diff --git a/jupyter_notebooks/classifier_tests.ipynb b/jupyter_notebooks/classifier_tests.ipynb index 5201f13..a230225 100644 --- a/jupyter_notebooks/classifier_tests.ipynb +++ b/jupyter_notebooks/classifier_tests.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 93, + "execution_count": 168, "id": "a20b8991-06b8-4686-b296-aeb0d177125b", "metadata": {}, "outputs": [], @@ -25,7 +25,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 169, "id": "32a509a0-ff60-4744-b0a6-7077c4a15bec", "metadata": {}, "outputs": [ @@ -110,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": 170, "id": "26ba6967-a405-49d5-b835-c3cb9276bc08", "metadata": { "scrolled": true @@ -352,7 +352,7 @@ " 'M-SP-PITCH-V2-0005-14.0': []}" ] }, - "execution_count": 95, + "execution_count": 170, "metadata": {}, "output_type": "execute_result" } @@ -363,7 +363,7 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 171, "id": "62650fb7-6230-4883-ba9a-aad9e0c4b69e", "metadata": { "scrolled": true @@ -430,7 +430,7 @@ " 'baseline-5-open': 1})" ] }, - "execution_count": 96, + "execution_count": 171, "metadata": {}, "output_type": "execute_result" } @@ -441,7 +441,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 172, "id": "50d21521-28d4-44da-b72f-223212424c9d", "metadata": {}, "outputs": [ @@ -477,7 +477,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 173, "id": "eda2dc4b-1641-4fce-a4ec-cba08d8df9f9", "metadata": { "scrolled": true @@ -664,7 +664,7 @@ " 'baseline': False}]" ] }, - "execution_count": 98, + "execution_count": 173, "metadata": {}, "output_type": "execute_result" } @@ -675,7 +675,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 174, "id": "54565f84-158c-4a91-9420-3b047c46b369", "metadata": { "scrolled": true @@ -706,7 +706,7 @@ " '2025-07-01T13:20:32.218Z']}" ] }, - "execution_count": 99, + "execution_count": 174, "metadata": {}, "output_type": "execute_result" } @@ -746,7 +746,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 175, "id": "b8d7c4e0-7860-4058-8fd1-e7948ac06674", "metadata": {}, "outputs": [ @@ -756,7 +756,7 @@ "5" ] }, - "execution_count": 100, + "execution_count": 175, "metadata": {}, "output_type": "execute_result" } @@ -768,7 +768,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 176, "id": "72b6defa-c833-4f5e-9166-42d0654625bc", "metadata": {}, "outputs": [ @@ -916,7 +916,7 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 177, "id": "6f435bd9-ebbc-458d-bad6-044ca7d7a111", "metadata": {}, "outputs": [ @@ -941,7 +941,7 @@ " )" ] }, - "execution_count": 102, + "execution_count": 177, "metadata": {}, "output_type": "execute_result" }, @@ -957,7 +957,7 @@ }, { "data": { - "image/png": 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GozFNq66uJgC0du3aDsc2cuRImj17NhERVVYSrV9PFBcXTwsXLrS6zDvvvEPx8fGSaa+//jolJSWZXk+dOpXGjx8vmSc1NZUyMjIsvrdRfHzb792SWSK6d49IoSDasMGm5T2FPb9b7id2UTdu3MC+ffvw5ptvIiAgwKy9e/fuHVpvfX09cnJyAABKpdI0/fDhwwgMDGzzkZWVBcB8aPPgYFHiOTq67aHNjx8/bjYcempqKoqLi1FfX9/mPMb1Psyw6lZptaL0JB+otoqvrO6ifvjhBxAR4uPj253397//Pf7whz9Ipn311Vd4+umnTa9HjRoFb29v3Lt3D01NTYiJicHUqVNN7YmJiSgpKWnzfXr06AHAfGhzX18x0sfevWG4fNl6CceKigqLw6E3NDSgqqoKERERVucxDhrakWHV23XmjLitY/Dgji3fBXAi6qLowR2l1oYKb+ntt9/GzJkzJdP69Okjeb1z507Ex8fj/PnzmDt3LjZs2GBKLADg7++P2NhYu2JsGduAAUD37oS6urbjtTQceuvptgyZbs+w6u06fVpcyBgY2LHluwBORF1UXFwcvLy8UFpaismTJ7c5b2hoaLtJJCoqCnFxcYiLi0NgYCCmTJkCrVaL3r17AxC7ZmlpaW2uY/HixVi8eLHVoc2Vymvo1i0MjY2WB8EIDw+3OBy6j48Pevbs2eY8xh6Qo4ZVlzCeMWNW8TGiLqpHjx5ITU1FdnY2ampqzNpv3brV4XWPGTMGgwcPxl/+8hfTNOOuWVsP42jB1oY2P3OmCC++OMrqSDzJyclmyxQWFiIxMdF0vMraPMYh0x01rLoJkegR8fGhtjn3uLlj8Fkz57h48SKFh4dTQkIC7d69m86fP09arZbWrFljOvtk7fS98f/C0lkzIqL8/HxSqVT0448/dig24yn0TZs2kVarpblz51JAQABdunSJjCf5Fi5cSNOnT5d8nm7dutG8efNIq9XSpk2bzE7fHz16lBQKBS1fvpxKS0tp+fLlVk/fW3pvW0jOml2+TAQQ5eV1aDu4Mz59z2x29epVevPNNyk6Opp8fX2pT58+9Pzzz9P+/fuJSCQiAGaP119/nYisJ6KmpiZSq9X024e4diY7O9sU17Bhw+jgwYP07bdES5cS3b1LNGPGDBozZoxkmQMHDtDQoUPJ19eXYmJiaP369Wbr3bVrF6nValIqlRQfH0+5ubk2vbetJIkoL08korIyOz+9+7Pnd8tDTjO3cucOsHKlOIs2dKjc0VjWcsjp544cgfe2bcDVq12uIBoPOc08VmCgGJ+wuBiorpY7mvZ5HT8OjB7d5ZKQvTgRMbeTkiLuyM/Obi4ne+IEUFbmWnWuvRoaxKiRHllu0rH49D1zO7GxQGYmUF4u7s4Hmqs59usHPPMMEBMja4gAgOCyMnjdv8+JyAbcI2Juyc8PePTR5tdvvw28/DLQ0ABs3QqcOydbaCY9SktBKpXrHsxyIdwjYh7By0skprg44IsvRDFEuT1y9iyQmNjcbWNWdahHZG+tFltqxDDmCF5ewEsvNe8NyXnMqMfZs6DkZPkCcCN2J6KdO3di7ty5WLJkCTQaDVJSUpCWloby8nKL85eVlSE9PR0pKSnQaDRYvHgx5syZg9zc3IcOnjFLjLXHVq8GRo4Efvih82Pwr6yEf1UViI8P2cbei5TsrdViS42Y9vAFjawjNBqi2Fii4GCijRuJ/ve/znnfhoYGKl6wgAighqtXO+dNXZA9v1u7jhEZa7UsXLhQMr2tWi3W6r9s2rQJ9fX1kpo1RrW1tahtMcxntfGCkWeeAXz4sBazzRMAToV0w6wbizBr1rOYNQvQPpaBgf6X8PvyN3GwWnoQ+a3wXfhl6L+w3zAMi3RvSNpi/X7E9tj3AABjtOtQ2+Qrad8e+x5i/X7Esiuv4P9uPoWm2mkgZQa8J4dj+nTgd78DSkqAB7fTmYSGAl99Jf49eTLQutLIJ58AI0YAGzaIg/AtPfcc8O67wKVLQEaGtE2hAI4eFf+eORM4e1ba/qc/Ac8+C+zcCXz8sbRt9Ghx0ajBAKSmwkxhoagRNW8ecPy4tG3+fGDqVOBf/wKWLDFf1hq7ftUdqdViS42Y1pYtW4b333/ffGWDBoniNIzZKBjAjqFfYGVNIQ5VPAr1gGDAawiiFd4Ycl06PEho/0eAvkMQXBWBISRt6xtQBwwZAgAYXG1AXZP0zlu/hAFAwCPo4+eHwfobqKmpwb2ePRE6hBAeLi5mDAgwrcIkJKT532o10KuXtN1YOSQszHzZvn3Fs0pl3tbyxuDYWKD133vj+/bsab6s8dIHhcK8reW6Y2LEle4thYaK5+7dxc/11Cnz5S2yp6t15coVAkDHjh2TTP/zn/9sqnHcWlxcHGVlZUmmHTlyhACQXq+3uMz9+/fJYDCYHjqdjnfNmNuwWLO6C3LarllHarXYUiOmNZVKBRWf8mSsy7ArEbWs1fLCCy+YphcVFWHSpEkWl0lOTjYbWqZ1jZj20INzsNXucHMR6/IaGxtx9+5dAOI7q7BWQMnDGX+vZMs1FPZ2t9qr1dKRGjHtMe6a8YMf/HC/h06nc+yuGQBMmzYN169fx9KlS6HX6zF48GAUFBQg+sEIlnq9XnJNUf/+/VFQUIB58+YhOzsbkZGRWLt2LaZMmWLze0ZGRkKn0yEoKKjjdYOdpLq6GlFRUdDpdFyixIl4Ozufo7cxEeH27duIjIxsd163qEfkyrhWUufg7ex8cm5jvumVMSY7TkSMMdlxInpIKpUKf/zjH/lyAyfj7ex8cm5jPkbEGJMd94gYY7LjRMQYkx0nIsaY7DgRMcZkx4mIMSY7TkQW2FuTOzs7GwMHDoS/vz/UajW2bdtmNk9ubi4SEhKgUqmQkJCAvLw8Z4XvFhy9jbdu3QovLy+zx/379535MVzWoUOHMHHiRERGRsLLywtffvllu8vYUlvead9ju+547QKMN/Xm5OSQVqulzMxMCggIoMuXL1ucf926dRQUFEQ7duygCxcu0Oeff06BgYGUn59vmufYsWOkUCgoKyuLSktLKSsri3x8fOjEiROd9bFcijO28ZYtWyg4OJj0er3k0VUVFBTQkiVLKDc3lwBQXl5em/Mbb07PzMwkrVZLOTk5ZjenO/N7zImoFXtrcicnJ9OCBQsk0zIzM2n06NGm11OnTqXx48dL5klNTaWMjAwHRe1enLGNt2zZQiEhIQ6P1RPYkohsqS3vzO8x75q1YKzJ3brGdls1uWtra+Hn5yeZ5u/vj6+//hr19fUArNfttrZOT+asbQwAd+7cQXR0NPr27YsJEyZAo9E4/gN4KGvf0eLi4k75HnMiaqEjNblTU1Px6aef4tSpUyAiFBcXY/Pmzaivr0dVVRUA63W7ra3TkzlrG8fHx2Pr1q3Iz8/H559/Dj8/P4wePRrff/+90z+TJ2ivtnxb8zjie8xDYljQuuYREVmtg/Tuu++ioqICSUlJICKEhYVh5syZ+PDDDyWV+exZZ1fg6G2clJSEpKQk0zKjR4/GsGHD8Mknn2Dt2rXO+yAexNL/Sevpzvoec4+ohY7U5Pb398fmzZtx9+5dXLp0CeXl5YiJiUFQUBBCHwxpYK1ut7V1ejJnbePWvL29MWLECO4R2ciW2vLO/B5zImqhZU3uloqKijCqnRE7lUol+vbtC4VCgR07dmDChAnwfjDkaHJystk6CwsL212nJ3LWNm6NiFBSUmJxuCpmztp3tGVtead+jx/6cLeHsbcm97lz5+hvf/sbnT9/nk6ePEnTpk2jHj16UFlZmWmeo0ePkkKhoOXLl1NpaSktX76cT987eBu/9957tG/fPrpw4QJpNBp69dVXycfHh06ePNnZH88l3L59mzQaDWk0GgJAq1atIo1GY7pEoiO15Z35PeZEZEF2djZFR0eTr68vDRs2jA4ePGhqmzFjBo0ZM8b0WqvV0hNPPEH+/v4UHBxMkyZNorNnz5qtc9euXaRWq0mpVFJ8fDzl5uZ2xkdxWY7exnPnzqV+/fqRr68v9erVi8aNG2c2/l5Xsn//fouF7GfMmEFE5tuYiOjAgQM0dOhQ8vX1pZiYGFq/fr3Zep31PeZ6RIwx2fExIsaY7DgRMcZkx4mIMSY7TkSMMdlxImKMyY4TEWNMdpyIGGOy40TEGJMdJyLGmOw4ETHGZMeJiDEmu/8HHOku7+l6TpoAAAAASUVORK5CYII=", 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", "text/plain": [ "
" ] @@ -1113,10 +1113,18 @@ " ax.annotate(f'CER={eer:.3f}', (eer_th, eer), (offx, offy), textcoords='offset pixels', verticalalignment='center', horizontalalignment=hora,\n", " bbox={'boxstyle': 'square,pad=0.3', 'fc': '#ffffff80', 'ec': None, 'lw': 0})\n", " \n", - " ax.plot(x, cdf_in_group, color='red', linewidth=1, linestyle='-')\n", - " ax.plot(x, cdf_out_group, color='blue', linewidth=1, linestyle='--')\n", - " ax.set_xlim((min(x), max(x)))\n", + " ax.plot(x, cdf_in_group, color='red', linewidth=1, linestyle='-', label='Type I')\n", + " ax.plot(x, cdf_out_group, color='blue', linewidth=1, linestyle='--', label='Type II')\n", + " #ax.legend(loc='best')\n", + " # Put legend above plot, from:\n", + " # https://stackoverflow.com/questions/4700614/how-to-put-the-legend-outside-the-plot\n", " fig.tight_layout()\n", + " box = ax.get_position()\n", + " ax.set_position([box.x0, box.y0, box.width, box.height - 0.2])\n", + " # Put a legend below current axis\n", + " ax.legend(loc='lower center', bbox_to_anchor=(0.5, 1.02), ncol=2)\n", + "\n", + " ax.set_xlim((min(x), max(x)))\n", " if cdf_out:\n", " fig.savefig(cdf_out)\n", " return fig_c, ax_c, fig, ax\n", @@ -1143,7 +1151,7 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 178, "id": "1d9b2596-b700-47ef-8533-6b61aef433c7", "metadata": {}, "outputs": [ @@ -1168,7 +1176,7 @@ " )" ] }, - "execution_count": 103, + "execution_count": 178, "metadata": {}, "output_type": "execute_result" }, @@ -1184,7 +1192,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -1211,7 +1219,7 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 179, "id": "cfb46a92-d059-4f86-98a2-04684dc48e37", "metadata": {}, "outputs": [ @@ -1236,7 +1244,7 @@ " )" ] }, - "execution_count": 104, + "execution_count": 179, "metadata": {}, "output_type": "execute_result" }, @@ -1252,7 +1260,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1277,7 +1285,7 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": 180, "id": "0e325869-ca39-43ea-af6a-5250b2291143", "metadata": {}, "outputs": [ @@ -1298,7 +1306,7 @@ "(
, )" ] }, - "execution_count": 105, + "execution_count": 180, "metadata": {}, "output_type": "execute_result" }, @@ -1321,7 +1329,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 181, "id": "6d7f5196-3161-4e38-aab2-c43e46b6d71f", "metadata": {}, "outputs": [ @@ -1342,7 +1350,7 @@ "(
, )" ] }, - "execution_count": 106, + "execution_count": 181, "metadata": {}, "output_type": "execute_result" }, @@ -1363,7 +1371,7 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 182, "id": "43fa4b94-a509-4415-b5b2-a0ba4bfb2695", "metadata": {}, "outputs": [ @@ -1384,7 +1392,7 @@ "(
, )" ] }, - "execution_count": 107, + "execution_count": 182, "metadata": {}, "output_type": "execute_result" }, @@ -1405,7 +1413,7 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 183, "id": "3020e256-9eba-4872-b35e-af0a5b0e0642", "metadata": {}, "outputs": [ @@ -1426,7 +1434,7 @@ "(
, )" ] }, - "execution_count": 108, + "execution_count": 183, "metadata": {}, "output_type": "execute_result" }, @@ -1447,7 +1455,7 @@ }, { "cell_type": "code", - "execution_count": 109, + "execution_count": 184, "id": "a239eab3-26a1-4aff-9cdf-9b3265ac0993", "metadata": {}, "outputs": [ @@ -1468,7 +1476,7 @@ "(
, )" ] }, - "execution_count": 109, + "execution_count": 184, "metadata": {}, "output_type": "execute_result" }, @@ -1489,7 +1497,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": 185, "id": "2f2cae61-d0b7-4a15-8823-8e8f2cbcad9e", "metadata": {}, "outputs": [ @@ -1510,7 +1518,7 @@ "(
, )" ] }, - "execution_count": 110, + "execution_count": 185, "metadata": {}, "output_type": "execute_result" }, @@ -1531,7 +1539,7 @@ }, { "cell_type": "code", - "execution_count": 111, + "execution_count": 186, "id": "5d284aae-5b02-4670-b571-7ab6772c836b", "metadata": {}, "outputs": [ @@ -1552,7 +1560,7 @@ "(
, )" ] }, - "execution_count": 111, + "execution_count": 186, "metadata": {}, "output_type": "execute_result" }, @@ -1573,7 +1581,7 @@ }, { "cell_type": "code", - "execution_count": 112, + "execution_count": 187, "id": "cde79668-ed47-4e87-9d21-43bc7253820e", "metadata": {}, "outputs": [ @@ -1594,7 +1602,7 @@ "(
, )" ] }, - "execution_count": 112, + "execution_count": 187, "metadata": {}, "output_type": "execute_result" }, @@ -1615,7 +1623,7 @@ }, { "cell_type": "code", - "execution_count": 113, + "execution_count": 188, "id": "cea0663e-1b3d-48e5-8329-37b020b6f0f0", "metadata": {}, "outputs": [ @@ -1636,7 +1644,7 @@ "(
, )" ] }, - "execution_count": 113, + "execution_count": 188, "metadata": {}, "output_type": "execute_result" }, @@ -1657,7 +1665,7 @@ }, { "cell_type": "code", - "execution_count": 114, + "execution_count": 189, "id": "9a715c1a-2caa-4ecb-a182-c94c979dda9e", "metadata": {}, "outputs": [ @@ -1678,7 +1686,7 @@ "(
, )" ] }, - "execution_count": 114, + "execution_count": 189, "metadata": {}, "output_type": "execute_result" }, @@ -1699,7 +1707,7 @@ }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 190, "id": "1b0a2d88-8022-4ff7-828a-8651a91514d6", "metadata": {}, "outputs": [ @@ -1741,7 +1749,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 191, "id": "5560ec94-f8d9-4828-a75f-d006416733bd", "metadata": {}, "outputs": [ @@ -1762,7 +1770,7 @@ "(
, )" ] }, - "execution_count": 116, + "execution_count": 191, "metadata": {}, "output_type": "execute_result" }, @@ -1783,7 +1791,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 192, "id": "9f626678-0b7e-4c37-86ca-d1c2746e6c20", "metadata": {}, "outputs": [ @@ -1804,7 +1812,7 @@ "(
, )" ] }, - "execution_count": 117, + "execution_count": 192, "metadata": {}, "output_type": "execute_result" }, @@ -1825,7 +1833,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 193, "id": "a25858aa-b730-4898-bc83-8e3bc54cb36c", "metadata": {}, "outputs": [ @@ -1846,7 +1854,7 @@ "(
, )" ] }, - "execution_count": 118, + "execution_count": 193, "metadata": {}, "output_type": "execute_result" }, @@ -1867,7 +1875,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 194, "id": "a9fce3aa-2108-48e5-afae-c3f1e75c7db3", "metadata": {}, "outputs": [ @@ -1907,7 +1915,7 @@ " )" ] }, - "execution_count": 119, + "execution_count": 194, "metadata": {}, "output_type": "execute_result" }, @@ -1953,7 +1961,7 @@ }, { "data": { - "image/png": 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", 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CIUQNL7zA60XLz14AXnDql194+0pNjRaNudXVQHw8MHVqffYSORopS4gaJBJeQS4wkA9oBXhj7eXLQEICfy6VAtOmAd27q/miJ04ADx7wUXdGghIKIWqSSPiQfbkJE/iZi7xweGUl4OzM21lPn+ZlLJst+LRnDz/t6d+/TePWJ0oohLRC16780VBFBb8Bcdo03oGjMqmUlACHDgGrVtUXCjYC1IZCVLp37x4WLFiA7t27w9zcHO7u7hgzZgx+eDJvqpeXFyQSidJj/ZOpM3NychSW29nZYciQIfj2229bHVtMTAy8vb1hYWEBX19fnDt3rtntCwsLMXXqVPTu3RtSqRQRERFK2wQGBqo8ntGjR9dtExsbi/79+8PW1ha2trbw9/fHsWPHlF7LwgIIC+OXRi++WH8G05Bk927ehjJ1qqaHb9AooRAlOTk58PX1xalTp7BhwwZcuXIFx48fR1BQEObJx6oDWLNmDQoLCxUeCxYsUHitkydPorCwED///DP8/PwwceJEZGZmah3bvn37EBERgeXLl+PSpUsYNmwYQkJCkNt44ukGKisr0blzZyxfvhwDBgxQuc0333yjcByZmZkwMTFBaGho3TZubm5Yv3490tLSkJaWhhdffBHjxo3D1atXlV7P2ppPe1JbC7z2WqOeIZkMkk2b+Ap3d63/FgZJLyWzG6Cq94YvJCSEubq6skePHimt+/PPPxljjHl6erKNGzc2+RrZ2dkMALt06VLdspKSEgaAffbZZ1rH5ufnx+bMmaOwzMfHhy1dulSt3x8+fDhbuHBhi9tt3LiR2djYqPwbNOTg4MC2bdvW5Prz5xmbNYux8vL6qvcXly7lJfwvXlQrZkOg7ueWzlCIgqKiIhw/fhzz5s1Dx44dldbby7s4NFRdXY2tTyYE6tBgYp1z587B2tq62cfHH38MAKiqqkJ6ejqCg4MVXjs4OBgpKSlaxdWU7du3Y8qUKSr/BgCvYB8fH4/Hjx/D39+/ydcZMgTYto1fBt29y5d1P3QIbNgwPtGQkaFGWaLg1q1bYIzBR41CP0uWLMEHH3ygsOzo0aMIDAysex4QEACpVIry8nLU1tbCy8sLkxrMiDd48GBkZGQ0ux/HJxNe/f7775DJZOjaqBW0a9euuKeqoUJLqampyMzMxHYVtQ2uXLkCf39/VFRUwNraGgkJCejbt2+Lr3nnDvDMM1KEBdpgzI0bkK1bB+MYeaKIEgpRwJ6Uipeo0fPw3nvvYebMmQrLXF1dFZ7v27cPPj4+uHnzJiIiIrB58+a6BAEAlpaW6Nmzp0YxNo6NMaZWvOravn07+vXrBz8Vd//27t0bGRkZePjwIQ4ePIiwsDCcPXu2xaTi7Q0sXMiwbl0gvOyisLhBY68xoYRCFPTq1QsSiQTXr1/H+PHjm93WycmpxWTg7u6OXr16oVevXrC2tsbEiRNx7do1dOnSBQC/5AkJCWn2NSIjIxEZGQknJyeYmJgonY3cv39f6axFW2VlZYiPj8eaNWtUrjczM6s75sGDB+PixYvYtGkTtmzZ0uzrSiTAmsGHUYFsRJZG4aXLfB4hY0MJhShwdHTEK6+8gujoaPztb39TakN4+PCh1u0ow4cPR79+/bB27Vps2rQJgGaXPGZmZvD19UVSUhL+8pe/1K1PSkrCuHHjtIqpsf3796OyshLTpk1Ta3vGGCorK1vesKwMJovexaKBXZHwcBYWL7bFmTOti9UQUUIhSmJiYhAQEAA/Pz+sWbMG/fv3R01NDZKSkhAbG4vr168DAEpLS5XOFqysrJqdqnLx4sUIDQ3F+++/D1dXV40veRYtWoTp06dj8ODB8Pf3x5dffonc3FzMmTOnbptly5YhPz8fu3btqlsmT1qPHj3CgwcPkJGRATMzM6VLle3bt2P8+PHo1KmT0r4jIyMREhICd3d3lJaWIj4+HmfOnMHx48dbDnz9eqCwEDeXLcP7tf+PV1/9P8AYW1H00OOkgLqNxaGgoIDNmzePeXp6MjMzM+bq6srGjh3LTp8+zRjj3cYAlB5vv/02Y0x1tzFjjNXW1rLevXuzuXPnah1bdHR0XVyDBg1iZ8+eVVgfFhbGhg8frrBMVayenp4K22RlZTEA7MSJEyr3Gx4eXrffzp07s5deeqnJbev8/jtjERGMmZoy2bJlCpOl5+cztnUrn9De0NFk6YQILSkJmDSJV2ZasgSyxYuRmJQEgE+WvnmzCebP55t8+SVgZydwvM1Q93NL41AIaQtVVcDs2cDAgcCtW7wqdoPxNwAvkL1/P3DsGO8F+ugjfouPmGmVUDS9l4KQdufcOeC33/iotic9WqqEhtbfSLhhAy9+L2YaJxRt7qUgpF354w9eyX7JEqBHjxY3d3UFPvsMyM/nU6dWVPCqkGKkcUL517/+hVmzZmH27Nno06cPPv30U7i7uyM2NrYt4iPE8DEGZGYCu3cDO3fyf21sgKVLNXoZedH7pUt5zerERP7SYqJRt7H8Xoqljf5Qzd1LUVlZqdBPXyK/SPzyS8DSUsNwiU4995zQEYgfY7xsW34+bwixteWtq35+Wv///uADPtH76NH8ZaZOBcLDecL5/nveJNPQ88/z24JycniJyobs7fl8QwC/+mo8ZCY0lF+RJSfXTyYv178/MGwYv3I7eVK92DVKKNrcS7Fu3TqsXr1aeUVkpFEVlhGlRvfhEC05O/M5OLy8dPJyTk68MNPJk8CaNcD77/Nq/DY2/OTnwAHF7Vev5gnl2jU+b3NDTz1Vn1CWLwcePlRcP2QITygJCXy6kIbmzeMJJTeXJyN1aNRtXFBQAFdXV6SkpCjcYbl27Vrs3r0bN27cUPodVWco7u7u1G1M2h2ZTIbExEQAvNvYRESFqdXtNtboDEWbeynMzc1hbm5e91yev0rE3j9GiIZkMhnKysoA8P//YksoQP3ntykaJRRd3EtRWloKgN80RggRl9LSUtg1MwJP43t51LmXojndunVDXl4ebGxsdHLLufwSKi8vT9SXUMZwHHQMhkPXx8EYQ2lpKbp169bsdhonlMmTJ+OPP/6oqyfar18/JCYmwtPTU63fl0qlcHNz03S3LZIXDhY7YzgOOgbDocvjaO7MRE6ru43feecdvPPOO9r8KiHEiNG9PIQQnRF9QjE3N8fKlSsVepLEyBiOg47BcAh1HHovX0AIMV6iP0MhhBgOSiiEEJ2hhEII0RlKKIQQnTG6hDJ27Fh4eHjAwsICLi4umD59OgoKCoQOS205OTmYNWsWvL29YWlpiR49emDlypWoUpht2/CtXbsWAQEBsLKy0nraDSGIvRphcnIyxowZg27dukEikeDQoUN63b/RJZSgoCDs378fWVlZOHjwIG7fvo3XXntN6LDUduPGDdTW1mLLli24evUqNm7ciM2bNyMyMlLo0DRSVVWF0NBQzJ07V+hQ1GYM1QgfP36MAQMG4IsvvhAmgLYtvi+8w4cPM4lEwqqqqoQORWsbNmxg3t7eQoehlbi4OGZnZyd0GGrx8/Njc+bMUVjm4+PDli5dKlBErQOAJSQk6HWfRneG0lBRURH27t2LgIAAdGhUcVxMiouLFeYDJronr0YYHByssLy5aoREmVEmlCVLlqBjx47o1KkTcnNzcfjwYaFD0trt27fx+eefq303N9GONtUIiTJRJJRVq1ZBIpE0+0hLS6vb/r333sOlS5dw4sQJmJiYYMaMGS0Whmlrmh4DwCvkjRw5EqGhoZg9e7ZAkdfT5hjEpnFJDcaYTspstBeimNt4/vz5mDJlSrPbeDWo5+nk5AQnJyc89dRT6NOnD9zd3XHhwgWFspX6pukxFBQUICgoqK7mjCHQ9BjERJtqhESZKBKKPEFoQ35mUtm43LeeaXIM+fn5CAoKgq+vL+Li4iCVGsaJZGveB0Oni2qERCQJRV2pqalITU3F0KFD4eDggDt37iAqKgo9evQQ9OxEEwUFBQgMDISHhwf+8Y9/4MGDB3XrnJ2dBYxMM7m5uSgqKkJubi5kMhkyMjIAAD179oS1tbWwwTWhtdUIDcGjR49wq8E8G9nZ2cjIyICjoyM8PDzaPgC99im1scuXL7OgoCDm6OjIzM3NmZeXF5szZw67e/eu0KGpLS4ujgFQ+RCTsLAwlcdw+vRpoUNrVnR0NPP09GRmZmZs0KBB7OzZs0KHpJHTp0+r/LuHhYXpZf9UvoAQojOGcXFOCDEKlFAIITpDCYUQojOUUAghOkMJhRCiM5RQCCE6QwmFEKIzlFAIITpDCYUQojOUUAghOkMJhRCiM5RQCCE68z/h+U5PYdiEKwAAAABJRU5ErkJggg==", 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" ] @@ -1976,7 +1984,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 195, "id": "1c32f8cb-5944-4dd2-9c39-b70599b9cc45", "metadata": {}, "outputs": [ @@ -2016,7 +2024,7 @@ " )" ] }, - "execution_count": 120, + "execution_count": 195, "metadata": {}, "output_type": "execute_result" }, @@ -2062,7 +2070,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -2085,7 +2093,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 196, "id": "3d4eb983-9d66-4600-83e1-fa0cc38913a6", "metadata": {}, "outputs": [ @@ -2110,7 +2118,7 @@ " )" ] }, - "execution_count": 121, + "execution_count": 196, "metadata": {}, "output_type": "execute_result" }, @@ -2126,7 +2134,7 @@ }, { "data": { - "image/png": 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uXbsAAPYtplY9ffo0nJ2ddS5r164FcH91t4SqqalBfX09PAzotYwcyWcDyc7W3u5QVWURp2UAXTUjIrl06RIYYwgKCmp329deew1vvPGG2rpPPvkEjzzyiOr3yMhI2NjY4O7du2hqakJAQACmTp2qag8LC0NxcbHOz1EmA0Pqbhlq8eLF8PHxwZgxYwTvK5UCL7/MC/BrY19VZRmnZaBERETC7t2R11Ydq5YWLVqEGTNmqK3z8fFR+/3QoUMICgrChQsXsGDBAuzYsUOtlyGTydCv5XStehBSd8sQ69evx4EDB5Cfnw9HR0eD3kOZhN55B3jwQWDEiOY2BwtKRHRqRkTRv39/SCQSnDt3rt1tu3fvjn79+qktslbT4/j5+aF///4YP348du/ejfj4eNy4cUPVLuTUrKPqbumyceNGrF27FsePH8fgwYPv670aGvgsILGxQMs/TvuqKjA6NSOkbR4eHhg3bhxSU1ORmJioMU50+/Ztg8eJoqOjMWjQILz11lvYunUrAGGnZi3rbj3xxBOq9tzcXMTFxRkUU0sbNmzAmjVr8NlnnyEsLOy+38/ODjh6lPeI3nwT2L+fr7ekHhElIiKatLQ0REZGYvjw4Vi1ahUGDx6MhoYG5ObmYvv27areUlVVlUbvxMnJSecT3X//+9/x5JNPIjk5GT4+PoJPzdqruwVo1t4CoEp21dXV+O2331BcXAwHBwcMHDgQAD8dW7ZsGfbv34+AgADVcSl7Zcp9L126pHrP0tJSFBcXw8PDA71799Yar7s7MHkysHdv83NolpSI6PI9EdX169fZ3Llzmb+/P3NwcGA+Pj7s8ccfZ3l5eYwxfvkegMYyZ84cxpj2y/eMMdbU1MQCAwPZSy+9ZHBsqampqriGDRvGCgoK1NqnT5/OoqOj1dZpi9Xf31/V3tbxrFixQrVNXl6e1m2mT5+uM96PP2YMYOzSJX75vl4qZY2bNhl8/PdLyPeW6hERYiWqq4GrV4F+/Rrx2cdHMH7KFDS9+y5sWg30mwrVIyKkE3J25nOkSSTNd1UzCzk1o0REiBU5cAB47jmJRT1nBlAiIsSq1NQABw9KUF9ex1dQj4gQYmojRwJNTRKcP+/OV1CPiBBiaoGBQLduDN//7AUmkfDr+haAEhEhVkQiASIigO+u9kZ9ly7C56gWCSUiQqxMcnITEvvtR52Li9ih6I3urCbEykRGAtek/4d6FxfI2t/cLFAiIsQKvX8xBl62ZZghdiB6okREiBU6UT4CNlJbi0lENEZEiBV62O5zfFM5GA0NYkeiH0pEhFihUY0nUN3ghKIisSPRDyUiQqwNY4i4exqOdrXIz++4ipLGRImIEGtTXQ1p4x945eFPER5u9sU1AFAiIsT63LwJAJgc/R2iokSORU+UiAixNrduAQCqHN2xZ48EFy+KHI8eDEpEQqfiLSgoQGhoKBwdHdG3b1/s2LHDoGAJIXq41yNqdO2ChQslWL1a5Hj0IDgRCZ2Kt7S0FLGxsYiKikJRURFef/11JCYmIjMz876DJ4Rokpw/DwBgXZ2xaRPD3r1AVpbIQbVHaB1aoVPxJicns6CgILV1c+bMYeHh4Xp/JtWsJkQPTU2MbdjAmmxs2PXwcJb98cesvr6BxcUx1qMHY7/+atpwhHxvBd1ZrZyKd/HixWrrdU3Fe+bMGY2pe8eNG4f09HTU19erTQusVFtbi9raWtXvlZWV/IdHH+VzpxBCNN25A3z/Pdhrr6EwPByQSCCRADt3AoMGAWfOAHFxwKZNwIcfqu86dSqQlAT88AMwc6Z6m6srcPw4//nJJwG5XL1982b+fFt6OnBvtm8AEHQzpaBvtSFT8ZaVlWndvqGhAeXl5fDy8tLYZ926dVi5cqXmmwUHAw4OQkImpHNZswZswgQgJ0e1qmdPIDsbUH7VvLyABx5Q383bm7/KZJptLaecCwzULHGkfMi/Z0/1fevqgLNn9QvboO6F0Kl4tW2vbb3SkiVLkJSUpPq9srISfn5+wLZtPD0TQtrW2KixKjy8+eenn+aLNn37qvdqWluzpu22iRP5olRZCbSY8k0nQYnIkKl4PT09tW5vZ2eHbm2UsZRKpZBKpUJCI4RYMEGJyJCpeCMiInD06FG1dcePH0dYWJjW8SFtlD0o1VgRIaRNjY2NqKmpAcC/M7YiVWlUfl+ZPlMnCh0JP3jwILO3t2fp6emspKSELViwgHXp0oVdvnyZMcbY4sWL2bRp01Tb//zzz8zJyYm9+uqrrKSkhKWnpzN7e3v20Ucf6f2Zcrlc68yXtNBCi/kvcrm83e+44DGi+Ph43Lx5E6tWrYJCocCgQYOQk5MDf39/AIBCoVC7p6hPnz7IycnBq6++itTUVHh7eyMlJQWTJ0/W+zO9vb0hl8vh4uKicyzKnCnHueRyudXOVmvtx0jHJwxjDFVVVfBWjoTrYBFTTluDzjBttrUfIx2f8dCzZoQQ0VEiIoSIjhKRiUilUqxYscKqb0uw9mOk4zMeGiMihIiOekSEENFRIiKEiI4SESFEdJSICCGio0RECBEdJaIOJKSW94wZMyCRSDSW4OBgE0YsjNBa5R988AGGDBkCJycneHl54fnnn8fNe/WUzZXQY0xNTcWAAQMgk8kQGBiI9/WteyGCU6dOYeLEifD29oZEIsGRI0fa3cdk9eYFPfFK2qR8GHjXrl2spKSEzZ8/n3Xp0oX98ssvWre/ffs2UygUqkUulzMPDw+2YsUK0wauJ6HHd/r0aWZjY8O2bt3Kfv75Z3b69GkWHBzMJk2aZOLI9Sf0GNPS0piLiws7ePAg++mnn9iBAweYs7Mzy87ONnHk+snJyWFLly5lmZmZDADLysrSub3ygfX58+ezkpIStmvXLsEPrOuLElEHEVrLu7WsrCwmkUhUVQzMjdDj27BhA+vbt6/aupSUFObr62u0GO+X0GOMiIhgCxcuVFs3f/58NnLkSKPF2FH0SUQdUW9eX3Rq1gGUtbxb1+bWVcu7tfT0dIwZM0ZVxcCcGHJ8kZGRuHr1KnJycsAYw6+//oqPPvoI48ePN0XIghlyjLW1tXB0dFRbJ5PJ8M0336C+vt5osZpKW/XmCwsLO/z4KBF1AENqebekUCjw6aefYtasWcYK8b4YcnyRkZH44IMPEB8fDwcHB3h6esLd3R3btm0zRciCGXKM48aNw+7du3H27FkwxlBYWIiMjAzU19ejvLzcFGEbVXv15jsSJaIOJLSWt9KePXvg7u6OSZMmGSmyjiHk+EpKSpCYmIjly5fj7NmzOHbsGEpLS5GQkGCKUA0m5BiXLVuGmJgYhIeHw97eHnFxcZgxYwYAiFYVsaMJrTdvKEpEHcCQWt5KjDFkZGRg2rRpcDDTGUoMOb5169Zh5MiRWLRoEQYPHoxx48YhLS0NGRkZUCgUpghbEEOOUSaTISMjAzU1Nbh8+TKuXLmCgIAAuLi4oHv37qYI26gMqTdvKEpEHaBlLe+WcnNzERkZqXPfgoICXLp0CTNbTyZlRgw5vpqaGtjYqP/zUvYSmBk+Z30/f4f29vbw9fWFra0tDh48iAkTJmgcuyWKiIjQ+PMQWm9ebx0+/N1JCa3lrfTss8+yESNGmDpcwYQe37vvvsvs7OxYWloa++mnn9jnn3/OwsLC2PDhw8U6hHYJPcbz58+zvXv3sgsXLrCvv/6axcfHMw8PD1ZaWirSEehWVVXFioqKWFFREQPANm/ezIqKilS3Jxij3ry+KBF1oNTUVObv788cHBzYsGHDWEFBgapt+vTpLDo6Wm3727dvM5lMxnbu3GniSA0j9PhSUlLYwIEDmUwmY15eXuyZZ55hV69eNXHUwgg5xpKSEjZ06FAmk8mYq6sri4uLYz/++KMIUesnLy9Pa3H76dOnM8a0/x3m5+ezkJAQ5uDgwAICAtj27duNEhvVIyKEiM7yT2QJIRaPEhEhRHSUiAghoqNERAgRHSUiQojoKBERQkRHiYgQIjpKRIQQ0VEiIoSIjhIRIUR0lIgIIaL7fwOP5lcprzRLAAAAAElFTkSuQmCC", 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", 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" ] @@ -2146,7 +2154,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 197, "id": "3e0f0a08-205f-4621-a366-9f80b88ed5ce", "metadata": {}, "outputs": [ @@ -2187,7 +2195,7 @@ " )" ] }, - "execution_count": 122, + "execution_count": 197, "metadata": {}, "output_type": "execute_result" }, @@ -2233,7 +2241,7 @@ }, { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -2257,7 +2265,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 198, "id": "72805716-cee3-4a1b-94c8-d810756b8c18", "metadata": {}, "outputs": [ @@ -2295,7 +2303,7 @@ "(
, )" ] }, - "execution_count": 123, + "execution_count": 198, "metadata": {}, "output_type": "execute_result" }, @@ -2357,7 +2365,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 199, "id": "165344df-8bb0-4ed9-8aa8-c99499a39b81", "metadata": {}, "outputs": [ @@ -2390,7 +2398,7 @@ " )" ] }, - "execution_count": 124, + "execution_count": 199, "metadata": {}, "output_type": "execute_result" }, @@ -2406,7 +2414,7 @@ }, { "data": { - "image/png": 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", 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5cnrhhRfU5gkPD6cJEya0GU/Pnj1pdwvJ4exZIhsbourqpmkNDQ30dXKykFC++qrN9eqqo+ct3/Iwvfjtt99w4sQJLF++HLYtXJY7OjrqtN76+nrEx8cDAGTNmkDOnDkDOzu7Nl+ffPIJAKCurg5ZWVmYMmWK2rqnTJmC//73v61u+/vvv9dYJjAwEBcuXEB9fT0AYMKECcjKysL58+cBAPn5+UhLS8PUqVNbXKdCoUBycjIqKysREBCgUT54sDB8cWam+nRlf7LErTzsSXDt2jUQEby9vdud94MPPsBf/vIXtWnHjh3D5MmTVb+PGzcOZmZmqK6uRmNjIzw9PTF79mxVub+/P3JyctrcTq9evQAAd+7cgUKhQL9+/dTK+/Xrh7LWakAh1Ae1tExDQwPu3LkDFxcXvPHGG7h9+zYmTJgAIkJDQwOWLVuGiIgIteUuXbqEgIAA1NTUwM7ODqmpqfDx8dHYppMTMH26ZizGMIQGwAmF6Qk96rpY0oGv0b7//vuYP3++2rT+/fur/Z6SkgJvb2/k5eUhLCwMO3fuVCUIALC2tsbgwYO1ivHx2Iio3XhbWqb59NOnT2PDhg2IjY3Fs88+i2vXriE0NBQuLi6IiopSLefl5YWcnBzcv38fhw8fxrx585CRkaGRVCQSYWynx5kbQ4/34ITC9GTIkCGQSCS4cuUKZrTzQEWfPn3aTQbu7u4YMmQIhgwZAjs7O8ycORNyuRxOTk4AhFueoKCgNtcRGRmJyMhI9OnTB1KpVONq5NatWxpXIM05Ozu3uIy5uTl6P+oxKSoqCiEhIVj8aKyPZ555BpWVlXjnnXewdu1amJkJtQ4WFhaqz+zv748ffvgBMTEx2NXKYNhFRcCaNU2dZRvFEBrghML0pFevXggMDMSOHTuwcuVKjXqU+/fv61yPMmnSJAwfPhwbNmxATEwMAO1ueSwsLODn54f09HS8+uqrqvL09HRMb+n+4pGAgACN5uqTJ0/C399fVZ9TVVWlShpKUqkUJDSItLpuIkJtO185PnpUeDB21y7jSSjcysP0Jj8/n5ydncnHx4cOHTpEeXl5JJfLKSYmRtVa0lqzsfLvpaVWHiKh6dXS0pJKSkp0ik3ZbLxnzx6Sy+UUFhZGtra2VFhYqJonIiKCQkJC1D6PjY0NrVq1iuRyOe3Zs0ej2XjdunVkb29PBw4coPz8fDp58iQNGjSIZs+erZpnzZo1lJmZSQUFBfTjjz9SZGQkmZmZ0cmTJ9uM+bPPiCQSonv3GuhcdDQRQA3FxTp9/vZwszEzSjdv3qTly5eTh4cHWVhYUP/+/WnatGl06tQpIhISCgCN15IlS4io9YTS2NhIXl5etGzZMp1j27Fjhyqu0aNHU0ZGhlr5vHnzaNKkSWrTTp8+Tb6+vmRhYUGenp4UFxenVl5fX08ffvghDRo0iKysrMjd3Z3effddVTM5EdHChQtV2+3bty/97ne/azeZEBFlZwvjemVkNNAPq1cLCeXuXV0/fpt4oC/Gurm6OqH+5NNPGzExPxy+MTFQVFdDamUl+rZ4oC/GujkLC+DECeD11wnS2lo0SqUGHeQL4EpZxkzaCy8IXxq8V1sLhZWVwa8QDL19xlgnXLwILF4sgaKqAQpLS0OHwwmFMVNWUQHs3WuGwjt9obCwMHQ4nFAYM2UjRwISCeHqHXc0dEFlrLY4oTBmwuzthS8MXvnNg295GGOdN2oU4cqDgUaRULiVhzET99ZbhLwLRzmhMMY6LygIeNbhEOqsDP+gKCcUxkwcEZB25zk4WdbC2cCxcEJhzMRJJMC224tgXdOIKe3P3qV0qpTVpXdwxljXWWG7E/931xc//mjYOLROKCkpKQgLC8PatWuRnZ2NiRMnIigoCEVFRV0RH2OsA16TpMLF5g5iYtrvEa8raZ1QNm/ejEWLFmHx4sUYOnQotm7dCnd3d8TFxXVFfIyxDrCqfYg5Pt/iq68kKC01XBxa1aEoewd/vIPdtnoHr62tVet5qry8XHjzxRcGH4eVse5A0tgI85oazBh+Dk6zZ8HOToLjx4H8fPX5AgKA0aOF6Y+PI9arF/Dmm8L7L74QBmZvrp3eNFW0Sii69A6+ceNGrF+/XrMgMlKoTWKMdYoEgMLcHGaDeiM8nCCVAnv3anZmvWGDkFAuXwbCw9XLhg1rSigREUBlpXr5qFEdi0WnVh5tegdfs2YNwptFX15eDnd3d+DOHYA7WGKs0xoVChxPS1OblpLS+vzTpgFtdVf722+a05Q3Fu3RKqHo0ju4paUlLJs9wafsIK68oxEyxtqkUChQVVUFQDivpFKp6NtQnq/tdfCoVULRtXfw5ioqKgAIwyAwxkxLRUUFevTo0Wq51rc84eHhCAkJgb+/PwICAvDFF1+gqKgIS5cu7dDyrq6uKC4uhr29fYcGfepOlLd7xcXF3J9uB/E+043Y+42IUFFRAVdX1zbn0zqhBAcH4+7du/joo49QWlqK4cOHIy0tDR4eHh1a3szMDG5ubtputltxcHDgk0NLvM90I+Z+a+vKREnvvd4/ybjHf+3xPtONofYb94fCGBMNJxQ9srS0xLp169RavVjbeJ/pxlD7jW95GGOi4SsUxphoOKEwxkTDCYUxJhpOKIwx0XBCEZG2PdklJSVh5MiRsLGxgYuLCxYsWIC7d+/qKVrjoe1+27FjB4YOHQpra2t4eXnhyy+/1FOkxiEzMxOvvPIKXF1dIZFI8K/Hv1bcgoyMDPj5+cHKygoDBw7Ezp07uyY4YqJITk4mmUxG8fHxJJfLKTQ0lGxtbenGjRstzn/mzBkyMzOjmJgYys/PpzNnztCwYcNoxowZeo7csLTdb7GxsWRvb0/Jycl0/fp1OnDgANnZ2dGRI0f0HLnhpKWl0dq1a+nw4cMEgFJTU9ucPz8/n2xsbCg0NJTkcjnFx8eTTCajQ4cOiR4bJxSRjBkzhpYuXao2zdvbmyIiIlqcf9OmTTRw4EC1adu2bSM3N7cui9EYabvfAgIC6M9//rPatNDQUBo/fnyXxWjMOpJQVq9eTd7e3mrTlixZQmPHjhU9Hr7lEYGyJ7spU9T7HG+rJ7tx48ahpKQEaWlpICL8+uuvOHToEKZOnaqPkI2CLvuttrYWVo+N4WttbY3z58+j/vFuxhgA4Pvvv9fYx4GBgbhw4YLo+4wTigh06clu3LhxSEpKQnBwMCwsLODs7AxHR0ds375dHyEbBV32W2BgIHbv3o2srCwQES5cuICEhATU19fjzp07+gjb5JSVlbW4jxsaGkTfZ5xQRKRNT3ZyuRwrV65EdHQ0srKycOLECRQUFHS4G4juRJv9FhUVhaCgIIwdOxYymQzTp0/H/PnzAaBLOhbqLlraxy1N7yxOKCLQpSe7jRs3Yvz48Xj//fcxYsQIBAYGIjY2FgkJCSg1ZLfleqTLfrO2tkZCQgKqqqpQWFiIoqIieHp6wt7eHn369NFH2CbH2dm5xX1sbm6O3r17i7otTigiaN6TXXPp6ekYN25ci8tUVVXBzEx99yv/w9IT8vUqXfabkkwmg5ubG6RSKZKTk/Hyyy9r7E8mCAgI0NjHJ0+ehL+/P2QymbgbE72a9wmlbP7cs2cPyeVyCgsLI1tbWyosLCQiooiICAoJCVHNn5iYSObm5hQbG0vXr1+ns2fPkr+/P40ZM8ZQH8EgtN1vubm5tG/fPsrLy6P//e9/FBwcTL169aKCggIDfQL9q6iooOzsbMrOziYAtHnzZsrOzlY1tT++z5TNxqtWrSK5XE579uzhZmNTsGPHDvLw8CALCwsaPXo0ZWRkqMrmzZtHkyZNUpt/27Zt5OPjQ9bW1uTi4kJz5syhkpISPUdteNrsN7lcTqNGjSJra2tycHCg6dOn09WrVw0QteGcOnWKAGi85s2bR0Qt/62dPn2afH19ycLCgjw9PSkuLq5LYuPuCxhjouGbTsaYaDihMMZEwwmFMSYaTiiMMdFwQmGMiYYTCmNMNJxQGGOi4YTCGBMNJxTGmGg4oTDGRMMJhTEmGk4ojDHR/D9g4MngUC2u4QAAAABJRU5ErkJggg==", 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", 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" ] @@ -2450,7 +2458,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 200, "id": "10bf6e6d-598c-4e4d-942d-e7db92986c95", "metadata": {}, "outputs": [ @@ -2476,7 +2484,7 @@ " )" ] }, - "execution_count": 125, + "execution_count": 200, "metadata": {}, "output_type": "execute_result" }, @@ -2492,7 +2500,7 @@ }, { "data": { - "image/png": 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GozFNq66uJgC0du3aDsc2cuRImj17NhERVVYSrV9PFBcXTwsXLrS6zDvvvEPx8fGSaa+//jolJSWZXk+dOpXGjx8vmSc1NZUyMjIsvrdRfHzb792SWSK6d49IoSDasMGm5T2FPb9b7id2UTdu3MC+ffvw5ptvIiAgwKy9e/fuHVpvfX09cnJyAABKpdI0/fDhwwgMDGzzkZWVBcB8aPPgYFHiOTq67aHNjx8/bjYcempqKoqLi1FfX9/mPMb1Psyw6lZptaL0JB+otoqvrO6ifvjhBxAR4uPj253397//Pf7whz9Ipn311Vd4+umnTa9HjRoFb29v3Lt3D01NTYiJicHUqVNN7YmJiSgpKWnzfXr06AHAfGhzX18x0sfevWG4fNl6CceKigqLw6E3NDSgqqoKERERVucxDhrakWHV23XmjLitY/Dgji3fBXAi6qLowR2l1oYKb+ntt9/GzJkzJdP69Okjeb1z507Ex8fj/PnzmDt3LjZs2GBKLADg7++P2NhYu2JsGduAAUD37oS6urbjtTQceuvptgyZbs+w6u06fVpcyBgY2LHluwBORF1UXFwcvLy8UFpaismTJ7c5b2hoaLtJJCoqCnFxcYiLi0NgYCCmTJkCrVaL3r17AxC7ZmlpaW2uY/HixVi8eLHVoc2Vymvo1i0MjY2WB8EIDw+3OBy6j48Pevbs2eY8xh6Qo4ZVlzCeMWNW8TGiLqpHjx5ITU1FdnY2ampqzNpv3brV4XWPGTMGgwcPxl/+8hfTNOOuWVsP42jB1oY2P3OmCC++OMrqSDzJyclmyxQWFiIxMdF0vMraPMYh0x01rLoJkegR8fGhtjn3uLlj8Fkz57h48SKFh4dTQkIC7d69m86fP09arZbWrFljOvtk7fS98f/C0lkzIqL8/HxSqVT0448/dig24yn0TZs2kVarpblz51JAQABdunSJjCf5Fi5cSNOnT5d8nm7dutG8efNIq9XSpk2bzE7fHz16lBQKBS1fvpxKS0tp+fLlVk/fW3pvW0jOml2+TAQQ5eV1aDu4Mz59z2x29epVevPNNyk6Opp8fX2pT58+9Pzzz9P+/fuJSCQiAGaP119/nYisJ6KmpiZSq9X024e4diY7O9sU17Bhw+jgwYP07bdES5cS3b1LNGPGDBozZoxkmQMHDtDQoUPJ19eXYmJiaP369Wbr3bVrF6nValIqlRQfH0+5ubk2vbetJIkoL08korIyOz+9+7Pnd8tDTjO3cucOsHKlOIs2dKjc0VjWcsjp544cgfe2bcDVq12uIBoPOc08VmCgGJ+wuBiorpY7mvZ5HT8OjB7d5ZKQvTgRMbeTkiLuyM/Obi4ne+IEUFbmWnWuvRoaxKiRHllu0rH49D1zO7GxQGYmUF4u7s4Hmqs59usHPPMMEBMja4gAgOCyMnjdv8+JyAbcI2Juyc8PePTR5tdvvw28/DLQ0ABs3QqcOydbaCY9SktBKpXrHsxyIdwjYh7By0skprg44IsvRDFEuT1y9iyQmNjcbWNWdahHZG+tFltqxDDmCF5ewEsvNe8NyXnMqMfZs6DkZPkCcCN2J6KdO3di7ty5WLJkCTQaDVJSUpCWloby8nKL85eVlSE9PR0pKSnQaDRYvHgx5syZg9zc3IcOnjFLjLXHVq8GRo4Efvih82Pwr6yEf1UViI8P2cbei5TsrdViS42Y9vAFjawjNBqi2Fii4GCijRuJ/ve/znnfhoYGKl6wgAighqtXO+dNXZA9v1u7jhEZa7UsXLhQMr2tWi3W6r9s2rQJ9fX1kpo1RrW1tahtMcxntfGCkWeeAXz4sBazzRMAToV0w6wbizBr1rOYNQvQPpaBgf6X8PvyN3GwWnoQ+a3wXfhl6L+w3zAMi3RvSNpi/X7E9tj3AABjtOtQ2+Qrad8e+x5i/X7Esiuv4P9uPoWm2mkgZQa8J4dj+nTgd78DSkqAB7fTmYSGAl99Jf49eTLQutLIJ58AI0YAGzaIg/AtPfcc8O67wKVLQEaGtE2hAI4eFf+eORM4e1ba/qc/Ac8+C+zcCXz8sbRt9Ghx0ajBAKSmwkxhoagRNW8ecPy4tG3+fGDqVOBf/wKWLDFf1hq7ftUdqdViS42Y1pYtW4b333/ffGWDBoniNIzZKBjAjqFfYGVNIQ5VPAr1gGDAawiiFd4Ycl06PEho/0eAvkMQXBWBISRt6xtQBwwZAgAYXG1AXZP0zlu/hAFAwCPo4+eHwfobqKmpwb2ePRE6hBAeLi5mDAgwrcIkJKT532o10KuXtN1YOSQszHzZvn3Fs0pl3tbyxuDYWKD133vj+/bsab6s8dIHhcK8reW6Y2LEle4thYaK5+7dxc/11Cnz5S2yp6t15coVAkDHjh2TTP/zn/9sqnHcWlxcHGVlZUmmHTlyhACQXq+3uMz9+/fJYDCYHjqdjnfNmNuwWLO6C3LarllHarXYUiOmNZVKBRWf8mSsy7ArEbWs1fLCCy+YphcVFWHSpEkWl0lOTjYbWqZ1jZj20INzsNXucHMR6/IaGxtx9+5dAOI7q7BWQMnDGX+vZMs1FPZ2t9qr1dKRGjHtMe6a8YMf/HC/h06nc+yuGQBMmzYN169fx9KlS6HX6zF48GAUFBQg+sEIlnq9XnJNUf/+/VFQUIB58+YhOzsbkZGRWLt2LaZMmWLze0ZGRkKn0yEoKKjjdYOdpLq6GlFRUdDpdFyixIl4Ozufo7cxEeH27duIjIxsd163qEfkyrhWUufg7ex8cm5jvumVMSY7TkSMMdlxInpIKpUKf/zjH/lyAyfj7ex8cm5jPkbEGJMd94gYY7LjRMQYkx0nIsaY7DgRMcZkx4mIMSY7TkQW2FuTOzs7GwMHDoS/vz/UajW2bdtmNk9ubi4SEhKgUqmQkJCAvLw8Z4XvFhy9jbdu3QovLy+zx/379535MVzWoUOHMHHiRERGRsLLywtffvllu8vYUlvead9ju+547QKMN/Xm5OSQVqulzMxMCggIoMuXL1ucf926dRQUFEQ7duygCxcu0Oeff06BgYGUn59vmufYsWOkUCgoKyuLSktLKSsri3x8fOjEiROd9bFcijO28ZYtWyg4OJj0er3k0VUVFBTQkiVLKDc3lwBQXl5em/Mbb07PzMwkrVZLOTk5ZjenO/N7zImoFXtrcicnJ9OCBQsk0zIzM2n06NGm11OnTqXx48dL5klNTaWMjAwHRe1enLGNt2zZQiEhIQ6P1RPYkohsqS3vzO8x75q1YKzJ3brGdls1uWtra+Hn5yeZ5u/vj6+//hr19fUArNfttrZOT+asbQwAd+7cQXR0NPr27YsJEyZAo9E4/gN4KGvf0eLi4k75HnMiaqEjNblTU1Px6aef4tSpUyAiFBcXY/Pmzaivr0dVVRUA63W7ra3TkzlrG8fHx2Pr1q3Iz8/H559/Dj8/P4wePRrff/+90z+TJ2ivtnxb8zjie8xDYljQuuYREVmtg/Tuu++ioqICSUlJICKEhYVh5syZ+PDDDyWV+exZZ1fg6G2clJSEpKQk0zKjR4/GsGHD8Mknn2Dt2rXO+yAexNL/Sevpzvoec4+ohY7U5Pb398fmzZtx9+5dXLp0CeXl5YiJiUFQUBBCHwxpYK1ut7V1ejJnbePWvL29MWLECO4R2ciW2vLO/B5zImqhZU3uloqKijCqnRE7lUol+vbtC4VCgR07dmDChAnwfjDkaHJystk6CwsL212nJ3LWNm6NiFBSUmJxuCpmztp3tGVtead+jx/6cLeHsbcm97lz5+hvf/sbnT9/nk6ePEnTpk2jHj16UFlZmWmeo0ePkkKhoOXLl1NpaSktX76cT987eBu/9957tG/fPrpw4QJpNBp69dVXycfHh06ePNnZH88l3L59mzQaDWk0GgJAq1atIo1GY7pEoiO15Z35PeZEZEF2djZFR0eTr68vDRs2jA4ePGhqmzFjBo0ZM8b0WqvV0hNPPEH+/v4UHBxMkyZNorNnz5qtc9euXaRWq0mpVFJ8fDzl5uZ2xkdxWY7exnPnzqV+/fqRr68v9erVi8aNG2c2/l5Xsn//fouF7GfMmEFE5tuYiOjAgQM0dOhQ8vX1pZiYGFq/fr3Zep31PeZ6RIwx2fExIsaY7DgRMcZkx4mIMSY7TkSMMdlxImKMyY4TEWNMdpyIGGOy40TEGJMdJyLGmOw4ETHGZMeJiDEmu/8HHOku7+l6TpoAAAAASUVORK5CYII=", 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", 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" ] @@ -2514,7 +2522,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 201, "id": "000d8897-a36d-4000-a86c-291d5ac6c34c", "metadata": {}, "outputs": [ @@ -2539,7 +2547,7 @@ " )" ] }, - "execution_count": 126, + "execution_count": 201, "metadata": {}, "output_type": "execute_result" }, @@ -2555,7 +2563,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -2574,7 +2582,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 202, "id": "a91c74ef-31c5-415d-a868-c5d64e095848", "metadata": {}, "outputs": [ @@ -2599,7 +2607,7 @@ " )" ] }, - "execution_count": 127, + "execution_count": 202, "metadata": {}, "output_type": "execute_result" }, @@ -2615,7 +2623,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -2634,7 +2642,7 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 203, "id": "9c393d8d-9733-4001-9cee-8fef171e8d40", "metadata": {}, "outputs": [ @@ -2659,7 +2667,7 @@ " )" ] }, - "execution_count": 128, + "execution_count": 203, "metadata": {}, "output_type": "execute_result" }, @@ -2675,7 +2683,7 @@ }, { "data": { - "image/png": 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", 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" ] @@ -2694,7 +2702,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 204, "id": "49058b85-96bc-469a-b3d5-fe98f28b132f", "metadata": {}, "outputs": [ @@ -2719,7 +2727,7 @@ " )" ] }, - "execution_count": 129, + "execution_count": 204, "metadata": {}, "output_type": "execute_result" }, @@ -2735,7 +2743,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -2757,7 +2765,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 205, "id": "9fd2e923-894d-452b-bcb6-f1a5d9b394b0", "metadata": {}, "outputs": [ @@ -2782,7 +2790,7 @@ " )" ] }, - "execution_count": 130, + "execution_count": 205, "metadata": {}, "output_type": "execute_result" }, @@ -2798,7 +2806,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -2818,7 +2826,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 206, "id": "15971dbc-25bb-4ea7-9e77-417a4e56ce8e", "metadata": {}, "outputs": [ @@ -2851,7 +2859,7 @@ " )" ] }, - "execution_count": 131, + "execution_count": 206, "metadata": {}, "output_type": "execute_result" }, @@ -2867,7 +2875,7 @@ }, { "data": { - "image/png": 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", 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2bIwbN06S1q7SGrbt27fDy8sLFy9eRFhYGNavXy9pZTRq1Ah/+tOfDLKtDDkTKyUlJRg1ahQWLVqEp59+2qDyly9fjm3btiE1NRX29vYAgOzsbISGhmL//v3aNOYJmLqfaAx4jMhE3LhBNGoU0aBBVNq1Kz1ycqJvtm6l4uJiKi5+8uV37twhlUpFUVFR1earyRhRamoqtWzZkn777TdtWnp6OjVp0qTaY8mSJUREVFBQQGq1mnbu3Cm514wZM6hfv3567bh79y4BILVarT1UKpU27cCBA5L8K1asICcnJzpx4oQkPTExUaccAKRSqUitVlOxIV+uBSDnd8uhYhsy06YBhw+LLT86d8apkSNR1LQpFixQ4coVsS9adfGuW7RogQEDBiA6OhozZszQGSe6d+9ejceJAgIC0L17dyxZsgRr1qwBIK9rZmtrCx8fH6SkpGDo0KHa8ykpKXjtNf0tPkdHR/z000+StJiYGBw8eBDx8fHw8PDQpq9YsQIffvgh9u3bh969e0uuCQwM1Cln/Pjx8PLywty5c6tdVdBgqQNhrDXcIjIBu3eL2bEvvyQiMfOTlJRESUlJFB9fTFZWRFOnEpWWVl/MlStXqG3bttS1a1eKj4+nixcvUmZmJq1Zs4a8vLyISLSIFi9eTBqNRnKUPU99LSIioqSkJLKzs6Nff/21RlWMi4sjGxsbio2NpczMTAoLC6MmTZrQtWvXtHnCw8Np9OjRVZahb9bso48+IltbW4qPj5fUJz8/v8pyeNaseliIGiL5+URubkTBwVqlqShExcXF9NlnQqfi4p5c3M2bN2natGnk7u5Otra21K5dO3r11Vfp0KFDRCSECIDOMWnSJCKqWohKS0vJ09NTx11EDtHR0Vq7evXqRWlpaZLzY8eOpYCAgCqv1ydEVdUnMjKyynJYiKpHRWRQdBpFycvLg5OTE3Jzc9nL2hjMmye2BDp7VszdQwzUJicnAwBCQkKgVqvxwgtAs2bA118raCtTb5Hzu+UxoobGw4fAunXA229rRagqpkwBMjPFEhDeuIMxJSxEDY24OLFP2ZQpT8z6t7/VgT0MAw4V27AgAqKjgeDgJ7aGyrhxQ2gXw5gSFqKGxIkTwOnTQBXOqPr45hvRMrp/34R2MQ0eFqKGxLp1Yg2ZjI0SX39d+BKdPWs6sxiGhaihsGcPsG0bMGlS9V6KlWjRQoSUHT8eKCgwoX1Mg4aFyNIhAqKiREzYAQOASjGADGHJErHrx8KFxjePYQCeNbN8Fi8WChIZCbz/PmAl/3/PM88AmzYBPj7GN49hABYiy+b8edGcmT+/1s2ZN98UryUl4rC1rb15DFMGd80sFSLhK9ShgxAiI1BYCHTvLnaiZhhjwkJkqfzrX2K31pgYoFEjoxRpayu6Zx9/rGcLIoapBSxElsjOncJX6I03gEqhUmvL7NnA9evAjh1GLZZp4LAQWRKlpWJAetgwsU/QZ58Z/RY9eghtW7FC9P4YxhiwEFkS0dHABx+I6frt2wE9Ae2NwezZQF4eUE3oZ4aRBc+aWQo3bohB6SlTgIgIk94qMBC4cEGWXyTDVAu3iCyFsDCgcWPRGjIxKpUQoUuXeAaNMQ7cIqpv5OWJSGWlpeVp2dlAfDywdauIZFZHJCYC4eFAt24i7DXD1BQWovoEETB8OLBvn+65118Xs2R1yDvvALt3A+PGAefOARX2QmQYWXDXrD7x5ZdChHbtAh49kh7x8XUeRlGtBtavBy5f5phFTO1gIaov3LsnxoFefx147TXAzk56KBTL9X/+R3gKfPqpIrdnLATumpkzv/8ObNki1lYcPSqikz3e48ucWL0acHBQ2gqmPsNCZK6cPg0MGQLcvg04OopV8//8J9C+vdKW6dC5s3gtKBCNM4aRCwuRuVDW2rl3T/yiN24UK0yPHjVL8anM+fOAv7+Y0HvuOaWtYeobLETmwOXLovVz+TLg5ibSxo4Ve48ZacGqqencGXB1BSZOFKGxuWXEyIGFqC45d050r4qKytOIgIQEoGVL4ORJoGtX5eyrBWo18MUXwLPPihhsy5YpbRFTn2Ahqit27wZGjxbjPa6u0nMDB4pppzp0RjQFPXqIgJDz5gGDBrGTI2M4LESmprQU+PBD0UwYOhT4/HOLnmKaPVv0MJ2cxOfTp4GePWsUoZZpQNTozyMmJgYeHh6wt7eHj48PDh8+XG3+tLQ0+Pj4wN7eHp06dcL69etrZGy9Iz9fhOSIjBRNhfh4ixYhQHTRNm4U/kWPHgEBAaJ1dOuW0pYx5oxsIdq+fTvCwsIwf/58ZGRkwN/fH8HBwcjKytKb/+rVqwgJCYG/vz8yMjIwb948zJgxAwkJCbU23izZvFnsljFggOirHDgAJCUBCxY0uGaBvb0IoHbqlAjA//nnvFEjUwUkkz59+tDkyZMlaV5eXhQeHq43/5w5c8jLy0uSNmnSJPL19TX4nrm5uQSAcnNz5ZpbdxQUEE2aRAQQ9e9P9Je/EI0eTXTunNKWGURxcTElJSVRUlISFRcXG7VsjYZo8GDx1YwfL9IKC4mMfBvGzJDzu5U1RlRYWIhTp04hPDxckh4UFISjR4/qvebYsWMIqhSudMCAAYiNjUVRURFs9KyULCgoQEGF3fzy8vLEmz//GbA202Gt338Hfv1V9Eveektpa8yKtm1Fo/DatfJY19u2AXPnAu7u5fleeAFYuVK4UunbjPbbb4GmTcVKl++/l5575x3gr38F9u7V3bCkWzcgNla89/XVLXfHDuE1sXChuL4iEyYIl4Tjx4HQUOm5du3EhCcABAcDd+9Kz2/YIFqCa9aI+lbk9deBOXNEXKexY6XnGjcGDh4U70eNAq5ckZ5fvhzo10/MUsbESM+99BKwdKnoCr/6qm5d09KEa8XUqWL8riIREWL1UFKSbjQZb2+xUXBRkfAXq8zu3YCzswiJdeCASJMT11zWr/r27dsoKSmBs7OzJN3Z2Rk5VYTry8nJ0Zu/uLgYt2/fhouLi841S5cuxaJFi3QL69bNfPexsbIC/v539uarho4dy9/7+IhJxIo/3jJRUqvFGFNlynq2HTsCDx5Iz7VsKV6bNdO91sOj/L2+csv+pNzcdM+3aSNemzbVPde6dfn7Ll3EkGBFGjcWry4uute2aydeGzXSPVfRB6tzZ91Am46O5fevfG2HDuLVxqb677BTJ6kXCQA0by5eW7TQvbZTJ/GqUukvt6w90aFD+fnCQtEtNwg5Ta0bN24QADp69Kgk/cMPPyRPT0+913Tu3JmioqIkad999x0BII1Go/eaR48eUW5urvbIzs42/65ZPceUXTOmYWKyrlmrVq2gVqt1Wj+3bt3SafWU0bZtW735ra2t0bLs31gl7OzsYMeuuQzTYJAlRLa2tvDx8UFKSgqGDh2qTU9JScFrr72m9xo/Pz989dVXkrT9+/ejd+/eeseH9EGPt4vQjhUxRqekpAQPHz4EIL5nNQekZmpJ2e+VDNnuRW5zKy4ujmxsbCg2NpYyMzMpLCyMmjRpQteuXSMiovDwcBo9erQ2/5UrV6hx48Y0c+ZMyszMpNjYWLKxsaH4+HiD71nWNeODDz7q35GdnW3crhkAjBgxAnfu3MHixYuh0WjQvXt3JCcnw/3xSKNGo5H4FHl4eCA5ORkzZ85EdHQ0XF1dsXbtWgwbNszge7q6uiI7OxsODg5QKRQAzJjk5eXBzc0N2dnZcCwbebQQLLlugGXXz9h1IyLk5+fDtfKSJj2oiHibvLomLy8PTk5OyM3Ntcg/ZkutG2DZ9VOybg3L1ZdhGLOEhYhhGMVhIVIAOzs7REZGWqSLgiXXDbDs+ilZNx4jYhhGcbhFxDCM4rAQMQyjOCxEDMMoDgsRwzCKw0LEMIzisBAZATkxvHfu3ImXX34ZrVu3hqOjI/z8/LBv3z5Jni1btkClUukcjx49MnVV9CKnfqmpqXptP3/+vCRfQkICunbtCjs7O3Tt2hWJiYmmroZe5NRt3LhxeuvWrVs3bR5zeXbp6ekYPHgwXF1doVKpsGvXrideY0hseZM9N1krXhkdyhYBb9y4kTIzMyk0NJSaNGlC169f15s/NDSUPvroI/rhhx/o4sWLFBERQTY2NnT69Gltns2bN5OjoyNpNBrJoQRy63fo0CECQBcuXJDYXjHG0dGjR0mtVlNUVBSdO3eOoqKiyNramr7//vu6qhYRya/bvXv3JHXKzs6mFi1aUGRkpDaPuTy75ORkmj9/PiUkJBAASkxMrDZ/2eL00NBQyszMpI0bN+osTjflc2MhqiVyY3jro2vXrrRo0SLt582bN5OTk5OxTKwVcutXJkR3796tsszhw4fTK6+8IkkbMGAAvfHGG7W2Vw61fXaJiYmkUqm0kSeIzOvZlWGIEBkSW96Uz427ZrWgLIZ35Zjc1cXwrkxpaSny8/PRokULSfr9+/fh7u6O9u3bY9CgQcjIyDCa3YZSm/p5e3vDxcUFgYGBOHTokORcVXHMDf3OjIExnl1sbCz69++vjTxRhjk8O7lU9UxOnjyJoscxZU353FiIakFNYnhX5uOPP8aDBw8wfPhwbZqXlxe2bNmCpKQkbNu2Dfb29nj++edx6dIlo9r/JGpSPxcXF2zYsAEJCQnYuXMnPD09ERgYiPT0dG2equKYG/qdGYPaPjuNRoNvvvkGb1XaKMFcnp1cnhRbvro8xnhuZrolRv2icowkIjIobtK2bduwcOFC7N69G23KorQD8PX1hW+F7Saef/559OrVC59++inWrl1rPMMNRE79PD094enpqf3s5+eH7OxsrFy5Ev369atRmaakpnZs2bIFzZo1w5AhQyTp5vbs5KDvu6icbqrnxi2iWlCTGN5lbN++HRMmTMCXX36J/v37V5vXysoKzz77bJ3/V61N/Sri6+srsb2qOOZyyqwttakbEWHTpk0YPXo0bJ+wq4xSz04uhsSWN+VzYyGqBRVjeFckJSUFffv2rfK6bdu2Ydy4cdi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", 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" ] @@ -2909,7 +2917,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 207, "id": "b431b6fb-2acf-4d52-90ba-6ea754ee1d6c", "metadata": {}, "outputs": [ @@ -2985,7 +2993,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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", 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", 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j4tAzJITfGNjCE088Ydb7NjY2YufOnQAA5xazc548eRLu7u4dPlavXg3A/Gnnz549a7LP5MmTce7cOTQ+GtLf1jYTJ040zPLclSnvW6NL+zZm926pI7BNV65cAWMM4QoFMGJEh9u+//77+OCDD4yWHTlyBOPGjTP8PHr0aDg4OODhw4doampCUFAQXn75ZcP6mJgYFBcXd/g5fR7dhmLOtPMA7/9qax+tVos7d+7A19e3zW369++PBw8edOmz20LJyAZVVACffQYsX05F+8XCHk2io3ByAoYN63DbP/7xj3j99deNlg1oVetl7969CA8PR1lZGVJSUpCVlWVILgDg6uqKwYMHC4pRyLTzHe3Tenl723T1s1ujZGSDrl0D/vQnfql/8mSpo7ENoYMGQaFQoNTREdMeM421l5fXYxOJv78/QkNDERoaCnd3dyQmJqKkpAT9+/cHwE/T4uPjO3yPZcuWYdmyZWZPO+/j49PmPk5OTuj7aGR5W9vU1NTA3d3dcKxiTHkP0KV9m/T00/yetU2bpI7EdvS5dw+TBw3CtoIC1NbWmqz/+eefzX7vuLg4DBs2DKtWrTIs05+mdfTQz+Js7rTzsbGxJvsUFBQgJibG0H/V1jbHjh2D/6MZdMWa8h4AXdq3Vbt28StrJSVSRyJPgq+m7dnDrq1cyXx8fFhERATbv38/KysrYyUlJWzz5s2Gq1LtXdrX/+62dTWNMcby8vKYi4sLu3XrllnHo7+8np2dzUpKSlhKSgrr2bMnu3HjhmGbpUuXspkzZxp+1l/af+edd1hJSQnLzs42ubR/+vRp5ujoyNasWcNKS0vZmjVr2r2039FndwYlIxtVX8+Yjw9jy5dLHYk8CUpGajVjGRmM/fe/rKqqii1cuJAFBgYypVLJBgwYwJ5//nlWWFjIGOPJCIDJY968eYyx9pNRU1MTCwsLY/Pnzzf7mLZt22aIa8SIEayoqMhofVJSEouLizNadvz4cRYVFcWUSiULCgpi27dvN3nfffv2sbCwMObs7MzCw8PZ559/ztLT0w3JqDOf3Rk0vbUN27qVTwEfEsJHZo8eDfTsKXVU8iBoeusTJ4CTJ4ElS2hecQD19fXIzMxEWlqaqDWNqAPbhi1axJ8ZA95+m1dHPXAAMHdaebvEGHDhAr+CRonIoqgD2w4oFLxO9hdf8KQk/7awjFy9Cvz8M90U2w2oZWQnEhJ4rew33wSUSmDtWqDFgF/S0i+/AKdO8aHsFRVA//40J1Q3oGRkR+bOBerqgFWrgHffBQYOlDoiGSop4R1sdXW80L6zMzBmDI0e7QZ0mmZnFi3i030NHMjL8jyqfEEAoKAAiI3lCWjePJ69587l80ERizMrGQmtXdKZmimk+zwaPIvt24GJE4H/+z/qR8K2bfxcdswY4Pe/B8y88dUe1NfXIyMjA/Vi35EtdCyA0NolnamZ8jg0zsgydDrGVq3igyPtbTySfpzR4YMHmW7hQv6PkJLCWCfLidgzS30fBScjobVLOlMz5XEoGVnW2rX8u/jJJ1JH0n20Wi3L/8c/2I9RUazJ0ZGxrCypQ7Ialvo+CurA1tcuWbp0qdHyjmqXtFczJTs7G42NjUY1XPTq6+uNmoAajYa/mDCBT6NKRLWEAbe830Hd6krg039io2oG9t79jdE2v+37NZb47sGlh4F4/eqfjNa5Oz7EsSF8UNOMH/6MG/W+Rus/CtiKsR7fIqfmWXzy44tG657xPIdV/lmobuiDaWVrTWI7NXQenBQ6JF9/D8W1xtNILx/wN0ztfQqH7o1FZlWS0bronpewLXgd6pqUGFfyscn7HnpyCcaVn0O6ZimKQr+GIucJIIevW7gQmDkTKCoC3n/feL+QEGDPHv56wgR+4a2lXbv4eK61a/mYrpZefRVYvBj49lveJdVS797Al1/y1y+9BFRVGa/fsgUYORLYsQP49FPjdfHxQHo6v/A3fbrxOoUCOHuWv37jDd4/39KHHwJTpgD79plOkx4bC2zcCNy/z0/nW76nJQj6ZptTu6QzNVNay8zMREZGhumbDR3Kr0sTUSkAbP7VsUc/RcLXzQ2RrveMtvHzdQUGR8L1fh9E1huvc3VsBCIjAQCh9fXo9dB4vUe4H9C3Cf3LPRHpbLwuwMsRGBIJ57qeiPzFeB0APtjQoQkhTU3QaYzX9w7tB/hEoreqHyIdjNcFezIgMhIOOkdEakzf12nok6j2dUSDx0hE9vQw+oJ5eT2K28NwWM3/Dn7NryMiTAvZ9ejRvF3rffW/6j17mq7r1av5dViY6XRs+n4+b2/TffVXRZVK03Utj2vwYNMBr/qusb59TfcNCuLPjo7G65qagG++gfiENKMqKysZAHbmzBmj5StXrjTUAG4tNDSUrV692mjZqVOnGACmUqna3Keuro6p1WrDo6Kigk7TiKjMKTtLOFmcpplTu6QzNVNac3FxEX0eb0KIvAlKRi1rl7z4YvO5/9GjR/HCCy+0uU9sbKzJNCyta6Y8Dnt03dnQd0RIF+l0OvzyqMNHo9F0fKMsMaL/HjKxx4MIbUo9rnaJOTVTHkd/mkYPetBDPo+Kigqh6aNDgi9NvfLKK7h79y5WrFgBlUqFYcOGIT8/H4GBgQAAlUqF8vJyw/bBwcHIz8/HO++8g23btsHPzw9btmxBYmJipz/Tz88PFRUV6NWrl+C6ut1Bo9HA398fFRUVNlnixNaPD7D9YxTz+BhjuH//Pvxa9uaLwCrqGcmdrddbsvXjA2z/GK3h+OjeNEKILFAyIoTIAiUjEbi4uCA9Pd1mhyPY+vEBtn+M1nB81GdECJEFahkRQmSBkhEhRBYoGRFCZIGSESFEFigZEUJkgZKRiG7cuIHZs2cjODgYrq6uGDRoENLT09HQ0CB1aKJatWoVRo8eDTc3NzxhA7WihdZ0tyYnTpzA1KlT4efnB4VCgX/9619Sh9QuSkYiunTpEpqamvDJJ5/g+++/x8aNG5GVlYVly5ZJHZqoGhoaMH36dMyfP1/qULps7969SElJwfLly3Hx4kWMHTsW8fHxRvdXWrPa2loMHz4cf/3rX6UO5fFEve2WmFi7di0LDg6WOgyLyMnJYZ6enlKH0SVCa7pbMwDs4MGDUofRLmoZWZharUafPn2kDoO0QV/TvXWN9o5quhPLoWRkQVevXsXWrVuRnJwsdSikDebUdCeWQ8moEz788EMoFIoOH+fOnTPap6qqClOmTMH06dMxZ84ciSLvPHOO0Va0rpHFGJNl3SxbR/P+dMJbb72FGTNmdLhNkH4qBfBENH78eMTGxmLHjh0Wjk4cQo/RFphT051YDiWjTvDy8oKXfv6ax6isrMT48eMRHR2NnJwcODhYR+NTyDHaCnNquhPLoWQkoqqqKowbNw4BAQFYt24dampqDOt8fHwkjExc5eXluHfvHsrLy6HT6VBcXAwAGDx4MNz1E3xZidTUVMycORMxMTGGlmx5ebnN9PM9ePAAV65cMfx8/fp1FBcXo0+fPggICJAwsjZIfTnPluTk5LRbvNyWJCUltXmMhYWFUodmlm3btrHAwECmVCrZiBEjWFFRkdQhiaawsLDN/6ukpCSpQzNB9YwIIbJgHR0ahBCbR8mIECILlIwIIbJAyYgQIguUjAghskDJiBAiC5SMCCGyQMmIECILlIwIIbJAyYgQIguUjAghsvD/FSvl6zexluUAAAAASUVORK5CYII=", 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", 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", 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Ou3fvora2FkqlEsnJyQg20fnT/PnzkZOTg+LiYvTt27fFvLPmWRSI2vLmmzJq1Cjs4LHVbUq2ezfODnsCG1MewQN+otV1a7y9vREbG4uUlBQsWLDAqJzoxo0bbS4nioqKwtChQ7Fq1Sps3rwZABAREYFjx461micAcHFxQXh4OPLz8zFp0iT98vz8fExopn8lT09PnDhxwmBeamoqvvrqK2RmZhoFGoVCgT59+qC+vh5ZWVl47rnn9MuICPPnz0d2djYKCwtNBilmAUvv+0aOHEmzZ882mBcWFmZWTYXO5MmT6Te/+Y3Z63OtWTtdvEgE0LdJr5GX1116/XWt2Ul/+OEH8vf3pyFDhlBmZiZVVlZSWVkZbd68mUJDQ4mo+ep73ftlqtaMiCgnJ4fkcjn9+OOPbTosXQ1ueno6lZWV0aJFi8jNzY3Onz+vXyc5OZmmTZvW7DZMlRF98803lJWVRWfPnqXi4mIaO3YsBQcH62sJiYhmz55NXl5eVFhYaHDMd+7cadOxOCKbVN839+Y3feM3bdpE2dnZVFlZSSdPnqTk5GQCQFlZWVY5IGbC1q3U4OREuZ98QlFRVTRiRINFyS9fvkxz587VF0r36dOHxo8fry+MDgoKMlm5MGvWLCJqPhA1NDRQSEiI0Q+bJVJSUvT5GjFihFH1eUJCAkVFRTWb3lQgKiwspLCwMJLL5dSrVy+aNm0aXbp0yWAdU8cLgDIyMtp8LI7GqoGIqOU3v+kbv3btWho4cCApFArq2bMnjR49mvbs2WPR/jgQtdNTT1FDdDTl5OTQokVHCSC6ckXqTDFHZ8n3VkZklUGMO1RdXR28vLygUqng6ekpdXbsy40bgI8PGjZswJ7gYFy7Jsf06TH4y1+AF16QOnPMkVnyveVnzRzdxx8DGg1o/HgAgLe3Gv/zPw0YPVrifDHWCAciR9XQAPzhD8CCBUBCAtCoHdaLLxL69ZMwb4w1wYHIUc2YAaxcCaxebTQ0LBHw1lvARx9JlDfGmuBA5Ih++knckr37LrB0qei6sRGZTHSq/6c/WTjqB2NWwoHIEe3eLaJNC6XRc+aIDvYt6L6HMavhQOSIdu0S/VH37t3sKmPHiuHuU1NtmC/GmsGByNHcugXk57c6jLRMJoauzsoSo04zJiUORI4mLw9Qq80az376dODwYaBXL+tni7GWcOf5jmbXLmDoUGDgwFZXfeABs7utZsyq+IrIkWg0wBdfmHU1pJOfDzz9NNeeMWlxIHIURMA77wDXrgGt9B3UWLduQG4u8N131ssaY63hQOQI7twRVfVvvw28+SYQHm520tGjRYeN//ynFfPHWCs4ENm7CxdEL2c5OcDf/iZaU5vRtauOXC7GWczLs14WGWsNByJ7QwRUVYkAlJsLREQAKhVw6BDw7LNt2mRMjGjYePt2B+eVMTNxrZm9WbwY2LDh/uvoaGDnznbVwT/7LBAaKsq6KypEO0iu0me2xIHInpSUABs3AkuWAL/9rbiveuwxwKl9b6NSKab9+4ExY0QQ+uknoIWh5xjrUHxrZi80GmDWLODhh4FVq4CnnhJRo51BqLGHHwZSUoDaWuD06Q7bLGOt4kBkL1JTgdJS4P33OzT4NOblBfznf4qy7pISq+yCMZM4ENmDtDTgtdeA2bOBRx+16q48PcXDsN9+a9XdMGaAy4g6s3v3gIULge3bRb8dmzbZZLe5uUBAgE12xRgADkSd108/Ac88I55KTUsDXnnFZrvmsQKZrfGtWWdUUiJaR585AxQV2TQIAcCPP4q2RceP23S3rAvjQNTZfPyxeO6iTx8RkCIjbZ6FXr2AggLRRpIxW+BA1FloNEBSEvDii+K5saIiEYwk4OoqehLhAmtmK1xG1BlcvQpMmSKCz3vvAXPnWvS8mDVERIjiKcZsga+IpFZeDjzyiOiHY98+YN48yYMQILJ06hQ/f8Zsg6+IpKTRiNswhQIoLASCgqTOkd64cUBmpnjM4+237893dxd3kM7O0uWNOR4ORFJ67z1RNXX4cKcKQgDQt6+YAMOBGC9eFPOnTpUmX8wxcSCSSlWVuNSYO1fcB3ViFy7c//+ZZ4Dr16XLC3NMHIg6glothk2tqjI/zZEj4nmKlSutly8ryMyUOgfMEXEgaq/Ll4HJk4GjR4Fhw8xP5+Ii7nm8vKyXNyu5dk00cYqJkTonzFFwIDKlrg744x+BS5daX7e4WPRAX1xs9QdSO4utW4G1a0UMtsM4yjqhNlXfp6amIjg4GAqFAuHh4djfygDqRUVFCA8Ph0KhwIABA7B9+/Y2ZdYmvv8eGDUK+POfRWFIa1N0tLg86CJBCBBPnKjVQGysGLnotdd4OCLWPhZfEe3cuROLFi1CamoqHn/8cbz//vuIi4tDWVkZ+vXrZ7T+uXPnMG7cOMycORM7duzAgQMHMGfOHPj4+GDy5MkdchBtcuqUKCxu2lDm8GHAzw/4179E/6nMiFIJrFkjLgLv3hWxuBM0fWJ2TEZk2W/Zo48+ihEjRmDbtm36eWFhYZg4cSLWrFljtP7rr7+OnJwclJeX6+clJibi+PHjOGTmw0x1dXXw8vKCSqWCp6enJdk1LTtbPEqhVIpuCRsLCAD++78d7p5Dq9UiNzcXADBu3Dh07+B+YBsagG++ET3XMgZY9r216Iro3r17OHLkCJKTkw3mx8TE4ODBgybTHDp0CDFNSjVjY2ORnp6O+vp6OJtoGadWq6FWq/Wv6+rqxD9jx7a/d0KtVtxKPfsskJEBuLm1b3sMAPDhh8Dvfy86DdBdHY0fD7zxBnD2rHG7I7lcPNECANOmiTvixlavFm/3J58AW7YYLhszRlRSXrsmGl42tW+feFsXLBAXto0tXizqFnJzgRUrDJf96leix5WGBtMBNStLPP63bJnxOHAzZwIvvwwcPCgafDbWt+/92sbYWDHoSmPp6cBDD4nupnbuNFz2zDPi1vf0aWD6dMNl7u7A3r3i///4D+D8ecPl69YBTzwh3pumpSHR0aLH4Zoa0+Nx7t8vGq0mJgLHjhkue/NNID5ejG7e9NojPFx0N3z3rnj/zGXRt/rq1avQarXw8/MzmO/n54eamhqTaWpqakyur9FocPXqVQSY6IFrzZo1WL58ufHGHnpI1Da110sviTPM9xMd5sUXRdn+xYv35+kaRCoU4kveWOPfn0GDxDqN6S5Ie/c2Tqtr++nkZLwMuN/pf3Aw8PPPhst0o5P07GmcduDA+/+b2q7uoxcYaLzc11f89fBofhkADBkC3LpluNzVVfwNCDBOq1TeX6fpMl06QJxDDw/D5bqLEF9f47S6UhRnZ9PHqvtqDBggfrsb69nz/t+maXV9WXXrJr6uR44Yb9skssClS5cIAB08eNBg/sqVKykkJMRkmkGDBtHq1asN5n399dcEgKqrq02muXv3LqlUKv1UVVVFAEilUlmSXdaIRqOhnJwcysnJIY1GI3V2WBegUqnM/t5adEXUu3dvdO/e3ejq58qVK0ZXPTr+/v4m13dyckKvZgbPksvlkMvllmSNMWbHLApELi4uCA8PR35+PiZNmqSfn5+fjwkTJphMExkZid27dxvMy8vLQ0REhMnyIVPol/J0fVkRs5hWq8WdO3cAiPPY0YXVjDWl+76SOfVhll5uffrpp+Ts7Ezp6elUVlZGixYtIjc3Nzp//jwRESUnJ9O0adP06//www/Uo0cPevXVV6msrIzS09PJ2dmZMjMzzd6n7taMJ554sr+pqqqqY2/NAGDKlCmora3FihUrUF1djaFDhyI3NxdBv5QgVldX42KjEsvg4GDk5ubi1VdfRUpKCpRKJbZs2WJRGyKlUomqqip4eHhAZoMC5rq6OgQGBqKqqqpjmgsws/G5l05Hn3siws2bN6HUlbi3wOJ2RF1Bh7dbYmbjcy8dKc8999DIGJMcByLGmOQ4EJkgl8uxbNkybkIgAT730pHy3HMZEWNMcnxFxBiTHAcixpjkOBAxxiTHgYgxJjkORIwxyXXZQOTQ/W53cpac+8LCQshkMqPp9OnTNsyxYyguLkZ8fDyUSiVkMhk+//zzVtPY7HNv0ROvDkL34G5aWhqVlZXRwoULyc3NjS5cuGByfd2DuwsXLqSysjJKS0uz+MFdJlh67gsKCggAVVRUUHV1tX7iPpUsl5ubS2+++SZlZWURAMrOzm5xfVt+7rtkIBo5ciQlJiYazAsNDaXk5GST6y9ZsoRCQ0MN5s2aNYtGjRpltTw6KkvPvS4QXb9+3Qa56zrMCUS2/Nx3uVszXb/bTfvRbku/2yUlJaivr7daXh1NW869zvDhwxEQEIDo6GgUFBRYM5vsF7b83He5QGSNfreZedpy7gMCAvDBBx8gKysLn332GUJCQhAdHY3i4mJbZLlLs+XnvsuO9Nq0XyMiarGvI1Prm5rPWmfJuQ8JCUFISIj+dWRkJKqqqrB+/XqMGTPGqvlktvvcd7krIlv1u82MteXcmzJq1Ch833T8IdbhbPm573KBqHG/243l5+fjsWZGB4yMjDRa39J+t1nbzr0ppaWlJoehYh3Lpp/7Di/+tgNS9LvNBEvP/aZNmyg7O5sqKyvp5MmTlJycTAAoKytLqkOwWzdv3qTS0lIqLS0lALRx40YqLS3VN52Q8nPfJQMREVFKSgoFBQWRi4sLjRgxgoqKivTLEhISKCoqymD9wsJCGj58OLm4uFD//v1p27ZtNs6x47Dk3K9du5YGDhxICoWCevbsSaNHj6Y9e/ZIkGv7p2sK0XRKSEggImk/99wfEWNMcl2ujIgx1vlwIGKMSY4DEWNMchyIGGOS40DEGJMcByLGmOQ4EDHGJMeBiDEmOQ5EjDHJcSBijEmOAxFjTHL/D6PWXG14vJsYAAAAAElFTkSuQmCC", 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", 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" ] @@ -3112,7 +3120,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 208, "id": "3dc56847-7f42-4ca7-b001-f87333ff088a", "metadata": {}, "outputs": [ @@ -3145,7 +3153,7 @@ " )" ] }, - "execution_count": 133, + "execution_count": 208, "metadata": {}, "output_type": "execute_result" }, @@ -3161,7 +3169,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -3203,7 +3211,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 209, "id": "2d6dc98b-dcca-420f-8054-3604b575442e", "metadata": {}, "outputs": [ @@ -3236,7 +3244,7 @@ " )" ] }, - "execution_count": 134, + "execution_count": 209, "metadata": {}, "output_type": "execute_result" }, @@ -3252,7 +3260,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -3294,7 +3302,7 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 210, "id": "84b40097-feba-491e-9240-ea5dd031556f", "metadata": {}, "outputs": [ @@ -3327,7 +3335,7 @@ " )" ] }, - "execution_count": 135, + "execution_count": 210, "metadata": {}, "output_type": "execute_result" }, @@ -3343,7 +3351,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -3385,7 +3393,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 211, "id": "01583c7d-4db8-4460-9b39-9519a25a2e56", "metadata": { "scrolled": true @@ -3469,7 +3477,7 @@ }, { "data": { - "image/png": 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", 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", 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", 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", 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", 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jIyMRGhqKsLAwAMCQIUNQVlaGv/71r1ixYgWsrKzg6emJ5ORklJWVoaSkBC4uLggJCYGHh4dB62ZtiwNKC0n27MES2oATK731HtOnR48emDBhArZt24bXXntNpx3lzp07LW5HGT16NAYPHow1a9Zg8+bNAIARI0bg4sWLzZYJAGxsbODn54ekpCRMmTJFk56UlITg4GCDypKRkQEXFxfN9/LycljVe2FSKpWCxE0Brel2dnaws7PDb7/9huPHj2P9+vUGrZu1MTNcfmnpCG0oRER1wcF067HHKD4+nj75pJbCw/WbLycnh5ydncnX15c+//xzys7OJpVKRZs3byZvb28iavy2sXqbNXSXh4goPj6ebG1tW3yrVX3beNeuXaRSqSgiIoLs7OwoLy9Pk2fZsmUUGhqq+b5p0yY6dOgQZWdnU2ZmJi1btowAUFxcnCZPVFQUOTg40P79+yknJ4cSExPJ09OTpk+frslz7Ngx+vrrrzXpQ4cOJX9/f6qqqmpRXZhx8W1jE6sbNIiuPvssxcfH07/+VUsAUUKCfvPevHmTFi1apGl8dXNzo2effVbT6Oru7k4AdD4LFiwgosYDSl1dHXl5eek0eBpi27ZtmnINHz5cp3H1pZdeotGjR2u+v/fee+Tp6UlyuZy6d+9OgYGB9NVXX2nNU11dTW+99ZYmn1KppIULF2rdaj5w4AANGDCAbGxsyNnZmRYtWkR37txpcT2Ycel73EqIzDsmRklJCbp27Yri4mI41h/c2FJUVoK6dMF/XnkF1ydMQFDQJDz9tBSZmUBmJtDCqxbG2i19j1t+DqUlsrMhqatDqVIJQDybsnOneNeHh+NhnRkHlJa4P7zg3fsBBRDv+ixfLs5Q6uraqmCMtS0OKC2hUoGcnVHt4KA1+Y03xIvH3AMk66z4p98SKhXg46Mz2dpaXP6kpgJlZW1QLsbaGAeUllCpQL6+DSaVlACTJwN6vP7CWIfDAcVQ1dVAdnaDZyiAGIV08WLghx8a6d2NsQ6Mn5Q11JUrQE0NyMen0euapUsBX1/RCf7hw9D7SVrGLB2foRjq/h0eNHLJA4jnULZuBeLjgSNHzFMsxtoDDiiGUqnE6IC9ejWZ7fnngY8/FuP6MNZZcEAxlErV5NnJw+bPB+ztuS2FdR4cUAzVyC3jxpw/Lzq25m49WGfAAcUQd+4AWVl6924PAI89JjrEX7yYn6BlHR8HFEPs2CH+Tpum9yzW1qKB9rvvgL17TVQuxtoJDij6qqoCtmwBZs8GnJ0NmnX0aGDmTOBvfwMKCkxUPsbaAQ4o+jpwQESDJUtaNPuWLXp1jM+YReMH2/RBBHzwARAUZFD7ycOcnERMAsTDtg+NdsFYh8FnKPr49lvgxx/FNUsr5eYC3t5AM129MmaROKDo44MPgKFDgXHjWr0opVKcnXBHTKwj4oDSnMxM4Ngx0dmJEV7KsbYG3n4bSEjgN5JZx8MBpTkbN4on00JCjLbIadOAIUOAf/zDaItkrF3ggNKUwkJg3z4gPNyorahWVsDq1UB+PvDLL0ZbLGNtjgNKU7ZuBWxsgL/8xeiLfvZZ4NIlcfeHsY6CA0pjysqA7duBsDCTjIshkYj2lPx80dabk2P0VTBmdhxQGvPJJ+I14fBwk65GKgVu3ACefBL4+muTrooxk+OA0pDaWtEY++c/izf7TMjVVfSU7+MDTJok2n5v3jTpKhkzGQ4oDTlyRFyDvPGGWVbn6gokJgIxMUBKinipGQBqasyyesaMpkUBJTo6Gh4eHpDL5fDz80Nqaqqxy9W2NmwQ1yAjRphtlRIJMGsWcO2a6L+ppkas/r33xKP6jFkCgwPKgQMHEBERgRUrViAjIwNPPPEEgoKCcP36dVOUz7yuXxdvE3/3ndnOTuqzsRF/a2pE95ErVgDDhgGRkaKPWsbaM4MDysaNGzF//nyEhYXBx8cHH374IZRKJbZv326K8plHcTHw5pvAoEHAN9+IgYqffrpNiySXixOl8+cBT0/RP+0774i0ujrg1VfFlVl5eZsWkzEtBr1tXFVVhfT0dCxbtkxr+vjx43G2kefIKysrUVlZqfleou5gdccOQKEwsLgm8Ouvom+BsjIx/sXSpaIj2Hbiscce9Jx/9674+7//ibi3davYhAMGAD16AMnJ4tLps89EnocFBYl86enAuXPaaZ6ewMSJYvmffqpbhgULxC3uw4d1+3MZO1ZcoqlUwMmT2mmursCUKaKN+6OPdJf74ouAg4N4s+HqVe20kSMBPz/xMmVCgnZa9+7ACy+If+/cKbqqedi0aUDv3mJ7ZGZqpw0dCgQGAkVFQFycdppcLvoBBkR7VnGxdvrTTwPu7kBamhh36WGDBgF/+pOYJyZGt64LF4p9Excn1v2wP/4R8PICfvpJtKE9TKkUzyxVVYm61jd3LtCli9hGubnaaaNGibPbK1eA48e105ycHjz8/dFHYh89bOZM8Zs6cUI8L6X3kxNkgIKCAgJAZ86c0Zq+Zs0aGjRoUIPzREVFEQCdT7FMRmRj0/YfhYJo7lyiGzcM2RRUU1ND8fHxFB8fTzU1NQbNayxZWUQbNhC99hrRggUPpg8erFvN+HiRtn69btqMGSItP7/hTXTvnkj/059003btEmm7d+umPfWUSKusbHi516+L9JkzddPWrRNpR4/qpj366IO6Ojnppqeni7TXXtNN+9vfRNq5c7pprq4Pluvjo5t+7JhIW71aN+2ll0TalSsN17WuTqQ/+aRuWkyMSNu+XTdt0iSRVlLS8HL/7/9E+vPP66Zt2iTSPv9cN+33v39QVwcH3fT//lekLVggvo8ZUyyO2+Lipn6SJCEi0jP24ObNm3Bzc8PZs2cREBCgmb5mzRrs3bsXWVlZOvM0dIaiVCpRXFwMR0dHfVfd7tTW1iLh/n+dkyZNglQqbeMSMWY6JSUl6Nq1a7PHrUGXPE5OTpBKpSiqd85269Yt9OnTp8F5bG1tYWtrq/mujl8lFj62RG1tLcrvN2CUlJRwQGEdmvp4be78w6CAYmNjAz8/PyQlJWHKlCma6UlJSQgODtZrGaWlpQAApVJpyKoZY+1AaWkpunbt2mi6wV1ALlmyBKGhoRgxYgQCAgKwY8cOXL9+HS+//LJe87u6uiI/Px8ODg6QmHnQX/XlVn5+vkVfbrVEZ60719s49SYilJaWwtXVtcl8BgeUkJAQ3L59G6tWrUJhYSEGDx6MhIQEuLu76zW/lZUV+vbta+hqjcrR0bFT/bge1lnrzvVuvabOTNRa1En1woULsXDhwpbMyhjrwPhdHsaY0XSqgGJra4uoqCitu06dRWetO9fbvPU26DkUxhhrSqc6Q2GMmRYHFMaY0XBAYYwZDQcUxpjRWHxAMbT3uG3btsHHxwcKhQJeXl7497//rZU+ZswYSCQSnc/kyZNNWQ2DGbveAPDhhx/Cy8sLCoUCSqUSr7/+OioqKkxVhRYxdr2rq6uxatUqeHp6Qi6XY+jQoTh27Jgpq2CwlJQUPPPMM3B1dYVEIsHhw4ebnSc5ORl+fn6Qy+UYMGAAPmqg/4i4uDj4+vrC1tYWvr6+OHToUOsL2+S7yO1cbGwsyWQy2rlzJ6lUKgoPDyc7Ozu6du1ag/mjo6PJwcGBYmNj6erVq7R//36yt7enePW7/UR0+/ZtKiws1HwyMzNJKpXSnj17zFSr5pmi3jExMWRra0v79u2j3NxcOn78OLm4uFBERIS5qtUsU9R76dKl5OrqSl999RVdvXqVoqOjSS6X04ULF8xVrWYlJCTQihUrKC4ujgDQoUOHmsyfk5NDXbp0ofDwcFKpVLRz506SyWT0+eefa/KcPXuWpFIprV27li5dukRr164la2trOnfuXKvKatEBxd/fn15++WWtad7e3rRs2bIG8wcEBNAbb7yhNS08PJwef/zxRtexadMmcnBwoLt377a+wEZiinovWrSIxo0bp5VnyZIlFBgYaKRSt54p6u3i4kJbt27VyhMcHEyzZs0yUqmNS5+AsnTpUvL29taatmDBAho5cqTm+/Tp02nixIlaeSZMmEAz1J3jtJDFXvKoe48bP3681vTmeo+Ty+Va0xQKBdLS0lDdSE/Qu3btwowZM2BnZ2ecgreSqeodGBiI9PR0pKWlAQBycnKQkJDQbi71TFXvxvKcPn3aiKU3r++++05nO02YMAHnz5/X1LuxPI1tS31ZbED55ZdfUFtbq9MPS58+fXT6a1GbMGECPv74Y6Snp4OIcP78eezevRvV1dX4pYFBhtPS0pCZmYmwsDCT1KElTFXvGTNmYPXq1QgMDIRMJoOnpyfGjh2r091nWzFVvSdMmICNGzfi559/Rl1dHZKSknDkyBEUFhaavE6mUlRU1OB2qqmp0dS7sTyNbUt9WWxAUavfBQIRNdotQmRkJIKCgjBy5EjIZDIEBwdjzpw5ANBgB0m7du3C4MGD4e/vb/Ryt5ax633q1CmsWbMG0dHRuHDhAr744gscPXoUq1evNmk9DGXsem/evBkDBw6Et7c3bGxssHjxYsydO9fiO8xqaDvVn27IttSXxQaUlvQep1AosHv3bpSXlyMvLw/Xr19H//794eDgAKd6o5aXl5cjNja2XZ2dAKard2RkJEJDQxEWFoYhQ4ZgypQpWLt2Ld59913U1dWZvF7NMVW9e/XqhcOHD6OsrAzXrl1DVlYW7O3t4eHhYfI6mYqzs3OD28na2ho9e/ZsMk9j21JfFhtQHu497mFJSUkYNWpUk/PKZDL07dsXUqkUsbGxePrpp2Flpb0pPvvsM1RWVmL27NlGL3trmKre5eXlOttAKpWCRMO9cSvRAqbe33K5HG5ubqipqUFcXJzePRC2RwEBATrbKTExESNGjIBMJmsyT3PbslmtatJtY+rbiLt27SKVSkURERFkZ2dHeXl5RES0bNkyCg0N1eS/fPky7d27l7Kzs+n777+nkJAQ6tGjB+Xm5uosOzAwkEJCQsxVFYOYot5RUVHk4OBA+/fvp5ycHEpMTCRPT0+aPn26uavXKFPU+9y5cxQXF0dXr16llJQUGjduHHl4eNBvv/1m5to1rrS0lDIyMigjI4MA0MaNGykjI0Nzu7x+vdW3jV9//XVSqVS0a9cundvGZ86cIalUSuvWraNLly7RunXr+LYxEdG2bdvI3d2dbGxsaPjw4ZScnKxJe+mll2j06NGa7yqVih577DFSKBTk6OhIwcHBlJWVpbPMy5cvEwBKTEw0RxVaxNj1rq6uprfeeos8PT1JLpeTUqmkhQsXtqsDi8j49T516hT5+PiQra0t9ezZk0JDQ6mgoMBc1dHLyZMnGxyK5qX7Y3fUrzeRqNewYcPIxsaG+vfvT9u3b9dZ7sGDB8nLy4tkMhl5e3tTXFxcq8vK3RcwxozGYttQGGPtDwcUxpjRcEBhjBkNBxTGmNFwQGGMGQ0HFMaY0XBAYYwZDQcUxpjRcEBhjBkNBxTGmNFwQGGMGQ0HFMaY0fw/M1f9nFy+iE4AAAAASUVORK5CYII=", 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77/CkQfKdUaNGwcPDA3/88QcaGhoQGhqK6dOn68sTEhJw4sQJi6/TvXt3ALblwzLUr18/3LhxAxqNBqtXr9ZnGQWEMTFb92stX18grNMlyH1H2m2f7QUHImaEGr/x01x+KUNvv/025syZY7Sub9++Rs+//PJLREZG4vz581iyZAm2bt2qDywA0LlzZwwaNEhUG8XkwzJ0+PBh3LlzBz/99BOWL1+OQYMG4aWXXmr1fq12/z5iNXL80hBtv322ExyImJHw8HBIJBKcOXMGU6dOtVi3Z8+eLQaR4OBghIeHIzw8HF26dMG0adNQUVGB3r17AxCCQ2pqqsV9rFy5EitXrmx1PqywsDAAwNChQ3Ht2jWsXr1aH4j69OnT6jxbLTp5ErE4hWJ1Sst1OxgeI2JGunfvjvHjx2Pz5s24e/euSflt3dcTbJCcnIyYmBh88MEH+nW6UzNLiy7FjL3yYQFCb8dwgoakpCST/e7fv1/0fi2RlJXhWc8CzJh5AQ0Ndtttu8A9ImZiy5YtGDVqFEaMGIE1a9YgNjYWGo0GBw4cQHZ2Ns40phqsra016UX4+vpa/Kb1m2++iRdffBHLli1D3759RZ+atZQPCzDNibV582b0799fP+5VUlKCrKwso1sNFi9ejDFjxmD9+vWYMmUKvvnmG3z//fcoKSnR17lz5w5+/fVX/fPKykqcOHEC3bt3R//+/VtufFkZBof9jtTJCnh4DLX6mDsEx17Asw++fO98V69epQULFlBISAh5e3tT37596U9/+hMVFhYSkXD5HoDJMn/+fCIyf/meiKihoYEiIiLotddes7ltmzdv1rdr+PDhdOjQIaPy9PR0Sk5O1j/ftGkTRUdHk6+vL3Xt2pXi4uJoy5YtpNVqjbb76quvKCIigry8vCgyMpJyc3ONygsLC80ec3p6ulXtboiKosrUVFq58iiVlGhsOva2RMznlvMRMeYMdXUgPz+Uz5+P5/atxVNP+ePTT9v3yAjnI2LM3Zw5A4lWC3VoKEJC1Cgv52+aGeJAxJgznDoFAFD374/QUDVOnwYePHBxm9wIByLGnKG8HBQWBq2vL6Kifse9exKUlbm6Ue6DAxFjzlBeDsTEAAAGDVJh0iTiS/gG+PI9Y85w6hSo8S50T0/Cnj0N8PT0dG2b3Aj3iBhztJoaYR6z2Fj9qgcPgJIS4N49F7bLjXAgYszRyssBANR4agYAFy4Ao0cDLeR06zA4EDHmaKdOAVKpMPd0oyFDhEk8GhNedngciBhztPJyIWG1QbJ8iQQYO5YDkQ4HIsYcrbwcGGr63bKnnwbkckA332JHxoGIMUdqaABOnzYaqNYZNw6IiACuX3dBu9wMX75nzJEqK4G7d832iIKDgYoK4TSto+MeEWOOtHcv4OUFxMebLZZIgF9+Aa5ccXK73AwHIsYcpaEByM4GXngB6NHDbJX6emDMGGDjRuc2zd1wIGLMUX74Qbhh6PXXm63i7Q3MmQPs2AHcv++8prkbDkSMOUp2tjA29PjjFqvNny/cfP3VV05qlxuyKRCJnfL30KFDiI+Ph4+PDwYMGICtW7fa1FjG2ozLl4FvvgFee63F0ejBg4VL+StWdNyxItGBSOyUv5WVlZg4cSJGjx4NuVyOlStX4o033kBubm6rG8+YWyIC/vY3YSKz2bOt2iQnB3j5ZSAoSHje4U7TxOahFTvl77JlyygyMtJo3fz58ykxMdHq1+Sc1azNqK0lmjaNCCDauNGoSKPR0N69e2nv3r2k0TSfs3rfPqL+/YkeSsXd5oj53Iq6j0g35e/y5cuN1lua8re5qXxzcnLw4MEDo+mHderq6oymelGr1cIPY8ca3SbPmNu5cgW4fRvIywNamBeuOVFRQGgo8NRTwlV/Dw9g0SJg1izg4EFg5Urj+uHhwL//LfycnAwYfHQAAF98AQwcCKxdK9xNYGj2bGDhQuEO79deMy7r1Qv49lvh5ylTgGvXjMs/+QRISAC2bgX+9S/jskmTgDfesP6YRX2qbZnyt7mpfDUaDW7evInAwECTbdatW4f33nvPdGfR0cJlBsbc1fDhwic7KsrmXQQHCwHnk0+Em7IBoGdP4VEmM703Mji46efoaNMUtD4+wmO/fqbb6j5+fn6mZd26Nf0cGQk0zomp16WL8BgQYLptv35mD61ZNnUvxE7Na66+ufU6K1asQGZmpv65Wq1GcHAw8M9/AjyLB+sAPD2BxYtN18fHA9u3N7/dli3Nl738srCYM3iw5f2uX9982XPPCcvDdCcy1hAViGyZ8re5qXw7deqEHs3c5CWVSiGVSsU0jTHWhokKRIZT/j5nEAIPHDiAKVOmmN0mKSkJ3+pONBvt378fCQkJZseHzNH1oNRiQixjbkar1eJeY0pGtVrd7lPF6j6vZM3UiWJHwv/zn/+Ql5cX5eTkUEVFBS1ZsoT8/PyoqqqKiIiWL19OaWlp+vq//fYb+fr60tKlS6miooJycnLIy8uLvv76a6tfU6FQmJ1hkxdeeHH/RaFQtPgZFz1GNGPGDNTU1GDNmjVQKpWIiYlBQUEBQkJCAABKpdLonqKwsDAUFBRg6dKl2Lx5M4KCgrBp0yZMmzbN6tcMCgqCQqGAv7+/xbEod6cb61IoFO1yxlo+vrbN3sdHRKitrUWQ7uYoC9rElNPtRXufOpuPr21z5fHxd80YYy7HgYgx5nIciJxIKpXir3/9a7u9NYGPr21z5fHxGBFjzOW4R8QYczkORIwxl+NAxBhzOQ5EjDGX40DEGHM5DkQOdOvWLaSlpUEmk0EmkyEtLQ23b9+2uM2cOXMgkUiMlsTEROc02ArtPV+5mOMrKioyea8kEgnOnj3rxBZbr7i4GJMnT0ZQUBAkEgn27NnT4jZOe/9EfeOViTJhwgSKiYmhI0eO0JEjRygmJoYmTZpkcZv09HSaMGECKZVK/VJTU+OkFlum+8Lz9u3bqaKighYvXkx+fn508eJFs/V1X3hevHgxVVRU0Pbt20V/4dmZxB5fYWEhAaBz584ZvV+W0sC6UkFBAb377ruUm5tLACgvL89ifWe+fxyIHKSiooIA0E8//aRfV1paSgDo7NmzzW6Xnp5OU6ZMcUILxXNFvnJnEnt8ukB069YtJ7TOvqwJRM58//jUzEFKS0shk8kwcuRI/brExETIZLJm83vrFBUVoXfv3hg8eDDmzZuH69evO7q5LdLlK384/7gt+crLysrw4OF8pi5my/HpxMXFITAwEOPGjUNhYaEjm+lUznz/OBA5SHV1NXo/nOQXQO/evZvN7w0Aqamp+OKLL3Dw4EH84x//wLFjxzB27FijyQRcwRH5yt2JLccXGBiIbdu2ITc3F7t370ZERATGjRuH4uJiZzTZ4Zz5/vGUGCKtXr3afGJ/A8eOHQNgPic3tZDfe8aMGfqfY2JikJCQgJCQEOTn5+P555+3sdX24+h85a4m5vgiIiIQERGhf56UlASFQoGsrCyMGTPGoe10Fme9fxyIRFq4cCFmzpxpsU5oaChOnTqFaw/PvwLgxo0bzeb3NicwMBAhISG4cOGC6Lbak7PylbuKLcdnTmJiInbu3Gnv5rmEM98/DkQi9ezZEz11c7tYkJSUBJVKhZ9//hkjRowAABw9ehQqlQqjRo2y+vVqamqgUCjMTrvkTK7KV+4sthyfOXK53OXvlb049f2z+/A305swYQLFxsZSaWkplZaW0tChQ00u30dERNDu3buJiKi2tpbefPNNOnLkCFVWVlJhYSElJSVR3759Sa1Wu+IQjLgiX7kziT2+DRs2UF5eHp0/f55Onz5Ny5cvJwCUm5vrqkOwqLa2luRyOcnlcgJAH3/8Mcnlcv3tCa58/zgQOVBNTQ3NmjWL/P39yd/fn2bNmmVyqRcA7dixg4iI7t27RykpKdSrVy/y8vKi/v37U3p6Ol26dMn5jW/G5s2bKSQkhLy9vWn48OF0yGBe5PT0dEpOTjaqX1RURHFxceTt7U2hoaGUnZ3t5BaLI+b41q9fTwMHDiQfHx965JFH6IknnqD8/HwXtNo6utsNHl7S09OJyLXvH+cjYoy5HF++Z4y5HAcixpjLcSBijLkcByLGmMtxIGKMuRwHIsaYy3EgYoy5HAcixpjLcSBijLkcByLGmMtxIGKMudz/A9ON5AO7GXV3AAAAAElFTkSuQmCC", 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", 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", 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", 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", 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", 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", 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" ] @@ -3644,7 +3652,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 212, "id": "fd55b81e-3bd2-4659-bbde-633772f1d8f8", "metadata": { "scrolled": true @@ -3680,7 +3688,7 @@ " )" ] }, - "execution_count": 137, + "execution_count": 212, "metadata": {}, "output_type": "execute_result" }, @@ -3696,7 +3704,7 @@ }, { "data": { - "image/png": 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ff/65w7c7c+YMc3NzY4sWLWKlpaVsy5YtzNnZme3atctwzKFDh5ijoyNbvXo1KysrY6tXr2ZOTk7sm2++6dK1bUXK95YSEenQm28yBjD2wQe2u4a1iSghIYENHTrUkFRa+/XXXxljPBG9++67Hb6HPhEVFxcb9mm1WgaAbdy4seOLX7rE2IoVjLVKAK3dcccdLCUlxWhfeHg4W7p0aYdv+eKLL7Lw8HCjffPmzWPjx483PJ89eza79957jY6Jj49nc+fO7dK1bUXK95ZuzUiHliwBnnqKb19/LTqaFpcuXcK//vUvPPfcc3B3dzd5fYCVs741NjZiy41OVM6tlgM6ePAgPDw8WjZ/f3isWgWPqVMN+1avXg3A+mXZDx8+bHJOfHw8jhw5gsbGRrPH6N+3K0vCi0aV1aRDCgWQns6XsT53TnQ0LU6fPg3GGMLDwzs99qWXXsIrr7xitG/Pnj248847Dc8nTJgABwcHXLt2Dc3NzQgODsbs2bMNr8fExEClnyulrg74+9/5ut6tJsj39vYGYN2y7ACv72rvnKamJtTU1MDPz6/DY/Tva+217QElImKWszOwc6foKIyxG9NKdrTMeWtLlizBo48+arRv6NChRs937NiB8PBwnDp1Cqmpqdi8ebMhsQCAq6srhg8fzp/885+Ary/w4INAv34dXlfKsuzmzmm735L3tebaotGtGbHI1atASkrLQHORRowYAYVCgTIL1tP28fHB8OHDjTZXV1ejYwICAjBixAhMmzYNf/vb3zBnzhxUV1cbXjfcmrm7w2PWLHisWAEPHx+j2zX9rZm1y7L7+vq2e46TkxMG3ui13dEx+vftriXhRaBERCyiVPJl3efN40OrRPL29kZ8fDzS09NxpZ0Z3Wpra61+7ylTpiAqKgqrVq0y7IuJiYGquBiq5cv5plKZbPqVjq1dlj02NtbknL179yImJsZQX9XRMfr37a4l4YWwabV5N6FWM/ugUjHm4sLYwoXd957WtpqdOXOG+fr6ssjISLZr1y526tQpVlpayjZs2GBofeqo+V7/OWqv1YwxxnJycphSqWTnzp1r2alSMfb664yVl3cam74JPSsri5WWlrLU1FTm7u7Ozp49azhm6dKlLCkpyej3cXNzY4sXL2alpaUsKyvLpPm+qKiIOTo6srVr17KysjK2du3aDpvvzV27p1DzPbGZTZt4k/6OHd3zftYmIsYYu3DhAnvuuedYUFAQc3FxYUOHDmX3338/y8/PZ4zxRATAZJs3bx5jrONE1NzczMLCwtgzzzzDd9TWMrZ2LWM7d1ocW3p6uiGusWPHsoKCAqPXk5OT2ZQpU4z27d+/n40ZM4a5uLiw4OBglpGRYfK+O3fuZGFhYczZ2ZmFh4ez7OxsydfuKVK+t7TkNJGEMeAPfwBCQ4E33uj6+9n9ktPNzXz9JY2GV5K1qV8iHZPyvaVWMyKJQsGnlrW3fGEz+/fzvguPPkpJyIaosppIpk9CGRlAqzrd3oUx3kR44ABw5518mVxiM5SIiNVqaoDXXgO++UZ0JN1MpwP27AHy8oDJk/ka3cSm6NaMWG3ZMv59TUoCjhwBvLxER9RFVVW8j0JJCe84NWNGh6PrSfeiRESs5uQEbNvGRzr88Y+807GDHMvYNTV8MF1pKeDhAYwaxROQnXcC7E2s+thIne/EknlWiDyNGMEXabxyhQ/DkpVvv+Xrbvv68hG+ISHA4sVAfDwloR4mORHt2LEDqampWL58OYqLizFp0iQkJCSgoqKi3ePLy8uRmJiISZMmobi4GC+//DIWLlyI7OzsLgdP7MO99wL79vGJCouKgP/9T3REHdDpePJ57TVe4hk/nt9TbtgAnDwJJCf3oeZA+yK5H9G4ceMwduxYZGRkGPZFRERgxowZWLNmjcnxL730EnJycozGBaWkpOD777/H4cOHLbom9SOSB8b4XU15OfDkk7zF+7bbzK+R1q39iBgDamt5Jqyu5o/6rbSU337V1gI33QQkJACzZwP33UfJx0Zs1o9IP9/J0qVLjfabm++kozlUsrKy0NjYaDTvi159fT3qW81RqtVq+Q93380rJohdUgA40K8/3h0wF5nvzcDGjd4YrqzEsVv/CFeHeiw4+zz+WxdhdM6Lfh/iLod/Yu/lyfhNbSBPJjfc6nISmUNeRRNzxMRz/zC53m6/5+DnWI1Xq+cj7+pEQNdkOH8ePsBj2Ioix8l43vFdQDkX6L8B8PdCYKQ7/m87vxmIiwP0Hy+9998HIiOBt982nXlg1iw+p3dpKfD448av9e8P7N3Lf549G2h7k/D223xV6g8+AP76V+PX7rmHL1qgVvOB/W0VFvKP/tNPA8eOGb/26qvAtGnA7t3Am28av3b77XxFlmvXgLvuMn3fPXsAHx9g6VLeZaq1+fN53V9+Pm+YaG3YMGD7dv7znXfyBU1a27aNL8RgKUnfamvmO7FknpW21qxZgxUrVpi+2ciRgIuLlJBJD/MG8Ocxh/F687fYez4SuZWj4BAVCTg2IQQM12uNF0y7aZgPtE3BcNT0R9RNV6BwdDQUoYbd5AmMexCKZgVG7TUdaes8OQ5wu4qAkmCMqnIAXDx4p0NXVwyathKY+w48KwZg1CbjIlnrj2NEBG8ga03fb9Hfn5fwWvP3bzmm7Wtubi0/33KLaSuipyd/HDTI9NyAgBu/k7Ppa0BLqXLYMKNcDQDQzwPn7W16rn41FgeH9t9X/3c9MND09UGD+KOXl+lrrWdSGTnSdCC0mRlS2idl7Mj58+cZAHbo0CGj/W+88YZhnuC2RowYwVavXm20r7CwkAFgarW63XOuX7/ONBqNYausrKSxZr1UV8aaEfsmZayZpBKRNfOdWDLPSltKpRJKpVJKaIQQGZOUiFrPd/JgqxvZvLw8PPDAA+2eExsba7I8S9t5VjrDbpRFtW1v5ons6XQ6XL1xb6TVau1v0Cuxmv77yixpD5Na3OpsvhNr5lnpjP7WjDbaaJPfVllZ2b23ZgAwZ84cXLx4EStXroRarUZUVBRyc3MRFBQEAFCr1UZ9ikJCQpCbm4vFixcjPT0d/v7+2LhxI2bOnGnxNf39/VFZWQlPT0+7m3tXq9UiICAAlZWV1LXAhujf2fa6+9+YMYbLly/DX1/Db4Ys5iOyZ9THqWfQv7Ptifw3luPIIEJIL0OJiBAiHCWiLlIqlXj99depu4GN0b+z7Yn8N6Y6IkKIcFQiIoQIR4mIECIcJSJCiHCUiAghwlEiIoQIR4moG61atQoTJkyAm5sbBugniSFdJnWOdCLNgQMHMH36dPj7+0OhUOCzzz7r8RgoEXWjhoYGzJo1C88884zoUHoNqXOkE+muXLmC0aNHY9OmTcJioH5ENrB161akpqaitrZWdCiyJ3WOdNI1CoUCu3fvxowZM3r0ulQiInZLP0d62znPzc2RTuSJEhGxW9bMkU7kiRJRJ/70pz9BoVCY3Y4cOSI6zF6t7RxUjDG7m5eKdA2tzdOJ+fPnY+7cuWaPCQ4O7plg+hhr5kgn8kSJqBM+Pj7w8fERHUafZM0c6USeKBF1o4qKCly6dAkVFRXQ6XRQqVQAgOHDh8PDw0NscDKVlpaGpKQkxMTEIDY2FpmZmaioqEBKSoro0HqNuro6nD592vC8vLwcKpUK3t7eCAwM7JkgLJ82n3QmOTm53cnD8/PzRYcma+np6SwoKIi5uLiwsWPHsoKCAtEh9Sr5+fntfm6Tk5N7LAbqR0QIEY5azQghwlEiIoQIR4mIECIcJSJCiHCUiAghwlEiIoQIR4mIECIcJSJCiHCUiAghwlEiIoQIR4mIECLc/wOpbsIct9dpzgAAAABJRU5ErkJggg==", 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", 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", 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", 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" ] @@ -3749,7 +3757,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 213, "id": "48278910-10ff-4515-b930-aa8995fde73e", "metadata": {}, "outputs": [ @@ -3783,7 +3791,7 @@ " )" ] }, - "execution_count": 138, + "execution_count": 213, "metadata": {}, "output_type": "execute_result" }, @@ -3799,7 +3807,7 @@ }, { "data": { - "image/png": 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RYmIi5efnU1RUFLVt25YuX77c6D4XL16kNm3aUFRUFOXn51NiYiI5OTnRjh07tNtkZWWRo6MjrVq1igoKCmjVqlXUqlUrysnJ0W4TGhpKW7dupdOnT1NeXh6NHz+evL29tcds6Yz53nIiYs3G1EQUHh5O3bt3b/ALdvPmTSISiWj9+vWNvoYmEeXm5mrXlZeXEwDasGEDUXU1UUICUXw8UVWVwbENHz6cIiMjddb5+flRbGxso/vExMSQn5+fzro5c+ZQYGCg9udXXnmFwsLCdLYJDQ2lqVOnNvq6JSUlBIAOHTpkcPwyGfO95UszO/XDD8CkSUBlpdw4bty4gX379mHevHlo28C4gvbt25v0ulVVVUhMTAQAODk5iVKwJSU47OmJp9q3x1NPPdXosmrVKgCmT7GenZ2tt09oaChOnjyJqqqqJrdp6nXLysoAAB07djTsP8GK8DgiO9Wmjah+ER8PREfLi+Pf//43iAh+fn6P3Xbp0qV45513dNbt2bMHz9WpIzRy5Eg4ODjg3r17qK2tha+vL14ZNQrYuRP4zW8wdNgw5OXlNfk+mi+6KVOsA6K9q6F9qqurcf36dXh4eDS6TWOvS0SIjo7G6NGj4e/v32T81ogTkZ3q31/Ut165Eviv/xIlZmWgh/VsG5uyvK633noLr732ms667t276/y8fft2+Pn54fz581i4cCE2bdiAjunpQPfuwOjRaO3ggD59+hgVozFTrDe1T/31xrzu/Pnz8eOPP+KIjZbd5EszO7ZiBeDmBvzmN2KWWBn69u0LhUKBgoKCx27buXNn9OnTR2dp3bq1zjZeXl7o27cvxo8fjy1btmDKlCkoKS4GXn4ZcHDA4cOHm7wsq3tpZuoU6926dWtwn1atWqFTp05NbtPQ6y5YsAApKSlIT09Hjx49Hvv/ZI04Edkxd3cgPR3o2BG4cUNODB07dkRoaCji4+Nx584dvedv3bpl8msHu7vDv2NHfHjpkjhIAEOHDkVeXl6Ti2bWYlOnWA8KCtLbJy0tDUOHDhXtVU1sU/d1iQjz58/Hzp07cfDgQfTs2dPk/wuL15Kt5s2Fe81aVm2teKyuFoupTO01u3jxInXr1o0GDBhAO3bsoPPnz1N+fj599tln2t6nxrrvNb8Ter1mv/xCFBdHKW+9RUqlkn755ReTjknTfZ+UlET5+fm0cOFCatu2Lf3888/abWJjY2n69Ok6x9OmTRtatGgR5efnU1JSkl73/dGjR8nR0ZFWr15NBQUFtHr1ar3u+zfeeIPc3NwoIyND55jv3r1r0rGYG3ffM6NVVRGNGUP00Uemv4apiYiI6OrVqzRv3jzy8fEhZ2dn6t69O73wwguUnp5ORCIRAdBb5syZQ0T1ElFhIdGqVURbtlDt3bukUqnojTfeMPm44uPjtXENHjxYr/s8IiKCgoODddZlZGRQQEAAOTs7k6+vLyUkJOi97jfffEMqlYqcnJzIz8+PkpOTdZ5v6HgB0NatW00+FnMy5nvLU04zrZgY4LPPgBMnRA0jY1nElNOXLomh4x4ePJWJZDzlNDPJihVAv37Aq6+KmmFWJzcX+OtfRRfgtGmchKwIJyKm5eICbN8O3LwpbsW6e1d2RAaqqgL27wf+8Q8gIEBkUmdn2VExI/A4IqZjwAAgJ0cMRG7TRnY0Brh8GUhJAW7dAkJDxV31XHHR6nAiYnq8vYEZM8S/P/4Y6NFDNLdYBCIx6KmgADh/Hrh+HfDyAqZOBbp0kR0dMxEnItYoIvF9X7pUNL8sXgx06yYpkOJiID9fzLpx65aoJdSvn5ihtW9fMb0ts1omfXrG1mcxpDYLszwKBfD556KG0caNYo60WbNEXjCLM2eA5cuBPn3EvGO//71Y99xz4ga5F14AVCpOQjbA6DOi7du3Y+HChdi4cSNGjRqFP//5zwgPD0d+fj68G7hh6dKlSxg3bhxmz56Nbdu24ejRo5g7dy66dOmCyZMnN8tBsJajUABvvw1ERgJJSYBaLdY9eCBumO3dW9Sf9/F5wje6fVtM/ZyVBfz4I3DqFPCf/wDt24ub4RISxL0oD0cmM9ti9DiiESNGYPDgwUhISNCu69+/PyZNmoS4uDi97ZcuXYqUlBSde4kiIyNx6tQpZGdnG/SePI7I8qSlAS+99KhnLTQUePPNGtTU1BlHRCQuo0pKxFJRAdy/D9y5I8YHFBcDFy+Ktp4LF4CaGnErRkCAGMg0ZgwQHs7d8FbKmO+tUWdEmvossbGxOuubqs/SWN2VpKQkVFVVae+9qauyshKVdQrllJeXi388/7wo88maT22tKEpUWSn+baAQALc9gas1XfHP24H47OAMbDhYghSXaSijdhh5dxcUtTV19nBBJkLgjCrMRTz+5fi8OLtRugAuLlg25xxemO+Nf5zzQ9xqBZAFsawWk21s3CjOwsaM0Y8lJUXcN7dsGXDwoO5zb7wBRESISV3fekv3uZ49xdhHQPxq1R+u8MUXgJ+fmPkkOVn3uVdfBaKiRJPV7Nm6z7VvD+zbJ/49eTJw5Yru859+Kjr3tmwRS11hYWIyzKIicSVaX06OeJw1Czh9Wve5994T++/YAaxdq/vciBFisOqdOw3PJ/ndd0CHDsCSJUD9G/zffFN0Vnz/vbhSrkulAv7yF/HvZ58VIyk0qqv136cxRn2rTanPYkhtlvri4uLw/vvv67/YwIE8PqS5KRTijEOpFLMxGrMrgO4AIhwcMMM5GWW1bfHvopdRcrc9ni5UQuGsBJTOgEtroHVrKNYVAa4u6LmxLaou6v7qdXzVF+gPdLwupj2qS3Ovp0Kh/xzw6GrN21v/eU1Hmqur/nN1p7sfOFCcrNWlubHf01N/X82vbZs2+s/VrcmvUmnvt9VydRWP7u76+3p5iUelsuFj1ejdW3+UgqaGXKdO+vv6+opHB4eGX1fz993XF3hYf02rc2fx6Oamv2/d1hh/f93k8+CBKMBnEGPuHbly5QoBoKysLJ31K1eu1NYWrq9v3760atUqnXVHjhwhAKRWqxvc5/79+1RWVqZdioqK+F4zK/Ak95ox22PMvWZGnRGZUp/FkNos9SmVSii5XYAxu2FUIqpbn+Wll17Srj9w4ABefPHFBvcJCgrSm9Klfm2Wx6GH7enatiJmkWpqanD3YUNLeXm5nJtemcXQfF/JkP4wY0+3HlefxZTaLI+juTTjhRderG8pKipq3kszAJgyZQpKS0uxYsUKqNVq+Pv7IzU1FT4PB5Ko1WoUFhZqt+/ZsydSU1OxaNEixMfHw9PTExs2bDBqDJGnpyeKiorg6upqUG1jcygvL4eXlxeKiorsYkiBvR0vYH/H3NzHS0SoqKiAZ91egUZYRT0iS2RvY5vs7XgB+ztmmcfLY+MZY9JxImKMSceJyERKpRLvvvuu3QwzsLfjBezvmGUeL7cRMcak4zMixph0nIgYY9JxImKMSceJiDEmHScixph0nIiMcPPmTUyfPh1ubm5wc3PD9OnTcevWrSb3ee2116BQKHSWwMBA8wRsJHusRW7MMWdkZOh9lgqFAmfPnjVjxKbLzMzExIkT4enpCYVCgd27dz92H7N9xkbd8WrnwsLCyN/fn7KysigrK4v8/f1pwoQJTe4TERFBYWFhpFartUtpaamZIjac5mbmxMREys/Pp6ioKGrbti1dvny5we01NzNHRUVRfn4+JSYmGn0zs2zGHnN6ejoBoHPnzul8ntZSeyk1NZWWL19OycnJBIB27drV5Pbm/Iw5ERkoPz+fAFBOTo52XXZ2NgGgs2fPNrpfREQEvfjii2aI8MkMHz6cIiMjddb5+flRbGxsg9vHxMSQn5+fzro5c+ZQYGBgi8XY3Iw9Zk0iunnzphmia1mGJCJzfsZ8aWag7OxsuLm5YcSIEdp1gYGBcHNza7Ret0ZGRgbc3d3Rr18/zJ49GyUlJS0drlE0tcjr1xY3pRb5yZMnUVW3cLGFMuWYNQICAuDh4YGxY8ciPT29JcOUypyfMSciAxUXF8Pd3V1vvbu7e6P1ugEgPDwcX331FQ4ePIhPPvkEJ06cwPPPP68zOYBsLVGL3NKZcsweHh7YvHkzkpOTsXPnTqhUKowdOxaZmZnmCNnszPkZ2/2UGO+9917DhfrrOHHiBAA0WAuJiJqskTRlyhTtv/39/TF06FD4+Phg7969ePnll02MumXUP47HHVtD2ze03pIZc8wqlQoqlUr7c1BQEIqKirB27VqMaWh6ERtgrs/Y7hPR/PnzMXXq1Ca38fX1xY8//ohr167pPffrr782Wq+7IR4eHvDx8cGFCxeMjrWlmKsWuSUx5ZgbEhgYiG3btjV3eBbBnJ+x3Seizp07o7NmvpQmBAUFoaysDMePH8fw4cMBAMeOHUNZWRlGjhxp8PuVlpaiqKiowWmUZJFVi1wmU465Ibm5uRb1WTYns37Gzd78bcPCwsJo0KBBlJ2dTdnZ2fT000/rdd+rVCrauXMnERFVVFTQ4sWLKSsriy5dukTp6ekUFBRE3bt3p/LychmH0CgZtchlM/aY169fT7t27aLz58/T6dOnKTY2lgBQcnKyrEMwSkVFBeXm5lJubi4BoHXr1lFubq52uILMz5gTkRFKS0tp2rRp5OrqSq6urjRt2jS9rlwAtHXrViIiunv3LoWEhFCXLl3IycmJvL29KSIiggoLC80fvAHi4+PJx8eHnJ2dafDgwXTo0CHtcxERERQcHKyzfUZGBgUEBJCzszP5+vpSQkKCmSN+csYc80cffUS9e/cmFxcX6tChA40ePZr27t0rIWrTaIYf1F8iIiKISO5nzPWIGGPScfc9Y0w6TkSMMek4ETHGpONExBiTjhMRY0w6TkSMMek4ETHGpONExBiTjhMRY0w6TkSMMek4ETHGpPt/efDx00s5zlIAAAAASUVORK5CYII=", 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", 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", 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