mirror of
https://github.com/ArthurDanjou/ArtStudies.git
synced 2026-03-16 05:11:40 +01:00
114 lines
172 KiB
Plaintext
114 lines
172 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 19,
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"id": "ca3a91ab",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 800x310 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 800x350 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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yvd9//31mlg4AgAJLLR2sgBiegSpXJpiFCl87StdDKqKRFmF6x/YdwZ+6PxrH3W9WvoxZm0bBKoqVykXeb/x0syPvCQ5FPKKD2T5Ng5k3+C+1tFX+brbZ5X43JHkVSSCmQEOZn0gXybrQ1rwdXQjnd1yqMhwKOBQktGjRIqrHKIsRbfZBgYOyH9FSxuijjz5y7dmxY4cNHTrUBgwYYDfeeKPLemgem7JbCsJuu+02e/DBBzMfqyDqggsucNv1U5kSZbcUiLVr1y5b8QoNyfztt99c/3l0/KeeespuvfVWe/zxx+25556z/FBgoOdVIPbNN99kBmIKKg866CCbMGGC237WWWe5oinarj7K6XVTQKLgRkHY+eefb8OHD3fb1f86z2effTbLcytYUTCzffv2bOfrBWIKkhSk6Ry9zKACWxW+ULCkwiY5URZPgZGEl2dVwKiMnorCKIAOPY4C9/DgXe2488477ZZbbnH/VpCqc/zss89s3333dcGbAvlt27a54Fmv49tvv+2CdY+CMm945IwZM6IOxDQU18sGev2p9nlBnt57mzZtylKIROddv379HP+9fPly9xp4GVeeg77ifcXvR0E+S+AzFd349r7I23sfnHVb08uD5eW37TArF+HyT+XmRfdH49vpwZ+f/242+lez6U+Ybd5u9uxnWfdbucHs6/9G7qg4yO2nm42722zvqynW4beMDKu0agvXDOVid31VLAIxBQgq1R2JdxGvffIbiKkAiIK4Ll26uGFv0dAcs2gLe4RmbKKh4MK7kNWQNA1x08X3119/7V5MZVeU/dA+vXv3dsGMRxfW++yzj7uA13kpCMuNLvK9SpE7d+50QYbeIMqC6YJahVHyS6+RhuEpaFbAdemll7oAUcGOMkXKwulczjzzTBcE6pyOOOKIHI+n8/OGZnqBk2gYn4I5ZfT0+uW3jcqEeZSBVOZKgZiGuOYWiCkoUpuVidUwzlAK6BUM6fHhxwgdEurRe/Waa67J/He9evVc3yvovOqqqzJfG2Vqlb2TSENwvfeY+jha4e9L9WcovffCq0GGfyiE/1vt5znoK95X/H4U9rMEPlM5eGWbQj3aN1iMY+jorNuXr989BDG0zLzH26Z1wfJr3gqz3+ebnXtI9kAs3PsTzR44N1gY5KUv8/9ciJ2AWalenblmiOH1VbEIxHThqyxHJMqEefvkhwIBXThrKJ2yQ9EKv+CMJQ2hC6VMiF4QDYdbuHChC5iUeVB0raArJ9EEJwoq/u///s9lWjREUNmnUAUt5695S8oWKRBT1kfzxvTaKFujbI8CMQWU3jw0BbY50bcGGmqp4Enz4SL1TX4DMT1GgWKkwCSvNcFyKxGvpRH0uqgiZ7Tvo9B26NsTzRUTLakQyvuljdQ+L9NG+XoAQKGt37I72+RR2XgFW+HbPVMXmB3cJrieWOjoj257m23Zbvb30oK1RUMaNSQyz/3+G8IYPqQS8RcI2NzWNawdfe+bIgnElO3RkK9Iww9zG7aYExVMUAZDF/eag5UfCmCinSOmyDfWFQD13Lro1jC9SOesvtC8o7yOoSGO1113nUuXKjOjvlAgoKGEWntMwzYLQvPENBxTQa4WG9b8MM0BU7ZHQa8CNAVn2q4AI7SARzzk9j7J63VV36q/lBHVXC7NqyuKduR0X6T2eUVm/KzgCABIYu//ZHbmAWandd+9jpjmk2nbx5PMdoSMImq+x+6Ml1fyvEqFYAAYqksLsw5NzN6esHubjrlmU/bnv+TI4M9Jc2J8Ysi31g1tZ/2CXxuhmAZiusjUMDUNvwpN2emCWFmC/KTxFIRpuJsCD81Pym8mQXO4imqOmBarDg2ivDlJujBXJUJlhzSUTkGOhquFZ9Cipfk748ePd1kwZakOO+ywzPs0T0rnF+1QzXAqxKGqhhrqp3ltmgemohTK+OjctK6ZnlMZJA29zK3/vTlQygjqOJrrFmm+lqeos0LKnCnQ9IYJhhYZUaCp51eAHy/KGHpDEr1iLgAAxD0Q+2m22bD+Zm0bma3eZHbVscEg6+4RWff9elDwZ7Mrgj8rlzdb9JLZuz+azVhktiXNrENjs36HBxdqvm/k7seqgMcVR5uN+jUYyCmAO2Zfs6P3NRvzW7CIB/yTWsotJxA+qgcJEIhpqJsucFUQITTo0pA6BWPhhTY0JE4ZnfBgQpkYBWG6aC5IEFbUc8QeeuihLMU6VJRDwZnWO9M4U6/UuoIozZnSvqHZE7VLwcmee+6ZObxQj1HgFUrH9+bchWZZtJ8ybeq/ggZiOq4Wy1YWU+1TwOQNP1S/ay24kSNHurL2uQ1LlEaNGrlho8qsPfzww1mKdegY4cMSvfNVH3iZw1hSBk/FSFSwRXPoQgMxtVOBogp1KJjVa1bUwwd1/vPnz3dZ1wMPPDCmxwYAICoaQdPrfrOhF5pdc3xwSOFvc8z6Pp33sMStO8xe+drssPbBhaH12KXrzN75wez+kcFiIJ4fZgbL2qtoyB7VzNJ3mc1eanb9a2ZPj+XF8lt6htkJnd2XxIUZMYRiGIgpoNFFrjJBKjWueUi6wFelOQVm4YHYJ5984i7WL7vsssxteqwCMQU0DRs2dBmZUCqKoAt/P+eIad6USscr2NLQPV3Uq12PPPJIZqBx0UUXuWBSlQmVbTvuuONc/yhjqGBVfaIgTpQ9U3lz9ZmKZSibo2BC5er1PMpaqay9/q1jqwS6gt3CDnNTP3qFJ7z10ET9ru3KlElegZiCKpWu13DGN99805VvV1ZN/aRgVOejMu8e73x1DjonzdfSh4G3nlphKchU9lBZPa1FpnL5HmWkNMRT1Ro1H07Pqfes3qdqr4qYKJiMJfWHsoUqDhI+IRQAgJg4bGDe+2ho4aXPBW+58TJhnp3pwUAqGpPnmp39aHT7Iv6qVjTr3tJW//lnVNfTKEGBmOhCVkPVlCHSBagu8HXxq6xENJkGb60xBWihC/x6FND5/cbRGliDBg1yBTRUmEOBhP4/dB6Vsl0q6a5gYMSIEfbaa6+5wEsBhwKzRx/d/SGlx6lEujJtOo5X8ETl7bVGlR6n53z++eddZk1rY7388st2991351gcJRoKuNQWBWJ63bwyngpivQWIvblkedE56Hy1+LTK30+cONE9Tufz6quvZgnEdHxlCjV/6+OPP3al7JWNUqAeq0BFwZXmFWptL2WkVGFS1H8KGvX66DVQFk/Bsp7XW0oglvT+UD9qbTOV3wcAAPBtWOLxnXQxRPEwn6UEoq1kAUeZL13Aq+Q8XVcyqGy+FoVWRuz+++/3pQ3K+l144YXu/5XppWoigBLtyU/MbnzdbFfBCkUB8Nnb12dfaw5xF3mxLyCBaEilFo/WAs55lbwvCpoLOGrUKJdx1MLbBGEAAMA3Gpmmwin/TQWCfwjEkPA0J++tt97Ktjp6vKg4x4ABA1xBGs0nBAAA8IVmB3VvaVazSubUCfiHQAwAAABIlmzYyV0y/1nQqtso5sU6EpUKT6gABQAAAFCiZATMTti9nE9hK2+jcMiIAQAAAMmgQU2ztsH1a+Wff/7xtTnJjkAMAAAASHSppc1O6RocnohigUAMAAAASHTpu7IMS5QmTZr41hwQiAEAAACJr1yq2aHtsmzatm2bb80BgRgAAACQ2EqlmB25j1mFclk2r1y50rcmgUAMAAAASGyBgNmJWYclwn/MEQMAAAASWcDMju+cbXPHjh19aQ6CCMQAAACARNZuT7NGtbNtnj17ti/NQRCBGAAAAJCoUkuZndIt4l1paWlxbw52IxADAAAAElV6RsRhiVK1atW4Nwe7EYgBAAAAiap6JbOuLSLeVb9+/bg3B7sRiAEAAACJOizxhM5mpUtHvJs5Yv4iEAMAAPm3K4NeA0rCsMQTu/jdCuQgNac7AAAAIjqjh9k3f5pt30kHAcVZipkdvW+Od++5555xbQ6ySgkEtMIbAAAAgGSyfPlyq1evnt/NSFoMTQQAAACSNBCDfwjEAAAAACDOGJoIAAAAJKH09HRLTaVkhF/IiAEAAABJaM6cOX43IakRiAEAAABJaPv27X43IakRiAEAAABJqHLlyn43IakxRwwAAABIQmlpaVauXDm/m5G0yIgBAAAASWjmzJl+NyGpEYgBAAAAQJwRiAEAAABJqGHDhn43IamxcACA4mXQu2YfT/K7FQBKpZg93s/swDb0BZCgAoGA301IagRiAIqXR8eYbdrmdysAlC5l9sHPBGJAAlu6dKnVrVvX72YkLYYmAgCA7HZlmH30Cz0DAEWEQAwAAES2YKXZP0vpHSBBtW3b1u8mJDUCMQAAkMNVQorZp5PpHSBBLVy40O8mJDUCMQAAEJnm8Y/+ld4BEtSWLVv8bkJSIxADAACRqaLaDzPNNm6lh4AEVLFiRb+bkNQIxAAAQM7SM8zGTaOHgATUrFkzv5uQ1AjEAABAzlJLm33CPDEgEc2YMcPvJiQ1AjEAAJCz9F1mY341y8iglwAghgjEAABA7tZuNps8l14CEkz9+vX9bkJSIxADAAC5K12K4YlAAipdurTfTUhqBGIAACB3uzIoYw8koMWLF/vdhKRGIAYAAPI2bYHZsrX0FADECIEYAACIztgp9BSQQFq3bu13E5IagRgAAIhuntjHk+gpIIEsWbLE7yYkNQIxAAAQ3TyxL6aape2kt4AEsWnTJr+bkNQIxAAAQHS27zD7ngVggURRvnx5v5uQ1AjEAABAdFJLU8YeSCB77723301IagRiAICCq1bR7MUrzFYOM9v8ttk3g8z2ax7dYy850uzb+8yWv2a2/V2zec+bvdbfrEmdrPs1qmU28CyzXx42WzvcbNXrZuPvNTuiI69cvKXvMvvoF7NAgL4HEsCff/7pdxOSGoFYCTR79mxr1aqV7bnnnnnuO2nSJKtdu7YdfPDBVpJ8++23lpKSYn379i30sf7991/r0qWLdevWzfywdetW6927t9WoUcPWrVvnSxuAIpGSYvbpXWZ9DjZ75jOzW4ab1a1m9u29Zi3q5/14BWzzV5gNGWV25Ytmb31vdtx+Zr8NMatfY/d+J3c1u/VUsznLzO562+y+kWZVKph9dY9Z38N5ceNt0Wqz2UzwB4DCSi3oA3///XdbvXq1u2miX+XKla1Pnz4FbkggELDRo0fbypUrrXHjxnbsscdaolmwYIE98MAD1qtXLzvllFMs2cWjPzIyMuz11193Aek333xjfqhYsaJdfvnl9vnnn9ugQYPsiSee8KUdQL4p67RgpVm/ZyLff0YPswNbm50x1OyDn4Lb3pto9vczZoPONjs3j/f61S9l3zbqF7PJj5hdcKjZwx/9147pZo0vM1sTMqn8hS/Mpj5mdu85Zq/787udtEopAJ9s1rqR3y0BUEh77LEHfVgSM2K//fabLV261KpWrWrlypUrdENmzJiR8NkCBR4vv/yyjRo1yu+mJE1/zJs3z959913r0KGDHXbYYeaXzp07u6zk888/b2vWrPGtHUBMKRBbvs7sw593b1u9MRiMKYtVtgDf9Snwk+qVdm/7a1HWIEx2pAfXtNqztlllJpvHlUYljvktvs8JoEjE4hoePgRi55xzjl144YV2/PHHu2/8C2Pz5s0usNPFKhBLX3/9tc2cOdP69evna8dWqVLFTjzxRNuxY4fL0AEJYb9mZlPmZZ8v9Os/ZpXKm7VsEN1xalY2q1PNrPNeZsP+F9z2dRTzFupVN9uy3WzrjgI0HgWm1/vHWWYbttCJQAmn6RsogYGYMmGx8uOPP7rjtW/f3vymLN8BBxzg5id9//33dsghh7hhlyrv2b17d5syZUq2x2zYsMEGDBhgLVu2dPvp24V27drZiBEjMvd55ZVXMjMyb7zxhju+d5P169e7YWv777+/1apVy8qUKeP65Mgjj7Q//vgj5ufpBQSaO6UgQc+nOWc6j/T09Ijz0caNG+f6plKlSu4cleH5+++/sw0F/OSTT6xr165WoUIFF6TrHDTsNHSuWl79EXo8ZZG08rueU31y7rnnuuA9mrlZX3zxhRv2quGPkfrgzTffdK+rjqs+UBtPOOEEmzt3bpa5aueff7499thj1qJFC9eOOnXq2H333ef2+fnnn+3www/PzA4fccQR7n0UTn2tIQCh7wugRNM8rmURRjJ42xrUjO44S14JFvuYNNTsgFZm/3vF7KtpuT9mr3pmp3Uz++BnfVAUoPEo9JpiX+bxGgEAimaOWCyHji1cuNBOPvlkK1Uq/3GhLqZ1sR6N1NRUd4uWMn5169a1/v3725w5c+zTTz91gcQvv/ySGTSuWrXKLrroIhd89OjRw04//XTbtm2bmw+kAg2aQ6fHK6C7/vrr7fHHH3fB1tlnn+0eX61aNfdTF+66QNfzKdCoWbOmq2SjQELHnTp1asxKjKrP7r77bnvkkUesUaNGdskll7igacKECTZ48GCbPn26ffTRf3Mz/rNx40YXjChrqfNQcPjZZ5+5jOisWbOsdOnSbr+xY8faBRdc4OYNnnXWWS6A++677+zSSy+1tLS0zOPl1R8etUlDF0877TR3U4br7bffdgHvq6++mut5Llu2zAWKCpAUJIdSW9QHjz76qDv3M844w/XFokWLXHZWfbDXXntlaYeCSZ2Tim6MGTPGBg4c6M5z5MiR1rx5c/vf//7n5k7qNdN8SQVxofTaaj8dX4GkAnygWJUlVwXEUGVSzcqVMatVJev2tZuDWZEKZc3Sdn9xk2WtKdH90TjufrPyZczaNDI7r6dZpTyGyui4I28y27bD7LY3o3sOxFZqKbOPfzM78wB6FijBwq+PkESBmAKCiRMnWps2bQo8WVAXvbrgjkanTp3cRX+0NK9IF9/KiOzatcsFDbfccosLIJQdkmHDhrkgTNsffvjhzMfOnz/fTj31VLvttttcQKc3+kknneSOoWzZTTfdlOW5FGSpoISyTR5lcpQNuvbaa102Rv8fqwzkc8895/pCAYYXnCqouOyyy1xAqCDi0EMPzRKI3X777e58ZMuWLa6i4fvvv29fffWVHXPMMbZ27Vp7+umn3Vw/ZZrOO+88t6+2Kyj98ssvM4+XV394FKT/9NNPmRUPFbgraB8+fLg9+eSTuQYzaofeG02aNMmWadN5P/vssy5IU1DZsGHDLP2uW3jqPrQdGmaom4LZK6+80h1LNP9LQaUCRi+b6NFzKZOmjKPuYyguihUV3VAp+Ujbe4dVXW16udnCVcFAqFyEPyPl/wvAdH80vp0e/Pn572ajfzWb/oTZ5u1mz36WfV99YTfiRrO2e5odd1/kjByKXnpG8PUCUKItX77cfUmMJCxfryFduuDVMLaC0rAyDTuL5pbfqP+OO+7IvIBXxkeV/RQ0jh8/3mU0FGAoINM+ymItXrw486bgZr/99nMBiy7g86JhcV4QtnPnTlc9csmSJW5InoLUaI6Rn+qUCqw0b0q/gF6bNcTSC75CgyZRtvK6667L/Lfa6gW1//zzT2awoqBGmZ/QCprK7hW0DL3eG6Fl5xs0aOD6RMGMin3kZvv27S641FDP8D5QRkuvoQLo0CBM9HqGZ2fD26FMX7NmzdyxFJh79FxqX2i/eJTF8wJHvb7R0vssNJuoduu8Qr/QCC8AEv7lRPi/9bqHBpvF9TkQR9MWmB15T9abtn3xe/bty9cHH6MgKLTMvMfbtnRt/tsxb4XZ7/PNzj0k8v0vX2l2Qmezvk8HqynCH/rb2Kphifks4TnoK95XkX8/dD3I70fsPktKTEZMDdeQNs0TKkzFFmUYioqCrlAakla/fn3766+/XKZGF9beH4h99tknx+OsWLEiz+dS8KUhdyptruISoX9kxBv6V1gKTjT8TlRSPdo2KxjU+YbyAhzvTao3r4ZiKmgJD2SUlSpIURfNyQqlNngBazQX7QqqwrNb6gMFuaJguSDt0HvWOx8FZKGqV6+eY/u8toRn6HKjQDZUeBawbNmy2YJNvU9z+3e9evVKxHMgjtZvMfs6bD7qus3BYCt8u2fqArOD2wQvykN/z7rtHSyi8Xf2uZJR0dBDDYkMN+QCs4uOMLv2VbMRPxTs2IgNfYSd1KXEfJbwHPQV76vIvx/6N78fsfssKTGBmIbH6eSUPVEmJpSyHdqmi93wi/9wuqiOdo6Ysk66xZIurHVRraFykYIlPd+BBx6Y53HeeecdFxipcIbmGmlImy70FdhoyGO05xhNe71g4M4773TDAiMJDyxzCwTDA51Yym1OX17Pq/eO+lPfnhZlO3Lqm0gBoDKkRf0FAhA37/8UnCN0Wvfd64hpPpm2fTwpWGLe03yP3RkvKV0quCizAsBQXVqYdWhi9vaErNtvOtns5lPMBr9v9tSnRXpaiEJGwOyE6If6AyiewpMOiC/fAjGl/5Ty0xpP4VS4Qtvbtm1rBx10UK7H0dDAopojpsyUhj6GzznShbcyPLqwViCpNdA036egb2Zlv1QIRD9VACN0vSsVBlFfxapKpQpTaHifaEie5m7FioIeBdcqbKLAMTQrpgyiqhjGk7411blqvl5oexSgecMRVQTl6KOPjkt7lP5XcRcFdaFzx4ASHYj9NNtsWH+zto3MVm8yu+rYYJB1d1h10K8HBX82uyL4U2t/LXrJ7N0fzWYsMtuSZtahsVm/w802bDW7b+Tux57SzWzohcEM28zF2YctjptmtjLrF3ooYo1qmbXOOqwbQMkzbdo023ffff1uRtKKSyCmQEJZLgUT3sWw5iJFyvKo8INKiOtNEU3woUApfBhfTvIbzDzwwANZinWoep+CM5UqV/pSQ+SOOuooN2dMc410f2h2ROenYYAK2rzsmLJ8ynLlNCcpNIuiwOWFF15wF/CxCsT0XF6xi/vvv98Vlggf5qEMktqqwCo/GjdubB07dnTBsYZZhhbriLR2Vk79EStKF2teoKpPajipV+lSfaBCISq0MmTIEFcNMjS1XJDhg9HQvDAVG9F7m4qJSAj6DO91fzBIuub44JDC3+YE52/lNSxRa3+98rXZYe2DC0PrsUvXmb3zg9n9I4PFQDz7NA3+1Lpkb+2eq5rp0AEEYvGusHlqt+CQVABA/AMxlQX31nJSZkiBirfGli4yQwtjKFBRJknZF+/ivmnT//6wRqAhedFWcCnKIV66gFfpeAVeOl9lrZRNUQVD70JdZdl//fVXF4TpnI877jgXSKr4hUqZ6xjK/IWWL1ewqSqBysqoXLvK32utrQ8//NAFRgoMNC5Vlf1U/CLW59izZ09XiVFDHtUelYVXsKiASNk9lVf/+OOPs1RNjIYCOpXq1+NVCEQl/FUSXuXrtS6X3hehwU1u/RGr7J+qOapfVVY/dJ06LUOgaod6LZWdUvl6BZJ63dT+e++91wWssaTspube3XzzzTE9LlBkDhuY9z4aWnjpc8FbbrxMmGdnutn1r0XXjkHvBm8oHtJ3mR3f2e9WAIgBpkqU0EBM5bfDhwSq/HpoJqKk00LDmkf11FNPuWIamjelEvLK+ngUdCm7pO1vvfWWy7Io8FJAoT4YOnRoloIPWrRZF/kqd64AVhR4qOqi5g9pu0rLK7OmYZTKLClIieWwPgV5WkNL5flVbl5rhqnQhgIlBU5XX311lnPMDy2GrH7TYscqba9MnxaBVmZP64spOIqmP2JFQbTmwSkjp6ylR5k4tVFBmNqmtcD0/Cq0ofaqb2JJ/atlDtT3Ba0gCQDFgpYn6Bl5fjGAkiV02STEX0qgKCstlECan6bsiMrF0zWx895777lsn9Ype/HFFy1eNDz0wQcftLvuussNmVTm0Q/KCivzqDXlVBkTuah6rtmmbXQRUBxp/l+vTmZj7vC7JQBiQHPlmSOWpOuIIfFoLuC2bVkvolXG/dVXX3X/H6/CGB5l5JSJU3ZR68L5QdlMBZ8K7JWJBIASa1eGK1sPACjBVRORmDSXTpkvzQHU8D4FId9++62rytOlSxe3KHa8afFlzfvyi+Y8jhgRVkEOAEqqXswPAxJF+DqpiC8CMcSU5sx169bNvvzyS1eEQ3PrNBFUhTFUHCRWC1MDAHygJQYaZK20C6DkUqE2Kjn7h0AsjNadmjhxoj+vRgJQJcRXXnnF72YAAIpifpjWdAOQMNavX+93E5Iac8QAAEB088MoWw8klNRUcjJ+IhADAAB5q1HJrAvzSYBEErrGKuKPQAwAAOQutVSwWmIpLhuARKJiavAPn6gAACB36RlmJ+xPLwEJhjVz/UUgBgAA8i7UcdQ+9BKQYGrVquV3E5IagRgAAMhZSorZQW3MqlWil4AEU7VqVb+bkNQIxAAAQM5SLDg/DEDCmT9/vt9NSGoEYgAAIGcZAcrWA0ARIBADAAA5a1LHrGUDeghIQM2bN/e7CUmNQAwAAESWWtrslK7BeWIAEs769ev9bkJSIxADAACRpe+ibD2QwNauXet3E5IagRgAAIisQlmzQ9rSO0CCKsUi7b4iEAMAAJHXDjtmX7OyZegdIEF17NjR7yYkNQIxAMVL49p+twCA7MowO5Gy9UAi+/PPP/1uQlJL9bsBAJDFhMFmC1bSKUBxQLVEIKHt2rXL7yYkNQIxAMVLjcrBGwAAKNo/uTVq0MM+YmgiAAAAkIRq1arldxOSGoEYAAAAkITmzJnjdxOSGoEYAAAAAMQZgRgAAACQhJo2bep3E5IagRgAAACQhDZv3ux3E5IagRgAAACQhFavXu13E5IagRgAAAAAxFlKIBAIxPtJAQAAACCZkREDAAAAktCMGTP8bkJSS/W7AQBKKCXTv5xqlrYz/4+tU82sR6uiaBUAAIjSzp0F+BuOmCEQA1Awr39jdtGzBXtszcpmq143K0VSHgAAv1SrVo3O9xFXQQAKZs0ms9IF/AhZu9nstzn0PAAAPtpjjz3ofx8RiAGIPwVwn06m5wEA8NHff/9N//uIQAxA/O3KMBv1Cz0PAACSFoEYAH/8+a/ZkjX0PgAAPmncuDF97yMCMQD+GTuF3gcAwCfbt2+n731EIAbAv3liH/9G7wMA4JOVK1fS9z4iEAPg3zyxcdPMtu/gFQAAAEmHQAyAf7bvNPtuBq8AAAA+6NChA/3uIwIxAP5JLU0ZewAAfEL5en8RiAHwT/ous49+MQsEeBUAAIiztLQ0+txHBGIA/LV4jdmsJbwKAADEWZUqVehzHxGIAfBXqRSzTybxKgAAEGcNGzakz31EIAbAXxqVOIYy9gAAxNusWbPodB8RiAHwl+aHTZxltm4zrwQAAEgaBGIA/JcRMPtyqt+tAAAgqTRq1MjvJiQ1AjEA/kstZfYx88QAAIin9PR0OtxHBGIA/JeeESzYsWuX3y0BACBpLF++3O8mJDUCMQDFw4atZr/O8bsVAAAAcUEgBqD4DE8s6jL267eYXfa8WZ2+ZpV6mx020GzK3OgfP3Ox2bH3mlXuY1bzArPznzRbtSHrPkvXmp33hFmr/mZV+phVP8+s6y1mb4xn4WoAQLHSvn17v5uQ1AjESqDXX3/dUlJS7Iknnshz39tvv93tO2bMGCtJzjrrLNfu2bNnF/pYn3zyiZUuXdree+898yvtX758ebvuuut8ef4SNTxx1K9Fd/yMDLPj7zd7e4JZ/+PMhlxgtnKD2aEDzf5ZmvfjF682O+QusznLzR441+ymk8w+nWx21CCzHTt377d6Y3CR6jN6mD1yodn9fczq1zDr+7TZnf9XdOcHAEA+zZ2bjy8jEXOp+X3ASy+9FPlAqal20UUXRf2iL1q0yFavXm3r1q2zQCBgvXv3ZnXvJPPOO+/Y+PHj7YEHHrDatWsX2STUa665xrp3724nn3yy+aFevXrWr18/e+ONN+zyyy+3Nm3a+NKOEuGvRWaLVpvtWYD3w6EDzJrWNXv9f5Hvf/8ns4mzzUbeZHbGAcFtZx1g1rK/2d3vmr19fe7Hf+ADsy3bzSYPNWtcJ7it697BQOz18WaXHR3c1rGp2bf3ZX1s/15mJz5g9tRYs/t6m5Uunf/zAwAgxrZt20aflrSMmC4sDzvssCy3nj17Rv34v/76ywVjCt6qVq1akCYgAXz00Uf28ssv25o1a4rsOUaMGGHz58+3yy67zMqVK2d+ufXWW23Dhg32+OOP+9aGEiHFzMZOLppjKxDbo7rZad13b6tTLRiMjf7VLC0kqxXJBz+bnbD/7iBMjtzHrGUDs/cm5v38TeuYbU0z20GFKgBA8VCpUiW/m5DU8p0REwVPe++9d4GfVIFbxYoVrVSpUvbDDz+4C1SgKGj4ptbIOP74433t4KZNm1rnzp1t7NixLhNcVBnAEi8lxWzMb2aXHxP7Y/8+36xTc7NSYd8/Kav10jizv5eadWgS+bFL1gSHMe6/V/b79PhIweO2NLMtaWabt5t9N8Ns2HizHi3NKvj3hQAAAKEaN25Mh5TEOWK7du2ynTvz+AY5B5UrV3ZBWHHy77//2qmnnmp16tSxMmXKuGCzZcuWbo5VhuaW/EfDKIcMGeICUWVYNPenXbt29uKLL2bZb8GCBW6O0+mnn26vvfaaNWvWzB23Vq1adv7559vatWuzPP/MmTPtzDPPdL8QFSpUcMfWY5RJ2b59e8zPV8GvhsnVr1/ftatKlSp28MEH27fffhtxPtpjjz1md999d+b+yoqqb8LfA3pf3HzzzVa3bl23n87n3nvvdecROleta9euNnLkSPf/rVu3dvfpFj6PatOmTW7YarVq1dzx9Jq8+eabUc/Nmjx5su27774RA5+NGzfaVVddZXvuuac7tt6XasugQYPceYTOVfv555/tlFNOce8LveZdunSx3377ze2jLJd3DPXPQw89lOW94DnxxBNtyZIl9vXXX0fV/qRd2PnrP4JBTKwtWxecqxXO26YiG7k9NnTf8Mev3Zw9o/bkp8GiIM2uCM4P697SbMSNhToFAABiSdefKGEZsXnz5tk///zjghJdlO61117uwrRs2bIWLzt27Ih4sRuJhkDqlts8okMOOcRduOtiuUOHDrZ582abMWOG/fLLL+6i3AscTzvtNBs9erSbc6T/Vx+MGjXKXdCvWLHCBg4cmOXYCgQ+//xzNz9JWZFx48bZW2+9ZQsXLnTblRmUb775xn766SfXjubNm7vzU5EJBX2aT6fgQwUnYhWE7bfffrZ06VI75phjXKCiLM3//d//ufP/8MMP7aijjsrymBdeeMEFhAosFbRpXwUcyjZdffXVmftpnuDw4cPdPKgLL7zQBVKPPPKIC8xC3XHHHS7gmTp1qt15551WvXp1t71Hjx5Z9jv33HNd2vyKK65wr4kCwyuvvNK9Rmp3bjT/THSu4davX+8yVHov67U855xzXP/+8ccf7jW67bbbsvT3eeedZzVq1LD+/fvb4sWL3fnrMQrUhg0b5oI0nYPmgel8FJyrL0N5w3fVrrPPPjvP1ylppaWbjZ9u1qtzzvvsTA+Wuw/fpmBIxTJC1awczIJt22FWLsLnQPn/Prd0f068+8qVifD4/7a544fc3/ugYAZt1cZgNcgVG3J/DgAAkFwC+fThhx8Gpk6dGpg/f35g9uzZgXHjxgVefPHFwMiRIwM7duzI7+ECEyZMcI/fuHFjvh43ZswY97hobr/99luux5o2bVpAXdGnT59c99M5ar+rrroqsGvXrsztO3fuDLRt2zZQq1atwOLFi9029Y/2TUlJCbz22muZ+2ZkZASOPvpod9/zzz+fuX3Tpk3uOKH0HF26dAmUL18+MHPmzMztw4YNc49//PHH8+yn2267ze07evTozG2XXnppoEyZMoE333wzy74LFiwIVKxYMXDggQcG0tLSsjzXnnvuGVi0aFHmvjrP1NRU1z7vdZ8+fbrbt127doF169Zl7qv3S6lSpbK148wzz3TbZs2ala3d3n1HHHFEZlvknXfecduvuOKKPM/91ltvdfsOHz482319+/Z191199dXZ+j09Pd29Trm1Q8+v7TVq1HDvn/D30gknnJDtOdV/3rHyY82aNYHt27dnea+E/r6oXatXr87ymKVLl+b672XLlmWeY0GfY8OA4YFA6dMDATs19rdXxuV+HuP/jPpYm/6cG3xMpd6B9L5PZjuPNW9+Gdz38yk599Wvfwf3GT4+W1+lXfty8L7tO3J/PS59LhDY89JAYOv2Ink94vGa8xz0Fe8rfj/4LEmsz8QVK1YkxHkUl+fIr3wHYpFMmTLFBTyTJ0+OWyC2cuVKd2EbzW3Dhg25HksBiC6Q27dvH/jzzz9z3O/YY491QdGPP/6Y7Tm8gEfBWmggpgBty5YtWY4zceJEd9/xxx8f8Xm0/5IlS9xxBwwY4PYNDZoKE4jpDVitWjXXrjlz5mQ7jwMOOMDd7wVd3nMp+AzXokWLQOPGjd0bWe6991637+DBg7Pt27NnzwIFYl5/evQLoe16LfLiBVtjx47NFuBWqVIlUL9+ffcBlJuc2qEvJLT95JNPzvaYSpUqBTp16pTti4mtW7e6x3Tu3Dlb8FciDf2o6AKxxVk/+LJZuykQGDc1663jdYHA0YOyb9/2XwDd4qpA4Lj7sh9LQZ+e848FOT+f2qN9Hv4w+33nPREI1Dw/7/764vcsAR8AAH7L6zoIRatAQxPD7bPPPm4InobQderUyeJBc7lipUmTJm5u0pNPPmkdO3Z0/9YcJg0f05BCb4ia1rTS8LwDDzwwx2MtW7Ysy781dM8bfuhp27Zt5r6aY6W5RRp2pzZo2KOGCYaLVWXBVatWuaGJurVo0SLiPpoTtXVr1mFfmq8WTkP1NLTPm8M2Z86cLOcXSnOvvvvuu3y3N7zUu+bYSTQFXnQeoi8cQql/NWRSbapZs2aB2qFzF80NC6d5ZHo91S96bT1eO7x2IQcdGps1DL7OOapROVixMHyb5muFb/fs29RswszgemKhc1R/+cesYrlg9cOcqD11qppNirDeyq//mO2b/fcjG29YYviQSgAAfKJpKuHTRxA/MQnENH9K83iKoqhETvRc0c4R08Vw6AVxJCq4oHlIb7/9tk2YMME+/fRTtwDwSSedZO+++66bCyeaHzV06NAcy+5rvlFBaI6R5olpbtYRRxzhimGozdr2yiuvZAsmCso7jgKLu+66K8egQAFkqNzm2BWlwjzvHnvskRl8RuIVCClMO/Izb88r0KLCI371Z7FXupTZKd2K5thaYFkl7D/8efc6YppPNnKi2Yn7Z53fNXd58Ode9XZvO72H2Rvjs65zpsIiqrZ4fch8wFUbgmXxw736VbAqpCo3AgCApBeTq0EVu1AGwLvwjQcVVAjPPuVEWbr9998/z/1atWrlCkh4gZ6qCKrKn4poqOS+imioGqKOp+Ik0VBhB2WXQrNiWkdNvAqEKhyhgEtBnALA0It0FQuJdSZR1QG1gN9xxx2XmdmJBRVt8c5PgWWoWbNmZdu/qDNDXpGOv//+O8t2VVBUQK0MrjKN8fomyMsYFmbph4S3K8Ps+FyKdBQ2EFPlwn7PmP212Kx2FbPnPg8+56Bzsu57xN3Bnwte3L3tjtODQdthA82uPT5Yln7o6GDJ+36H795v8PtmP84yO3a/4JpjazcF1yD7bY7Z/3qZtahfNOcHAEA+hY/4QXzlq4Z8ThmvSZMmuUxL+FoECkAUZChQizUFLb169YrqppLnudEwNw1VC6UMmDfEzhsqeMkll7jzVCYpUl+oNLmqHYaXBVVGzaPH33PPPe7/1bbwrEpo5kvpYlXkiyVlL1XpTwGlStJHyirqvoJQRUVRVlGvu2fatGkuyxhOwZCsXLnSioKCZ5kyZUq2PjjjjDNcID948ODMUvWe/+ZOxrw933//vft56KGHxvzYCaNGJbMukYfMFpp+z8beZXb2gWZPfWp283Cz2lXNvhlk1qph3o9XFuy7+4JZstveMhsyyqxXJ7Nxd2fNpimQrFfD7LVvzK5+2WzwB2ZlU82G9Td78uKiOTcAAAq4fBNKSEZMF7S6aG7QoIHLqmh+k7IK3vjS9u3bZ9n/119/ddmIE044wT3GowtgL5vlBTkqFe+Vv49mnlks54ipnPgFF1zgMmD6ZkBDxxQ8fPTRR25u1OGHB7/tVrlybdOQRZVP1zBCDSFUAKa+UUl6lWMPPVcFpyp5rgyejvXll1+6wFXzzPr27ZsZkBx00EFucWstPKz7dEw9j85T613FkgIwPZeCEC8Tp6Gl+mXUPC5l6iZOnJjv46pku8rNq7T7AQcc4M5FAa4CM5373Llzs6wfp1L9r776qltjTENAFfx269YtWwn7glLfaa6fXku9b0MzX48++qg796eeesqtB6b+VyZS5esVmH/11VduLbdYUna1YcOGme8nhEktZXZSl+wLLkfr2/vy3kfzyF65OnjLTWgmLFS7xmZfZF2iIpuj9g3eAAAo5rZs2eJ3E5JavgIxBRjKdCi4SktLc0PLFLRomJ4Ck2jnvXiBSyhdAHviVfAjtNjI0Ucf7YYB6uJcWSINX9NCwlqM2CsQIcpuKaPx3HPPuWyVsn1aP0qFL2644YZsxR+0VpUCkvvuu88tYKygq0+fPq4wSOhwRa3dpTlqen4FhgrwLr30UpfNu+yyy2J6vnrNfv/9dxswYIB98MEH9vTTT7sASeep19ELEAtC62hpiKrWEnviiSdcUKcFnhV4P//881nOWWtzKSBUG7SumLJQ1157bcwCMVEBFPX3xx9/bBdfvDsboSGZCprVNq3Xpi8NFAhqbpyCyVjP4VKWUe95ZVVj+SVCQknXsMS8hxADAIDYqFChAl3poxSVTvSzAYlKF97KAmnRZwUayU4FSBR0KeDWXLx40bBDPZ+CHwW4XtGVeFOQrSBemcaEGY/9yKjgED3NsYpVoY41b5hVqxSb4wEAgFwpoUABMf8UcAwQEJnmBYbPCVTm6dtvv3Xl4iOVey9Kmn+n7KOynVoawA/KBip7euGFFyZOEBZrKtxyYGuCMAAA4mj69On0t4+ooY2YUsChIYmaB6VhiaoU+P7777uA6MYbb8y2plo8aGhotEsdFAX1g4byIhcqoHlyV7oIAAAkDQIxxJTmxGnO3IgRI9wEUBW80LwzzcVStUYgooxA0ZWtBwAAEakmAfxDIFZEmjZtWiQl0Is7VWBUFUIgX5rUMWu5u9ooAAAoeswP8xdzxAD4K7W02Sldg/PEAABA3CxevJje9hGBGAB/pe8yO4Gy9QAAILkQiAHwV4WyZoe05VUAACDOVNEa/iEQA+AfrR129L5mZcvwKgAAEGdLliyhz31EIAbAP1oM+qQuvAIAAPhg06ZN9LuPCMQA+KtXJ14BAAB8oGWG4B8CMQD+2bepWb0avAIAAPigZcuW9LuPCMQA+Dc/7OSu9D4AAD75888/6XsfEYgB8G9+GGXrAQBAkiIQA+CPWlXMOjWn9wEA8EndunXpex8RiAGIv9RSwWqJpfgIAgDAL+XLl6fzfcRVEID4S2dYIgAAfvv333/9bkJSS/W7AQBKsIwMs5SUfD4oECzUcdQ+RdQoAACA4o9ADEDBnNfTbNpCs7Sd+X/s3vXNqlSg5wEA8BHl6/2VEggEAj63AQAAAECczZ8/35o1a0a/+4Q5YgAAAEAS2rBhg99NSGoEYgAAAEASKlOmjN9NSGoMTQQAAACAOCMjBgAAACShqVOn+t2EpEYgBgAAAABxRiAGAAAAJKHatWv73YSkRiAGAAAAJKHKlSv73YSkRiAGIF+WL19OjwEAkAAWLFjgdxOSGoEYgHwhEAMAACg8ytcDyJfNmzczlAEAgATA33R/pfr8/ACKq7SdZvvdaJa+K8vmHWfsb/ZAP9+aBQAAYmPNmjV8ueojhiYCiGzRarOZi83+WZblVvHtifQYAAAJYN26dX43IakRiAGIbOEqegYAgARWunRpv5uQ1AjEAOQrECtfrhw9BgBAAujQoYPfTUhqBGIAcg7EymT/pmx7Who9BgBAAvjjjz/8bkJSIxADkHMgFgjQOwAAJKiMjAy/m5DUCMQARDZ/hVl69g/o0qX52AAAIBHUrFnT7yYkNa6oAOQciEX60CjFxF4AABJB9erV/W5CUiMQA5Cdhiosi1zSdufOnfQYAAAJYN68eX43IakRiAHITkFYhGGJAAAAiA0CMQD5WkOsTJky9BgAAAmgWbNmfjchqRGIAchXIEaFJQAAEsPGjRv9bkJSIxADEDkQy6E64q5du+gxAAASwJo1a/xuQlIjEAMQORArlULPAACQwFJS+FvvJwIxANktWGm2M3Lmq3y5cvQYAAAJYJ999vG7CUmNQAxAdvOW59graTvS6DEAABLA9OnT/W5CUiMQA5BVIGC2aE2udwMAgJIvPT3d7yYkNQIxAFmt22y2bUeOvVK6FB8bAAAkgurVq/vdhKTGFRWAqEvXS+nSpekxAAASQO3atf1uQlIjEAOQr0Bsx86d8emx9VvMLnverE5fs0q9zQ4baDZlbnyeGwCAJDBnzhy/m5DUCMQS0Ouvv+7KkT7wwANF+jwHHHCA+yZl9uzZee777bffujZdfvnlcT+HlStXWuXKle3SSy/1ZQ2sQCBg7du3twMPPNA2bNhgxV5xKF2fkWF2/P1mb08w63+c2ZALzFZuMDt0oNk/S/1tGwAAQAykWgytX7/epkyZYqtXr7YtW7ZYRkaGuwBu3LixK49ZsWLFqI7z8ccf27JlyyLed+qpp1qdOnVi2Wz4ZOrUqfbiiy/aGWecYUcccUSRPc8tt9zi3nvXXXedL8PqvIBS7923337brrzySisRizlnRA5ay5QpU/jnOHSAWdO6Zq//L/L97/9kNnG22cibzM44ILjtrAPMWvY3u/tds7evL3wbAABIck2bNvW7CUktpoGYgq+tW7e6F7VSpUpWqlQpW7t2rc2cOdPmzp1rp59+ulWoUCGqY5UvX9569OiRbXuVKlVi2WQUwvjx4121nWhf00iB2AsvvGB77rlnkQViixcvtrfeesvOOecca9OmjfnlpJNOsoYNG9orr7xiZ599ttWsWdOK9Rpi6Rk53q0vWIo8nFUgtkd1s9O6795Wp1owGHvre7O0nWblYhAQAgCQxHTtTsGOBAnEdKGpW7j69evbV1995Yaw7bvvvtE1LDXV9t5771g2DzFWrlw5dyvOnnvuOfezd+/e7osBP11wwQX20EMP2Q8//OACs2Jr7vJca9RreGeRh0C/zzfr1Nws/DXrurfZS+PM/l5q1qFJUbcCAICEtmrVqojX7oiPuFyZanii7NiRc0nsnObW6DH66bdFixa5jJ6GRWpoVtWqVa1ly5Z266232rZt2zL3U1sfe+wxd5+CFGX22rZta88++6ztDClysGDBAjdk7cQTT7Q33njD9tprL3fcWrVqWZ8+fWz58qwL6s6aNctldZo0aeIyUDp2s2bN7MYbb7RNmzYV6Jz0vGrD4MGDM7epjRrGp+1qs0fPoeC4Z8+eLuuZ2xyx999/3wXROh9lfpQB0i96qHvuucf69evn/v/OO+90z6ebjhl6Psq+3HfffS6Y1/Hq1atnN998c2Yb8vLuu++6obEdO3bMdp9eq6eeesplyvQ66abs3LnnnpvZXm+u2v3332+33Xab1a1b18qWLeter5dfftm175tvvnFDb/Wa6FslPX7dunXZnu+EE05wQcxHH31kxdqi1X63wGzZOrP6NbJv97YtXRv3JgEAABTbjJhHw9W8m+aN/fLLL267LnLzkyp97bXX3IWrAoBGjRpZ165do06fKqCItjCD5g3lNu9F56EAZOnSpXb88ce7i261b8aMGTZ58mQXiHnD884880z78MMPXVtPOeUUt23UqFF2zTXXuMcrqAjNzEybNs1dyOsi/ayzznL//84779i///5rY8aMyRzCpmIXP/74oyv4oCBA5/fpp5+6oE9B4vDhw10gkR+HH364+/nTTz+5c1Q/67XS+Sj4mDBhgpvPpPZ+//33rj87d+6c61y/Dz74wJ2HAsoLL7zQqlWr5gKzn3/+Oct+p512mgsuFShp7pQCMFHQFHoeChbT0tJcX+q11xyrRx55xAVECshys2LFCps3b547z0jzCvVaqb3Nmze3vn37umOqepDOW48NfcywYcPc+SuoVD/p33pNFXApSDvmmGNcluuzzz5zbaxRo4Y9/fTTrh89nTp1ckGcVrHX70WxHAqwNc1s3ZZcd8l3FnRnutmGrdm3aXjh6o1Zt9esHMyCaR2zchE+nsqXDf7MZZ0zAAAQHV3TIsECMV1gT5w4Mcu8rsMOO8xlNaKh/ffYYw93Ma8LWVW9U9CzZMkSO/nkk6OaX6Og5e+//47q+ZS9OvTQQ3O8/6+//rL58+e7C/cRI0bkOMRNmQ5d2F9yySUum6SLblGhhv32288Vpjj//POtdevWWeYw6YL9qquucueqLI2CPV3QKxtzww03uP30uIsvvjhLwKhhbgrMVNzkzz//tC5dulh+KDBWhk2vlzJwCnY1hFQZTGWJ1OcqvKIAZdy4ca59uc3lUqDSv39/F6gpmDzyyCPd9oEDB2abn6UM1bHHHusCsf33399uuummiMdUEPbFF19kPl7HVyZw5MiRrgpibsGMXjfR+y48SNXz6rXq3r27C3hDgy5luUIDKFHg++WXX2a+dno/6714++232xNPPOHapccMGDDApfjHjh3rsqWhXz7o/aCMngJyzZ0sloFYFJmmHTvSLF+h2I+zgqXnw6kYx4gfsm6b/0KwiEeFsmZp6dkfs/2/AEz3AwCAQlEdB43cQgINTVSxjl69etnRRx+dmQXYvn171I9XUKSMkjI/ylboYlnHU9ZG2ZtoI3w9JppbXt8GKKvjXdirKmROQyWVwdMFvzJCCh4VZOmmIEcX7WvWrMnMDnoUYKhqoHfh713Miy78veGMKn7iBWHKWKmqpC7ojzvuONe3aldBKLDSMElvHQk9Z6tWrdyQSW3TfaIATQFGbr+syg7qXBUcHnLIIVn67+qrry5Q+4466qgsQZzaoEBMGau8SsF7wwu91y+UglzRcMPwbJkC7fBATO/l0AD64IMPdj/VFmX0vP31Xldgqdc/Uvv0JYKGXubn90FBmwJSz+bNm7MM39TwXb23QoVXHQ3/t16n0Pdx5nPUCA4jzo33sKifY5+mZuPuto0f3GA7Pr3D/b91bGLpR7S3raNvCf573N22c+ydtqZMxu4hiMvWZTvm+pnB96M1qJn7ecSjr3gO+or3Fb8ffJbwmVjC/37o3/wdjN3rkW+BOFi9enXg5ZdfDkyZMqVQxxkzZkzgpZdeCuzcuTMQbzfddFMgJSXF3Zo0aRI488wzA++9914gLS0tc5+99tpLvwm53h566CG37/z5892/jzjiiCzHkPXr17v7OnXqFFizZo3btmnTpsDll18eqF27dsTjPvjgg5mPHzZsmNs2ePDgPM9rxIgRbt+77rorsHXr1kDZsmUDffv2da+Vtg8ZMsS1oVSpUq6t27dvz3xsjx49ArVq1QrMmjXL/fudd95xj7nkkkuyPc+oUaPcfZdddllU7fTuu/fee7Pd5z3v7Nmzcz03vT46xpVXXpntPr1W1apVC/z111+5HiO3dmh7t27dAhs2bMiyvU+fPu6+SZMmZXvMPvvsE6hatWpgxowZgWIpIyMQKH92IGCn5nhLa7b7NSywnncFAhc+lfP9ZwwJBPboFwjs2pV1+6XPBQIVzwkEtu8ofBsAAEhyc+fO9bsJSa1IhiaG0xBDFXVQRklD9ApKQxYVeSrS1zyd3CiKVQYtGjqWN4wwJ0OHDrXLLrvMzf/RfCkNHdTwOA0j1DYV7/DaqDlDOa11pmxJQahQiIYHKoOlm4bbqc2aU6aS6BpOVxAaYqdszq+//urmoanflJFUdUtlkjTEU1kfHV9DH+NdJTG3db/yKuLivQaaj1VU7YiUPcutfZpTpqGf+Z3PFzc6lz1rmf2T8zc8qalxWIvtjB7BEvYf/rx7HTHNJxs50ezE/SldDwBADGjKBPwTl0BMFBSFpkoLQkO9dNEbTTCgOWqxmiPmUSXAu+++2/2/hpbpMSqY8d1337mhfC1atHDFITp06OACnGgosNTFuebEhc9tUiChwE6BhIKwbt26uXlNXtAnBR2S6NH8L52XxgiPHj3aFZnQ86ifNbxQbdEcKgUc3pyvnGgYqajQiAK60OBWBSrC5RTAxEq7du0y+1ivV2jwo9dca9v9888/cVtfTO9/tUVBbrFeR6z5HrkGYjt27LTy8QjEurc06/eM2V+LzWpXMXvuc7NdGWaDzinqZwcAICnoWjnapaVQzAMxlRSPVFFPc5kUbIQX69D+umBXhsDLcOnf+v/wghi6uNe8IBU/yCsbJpr3pcAoGpp/lVcAqPaELiati/r27du7OV/e+FEV01BhCZWDV3XB0IBJdBGuQCc0IFAApKqCocU6lFHz5kdpXlhO2RgdTyXUC0sB1vPPP++Kfmh+WIMGDdx2FdNQ5m/jxo2ummFe67rpnPXNirJoyhp6gZseH1oKP3xZg0il3mNBgazarOBY7x0VJvGoSqLOTQVPvDL84ZmsWAeKv//+u5vzpwCxWBbq8DTbw6xMabOd0VUdLRJ6z4+9y+zmN8ye+jRYJbFLC7PX/2fWivVOAABAyRfTQEwL1Sq40oW8LrJVRU9V95R5UEChohuhNBxOkbhKt3sX/wraVJBDF80KfBQAqfCBCkcogOnRo0dUbVHAo1ssjB8/3pViVxEKFWzQcVWlUNkpDdvzysCrqqIWDlbFQAUl3hBCBUzKXKnwhUqjK9jxqFLhLbfc4gIXFSf5+uuvXb/oPBUsiPpB5fOVeVPZ94MOOsgdU5X/NOwzr6IVeVEhCi18rL5XCXYvgNR5KZOpIEZFQfKqeqmA8cknn3TrnakfVHJewxs1hDPS8gAa6qjX97333nNZTgVD6g8VNokVtUWBsYKg0EBMBVU0pFRZQL0vFTQqiNR7Va/RJ5984gLtWFKgqz5ScY9irUkds4ych32WKRODj41v78t7HxUOeeXq4A0AAMScvmhHggRiCiQ01Es3ryqcVwpdGSovA5IbXbgrk7Fw4UJXHVBzk5Sx0jE0vyyv7FVRUNuVHdJwRwVlapMCIK0ppdLsoW9iXdxryKIyQFoDS4GMzknZuWuvvTbb6uU6tqomDho0yK0/pqBLx9X6YHoOj4IZVR7UEEUFZAoaLrroIjfETmt9FYaCPAUICpy9oFIUdGroogJhDVfMba210ABH/XPXXXe5yoQ6H2X2dI66L5T67YUXXnAZQGWm9PwKQLUmV6xcccUVbvkALTug4aOh2UX196OPPmovvfSSWxdMGTCdr/qjKMZMa603vd4KpIt9IKYhgDkoDgusAwCAwivstCEUTooqdhTyGCgAZceUTVM2UJkSFB0NGdU8NxU20fw9PyjzpmzmM888U+jAucj9ONPsoDtzvHt7k1pWfkHhh8QCAAB/TZ06lTliibaOGFCcPPjggy67qmGTyrrFm77ruOOOO9wQyD59+lixp4wYAAAAEqNqIuAXDTfUIn1+0ZDHGTNmWImhxZRLl8pxeGK5crkv9QAAAEoGv0YKIYiMGICsNI9OwVgu5esBAEDJp7oO8A8ZMZ80bdqUogcovprVNVscXJYhHNNKAQBIDF5xPfiDjBiA7JrXCw5PjPShEbbGHwAAKJlC18hF/HFFBSBywY4cFrSOZkF1AABQ/IUvq4T4IhADEDkQS49cYXLHjh30GAAACWDWrFl+NyGpEYgByI4S9gAAAEWKQAxAdo1r59grDE0EACAxNGrUyO8mJDUCMQDZ7ZlzIGYWoMcAAEgAu3ZFnoaA+CAQA5Bd+bJmtSJXUkrPYe4YAAAoWZYtW+Z3E5IagRiAyJrWoWcAAACKCIEYgMj2qmdWKnsJ+3LlytJjAAAkgHbt2vndhKRGIAYgsiZ1Iy7qvHPHTnoMAIAEMH/+fL+bkNQIxADkspZYRrbNGQGKdQAAkAi2bt3qdxOSGoEYgJwDsQhBV6kIwxUBAEDJU6lSJb+bkNQIxADka1Hn1NQy9BgAAAmgSZMmfjchqRGIAcjXos4bG0Quaw8AAEqWv/76y+8mJLVUvxsAoJiqVslsznPZNi9cs9iq+9IgAACAxEEgBiD3EvZh6lchkQ4AQCJo0KCB301IalxRAciXlBSKdQAAkAj4m+4vAjEA+bJkyRJ6DACABMDfdH8RiAEAAABAnKUEAqzOCiB6aWlpVq5cOboMAIASjr/p/iIjBiBfFi1aRI8BAJAA+JvuLwIxAPmyefNmegwAgATA33R/EYgByJfy5cvTYwAAJAD+pvuLOWIA8iU9Pd1SU1mCEACAko6/6f4iIwYgX6ZPn06PAQCQAPib7i++1gaKsV27dtnff/9txcm8efOomggAQALgb3pstWzZ0kqXLh31/gRiQDGmIKxt27Z+NwMAAAB5+Ouvv6xNmzYWLeaIAcWYHxkxVVDq2rWr/frrr1a5cuUs9y1fvtwOP/xw++abb6xevXqWjHLrH9BHvI/4PeOzqHjgs5o+8uN9lN+MGIEYgCw2btxo1apVsw0bNljVqlWz3Ld48WLbc8893bojjRo1Ssqey61/QB/xPuL3jM+i4oHPavqoJLyPKNYBAAAAAHFGIAYAAAAAcUYgBiCLcuXK2d133x2xMqLS8j179kzqIXm59Q/oI95H/J7xWVQ88FlNH5WE9xFzxAAAAAAgzsiIAQAAAECcEYgBAAAAQJwRiAEAAABAnBGIAQAAAECcEYgBSSAjI8Mef/xxa926tZUvX94tynzjjTfali1b8nzs7Nmz7dxzz7U2bdq4RQ0rVqzojnPDDTfYsmXLLNn7J9zWrVutefPmlpKSYv3797dEUdg+Un9EulWuXNkSRSzeR2vXrrWbbrrJWrRo4Y5Rp04dO+yww2zChAmWzP1zzz335Pge0q1MmTKWCAr7Htq8ebM98MAD1qFDB6tSpYrVrl3bDjjgAHv99dctEAhYsvfPihUr7IorrnCPK1u2rDVu3NiuvfZaW79+vSWKBx980M4888zMv0NNmzYt0HGGDx9u++23n1WoUMH22GMPu+SSS2zVqlVW0j0Yg/558cUX3XWR3oelS5d2xymo1AI/EkCJcf3119tTTz1lp556qvujNXPmTPfv33//3b766isrVSrn72QWL17sAi49tlGjRpaammp//vmnvfTSSzZixAibOnWq1a1b15K1f8INHDgwIf5YFUUfHXzwwXbZZZdl2ZYoF9Cx6KOFCxfaoYce6i6mL774YmvZsqVt2LDB/vjjD1uyZIklc/+cdtppLjgNp74ZOnSonXjiiZYICtNHClKOO+44mzhxol144YX2v//9z30x9M4771i/fv3csR5++GFL1v5ZuXKldevWzZYuXWqXX365tW/f3qZPn27PP/+8ff/99/bjjz+6LxpLujvuuMNq1qxpnTp1KnCAqWBXX7ZquZonn3zSXQc89thj9tNPP9mvv/5qlSpVsmTunwcffNDWrFnjAlV9CaD+KbAAgIQ2ffr0QEpKSuC0007Lsv2pp57S16OB//u//yvQcd977z33+IcffjhQksWyfyZPnhwoXbp04NFHH3WPvfrqqwOJIBZ9pP0uvPDCQKKKRR8ddNBBgUaNGgWWLl0aSDRF9Tl02WWXucd/8skngWTvo4kTJ7r9rrvuuizb09LSAs2aNQtUq1YtkMz9c+2117r93n777Szb9W9tv++++wKJYO7cuZn/365du0CTJk3y9fhVq1YFKlasGOjSpUsgPT09c/uYMWNcPw0ePDiQzP0j8+fPD+zatcv9//HHH+/6paAYmggkOH0bquvg6667Lsv2Sy+91H3799ZbbxXouE2aNHE/161bZyVZrPpn165d7jHHHnus+/Y+kcTyPbRjxw6X8Uk0he0jfSP/ww8/2C233GL169e3nTt3umxGoiiKzyF9E62svDL1+r1L9j7auHGj+9mgQYMs2zUET0MUS3IWIxb9M378eDfM7pxzzsmy/eyzz3bDHIcNG2aJQEPuCmPUqFHus0cZVQ278yjrrGMX9JohUfpHNJwxPyNlckMgBiS43377zX1gdO3aNct2/eHZd9993f3R2L59u61evdql4L/88ks3tEN69eplJVms+kdDOWbNmmXPPPOMJZpY9dH777/vLpg0d0XDWfWHXkPvEkFh+2js2LHup+as6IJHF4y6cNbwxJJ+4RPL91CokSNHuuCjb9++WS4Yk7WP9Ljq1avbkCFDXN/8+++/7jPp9ttvt8mTJ7t5dsncP2lpaW7f8Pk8OqZ+3+bNm+f+xiU7rx979OiR7b7u3bu791QifpnmFwIxIMFpPLy+DS1Xrly2+xo2bOj+8ChLkZdXXnnFFQ7QJOdjjjnGja3WBaLm/SR7/8yfP9/uvvtuNz+soBOjE72PdPGkC0EFY2+88YYdfvjhLmjV+ycR/qgXto9UFMf7dl8FO9RHr732mstmnH/++SX+2/pYfQ6FevXVV91F9UUXXWSJoLB9VKNGDRszZoyb/3LWWWe5UQsqsvTss8/aBx984N5bydw/7dq1cyM4NK85lP7tjexQ8Jrs1M9en4bTNmUlvX1QeBTrABKchhhE+sMl+nbQ20cXfLk55ZRTXIUgXTRrYrT+4CfCt4ex6B9V4dJwB01uTkSx6KNffvkly78vuOAC69ixo915551uMrh+JnMfbdq0yf1UtlBDqLz99Hun95YmmKsAQ6yGw5TUz6HQwFVDOY844ghr1qyZJYJY9JGqkKoIxUknneSqJSqoVyDWp08fGz16tB111FGWrP2jIY0adqcg9YknnnD9NGPGDLddRYMSbThwQXl9EKmvQ/sZsVEyP9EBRE1DwTQkI6fhht4+edE8jCOPPNJdGA4aNMh9Y6/5LKoelMz9o6zguHHjXOWtRKoAWBTvoXA333yzu2j69NNPLdn7SEOjpHfv3lkuJJXl0EX18uXLM7NmJVGs30PKholKaieKwvaRqtkq+FKwpUqSqiyo6psKWOvVq+cyYprLmqz9o+y75hTqS4/jjz/eZQw1DFjLQ5xwwglun6pVq1qy8/owUl8X5vMekRGIAQlOE7eVuYr0oaqS2BrqEe230KGUzVDp1ueee86StX/0GGXBNE9OFzpz5sxxN5UhF81/0r9L+ho1RfUeUuDqHbukK2wf6YsO0fsonIp3lPTCOLF8D6Wnp7s1jmrVquWCjURR2D7SPFVdKGuNpFC6aFbgoc+lBQsWWDK/h9Q3muesUR0qkKMhdi+88ILbpqVZIi2RkGy8Yi+RlszQNg0HDi8Ig4IjEAMSXJcuXdz6Mlr7I5T+YGts/P7771/gY2/bts0NfUnW/tH5a80wZXT23nvvzJvWgvKyZfq35teVZEX1HtLjdQGkxUJLusL2kVeAINJ6NN62krxeXyzfQx9//LFbmPe8887LcahaMvaRd+EcKeul4DX0ZzK/h1TYRcU9lCHT75SyzQrMtGYWmZ5gP4vWDAv3888/W6tWrdwQWMQGgRiQ4FSaV99gaUx8qJdfftmN89bq8J65c+e6ikih9EcqEs1j0WKYqqKUrP2jqnaqThZ+87KEKqmtf2toWTK/h7TwZSQDBgxwF4aJsBhvYftIQ341P0zBe2jxEi2mrnktqp5Ykr+tL2z/RBqWqGF3iaSwfdS2bVv38/XXX8+yXRl5zQ/TMFfeQ1kpsLvmmmtc8FrS56kWhFdZU/PjPCeffLIbKq1iSqFBvb4AUWXJ0PdhoovUPzFX4BXIAJQY/fv3dwsOnnrqqYGXX345cMMNNwRSU1MDPXv2zFyUULSwYfjHwimnnBLo1q1b4Pbbbw+88MILgSeeeCJw/vnnB8qUKeMWCP39998Dydw/OS32mEgLOhe2j7TAbPfu3d176Pnnnw8MHTo0cNhhh7n99N7aunVrIBEU9n304osvuu1aZFSLgj/44IOBxo0bu9+1L774IlDSxeL3bMmSJW7R9K5duwYSUWH6aMGCBYGaNWu6RY/PO+8897umxXebNm3q9n322WcDydw/mzZtCrRp0yZwxx13uMc+8sgjgc6dOyfEIsWhhg8f7han1q1u3bqB6tWrZ/5b94VSv+n89TcrlPpG2w899FD3uTRw4MBApUqVAq1bt3b9mOz9M2bMmMzHtGrVKnNBcN2efvrpfLWHQAxIAunp6e6DtWXLloGyZcsGGjRoELj++uuzfaBG+uP17rvvupXjGzVqFChXrlygfPny7oNHfxAXLlwYSPb+SZZArDB9NGrUqMDRRx/tHqP3UMWKFQP77LOPu/jZtm1bIFHE4n30wQcfuOBUfVS5cuXAUUcdFfjhhx8CiSAW/aP3jO576aWXAomosH00Z86cwAUXXBBo2LChC1CqVKkSOPjgg937Ktn7Jy0tLXDOOee4wFSfQzVq1HCfS59//nkgkXjBQ6Sb7osm0JBhw4YFOnbs6PqqTp06gX79+gVWrFgRKOl6xqB/LrzwwhyPofdefqToP0WXbwMAAAAAhGOOGAAAAADEGYEYAAAAAMQZgRgAAAAAxBmBGAAAAADEGYEYAAAAAMQZgRgAAAAAxBmBGAAAAADEGYEYAAAAAMQZgRiQZPr27WspKSnu1r59+2z3Z2Rk2P3332977bWXlSlTxv2UIUOGWOvWrd39BfHCCy9Y48aNLS0tLdt9TzzxRGabdFu9erXF265du+yXX36xt956y1599VX76KOPbPHixVE9du3atTZu3Dh755133GPfeOMNGzNmjC1cuDDLfjt37rRJkybZ2LFj3T4vvfSSzZ49u4jOCAAAFGcEYkAC+eKLL7IENOG34cOHu/1q165tb775pj300EPZjvHcc8/ZwIED7bTTTrPXXnvNXnzxRdu4caM9/PDDduutt1qpUlk/NgYNGuS2zZw5M9uxLrroIitdurR9+umnLgDcsWOHO164Y4891rXn1FNPNb98++239scff1iLFi3sgAMOcOf02Wef2fLly/N87ObNm12Q1bJlS/fYTp06Zb4eof2yfft2mzJliq1fv95q1qxZpOcDAACKt5RAIBDwuxEAYkNZKwVLTz31lNWoUSPb/cccc4zdfPPNLuhYsGBBxGN07tzZBWoKIkIzVnfffbetWLHCypcvn2X/lStXWpMmTeyCCy7IEmQ9/fTTds0117js2p133um2qW3vvvuuzZ8/3wWG4e655x4X2K1atcq1IV50DqNGjbJu3brZPvvs47alp6fb+++/bxUqVLCTTz4538dU5lBZNR3n7LPPzsy6KSNYsWJFd466v2fPntaqVauYnxMAACjeUv1uAIDYUUanWrVq1r9//4iBTl6UsZk2bZoLhkINGzbMTjrppGxBmNStW9fOPfdcl9EaPHiwC6C+++47u+GGG+z000/PDMLkrLPOcsHi+PHj7fDDD7fiYt68ea6/2rRpk7ktNTXVBUi//faby3hVrlw5X8dURq1SpUou4PIoO6ggDAAAgKGJQAJRELXffvsVKAi7+OKLXfZHWZu77rrLHaNHjx4ue6UA78gjj8zxsddff71t27bNzQNbtGiRC7g0n+z111/Plm3TkLzRo0dbrCjzpAAymltOAwDWrFnjAtiyZctmCzK9+6Oh4Yl6Hg3lVJ+pLxo2bBiDswQAAImGjBiQIDT/SoUfDjrooIjFLhRoqPhGTpTV0v0aXvjkk0+6gElDDidOnOju9+Y9RdKuXTs7+uij7dlnn3VD/BSQ6GekLJKO8+OPP1qsaA7XJ598EtW+vXv3tipVqmTbvnXr1oiZKm/bli1bojr+zz//nDknTIFs06ZN7cADD4zqsQAAILkQiAEJ4q+//nIBkLJSuoVTkKZiEjnRUMGvv/7aDafT0EavKMeAAQPcz2bNmuX6/BqKqKIbmm+lqoBetcVwzZs3d8MYY6VWrVrWq1evqPZVxi8SzePSsMFw3jZlCaPRoUMH108K7DTcURm4aB8LAACSC4EYkCA0FE40HDDScLi99947qmMouxVaGVHD8jRfKq85Ul4mSIGWioLkREVENIwxpyxUfpUrV84aNWpUqGPo/CIFTN62SEFaJNWrV3c3UdCrapEqenLKKacUaLgoAABIXARiQALND1NAoeF34XOd8nOM3IKonHz11Vd20003uWDvn3/+sS+//NINVYzEm6cVq8DEq0QYDRUbCS+/LwoIIw0/VLAoyhIWhILSCRMm2IYNGzIDNAAAACEQAxKEslkaFlfQIExrW6m4hIbXhQ/909C9TZs2RZxfpSF4Ks+uIiEKyJQJevzxx3MMxNatW+cCn5yGCeaXSuoXdo6YznHp0qVunl1o/2mYpXd/QajfRMcFAAAIRSAGJFAg1r1790I9Xjp27Jhlu6ofiqonht+nsu5aY0tFPrQmlgqCXHXVVa78vYYqhpaD9+g4kbb7OUdMmSudv9rsrSOmTJvm1alyojcsU4GVzlmZtdBS/hpqGX5sVXNUdlDDGiOt6QYAAJIbgRiQAFQ5UNkbL2gq6LBECQ+2VMJeJk2alOU+DTE8//zzXbCidcG8eVoKxB566CG3CHToAs+eKVOmuAqNsRKLOWIKthSM/frrry6oUkD5999/uyygFlz2qI+VfVPlx/333z9zu4YfKutVv359N4xRQxrnzJnjsowKjkOrVU6fPt3t6w17XLhwYeawyPbt2xc4owkAAEoWAjEgAXhBlBYPfuutt7LdryxP+JDDcMoIqciHytaHUoCiAEHDDi+66KLM7ffcc48rUa9gK7REe506dey8885zlREfeOCBLMP6Jk+ebGvXrnVZtOLm0EMPdZkvZbEUKKkfVAVSwVVe1EcKSFW5UuuIKZjSwtZdu3Z1JezD+1lZNc+CBQvcTTTHjkAMAIDkQCAGJABvWOGwYcPcLdzw4cOjCsTCs2EeBWADBw7MHIKnYYj33XefXXHFFXbZZZdFXOD51VdfdWX077zzzsztI0eOtMaNG7tS+cWNCp0oe5Xb8M4GDRpEPN8WLVq4WzT69OlTqHYCAIDEkBLwSpgBSAp9+/a1b775xg0RVPARTTU/Vf1T1mfIkCF28cUXF+h5VdlQ2aHbbrvNrr322iz3KYukLJGOP3ToUJfZU0YJAAAgUWWv4wwg4ak6ooYQHnTQQVHtrzlTt9xyiwuSVISiIJSp01wpZdHCKXOm9uj4AAAAyYCMGJBkNI9JpdpFc6IKU2kxloGh5lh5VCAjtMAFAABAoiEQAwAAAIA4Y2giAAAAAMQZgRgAAAAAxBmBGAAAAADEGYEYAAAAAMQZgRgAAAAAxBmBGAAAAADEGYEYAAAAAMQZgRgAAAAAxBmBGAAAAABYfP0/r4vpDH126gwAAAAASUVORK5CYII=",
|
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"text/plain": [
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"<Figure size 800x350 with 3 Axes>"
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]
|
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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",
|
|
"text/plain": [
|
|
"<Figure size 800x450 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 750x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"import shap\n",
|
|
"from sklearn.datasets import load_iris\n",
|
|
"from sklearn.ensemble import RandomForestClassifier\n",
|
|
"\n",
|
|
"X, y = load_iris(return_X_y=True, as_frame=True)\n",
|
|
"model = RandomForestClassifier(random_state=42).fit(X, y)\n",
|
|
"\n",
|
|
"explainer = shap.Explainer(model.predict_proba, X)\n",
|
|
"shap_values = explainer(X)\n",
|
|
"\n",
|
|
"shap.plots.beeswarm(shap_values[:, :, 0])\n",
|
|
"\n",
|
|
"shap.plots.bar(shap_values[:, :, 0])\n",
|
|
"\n",
|
|
"shap.plots.waterfall(shap_values[0, :, 0])\n",
|
|
"\n",
|
|
"shap.plots.heatmap(shap_values[:, :, 0])\n",
|
|
"\n",
|
|
"shap.dependence_plot(\"petal length (cm)\", shap_values.values[:, :, 0], X)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "1b49004b",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "studies (3.13.9)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.13.9"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|