From 18a961f7f4f1aad4159a1ebf275c2660114015ca Mon Sep 17 00:00:00 2001 From: rasbt Date: Thu, 17 Mar 2022 10:22:33 -0500 Subject: [PATCH] celeba instructions --- .../downloading-celeba.ipynb | 285 ++++++++++++++++++ .../figures/celeba-files.png | Bin 0 -> 31897 bytes .../figures/gdrive-download-location-1.png | Bin 0 -> 28594 bytes .../figures/gdrive-download-location-2.png | Bin 0 -> 26920 bytes .../figures/gdrive-download-location-3.png | Bin 0 -> 15156 bytes 5 files changed, 285 insertions(+) create mode 100644 ch15/downloading-celeba/downloading-celeba.ipynb create mode 100644 ch15/downloading-celeba/figures/celeba-files.png create mode 100644 ch15/downloading-celeba/figures/gdrive-download-location-1.png create mode 100644 ch15/downloading-celeba/figures/gdrive-download-location-2.png create mode 100644 ch15/downloading-celeba/figures/gdrive-download-location-3.png diff --git a/ch15/downloading-celeba/downloading-celeba.ipynb b/ch15/downloading-celeba/downloading-celeba.ipynb new file mode 100644 index 00000000..1807fecf --- /dev/null +++ b/ch15/downloading-celeba/downloading-celeba.ipynb @@ -0,0 +1,285 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Fetching & Loading CelebA" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "# ! pip install torchvision" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "import torchvision" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Fetching CelebA dataset**\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. Downloading the image files manually\n", + "\n", + " - You can try setting `download=True` below. If this results in a `BadZipfile` error, we recommend downloading the `img_align_celeba.zip` file manually from http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html. In the Google Drive folder, you can find it under the `Img` folder as shown below:" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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IgAiIgAiIgAhkOAGJ/gy/wbo8ERABERABERABERABEZDoVxkQAREQAREQAREQAREQgQwnUHpLXt+GDRts3vz5tmzZcqtfv55VqVx5S55e5xKBlBNYunSZL9Nly25l9evVs9Klt+gjlfLr2ZIJqj7YkrR1LhEQAREQgeJOYIt4+letWmWP/O9xa3fSqdb5nK52aY8rre2JJ9vpHTvby4NetY0bNyZ9H4Z/NMIOPqyNzZo1O9fH5uWYIPHVq1f78x1+1LE2e86cYHXE59U9r7PzLuwesW5LLXTodJbd2vuOLXW6bOcp6PNny1CaV3z3/Q++HLc7+VS76JLL7NzzL7Qjj21rF158mf0ycVLCs1OW2hxzvB16xFG2ePGSmPv+74mnfHm76577Ym7/+ZeJfvsXY7+Mub0wr0xHfZDX8pfX4559vq/n/9AjjxVm1AnzdkefO23nXZol3EcbRUAEREAEModA2kX/HwsX2sWXXWHDhn1o++67j119xeX21OOP2Q29rrXddmtuzzz3gl3T63rD61cUjHw+8NAjKc/qyI8/sVM6dDR4yQo3gbfffc9o4K1YsdLOPON0u+/uO+3hB+6zC84719avX+/Kew8bMfLjuBfx8aejXHn/y0qUKGEfjRgZdz82fDD8I/vhx3EJ9ylKGzOhPsBJgQOhTJnSNvKTT4tM3VWUyonyKgIiIAIikHoCaY1FmDV7tvW46horX668Pf3k49awQf2sK2jerKkde8zRdnL7E2358uXuBVoma1th/nJ460Ptk1Gf2bAPhttxxx6dsqyuW7fOFi5cZP/880/K0iyOCY0aNcpfduvWrdNy+c8+/4INfHmQdTj9VOve7QIrVapU1nn22nMP69jhdBvzxVjbb799s9ZHf/ngw+F2yEEH2dZbb23Dhg+3jq7hEMuqVq1ijRo2tAcefsT6v/Bc2p+RdLPLlPrgu++/t0V//ml39eltN93S2z5395t6IdWW7vuR6vwqPREQAREQgcJNIK2if8BLr3hv6MAX+1qlSlvHJNGs6a7Z1n//w4+G5/vrb761yi7ufz/XQ9D2uGOtbt062fYNr3hz8Nv2+ZgvbPKvv1q1atVs/333tfO6drGKFSqEdzMrYfbq62/Yp6NG2/wF823vvfay41wDZM89do/cL8ZSs6ZNrWzZsvbk08/YgQfsZ1WqVImx13+rCGV49/0h9tXX39iMGTOtVasW7rgD7Nijj8ra6YabbnH5+MMv3//gw1bOpX/KyScZIhJbtGiRT2PMF1/aylUrbR+XXxpMLVxPSdhKlCzpw536DXzJfnAMa9aqaQfuv7+despJ2RjkJl9B2nm9HxN+/tleGfSaNW/ezDp1PMP++usve/rZ5+2rb77x5WL3li2s7fHH2b777B2cKl+fC10vyejRo7PCxVIt/BcsWODD0Tqcdopd2v2imHnFe3/wQQfG3MZKQsMIzXno/nud6K9oQ4Z9YJMmT7Zdd9kl2zH0Kl3lesa6nHeB8Sydd+452fZJ1Yp0syOfea0Pclv+o1mM+my0b6DzLDRoUN/22Xtv495ttdVWEbsm89xw4FDX4G/mnBYHued47732NBpxqRb9W+J+REBwCzfceLNRv7V0z+Wjj/3PvneNm5YtW9olF19ke7k65xPXq9F/wED70fU87bBDXevV81o75JCDI5KZPXuO9evf3z529TfPwoEHHmDX9epp99//oDVq3MjOOfusiP21IAIiIAIiEEngZ6edxowZY3PnzvXRA+Gt9923KeS3Z8+e4dVel9apU8cOcg7F5s0jtWF4x7SF99AF/tnoz52Y2Tmu4A9nJPhOjPJV1/YyYqYPPGB/q7fjDvbue+/bZVdelTD0hZCbR//3hH/RtG/XzoncivbGW4Ptqmt6ZYnA4BwvvNjf+rq/GtW3s4MPPNC+/+EHH2KUmzCKDX9vsIsv6mYb3b/Hn3w6SDLmJ6LteifoX3ixn/fSHnP0kTZv3nwjTvv5vi9mHfPnkiVGnDfGwNDFS5dm3eg1a9a4UJLrvWDadttNDRnYXN2zl2vc/JaVBl/+dN7Hy6+82qZOm2ZHHH6Ybzz07dffbrntdvv333+z9s1tvjggr/dj+vQZ1vP6m/wg13Zt2/pzX+dExTvvvee918e7XhIEMHzGT/g5K2/5+VKjRg075ZRTfBn47LPPLPCU5ifN8LGE5fz778Z8NVIQiNu6BikNTIR+XfeQDnPrYtmGDX/bjjvs4EKIOrjGxiDDU54uSze7vNYHyZT/MBt64m525X78+AnW5ojD/fPHs3Dn3fdmqw9y+9yQPo1lHAtHujSxo9ocYd98+539uXixX07Vf+m+H7Hy+cUXX9j7Q4ZYV9fIRLAfcvDBNtbVx93cOKVBbuzVpZdd7l8s1C3Tpk23886/wBD5gVF3nX1OF3vttdet6a67+uNHu3dA587nuHC3kTYph7EuQTr6FAEREIHiSmCIq4MHDBhg06dP9+8qHN/hv4BLeB3fecdyDMeSRjxLm6eflyDxzdHe6HgZYT2Dcm+7o4/t3qql3X/v3VZm80woc+fNs+6XXu7jqAf0fd5KOo92tOEtrldvRzvtlJOzNhGGQTgGL+lDDj4oa/1XX31tjz/2sO3UpIlfd/HqbnaRS/+mW3vboIH9EnrvAVu1alW76IIL7L4HH7JjnMc+Xg8BYRl4de+5844IofjEU89Y/4Ev+9leECTPutCnIUOH2b0PPORDBravXTsrr/e5dYjjvs89bY0bNfLrCQW6tMdVdt2NN9ng11/N4vHTZoFzy43X+5c2O78/ZJjPJ4Ln/K7n+uNzm6+83o/58xfYVa5RQu/OQ/ff5z+XuIYNjRXCX7pfeIHPR9cu59jjTz3tBFnqimGzZpsGJr711luG8MdS5fGnHFL2mm8+h0988380wDZu/K9hFWxjRp/y5cv7RRpewz8aaYe5UJCgDHP/33r7Hbvs4u7ZPNCUNezszp1cz9enfizJYw8/mHVv/cYU/pdOdnmpD7i0ZMp/gIJG7wMPP+yF+Y3X98oKwfrYeapvu+NOX7+0P7FdsLvl9rnhABp+hOAFnv2DnCd7q63K+Bh/erNSaem8H/Hy+bXrkexzx+3WqVNHv8vJTrSf06Wr7wW4s88dduaZm67xDNcQPaNjJ3vTPWdXXXmF3/eaa3u6EMWFTvQPst02e5qoqzqccaYt2NyTGe+8Wi8CIiACxZ0AHn6iFdAMp512mjV1Pa+BVohmc9NNN0WsQl9MnDjR3njjDZ9G/fr1Y3r8s6vniGTyvrB27Vp/MGE2ubWxX37lQ0Buv/WWLMHPsXW2394uv+Ri3yiYNn1GzOQIqUDwb/j7b98jQChJuxOO94JyqvNKha2ze6EFgp/1FStWtF7XXG0rV670AiC8b7zvbY8/1om/pj7emnNFGzeA8ALGLESHr9BTgAf3EycgEtnf7lqIFyYUKBD87F+uXDnrcnZnP/PLzNDsRRQUBkjjpQvshLbHubCGvVyc+aZZXpLJV17uxxLXS3HlNa7byelVBrfSO4FV2txanTFzhgVlgzCpq6/oETO0Jch/Xj4RS+nw+K9du86XFfhH28XOC9qt+6XZ/n7+5ZesXb/9blMs+JFtNnmJ2cB3yh3jAOIZ4ShX9rjMxv00Pm6vQLxjk12fPnbJ1wfJlv/gWr8Y+5VrgJkbWN01S/CzDQ91ExdiQrha2HLz3AT704NA2B0Nf4xjCdejBycdlq77ES+vtVxIYCD42Wcf50yh/NWsWSNL8LN+T8egQoXyNmezp5/ewzHOuXKeYx4IfvbjWbnrzj58Tdq++/5He/q5vgn/2EcmAiIgAplAgJAeDMFPiE48wR/rWr1D0h3DsViQVvS+qXOxRqVco3p1v4bpC10Yba6MGPAG9Ru4roxK2fZv2bKFX4eI4sUdbcz//7/Hn7SxzouPsEX4IspLly7jRVV4/5Ytdgsv+u+77LyTDwGYOGlyRK9Ath03ryD9a666ws7r1t2F3ryc5UUP9qdxsmbNWot1Lo5l/eeuOz2RTZ8xwzeCvnWxted0PT9i17/cSxabPPnXrAHShFLFGhC9m4upf7H/QMPrNuf3ubnOV7L3Y5ULUbr62usMjzghKTTWAqPXplPHDi6m/zk7+fSOLh56fx92Ed0gCvbP7ydiCU/54MGDU+bxJxwMgU5IA71KYbvjtlt9yFew7rffpjrmAyJ6jRCGjAHh/k9y9y2w2rVqeTF/+GGtg1XZPuFED4EfS7L/ftm2p3JFetglXx8kW/4DBoyRoAKkJyzaGCy/wt3DsOXmuUG80vM1cdIkO8s5DcL3r1HDBkYvAtsIa0m1peN+xMsjnqWwcd3bu+e4gftdlbDxexR16+5gq134ITbJXTvOjz12zz4uahdXL8VqKIfTi/V9rz03pfVdVCMt2HcvFyIX7BOs06cIiIAIFFUCxPDjZImuh6Pj96OvL4jzZz3HkgZpxbK0iX4qeYTRhCTitZcuW2bbbLPJgxad2cqVKrkXeQkf8x69bZ0LI7q21w3G8UyhyMBcXkBfugZArDnTq1bJfg5eYgysXObSyK0xswq9C6+8+poLJTgiwqu4bNlSn0y862FmllWrVvueiSCMKfq8xMhirVyDp0b1GtGb/XKdOrWz1leNM6iY9TSEmGIymXwlez+Ibcb7x8BdxlMwODosjgnt2XeffezlVwa5xtlX9qGb9pBr63Xt1T62PetCCumXQNCNGz8+4rrILuNPwjZn9u9+cYe6df3nypWrbLTzhOIRpUcg2pjKkhlhqm+3XfSmrOXLL73YOp3dxf7nxpKEw9iydijEX/JUHyRZ/oPL57mpts023gMfrAt/Rv+AWm6eG/LP9KkYYYP8RRu9AEEZid5WVJbpuYhl9MpFG43XwKhbsFgTNjDDVYU46QbHx/sMRH208Jfgj0dM60VABEQgPoG0iX5Oieh76pnn/FzkRx3ZJm4uEO3MWMNMPkPdfP54aMMvFA789bcpfhBl012zz3JCHBNx793O7+q8cGdmnQcPNwNHo22Sm90nLEbZjgcQsYDHPxnr2uVsH6Zz/0MPR3h1GaTJNdBzEO7uDtJmfZMmjSPCmIJtwSceMoxQpNNPzbm7hOuKZcSb0/ioUaO6F+W5zVey94PW5d0u7peZPc5yccB333e//02G8L1s2KC+3ezGHCB+CW+694EH7SUnoK7reU2srOd53S+uRwgvP2Xp0EMPTUlcP8Iejm+/854d4bzyTLkZywhLGfrBB76nKRBRH3/yib/mq6/sYdEic63rgbn73vt9XHjnMzvGStKv227bbX2P0mOuR2vnzeNR4u6cjw3pYEd2kq0Pki3/wSXvuuvO/ncS+N2EcNkLtkd/5ua5odE8fMQI58luZSeFxgMEaTEYm3h/GmY8B6m0dN2PVOaR31yB9YQJv/iZfsJp43Ei7C+vFi38JfjzSlLHiYAIFGYCzL7DYFw0bXgGnrAnP6f8cyxO74bOKR3L0hbTz8lOc0KV6TbvcoJmzNjYMctDP/jQ/TJvJ/ttyhQ36Hc3I0RkyNAPIvKKcHvjzbe8J52QnWhbvzmmHmBhG+5++IjZVqKN2YAQnWFjuk+MKeuSMURdj8su8WMBmL87MARhwwYNfCOGGT/CRvjBhJ9/sZbuegMr6zyJ2JIl/70cq1Su7AX0RyM+NhpGYYMnv9oadK+zjQG00ZyZZnLM2C+t2eawg2Tylez9OMCFnSCK8FZ3v7Cb72V5483BPtuERtx0621ZM9AQhnT0UUf6+GjCl1JpiCQG8qZS8JM/PMSE8cydN9fP9hSMTQjnnTEl/Err7Dm/26UXd8/aNMx5iWnwtG93grU+9JCIP8ZsUK4/+HCTJznroBhfTjmpvWsENrYX+vWLsTX/q9LFjpwlWx8kW/6Dq2/unmE8z5+6MTVh45mnIcrYirDl5rmhF+vPPxf7MTrR949lGuU856M/HxNOOt/f03k/8p25UAKErTVq1NAGvfpqtnDKZ5zjJ7+G8PdiXyE9+UWp40VABAopAabbxBiMy6BenE25NfblGI7FgrSij0+rp5+wlT69b7Vrr7vBTRt5h28AMNMNomX6jJnu5fudm9ZzjBc827iBcU0aN7ZjnBBkdpnFSxbb/u4HjgiLYGabz9zL9Ibresb0riKe8a4xh3T58uV8LDkDI4m1j+V1Y9rMG26+1YdIVHJhQx9/+qm99vqbbm789t77Hg0pp2VmBiKvhBOF7YbrrrUeV17jp9zs2OE037vA9JTPPd/Xzdyzox+MG+y/nwt7QQgzvScM6rqwEDztva65yk1hep0LX7reznQx8TVdmA+z4DzXt6/tveee7ofP/htUSkjD7XfcZd0uOM/H1tJi7OeYYBd3vzA4leOYu3wxODqZ+1Ey1N3fru3x3ttKPg88cH8/5dTEiZP9DEnd3GA/BiaPnzDBlYEf3ADL1ll5y++XdIskxmLQm9Hrhpvs3PMvNBo6lGnCP5g15iP3S7xTp07zv84b/AbFzFmzXMzzZNcTdV7cy2PqxwddY4HZnmI1bIMDiVVnLMlFl1wWrErZZ7rZJVsfcGHJlP8ABGMfiLHvc9fd9scff9i+bn5+wqdo2DMY+vhjjw129Z+5eW7w5FesWME/5xEHb16gDDBonRAgZmRKhaX7fqQij+E07r/vXjuzU2c3bee51tHNZATX4R99ZMOHj3BhP5XCu+bpe+Dxz9PBOkgEREAECjkBvPuHHHKIn32HqTfRr2iLsAWz9vTp0ye82o/ZDCaVIY1wT0F4x7SKfk5ELOi9d/WxZ9zUmVT+TJ8ZWN26dfyPNp3ftYv3orL+ejf7DN7zNwe/4wRwf78r+/W8+kovQINjw58VKlTwP3Z08229red1N/pNvIDvvetOu73PXeFd/fcH7rvHeWMf9VOAsgLvN7Ps9Lj0kmz75nbFVT0us87uR2vCRljOvXff6ebzf8puvf0O3+tQrlxZL8ivd+EszBoUGLGwhHb0dz+s5efhd2EgiMaWLVr4hhNhUsG1kV/m0IYJIjAwGh/13YC7517o6+b93/SbBY2d9+2+u/tYEFvOvrnNF931ebkfnINje7oGS5fzutm97od5mGqyz+23+nh0pkYNWrAM6L38krxz51yBMV1gOjz8QfrBJ7O3POCmlKWBxtgF/jBil/F2PvHYIxHCnQG88DjyiMOCJLJ9IlQf+d8TfhaYRKKfAwkda3dCW3vn3fezpZPXFVuKXbL1QTLlP7h27kPvW2/25Y7n6cmnn/X8GYNzu1sfPY1wTs8NjgecCMy0FMuJwHm5v0ccdpirtwb7H9OrvnkigyBPyX5uqfuRbL4S7d/KTbX8zNNP+R/2usE1iulpa+rqsNdfe8XP9V8y9OvVidLRNhEQAREorgTaut81ql+/ftaPc61YsSImiuj1vFsJ6cnpx7lKuIo5e/xLzFPkf+WGDRv8zC7Lly+3BvVjz9ITnIVsTXOeajxENd2PLuXGOIaZVf5x3RyEUuRkxPAvcJ7AnXdqEiGeczouL9sRDnN+n+N6EpokjOPntw24mbFEw+LFS9yPAP3pe0TCYj86PwjqKVOn+jCbnKZMzW2+8nI/ovMVLBMGMWPmTPfDa/ViztQU7JeXz1GjRvnDWrdunZfDkz6GWGV6jsq6FjkNrlizJyWdaAEdsKXZJVMfgCS35T+Mjzn1f5sy1Wq7qSiDaTbD28Pfk3luwsel6/uWvh+pvA7qMBpC1N/0dB12WBu7xjkBLgmFvKXyfEpLBERABEQgZwJbVPTnnB3tIQIiIAIiUBQJPP7EkzZq1Gc2cEA/31sbXMOT7gf47ne9ff379XVd1wcHq/UpAiIgAiKwhQlI9G9h4DqdCIiACGQigW/dYGdi+lu4kMSTTzrJj2H65ttv7dlnn7f93Jinfi++kImXrWsSAREQgSJDQKK/yNwqZVQEREAECjeB4e63N15/7XU3qcFX7pe31/kpgs9wP9R31ZVXRIxhKtxXodyJgAiIQGYSkOjPzPuqqxIBERCBAiPALBKLFy+2WrVq+dj+AsuITiwCIiACIpBFQKI/C4W+iIAIiIAIiIAIiIAIiEBmEvhvvsfMvD5dlQiIgAiIgAiIgAiIgAgUewIS/cW+CAiACIiACIiACIiACIhAphOQ6M/0O6zrEwEREAEREAEREAERKPYEJPqLfREQABEQAREQAREQAREQgUwnINGf6XdY1ycCIiACIiACIiACIlDsCUj0F/siIAAiIAIiIAIiIAIiIAKZTkCiP9PvsK5PBERABERABERABESg2BOQ6C/2RUAAREAEREAEREAEREAEMp2ARH+m32FdnwiIgAiIgAiIgAiIQLEnINFf7IuAAIiACIiACIiACIiACGQ6AYn+TL/Duj4REAEREAEREAEREIFiT0Civ9gXAQEQAREQAREQAREQARHIdAKl83KBU6bNysthOkYEREAEREAEREAEREAERKAACJTY6KwAzqtTioAIiIAIiIAIiIAIiIAIpJkAzvomjeqZwnvSDFrJi4AIiIAIiIAIiIAIiEBBE5DoL+g7oPOLgAiIgAiIgAiIgAiIQJoJSPSnGbCSFwEREAEREAEREAEREIGCJiDRX9B3QOcXAREQAREQAREQAREQgTQTkOhPM2AlLwIiIAIiIAIiIAIiIAIFTUCiv6DvgM4vAiIgAiIgAiIgAiIgAmkmINGfZsBKXgREQAREQAREQAREQAQKmoBEf0HfAZ1fBERABERABERABERABNJMQKI/zYCVvAiIgAiIgAiIgAiIgAgUNAGJ/oK+Azq/CIiACIiACIiACIiACKSZgER/mgEreREQAREQAREQAREQAREoaAIS/QV9B3R+ERABERABERABERABEUgzAYn+NANW8iIgAiIgAiIgAiIgAiJQ0AQk+gv6Duj8IiACIiACIiACIiACIpBmAhL9aQas5EVABERABERABERABESgoAlI9Bf0HdD5RUAEREAEREAEREAERCDNBCT60wxYyYuACIiACIiACIiACIhAQROQ6C/oO6Dzi4AIiIAIiIAIiIAIiECaCUj0pxmwkhcBERABERABERABERCBgiYg0V/Qd0DnFwEREAEREAEREAEREIE0E5DoTzNgJS8CIiACIiACIiACIiACBU1Aoj/OHbjn/oeNP5kIiIAIiIAIiIAIiIAIFHUCpVN5ARs2bLDff//dttpqK6tTp05W0kuWLLHly5dbjRo1rGLFilnr9UUEREAEREAEiiqBFStW+HfeDjvsYJUqVSqql6F8p5HAv//+a7NmzbIqVapYtWrV0nim9CfNtTz77LO2xx572D777GMzZszwJ23QoIH/ROcNHTrU5s+fb+XKlbNDDz3UmjdvnlTGos+R1MHaOUcCKRX9ixcvtqeeespKlixpl112WZbw/+KLL+zzzz+3Tp06WcuWLXPMlHYQAREQAREQgcJK4O+//7Z+/frZb7/9ZiVKlLCNGzfarrvuameffbaVKlWqsGZb+SoAAn/99ZfXRQjg448/PiU5WL16tX322We22267GQ3OLWWU8+nTp1sg8j/88EN/6u7du/vPvn37Gg1hGgXr16/3z0ayeYs+R7LHa//EBFIq+oNT0VJ7++237dJLLw1W6VMEREAEREAEMoLAW2+95b23559/vjVq1MimTJliL730kn/vnXrqqRlxjbqIwktgzZo1NmrUKNtuu+22qOiPJkL5D4yGCB7+o446ytq0aROs1mchI5AW0c81zp49277++mvbd999s13yhAkT7JNPPjHCfqgwDzzwQP85bdo0e+ONN3x3EN1hf/zxhzVp0sQOOeQQe+edd2zlypW2++6727HHHut7E2hc0JX0yy+/GK1pWr1t27a1MmXKZDtnTitoXeKxkYmACIiACIhAPAKEsf7444/+PbXTTjv53XbZZRdr3Lix/fDDD3bCCSfYY4895t9rBxxwgA//oUFw7rnnWs2aNW306NH23Xff2RVXXGFPPvmkbb/99j78lXce6R133HFWtWpVn+7EiRO9uFuwYIHtuOOOdvLJJ/sQkU8//dTnAY8rebn99tvjZVfrCzmBqVOn2gcffGB//vmn96AffPDBXg+Rbe7/2LFjbd68eV4L0VuAB/2VV17xV8Vx6Khjjjkm4iqJuCCUCM2EFqtdu7adeOKJhmeeZXQVx2y77baGjiKdn3/+2afdrFkz3yNBeA5Gg/bdd9+1f/75x/bbb7+I87z66qteix155JH2/PPP+21jxozx2o28Uu5POeUUfz5Cf9577z1D52299db+/EHoT6JzRJxQC/kmkJaBvPXr17dtttnGFyRaf2GjJThw4EBf0A4//HCbOXOmF/qIboQ7BZhCQ4ElRpIGAhUjyxRCurSoHDEaAoQNUZHWq1fPvvzyS1+ow+fLzfd33htiffsN9F208fYnfy/2f8nYVyYCIiACIlA8CfAOQygh8sPWsGFDI+wH8Va5cmX79ddf/WaEG+81PjHWI+oJg122bJl9//33XuwjnH766Se/zH6IM0QT77727dvb0qVLs95veHppCDCGjoaFrGgSQB8hlikPZ511lhfdgwcP9hezdu1ae+211/z979y5sy1atMj3JKF38KZjhNHgCI02ysq4ceO82D/iiCN87P2jjz7qdRJin7KIXsKGDBniv5PWQQcd5I9DZwU2aNAgr41IhzIXNoQ84Tzk/+ijj/abyA+OWhoJlHt0Hc/FCy+84K+BxgfXQIOB9Viic/gd9F/KCKRF9ONp58ZSMQ0bNiwiswxm6dGjh9Et1LRpU18IKRhUcIHh+e/YsaNRCWL0FvBABMu0jKl0qSypEE877TTfmqSipdLMi33+xZfWt39s4e8F/4CX7bPPv8hL0jpGBERABEQgQwggqDC8pGELlhFBeOxxaGEILCax4JP3VuBp9Rvdf3hWeefxh9ef9xtGrwHvUjz/9CQwcJIGA2kEdtFFF2Xz8gbb9Fn4CZQtW9auv/56r3fQMjQkEfc0LClHCH8iEAjj6dq1q2/8lS9f3nCsYohn/mIZXnTGEOBxr1Wrlg8DQrjjred4vOsYvU6MR0Ff4YhF/LOOckajctWqVT6dvfbay+KFrjF5SxDnT36ixxnMmTPHNxhIf+edd/YNBHrM8Prn9hyxrlHrkieQtvAeBD1/FJ5wAShdurTv3mQAFIUqqMAoAIEFA6F4ILCgmylYpnuLB4NjaDCEuzbzEqLTvl1bf5533hvqPktY13M6+2X+2yT4X7LRn4+19u2Od3+b9s3aQV9EQAREQASKDQEEPIZYIUwiMEIwMLbTS03IxOTJk72A69atm5/1BEHP+ysIC2L/8DsL8RS8C0kP0denTx92y7K5c+dmfc9LKGvWwfpS4ATQOnjVCa3hO70/GB5wdNNJJ51kH3/8sX311VdeqOPhD5eX3F4A5QTtFRjljHPQgF23bp0PHQu2cV56AfDqB1EV4dkYg/2S+QzKbBCWFBzL8xCEsuX3HEGa+kxM4L9SkHi/PG3F209rMuzFJ86fGMRgsAexYszuk6wRE4YRRkQLmAeB7qTgoUk2vUDMI/xLuIM3btzkTSGkZ/QYCf5keWp/ERABEchEAngyEU0IlsMOOyzrEpnVBAcVHn+cRUxPjfCvW7euj9GuXr26D8+htzuedzYrMfeFd1yFChXs2muvjZgRiHOPHz8+vKu+F1ECkyZN8uHMwcyG3FdCujBCfxjziGce8c34RUJkevfunbKrpXGKdlq4cGFWmvQyoKPoXQjCbwhZo9zm1QK9xuxW4bA4GiJBYzm/58hr3orbcWkV/QhyupOCaZ2ASyWGMUiX7ktauFjg3fALufiPCpVuIro7P/roIz89KK3hPffcMyu2LBfJROwSIfzdg4D9+ttUefgjKGlBBERABIovAQQR8cvEQg8fPtx7+3FuIfpxdGEIKXoBiKsOYp0Jt2ACC8IkcmNMb837kffn/vvv78URk1YQ6ioregSISgjGeZB7tFCgh4hcoOcIDYPhwCQ8rH///t7bT9mhBwnPPGULEU05JGyGXqPAW+4PTuI/RDdpM3ayfv36vjeAMkvZpXGJ1588jhgxwp+PCI28GOmRDr0WRGxw3pEjR/rnJVXnyEu+iuMxaRX9ACWejNh7CjXWqlUrP9sOlRfr8IIwGIRGQG68Hz6Rzf916NDBGPRCWlSOeFKIfcyPhYU/6SikJz80dawIiIAIZB4BZljBC/rtt996IYNXlFnlwoNqEWMIKGL2MT4R/eHQnkRkEP0M9EUo0UOOVzaYuS7RcdpWOAkgrPkLDI83YV806AjxIRSaskEPEnqIsYw4TektYtISxnsQ7oNg5m/vvff25Q+H6RlnnBEkm/QnM0K9/vrr/o8QI/J15pln+nRoYLRr184PIGZGIEK2g3DrZE6Ek7ZLly725ptv2nPPPecbFC1atPBjMlN1jmTyU5z3LeG6ITcWBAAKaqriEWkVk15eCmO8aw9m6QkaAfH203oREAEREIHiS4CY6FS+e2KRZFKMwCsca7vWFW0CNCAR3AjgWBavjLEej3xew5rD50JDcX4aFNHG2Etm4UlFOWecCt7+6Dyn8hzR+deym3p12ixr0qieFZjo100QAREQAREQAREQAREQARFIL4FA9Kdlys70Zl2pi4AIiIAIiIAIiIAIiIAIJENAoj8ZWtpXBERABERABERABERABIogAYn+InjTlGUREAEREAEREAEREAERSIaARH8ytLSvCIiACIiACIiACIiACBRBAhL9RfCmKcsiIAIiIAIiIAIiIAIikAwBif5kaGlfERABERABERABERABESiCBCT6i+BNU5ZFQAREQAREQAREQAREIBkCEv3J0NK+IiACIiACIiACIiACIlAECUj0F8GbpiyLgAiIgAiIgAiIgAiIQDIEJPqToaV9RUAEREAEREAEREAERKAIEpDoL4I3TVkWAREQAREQAREQAREQgWQISPQnQ0v7ioAIiIAIiIAIiIAIiEARJCDRXwRvmrIsAiIgAiIgAiIgAiIgAskQKJ3MzsG+U6bNCr7qUwREQAREQAREQAREQAREII8EmjSql8cjkzssT6J/S2UuuUvR3iIgAiIgAiIgAiIgAiIgArEIKLwnFhWtEwEREAEREAEREAEREIEMIiDRn0E3U5ciAiIgAiIgAiIgAiIgArEISPTHoqJ1IiACIiACIiACIiACIpBBBCT6M+hm6lJEQAREQAREQAREQAREIBYBif5YVLROBERABERABERABERABDKIgER/Bt1MXYoIiIAIiIAIiIAIiIAIxCIg0R+LitaJgAiIgAiIgAiIgAiIQAYRkOjPoJupSxEBERABERABERABERCBWAQk+mNR0ToREAEREAEREAEREAERyCACEv0ZdDN1KSIgAiIgAiIgAiIgAiIQi4BEfywqWicCIiACIiACIiACIiACGURAoj+DbqYuRQREQAREQAREQAREQARiEZDoj0VF60RABERABERABERABEQggwhI9GfQzdSliIAIiIAIiIAIiIAIiEAsAhL9sahonQiIgAiIgAiIgAiIgAhkEIHSBX0t434aby8OeNmWL18RMyvt2x1v7du1jblNK0VABERABERABERABERABHImUOCe/v4DX4kr+Mn+O+8NdX9Dcr4S7SECIiACIiACIiACIiACIhCTQIF7+peviO3hD+d2k/AfGl6V7XuVKpWty1mdbPdWLbJt0woREAEREAERyC+BVatW2aJFi2ImU69ePVu/fr0tXLjQ+J4KW7BggZUrV86qVq0akdzatWvtjz/+sPr160esZ4FtqcxDthNoRVIEZs2a5e9hzZo1sx0XlKdatWpZ+fLls21PdsXff/9t06dPt+2339623nrrbIfPnDnTKlasaNWrV8+2Ld6KOXPmWOnSpa127doRu2zcuNHYtnLlSn++bbbZJmI7C//++68tXbrUtt1222zbWLFs2TKfdqy8xjxAK/NNoMBFf76vYHMChAf1G/hyykQ/BXrkyJG2xx57xC2wqcp7ftJ5/PHHrVSpUta9e/eEyQwdOtQ+++wzu++++xLul9PGyZMn24YNG7LtRoVWo0aNbOu1QgREQAQyhcDcuXPtk08+ibgchMsK57zq3bu3IarYfskll0Tsk9eFMWPG2HbbbWetW7eOSIJ8vPjii3bnnXdGrGch1XnIdgKtSIoA96lEiRJ20003+Xd1+OAPP/zQvvnmG7vgggusSZMm4U1Jfx8+fLh9++23VrduXZs9e7btuuuudtppp/l0fvvtNxs8eLDXMqtXr/b5ufjii61MmTJxz8Mx7777rm88rFu3zr/3OSYQ6AMGDLBp06ZZnTp1fJnr0KGDtWrVyqc3f/58++677+zHH3+0nXfe2dgWtokTJ9pbb71lf/31l3Xu3NnvE96u7+kjUOCi32nrlFm8cQF5OcGSJUvsoYce8mK6Xbt2eUliixwzderUbBVJrBPzEI4fPz7WpqTW3XHHHQabsNFAOvfcc7M92OF99F0EREAEijoBBAx/gSFaHn74YWvTpo1ttdVWXmghtlJlp556atJJcf5U5iHpDOiAbARwlE2YMCFLFLMDvUI//fSTLzfZDkhyBR53GpvXXXed4XFH2Pfp08c3FvHqv/fee7b//vvboYce6lN+6qmnfH5wasYzRPmBBx5ohxxyiN/lueee8w2Uww8/3KZMmeIFP+erUKGCjRs3znAstmjRwkqWLGmvv/66f04aNmyYLXkaCq+++qq1b9/emjdvnpLrz3YSrYhLoMBj+uPmLMYGQnceffBe/5fuMB66o9544w0rzII/BqK0r3r55Zftgw8+yPrr1auXf8iDyiTtGdAJREAERKCQEBgyZIgPlzjssMN8jiZNmmQvvPCC//7oo48aHnlszZo1du+99/pQB5ZxnDzwwANGOAaGV/XJJ5+0W2+91fCgItqwt99+2/D2J2PhPNALcc8992Sdh3ToHaY3QLblCCBuv/7664gT4gUnZKZSpUpZ6wnNQhDjXKP8fPHFF1nbBg4caO+//76/n3j1w4bH/qSTTvKCn/WE8FSpUiWrvOFNP+CAA7IOqVy5suEIjGeE5ey7774+0iHYB49+4PAjZIllBD+22267ubGZy32PF8s9evSwY445JltYGts+/vhjn+7uu++esKeBfWWpJ1Dgnv5kLomYfWL3Mb7/OC7/nut45ycO7corr/RdT7RWb7/9dt9K5iGkcNPa5aF45plnfIXOcpcuXXy3GV29eH/wrNPVRtzljBkz7LHHHot3Or9+2LBhvsuLrrSDDz7Y8PLQtYt99dVXvhFCZb3LLrvYZZddZsQBRltO+9FdR6uf7sYLL7zQ9t57b58ELXW6IXlJUUGdfPLJvtUenX70Mg0jPAjkBU8DL6yw4f169tlnw6v0XQREQASKPIFff/3VfvjhB7viiiu844MLwvOP0Maou/GIIo4Ii+Sd8ssvv9hBBx1k9NAiyoiVRnzhTCEEgvfFO++8Y59//rkXTcRLB+EUPtFc/BfOA+INoUZvbGDkI1aIZrBdn6kn0LJlS3+PGQ8SxNPzrsaLjhMtMN7P3JtrrrnGl6MnnnjCe8wpS+gOxnigC6Lf/SyH16ET0BGBp51tpEuPAJ52RPuRRx4ZnDbbJ956NE1gHPvzzz9nOUEpl+FwXkKMy5Yt6+P7o8efBGkEn+SN/W+77Tb7559/bL/99rO2bTVDY8An3Z9FytOfbhjh9CmMPGB4XCjwfEfU0pqmC4uH85FHHvExcwjn1157zXgJYLTUv//+ezvhhBOsWbNmvmUbb/BXcM4vv/zSNwrolu3atasX+f379/ebeWEQu0ncPLGi5AWBHm252Y+X0BlnnOFfNniaeBlQmdx4442+MiLuEK8UXobwiyL6XCzzwqMCoYGAEZPYqVMn/4fni3zS4JGJgAiIQCYRoI7E4YFYCRwz0deHc4b6FkMwIfaJZcYYbMl2jBCPRo0aWYMGDbznEycK3npZ5hDAE483nPh9DPFN4xAtEfT2sB5BzzuU/RHGiPVwWaCR0Lhx44QNQTTLK6+84huRNCoD4z2Pbvnoo4/8u7patWrBphw/CfVhcHpQZmlM0jAIG45E1icyHKJcL+e+4YYb7Pzzz/fjEObNm5foMG1LIYH/SkQKE01XUgzUxcOP8X1LW7du3bwHngcVjz8xacRy0lLFS093HQ8FDzbrujjPP8bDhkBOZDyIeHSuvvpq74Wn+42GA8Kb7jBa0eedd56vDPDc0LCgYRK23OwXpI+X6ZZbbvGinYeZBgbnJG0G4+Cxp3ci8BSEzxN8f/PNN33lQcMG22GHHfwfniZ6SfBw8SkTAREQgUwiwKBIQjOo5+MZsf+E5xCygWcVZwuhNizjLDniiCP8oXj6aQTghAkMAUXMtywzCPCupjGHs46wF0J99tprL+98C4v+33//3UaMGOEdb8TmR/fS5ESDdy/hZXvuuWe2cR00Ti+99FLfG0XvO07Mo446KqckfSOBmaLCk4XQKKEcB4bY5zro2U9kOFCx4447zmsanIJoJsY7MOOQLP0ECoHo/6/bMafLJZwnnSE9OZ0/2I4Axyj4GFOqYTxwdHvx4PJgJ2NMsYbAprLH6D0IQm94ITC1Fx6AsPHiCFtu9gvSx1uA4XnCy4TXauzYsf6agn3ClVH4PHzn3DRkevbsGb3Jnn76ae/JoCckFdOQZTuBVoiACIhAARHAuUN4zlVXXZUwBzhx6J1lFji8+AgiBA6hO3hggzAP4qKbNm1qHTt2TJheXjbiLcaoy4P3VV7S0TH5I4Dzbscdd/SONWbYoXfn8ssvz5YojrR99tkna/BsMD4k244xVtCwIO4fZ9vRRx+dtQeCnHc7zjzKJOWQ8hatH7IOCH0hBIm8IvjDgh6nYfh49AtlDMdhIuM49AU9HYEG4VmI7jVIlIa25Y9AIRD9OV9AeSeq2xzR2vbcvZVrDdb2B8ybN9++/3Gcjfx4lK11sWuFxRiUgweIQp2MMXA46ArmOMKBSIMHlQeFh+n555/3L4sg3aCxESwn2m/06NFZDQr2Z0ovjIYGXge6/a6//no/boGXUqyp4PwBm/+jkUCeg5H9wbZPP/3U93owkCdRL0Gwvz5FQAREoKgQoNeWmPtTTjklR4HDNSHy8aiefvrp/hIZL0XoBcIuMHqOielHROGAQUAhtBLFXAfH5vTJO4F6mhARZmohBDUYJJzTsdqeegJ4+xmMS+960OgLnwWHIs5DbKaLfaeHiAZjbox3MsI8CLcNjkFQI94Zy4GHnR4knH3B+5mxh+SHshI2QtIouwj+6HElhCEz3SgD0AMNQU8/A4gTGQKf8s7gdDz7OEnJS7gXIdHx2pZ/AgUv+nPh6O95zRXWoH69iKut75b528M1BHr3uSdiW0Ev4KFH/BLDRwWLqM7Jy0K8J2FBVP50+zGlFscyTVbr1q19S71fv352/PHH+5cDDzHx92HLaT+8DYTxkD7hQXiYeHgZC4AxiJeGB1NvYUFX3EsvveSP4QWG0dVHI+Kcc86JaITQSGGw8k477eS9Ggxaw+jmDscW+pX6TwREQASKGAHEOGEN1InRRnxytAWiP6g7qRvxdAbL7E8dTJgF9TvvCerK3EzVSf0c3dMa3RtM+oSgItBorIRnXGGbbMsSYMYa3q/xwsKOPfZYf5/QDwyURRjnNB6QK8CJR887Zefmm2/Ouih6mpj0g3JBj9Pdd9/txwrQ+KRcYMxARaM0WvTjCESUP/jgg1np8QWHHnlDixAGTHnG2XnWWWdF7BdvgbBodA55oXcA7RMeFBzvOK1PDYECF/250PzZBH/40qMbA+Ft6f4eb6ArXiBaycRo0qrlwSM2L5Hh1UE0MyCYLjpaz8HDizcd7w8eIsYOEOvHvPjRXWI57UdvASFAgwYN8vF0tK7p/iUmnwFpeAoYW0A8ILP5UJGQD14W4RcV8axULlRQYWOcAy9EWv+MHQiM88X6tb5guz5FQAREoCgQoI6N7t2MzjcztQSG9xNxExj1JtMxRhtpMmMb9WcwDSL7nH322dG7+mVCIxL90GI4D9TnePnx8Eb3DsdMXCtTSuC2227LSg9PfvT9Dy9zX5m5h3IQHRpLPH48I3QoUXkg+gBRTkORMsj7HENXIOyZNSramNwjkSHWmcc/usyGj4k1Kw+9AYyPZHYhGrlBCFr4OH1PH4ESTrjmRnenLQddzk/8S7LJnrjf808le0jK9yf+HkOUU4Ej0BHczIhD6zh6AC4vBjz6GPF3zAwR3Z3GNm4VD2hOcXM57UcPApV/9MNGtyIPYVAhcE6MPEU3MDZt0f8iIAIiIAIiIAJFkQAhRAwkJ+xIltkEpkybZU0a1bMC9/RXqVLZzW6zIiW0SaswGINxiIUjbhOvN1NXBh4b5u+PbmcFA4PJO+I6luBnG2I8J8Gfm/3ixd2FB+qQTmAS/AEJfYqACIiACIhAZhCoX7++8ScrPgQK3NPPbDxMv5lf4Y/gZzrPdP9Sb26KBp5xYigZoMIAGX6tVjFruSGnfURABERABERABERABFJJIPD0F7joT+VFKS0REAEREAEREAEREAEREIH/CASiP/In1f7brm8iIAIiIAIiIAIiIAIiIAIZQkCiP0NupC5DBERABERABERABERABOIRkOiPR0brRUAEREAEREAEREAERCBDCEj0Z8iN1GWIgAiIgAiIgAiIgAiIQDwCEv3xyGi9CIiACIiACIiACIiACGQIAYn+DLmRugwREAEREAEREAEREAERiEdAoj8eGa0XAREQAREQAREQAREQgQwhINGfITdSlyECIiACIiACIiACIiAC8QhI9Mcjo/UiIAIiIAIiIAIiIAIikCEEJPoz5EbqMkRABERABERABERABEQgHgGJ/nhktF4EREAEREAEREAEREAEMoSARH+G3EhdhgiIgAiIgAiIgAiIgAjEIyDRH4+M1ouACIiACIiACIiACIhAhhCQ6M+QG6nLEAEREAEREAEREAEREIF4BErH25Bo/ZKly2zxkuWJdtE2ERABERABERABERABERCBBAS2rVbFqm1TNcEeqduUJ9FP5rZUBlN3qUpJBERABERABERABERABIonAYX3FM/7rqsWAREQAREQAREQAREoRgQk+ovRzdalioAIiIAIiIAIiIAIFE8CEv3F877rqkVABERABERABERABIoRAYn+YnSzdakiIAIiIAIiIAIiIALFk4BEf/G877pqERABERABERABERCBYkRAor8Y3WxdqgiIgAiIgAiIgAiIQPEkINFfPO+7rloEREAEREAEREAERKAYEZDoL0Y3W5cqAiIgAiIgAiIgAiJQPAlI9BfP+66rFgEREAEREAEREAERKEYEJPqL0c3WpYqACIiACIiACIiACBRPAhL9xfO+66pFQAREQAREQAREQASKEQGJ/mJ0s3WpIiACIiACIiACIiACxZOARH/xvO+6ahEQAREQAREQAREQgWJEQKK/GN1sXaoIiIAIiIAIiIAIiEDxJCDRXzzvu65aBERABERABERABESgGBEoXdDXOu6n8fbigJdt+fIVMbPSvt3x1r5d25jbtFIEREAEREAEREAEREAERCBnAgXu6e8/8JW4gp/sv/PeUPc3JOcr0R4iIAIiIAIiIAIiIAIiIAIxCRS4p3/5itge/nBuNwn/oeFV2b5XqVLZupzVyXZv1SLbNq0QAREQAREQgfwSWLVqlS1atChmMvXq1bP169fbwoULje+psAULFli5cuWsatWqEcmtXbvW/vjjD6tfv37EehbYlso8ZDuBVuSJwOrVq23ZsmVWp06dPB2f6KDff//dSpYsadtvv32i3SK2zZkzx0qXLm21a9eOWL9x40Zj28qVK31622yzTcR2Fv79919bunSpbbvtttm2sWLdunX++OrVq8fcrpUFR6DARX+qLp3woH4DX06Z6Kfgjxw50vbYY4+4BTtVec8pnc8//9zee+89u+WWW2zrrbcuNPkK5zucx0qVKoU3RXynMnnsscfs7LPPtt122y1iW2FemDx5sm3YsCFbFmvWrGk1atTItl4rREAEMo/A3Llz7ZNPPom4MITcCue86t27t82cOdNvv+SSSyL2yevCmDFjbLvttrPWrVtHJEE+XnzxRbvzzjsj1rOQ6jxkO4FW5IkAeuKrr76ym266ySpWrJinNKIPohH65JNPWoUKFeyff/7x7yjKXvny5aN3zVr+7bff7N133/VaAnHOe+3iiy/2y+w0YMAAmzZtmm+cUJY6dOhgrVq18sfPnz/fvvvuO/vxxx9t55139tuyEnZfeBYGDRrky+ABBxxgJ554YnizvhcCAgUu+p22TpnFGxeQlxMsWbLEHnroIevevbu1a9cuL0mk7Bg8SxMmTPAPZ2HKV/gCw3kMr4/+vmbNGn8tVA5Fye644w6DfdhoGJ577rnZKr7wPvouAiKQOQQQOvwF9tdff9nDDz9sbdq0sa222sp23XVX/xdsz+/nqaeemnQSqc5D0hnQAdkI/P33314o16pVy3744Qc7+OCDs+2TlxXffvut4Xg655xz/OHPPfecff/993bQQQfFTe6tt96yAw880A455JCsY7755hs7/PDDbcqUKV7wX3fddb4hMW7cOBs6dKi1aNHC9yS8/vrrvvw3bNgwW/pcIw2Q5s2b2xlnnGGxegiyHaQVW5xAgYv+ZK6Y0B1CeDC8+j+OG5/M4UntS7fVG2+8kdX6TergNO5cWPOVxksuFEm//PLLEfkYNWqU3XfffXbooYdGrNeCCIhA8SEwZMgQ77U97LDD/EVPmjTJxo4da+edd549+uijhmgnnANnx//+9z/r1q2bF0M4EPr27WtXXHGFD7HA+4onmJCdRo0a2SmnnOLTffvtt40QiUQiLpp2OA84V55++mm75ppr/HnY9/HHH7e2bdvGDA2KTkvLqSHwyy+/+IgBhPXw4cMjRP/AgQN9b/HEiRN9yAyNSu4/YV2IenqZaVxyL6+++uqIDFFewuIafcC6eEZYzr777usjGIJ9KJ+BQ2vWrFm+vNJzgNEb/8orr/ieLELMevTo4ddT7glXChs9ADjCKFt8ygongSIl+hH8xO5jfE+n6Cde7corr7TOnTsbrdrbb7/dC7wvvvjCDTxe7lvFPDzPPPOMr9B5mLt06WIlSpTwDwjen/Hjx1vdunV95Tpjxgwf1hKvGPCQ0C1GxU9c6H777efPHX6gOTacL7xLdCvHOxcP65dffml77723ffDBB94j0KlTJ78cLx+sp2vvqaee8l10tPDp6Qi69+iepDE003X77bLLLnbZZZcZ3oto+/PPP/3L5qeffvLxqLDBuxDYzz//bB9++KE/15FHHmldu3b17Li+J554wvcGEDbDy/Tkk08ODsv2OX36dH9vG7eZLQAAIkpJREFUeCkSYgS7o48+Oute8FLl/i1evNioVAnXOv/88/2LNGBOBVaqVCnfhU4aN9xwg+20007ZzhVeAYP999/fXzvd/XSJhg2v37PPPhtepe8iIAIZRODXX3/1XlvqGOKpsUCc8Z2wHDyniCqEG3Ub4o+6aurUqe5dVsULcUImcCoQRsH74p133vF12THHHOPjognpTMbCeUDkIejCIox8xApVTOYc2jc5Aghi3j28M3l3EIPPvcbQE7zHeUdyr2joff31115vEH5DmTnppJN8YzD6rGgQdANljXtNOTvrrLOid8tappyiVQKjHPAuDqIZiOMPh6vyXixbtqwvh9HjSoI0gk80DmX6nnvu8fszruXMM8+0ypU3abZgP30WLIFNNVXB5qFQnp34OAZR0ZrlweA74o6HDyFMTNwjjzxip512mhfRr732mvESwF599VXfxXbCCSdYs2bN7OOPP447+Cu4eAQwwpEYOGLy8CRzjmgL54ttic5FRcJLBwGOh4lreeGFF6KTjFhmH0Qvg8GI8+Nlcdddd/mXGRUKMaR0J5JHmBBXGm28dIhbpGIjPIqH//777/dpBPvSGKDR0rJlS18J0kDC8J7j9br22mttr7328sKZRkg8C98bGgdUqtwLKjKMAW3B2AwacKNHj7YRI0b4bdwvmDdp0sTfR+4v10TDIZHRPUuegsYIx9OY4o9GCmnUjzHALlGa2iYCIlB0COC5R7zh1URwxTLqIupfjPoIsY/jAcNZwXaMuhDvfoMGDaxMmTLemYC3XpYZBPDQ877AcYaI5hMPfth41+HgoxwQCx9oCfbBaYW4j1XOGLhbrVo1+/TTT70+wQEXywkXPlf4O6E+vJ+DskjDIWjABvvhyGR9TsZ10ki56KKL7Prrr/fXSq+XrHARKFKin5Ae4vaDQbtbGiXC+fjjj/ctcs7dvn17L1zxUmMMbsGIj8NT38W13DkmNyEgxPjh7eElwoPMg47XOSfL6VyMzr/qqqu8GEVk46HHsxDP8DCwnWvCI0B3Hi+refPm+cYLrX66rqmkjj32WN+4oSESNioszkNcH/sRb4iQ5uUWGB4ABHKvXr38oCOENEY3NHGBVEJUdBiD2XIyGhc0mGhskMcgPY4LBhSxnUqVOEWMa8UjzzF4Oui1yI29+eabvqFAgw7bYYcdjN4K7jP3A88evUQyERCBzCQwePBgP+sJ9Xw8I0yDcAkcKHweddRR3iHAMiIwEFp4+mkcPPDAA/4PRw7Ol5ycD/HOq/WFiwAx9ni7cWzR844jjXcQMfCxjB6A2bNnZ21CdMczegVoLCCyeY/xPnv//ffj7R6x/qOPPvKhQDgyA6PRiXAPDLFPPkk3J6O88g6kEcL18t5lLKKscBEoBOE9uY/9IpwnnSE9ub01iEqMBwQj9g7Dw033GB5uumaTMSp5ZrXBy40nHQ91ohH4pJ3sucL5jJe3YDo6vNcYXXqXX365/453itkC8GiHLdoTHyzTzRc2RH8wgCmoyPAq0MAJPGB0ZeKpp3cimEosma5oGjl4LoL0OH/YcwED7hOGNw2PfHAfgzz5jXH+49poUPTs2TPbHsTOMjsRPUA53btsB2uFCIhAkSCAc4fwHJwpiYywHOpyehrx4iOcEPo4c6ingukMiZ9u2rSpdezYMVFyedqGZxlDuAX1XJ4S0kF5JoBXH0cePcCBcS8QxLvvvnuwKuuTRmBuvfW8j3A+Bu84BtEyZiAnI0yX9zHOsrCgJzwneH+TBjqEspObEB0aHzRWCCfGKONBvvwK/VcoCBQC0Z8zh/JOqLU5orXtuXsr9/DU9gfMmzffvv9xnI38eJStDbVMc04tvXswXSViFfGXjPXv39936REuQxqE0dAASGR5PVeiNIN5d/FMMYiHBx4PBUKaCoGH//nnn88aFEZaCOkgnIblIPbv5ptvjqjUqASI+wsbXg9YtW7d2nchMmMSvQMMNkOEJ9t4wjNBevRC5GR44piZgDzkRvCTHl36MApmPgjOQffqsGHDfM8IjRiZCIhA5hGgF5SYewZa5kYIIfIJGzz99NM9DEQZY6322WefLDiEi9LLi9iiJxKhhSCj9zC/Rp1NfYWDg5hyemFxMMm2DAEcZYSC0bPN+y8w3t00BgLRz7sesYwjD6cS76bcGI0Deg0CJx3lJmgw4HzEYUaDM2y8qymTCP7o8SLM/ESoMfnhPUZvOD3ZuZlilPLFs0EPPWWOhgXhu7LCReC/UlhQ+cqFo7/nNVdYg/r1InJY3y3zt4drCPTuE+lRjtixABZ4eBGBiGYqWB6cnLwsVAI8oITFcAwPb+ClSXQJeTlXovT23HNP76Wmi5k845Ui7o8BywhzYvT69evnw5x4SQXzDofT5OHnhcgAI7xYVHZ8J9YvMH53AE8XbBh7gNBHfFMJUfHROKArFMuNp5/eASomKky6z7mOnAx2HIeHnvNHD8Z96aWX/PqgG55ZERgTQLhSuAKnkUEvDYN/d9xxRz/winNTcYf3yyk/2i4CIlC4CVAvU79QN0QbEwREWyD6gzqEOgIHQ7DM/ggtQn+oV6lzqTNyM1Un9WJ0j2N0LyzpE9aJkEOQEXoYzMzCNll6CSDs0QHR7wHekfQAMag6MBx+vFNxGiYKGwv255NxZYTpMBYO451DWcIoq4TcRIt+xgryjn3wwQf9fsF/hPIyiJcQZt6FlFN0SaKBwcGxfHKdhAEzCQjHUtaCEN3wfvpesAQKXPTnQvNnE/xhZNGNgfC2dH9HpMYyvEC0ponRxItDF28wJVas/VnHMQhdYtw5pnHjxl7AEk6TyPJyrkTp0UXHQF5CVJiVAvFOfDqefv7wQuGpwqvNvsxTH92FxzG33nqrT4NYQ8Kh8IzjgQg8/Qh+BuvSk0DIDx4PGjkXXnihn8qOrvMjjjjC9xqE4xvj5R3G9A7QNUrjJDceBrrUmemHGEgaGLyQqXSpsHix85IMv6CJ46Xyju5FYEYn9sc7Ep5SjYYOjGQiIAKZQYB6LLqXL/rKwnUPXtK77747axfqD37zI9pIk3qQeiQsyvkRw1jG+yEQerG2h/OAAwSRiQAMQjxjHaN1qSfAjEyxjLj3cPgr7x4EMvH04XtEmQhCYmOlw/uFcwTj6sKOQibe4F0YbTfeeGP0qohlxvAx0150WQzvxNjDWMb7lEYmDdLwdcTaV+sKhkAJJ1xjK9ctlJ8u53dP6Zn6Pf9UStPLS2KBUEcMU4EjjBHCzNtMKzp4QIO0eTHwoxoYFXMwZiDYnugz0bkSHZdTPjgWDzz5jjaKDJ6CWNui9yV/xLeHK6NgHwQ/lUOs+PdoDvfee6/vPQmODT7xdPHyoyKjsqLSjJVesH/0J3GWhCPBnHmzCd/By4HHI9ZMBtHHa1kEREAEREAE8koAZxW9zqn0ivNexZkVjvfPa/50XGYQmDJtljVpVM8K3NNfpUplPxtPKrCSVmEwZnchZo64Tby/CMvAY8Oc+tHtrLDID3/PzbUkOlei43PKB8fGE/V4v+Ntiz5ndMxgeDter+huz2B7NAf4UYFFG5VbYOQrGcGPV59eDDwpNDIINWLGgWCe4ugejOA8+hQBERABERCBVBAgJCfWdJz5SZswsWBK6fyko2Mzj0CBe/qZjSeYijM/eBH8/GAXv9pb0IaHmBhKZpAhJIZprAIhmeq8bclzpTrvqUiPcB5+0ZDpOHM7+Cl8XmZQCKYEpYudkB8aDzIREAEREAEREAERyAQCgae/wEV/JsDUNYiACIiACIiACIiACIhAYSQQiP6ShTFzypMIiIAIiIAIiIAIiIAIiEDqCEj0p46lUhIBERABERABERABERCBQklAor9Q3hZlSgREQAREQAREQAREQARSR0CiP3UslZIIiIAIiIAIiIAIiIAIFEoCEv2F8rYoUyIgAiIgAiIgAiIgAiKQOgIS/aljqZREQAREQAREQAREQAREoFASkOgvlLdFmRIBERABERABERABERCB1BGQ6E8dS6UkAiIgAiIgAiIgAiIgAoWSgER/obwtypQIiIAIiIAIiIAIiIAIpI6ARH/qWColERABERABERABERABESiUBCT6C+VtUaZEQAREQAREQAREQAREIHUEJPpTx1IpiYAIiIAIiIAIiIAIiEChJCDRXyhvizIlAiIgAiIgAiIgAiIgAqkjINGfOpZKSQREQAREQAREQAREQAQKJYHSecnVkqXLbPGS5Xk5VMeIgAiIgAiIgAiIgAiIgAg4AttWq2LVtqm6RVjkSfQfcPOsLZI5nUQEREAEREAEREAEREAEMpfAMpv8eCEW/YD/7M4WmctfVyYCIiACIiACIiACIiACaSZw6I3j03yG/5JXTP9/LPRNBERABERABERABERABDKSgER/Rt5WXZQIiIAIiIAIiIAIiIAI/EdAov8/FvomAiIgAiIgAiIgAiIgAhlJQKI/I2+rLkoEREAEREAEREAEREAE/iMg0f8fC30TAREQAREQAREQAREQgYwkINGfkbdVFyUCIiACIiACIiACIiACmwhMmTbLJPpVGkRABERABERABERABEQggwk0aVRPoj+D768uTQREQAREQAREQAREQAQ8AXn6VRBEQAREQAREQAREQAREIMMJSPRn+A3W5YmACIiACIiACIiACIiARL/KgAiIgAiIgAiIgAiIgAhkOAGJ/gy/wbo8ERABERABERABERABEZDoVxkQAREQAREQAREQAREQgQwnINGf4TdYlycCIiACIiACIiACIiACEv0qAyIgAiIgAiIgAiIgAiKQ4QQk+jP8BuvyREAEREAEREAEREAERKC0EIiACORMYNpvE23EB4PNNpq1Oe5ka7xTU3/QVLd+5DC33ll4vV+h/0RABDKKwNJVf9vsP9fHvKbmO1awtX/9azMXrje+p8Km/7HOKpYtZTWrlolIbtW6f2yG27ZbvYoR61lgWyrzkO0EWpFnAv+698eEWatt5zrlrVyZxD7Xvh//YdtX28qO2X2bmOdbvPJvm7FwnbWsX9HKlCrh91mw7C/7Y9mGbPtXKl/KGtYsl219eMVff2+0n2aussa1yts2W0dKw9WuTP0yZ42VLFHCmu5QwSqUzZ735Wv+to3u+qpWjDyWc/z9z0abtWi9NXB5KLkpq+FT6/sWJJD97mzBkyc61f13XBt387U33x93W6o2uLJrH/6w1PZuvLVtVzmywk3VOXKbzqifl9vgrxZbn071jIe3sOQrnP9wHiu7PMaz2e7Bf+Ddudb1iJrWqkH2F1a845JZ/9PM1X53KsNUGYJ/9aqVPjlEfiD6+b56dfb1qTqv0hEBESg8BH6bt9Ze+mxhRIYWLt9gi1ZssKE3NbPxru556bNF9uSFjSL2yevCm2P/tLrblrUzD6kekQT56DVgpo24rXnEehZSnYdsJ9CKPBOgUXj5c9OsX4+drEGNxCKcRl0sgbxi7T/W+9XZNnfJettxu7J2u/t+1Yl1rHXzKvbTjNU24qdlEflDbDd3Qv3WM3aMWB9eeH7EAhvm9M4urjEy0Yn7/XaubNedXNfvMnfJX9bj+WlO6Jeyf1yrBQH/6PkNrVbVrfzyV7+utA/csWN/XWF3dqpv++9cKStp9n32owX21pd/eh018IqdbavSUv1ZgArgS6EV/QXAIuKUi10lfu/g3+3yttvbyfttG7FtSy/wUvlpxirb4FrihSlfYQ7hPIbXR39fvf4ffy3LVqePKRUY9r8LUvPijb6GiGXVXxE4tCACmUxg350qGX+BrXMiruvjU6zLYTWt/FYl7YBdKvu/YHt+P3uetEl4JZNOqvOQzLm1b/oJvOwanWvce3TQ1bsYr58h3y2xgaMWetF/tOsV4C8wehY6P/yrtds3/vt28u9rbKBL87VrdvFCftnqv+2UeydZJ9fQ3ME1KgaNXmhN61aw2zrW88n2fnWWvT7mT6+Nxs9aY698vsj3Rvw8e5OzLTg3n48Pm2e/zl1rD3dtaLs5J5xel2E6BfO90Ir+LeHNT4Qc7/77Nzb1nvVE+23pbYU1X1uaQ6LzPdClQaLNedp25LEnR4T3BInEWx9s16cIiEDmEnjig/lWpUIp69y6hr/IsZNX+F7Z+10ddMETU6yXE+1Nti9veGcvfHKqPXxeAy+s5i/9y3r2n2F9L93JyjjP5zdTVlr/TxfaLBeu0arB1nZN+zo+TOKh9+Zavepl7ZT9t8s1xCAP1IOEeuClHRDysF709FS7+Nja1iJGaFCuT6Id800gr/dmlzoVnDe9cpaAblK7vC1w5QmBH90zMPqX5S48rKTtnqBXfSsXZnRVuzq+XHJRhOdUr1LGKKOI/l9mr7ETXaMhSPugXavYW1/96a+fdJ/otsm5NuDTPyKY/Okcp+9/u8QecoKfkCAJ/gg8BbZQaEV/QYf3LHHxchc/M9W6uDCUxu6huumlmXZ4i6rGQ0RL+MhW29iBzqvzv6HzfKub5QuOquULNrFt9BKMc11tdL81rFXOpi1YZ890bxz3RvPA0lof/uNSW7/hX+8tIgQmOrYunC9i/RKdi5fImEnLbb+dKntvQC0XF3qO80jtF+p+i5WhKfPX2mND5tl0l+fdG25tJ++/re3hPjFeKC+PXuTjSXmQr3bdirW32SpbMotc7wRsfpi+yqptXcazObhp5az96ILGQzHFdVMfu+c21u2o2r5S4foeGTLXd1PWcPlt07KqdTgwsmubRD4at9T6joysZKi8Brhu0zvfmGMlXQ11m+vOpCue0KNmLq8fj1/meV563PYR3rqsTCX40sjF8PMXbfHWR++nZREQgcwi8PVvK3099MKlTbIE0TpXd1P3IXAIy/l26iov+r909Sbx1l9MWuEF/A/TVll151hC8PNuuP212XbDqTvYTq6B8Mj78+wNF9ZzwZG1jDEE1aLiq3OiGOSB/QjHQLxtJNh6s+xCbP61gWVZQRLI6705bLcqEdnmXXiQe7cGojy8cZDzwp92YOIGI7H+4Xh/xhysXvevb3yS1hJXBuuFQpEqu0Yu4wlyssnOw0/v1wuu533i72t945ieq3BPWU5paHvqCWQfjZH6cxTJFIMHkgEsG/7+11ecI9zDxQOEEB7sYtTue/t3H2tJIabLbZKLhcNeGrXIV/YnubCg5s6b8qET8n+4Cj+RDXUCuO/IBe6FsK1dcUIdL1DfdOeItnC+2JboXCtc4+M39+ARb3qJ8+zwID8zfH50khHLXO81L87wA9J6nLC98x5stFsHzTYG+RDrd4v7jsi/wm3jZUK8XrSx77XOizXHDXjr0baO1a9Z1vq8sSmNYF8aAzRa9mi0tes+XORDftjGfpNcBcELcN8mlezJYfONRki04e045/Ca/o+GAXkJKi6uFy8DttJ52GhYEB95vnuJ/vOv2d1vzWE8bq5s/fp19vNP39kH771urw54yv/xnXVswyb9Mi7m+lydQDuJgAgUOQIr1vzjHTt4zBH3sQznyvdO3GNjnNg/1Xnrx0xc4Zd/dA4h4qaxTyYs8wKrhQt/KOdEUnvnVf3SxUnLRCAnAjQiR7sydcmx22fblTLGe/Dw3apm2xZvBQ7N21+fY9efUjcr9p64/FIhpejG8vrGZLw0gvVonjXr/3WaqboNu7mZL9ePOmeirGAJFFpPf0GH98S6LZc4DzGDZXZ33a94/E89YDsfP3fgrpV9NxYVPN7vL92AFnoB8NRgeOO/dd23iYx0eUng1WHgTWPXOzBqwvKsNOIdm9O5SrlR/cGAHB5CRDoPdqwR9pxj7OSVfvuNp+1g+zjRvXfjSsYsAr8vXu+9WmWdZ+qio2u5CqGk4ZWnd4KGSNgmuRhBRPYtHXb0xzNTwehfVtiPTujjJcDoccBjQe8JLzg8YjSmEPtlnceeioVBy6T/mfPU04UZth1dlzd/NDC6u+5qXrxx419dWo9tju/ftlIZu+nlmd67BuNENvXXX+zDIW/Y+nWRjY65c2baxAnf26iRQ+yYtqfZLk1b2g9ff+7Xhdc33rlZouS1TQREoIgSePDd361R7XJ24j7xY6VxWjzkJi1gNp2fXYjEja5uO+PByd4RMc6N0TrnsE0hQVPnr3Ozpqy2sx75LYsGPQUIJpkIxCOAE46IgnvOrp/1Xg3vSyw+YWGlN8/sE94W6zuDjHv2n+mccVUjxqXwPsZhGNh610tU3q3LyUhvTzcRStDDf8ZB1b1zdKrr2crp3ZtT2tqedwKFVvT3f/ZhW/hH9lZhjZrb2zndrsz7FafgSB4CLJgmK1gmLIfYTTzcbfeqltSZ8LAzqw2DavCkL3BdsLGmxQonmuy58CJhCOV4tnD5ph4JhDpGeBEhPNgU93LiBcYgn7DhSQ9bsEyXddjw7tO4wRD1GF2SjZz4/tl1KWIT3MCgl11lRRc505VhG5ynIZ495kKBmBHoKRc6FZdX6PAm7kWNcb6cKp5Ygj+cDxoD7HPp1bdZvYZNbMH83/3mrPUS/WFc+i4CGUFgxLhl3oPfv8fOCa+HupMpCvt9stDFz1fwXnx6hQndwWlCvDRWtWIp5ySqZDefHn92lYQnSrAxeEdRh5Yt2EnoEuQyczfhiWfyiqNc+C+Gw43Q06oVSvtZcFiXl3vDtLE3vjzLO8lwNEYbU70SQpvbMoU3/+ZXZrlQtHJ2XptNzsogzRouvp93ejArz2/z1ti2uZjRsJbTMa+5Ab/4BHnPl3Tyo5T7Eu41CM6hzy1HYJMK3HLny/WZOpx9kSHww8Yy6wuzMV3l9tXKxp3LOV7en3fx6YQHveJG5D93SRMXQ5/zdJN5PVe8PLA+eJiZ5xmjQvrOeeHpJtzGDfCp7Cqr99wA52G3NM/628mF2oSt6uYY1DvOrJe1D/tHVyYcgx6f40R7Qzc3MJXDPYPneLH/zg1N7amLGoeTzfZ9pJuajIFCzLCUk4APDp6x+bqiew6C7eHPaA9/eFvwPdinZKnI9nOwPthPnyIgAkWfAM6IR96f6wba1rVtK0U+87Gubj8n8ge7QY8HN93k7Di0WRV71cVZsz4w1n3uQjQIx8BwYvT7JHK8UrBvsp8MyOR9xFgsjHEIy53wlG0ZAjiinnSDvZn2EmcbU7DSg06DMK/3hnj6nv1m2MXH1I47Po8ydswe1SImIiEkjVDjaOMdfI/rMSCvV5+YfbYoZoP6fOJyP1jYj0tx0QA0UnMyyjhjSd525Z9oAN7VTESS01SlOaWr7fkjkHOtlb/083x0uXLlrf3p59iA5x6xdc6jyvKxJ3bwn3lOdAsdiDdn5E9LjRhNPPhjXWufAVuJjFAWBDZhMRzzw/TVueqWy8u5EuVjHxfOw+AbwmrKuIHEDIJ9bcwiP6/wES4Uh4f/ORcixGj+KfPW2RfuZYK4Dxu/bUDjgDQqlCvle0QGuEHFiPPA+N0BPAi8jAh/4jqoIOBA5cTgtjHuXFjQM4HXhHh9Yl79fP/v/G67uKnE6tco63/whH13dcuxjPEXeFsYe8E5do3hHYk+7uob741eFXf5gIPbGH8yERCBzCVA/D29nbcOmpXtIh84t0G2dYRsMh1iMHnCXq5+xesZLHMAouq8NjXt+gEzfGgjExJc62bvycn+cj3Lh944PmK3WHOxdzm8hj034g8/QBhnRxBiGXGgFtJCoJULWWUKzav6Tvfv9ZYuNPh8d68Dy8u9QdDPd6G697v3H3+BES7W6dAaxvTZn7jQ4P6X7xRs8p/M6/+4m1wj+se+cDYyXpHep2N6/5x1DL1UTD7COMbJc9fYWY9uCj/b372ref/nZFu7dz/aoI+bWAPNQKQB4buygiVQaEU/WKpUreY9+68NeNp/Rnv+CxbdJi91rDyccdB2Nt6Fj9z95hw/QKu2C1PJabR7B3cMs+Vc8cJ0d0xFP4vDd1NX+hdMrHME6/JyruDYWJ/VnPeqd8d6fpAysfJVnHjvdXJd3zqnhb5gWW1DwNNqr+bi4xm3wEssbBxzV+dNaVztKjvCn4jfJ2xp2oJNoUAI/sufn+4aOv/6kJ+93IBeuv6YWedpN9j4EjdzEiKdsQdMY4d97F64MEL0f+bGVBAzSDjUpc9Oyzr9O9dnn2GHjaR93cCZvmFxpZueLDrPWQnoiwiIgAjEIdDBxSXzl8jCAydxQnxy+25Zu/PDRB/emv0HtUiTAY80KMI/bhjtUAkSYja1z+5sESxm+wznAdHJ7HJrXZhJRSfEZFuOAK/G7s4jzx+/6RCE2AY5SHRv4t37S46rbfzFM96tI3tnL2P08jTbMXsEAeFBicoSTsC7Otf3+WcCqHi/JPxGz12zZYlxem/12tU78tTYzIanQFaUcN5VeneSsl0u/SlhIUkqsQzcmYobqsTuMUcug7eI4XvatZoPv3lCtoGv9aqXc/Mob2qVM91avIcqFqpE54q1f7Aup3ywHx73WA8qBWZlnG1B+sEn+aPSQHRHGz0b/OBYrFj8eByC+MDotOItP/XhfN+dTqVGmsS4xspLvOO1XgREQAREQASKOgGm8GZMHb/7ICtcBOixm/x4y7Rmaso0N2ajUT0r1J7+tBJIY+LMjctgLwa+MFct00mev3lwDD/PHt3KCgYCk6VkBD/7JzoX2+NZTvnguFiCn/XI93jb2B42uvjiGQI8GGgWvU88DjHaDtGHxl2Ol2bcA7RBBERABERABDKAQDBbVAZcii4hHwQk+vMBL96hDFitVXUrH2fOIK3eHXfM+rU7YtBTaYnOleg8qc5HonMV5DZ+DZOubZkIiIAIiIAIiIAIFGcCEv1puPt4o0/Yu5r/S0PyEUluyXNFnLiILLRxg4/5k4mACIiACIiACIhAcSZQaKfsLM43RdcuAiIgAiIgAiIgAiIgAqkkINGfSppKSwREQAREQAREQAREQAQKIQGJ/kJ4U5QlERABERABERABERABEUglAYn+VNJUWiIgAiIgAiIgAiIgAiJQCAlI9BfCm6IsiYAIiIAIiIAIiIAIiEAqCUj0p5Km0hIBERABERABERABERCBQkhAor8Q3hRlSQREQAREQAREQAREQARSSUCiP5U0lZYIiIAIiIAIiIAIiIAIFEICEv2F8KYoSyIgAiIgAiIgAiIgAiKQSgIS/amkqbREQAREQAREQAREQAREoBASkOgvhDdFWRIBERABERABERABERCBVBKQ6E8lTaUlAiIgAiIgAiIgAiIgAoWQgER/IbwpypIIiIAIiIAIiIAIiIAIpJKARH8qaSotERABERABERABERABESiEBErnNU+H3jg+r4fqOBEQAREQAREQAREQAREQgS1IIE+if/LjLbdgFnUqERABERABERABERABERCB/BBQeE9+6OlYERABERABERABERABESgCBCT6i8BNUhZFQAREQAREQAREQAREID8EJPrzQ0/HioAIiIAIiIAIiIAIiEARICDRXwRukrIoAiIgAiIgAiIgAiIgAvkhINGfH3o6VgREQAREQAREQAREQASKAAGJ/iJwk5RFERABERABERABERABEcgPAYn+/NDTsSIgAiIgAiIgAiIgAiJQBAhI9BeBm6QsioAIiIAIiIAIiIAIiEB+CEj054eejhUBERABERABERABERCBIkBAor8I3CRlUQREQAREQAREQAREQATyQ0CiPz/0dKwIiIAIiIAIiIAIiIAIFAECEv1F4CYpiyIgAiIgAiIgAiIgAiKQHwIS/fmhp2NFQAREQAREQAREQAREoAgQ+D9wIE+hgD6cCQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "execution_count": 43, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "IPythonImage(filename='figures/gdrive-download-location-1.png', width=500)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- You can also try this direct link: https://drive.google.com/file/d/0B7EVK8r0v71pZjFTYXZWM3FlRnM/view?usp=sharing&resourcekey=0-dYn9z10tMJOBAkviAcfdyQ\n", + "- After downloading, please put this file into the `./celeba` subolder and unzip it." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "2. Next, you need to download the annotation files and put them into the same `./celeba` subfolder. The annotation files can be found under `Anno`:" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": { + "image/png": { + "width": 300 + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "IPythonImage(filename='figures/gdrive-download-location-2.png', width=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- direct links are provided below:\n", + " - [identity_CelebA.txt](https://drive.google.com/file/d/1_ee_0u7vcNLOfNLegJRHmolfH5ICW-XS/view?usp=sharing)\n", + " - [list_attr_celeba.txt](https://drive.google.com/file/d/0B7EVK8r0v71pblRyaVFSWGxPY0U/view?usp=sharing&resourcekey=0-YW2qIuRcWHy_1C2VaRGL3Q)\n", + " - [list_bbox_celeba.txt](https://drive.google.com/file/d/0B7EVK8r0v71pbThiMVRxWXZ4dU0/view?usp=sharing&resourcekey=0-z-17UMo1wt4moRL2lu9D8A)\n", + " - [list_landmarks_align_celeba.txt](https://drive.google.com/file/d/0B7EVK8r0v71pd0FJY3Blby1HUTQ/view?usp=sharing&resourcekey=0-aFtzLN5nfdhHXpAsgYA8_g)\n", + " - [list_landmarks_celeba.txt](https://drive.google.com/file/d/0B7EVK8r0v71pTzJIdlJWdHczRlU/view?usp=sharing&resourcekey=0-49BtYuqFDomi-1v0vNVwrQ)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 45, + "metadata": { + "image/png": { + "width": 300 + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "IPythonImage(filename='figures/gdrive-download-location-3.png', width=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "3. Lastly, you need to download the file `list_eval_partition.txt` and place it under `./celeba`:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- [list_eval_partition.txt](https://drive.google.com/file/d/0B7EVK8r0v71pY0NSMzRuSXJEVkk/view?usp=sharing&resourcekey=0-i4TGCi_51OtQ5K9FSp4EDg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After completing steps 1-3 above, please ensure you have the following files in your `./celeba` subfolder, and the files are non-empty (that is, they have similar file sizes as shown below):" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": { + "image/png": { + "width": 400 + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "IPythonImage(filename='figures/celeba-files.png', width=400)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "image_path = './'\n", + "celeba_dataset = torchvision.datasets.CelebA(image_path, split='train', target_type='attr', download=False)\n", + "\n", + "assert isinstance(celeba_dataset, torch.utils.data.Dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(, tensor([0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0,\n", + " 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1]))\n" + ] + } + ], + "source": [ + "example = next(iter(celeba_dataset))\n", + "print(example)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from itertools import islice\n", + "fig = plt.figure(figsize=(12, 8))\n", + "for i, (image, attributes) in islice(enumerate(celeba_dataset), 18):\n", + " ax = fig.add_subplot(3, 6, i+1)\n", + " ax.set_xticks([]); ax.set_yticks([])\n", + " ax.imshow(image)\n", + " ax.set_title(f'{attributes[31]}', size=15)\n", + " \n", + "#plt.savefig('figures/12_05.pdf')\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.7" + }, + "toc-showmarkdowntxt": false, + "toc-showtags": false + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git 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