"y = errs[unsorted_max_indices]\n", | |
"\n", | |
"indices = np.argsort(-y)\n", | |
"\n", | |
"max_k_indices = unsorted_max_indices[indices]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 316, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"0 700\n", | |
"3 872\n", | |
"1 677\n", | |
"2 1566\n", | |
"4 1294\n", | |
"7 101\n", | |
"5 1243\n", | |
"8 1901\n", | |
"6 1815\n", | |
"9 1412\n", | |
"Name: target, dtype: int64" | |
] | |
}, | |
"execution_count": 316, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"max_k_indices" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 317, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"pred: [[0.00635633]] label: 1 (label_type: human )\n", | |
"sex: female\n", | |
"age: 44\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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2e0/SZzKG3+QNsXFvI0ML3ADs7oGYDoYNXE7zrp2nSqx8ERufV+tcPimPay4ZRNUxPzVN3ZtUhc7gwqsv9zcyvDCNycOzyEl3sr28e8fxe3s1Xh+O4Xde0J/vrqemOcg/ZB3iG8OC2DH4oKxnCqOrZ9iWiM77NWnMGeUhNyOFgbkuUp029lb2jOHHMg+7TTttz2Nbi5ujoRT+eUEhJdMLOVDlxevv/qdkdbWsdh9pJRxRjBmUHjeRg9Xd3+vwhwyy0uzAqTP8r8qaWVcWYnbrHq4YZhBSGjuiw03dSfy5rWid3mBOKcX63Q2MzzHoZw8zOGr45bW+btZilkeKfnrD/2TXMQwFNy0YjE2D7eXdXzb+oEFaqmn4pzK2dc1ZBA2Ni8fnMLY4A4Cd3WyyHZZlnsKHKhrD7D7SyozR2WiaxqhBHnZXtHZrj6NDm7L6Kp033niDJUuWMH/+fFasWHFGvz2VYfxtw1HyM51MSW0g3akY5Whme11PjZXHHsygTqlpTXMuQWVj4Xgzs9dtGiMKPT1m+DFdHpdO4DRLmjY3u3FoBlOGeBg9KAMF7K44+0a79VAzz6wpP6G7GwqrLj0s5t1NNTh0jfOHZjI0P2b4Zz+3EAwbVLacuD9/IEKm22F+p5OMPRQxeGLVIQrTbVzRuImx2eDQFJsPdq+pRQxFxFCkOqLP/e3E01Z+WklVQ5BLCs0TcrpDkZ1mjz+ft7uIGb7LcXrDX7u9nuI8F6MHpTOiMO2cDL+yzcaa7Q0dLoTzBSMEwwa5GeZQWmcTw8GwwYqaAkZlRhg1yENRnou0VD0+F9Rd+JR54jGTqc5PPm/v9GHXNS6fZA4tnz84k7rmIBV13XdyPpu5unPhrA2/urqaRx55hOeee46VK1fy4osvsm9f14cSOruNwZ6jfnYebmbxpByijwhlvKORsgbOOWvdf7SNDceNwcXO8G5ddZp5PL9D49n6gZyX4Wd4XmL8d/RADwer23pkeWZMV4bb0WFy8mRsaXEzxu0lxWFj5EAPNs28VuDs9mvw8xd28/pnR3l69aEOfwtGFO4UM6PurKwO1gVZv6Oekun9cTl10t0OcjOclJ1Dhv/k6sPc9k6EjQ2pHT73BSNkxjL8Thx29aY6apqCfGdaKm4VJMUOYzODbD7YvVlj7ITjdkbHqU8ip/KYnxUfHGJ4gYvZAxIn8fMGudhysPmsrk2paIEHtmdyoMbf4fNYj8dlP7Xh1zQG2FXRysXjcwAYV5zOviov/rMYx68LO7jtk0x+905lh+tUmrzmcF5RrguAFt/J2/GXh3x4DTvXjAxh0zRsmsaYQensqujeuooZfrrb3qnJ1oacfLjPz+xxOWSmmUnFtJFZwNkvQvhw+zH+/EHHOYnYCceha6e8RYgvDM+8e+6rhM7a8EtLS7nwwgvJysrC7XazcOFCVq1a1eXfn2xIp7Y1wr+vqqafx8H8iTnxz8c7GzGArWVnP2Hi9Yf512d2cf9rB2hqN54cuwe+226ctEtV2xTgr3thtucY94yu6fB0pZLp/clwO/j1X/ez+UAjZWdh/PuO+rhzRyGbvB1XjsQCIcNlP+Uk2qG6ABX+FKZ6TINPdeoML/Sc8ZK2DXsaOHC0jTc21mIoyE53sOarusRTnJR5H3x3tFt+fJbmjej8dPcAfvSXWuw2jSXTC+J/G5LvPuvVQ9WNft7bYi7r/LAuLf55OGIQiiiyoo0xZnCGUny+p4Gn1xzml6/s48n3DnNecToTC+3x307KClBR76fO232Tk7ETjiclOqdwnOHXtwS575W92HUbd101FEe7ljd1aBotvjD7zqC3WNccxKc7efeQjQ31KfznRx2XCDd7Q2S47Lgc0HaKh5iv22ka86xxZns7f3AGEUOdVVv7Xc3Q+OuX1lbEs/wvD5iGXRzt7TW1ndzwN5W34bJFGJedKLyxRelU1PnOag4oEDJ4YW0l5cfNj/iVjl1TuJz6SYdLlYLf1Q1F0zSuvLAw/nlORgrD+rv5Yl/DGWtRSvH4W+Ws/OwoH+1ItM1YYudK0U851LWhxs6nO899GfhZG35NTQ15eXnx9/n5+VRXV3f598d3pVp8YV7Z7KXJZ/Djq8fFJ3gARjuayE6Fl9dWdJodHI8vEOG/3imLT6r+5ZOq+N9Kdyayj2PR1RF5KREiRuIhy/5ghPtf3Mm/PLkdBVyXcwT7caWVmebgn0uGcrjOxy9e2M2P/rSDF9ZWdpqpKaXYuLeBe5/byd3PbOPxlXt4/N0q9nlT+LcjwymtOvGCkHR354ZvKMWTH1WTajO4JCMRRDPH5rCvyssnOztf/97SFqK5LYRSire+qOb+V/bw/57ewYq1R5k2IoubFw4hGDbimXAwOu4ZM9i2QEJTfZvi3ooR7Gh1sWCsm59/eyw56Yme0NACN5XH/CdttM1tIepaTt6Yy2ra+NF/fUWqw8akAo3NjS5CEfAGIryyvrKDnkDI4PM9Dfzwj9t44C/7eWdTLbXNIS6fmMu/LB3a4UQ9qZ85CbjlyNlNJO+pbOXZDw93OOk1eM0LzIr6mXpa211vdrC6jXte2M+x1hDfv2IE/aKa43qK07DrGis/q6Ir7Cxv4vandnHfhBt5q8xsJ3urA2w6kDDp+pYgORlOPA6NVsN+wjbCEYPSXcd4e2M1owd5KMhKAeC84nQyXHbWbj+z5ZC1fhvb/Bl8Y6iPf1k8kPKaNn767E6eWVPOk6vLgUSGH8v4/cEIR+p9cb2l+1qZ4mnp0M7GDzbH8bcePPOseu3OBl5eX8Xtf9zWwTd8yk6qHey6dlKT3eTPYrs/g29NTaMoz93hb9NGZLGnopWG1q5dUKiUuaLtrc2Jk8Tz66vjj1n0RROFtFT7SRPOpiD894B5/G5bCv08KV3a56k4MRK6yMkmLs7k2aLNvjARQ/HJrjpWflrJgaPmWXjmiDSG9k+DQCIjtGuKW6baeOhTHz99+SB3LC1i4+FW9h31cWGRTk1TARnBVCIHwry3dgdHGwIYyjyJvL0xcVHLxeP6cajGx9rt9Syeamag9VHD758aZkdzCqGwgd2meOjVPXx1sInLJuYyNaWGvPqTm8Pk4VncsngIhgF7j7TwcmkV63c1UJTrYtb4PA7ubWP9kUlMCxs0VB/kk92NZKc7yEpz8uFXprZrBzZQWpvKH7elMj1nBnPb3LT6I+g2yHTb8XcypPO3z6vYXuHj1uJa0u0JA140tYDPdtXzm9f2UDWrkH51TmzN/ZgeBqcBT2/TePuvmwBwp9hoCxiMLUpnd0UL2R4H/3vxENJcdvIzU1ixtoqxsxSNYdOk8rNS2XOkFW/U8H3BCD/7KExVwMWFWa3ccvFAyE0HEvFx0dhsXi2t5K4/7+Deq0eSleagvKaVT6OG4w8aZNkHMyIjzAXp9RxpDOP1hVm9uZYMt52fXDuKhr272Vxt4793KvZ9Wc6eoz6cdhuzxmbzSmkVz350hEDIID/TyW1XDGX22H7oKNBtoEC1S1iL3GFyM5xsOBzksuFn1gQihuLXf91PbXMQp67xzVlmBngsetIanONk/f42GoMaf9mfxb7t2zjaECDbY+dn14xiZFF2h9gG8KTqLLugkFdLK6lpCpCf4eRIvZ+yGh/BsEHEMAhHoC0Qpqw+yPptZqaX428knJHJbaMbeeJgHv/28l7uWT6M4kKNjfsaOH9wBp4I1J0kw3/4tX1s2NvIgOxU/umy4vjndt3GRWOzeX9LLQeOehlW2LVrFj6qNofb5hYGyR2dyZEWjdWbqtkZXZKb7XEwON+FJ1WnoTXEO5tqeKW0imMtIcYWpVNW7UUZ8L9yaoBB8e0OL/SQ7rLz9oYqxmXlkNXFeqprDvLEO4fj79dtr2PxRPN6Hr/SSdXBodtOyPAjhuLZxmIK7X7mj849YbsXj8/h1dIqHl15gNtLimkNRHjmo4PsPtKKU9cY1T+V705zkgp8FsjlsX/fRKrDRrMvQorDxg2XF/PE22XsbHJynidEk9c8EeVmOOMnwhiBUIT7vnRR5hnM4uIQy5aP7eLRd85ZG35BQQFffPFF/H1NTQ35+fld/v3mA038ZV0Fdc1BBuW6WDolm6YmL9+enXPS708ttHH31SN54KVdfP+pxFzBx9sAogH7eYiCLBvjijM4XOdj0rDMeKaSlqpzzcUD+HRnA//9cSXPf1zBvEn58eyyyG0WfJs/wvtbqtl8oIlbrxjO5ef1Q+2qQZ0i4VkwOR/QWDQ5l/FFHlZ+Xs328mY+22Oe1T02nfeOphCuamT57IFceUF/XKlONh1oZse+oywzyphuP8ovjo5hTdb5rDkEHKoiw2UnLVWnLRDhHx/ZyO3LRjB2kJv61iCf7m7gxY+PMG1oGnMzm6HdyrUUh85dV4/hkb/uY8XHlUAakIazVpGRAnU+jfmT8sjLTOFYS4AhBWlcOiGP2gYf/VLB5XaApnHToiH86sXd/NPrAGawjRjgYd32Ohpbg7z0UTmvrKsgYsA3c6q4stgHjD6hfIrz3NxzzRge/stebv3DNuw2jbBhTgBPHp5FjgvajhxmR6ubL94+3OG3P1w2kmH93URaNM7L8PPWwVTAx80LhzBjdBaZLjPDDYQMxg7ycMfXR5Lu0s1+eSc9LU2DGSMzeW9zLf6QC1f0c6UUu+thhAJNgYqoExpI6a4GapvN7O5vX1SzdFo+tc0BaqNLB4fkmCfG53fZ2NvoYlCuxjcuKmTxxH5kZrrpjMsn5fFqaSW3/n4LxXmuTlftpKXaWXrhAL4+LZvyG7/PuJ98F5pD/NvUQdz16hF+/nJinDcvw4ndC62R6LyLofjPv5WxZqsZzFdML+D6uUXox3Vdl83oT+muY9z1zHa+NbeY/q4Ih6v7UX3Uw4X5TWi6nX4e8zgHF6TRFoiw5qiLcakt5LsMNJvGNXOKuObiATS2Bkmxa7hS7GDTyM9K4d3N5gkrN8PJgsn5HKz2Mn5wBt+a6mHQlq86aNFtGtddWsx/vH2A259r5Y4hKYxS0BLUMLwhbJEQtc0BinLdpEQHBQ5We/nZil0AXDWzP5sONPP8xxVEwmEWZZhj+C6Hwm7XCIWN6DLiFgbmp/Palz4Oh9z83/x92G0nXv8zIMfF95YM5T/fPsitf9xBKGyQ6tSZPDIbvy/IhgNNNDTbGe04jw9bRhBUinAkwvlFbv55yRDS0lL50+pDvFLhYcwoL43RXm9+Zgo7ylswlCIUNvhyfyMvfXyYiiYb/1i5mpLFF6Gl92GGf9FFF/H4449z7NgxXC4X7777Lr/4xS+6/Puy6jZa/WH+39dHMWNUFjZ/KzTVgbtzSROHZvGLq4fxYmk1i6cPYNigTLZuK2fw9vfY1mBn9MWTGDzx/GgAa4DiH+YM4lhbmJGFaWCEWTQ5ly3lrbyyvpK/lJrDArkuRbbTzFi3lTfz8tojzBqXw+WT+0PozNYAz5uQy7xJBUQMxa4jbfgrDzFx73sYg4cRnjYfd5obDHNfk0f0Y3JBBLUeilIC/OaSAF899Q6fjpvD+uYsDKVIdZhR3OqP8PibB3DaNWqaTMOZPiqb71+ajbZh8wk60l0OfnLdOGpqmjC2llJ/uJp3QkPY0+zglkkGC5YMNcvICIOmg6YxIDsVwoksY8rwLO66ahgVe8v4761mL2PkAA8Av35tLwAzx/TjkpxmptZUY7N1ng1OHJrJT64ezepN1bhTdEYMTGfCkAwyPSngbUKt3YiR6mb7wNmUHwvx9HvlfHdBMZOGZUEkiE3TuHdMDZu1ATgGDef8UflmFbeb/F88NZ90l532vYvOuGBUFm9trOWNnQGGBZtoUz5eX1/OwRqYkVnIsYMu6tYd4J+XDsdQoIwIPl+Y/3q/guI8F/97yVDufGYH3/5Nouyddo2ibHMoa2+jjQlZAX564xQ0NIiceigyPzOFWxYNYcvBJuqag3xjViFThmeR6XZgt5mZd6rTRorHYx6zv+N4f47Hzq++PYa/lFbS6DOYODSLmaMyeXN1Pa0Rnf2+VP7wtpeyBnOuJyvNwfKLBqDbTuyV52el8OgtE3n89f08815s4t4cvn3/5b0dvmvXNVwOG96Aje8VVgIdkz5zyC1RH0un9+c/3iljXFE6PygZQoYn1Ua+Xo8AABEQSURBVDw5axo01XKyvuyCKf0ZVZTJAy9s5Zd7+pOnZ3G4zA0f7Y5/J8NtZ2iBm1BYseNwC/08Dm6eX8jciXmMGpjOb17fz1NrjvCGC3zBLAa6zAy/0RvkB3/cET+JAyz0HOUCd+fj9PMm5DGiv5tX1lVQkJlCyQUDyOqXAf5WPtxcxROrK9ntGEd/Wxv/snw8YwtTcKgwmtMJus5Nlw/kt6sqeHhvLpGsFmwaFOW5iRiKddvree6jCmqbguRnOvnXyX7ydh0CLupUz5lwThn+7bffzvXXX08oFGL58uVMmDDhjLbxD3OLuHBMNqe8SuU4hhe4uPvKYkhJA4eT2aPSMfb6GZjShNZvCtpxAZyT4SQnKzW+j1Snzh1fH8kzaw7zVVkTtU0Blo6AtOhY3mMr95LhdnDTwiFndCzHo9s0xg/ORNmcqH3myIIzRT/lb9IcMDhQx4UDD3P+RZMYnJvC/narWxq9IVIdNq6dM4gJQzIYNSgLWutP2kjAHGIryEpBuQ0KXF7Gj/GBx9HJt0/OtOGZTLXZGNe0k0+zp1OY7Yr/7dIJefzgiqGovZtQXZhPGjXQw6gBLrP96ycas02DCYPTmTAihYVT8jtMbJrHA5PzFVpRWofPl0zN462NtUwf2fVbcIwr8lCcpfPiFj9sOQhATrpZNp83eXDaFEEjwi9f3NPhd0PzXfyfK0cwIMfFjfOL2XKwiSZviL1Vbdw4v5gsV+KYLsjxm8OcXQzvBVMKzN6iUpg/isVy+9edk5eZwi3zB4EzBTQ7REJ4nBoGGnfuH4bHqfjRlcM4f2gWuqbhcnY+hZfhdnDXN0ex83AretBL3vY1eF392JE9if45aRxrCbJ+Rx17jrQyaUgai1PLGNncwvGGfzyXnJfLJeNz6HKhRBlSkMZPlg3k31/ZQyQM1wz34xk8lIjNiS8YYVdFC15fmLChmDwsk2/NGcjQXCfoNqaP6sez/3caf/u0gtdKK/EqB049gkPXOFxnrm66+uJBfLStjjHZBjcEy9C0U7fV4nw3/2dpdJLakWhTl47L4qKCEC1/+A/6De6HbejFZhIVTtTf3PH98O7ezlMHM6GxFYeukRNdsvro6wcYlOvix1ePYcIQD/rmD+m4Vu7cOGvDB1i6dClLly49q9/OGpvDvIl5p/9iD5Dq1Lll0RCw2cDXijqwlX0HYqs8YOGUfNLdZ2aM3c38SXmgDOzR7vac83KwaRqLpuQyYmBGr+sZkepj1MxswqmJhjC2OLPH9uew2zpk76fin+YO4ttzBsWvuu0KNk3j3oWZHGkIkpI/ALvHQ2GaonX7Jt7Y2MDXxjvRhp/P9jqN7HQngWCIqno/8ybkkJpiNs4lU/NZMiUPUDT6FFluHRprWeQ8RKigiEvze+5uql3lgoEaH+320RKxc19JP3JH9wObbvrtaRItm2YmLXgVxp4I2WkRiqfkg262jXkT8zEAW1sTauM+VM/cTDLOgCwnD59XiaqrQxs2Gu38HEhtd/I3DOIXihhGh16VpmlcMS2f0aqSx9a2sXSonVK/eRwjCt1885JBLL90CNrhHag156bTaddwc+oeXcmANqZltPKMdywzxuaT7UkscvjRVSMpyksDFTnD0+LpOSfDPxe+Pa8oPrRhBTz2hLlMGd5zRnamDOvv5qnbJpHmcpjdb9W3ZWbXbUwcmsmReh+zxudCp/2L3kO3aeh61xcMxMh02ch02tH6u8HtgYAXpwv+cVAdpBSipdmZnZ9ldi2MMJMHpycM5TiyPI74CeoG125sEwdAz9wz7owoSNN4aOg+QjY7KWkXdPv2bWewUMMKjOgHj+Z8jpZ/IcdUOh9tq2PWGLNnaNO0bjfYU1GQGuGOywdDajr1zWZPY9rIrBNWBnUnfWb4ViO9neEPK0w7xTd7n4zoJKpV+Mm1Y4gYYHfoYIH70AunRtPAabPGLbatxGUT80hPsTFjZO/3mI8nJ8PJwzeeT3Fe6um/fA6I4UdJsyv+ddlgBhRk/Y/LWnobTdOwn0VGLQhWQrdpzBzTD5Q1kpah/dN6XIsYfjsuGJkJKe4+HzYRBEHoCfr+4ZuCIAhCryCGLwiCkCSI4QuCICQJYviCIAhJghi+IAhCkiCGLwiCkCSI4QuCICQJYviCIAhJghi+IAhCkiCGLwiCkCSI4QuCICQJYviCIAhJghi+IAhCkiCGLwiCkCSI4QuCICQJYviCIAhJghi+IAhCkiCGLwiCkCSI4QuCICQJYviCIAhJghi+IAhCkiCGLwiCkCSI4QuCICQJYviCIAhJghi+IAhCkiCGLwiCkCSI4QuCICQJYviCIAhJghi+IAhCknDOhv/oo4/y+OOPd4cWQRAEoQc5a8NvaWnh7rvv5k9/+lN36hEEQRB6iLM2/Pfff58hQ4bwne98pzv1CIIgCD3EWRv+lVdeyc0334yu692pRxAEQegh7Kf7wttvv819993X4bNhw4bx9NNP95QmQRAEoQc4reEvXryYxYsX94YWQRAEoQeRZZmCIAhJghi+IAhCknDaIZ3T8YMf/KA7dAiCIAg9jGT4giAISYIYviAIQpIghi8IgpAkiOELgiAkCWL4giAISYIYviAIQpIghi8IgpAkiOELgiAkCWL4giAISYIYviAIQpIghi8IgpAkiOELgiAkCWL4giAISYIYviAIQpJwzrdHPmts0XONpoECdDs4UsDuMP+m29Ey+oErzfw/xRX/HGWATTff2x1o6VmgdHCmRj/XAA1zw8r8noq+1pT5HTC/p9shxQ3udPO1zWb+TNPM1zYdUtzmPtzpUX16dNuauV2N6P4w38e3bwNHivlblyehOfa32PGkpaNFFKS6sefno3kyze8qLbpZm6mH6G5j29dsoDvQ0jLAntJOv2q3Dx1cHlNDqts8VmIao2Wk6Ynt69G/aZr5T9chxWVqitWNih6vzWaWe+zvaR6wOxPlo8XqIVbPKl4lHb6j2yEtA1Jd5v7al2+7feBON49Bt0c1xso9qlWL5S8qWi9aQq8zFT0vP1HXNt2MN103/2mxunZFtaSB7kiURUyPpiXKS2mJuIqVp92Jlplt6oztR8ViXk/UeWqaWWYuT8f9KJXYZqzs2r/WbGaapus4CwrM/YRCibiM199xdaO3bx9RTfE4aRdb7WMn1g50uxljx8cwib/HY8zlScRhrD3E61Jrt4/YfvREXdkdptbUtHblHo3/aFsnLQMtEAZXWiIOEmISxxKL7djx0i6WM/qZ5Rb7rYrGidauverR+OgQZ8r8buy1biSOIRY/UR/TsnPNOIjViVKJ2NbtZmyEQx3LKqYl1m4UkJqGPT/fLJN4eZw9mlKxGhYEQRD+npEhHUEQhCRBDF8QBCFJEMMXBEFIEsTwBUEQkgQxfEEQhCRBDF8QBCFJEMMXBEFIEsTwBUEQkgQxfEEQhCSh1w3/jTfeYMmSJcyfP58VK1b09u5PoLW1lSuuuIKKigoASktLWbp0KQsWLOCRRx6Jf2/nzp18/etfZ+HChfz4xz8mHA73msbf/va3lJSUUFJSwoMPPmhZnY8++ihLliyhpKSEp556yrI6YzzwwAPceeedp9RTWVnJt771LRYtWsStt96K1+vtNX3XX389JSUlLFu2jGXLlrFly5ZO209n5dzTrFmzhquuuopFixbxy1/+8pRa+qrOX3755XgZLlu2jKlTp/Lzn//ccjoBVq5cGW/rDzzwwCn1nFVsql7k6NGjau7cuaqhoUF5vV61dOlStXfv3t6U0IHNmzerK664Qo0fP14dPnxY+Xw+NWfOHFVeXq5CoZC64YYb1IcffqiUUqqkpERt2rRJKaXUXXfdpVasWNErGtevX6+uvvpqFQgEVDAYVNdff7164403LKfzs88+U9dcc40KhULK5/OpuXPnqp07d1pOZ4zS0lJ1wQUXqDvuuOOUem6++Wb15ptvKqWU+u1vf6sefPDBXtFnGIaaNWuWCoVC8c86az+nituepLy8XM2ePVtVVVWpYDCorr32WvXhhx9ats6VUmrPnj1q/vz5qrKy0nI629ra1PTp01V9fb0KhUJq+fLlav369d0am72a4ZeWlnLhhReSlZWF2+1m4cKFrFq1qjcldOCll17i3nvvJT8/H4CvvvqKwYMHU1RUhN1uZ+nSpaxatYojR47g9/uZNGkSAFdddVWv6c7Ly+POO+/E6XTicDgYPnw4ZWVlltM5Y8YM/vznP2O326mvrycSidDc3Gw5nQCNjY088sgjfO973wPoVE8oFGLDhg0sXLiw13UeOHAATdO46aab+NrXvsazzz7bafvpLG57mtWrV7NkyRL69++Pw+HgkUceweVyWbLOY/zsZz/j9ttv5/Dhw5bTGYlEMAwDn89HOBwmHA5jt9u7NTZ71fBramrIy8uLv8/Pz6e6uro3JXTgV7/6FdOmTYu/70zf8Z/n5eX1mu6RI0fGK7usrIy33noLTdMspxPA4XDw2GOPUVJSwsyZMy1ZngA//elPuf3228nIyABOrPeYnoaGBjweD3a7vdd1Njc3M3PmTH73u9/x9NNP88ILL1BZWdml8uytdnXo0CEikQg33ngjX/va13juuecsW+dgJpx+v5/FixdbUqfH4+GHP/whixcv5pJLLmHgwIE4HI5ujc1eNXx1khtzat1wy8/uojN9VtC9d+9ebrjhBu644w6Ki4tPqscKOm+77TY++eQTqqqqKCsrO6mevtT58ssvU1hYyMyZM+OfWbHeJ0+ezIMPPojb7SY7O5vly5fz2GOPnVRPX+mMRCJ88sknPPTQQ7z00kts3bo1PhdmFY3teeGFF/jOd74DWLPOd+3axauvvsoHH3zAunXrsNlsrF+//qR6zlZnr94Pv6CggC+++CL+vqamJj6cYgUKCgqoq6uLv4/pO/7z2traXtW9ceNGbrvtNu6++25KSkr4/PPPLadz//79BINBxo4di8vlYsGCBaxatQpdT9yv3Ao633rrLWpra1m2bBlNTU20tbWhadpJ9WRnZ9Pa2kokEkHX9V7V+cUXXxAKheInJqUUAwcO7FK991a7ys3NZebMmWRnZwNw2WWXWbLOAYLBIBs2bOD+++8HrNnW161bx8yZM8nJyQHMYZonn3yyW2OzVzP8iy66iE8++YRjx47h8/l49913ueSSS3pTwimZOHEiBw8ejHdV33zzzXjXKiUlhY0bNwLw17/+tdd0V1VV8f3vf5+HH36YkpISy+qsqKjgnnvuIRgMEgwGef/997nmmmssp/Opp57izTffZOXKldx2223MmzeP++6776R6HA4H06ZN46233up1nS0tLTz44IMEAgFaW1t57bXXeOihh07afjqLh55m7ty5rFu3jubmZiKRCGvXrmXRokWWq3OA3bt3M2TIENxuN2DNNjRmzBhKS0tpa2tDKcWaNWuYMWNGt8Zmr2f4t99+O9dffz2hUIjly5czYcKE3pRwSlJSUrj//vv5wQ9+QCAQYM6cOSxatAiAhx9+mHvuuQev18u4ceO4/vrre0XTk08+SSAQiGcmANdcc43ldM6ZM4ctW7Zw5ZVXous6CxYsoKSkhOzsbEvp7IzO9Nx7773ceeedPPHEExQWFvLrX/+6V/TMnTs3Xp6GYXDdddcxderUTttPZ/HQk0ycOJHvfve7XHfddYRCIWbNmsW1117LsGHDLFfnhw8fpn///vH3Vmzrs2fPZseOHVx11VU4HA7OP/98br75ZubPn99tsSlPvBIEQUgS5EpbQRCEJEEMXxAEIUkQwxcEQUgSxPAFQRCSBDF8QRCEJEEMXxAEIUkQwxcEQUgSxPAFQRCShP8Pr2NrecJM04wAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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/Czj66n7dAQcvrahnd0OQu57bSmfo1PZNsqST43Yc00nbuuYQP354LU/+dW+PHBAzD4ChHi53nZThv/7661x++eXMmDGDhQsXHtdnj2asjy6ppdAR4+GpneRqMZZWn3xHN3VE2d8WOVhLHIpcCcM/QocH4hpr9gaZemY/5k4sB2Dj3s6T1nUoOkOWjqI8F3HjyJmXoeDD9kLOH5HHt2ZUsWFPO1trTkzX/rYIP/njRn708PqDvswUiprk+6ws7VgM/+2/NXDLf3/K+t0nnqUppfjta7v53hsGdaHu5Q/L8DUKfC46gkc2haW7Y6zzVTG8UBE0HKzafuozx2DUoDjXMtcjnbTtCMbZ0OJgRmEL3zs9SMxQrN7eesLtHio0kiZSlKMRPoardB57p5r9bREOdET5r8V7T1hLTcDBml0Hx14oauLPceJxOY6a4b+0y0VZoYe7vzWGSMxkxebmE9JS1xrh5v/eyJ7GYLfnkyWdAp+LwFG0mErxx7f2UN8S5rWV9Tz2zon3zeEIRQx8Hituevr8xgkbfkNDA/fffz9PPfUUr776Ks8++yw7duw45s8fyfBrm0N8VhtkXn4dpV7Fue4W1tSf3HJz875OvvfwRn76P1u7GZlSimAcij1Hz/BXtvqIGfClM0so8rsZUJzD5uqOE9YE0NwZ48W6goMunQskUsTiRFZ0pEsztwdyaDdcTB6Rx6XjysnN0Xl9Zd1xazFMxa9e2EVtc5jG9iif7es+cTsjJqUFVjnkaOcKttV28ce39lDbHObuF7az6wRXQkvWH2D5llaiBrzXlNvttbihcDo08n1Hz/BXVscoinfx71NNyjxx3ljTeEJ6lFI89MZuHntn70HlvGBGhn+kebtyRzum0pic386QXIMSv5OPt56Y4f+tQeObK/qxrrq7qSXjuDAHDBwcqQJX3Rhk6aZmrp7cn69fNJBVO9rYVnt8CYOp4LcNQ/n7jwv491eqD/p8KGrg9TjwuvUjzrH6qJstrQ4uHlPCiAG5lBd6WLPj+PumsT3CPS/voq4lwusr93d7LZnhVxTl0NIZPWJZds2ONtbvbufbl1Uxa3w5b/+tkf2t4ePWYyrFcyv2s3xLS7fnlVIEI3H65buBnj+/ccKGv2LFCiZNmkRhYSE+n4+ZM2eyePHiY/58OHL4CPzrugYcGkzxNQFwnqeJzignbK7LNjXzr09/BkBX2GDj3vR2onGFqTSKExn+4a7SaY67eLE2nwEFTkb0t4znzMH5bNjbQX3L8QeA1ZbBXa/V8HRtEU839e/2WleiCJw0/CNl1J+0+9ExOXeoH69bZ8a4clZubWFH3bFP2kA4zoOLdrO/Lco3pw/CpWus3t69ttwZNij0u3FoR760TinFf/5lN8V5Lh646Sy8bgePvLXnuMsoB9ojPPr2bs4aksdpJbChPafb6zHDRNc1CnKdtAVih5241QdCrKmNMzGwE90Bl1SE2FTdRUPn8U+uvQdCvLehiTdWN7C9rvtBLBQxKPDq6JgcqSry0dY2KnwmVZ4wmgYzxhSwdlc7NU2h49JiovHyTgchw8GzK7tnwUnjKE502ZHKOi+sqCPH7eCKiRXMHl9GntfJc0trjkvL9k4nywMllHutdt9d1/2AGooa5Lh1/Dn6EVdjLzaV4XLAZeeWoWka40cUsWFP+3FdjNAeiHHro5uoabZW88s3N3c7r5W8LLN/cQ7RuEqtpg/Fu+sPUJDrYub4Cq6ZUgnAX9cdX7LQGojxixeqeXb5fu57dWe3OA3HTEwFJflWImXbkk5jYyOlpaWpv8vKymhoaDjmz7d0HXrQg1GTd9c1cP7IAop16z3jPM3ke+DJv+5NGeHnaTPdBGPWWe7MDo0bJk+8u5eBJV4e+eEYclwOPtmWzhiS9cRDZfhKKTZVd3LfKo0f7RlDa0zn5ktK0TQrG587sQKPS+ffnt3Ksk3Nx3V9cWcwxoOvbmPPgQij/WHebCtlfyCd5acy/DzryH+4pV7MUKxs83NWboDcxLLwy5MrKc5z88uFm9ha23Vw21FYvKaB55fVsnxLC0s3NvH3j3zKii0tXDelgismVjBmSD6rd7R268uusEme10lBruuIdd73NjSxtzHE/KkDGVji5RvTBrGttounP6hJrdIC4Thvr23kl09v4ckPGw6ZgS5a1UDcUPzw8iGcXe5gZ8DdzUg7gnHyvE7KCzyEoiYdhzhx29wZ5bev7ybHBZd0bgLgorIgGvD21uM7UCul+PMH6ZXTu582pR7H4iYxQ+FzO+jvCFIXOHQZpb4lxIbqLiZXGCTCiMvGFOB2Onj6g30Htbe/NcyexiAH2tOlSFMpln/WyoNnXM+WFgduh2JbQ4TmjnTnJGv4Q4usRqojhz5RvbW2ixWbW5g9vpw8nwuvW+fLkypYu6udhxbtPGYDWrLfi0szuXdiBxefUcjyzc3dLoAIRw28bp3KEi/7mg7d77WtUZa2FzJrcJwivxX3544oJBo32bT36CW4zlCcDXs6+O2rOwlHTS4cXcQ/XjXMKpllrBJaDKsvhicSt6aOQ8fyS58GWbWtlcmnF6M7NIrz3IwbXsAHG5uOudqglOLht2rYVJtegTV2pL0vmEh8kxn+4c5tKgWNbSeWWGZywteEHSqbShrhsdDSESESM/C408ecmKG49+0GQhGDK88rg6XW8zmayY8mOPj1x0Fu/dN2SvNc+LxuKkp8GKEAG2rGUB/zwothHNpqfDk6F40pxZ+jU30gSGtXjO/PqrIGbFg+n2xr4zuXKXQHKZMo8xjkuBw0tIUJhOMs39LK4jUN7G0M4nfB7MJGZg0x6F8+LKV3YD8v//eakdz1/Dbuf3UHFUUezh9ZiEN3UFGUw5iqIvxRk664h85OJ/s2NLO3Kcq2mg521AcwFXzzwjKmtK/he+sH8l6tzkWJbXclDP+MQX5e+gh27Q9SUdQ9w40bJr9dXEdj1MWC0rQR+b1OfvWNM/nXp7fw84XbcDoKcTKWAQ0Khw672zXiZvda5KB+Xn569QhGlFqBN2FkIY+8tZft9UFGAjFToytikud1UVGUc9hlbTSu+J93qxk9KI9pY0sBxUVn9WNjdScvfVTP+xubcOkaDW3WJCvOc7N+V5RVnkGU5ChyG3ZTWuSlPRDjw03NXDimH2UFHsZVaDy3WWNZnYPZo622mjuiDCn10r/ImsBLNzYzb2IFgXCcjXs7WL+7gxVbW4kZin/8kg//Tss0+3lMpp5RxOLPWpl7uovihPbmzijxAJQqDnl/yQ+3tLJ2Vwc3XjqYPY1Blm1p4VvTB+J1OwgkEhGfR2OAI0BNV/fyk1KKpRubeezdfbidDmYNjkMiPyrwObnmgv48vbSW//v4RgaX+qhvDbOjPtDtpGJVmZcJp5WydkcLO+u7KDPj/PDsOMOd7fzDmhJW72xj5llFQDpBOKvM2pPtQS9jPrc/4ajBQ2/spl+Bm2suGJB6fu55FXSETV77uI7N1Z1MGelnYGse7qgbx7ZWyopyqSjOwTQVf9vZxrJP61m938vM/EZynS6mjynk/c1t/HXdAeaeV07cMOkKWVfpFPtdrNzWSnswRoHP1U3Ps6tacWsmVw5NG+KZQ/LxuBy8vLyG4GgfXY15VLf42Nvqo3hvNfn+HJo6o+xpCNLcEU3dP2jmuFJuurQS0+GgJM/Nyq2tXHx6PgANhpc8l2LUAD8A2+oCDBtYmGrzQNzNi60DeXd3gPNPK2LBJUNSr00bW8qal3Zw2xOb8Dg1SvPc5PndtAQM2jvDODDRzThnOkdxsRFg0Xu1rNnVyXWT+zGsfx7//tJuNu0LUJbYXtLgSxKJ3aEOsAGHh/9Yn8OuVet59PbLDnr9eDhhwy8vL2f16tWpvxsbGykrKzvCJ7qjgH94dCMup05HIEYsbhCLm0QNuHneCEb295GZ9I3v7+DnXx3FGx/vIxIzaWyPWEtqZTJUjzLdWYMxYjRRfyn72yIsXtOAaSryvE7OHprPuOGFgMGU0wr5aGsbT31QwzcuGcKeA5ZxDfHFqCz28Oaq/by5yqr5DSjO4Yezq5ii78L9WS1aTr+D9uOMQXn88ZZz2FTdxf8sqeaN1dZyz7rca3fiXeOgDli7F5euUVXmY/7UgZx3Wj+G+cOo5QanewMsrc1lomZNgtauGE6HxpjBeeS4HPzHKzsY3v9sygusIWtsj3D/KzvZVtvFtyoPcH5+93JXWWEOd37zLN7+pIZIzW46W7todhVgOmBmFUyfNobSAg/N7SG6IoqRA/y4HAri1mSbcnoxL62o51+f24GmTELxswEoyLUMf92udLlHKUVr3Mnedi9L3m+lIxTnJ1MGoDs0MBUOTePHc4cxZnAeb61tpNjv4ktnlnLeyAKGD8hj5ac1vPXBdqLKya6GIOv3duLWHcw4px/XX1wFKEYUwen+MH/a5KHBtZ8Pt3bSFohx7rB8hpR6AXhiyT7e29BE9YEQCshxOThzcB4Lpg2kMlxD5kL82in9Wb6llTve7iI3dxt1rdHUqmqUbyCj23Tyu1oYNlhjSFkueTnwwkf7GVruZda5ZWyvD7Dk0yb+sqaRCSMKUpf2luU5GaJ38kmgnNdrc3GuacTjdPDOugNsrw9yWmUeP7xsACX1a8lMma48vz9tgTjbajv5ZFsrA/vlcMnYfgwu9VGY66SxPcrHW1t44cNqygo93Dx7MCX//p+M+cq3Ue0GFQUuXlvZwNSR+Tgw2FHXRYHPSVEOlDijLGwox7ctyjBHgCHlflo7o9z9wnbqW8L8y/Wn4fXoJAXpDo1vTB/MhBGF/OdfdvPK6mZMlSg5bt4JpA+ICijKdXLtkC6udlQDwzmj0se44YU8/m41L39cR57XSdxUDOznparMx3PL6rjxwfX8nyuHMeXMUtoDMV76uJ4V2wNcVdJMgcef6he308GXJ1fyzNJ9iZJuPzyawZB8xa6GMF3VAQpyXYzon8vFY/oxsjKXiqIcKovcYBo4NI1Jpxfx5qoGHlgEoz2wNZZPuV8xoCQHp0PjkXf2MawyH6fLzdsrAiypOwcNmD4yh2/MHorHlU5KJ51WxHUXDmTdrjY0YEN1J5G4wudxUl7gwjAUnSGTp9zn8FQL8EkDM8YWc83EfmguD8V+Fx9ta2da4viaPPc0uMyHBjS0RWjtipLvc6NrsK5J58Gh1xBs1Pn23EGcLCds+BdccAG/+93vaGlpwev18vbbb/OrX/3qmD9/7vACFq+2jHX8iELK/Q7MSIhxw/KZMLYMIgef5Bs7tICxFQ5QJnhyweWG1gbMN56Gtna0M8eiVQ0Eh0YwYuDUNdwODRwOa01kwqRRhVx8Vj9e+biexWsaCCdqCZW+OMMrvOxsCKE7NG6aPZRLxlWgxaOoz3ZxpAWcx6Vz7vBCzh2aB0qhNAe1LWE27u2iY/9+ivdtxFvej8EXTGJAWQE6Jjh066fTOuB8taSeX9SM5MHKOYxvMHlty36K/C5cTgdfnmxlfz98eD0Dij14XDr7DoRwOR38w+UDmFS/HQ6RcBf63Vw7pT9qzWZU9T60IS7w5wMKrdwHaOS6vaDpoGlgprOLPJ+Ln107inte2EZje3rJO7x/LhqK9z49wDW/Wk6e10ksGidsJPPHEGOr8jmrKr+bFk3TmDa2lGlnFVsuoTsBBZrGpBH5nF9fD14f2uSJ4PJYr5km6C4womiaxj+NauKObZW8/rf0ia/SAg/98t3c/pUR/OEve1HA3PPKObsqj7GD/eguy8hUbfe+GVCcw/XjfKzeFyHHrXPeaSUMKnbSWVPL4p0edldrxPY0wXKrbFNR5GF/a4S/n1eF7tA4rdLPkFIvC5fWsXBpenU1oMCF7myDCDy5Ox92W2Wa/kVubpo5mEvPrUSPBVH13fW4nA6+M7PKilOlrP3vZqsaV0ysoNN04nM50KMBNiWiUtPg65NLuG/xfm78w6bUteX+HB3QGJYTornLzSOfhOET61yWQwOfR+f2r45i7NCCg4MHGD0ojwe+dw7hthYa3n0LlZuPcdYUalpi1DaHcDsdjKkqYFSRgfa3D1A16bH+0Zzh3PfyNjbv66QtYJnaoITh33jpYB77azX3vbqLh97YnfqeyaVn5HGNsRHwd9PxlRxuBh0AAA/6SURBVC8NYsb4/nQ1NuDasIx+HftxjDwN7axzICdjJWWa1o4lHye4dmolLZ0xlm5pSRQN/Fzstw4GN80cwh/+sod/fsIq9zkdcKm/kS8X7ad06gz43CpE0zS+MrWSr0wdALHESsTlApcXwl0QDUF7E5v+sJBPi0dw+twZjBvssxIpTeOycWU882Etr6tcLu3Xzuqd1nm2UQP8VBTn8MzSWp5ZagVrv3w3TR1eKswW/t8kjWHjB3CynFSGf+utt7JgwQJisRjz589n7Nixx/z5784aysSRBQwpy6Uw1wWhTmhvAl/u0T98DPg8CUP5XK1N0zRuuGQw+1vDfFZj1bfP76/QNbhx+gCunDKEikIXaA44jhLV59sYWOJlYGkeal87qvUAWmkeWj+vFZCHqFef6QvwzdNjPLM5j9darOVdMuOcf8EAnl9WR9xU5Hp02oNxzhtVxN9Nr6LCFcCsP3h7p4Kq8lx+/90ziO/awOIPq3m+fSDD+/sp8jt59O3kvsIlwxyUt1UzuEhj2OQJ5FYOhiMeIk+MApfJXV+KU1swiqU7gry5uoEpo62CzLhhBTzy43MS70yY5lH+ucWXx/r48plutIoq8OVDJIAqrOXv/DuhrD+tlWPZF3SxvS7Axr3tTDmtkCmjixL7rfHzr4xk0eoG/rruAMGoidupUZbnpERvZXaVQXtXlIunnUVRrouqEhcOlzttSCdIntd1yP26YIQfrhrGsk3NeNxOlm5qZt55FUAD3+tfy3nBLnKGjSDgK6UtaBAIx5l9btlBZcJDkeNyMCgniuY30CpyGV6ZYYKaBoG2g0a7KM/NL79+Ou2BGMFInHW7Ohha4QNgzoRyTh+Yy9qd7VQ3RxhS6mVUpZ+ziqKYSw4dN4V+N4VxN8oT53hv/un3OvnHq0fS2RHgnx7byIEgjCmxkptLzu7HkFIPG2tCxJXGhPxWBq/9GPSjf3fhSAwzWxmduwfHsILUqhmsfV+8poEn9+Tz5J58oAmfR6fQ7+LsoQWpC0DOG1mEz+OgMlLH2EWvMDT/2pPSk+Skvtc9b9485s2bd8KfP3togWWsvXxvfL/XyZ3fOAOladTWtVDctA1awJWovaP65qvf84YZnPPGU+TNmsQ75ZcyakD64HfPDWcSiRqcVumzVgYAmhO6euaLX0kcmobLoTG36ABXzJ8CTgflhTk8fusE8nLdaGYctX0tan0TWl4emqdnv8vndcLICi/Dq/rxd9MG4tG1Hvt/gsV+J8XlBZw9rJD5F5Rb3zzLSAJK8t18c9pAvjmtkoip0RWM4TTa0TTFt8eY0NaGNrwgcRvWnr+5zgWnF3PBiDxwe/jxFaPQVRy1o4ECp8G0ona0IS60gaVW/Ch6fN5pmkZhrovCXCcDir1W3yWaHF6Ry/CK3IQWa6VH+4Ee1ZPndfLwTNj1/mqGVqbPaIzon8uIQUWgu1DVnT2QqqTxeXT+Y8EIPnxrJRta3WwK5HLrVaOsRHTGEC48s5hRA/PRNAcoA7VmL3tPoR/1zI08/pegaRoDiz2oU//N9hNGR1HgNLh2aqVVukpQVWZlR311MPo8+T7XCa+ATgUOTcPj0u3xz2OxynqePA1sEku6QwN7hIrtGOrq6svQpTDXxdwBQeaWtaNNnQg5eYCJU3dw2sC8Hp1XfX9XJUEQBKFXEMMXBEHIEsTwBUEQsgQxfEEQhCxBDF8QBCFLEMMXBEHIEsTwBUEQsgQxfEEQhCxBDF8QBCFLEMMXBEHIEsTwBUEQsgQxfEEQhCxBDF8QBCFLEMMXBEHIEsTwBUEQsgQxfEEQhCxBDF8QBCFLEMMXBEHIEsTwBUEQsgQxfEEQhCxBDF8QBCFLEMMXBEHIEsTwBUEQsgQxfEEQhCxBDF8QBCFLEMMXBEHIEsTwBUEQsgQxfEEQhCxBDF8QBCFLEMMXBEHIEsTwBUEQsgQxfEEQhCzhpA3/gQce4He/+92p0CIIgiD0ICds+J2dnfzsZz/jscceO5V6BEEQhB7ihA3/3XffpaqqihtuuOFU6hEEQRB6iBM2/KuuuoqbbroJXddPpR5BEAShh3Ae7Q1/+ctfuOuuu7o9N2zYMJ544ome0iQIgiD0AEc1/NmzZzN79uze0CIIgiD0IHJZpiAIQpYghi8IgpAlHLWkczRuvvnmU6FDEARB6GEkwxcEQcgSxPAFQRCyBDF8QRCELEEMXxAEIUsQwxcEQcgSxPAFQRCyBDF8QRCELEEMXxAEIUsQwxcEQcgSxPAFQRCyBDF8QRCELEEMXxAEIUsQwxcEQcgSxPAFQRCyhJO+PfIJ40gcazQNFKA7weUBp8t6TXei5ReBN9f67fGmnkeZ4NCtv50utLxCUDq4cxLPa4CGtWFlvU8lHmvKeg9Y79Od4PGBL8967HBYH9M067FDB4/PasOXl9CnJ7atWdvVSLSH9Xdq+w5weazPev1pzcnXkvuTm4dmKMjx4SwrQ/MXWO9VWmKzDksPiWaT29ccoLvQcvPB6cnQrzLa0MHrtzTk+Kx9Jakx0Ueant6+nnhN06wfXQeP19KUHBuV2F+Hw+r35Ou5fnC60/2jJcchOc4qNSTd3qM7ITcfcrxWe5n9m9EGvjxrH3RnQmOy3xNatWT+ohLjoqX1unPQS8vSY+3QrXjTdetHS461N6ElF3RXui+SejQt3V9KS8dVsj+dbrSCYktnsh2VjHk9PeY5uVafef3d21Eqvc1k32U+1hxWmqbruMvLrXZisXRcpsbvc2OjZ86PhKZUnGTEVmbsJOeB7rRi7PMxTPr1VIx5/ek4TM6H1FhqGW0k29HTY+V0WVpzcjP6PRH/iblObj5aJA7e3HQcpMWk9yUZ28n9JSOW84usfkt+ViXiRMuYr3oiPrrFmbLem3ysm+l9SMZPwse04n5WHCTHRKl0bOtOKzbise59ldSSnDcKyMnFWVZm9UmqP04cTankCAuCIAhfZKSkIwiCkCWI4QuCIGQJYviCIAhZghi+IAhCliCGLwiCkCWI4QuCIGQJYviCIAhZghi+IAhCliCGLwiCkCX0uuG//vrrXH755cyYMYOFCxf2dvMH0dXVxdy5c6mpqQFgxYoVzJs3j8suu4z7778/9b4tW7ZwzTXXMHPmTH7+858Tj8d7TeNDDz3EnDlzmDNnDvfee69tdT7wwANcfvnlzJkzh8cff9y2OpPcc8893HbbbUfUU1dXx9e//nVmzZrFD37wAwKBQK/pW7BgAXPmzOHKK6/kyiuvZP369YedP4fr555myZIlXH311cyaNYt/+7d/O6KWvhrz559/PtWHV155JePHj+eXv/yl7XQCvPrqq6m5fs899xxRzwnFpupF9u/fr6ZNm6ZaW1tVIBBQ8+bNU9u3b+9NCd1Yt26dmjt3rjrzzDPVvn37VCgUUhdddJGqrq5WsVhM3Xjjjer9999XSik1Z84ctXbtWqWUUv/8z/+sFi5c2Csaly9frr761a+qSCSiotGoWrBggXr99ddtp3PlypXquuuuU7FYTIVCITVt2jS1ZcsW2+lMsmLFCnX++eern/70p0fUc9NNN6lFixYppZR66KGH1L333tsr+kzTVFOmTFGxWCz13OHmz5Hitieprq5WU6dOVfX19Soajarrr79evf/++7Ydc6WU2rZtm5oxY4aqq6uznc5gMKjOO+881dzcrGKxmJo/f75avnz5KY3NXs3wV6xYwaRJkygsLMTn8zFz5kwWL17cmxK68dxzz3HHHXdQVlYGwKeffsqQIUMYNGgQTqeTefPmsXjxYmprawmHw5xzzjkAXH311b2mu7S0lNtuuw23243L5WL48OHs2bPHdjonTpzIn/70J5xOJ83NzRiGQUdHh+10ArS1tXH//ffz/e9/H+CwemKxGKtWrWLmzJm9rnPXrl1omsZ3v/tdrrjiCv785z8fdv4cLm57mnfeeYfLL7+ciooKXC4X999/P16v15ZjnuQXv/gFt956K/v27bOdTsMwME2TUChEPB4nHo/jdDpPaWz2quE3NjZSWlqa+rusrIyGhobelNCNO++8kwkTJqT+Ppy+zz9fWlraa7pHjhyZGuw9e/bw5ptvomma7XQCuFwuHnzwQebMmcPkyZNt2Z8A//Iv/8Ktt95Kfn4+cPC4J/W0trbi9/txOp29rrOjo4PJkyfz+9//nieeeIJnnnmGurq6Y+rP3ppXe/fuxTAMvv3tb3PFFVfw1FNP2XbMwUo4w+Ews2fPtqVOv9/PT37yE2bPns2FF15IZWUlLpfrlMZmrxq+OsSNObVTcMvPU8Xh9NlB9/bt27nxxhv56U9/yuDBgw+pxw46b7nlFj766CPq6+vZs2fPIfX0pc7nn3+e/v37M3ny5NRzdhz3cePGce+99+Lz+SguLmb+/Pk8+OCDh9TTVzoNw+Cjjz7i17/+Nc899xwbNmxInQuzi8ZMnnnmGW644QbAnmP+2Wef8eKLL/Lee++xbNkyHA4Hy5cvP6SeE9XZq/fDLy8vZ/Xq1am/GxsbU+UUO1BeXk5TU1Pq76S+zz9/4MCBXtW9Zs0abrnlFn72s58xZ84cPvnkE9vp3LlzJ9FolNGjR+P1ernssstYvHgxup6+X7kddL755pscOHCAK6+8kvb2doLBIJqmHVJPcXExXV1dGIaBruu9qnP16tXEYrHUgUkpRWVl5TGNe2/Nq379+jF58mSKi4sBuOSSS2w55gDRaJRVq1Zx9913A/ac68uWLWPy5MmUlJQAVpnm0UcfPaWx2asZ/gUXXMBHH31ES0sLoVCIt99+mwsvvLA3JRyRs88+m927d6eWqosWLUotrTweD2vWrAHglVde6TXd9fX1/OhHP+I3v/kNc+bMsa3Ompoabr/9dqLRKNFolHfffZfrrrvOdjoff/xxFi1axKuvvsott9zC9OnTueuuuw6px+VyMWHCBN58881e19nZ2cm9995LJBKhq6uLl19+mV//+teHnD+Hi4eeZtq0aSxbtoyOjg4Mw+DDDz9k1qxZthtzgK1bt1JVVYXP5wPsOYdOP/10VqxYQTAYRCnFkiVLmDhx4imNzV7P8G+99VYWLFhALBZj/vz5jB07tjclHBGPx8Pdd9/NzTffTCQS4aKLLmLWrFkA/OY3v+H2228nEAhwxhlnsGDBgl7R9OijjxKJRFKZCcB1111nO50XXXQR69ev56qrrkLXdS677DLmzJlDcXGxrXQejsPpueOOO7jtttt4+OGH6d+/P/fdd1+v6Jk2bVqqP03T5Gtf+xrjx48/7Pw5XDz0JGeffTbf+c53+NrXvkYsFmPKlClcf/31DBs2zHZjvm/fPioqKlJ/23GuT506lc2bN3P11Vfjcrk466yzuOmmm5gxY8Ypi035j1eCIAhZgnzTVhAEIUsQwxcEQcgSxPAFQRCyBDF8QRCELEEMXxAEIUsQwxcEQcgSxPAFQRCyBDF8QRCELOH/AyA8kxyPez71AAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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5sj1ITWM3U0bkoZ/Dt2yGIgb13U6GnuayLLeNzkCUFm+I7IzTd1dL2M69qz7EbrczZ2IJ0y4ooKwk8zPV0uIN8fAfP+TwiW6mjcrnG0tG9vpi3fgDUEVxBsfbzqydztWOI+08+ZcjtHZE+e4YB8OTLos/CA4udLPtiBevP0Kux3HabRlovFWnEfRlcHkoivss6qlu7Oa+35m/2vS7b1yMM+nj8JGowmHTGGTrpMab86nbOuTPINhqp7wrQv5n66qEqIJjXTaGfOR8QymihmJkPuxvgZqAm0/7ZVulFJv2tdLsDXLVxQPIdH22B4nd/mwaG5yMGhygorz3/Y+HWqbbdkbLbz5/hA+qvQRCBpeNK8blOrO5qVKKmkY/9zy9N7E+r+s6/6eqsqcWpdEd0bhkcDbHWgIcawkybtiZ3suzE44qqpu7qCjNxvXRyyIKDfOT/pYN/E2bNnHJJZeQl2cOo6uvvpq1a9fyta997Yxu7+0O0xWIkJnhPOXlG/e38b8dQ8hxKvaFc/mPjVH+Y2yY7FNcVyk4FvWQH1KnvPynfz5CbZOfDKfO5gPtDBmQxbiKngEZMcCuK4oLXNR8yg9076zzs+q5D6hrNgPvzqphXDmx+Izu80e9d6CFn718GK9/EMuLFNd+5PJQxGDqyDw27mtjd42XoaWeU24nbGg8VD+EzqjBsAEOntlQy+q36lg2u4KFFxUQP2wNBV0hyHKYLxR1BwxyMsxvDmzsCPKvv9qNP2SQ67HztwNt7K/vZMyAnuEZjBrYbRqDCjPYU+M94/vZ0OLngxofo8uyGFLkBAVd/gje7hBev0GxI0zBKW53qKGTB35/gLwsB4EorKrJ5/tDe77aNv7aRnym1uINnTbwAxHFfxfPYfd2Hcjjtd8e5F9nuhn4GYL2WGuA76w+lPj7rzuaqJpckvg7ElXYdaiw+djsy0Wp0/+Wwfp6Gz+tjk2Odhzhmos7+cLsCjKcvYOt1RciGInicdk/dt+8jkz+630bm48XcqPewtI5PZEeX865oFBjf4viw+4MJn7CfQtHDX6zvo5XtpwE4A+bjjNzTCGXX1jEqHzFqaLfUIoTrQGOH/fxweEsXjleAsdB33+Y+25xcWF5VtL2zXpGDcr61B8dOdGt8e1f7aI19sCwr87H1xZfAECd30GrPwetxUZeUwDNreHtjvDOnhYOHPPR0BogElVkumxcO7WY2uYgG3Y1c/3MQZRmmr3RZpiZM3JwFu/sbaa26cwmL+8daOVQg48lMwaTcZoHIKUUzZ1Rko/Un/2lntd3tQJw8fBc7rmuotdtwlGD0nw3J9oCNLb37a8xnXXgNzY2UlzcE3QlJSV88MEHn2kb++p8TBlV+LHz65u7eWJtPaOcPr51KVTvOMz3OyZx50+3U1ni5tBxP2PKsxlfmc+xhlYajo9mXzAb+58CDB+4j+EDM5kwNJdRgzPZvK+Voye7uX1uBXPGF7Dil3tY9XotD35xLHbd7LRQFOwaXDwsmyfXN/Cd3+5n/uQBDBuUzc5DzQTqYa6h0R3S+a/XmwhF4ZbPlfHewTae+PNRdtV4GVeRw+Vj8ujyRzhw3E9JrouSAg/OqMKuoDmg01TrY1CxhtsB2w638eRrR8nz2Bnh9PG/zYOY4A0Rf/hTShGKKAYVuBlU4GZndQcLpw04ZTu+1ZbNkYCHb1QNZMakITR3BPjVX47yv+tq+N0btbj0XDDGEzlsI2ho2HXQXtlGOKqw6xoVJRmcaAuiFDz8jyMZWJzN7Y/t4M1dzYwZMBilFG0RO+GIwmnXGVLi4a3dzXi7w+R8dLry0b5s8XP3U3sSs3GPSycYNkh+ScJh05hfVIhmt+P31eELKj6o7qArEKUox8mPbxvD22/u4pfb3Ww7GWFqLCfjb1ctKzAD/3hbkMoBp07w5z4IsMddxu3jDQoj7fzXoULuesHPiEIbDvchTnrD2HXI1qBADWRGxE5ZfoCmUCtjynPIcsETr9aiFDz65Qt58vVafvvWMaaOyKUk1+y1cGyGP1T38XpAozmoU3KKWpq8IVbtczLC3c2QfBvbvR7Wvt/Iht3NuB028jLtKGVeL/55Bw24cEg286aWkeHQef/ASf469maix80Qe35rG/OmhSjIMP+Ov/Mjz61R4ermuaYiLmqJMqKsdy3BsMG+Y538el0ttU1+rp5UzJUTivjztibe2tPMX3c04rJrDHeVoTvs1G3ZQXmxhyElHmqb/Oyqjv8ouYdpnjZmDXfwVE0+j730IT++/cLEs4T4DH/80By2H+ng8Ikuhp+irzoiNn6w1UVYKf798xew/XA7a7edpDQ/g6N1Lbx7JHYHTgDvf5i4ndupM2pQFpOG51KY7WTSsBwG5dpp6Y5y53/v5tev17JyYTmtXXBf2yQACrOdXDgkh3UfNPP5WRVkZ9nNb8z9yAN1Q6uf375Rx+b9ZmjvONJBRbGHvbVesjPszLmohLycTI6daGPn0XZ213Uz1H0V1wZOEN7ZzOu7WrlgYAYHjvt5/3AHoYhB8kN3OKrIzrATiToTE8m+ctaBf6r10s/yAyL5WU4eeO4QYytOMLggg2xHlFB3N/m5EV7bewy3U2dl7iEyHSMZ6+zg/ittvHQ8j9qTnUyuzGJPfTfbj3SQ49YpVDqLXdUwbAQHO2HdzibWbD2Z2Ne4imzmXlSCQzf4p9mD+dFL1Xz7mf1kuu3UN3XR6NWYWxpm3sRCalojvL6jkV3VyTNYnacwB4ldN3j4tvFUlGRw2dgiVr9Vx/YjHby1u4VVr+un/JCUR5uCv86Geu9Qr/Pzshz8y/yB5O85xFd3DOb5D+0sjV32zj5zcIUiBhcNy2HNtkauf+A9Zo7J5+IR+Xi7wxw81s2hYx00+0oZ7u7mkhHm85uiHBd33zia7Uc62H24hVBDDarTi56dS162k84wGPmlFOe6aO4IUN3oZ8qIDK6aWERlqRvsNmaOKWDdzkbafAG2Ho4CFwI+AEYOMmdub+1qYuGUjz+7ae8Mc/RkJ3vqOnnl3eM4HToPfHEs9c1+Dh/vxOO0kZPlJMdjJyvDwRvvN/DSIYVDU2S0deDrjqAwl46+smA4mW47c4Zp/HlfmMd22LlrgI+iYo3G9qAZsCUZFGQ5+MOmBqaMyCMUidLUEaSpLYAvZNDcEeLlfSEu6TrE/GHDoTXI458bx8tvfcjBxjC6rjGmIhcbUXzNrRxscbNllx121SbuU2mek5PtIb6+cCiDCzP4yjXDWPmrXXztF7tx2HUG5rupa/IzfrCLIa1mO60/6eEfwgYuuzmxUEoRjRo8sbYOBfzL4FoGDClFu3A8Oxs13trTgk3X6OgKA4rRZVkMyHOTm2nnRFuQDbub+c8/9Pzu6dCuRv7t2hJUp5evbSnk5S0nWTK1iOqGINkeV2y8wqzcdv63cSDffLWLcXsO8A8zBpGf5aS9M8RjrxylvSuMx2XjG/8wgktG5aFpGl9fnIs/GGHHUS+7P2ziyKFuvAEbF5Rn0dYVYd2ORtDghsvKmDjQRsWxrXhO1KCVDKfgwjLuWX2Un6+t5s4Fw3A5tMQzjivHF/H8xga+/cwBHlg+hopScyydaAvw3s52Xjo6ki5D4ztfGMkF5blMHJbLoYZOVr9ZS4ZD56ZBbYxTJ1CDKmgrvQDd6cbt1Bldlk2mU+/5onvDgGiEwmwnN88q4+n1dSz9cVus5dyxDHKw7IrBfGNVB/c+vYdwVNHYHsSlTeViTwcjdnVTt/Uwb+1uxunQWTB1ACMGevjFq9U0dgQZV5ZFQ1uQX6yt7jmmPXbmXeDmg30OHvWNhVdrGFOWyXeXlPN+XZAH/3iU/ce6GY+5HFd9optDx3wMK/UwtDSTt/e00NQRYsKwXKaPyqNcwUlnLmt2u9BbDrLi5qkfO94+i7MO/NLSUrZu3Zr4u7GxkZKSU81nTu3Wq8q5e1UHe2t91DR24w9GY98l4acg28nd1w2l8O23E9cfnq/xr5eMAr8PlEFQz6DFrxiodaDWrIb2DrSLxqANHUPIUOyp9fH+h+1UlnqYNaHYfHXaMJhxQT53Vmk88eejiW3rmuLaQT7sNo2vLKikakoJdS0BOoMGw4qctO3fy8GDjUTdHiZOHklFiQdQlOS5WLFoOArF/vou1u84yaACN+OG5NLYEaSlM0LzsRO01rRQWeqicupFHO+I0NkdZtzQXEYPycfW1YKyG1TlN/H8iQFUl/0Dw4/pvLPvCADDSjxMHJbLmm2NAOw44mXjPnPgFuU4GVHqZlZmDXOzGtG0yb3aeNKIfCaVu1Hb9qNqj6ENcUGWE1BoYysADYwIaDbQNDCiEDGfRi+fXY4/ZLCn1kuWEzqTXnIZVZbF6LJsVr12lGfW15DnMpjsGMy4SJRKb4QH/7gv8TR5+AAPX5o3lFGDsxk1KIsrxxeYi5U2O+ZUSmfyQB3fG2vIyHJjv3Q+3rCOw66RYdfA5oBoCLuuce/oRu7/cBAPvlyXqCXTZcPttHHjzIH8/C+1LPvPbaccbyMKbdxY+y7EXgUozHHyxalZEI2gDRgKnhwIdqEOtBI9epSajMEcy66koCiPPbU+9tR2sHByCZePzQegJM/F/10ynD9sOs7euk6OnjSXAheMz2HkOx2MLzJ4ri6b5/5zO1luG8Gw0euFy6+MC1Fq9KxlTxyWy8TKPHN9UimzbRLzTPP0DTMHsbshiIZiRIHG0Vt/RmnmlyAaZcpQDy+9d5KX3uuZ6AAMzdMYHWxmcm4Xr2pjWHe4ix/8/mDi8uIcJ/84u5zZE4rMJaOkiVyG08aM0YXMKLdhaO+i5eajzZhu9kmcpkFXO+qkSnzb7KiBHq6fWcZz79SzcV8rHpeNLLcdl0Mn2+Pg/y4ZwX2/O8A9v9nPlROK2XG0g/rYzHa4O8zdkyKMKDMnLw67zn98cTwn2kMUqg7c7x9GNXeiFUTRRueBO+lZwmk+qnrt9AEMyHezr6adte83ETagMsegvDgDOwYLp5Tw9r42BuS7mToQQnW1/K27gM1bu4AuBha4+e4tYynMcYIymDmmEF0HPRJBKUVde4Ruw86QXMggBB3NdG1/mv0DL6B64nwWTirApkWZMCSbDKfOqg3HcQcLOehzwnuHATjU0MV3vzCG/fVe9tf72F/v49m364EsqPw8HIOBgfZT3r/P4qwD/9JLL+Wxxx6jtbWVjIwMXnvtNb7//e+f8e1HDs7mv++cSIbLQZbbhtHtpeNEI7tbbcy4uBJ7xM8nvS/F5dAZ5HFCm/djX2vstOtMqsxjUmWuuXCtab0G8pUTihla4uF4exB7JMSIUA0FvthTZ02josRjzjx0G4SDKC9MbW1AKyxCq8j4WC2apjGmPJsxgz3mfnQbowZngW5H1flQ3YfQKirRKnOYZHeZwarbemYjwE2FJ8gqKeTpfXk0mxNEFk8r5fJxBYDOt24cRSAc5ZJRuXxQ00lhjpPy4my0rlaMt7bDef5dzGyPg28sGQnhEOroLgI7tvEfXdMoKszBYdP55o0X8Lu36vEHwhxvaOXVtmJebQeOmIGz+JIBXDmxlMH5zjN65pdlNxL5luNxAOpjB3CJK8qPZkXY4K/g5+uPAz0/HnHVxCIynHZqmrqx2zSKsp1UlrjJyXKS7bbjbDxC4/YzayObZgbC8AtyIDOHC4fmgjEAooY5lmImDstl4tAcfP4wH9R2cehYJxeVu1AafH1SlOd2+XGUDyMUNvA4NBxOO1GlM3qAk4u796Bqzqicnrp0jYnD8812CfT+weuVVw/g9Q/DHGvuxhdUHDnRxYShOYwubIWTMNgV4ssXZbDkqiEcbQzw4fEust02rp5UgsMZW6E/j29yuvHyMopyHLz2/klqm/w0dgRZOK0UgAuH5PDg8tE8vqaaV7acYOLQHKaPyufSco3ynWvRc4f32pbdplNW7IF231mVqGka0y8oYHplJl8sb0Jt3IA25RI0mw6G4tY5Zdx6dSXYHKjaPaiuo9xWVEf9hKvwekopL/ZQmOMi3kB2m544Hc8LHBlmn8QmRjowydnK5EsHmpOoSBSXQ2fZrDJWvV6LoZwUOSMMryjA6XJyQVkWowZn8+uVkwkb0OINs7e2nRN7DxDdvJWFN00k/3OfO6u+6DnjUjwAAAzJSURBVNWWZ3vD0tJSVq5cyfLlywmHw9xwww1MmDDhM22jONcFmg5KoWsa+R4blxdlmb8m3sfv3KockEnloGzwd6KOEF+tSBlNg0WVUYb85Y+MmjcW93X/hJY0vCePiL0gp6JMGp7Xc6N+4tIV379uIBQOAmWQ43HwzwuGQzSMOuQlsH0rb4YGERo0nBEjBjO2Itvs2/P8BSEOHeZNyGfM8CIe/MNB5l1kLinpmsbl4wq5nEIgNks2DHMsqb79rYPsDDszxxYyc3Q+tDcRBfJc8OURXrTLys2dRyNgd4DNaT6T2H1+a3A7dBZOLTXDxekCzW72zYdtve57UY6TorwMpo7M79Nf/LHpGldNLOaqCUWEI1GOtQSpGNDzUubIQVk89MWxtHRGGFTgNsdyRxMW+Op+AOyaorLQAQPzzutxtmByKXPGZKNteR2HEUa7bBK4syFpeuuw6QzIdzMgrxgV3kXNmj3kuT5btp7OWQc+wKJFi1i0aNF5KUSYiiI+XLoyZ8VW+wmuT+DSFVcXe9EmZENRDn39czLlRRk88dWJZqj3x7dOibPmsOvmO8w0rdewcDl0BhVm/H81zs8Hl0NH6fCJSxh9JPXfmyqEEKJfSOALIUSakMAXQog0IYEvhBBpQgJfCCHShAS+EEKkCQl8IYRIExL4QgiRJiTwhRAiTUjgCyFEmpDAF0KINCGBL4QQaUICXwgh0oQEvhBCpAkJfCGESBMS+EIIkSYk8IUQIk1I4AshRJqQwBdCiDQhgS+EEGlCAl8IIdKEBL4QQqQJCXwhhEgTEvhCCJEmJPCFECJNSOALIUSakMAXQog0IYEvhBBpQgJfCCHShAS+EEKkCQl8IYRIExL4QgiRJiTwhRAiTZxz4P/kJz/hscceOx+1CCGE6ENnHfg+n49vfetb/M///M/5rEcIIUQfOevAX7duHUOHDuXWW289n/UIIYToI2cd+Ndddx133HEHNpvtfNYjhBCij9g/7QqvvvoqDzzwQK/zKisreeqpp/qqJiGEEH3gUwN//vz5zJ8/vz9qEUII0YfkbZlCCJEmJPCFECJNfOqSzqe56667zkcdQggh+pjM8IUQIk1I4AshRJqQwBdCiDQhgS+EEGlCAl8IIdKEBL4QQqQJCXwhhEgTEvhCCJEmJPCFECJNSOALIUSakMAXQog0IYEvhBBpQgJfCCHShAS+EEKkiXP+euSzpsceazQNFGCzg8MFdod5mc2OlpMPGZnm/66MxPkoA3Sb+bfdgZadB8oGTnfsfA3QMDeszOup2GlNmdcB83o2O7g84Mk2T+u6eTNNM0/rNnB5zH14smP12WLb1sztasT2h/l3Yvs6OFzmbTOyemqOXxa/P5nZaFEFbg/2khK0rFzzukqLbVY36yG22/j2NR1sDrTMHLC7kupXSfuwQUaWWYPbY95X4jXG2kiz9WzfFrtM08x/Nhu4Msya4n2jYvdX1812j1+emQV2Z0/7aPF+iPezSnRJr+vY7JCZA+4Mc3/J7Zu0DzzZ5n2w2WM1xts9VqsWn7+oWL9oPfU63diKS3r6WreZ481mM/9p8b7OiNWSCTZHT1vE69G0nvZSWs+4iren3YmWW2DWGd+Pio95W0+fuzPNNsvI6r0fpXq2GW+75NOabk7TbDacpaXmfsLhnnGZ6L+P9I0t+fiI1ZQYJ0ljK3nsxI8Dm90cYx8dw/RcnhhjGVk94zB+PCT6UkvaR3w/tp6+sjvMWt2ZSe0eG/+xY53MHLRgBDIye8ZBTzE99yU+tuP3l6SxnJNvtlv8tio2TrSk49UWGx+9xpkyrxs/bTN67kN8/MRyTCsoMsdBvE+U6hnbNrs5NiLh3m0VryV+3CjAnYm9pMRsk0R7nD1NqXgPCyGE+HsmSzpCCJEmJPCFECJNSOALIUSakMAXQog0IYEvhBBpQgJfCCHShAS+EEKkCQl8IYRIExL4QgiRJvo98F9++WUWLFjA3LlzeeaZZ/p79x/T2dnJwoULqa+vB2DTpk0sWrSIefPm8cgjjySut2/fPq6//nquvvpq7rnnHiKRSL/V+Pjjj1NVVUVVVRUPPfSQZev8yU9+woIFC6iqqmLVqlWWrTPuhz/8IXffffcn1tPQ0MAtt9zCNddcw1e/+lW6urr6rb7ly5dTVVXF4sWLWbx4MTt37jzt8XO6du5r69evZ8mSJVxzzTX84Ac/+MRaUtXnzz33XKINFy9ezOTJk/ne975nuToBXnzxxcSx/sMf/vAT6zmrsan60YkTJ9Ts2bNVW1ub6urqUosWLVKHDh3qzxJ62bFjh1q4cKEaN26cqqurU36/X82aNUvV1taqcDisbrvtNrVhwwallFJVVVVq+/btSiml/v3f/10988wz/VLjxo0b1U033aSCwaAKhUJq+fLl6uWXX7Zcne+++65aunSpCofDyu/3q9mzZ6t9+/ZZrs64TZs2qenTp6tvfvObn1jPHXfcoV555RWllFKPP/64euihh/qlPsMw1MyZM1U4HE6cd7rj55PGbV+qra1Vl112mTp+/LgKhULq5ptvVhs2bLBsnyul1MGDB9XcuXNVQ0OD5ers7u5WU6dOVS0tLSocDqsbbrhBbdy48byOzX6d4W/atIlLLrmEvLw8PB4PV199NWvXru3PEnp59tlnue+++ygpKQHggw8+YMiQIZSXl2O321m0aBFr167l2LFjBAIBLrroIgCWLFnSb3UXFxdz991343Q6cTgcDB8+nOrqasvVOW3aNJ5++mnsdjstLS1Eo1G8Xq/l6gRob2/nkUce4Stf+QrAaesJh8Ns2bKFq6++ut/rPHLkCJqm8eUvf5lrr72W3/zmN6c9fk43bvvaX//6VxYsWMCAAQNwOBw88sgjZGRkWLLP477zne+wcuVK6urqLFdnNBrFMAz8fj+RSIRIJILdbj+vY7NfA7+xsZHi4uLE3yUlJZw8ebI/S+jl/vvvZ8qUKYm/T1ffR88vLi7ut7pHjhyZ6Ozq6mrWrFmDpmmWqxPA4XDw6KOPUlVVxYwZMyzZngDf/va3WblyJTk5OcDH+z1eT1tbG1lZWdjt9n6v0+v1MmPGDJ544gmeeuopVq9eTUNDwxm1Z38dVzU1NUSjUW6//XauvfZafvvb31q2z8GccAYCAebPn2/JOrOysvj617/O/PnzueKKKxg8eDAOh+O8js1+DXx1ii/m1M7DV36eL6erzwp1Hzp0iNtuu41vfvObVFRUnLIeK9S5YsUKNm/ezPHjx6murj5lPams87nnnmPgwIHMmDEjcZ4V+33SpEk89NBDeDweCgoKuOGGG3j00UdPWU+q6oxGo2zevJmHH36YZ599ll27diVeC7NKjclWr17NrbfeClizz/fv38/zzz/PG2+8wTvvvIOu62zcuPGU9Zxtnf36ffilpaVs3bo18XdjY2NiOcUKSktLaW5uTvwdr++j5zc1NfVr3du2bWPFihV861vfoqqqivfee89ydR4+fJhQKMSYMWPIyMhg3rx5rF27Fput5/vKrVDnmjVraGpqYvHixXR0dNDd3Y2maaesp6CggM7OTqLRKDabrV/r3Lp1K+FwOPHApJRi8ODBZ9Tv/XVcFRUVMWPGDAoKCgCYM2eOJfscIBQKsWXLFh588EHAmsf6O++8w4wZMygsLATMZZonn3zyvI7Nfp3hX3rppWzevJnW1lb8fj+vvfYaV1xxRX+W8IkmTpzI0aNHE09VX3nllcRTK5fLxbZt2wD405/+1G91Hz9+nDvvvJMf/ehHVFVVWbbO+vp67r33XkKhEKFQiHXr1rF06VLL1blq1SpeeeUVXnzxRVasWMGVV17JAw88cMp6HA4HU6ZMYc2aNf1ep8/n46GHHiIYDNLZ2ckf//hHHn744VMeP6cbD31t9uzZvPPOO3i9XqLRKG+//TbXXHON5foc4MCBAwwdOhSPxwNY8xgaPXo0mzZtoru7G6UU69evZ9q0aed1bPb7DH/lypUsX76ccDjMDTfcwIQJE/qzhE/kcrl48MEHueuuuwgGg8yaNYtrrrkGgB/96Efce++9dHV1MXbsWJYvX94vNT355JMEg8HEzARg6dKllqtz1qxZ7Ny5k+uuuw6bzca8efOoqqqioKDAUnWezunque+++7j77rv52c9+xsCBA/nxj3/cL/XMnj070Z6GYbBs2TImT5582uPndOOhL02cOJEvfelLLFu2jHA4zMyZM7n55puprKy0XJ/X1dUxYMCAxN9WPNYvu+wy9u7dy5IlS3A4HIwfP5477riDuXPnnrexKb94JYQQaUI+aSuEEGlCAl8IIdKEBL4QQqQJCXwhhEgTEvhCCJEmJPCFECJNSOALIUSakMAXQog08f8Akzm4IMz2zCEAAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"grad_cam(700)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 318, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"pred: [[0.00661969]] label: 1 (label_type: human )\n", | |
"sex: female\n", | |
"age: 41\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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