{ "cells": [ { "cell_type": "markdown", "id": "3750d2bd", "metadata": {}, "source": [ "## 質問など\n", "+ ゼロからは難しい。 A. 当然で、心配無用です。 \n", "この講義の趣旨は、自分で作図する際に、必要な情報を集められるだけの勘所を修得すること。[Matplotlib Examples](https://matplotlib.org/stable/gallery/index.html)\n", "+ xticks, yticks と xlim, ylim の使い分けが分からない。 A. 説明します。\n", "+ 縦軸ラベルの日本語の正立はできますか?  A. 真面目に開発しないと無理っぽい。\n", "+ マーカーにbcut_starを使いたい。 A. よりによって難しいのを選びました。 [こちらを参照](https://matplotlib.org/2.1.1/gallery/shapes_and_collections/marker_path.html)\n", "+ グラフが保存できない。 グラフを作成したセルの末尾に、plt.savefig(...)を追記します。A. 説明します。\n", "+ 画像の保存先をデスクトップにしたい。 A. もちろんできますよ。説明します。\n", "+ 途中でセルが消えてしまった。。復活させるには? A. Jupyter notebook メニューで、EditからUndo Delete Cellsを選択。\n", "+ 日本語フォントの変更はできますか? A. できます。説明します。\n", "+ グラフの描画領域の色を指定したい。 A. 説明します。\n", "+ 散布図のマーカーにラベルをつけたい。 A. 説明します。" ] }, { "cell_type": "code", "execution_count": 1, "id": "4427c5c6", "metadata": {}, "outputs": [], "source": [ "# 数値演算、描画用ライブラリ読み込み\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import japanize_matplotlib\n", "\n", "# グラフをinline表示可能にする\n", "%matplotlib inline\n", "# 解像度を上げてinline表示する\n", "%config InlineBackend.figure_format = 'retina'" ] }, { "cell_type": "markdown", "id": "aa567e3f", "metadata": {}, "source": [ "## 課題2 解答例" ] }, { "cell_type": "code", "execution_count": 2, "id": "29296fc0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ageboy_heightboy_stdgirl_heightgirl_std
06117.54.99116.74.97
17123.55.29122.65.28
28129.15.54128.55.69
39134.55.79134.86.44
410140.16.35141.56.84
511146.67.29148.06.52
\n", "
" ], "text/plain": [ " age boy_height boy_std girl_height girl_std\n", "0 6 117.5 4.99 116.7 4.97\n", "1 7 123.5 5.29 122.6 5.28\n", "2 8 129.1 5.54 128.5 5.69\n", "3 9 134.5 5.79 134.8 6.44\n", "4 10 140.1 6.35 141.5 6.84\n", "5 11 146.6 7.29 148.0 6.52" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "url='https://www.ces-alpha.org/course/file_serve/5750314422501376/height.xlsx'\n", "df_h = pd.read_excel(url)\n", "df_h" ] }, { "cell_type": "code", "execution_count": 3, "id": "ff98c61d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([ 6, 7, 8, 9, 10, 11], dtype=int64),\n", " array([117.5, 123.5, 129.1, 134.5, 140.1, 146.6]),\n", " array([4.99, 5.29, 5.54, 5.79, 6.35, 7.29]),\n", " array([116.7, 122.6, 128.5, 134.8, 141.5, 148. ]),\n", " array([4.97, 5.28, 5.69, 6.44, 6.84, 6.52]))" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Pandasのデータ形式をnumpyのdataarray形式に変換\n", "age = df_h['age'].to_numpy()\n", "boy_h_mean = df_h['boy_height'].to_numpy()\n", "boy_h_std = df_h['boy_std'].to_numpy()\n", "girl_h_mean = df_h['girl_height'].to_numpy()\n", "girl_h_std = df_h['girl_std'].to_numpy()\n", "\n", "# 表示させてみる(print文でなくとも、1行にカンマ区切りで並べると表示される)\n", "age, boy_h_mean, boy_h_std, girl_h_mean, girl_h_std" ] }, { "cell_type": "code", "execution_count": 4, "id": "369930cf", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 292, "width": 407 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 身長\n", "plt.title('成長曲線',fontsize=18)\n", "plt.xlabel(\"年齢\", fontsize=18)\n", "plt.ylabel(\"身長 (cm)\", fontsize=20)\n", "plt.tick_params(labelsize = 14) \n", "\n", "# marker\n", "plt.plot(age, boy_h_mean, 'co-', label='boy')\n", "plt.plot(age, girl_h_mean, 'mo-', label='girl')\n", "\n", "# error bar\n", "plt.errorbar(age, boy_h_mean, yerr=boy_h_std, c='c', ls='', capsize=5, zorder=2)\n", "plt.errorbar(age, girl_h_mean, yerr=girl_h_std, c='m', ls='', capsize=5, zorder=2)\n", "plt.legend(fontsize=14);" ] }, { "cell_type": "markdown", "id": "18e32c5a", "metadata": {}, "source": [ "to_numpy() を使わず直接dataframeの列を与えてもよい" ] }, { "cell_type": "code", "execution_count": 5, "id": "e684f7f0", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 292, "width": 407 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 身長\n", "plt.title('成長曲線',fontsize=18)\n", "plt.xlabel(\"年齢\", fontsize=18)\n", "plt.ylabel(\"身長 (cm)\", fontsize=20)\n", "plt.tick_params(labelsize = 14) \n", "\n", "# marker\n", "plt.plot(df_h['age'], df_h['boy_height'], 'co-', label='boy')\n", "plt.plot(df_h['age'], df_h['girl_height'], 'mo-', label='girl')\n", "\n", "# error bar\n", "plt.errorbar(df_h['age'], df_h['boy_height'], yerr=df_h['boy_std'], c='c', ls='', capsize=5, zorder=2)\n", "plt.errorbar(df_h['age'], df_h['girl_height'], yerr=df_h['girl_std'], c='m', ls='', capsize=5, zorder=2)\n", "plt.legend(fontsize=14);" ] }, { "cell_type": "markdown", "id": "5217e139", "metadata": {}, "source": [ "### xticks, yticks と xlim, ylim の使い分け" ] }, { "cell_type": "code", "execution_count": 6, "id": "dae078d1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100]\n", "[0, 20, 40, 60, 80, 100]\n" ] } ], "source": [ "memori1 = range(0, 101, 10)\n", "print(list(memori1))\n", "\n", "memori2 = range(0, 101, 20)\n", "print(list(memori2))\n", "\n", "memori3 = [0,30,80,100]" ] }, { "cell_type": "code", "execution_count": 7, "id": "edc40e63", "metadata": {}, "outputs": [ { "data": { "image/png": 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uTaZJvo3wb9IJZynKnZ34BuHsyZHApe5ediyDhylqPw5clTx0QYVxanl4E2HB0oIPuvs15TZ0904z+xdCQ75wpuI/zew6d99bw7HeR5gw5CXu/pc+1Fg8+P9oMxvuJesJiTQyNUZEBq8vUX6V6mJf4eCBsz8BPkAYkP5dwoe9bsKHrUsJXUPg4C4S5QZVlmVmw5L9Xlzm6cfofRatVxBm4AH4JpVn+YLwobfqQotVvJSeqYRPAq4BPmlmPyJ8e112MLiZvYKeRsC9HPxBLxUzG0PP6uQOVF04MVkH5tjk7l7CN+R9Mabkfk2zMiUrvhf3qS8dyNtScn+ru3+jzH6G09MYua/CNkdRv8ZIb7POFfygTscq9eSi23+vYfvi7m1Nyf2yH3aTD8FlGyKJN3DwQoAfqtQQKdpnl5m9hdCl6MPuvqrMNm3AJ8zsauB57l6tMXwDPY2RcdS5W2Aayb/BDxQ9tIbyDefHubub2VuB8wmfsSYRump9vcrhJhD+xn22jw0ROLgx0kQ4cxb1CvMytKgxIjJ4bfcyM/8UM7ODxjG4+1ozezfwiLvvA7Yns9y8gLCGRmlj5AC1z/wzijBF7qVFD/+AsL5CE/APd//XXl5/Lj2NkXd4L4O3k/eQqTHi7jea2e2EbjpvJDQGmgkzjb02ee6zhAUfDyTHnUF4jxB+Nv9W45mUaibR8034Dq9t7EfxNLW/q/Gb2WJHltwvXcyRZPDyCYR/D4VLuZWxHyN8IP4OsKiPdQwFxQ20topb9VhVdHsU8Dkze4u7e4pjFw8Yf5SSxUYrSRosVc9uephauOpZOXffbGZd9HwuOay37QfImRzcUPvfWs44JO/lNsKU2BAaJtUaI5MIY9KuqrJdOaX/Zkob/CINTbNpichB3P3L7l48k1Lh2+DZZlZYqfr5yfVSd3+k2j7NbBJhMGZxQ+SbPHFWqobi7lvd/b8I3WhewsED188lDMa9z8z+PZlt5yZ6BuR/yN1/X6dSir8Jr9oQSbrCvbHooZtSHPMpJffLzWB1NOFswjeA11O+IfJGYJK7X+Huv0/5gXkg/NXLzy73pqJtzq6wTa9nEmowtuh21Xw9zLZV3DXrzcASM3t2Xw6adNEqPst5a4pGaz11Ft3O2vWtHp5Xcr8v678sKbpd6yKb13rP+kV9UfpvZmzZrUQalBojIoPXR83Me7sAL65hPz+kZ/zAB83sFHpm0qr6jWcyo86dHDzLyxcI64kcqPnd5MjdD7j7ze5+PqEL2HWEmcYgfGj/PGGwbqHv/02ELiz1srPodi3fel5AT9efXRw8TW+tzi+6/Shwf+kG7r4FKF4XYiuhkVl8tuxWT7nw3hBS3Euh1nESbyAsTlrwDGCRma0zs/lmVm467lJTOLihW3GNjyzMbJSZ/ZOZfcrMbjGze81su5m1l/w9arQP0U8tub+l2t/Uovcyv+h1RyZdvqrp02KXRUrP1oxIuR+RXKgxIiK98jAl7bXJ3bmEBdEgdEP6XrnXFBQNVi98MO4GrnT3tzfwN+S9cvfV7v5aQsPjU/Q0FIrXW9hC72sq9NV2ws8b4JBkDElv/l/R7e94H6cVTnJ7SdFDv++l4fhpwhoSM9x9iru/kRpWepeDFH+zPbqWF7j7LsL0vR/m4G460whTZN9tZneY2Yt62c3hJffrun6LmQ0zsysJs8b9mrBY4IsIXfsOo8b3mqPSn09/72tjyn2X/hyzTiMuMqA0ZkRk8EozgL2SLxA+4A4nTAMK8Gt373WQpLt3m9nLCd/gGvAqd+/vlbwHhLv/3cz+j9DVbELJ028DLjezTxNWXs/04SAZMPxXwhoJRvgWvOzMRGZ2Jj3d6CBk3Fev5+BuWgt7qS3NWZdiz66wEnax15nZ6zIep5G10zOLXc0f0JPxSB83sy8RFjd8HWEtkIJnALeY2Q+Af6mhC1bdZq8ys8L03eeXeXo3oYHyMGHgfeGb/X+isRooxQt97qHvk0AUq+UscNrxZaVfTvRlPSGR3KkxIjJ49XkAeyXu/jcz+y5hEHvBV2t87T3Jt7M7vIaVpWOQnJn4MGFhw8IZ5kXA7cC7CB8OJhBWs397Mm3pVzMOZr+VngXbXkaFxgjwP0W3f1nt30CpZHzPfxY99ADh7Jb0n4fpmTCgdOKAqtx9B+ELgy+Y2UmEMSRvpKfb06uA8WY2t+QMV+mZkHqeCZjPwQ2RPUmNPwDuKnemzcw2AVPrWENWxePhdrv7hXkVUsWkkvsP51KFSErqpiUitSodA1F14HqBu/95MDRELLicsDbG++n5G3oNYW2GDxOmJP06Pd8yH0n4ELY2WZ8hreuKbl9hZk/40Gpml9Fzpss5eEXtqsxsHPBLDl5p+hPJzGr95U7C1Mmll6cXbXNThW2K117JapSZnVh64YnrjJTbJutg601Ft4+utFEt3P0ed38HoSvUrUVPvZDQKCnWysFTNs+iDpKZ8/6t6KGHgdPc/T+Sbo6VzhI02liH4jO/h5tZ2rV2+tuTim7vShqnItHQmRGRweujZvbROu5vbsn9b5nZaTVOMzvQrPomfdhZ+JB+BWEBt6cVPfUQ8FZ3f3xmI3ffCswzs88RzlIUpj89HrjRzP4M/LO7P9aXGtx9ddIt7HzCN97fNLOXFMbemNkJhK55Bd9y95V9eI9PJXxrXfyB9BdUn5I0q/ZyZ29KBvzuqrDNUaWPZZDnOiPFkwMcV3GrPki6Eb6YsAr8zOThSyk6y5Us0nc7Pd36XmBmo9y9k2yeysFdF//H3e/r7QVmNpYUZ4X62W3AfyS3mwhTnJddYDJnxf9mnjDRhEij05kREanKzKbQM3C90L97GvCZfCrqYWbHJR9kip1Rh/2OMbOXmdn1hG+Q/5eehogTPqSfVNwQKZZ8Q/0SwoDdDUVPrehrQ6TIlfR8kz0X+K6ZPTX50HkbPYPm/07oQlaVmY20sIDdCuD0oqfuAS6PdaKByBTPYjWjXjtNGhXFK9cfX2azG4tuHwHMq3X/ZvZ5M3u7mZWeGSqdvKFaIw/CQqjFDdCmShsOoNs5uCvb+5K1dWpiZqebWV3ONlVxWtHtZQNwPJG6UmNEZPD6EuW7thRfFtW4r/8lTCl7gNDdY0vy+FvM7F8qvmpgfAnYbWY7zex+M2slLKRYkHZa2eMJK8JfSs90ugeAHxFmjprn7jur7cTdf0XocvQh4I+EMSWpuPtaDl4R+jWEhs5CehZn6wBe6e6P9rYvM3uSmb2L8E3ql4HiLih/AM7L0GiKhrs/o9zaISkvM1OWcUfR7RNqmC0NM3uJmb2+hn0fWnS73BoW19Lz+wzw32Y2vYbjX0A4U3gNcK+ZFS9S+GDJ5idV2ddknrjYX28D2Q+aytbMJlbasJfXVX1N0pj7VNFDZ1DjooRmdjRwM/AXM/tMjVP7plXcGLmj4lYiDUqNEZHBa7u739vbhRqmgEw+sBZWaf6Su/+O0GWp8I35V62Pi63VWeFb1/GEGaCKxzscIOU3he6+mjBIHWAb4UPXKe7+Sne/q4/76nT3T7j7s7N2gXH3a5JaytkDXOzufyp9wsymmtlLzexjZvYXwgfQqzl4jEI3Yc2UF3gNi1lKfbj7BnoaBE1UGQuTnMn6KaGr5OfMrOzaM8njry566C9ljr2PML6j8Ps8FrjNzJ7by/FfRmiUFywp/veSrD9T/DvyvuTsarl9zSA0fqdwcGOhty54pf82i9cwwswqTatd/LpDrGQtlgqv+yLhrGHB+83s65V+5sl+ngUsJbyHJmCq17ByexpmNoGDGyP1WmhVZMCoMSIiFZnZHHpmZ7qXpP+0u99GzzeGI4CbzazWVYbrbTVPnJLUCd/4vyn5oJfWZwirMD/J3d/Z15mp+ou7v5NwxmZt8tA+4GfA6e7+hIUozew0whmUm4CPEL7hLe1u8ivCGZ93ZJz1S9L5adHtf6q0UfIN+4vo6cb0DuB+M/uCmV1kZmeZ2fPN7G2Ehvi0ZLtOKkz17e4L6RkbAWFWrVvN7Jdm9i9mdq6ZPSu5fRth3ERzsu1fgX8ts9vi8WpHAivM7P1mdp6ZPcPMXm1m3yd80H8aoUFSPElG8disUuuB4rN2XzSzC83smck4ub8lY6hKreDgKXavM7PzzWyOmV0NrDez4jNJJAt2Xkjo+ljwRmCTmV2THLfwM3+zmd1KOONcaHyt5OBZCOvtufT8W1hWbbp1kUakAewiUlby7d7NhL8TbcBF7r67aJMPArMJg19bgP8zs4vc/bcDWae7fwf4TtJvfSThS5aODDNATbAwFW+x5/ahq3ifjpX2he7+feD7ZjYa2OfuFdeIcPeVZvZJnji71sOEAc3Xuvtf09aS0RQzK/dhtvjLshMqbJNmdqNnWvV1TfLwQ+Dtye0LCeODniBZc+ZCwpcBbyd8ED2CsLbN2yrsez/wRnevOHbD3T9pZtsJ3R4LY0BemFwquY1wJm536RPu/lMz+wTh7wSE6Wf/u8J+VhC6VhZ/w1/x7FCyftEC4N3JQ8cRGuPFPkbJ7GHuvs3MfkoYnwJhsobSVc/fS5gpr/h1W8zsdODHwDOThw8l/PzfTmW/BC5193Ld4+rl5UW3f1RxK5FG5u666KLLILkQGg6eXOaXPGdltl+VbLuh5PHzCV1+nPBB5oIKxzuM8C1l4ZhdwHv7WPPVhG5HH6yy3V1FxxlX55/buKJ953WZ0M//NkYQxqz8kvAt+HnA8Drst4XwIbKp8O8sOUbhfR1b4XUddf75XVulzjyz7arxZ7my6DXPrGH7UwgfkNt7OfYfgbP6kOdTge8SFiOstM+1hK6aT/ibUmZ/ryJMkVtuP9uBjwMjk22HA1uT57qB43rZ72hCA6Tcfn8HzKzwusMIA9NLX9NNOOPzlF6OOYxwRnJVlbz/AlxSw8/mipLXlf1dqfK7V/g73Q4c1p9/Q3TRpb8u5u6IyOCQdOEodLH5mLvPL3runwjdNFYTPgQcDbw4efoedz85ObvwX4RvHIcR/oN+lbv/uJdjHkdYYb0wVsOB2d6HaWVrYWZ3ET58AbR4mW9jM+x7HOUH9w6kiV7DgPhGY2HthV2ErmL/IHxTX9zff7K7P1TmdR3AqDqW8h13v6KXOgv/2T1A/09XXPBmwu9Zt7tX7YlgYZX5a5O7vb6fkteNITQujyGcJdlHGIPyZ0/ZbSc543YuYRzWYYS/K62ErkB9WjPIzJoIq8HPJIzt+gewEfiDZ+wSaGazCWcrxhGm2v6j19A108zOI8we10z4Wf3e3f/e+6sOev2TgHMI/9bHExoDm4Gl7l46gL9fJGcLv5Lc/Zq7lzt7KNLwhlRjxMyOIQzUezE9q7xuJfTv/Ja7L63y+rmEvqLPIMzEsZWwYNcX3f0P/VS2SM2qNEYmEz5MlHOju7/CzF4LfCd5rAN4rbvfWOE1xcd9OvBbwn/Mn3X3sl1MshjAxshmdz+2XvuuctxN9PwtirIxAmBmf6enj3yxh4GjvMx/NEWNkT+4+5yUxz2K8HcYam+M/MndB2R8k4U1Zc6i9sbICMIZwGmE3+Pj+vIBWYaOpIG3jnAmqwM4MW3DUyRvQ2YAu5m9BrgbeB9hms1RhG4L0wjzqt9hZldbmY7hZtZsZj8i9J9/KaHvaxfhQ8TFwCIz+5SZDZmfp8THw2J8fyGcFekkDOTcBfyapI+0u38X+Cxh9qjn1NIQSV53F+Gb2Vs4eCCsDA0/JnzTvZtwNq2TcAbudeUaIlJecpbgPcndEYT/r0TKeTWhIQLhCyA1RCRaQ+LMiJm9Crie0PhaQDIvuru7mT2FMOjv7YS+zvPd/WMlr/82oW8nhNl1/sfdt5vZscAnCH1IAT7q7v/Zv+9GpH8lDfIj3P3hvGsRGYrM7OfASwhnR6b3tVuUDG5Jt7x1hC6AfwNOreeZYpGBNugbI8lp/HsJfTrf4+5lV4w2s38nfMvwyeQb5MLjl9AzQ8VB3V6KtvkecBnhG8Ez3X1F6TYiIiK1MLMjgTWEKXF/4+7/nHNJ0kCSWcr+g/CZ4zx310KHErWh0BhZALwJuNPdz0zx+uWE6f82AU/zMgsXJYsObSEMoPuJu19cuo2IiEitzOwFhFnJhgNvcfev5lySNAAzOxNYQpgo4v3u/j9VXiLS8Ab1GAczG0vP6rNfSvH6WYSGCISZKsquoJoMOv1ecvelvaz+KiIiUpWH9XreSpid7oycy5HGcSah+9631BCRwWJQN0YIayWMS27/OsXri2dcKV0YqVRh1ePhhBWbRUREUnP3rwFPdfc35F2LNAZ3/yJhdXpN4yuDxmBvjBS+TXrU3R+y4JVm9ksz+5uZ3W9mt5jZa8rNokWYkhHCnO13VTlW8ZoKM7IWLiIi4u4b865BGou7P5h1fRaRRlJ13vPITU+uHzSzFuD79CzyVvAU4EXAG83sJe7+WNFzT0quN7t7d5VjtRKmsxwFHJ+tbBERERGRwW+wnxk5PLluJ4zpeB7wUeA4QqPhROBqwowUzwZ+VnKGZEJyvbPagZK59AsNGY0ZERERERGpYrCfGSk0Cs4iNDhe6O6/K3p+HfBuM1sLfBN4LvAa4Lrk+cJ4k44aj1fYbnQtGyczdZXzdMLiYZtqPK6IiIiISF8dCzzm7sflVcBgb4xY0fXnShoij3P3b5nZ64BnAW+mpzFSaFyMqvF4zcn13hS1FmtqHtZ86PGTjj905OSR7Ll7D6OPHw3d0LG5gzEnjaHzwU5shDFy0kj2rN7DmJPGcKDjAJ1bOxkzbQwdD3TQNKaJEYePYPeq3YydMZbutm72b9/P6KeOpmNjB8PHD2f4ocNpW9FGy6wWuh7tomtXF83HNbP3/r2MOHwETS1N7Fm9h3Ezx7F/+36627tpPqaZ9vXtjJo8imHNw2i/p52xM8ayb9s+fL8z6uhRtN/TTvPUZmiCvRv2MvaUsezbug+Awf6e9j+yn+5d3YPqPQ3GnCq9p92rdjP2lLGD6j0NxpzKvaf2de2MOGzEoHpPgzGnSu9p39/3MebkMYPqPQ3GnCq9p+ZjmrFhNqje02DMqfQ9rV21lo4DtX7n3j8Ge2Okreh2tal9f0RojJxpZiOSwWE7k+eqdrtKuncVtttVS3HuPrvCvpafPPPkWcuXVzpxIiIiIiKSzezZs1mxYsWmPGsY7GNGCiup73b3zVW2vT+5HkHPWJPCY1MrzLZV7ChgZMnrUtu3bV/WXUhOtly9Je8SJAPlFy9lFzflFzflJ2kN9sbIX5PrETU0JpqLbhfOV60ueu6kKq8/rej26opb1cj3e9ZdSE46WzvzLkEyUH7xUnZxU35xU36S1mBvjCxKrkcBM6tsW5iOdyc93bOKF0o8v8rrX5hcdwG31lJcb0YdXeswFWk0x1+tmZ1jpvzipezipvzipvwkrcHeGPk9PV213lpl28uS61uTaXpx97uAVcnjbzazsj8vM5sIXJ7cXejuO9MWXNB+T3vWXUhOls1elncJkoHyi5eyi5vyi5vyk7QGdWMkWajwP5O7rzezC8ttZ2aX03Pm5JqSp69KrqcB76twqE8TBq8fAD6ZrtqDNU9trr6RNKQTFpyQdwmSgfKLl7KLm/KLm/KTtAZ1YySxAPgNYXrfH5nZh8zsMAAzm2Bm7yOsMQLwNXe/vfjF7n4j8IPk7ifM7Kqi1z/ZzL4FvCF5/pPuvrQuVTfVZS+Sg6YWhRcz5RcvZRc35Rc35SdpDfrGiLsfAF4O/JIwU9Z/AdvNrA3YQTiTMYKwQnulrlxvAG4kNGg+kLx+D/AA8Ppkmy8AH6lX3Xs3ZF2qRPKyZu6avEuQDJRfvJRd3JRf3JSfpGXJ8IghwcxeBrwOOJ0wfe9O4C+EMyILa3j9hcCbgFOT1z+UvP7L7r6ojnUunzVrltYZEREREZF+k6wzsqLS2ncDYdCfGSnm7j9195e6+5PcfZS7T3L3C2ppiCSvv8ndX+zuR7t7s7sf6+6vqGdDpKCwIqfEZ+P8jXmXIBkov3gpu7gpv7gpP0lrSDVGRERERESkcQypblqxUDctEREREelv6qYlFe25e0/eJUhKS6fVZ0I1yYfyi5eyi5vyi5vyk7TUGGlQo48fnXcJktL0hdPzLkEyUH7xUnZxU35xU36Slhojjao77wIkre42hRcz5RcvZRc35Rc35SdpqTHSoDo2d+RdgqS0bt66vEuQDJRfvJRd3JRf3JSfpKUB7A1IA9hFREREpL9pALtU1PlgZ94lSEobrtyQdwmSgfKLl7KLm/KLm/KTtNQYaVA2wvIuQVIaNWVU3iVIBsovXsoubsovbspP0lI3rQakbloiIiIi0t/UTUsq2rNa64zEasmUJXmXIBkov3gpu7gpv7gpP0lLjZEGNeakMXmXICnNXpbblwtSB8ovXsoubsovbspP0lJjpEEd6DiQdwmSUvv69rxLkAyUX7yUXdyUX9yUn6SlxkiD6tyq2bRitWn+prxLkAyUX7yUXdyUX9yUn6SlAewNSAPYRURERKS/aQC7VNTxgFZgj5VWoY2b8ouXsoub8oub8pO01BhpUE1jmvIuQVJqOb0l7xIkA+UXL2UXN+UXN+Unaakx0qBGHD4i7xIkpSnzpuRdgmSg/OKl7OKm/OKm/CQtNUYa1O5Vu/MuQVJa3LI47xIkA+UXL2UXN+UXN+Unaakx0qDGzhibdwmS0tmtZ+ddgmSg/OKl7OKm/OKm/CQtNUYaVHdbd94lSEo7F+3MuwTJQPnFS9nFTfnFTflJWmqMNKj92/fnXYKktHXB1rxLkAyUX7yUXdyUX9yUn6SldUYakNYZEREREZH+pnVGpKKOjVpnJFZrL12bdwmSgfKLl7KLm/KLm/KTtNQYaVDDxw/PuwRJ6bC5h+VdgmSg/OKl7OKm/OKm/CQtNUYa1PBD1RiJ1aRLJ+VdgmSg/OKl7OKm/OKm/CQtNUYaVNuKtrxLkJQW2aK8S5AMlF+8lF3clF/clJ+kpcZIg2qZ1ZJ3CZLSHJ+TdwmSgfKLl7KLm/KLm/KTtNQYaVBdj3blXYKktO2GbXmXIBkov3gpu7gpv7gpP0lLjZEG1bVLjZFYPbLwkbxLkAyUX7yUXdyUX9yUn6SldUYakNYZEREREZH+pnVGpKK99+/NuwRJac0Fa/IuQTJQfvFSdnFTfnFTfpKWGiMNasThI/IuQVKaPG9y3iVIBsovXsoubsovbspP0lJjpEE1tTTlXYKkNGHOhLxLkAyUX7yUXdyUX9yUn6SlxkiD2rN6T94lSEp3TLkj7xIkA+UXL2UXN+UXN+Unaakx0qDGzRyXdwmS0nlt5+VdgmSg/OKl7OKm/OKm/CQtNUYa1P7t+/MuQVJqXdCadwmSgfKLl7KLm/KLm/KTtNQYaVDd7d15lyAptS1ry7sEyUD5xUvZxU35xU35SVpaZ6QBaZ0REREREelvWmdEKmpf3553CZLSyjkr8y5BMlB+8VJ2cVN+cVN+kpYaIw1q1ORReZcgKR07/9i8S5AMlF+8lF3clF/clJ+kpcZIgxrWrGhiNWbamLxLkAyUX7yUXdyUX9yUn6SlT7wNqv0eddOK1fLTNdYnZsovXsoubsovbspP0lJjpEGNnTE27xIkpXNaz8m7BMlA+cVL2cVN+cVN+Ulaaow0qH3b9uVdgqS05eoteZcgGSi/eCm7uCm/uCk/SUuNkQbl+zXlcqw6WzvzLkEyUH7xUnZxU35xU36SltYZaUBaZ0RERERE+pvWGZGKNIA9XstmL8u7BMlA+cVL2cVN+cVN+Ulaaow0qOapzXmXICmdsOCEvEuQDJRfvJRd3JRf3JSfpKXGSKNqyrsASaupReHFTPnFS9nFTfnFTflJWmqMNKi9G/bmXYKktGbumrxLkAyUX7yUXdyUX9yUn6Q1qBsjZnaymXmNlwer7Guumd1kZg+ZWaeZbTKzG83s2f1R+9hTtM5IrM5af1beJUgGyi9eyi5uyi9uyk/SGtSNEeDo5PoA8EiVy6PldmBmzWb2I+Bm4KXAJKALmApcDCwys0+ZWV1/lvu2ap2RWG2cvzHvEiQD5RcvZRc35Rc35SdpDZXGyN3ufniVy4wK+/gKcEly+zPAEe4+FjgOuCF5/D3Ah/rtXYiIiIiIDEKDvTHypOT6gTQvNrNLgCuSux9z9/e4+3YAd9/k7pcB1yfPf8TMZmUpttjIySPrtSsZYMfNPy7vEiQD5RcvZRc35Rc35SdpDfbGSOHMSKrGCPD+5HoT8PEK27wV2E2Y/+o/Uh7nCfbcvadeu5IBtnTa0rxLkAyUX7yUXdyUX9yUn6Q1VBojm/v6wuQsR+FMx9fcvavcdu6+E/hecvelZja+r8cqZ/Txo+uxG8nB9IXT8y5BMlB+8VJ2cVN+cVN+ktZQaYykOTNybtHtX1XZ9pbkejjwvBTHeqLuuuxFctDdpvBipvzipezipvzipvwkrcHeGMkyZqQwR90+4K4q264sul1pIHyfdGzuqMduJAfr5q3LuwTJQPnFS9nFTfnFTflJWoO2MWJmzcBhyd0HzOw8M/uBmbWa2b5kvZCbzOxFFXZRaMhsdvdqzf1WoDO5fXzG0gEYc9KYeuxGcnD68tPzLkEyUH7xUnZxU35xU36S1qBtjNDTRQvgv4E/Aq8EDiWsEzKJsG7ILWZ2Q9J4KTYhud5Z7UDu7sBjyd2ax4yY2fJyF+DEzgc7q75eGtOGKzfkXYJkoPzipezipvzipvwkraHSGHkFcBXwVHdvdvcxwNMIa4gAvBr4asnrxyXXtfaXKmxXl5HnB/YeeHwBoaXTltK+vp225W0sm70MCL/0W67eAsCSKUvobO1kx6IdrJwTeoytm7eO1gWtACxuWUxXWxfbb97OmgvWALD20rVsu2EbAItsEQDbbtjG2kvXArDmgjVsv3k7XW1dLG5ZDEDrgtbHT8OunLOSHYt20NnayZIpSwDYcvWWx/8YLZu9jLblbbSvb398ho2N8zcOiffEAQbdexqMOVV6T1u/sXXQvafBmFO597TrT7sG3XsajDlVek+P/urRQfeeBmNOld7TqCmjBt17Gow5lb6nvffvJW8WvtQffMxsLmFRwlHA+e7++wrbXUlYzBDgPHe/PXn8LuAU4C/ufla515bs52HgCGChu1+Qsfbls2bNmrV8+fIsuxERERERqWj27NmsWLFihbvPzquGQXtmxN0XuvshwGGVGiKJzwH3JbdfW/T4zuS6arcrM7Oi7Xb1sdSy9qzWOiOxKnwbInFSfvFSdnFTfnFTfpLWoG2MFLj77irPHwBuTe4Wr6B+f3I9NWls9OYooLBk+v29bVgrDWCP1+xluX25IHWg/OKl7OKm/OKm/CStQd8YqdGjyfUhRY+tTq6bgZOqvP60Mq/L5EDHgXrsRnLQvr497xIkA+UXL2UXN+UXN+UnaakxEkxJrh8ueuzXRbfPr/L6FybXXfScZcmkc6tm04rVpvmb8i5BMlB+8VJ2cVN+cVN+ktagboyY2SwzO7nKNs30NDYWFx5397uAVcndN5tZ2Z+VmU0ELk/uLnT3nVlqLhgzTd20YnXaotOqbyQNS/nFS9nFTfnFTflJWoO2MWJmnwWWAb8wsyf1sul/E8Z87AcWlDx3VXI9DXhfhdd/mjB4/QDwydQFl+h4QCuwx0qr0MZN+cVL2cVN+cVN+Ulag7YxAlxHWPvjqcAqM3urmR0JYfYrM5ttZj8F3pFs/yF331i8A3e/EfhBcvcTZnaVmR2W7OPJZvYt4A3J859096X1Kr5pTFO9diUDrOX0lrxLkAyUX7yUXdyUX9yUn6Q1aNcZATCzs4DvAccXPdwONBHWHwHoBv7L3T9WYR9jgGuBS0r2UdyP6gvAu9y9u051a50REREREelXWmeknyVnKk4FXgfcAvwNMEKXrHWEFdhPq9QQSfbR7u6vAC4Cfgn8ndCY2QzcCDzH3d9er4ZIwe5Vvc5ILA2ssCqrxEn5xUvZxU35xU35SVqD+sxIrMxs+WkzT5u1YuWKvEuRFLrauhjeMjzvMiQl5RcvZRc35Rc35RcnnRmRirrb6nqiRQbQzkU78y5BMlB+8VJ2cVN+cVN+kpYaIw1q//b9eZcgKW1dsDXvEiQD5RcvZRc35Rc35SdpqZtWA9IAdhERERHpb+qmJRV1bNQ6I7Fae+navEuQDJRfvJRd3JRf3JSfpKXGSIMaPl6DwGJ12NzD8i5BMlB+8VJ2cVN+cVN+kpYaIw1q+KFqjMRq0qWT8i5BMlB+8VJ2cVN+cVN+kpYaIw2qbUVb3iVISotsUd4lSAbKL17KLm7KL27KT9JSY6RBtcxqybsESWmOz8m7BMlA+cVL2cVN+cVN+Ulaaow0qK5Hu/IuQVLadsO2vEuQDJRfvJRd3JRf3JSfpKXGSIPq2qXGSKweWfhI3iVIBsovXsoubsovbspP0tI6Iw1I64yIiIiISH/TOiNS0d779+ZdgqS05oI1eZcgGSi/eCm7uCm/uCk/SUuNkQY14vAReZcgKU2eNznvEiQD5RcvZRc35Rc35SdpqTHSoJpamvIuQVKaMGdC3iVIBsovXsoubsovbspP0lJjpEHtWb0n7xIkpTum3JF3CZKB8ouXsoub8oub8pO01BhpUONmjsu7BEnpvLbz8i5BMlB+8VJ2cVN+cVN+kpYaIw1q//b9eZcgKbUuaM27BMlA+cVL2cVN+cVN+Ulaaow0qO727rxLkJTalrXlXYJkoPzipezipvzipvwkLa0z0oC0zoiIiIiI9DetMyIVta9vz7sESWnlnJV5lyAZKL94Kbu4Kb+4KT9JS42RBjVq8qi8S5CUjp1/bN4lSAbKL17KLm7KL27KT9JSY6RBDWtWNLEaM21M3iVIBsovXsoubsovbspP0tIn3gbVfo+6acVq+eka6xMz5RcvZRc35Rc35SdpqTHSoMbOGJt3CZLSOa3n5F2CZKD84qXs4qb84qb8JC01RhrUvm378i5BUtpy9Za8S5AMlF+8lF3clF/clJ+kpcZIg/L9mnI5Vp2tnXmXIBkov3gpu7gpv7gpP0lL64w0IK0zIiIiIiL9TeuMSEUawB6vZbOX5V2CZKD84qXs4qb84qb8JC01RhpU89TmvEuQlE5YcELeJUgGyi9eyi5uyi9uyk/SUmOkUTXlXYCk1dSi8GKm/OKl7OKm/OKm/CQtNUYa1N4Ne/MuQVJaM3dN3iVIBsovXsoubsovbspP0lJjpEGNPUXrjMTqrPVn5V2CZKD84qXs4qb84qb8JC01RhrUvq1aZyRWG+dvzLsEyUD5xUvZxU35xU35SVpqjIiIiIiISC60zkgD0jojIiIiItLftM6IVLTn7j15lyApLZ22NO8SJAPlFy9lFzflFzflJ2mpMdKgRh8/Ou8SJKXpC6fnXYJkoPzipezipvzipvwkLTVGGlV33gVIWt1tCi9myi9eyi5uyi9uyk/SUmOkQXVs7si7BElp3bx1eZcgGSi/eCm7uCm/uCk/SUsD2BuQBrCLiIiISH/TAHapqPPBzrxLkJQ2XLkh7xIkA+UXL2UXN+UXN+Unaakx0qBshOVdgqQ0asqovEuQDJRfvJRd3JRf3JSfpKVuWg1I3bREREREpL+pm5ZUtGe11hmJ1ZIpS/IuQTJQfvFSdnFTfnFTfpKWGiMNasxJY/IuQVKavSy3LxekDpRfvJRd3JRf3JSfpKXGSIM60HEg7xIkpfb17XmXIBkov3gpu7gpv7gpP0lLjZEG1blVs2nFatP8TXmXIBkov3gpu7gpv7gpP0lLA9gbkAawi4iIiEh/0wB2qajjAa3AHiutQhs35RcvZRc35Rc35SdpqTHSoJrGNOVdgqTUcnpL3iVIBsovXsoubsovbspP0hrSjREz+7aZeXK5oobt55rZTWb2kJl1mtkmM7vRzJ5d79pGHD6i3ruUATJl3pS8S5AMlF+8lF3clF/clJ+kNWQbI2b2CuCKGrdtNrMfATcDLwUmAV3AVOBiYJGZfcrM6vbz3L1qd712JQNsccvivEuQDJRfvJRd3JRf3JSfpDUkGyNm9mTga4ADj9bwkq8AlyS3PwMc4e5jgeOAG5LH3wN8qF41jp0xtl67kgF2duvZeZcgGSi/eCm7uCm/uCk/SWvINUaSsxfXAROA7wBrqmx/CT1nUD7m7u9x9+0A7r7J3S8Drk+e/4iZzapHnd1t3fXYjeRg56KdeZcgGSi/eCm7uCm/uCk/SWvINUaA9wPPBh4hnM2oZXuATcDHK2zzVmA30AT8R8b6ANi/fX89diM52Lpga94lSAbKL17KLm7KL27KT9IaUo0RMzsDmJ/cfVvhDEcv288CCmc6vubuXeW2c/edwPeSuy81s/FZax391NFZdyE5mX7z9LxLkAyUX7yUXdyUX9yUn6Q1ZBojZjaW0J1qBPBTd/9+DS87t+j2r6pse0tyPRx4Xt8rPFjHRq0zEqu1l67NuwTJQPnFS9nFTfnFTflJWkOmMQJ8AXga8HfgTTW+5qzkeh9wV5VtVxbdntG30p5o+PjhWXchOTls7mF5lyAZKL94Kbu4Kb+4KT9Ja0g0RszsYuBfCLNnvdbda5lBC+BJyfVmd682orwV6ExuH9/3Kg82/FA1RmI16dJJeZcgGSi/eCm7uCm/uCk/SWvQN0bM7GjCNL4An3H32/rw8gnJ9c5qG7q7A48ldzOPGWlb0ZZ1F5KTRbYo7xIkA+UXL2UXN+UXN+UnaQ3qr9+TaXy/CxwKrKDv64CMS65rHcBR2K6m0edmtrzCUye2zGqp8ZDSaOb4nLxLkAyUX7yUXdyUX9yUn6Q12M+MvAd4DtAOXOru+/r4+kLjYlSN2zcn13v7eJwn2Pu3vWycvxGApdOW0r6+nbblbSybvQyADVduYMvVWwBYMmUJna2d7Fi0g5VzwtCVdfPW0bqgFQirona1dbH95u2suSAsq7L20rVsu2Eb0PNtxrYbtj0+AG3NBWvYfvN2utq6Hl9VtXVBK+vmrQNg5ZyV7Fi0g87WTpZMWQLAlqu3sOHKDQAsm72MtuVttK9vZ+m0pQBsnL9xSLynTZ/YNOje02DMqdJ7un3i7YPuPQ3GnMq9p1XPXTXo3tNgzKnSe1o2a9mge0+DMadK72nbDdsG3XsajDmVvqe992f+yJqZhd5Fdd6p2UTCjFJzgJMJYygmAmMIg8HbgM3AeuBPwK3uvq7ONcwG7iDMnjXP3b9eYbtFhHVHXu/u15Y8dzvwTGCdu59Y5XhGaLyMBK5399dkqH35yRNPnnX3o3en3YXkaO2lazn5hpPzLkNSUn7xUnZxU35xU35xmj17NitWrFjh7rPzqqGu3bTM7AXA/wPOJzQCAKxks1HJ5XDCGh6vSl67GvgG8E13zzSvrZk10zON702VGiI1uJ/QGJlqZua9t9yOIjRECq/LpPm45uobSUPSH+O4Kb94Kbu4Kb+4KT9Jqy7dtMzsDDNbAvwfcAHhQ7kB64AbgU8A7wb+FXgH8GHgm4SzIp3JtqcSpt/daGZvzljSUcAJye0LzcwrXQhnRQC+XfT4Tcljq5PrZuCkKsc8rej26opb1agRTptJOoVToxIn5RcvZRc35Rc35SdpZTozYmYjgE8TzoY0JQ8vBr4D3OLu22rYxyjC4oKvAV4OTAK+bGavI4zz2JSlxox+DXwmuX0+0NuKPi9MrruAW7MeeMThI6pvJA1p8rzJeZcgGSi/eCm7uCm/uCk/SSt1Y8TMpgA/Bc4gnNn4BTDf3Vf1ZT/u3kn48H6rmb0TeBfwduAZwAozu8zdq61+XupB4Lgat72dsJ7Ie4AfJ4+1J7XdZWargJnAm83sGnc/ULqDZIzM5cndhe6+s4/1PkFTS1P1jaQhTZgzIe8SJAPlFy9lFzflFzflJ2ml6qZlZk8jdLE6kzAQ/YXufmFfGyKl3H2nu3+E0CXq54R1Pn5uZpf3+sIn7qfL3TfVciGcyQDYXvT4w0W7uyq5nga8r8IhP01YW+QA8Mm+1FrJntV76rEbycEdU+7IuwTJQPnFS9nFTfnFTflJWmnHjHwcmArcBMx091/XrSLA3Vvd/SLgrYRV079Vz/33sZYbgR8kdz9hZleZ2WEAZvZkM/sW8Ibk+U+6+9J6HHfczHHVN5KGdF7beXmXIBkov3gpu7gpv7gpP0krbWPEgKvc/WXu/ljVrVNy9y8Dzwd299cxavQGwkB8Az4AbDezPcADwOuTbb4AfKReB9y/fX+9diUDrDDft8RJ+cVL2cVN+cVN+UlaaRsjV7l7X1czT8XdFxPWK8mNu7e7+yuAi4BfAn8nDNjfTGikPMfd3+7u3fU6Znd73XYlA6xtWVveJUgGyi9eyi5uyi9uyk/S6pdFDyUbM1s+a9asWcuXL8+7FBEREREZpBph0cO6rDMi9de+vj3vEiSllXNW5l2CZKD84qXs4qb84qb8JC01RhrUqMmj8i5BUjp2/rF5lyAZKL94Kbu4Kb+4KT9JK9Oih/3JzAyYDGF2rZzLGXDDmtVOjNWYaWPyLkEyUH7xUnZxU35xU36SVt0/8ZrZMDOrx34PJSxe+EAd9hWd9nvUTStWy0/XWJ+YKb94Kbu4Kb+4KT9Jqz++fu8C9pnZoXXan9VpP1EZO2Ns3iVISue0npN3CZKB8ouXsoub8oub8pO0+qsv0JBsQNTTvm378i5BUtpy9Za8S5AMlF+8lF3clF/clJ+kpYEJDcr3a8rlWHW2duZdgmSg/OKl7OKm/OKm/CStuq8zYmYHAAeOcPdHzey25KnlwApgmbvfV8N+DgP+Abi7N9W1yAandUZEREREpL8N+nVGzGwi8Czg2cC7gO8B95rZw2b2CzP7gJmda2YNO6tXXjSAPV7LZi/LuwTJQPnFS9nFTfnFTflJWv3dCBgPXAuclFwmJI8fDswFXpzc32tmfwJuA37l7qv7ua6G1zy1Oe8SJKUTFpyQdwmSgfKLl7KLm/KLm/KTtPq1MeLum4A3Fu6b2VHATGA2MCu5PgYYA7wAeD5wlZn9HfhDf9bW8IZUx7TBpalF4cVM+cVL2cVN+cVN+UlaAzqA3d0fcvf/c/dPuPvL3f1YQmPkNcAC4D7CTFxHA5cOZG2NZu+GvXmXICmtmbsm7xIkA+UXL2UXN+UXN+UnaaUewG5mlxK6W5W6hqIB7Cn2exzwQkI3rvPRAHYRERERkbqLfQD7B4DPlblk4u4b3f3LwOVZ9xWzfVu1zkisNs7fmHcJkoHyi5eyi5vyi5vyk7SyjBlpAx4r8/j4DPsUEREREZEhot/XGanxNcOB6YQB7Vvd/RatM6JuWiIiIiLSf2LvppWamR1hZheZ2WfM7A7CWZZlwNeAD+ZRU6PZc/eevEuQlJZOW5p3CZKB8ouXsoub8oub8pO0BmSxQTMzwsKHLwT+iXAWxIo3Kbp9ZnJWZEgbffzovEuQlKYvnJ53CZKB8ouXsoub8oub8pO0+r0xYmYfBN4OFBoYxQ2PA4TpfFcAKwsXd390yDdIuvMuQNLqblN4MVN+8VJ2cVN+cVN+ktZAdNMaS5gC2AhjSe4ErgLmAIe4+0nufpm7f8bdb00zHfBg1LG5I+8SJKV189blXYJkoPzipezipvzipvwkrYHopvUzwlmR3wC3ufuOAThm9MacNCbvEiSl05efnncJkoHyi5eyi5vyi5vyk7T6/cyIu9/p7m9295+oIVK7zgc78y5BUtpw5Ya8S5AMlF+8lF3clF/clJ+klfrMiJkd6e4Pl3nqN4TuWFq1LwMbYdU3koY0asqovEuQDJRfvJRd3JRf3JSfpJVqnREzOxlYnVx+k1z+4O51G71kZocAvyCsM/Kceu03BlpnRERERET6W8zrjJyZvHYm8B7gt8DfzeyzZnZqPQpz98fcfc5Qa4gU7FmtdUZitWTKkrxLkAyUX7yUXdyUX9yUn6SVtpvW94EtwPOTy2nAkYQpfN9uZlupbzctd/en1nF/DU8D2OM1e1luXy5IHSi/eCm7uCm/uCk/SStVY8TdO4Fbk8sHkjVBXgm8lnDWZAph3Ei9Bj70vS9Z5A50HMi7BEmpfX27+s5GTPnFS9nFTfnFTflJWnWZ2tfdHwG+DHzZzE4A/gV4M3AIPQ2JO4FvMAQbFml0btVsWrHaNH8TExdNzLsMSUn5xUvZxU35xU35SVqpBrDXtGOz8cA7gX8HJhAaIX8B3uLuq/rloIOEBrCLiIiISH+LeQB7Ve6+y93nA1OB/wa6gLOApWb2ITMbiNXfo9XxgFZgj5VWoY2b8ouXsoub8oub8pO0BmLRwzZ3/yAwG/gzMILQjasus24NVk1jmvIuQVJqOb0l7xIkA+UXL2UXN+UXN+UnafVbN62yBzMz4KXAb9y9fcAOHBl10xIRERGR/jaou2mV48FNaohUt3vV7rxLkJQWtyzOuwTJQPnFS9nFTfnFTflJWhq30aDGzhibdwmS0tmtZ+ddgmSg/OKl7OKm/OKm/CSthmmMmNksM5uVdx2NorutO+8SJKWdi3bmXYJkoPzipezipvzipvwkrYZpjADLgL+YmZYeB/Zv3593CZLS1gVb8y5BMlB+8VJ2cVN+cVN+ktaADmDvjZkdIKxF0jLUx5RoALuIiIiI9LchN4BdatexUeuMxGrtpWvzLkEyUH7xUnZxU35xU36SVt0bI2Z2n5l113jRCjkVDB8/PO8SJKXD5h6WdwmSgfKLl7KLm/KLm/KTtFJ/4jWz6cBwd19Z7ulad5P2+IPd8EPVGInVpEsn5V2CZKD84qXs4qb84qb8JK0sZ0b+E1hqZleZ2ciS5xx4YXJ5UfLYljKPSQVtK9ryLkFSWmSL8i5BMlB+8VJ2cVN+cVN+klaqr9/N7MnASwhnNt4HvNTMLnb3ewrbuPuvi7YH2FPmMamgZVZL3iVISnN8Tt4lSAbKL17KLm7KL27KT9JKdWbE3bcAzwNWEBokJxHOklxWx9qGtK5Hu/IuQVLadsO2vEuQDJRfvJRd3JRf3JSfpJW6m5a7L3L304HXAH8HxgHfBY6rU21DWtcuNUZi9cjCR/IuQTJQfvFSdnFTfnFTfpJW5tm03P0G4OnA9YSzJJouuA6aj2vOuwRJ6eQbTs67BMlA+cVL2cVN+cVN+UladWk4uPsud78ceDkwpBcsrJe99+/NuwRJac0Fa/IuQTJQfvFSdnFTfnFTfpJWXc9iuPvPgK313OdQNeLwEXmXIClNnjc57xIkA+UXL2UXN+UXN+UnadVlMYtkat8z3P1PfX+pjebgRtGYcjNtufuQOuPS1NKUdwmS0oQ5E/IuQTJQfvFSdnFTfnFTfpJWpjMjZnaYmf0XYQ2RX5rZ2KLn9hUuyUMnlHnsKcBu4LHCy4BtQFvJpfD8kLFn9Z68S5CU7phyR94lSAbKL17KLm7KL27KT9JKu85IE/D/gI8CEwiNCAdeUdikzL4rPfaE3aepabAZN3Nc3iVISue1nZd3CZKB8ouXsoub8oub8pO00p4ZeRJwNTCR0HhYCbwN+GnyvAPnJZdnJY9tLvPYVuASehoxDlyePFZ8KTw/ZOzfvj/vEiSl1gWteZcgGSi/eCm7uCm/uCk/SSvVmRF3f8DMfk5olHzE3X9beK4w3qN4/Ejy2N4yj+1x958Uvw74Wb3HhyTdx14DvJrQNewoQtevu4CbgG+4++4q+xiWvP61wGzCuioPAouBL7j7ynrW3N3eXc/dyQBqW9YG8/KuQtJSfvFSdnFTfnFTfpKWuXu6F5q1uHtbmcfvA57i7k1Fjx0A7nX3k0se2+Du04ruO9BSz8aImU0HFgLHFD28BxhbdH8zcFGlBoWZHQr8BJhT9PBeYHRyuxt4t7tfU6eal8+aNWvW8uXL67E7EREREZEnmD17NitWrFjh7rPzqiHLCuxPaIg0GjM7AfgToSGyidAF7BB3HwccAryOsHr8VOB3ZnZUmX00AT8kNES6gPcl+xhDWOzxt0AT8Dkze229am9fP6QmDxtUVs6p60kyGWDKL17KLm7KL27KT9KqyzojZnasmX20Hvuql6Rb1beBFmA9cLa7f6/QiHL3Nnf/LnA2sAs4FHhPmV29C3h+cvtN7v6pon3cDbwI+EPy/JfM7En1qH/U5FH12I3k4Nj5x+ZdgmSg/OKl7OKm/OKm/CStrFP7TjKzbxA+7H/EzObUo6g6ceDTwJ3AG9z9obIbuW+hZ+D9s4qfS9ZPeWdy93Z3v7bM67sIvSQPEMaRvLN0mzSGNdd1PUoZQGOmjcm7BMlA+cVL2cVN+cVN+UlaqT/xmtlrgHuB1xMGwhtwQZ3qysyDn7n7me5+e5XNH06uS+fTnQsUlhT9Ui/HWg/8Jrn7Giu3amMftd+jblqxWn66xvrETPnFS9nFTfnFTflJWllWYD8PGJ/c/g1wjbv/n5m9BMDMzuDgNUOazezMDMfrT6cn1+tLHj83uT4A/LrKPm4BzgcmAacBK7IUNHbG2OobSUM6p/WcvEuQDJRfvJRd3JRf3JSfpJWlL9A1wF+B57n7+e7+fyXP/xm4I7k4YZD4HSWP5c7MLgeel9xdUPL0Wcn1JnffUWVXxSO3ZmSta9+2fdU3koa05eoteZcgGSi/eCm7uCm/uCk/SSv1mRF3v4dwBqCU0cCrqCezYx0KzCSsGXJZ8tRn3f2Wks0Lg9Hvr2HXfyu6fXyWGgF8f0O01SSFztbOvEuQDJRfvJRd3JRf3JSfpJWlm1Yl06n9jMuBfjh+WWY2ASg9u7GfsGjhp919YZmXTUiud9ZwiF1Ft8dX3Orgmip1sDxx1NGaTStWx1+duS0qOVJ+8VJ2cVN+cVN+klbdp2xy973uvqfGy956H78XB4BHCCuvF0473A8sATZUeE1hQHtHDfsv3mZ0xa1qtHv1bjbO3wjA0mlLaV/fTtvyNpbNXgbAhis3PH5KdMmUJXS2drJj0Y7H5/leN28drQtaAVjcspiuti6237ydNResAWDtpWvZdsM2ABbZIgC23bCNtZeuBWDNBWvYfvN2utq6WNyyGIDWBa2sm7cOCPOJ71i0g87WTpZMWQKEU7Qbrgw/ymWzl9G2vI329e0snbYUgI3zNw6J97T0pKWD7j0Nxpwqvac/jPzDoHtPgzGncu/p9sNvH3TvaTDmVOk9LR6/eNC9p8GYU6X3tGz2skH3ngZjTqXvae/9A/lRvLzUK7DXW3+twF7hWKMJg9bfQFgI0YHPAu939wNF2+0mrNT+I3d/ZZV9jiGs7A7wRXd/W4b6ls88ceaslfdoAaEYtS1vo2V2S95lSErKL17KLm7KL27KL05Rr8DeD54DPBfo9yZacvZmsbtfAbyEcNbkPcAHSjbdmVzX0u1qYtHtXRW3qlVT5j1ITppaFF7MlF+8lF3clF/clJ+k1TCNEXf/Q3IZ0FM1yaD1zyZ332tmI4qeLgxcP66GXR1T5nWp7d2Q/2kzSWfN3DV5lyAZKL94Kbu4Kb+4KT9Jq2EaIzn7SXJ9CHBy0eOrk+unmNkhVfZRPLPY6opb1WjsKVpnJFZnrT+r+kbSsJRfvJRd3JRf3JSfpDXoGyNmVst7bCu6XTz4vLDQ4XDg+VX28cLk+mEyLngIsG+r1hmJVWEgmsRJ+cVL2cVN+cVN+UlaqRojZpZ5Ub/+Pp6ZHWdmPwC+X8PmZxTdfqDo9m+Bbcntf+vlWNPoaYzcMNBdzUREREREYpT2zMiHzOzDda2kAjM7B/h9ipfOBV4JvMLM3tnL/scDhfey3N1bC8+5eydwdXL3eWb26jKvHw58gTDkfC/wuRS1PsHIySPrsRvJwXHzaxliJI1K+cVL2cVN+cVN+UlaWbppzTezG5IpbfuFmc0DfkeNiwgWc/f/pWcsyGfN7Mdmdq6ZNSf7bjazucAdwNOAbuC9ZXb1WeD25PZ3zOxdZjYu2ceJwM+Af06ef7u7P1BmH3225+491TeShlSYO1zipPzipezipvzipvwkrbSNkQ8CDxLOPKwwszn1KgjAzI4ysxuBrwAjgDem3NUrgf8mrCPycsJq63vNbBdhTZCbgZOAduB17n5b6Q7cvRu4CPhDUsvVwGNm1g7cQzgDcwB4n7t/PWWdTzD6+MzrJkpOpi+cnncJkoHyi5eyi5vyi5vyk7RSNUbc/T7gHGAlMA241cx+aGZPz1KMmR2SdP+6B3gZYbX0i9z92pR1drv7fwAnAFcBdwJbCYPUdwF/AT4BTHP363vZz3bCAPbXAYsIg9SNMIXvtcAZ7v6pNDVW1F3XvckA6m5TeDFTfvFSdnFTfnFTfpJW6m5a7v53QoPky8lDFwOrzOy3Zna5mR1Wy37MbLiZPdvMFhAGj88ndMu6Ezjd3RemrbGo1vvc/YPufqa7T3H3ke5+qLuf5e4fSt5LtX10uft33f057n6Uu4929+Pd/fXunnn2rFIdmzvqvUsZIOvmrcu7BMlA+cVL2cVN+cVN+UlaVo+Jn8zsbMIg7sJS8p5c7gHWAPcBOwhdo0YCLcBU4ETCTFaFPkkG/AP4T+DLQ3VWKjNbPmvWrFnLly/PuxQRERERGaRmz57NihUrVrj77Opb94+6rDPi7ne4+xnAi4FfEToZDQNOIYzb+BBhrMVXCY2WTwDzgGcDYwiNkLuAtwPHuvuXhmpDpKDzwc68S5CUNly5Ie8SJAPlFy9lFzflFzflJ2kNr+fO3P1XwK/M7HDgBcCzCA2SpwITgWZgP2GRwc3AOsJsVre6+9p61hI7G2F5lyApjZoyKu8SJAPlFy9lFzflFzflJ2nVpZuW1Je6aYmIiIhIfxs03bSk/vas1jojsVoyZUneJUgGyi9eyi5uyi9uyk/SUmOkQY05qd/WkpR+NntZbl8uSB0ov3gpu7gpv7gpP0lLjZEGdaDjQN4lSErt69vzLkEyUH7xUnZxU35xU36SlhojDapzq2bTitWm+ZvyLkEyUH7xUnZxU35xU36SlgawNyANYBcRERGR/qYB7FJRxwNagT1WWoU2bsovXsoubsovbspP0lJjpEE1jWnKuwRJqeX0lrxLkAyUX7yUXdyUX9yUn6SlxkiDGnH4iLxLkJSmzJuSdwmSgfKLl7KLm/KLm/KTtNQYaVC7V+3OuwRJaXHL4rxLkAyUX7yUXdyUX9yUn6SlxkiDGjtjbN4lSEpnt56ddwmSgfKLl7KLm/KLm/KTtNQYaVDdbd15lyAp7Vy0M+8SJAPlFy9lFzflFzflJ2mpMdKg9m/fn3cJktLWBVvzLkEyUH7xUnZxU35xU36SltYZaUBaZ0RERERE+pvWGZGKOjZqnZFYrb10bd4lSAbKL17KLm7KL27KT9JSY6RBDR8/PO8SJKXD5h6WdwmSgfKLl7KLm/KLm/KTtNQYaVDDD1VjJFaTLp2UdwmSgfKLl7KLm/KLm/KTtNQYaVBtK9ryLkFSWmSL8i5BMlB+8VJ2cVN+cVN+kpYaIw2qZVZL3iVISnN8Tt4lSAbKL17KLm7KL27KT9JSY6RBdT3alXcJktK2G7blXYJkoPzipezipvzipvwkLTVGGlTXLjVGYvXIwkfyLkEyUH7xUnZxU35xU36SltYZaUBaZ0RERCRybW2wdSu0tsKuXdDdDU1NMH48TJkCkydDi7pkS74aYZ2Ruk7ZZGYjAXf3uiwfbmbvAr7m7nvqsb+Y7L1/b94lSEprLljD9Jun512GpKT84qXs4jYo8uvqgrVr4c47YfMDoQHS3Q0HHHDAYJiFRklTE0w9Bs44A04+GYbHPYvmoMhPclG3f/lmNhXYCOwHRtVhf28APgP8q5m92t2H1GmCEYePyLsESWnyvMl5lyAZKL94Kbu4RZ/fvffCwoWwYyfs2wcMg0mT4MhJMHEiNA2H7i7YsQMe3gbbtsG96+FvG2HiBJg7F048Mec3kV70+Ulu+qMZbpl3YHYi8Nnk7iRgyA2gaGppyrsESWnCnAl5lyAZKL94Kbu4RZtfRwfccgus+iu0d4SGxzOeCSecCCNHVn7dvn2w7l746yrY+jBcfwPMPBVe/GJobh6w8usl2vwkd/0xgN3M7N/N7GVmdqaZHdXHF08AbgJaCI2QV7r7X+tfZmPbs3rI9UwbNO6YckfeJUgGyi9eyi5uUea3Zw9cey0sWw4dnXDueXDZ5TB9Ru8NEQjPT58Rtj/3vPD6ZcvD/vbE9xkgyvykIdRtAHtRN61yO/wHsAJYDtwG/NHdu8vsYxzwG+AZyX7e4u4L6lJgRDSAXUREpMF1dISGw6bN0DwGLrwIJkxMv7+dO+Cmn0FHOxw7Fa64IsozJBKXRhjA3h9nRhxYCmzl8dFaHAmcD/wH8Dtgu5ndYGYvLrwoOSPyK3oaIm8fig2Rgv3b6zIHgOSgdUFr3iVIBsovXsoubtHld8stYZB68xi45JXZGiIQXn/JK8P+Nj8Q9h+R6PKThtEfjZED7n6Oux8NNANPA14GfBRYCLQB44FXAb8ws/vM7APAHcAzgX3Ape7+xX6oLRrd7U84cSSRaFvWlncJkoHyi5eyi1tU+d17bxgj0tUdzoiMHVuf/Y4dG/bX1R32f++99dnvAIgqvzy1tcH69bBoEfz85/DTn4brRYvC421D7+fYH920uty9YkdJMxsGnAm8mtAgOYKeMyidwFx3v7UuRUVK3bREREQaVFcXXHNNGHR+7nlw2qz6H2PlCrh9MUw+Et7xjuin/R3yGnjK58HaTatX7n7A3f8MfJUwjgR6ZuAaCVxqZpmnBo5d+/r2vEuQlFbOWZl3CZKB8ouXsotbNPmtXRum7504EWae1j/HmHla2P+OneF4EYgmv4F2772h8frDH8G962BvJ0w8DE6eDuc9G+Y8P1yfPD08vrczTPn8wx+F10V0diytVM0tMzsF+ARwL3APcBdQ09QPZjYHeCvwEqAJ6AA+BUwA/h24AjjVzF7k7g+nqW8wGDV5yLfHonXs/GPzLkEyUH7xUnZxiya/O++EffvhGTPBMq9mUJ4ZnDoT/rgoHG/GjP45Th1Fk99A0ZTPNUt77ueZhMbEBWWeMzO7BPi9u283s0OBc4EXABcCU+jpkvVN4JPuvjl54W3A9cBpwB/N7Pnu/mDKGqM2rHnAT1pJnYyZNibvEiQD5RcvZRe3KPJrawvdbLDwobI/nXAi/PEP4Xi7d8O4cf17vIyiyG+g7NkD110XsuvqDt35Zp5WW+O1MOXz06fDqpWw5PYw5fM//gGXX16/8UkNJO0n3vuBbxNmzXqM0Lgo/ISbgB8AD5nZg4RpfX8G/BuhIbIceCdwtLu/pdAQAXD3XxBm3XqMMPD9/8xsfMoao9Z+j7ppxWr56RrrEzPlFy9lF7co8tu6NfT1nzSp+joiWY0cGY7T3Q2tjT9TVRT5DYSOjtAQ2bQZRo0O68icNqvvZ9HMwusuuzzsZ9PmsN+Ojv6pO0epGiPufqu7vyGZNWsi8CTCjFmfA+4EupN9F86CGNAOXO7uZ7r75939kQr7/hPwUsKChycBPzXrr/OgjWvsjMHX8h0qzmk9J+8SJAPlFy9lF7co8mttDY2DIycNzPGOTBojW7cOzPEyiCK/gaApn/usLn2B3H2ru9/k7le6+1nAROBSwhmRQhNuDHCdmf3BzE6vsr8/Am8nNGLmAB+sR50x2bdtX94lSEpbrt6SdwmSgfKLl7KLWxT57doVZkCamPEDZq0mTgzH27VrYI6XQRT59TdN+ZxKXQcmmNlhZvZe4Dnu/gN3fzlh6t63ApsIjYsjgEfM7Pdmdn+lfbn7VwmLIBYaJEOK76/PlMsy8DpbO/MuQTJQfvFSdnGLIr/ubsChaYCm2m1qCsfr6hqY42UQRX79qasLFi4Mg9XPOTf7GZFSEyaG/bZ3hONE8G+iVqkbI2Z2rJldXNKF6ijgk4SzIgVTgVOAs4FLgGe6+0bgaODY3vYPvJvQ9ev8tHXGatTRmk0rVsdffXzeJUgGyi9eyi5uUeTX1AQYdA/QB8Hu7nC8CNYZiSK//qQpn1PLcmbkFcAPgXVm9spetrsG+Ffgf939J+6+o/hJMzuiwuu+AvwEuM7dB0/zr0YawB6vZbOX5V2CZKD84qXs4hZFfuPHh8Xpduyovm097NgRjje+8efyiSK//lSY8vnUmf0/5fO+/eF4g0SWxsh4wiDz44EbzOyPhLEijzOzC4DnA63A/6uwn4fMbJWZvbswc5aZnQ38M3AC4azKkNM8dXDOJT0UnLDghLxLkAyUX7yUXdyiyG/KlHB25OFtA3O8h7eF402ePDDHyyCK/PrLQE/5jPVM+TwIpG6MuPsHCbNlvQd4mNDtqnSE1UcI69xf7u7bK+0KmAH8D7DJzN4DfDR57nfufn3aGqPWlHcBklZTi8KLmfKLl7KLWxT5TZ4cGgfbtoXF6frTvn3hOE1NoRHU4KLIr79oyudMMg1gd/dH3P1qwtiPlwMHCs+Z2XOA2cAN7r6ol91MBt4M3EE42/JJ4J8I0wO/K0t9Mdu7YW/eJUhKa+auybsEyUD5xUvZxS2K/FpaYOoxgIdVsvvTunvDcaYe0/ALHkIk+fUXTfmcSaoRUWZ2BXBymacOS65nAp8lnPU4YGafKmzg7u8tfoG7/wP4OvB1M3sV8GVgAqFrV8XZtga7sadonZFYnbX+rLxLkAyUX7yUXdyiye+MM+BvG+Gvq8Iq2f0xPsA97H/kiHC8CESTX3/QlM+ZpD0z8nLCTFdXJteF21ckz59A6HplwOVF211pZl8ys6dX2O9vgdHJ7aOBL6WsL3r7tmqdkVhtnL8x7xIkA+UXL2UXt2jyO/lkmDghDC5ftbJ/jrFqZdj/xAnheBGIJr/+oCmfM0n7U/s5sKHM44cBryE0Qpyw6OEDRc/PBN5CmF2r3EIarwdGAX8AzgSuMLPrqnTzEhERERkYw4fD3Llw/Q2w5HY47rj6rimxc0fY75jmcJwIpvUd8jTlcyap3oW7f6P0MTNrBp5KaIzcQzizcR7wane/NdnmqYQzJJcB4wA3s8XAe939DuBNhEbKu4HnAJ8CriaMPRlSRk7u5wFQ0m+Om39c3iVIBsovXsoublHld+KJMPNUWLYcbvoZXPLK+qy2vWdP2N/wprD/E/t5ZqY6iiq/etOUz5lkGsBuwSuTBsUtRU/9lbBqugG3mNlLAdz9fnd/C/BkwpgQgGcCtyf7eBqwxN2XA/8LbANmmtmcLHXGaM/de/IuQVJaOm1p3iVIBsovXsoubtHl9+IXh8HlHe1w4w/DGY0sdu4I++loD/t98YvrU+cAiS6/etKUz5lkWYH9WYQzIDcQGhTPJpwNAcDdVwJzCTNs/cjMnlv03C6gMF3U24BHk304YTA77t4JfJPQoJmXts6k1uPM7NPJeiaPmVmnmW0xsx+Z2fP6sJ+5ZnaTmT2U7GOTmd1oZs/OUl85o48fXX0jaUjTF07PuwTJQPnFS9nFLbr8mpvh8svh2KnQuReuvw5WrgiDz/vCPbzu+uvCfo6dGvbbHNd6Y9HlV0+a8jmTLGdGDgOmERobPwQuAA6aY8zdlxK6Xo0Abky6aVGyzZcI3bu+CuwGflz09A+T6xeZWaoJrM3sTcBaQtevUwljUvYTGk6XAL8zs2+YWcUua2bWbGY/Am4GXgpMIiz4OBW4GFhkZp8ys0xnmg7SXbc9yQDrblN4MVN+8VJ2cYsyv7Fj4Yor4PTZ0DwKbl8cGhVrVlf/ULpvX9ju+uvC65pHhf1ccUV9unwNsCjzqxdN+ZxJlg/PNwPfAE5291e7+68o8xE6WbTwRsLq7NeV+8Du7o+5+78Bp7h7e9HjawgLKh4gLLDYJ2b2amAB0AzcBpwDjHb3cYSV47+XbPoGwvomlXyF0HAB+AxwhLuPBY4jnBmCsPjjh/paYyUdmzvqtSsZYOvmrcu7BMlA+cVL2cUt2vyam+HlL4fLLoXJR8LePfDHRfD1r8GPfwR//ENodKy9O1z/8Q/h8a9/LWy3d0943WWXhv1EdkakINr86uWMM8JUzH9d1fezY7WKcMrnWpjX8QdmZqcAa4AfuPulRY9PJsy+9QDwHHd/yMw2AMe5e69nPMzso8B33b1Pc8aZ2QTgb4RG0M3ARe7+hMaSmX2D0BjpBqa5+99Knr8E+FFy92PuPr/MPr5HGJTfDZzp7iv6UmuZ/S2fNWvWrOXLl2fZjYiIiAykri5YuxbuvBM2PxBmPeruDmtC4ICFgcdNTeEy9ZjwofLkkwfNzEgDqq0tLPzX2hrW3OjuDj/X8eNDF6bJk8NZi4HQ1QXXXANbH4Zzz4PTZtX/GCtXhLNok4+Ed7yjLv9mZs+ezYoVK1a4e26TRdX7X/46wtmCg0Zfu/tWM3sN8Dt3b0sefjnhjEWv3P1jKWt5E6Eh0g68sVxDJPEh4F+AJuBlhDMfxd6fXG8CPl5hH28ldN8aB/wHoetWJp0PdmbdheRkw5UbOP7q4/MuQ1JSfvFSdnEbFPkNHw4zZoTL7t3hQ/LWreGDcldXeH78+PAhecqUQdPNBgYwv0Zt8GnK59Tq+k7cvQvYXOG5n5Xc/2s9j13GHsIYll+5+8OVNkrO0mwDjiLM5vU4M5sFFJq2X0veX7l97EzOjvwr8FIzG58M0k/NRvTDiq4yIEZNGZV3CZKB8ouXsovboMtv3DiYNi1choABye/ee2HhQtixMxmTMwwmTYIjJ4VVyZuGh7U+duwIM05t2wb3roe/bQwLSM6d27/TJWvK51Tq2k2rnsxsmLsfyLiPJmCCuz/SyzYjCQ2X4cA17v7Oouf+Hfh8cndmbw0oM5tL6A4G8HJ3/2mGutVNS0RERASgowNuuQVW/RXaO0LD49SZcMKJMLKXddn27QsDvv+6KjRQxjSHD/MvfnH/jc3p6IBrr4VNm6F5DFx4UbYzJDt3hIZIR3uYae2KK+paeyN006rf7E/192sze1uWHbh7d28NkcTF9JwhurvkubOS633AXVX2s7Lo9ozaKqxsz2qtMxKrJVOW5F2CZKD84qXs4qb84tZv+e3ZEz7cL1sOHZ1hPMZll8P0Gb03RCA8P31G2P7c88Lrly0P+9vTT5+zNOVznzXkmZFkfMl3CZ3/vunumdYZ6eU4Twb+TJip61FgqrvvLnp+EWH9lPvcvdfzrGZmhLVTRgHXu/trMtS1/LTpp81asTrTOHjJSWdr5+DrbjCEKL94Kbu4Kb+49Ut+kZ1lOEgkZ3Ma4cxIw41+MbNDgE8XPXRfPx3n6YRV4wtTBl9Z3BBJTEiud1bbn7u7mT0GHAGMz1rfgY5MPdQkR+3r2/UfasSUX7yUXdyUX9z6Jb9bbgmD1JvH1Gf8xYSJYT83/jDs95ZbwnTK/aEw5fMpp/SMc/njojC180HjXJrCAPzicS54mL538pH9P86lATRcY4SwLsgkwlmRxe7+6Srb95mZXUZYZHEcYQ2Tt7v7tWU2LUxzUeuiH4Xtalo+3cwqDQo5sXOrZtOK1ab5m5i4qI4zaMiAUn7xUnZxU35xq3t+994bzip0dcMrL6rfQpBjx4YzLNdfF/Z/yin9P6j9+OMPngFsxyOw/eHyM4CNHjXkpnxuqDEjZnYl8ApCMruA19Z5/6PN7NuExQ7HAf8Aznf3L1Z4SaFxUWtTv3D+bG/6KoPhLcPZOD8srbJ02lLa17fTtryNZbOXAWEKvS1XbwFCP83O1k52LNrByjlh6Mq6eetoXdAKwOKWxXS1dbH95u2suWANAGsvXcu2G7YBsMgWAbDthm2svXQtAGsuWMP2m7fT1dbF4pbFALQuaH18UaOVc1ayY9EOOls7H+8nuuXqLWy4cgMAy2Yvo215G+3r21k6bSkAG+dvHBLv6firjx9072kw5lTpPe1dv3fQvafBmFO59zRm2phB954GY06V3tPwluGD7j0NxpwqvafTFp1Wv/fU1cWy599P28aRtB97HksvChOUbrzmETZeE4YCL33OJtr/to+2NR0su+CB8J4+/g+2fH1HeE9n/Y3ObV3s+HM7K1/1YHhPH9hG6w27YMJEFn/xfLp27mf7pxazZu5f+zen922CGTNY9uVTaXvBv9H+rEtZev0/w7nnsHHzHDZueQ688HyW3vDPtF/0NtpmvoJlr98Hw4f3+7+9vfdn/siaWcOMGTGzFwC/JDSQOoEXuvsf6rj/JwM/Awp94n4OzOtt2l8zux14JrDO3XttNidjRjqAkdRhzMjJh5886+5/lI6nlxism7eOExackHcZkpLyi5eyi5vyi1td81u9Gn74Ixg9Ngw+t35Y7sA9nB3Zuwde+YqwNswQ1AhjRhrizIiZ/TOhodBE6DZ1eZ0bIicBdxIaIm3Aa939wt4aIon7k+upSWOjN0cRGiLFr0utaUyvC9NLA2s5fYBWe5V+ofzipezipvziVtf87rwT9u0PA777oyECYb+nzgzHufPO/jmG1CT3xoiZXQjcBIwBuoF/dfef1HH/04DbCONQ7gJmuft1Nb58dXLdDJxUZdvTyrwutRGHj8i6C8nJlHlTqm8kDUv5xUvZxU35xa1u+bW1hXEVWJh5qj+dcGI4zuYHYHfpHEYyUHJrjJjZCDP7FHAjYUxGG/ASd/9mHY/RQuj6dRSwFHiWu2/owy5+XXT7/CrbvjC57gJu7cMxytq9Sr8UsSr0I5U4Kb94Kbu4Kb+41S2/rVvD7FKTJlVfRySrkSPDcbq7obW1f48lFeXSGDGzM4HlwJWErlmbgXPd/Vd1PtRXgKcSuk2d7+47+vJid78LWJXcfbOZlf15mdlE4PLk7kJ335mq2iJjZ9Rp1ggZcGe3np13CZKB8ouXsoub8otb3fJrbQ2NgyMn1Wd/1RyZNEa2bh2Y48kTDGhjxMyeaWa/Au4Anp48/FVguruvqfOxngtcRuj69fIMDYSrkutpwPsqbPNpwtoiB4BPpjzOQbrbuuuxG8nBzkU78y5BMlB+8VJ2cVN+catbfrt2hSlvJ9YwTfDu3fC3v8Gfl8Bvfg3/98tw/ecl4fFaul5NnBiOt2tX9tollX6fvNjMTgNeClwITC88DNxLGB/yx3469MeS6+vc/a9pd+LuN5rZD4BXAZ9Iun5d7e6PJDN0fQx4fbL5J919aaaqE/u376/HbiQHWxds5fALDs+7DElJ+cVL2cVN+cWtbvl1dwMOTRU+onZ1wX3rYfVfw1mUAwfCzFjFs8OahcuwYTBlCsw4FZ42rfyaHU1N4XhdXdlrl1RSN0bM7DBganJ3DNCSXA4nDPZ+enI5tPCS5PpPwJeBH7p7fy4zfm5y/XIzu6DWF7l7ud+kNxC6k10CfAD4gJm1E953wReAj6Ss9QlGP7WmdROlAU2/eXr1jaRhKb94Kbu4Kb+41S2/pibAoLtM4+D+DXDb7+CxNug+ELY9YhIccSSMn9CzmvmunfCPh8Nl8wPw4INwyB/huc+Hpx5/8D67u8PxhsDigo0qy0/+YkKjojeFBshthHU9fu7uD2Q4ZhqZ55pz93bgFcnMX28CTiU0ujYDfwG+7O6Lsh6nWMfGWhd9l0az9tK1nHzDyXmXISkpv3gpu7gpv7jVLb/x48Nq5DuKhvl2dsBtt8I994QzGBMOhafPgKc9DUb0Msh9/z647z64azXseBR+fhOcdBI893kwKlmneseOcLzx47PXLqlkbQZWm/y5cM7sPEKj4Bgz+6m735HxuFW5e90npnb3mwjTEPe74ePVQo/VYXMPy7sEyUD5xUvZxU35xa1u+U2ZEs5wPBxWDae9HX72k2SAucHZ54aGSC3rj4wYCSefAiedHBokS++Au++GRx+Fi14OY8aE4zQ1weTJ9alf+izLJ97f0zNWYhShy9IYYDQwBTgWOA44GhgBnAGcDrzLzLYA3wT+tx4zTw1Gww9VYyRWky4doBlApF8ov3gpu7gpv7jVLb/Jk0PjYNu2sObIL24KDZGxLfCiuaE7Vl+ZwfRT4Zip8MuFYX8/+wm85MJwnNGjQiNIcpF6Ni13X+/u30kuC9z9Gne/yt0/7O5vcPfnuftTgEOA5xEGev+JcDblGGA+sNnMPm5mGiBRom1FW94lSEqLbFHeJUgGyi9eyi5uyi9udcuvpQWmHgM43HBdT0PkpRela4gUGz8h7GdsS9jvDdeF40w9BsaNy167pNLvU/u6e4e7/97dP+buzwKeBnwKeITQdesDwBoze0F/1xKTllmZh7pITub4nLxLkAyUX7yUXdyUX9zqmt8ZZ8Bju+DOOwELZ0TG1Gn9tTFjw/6wsP/HdoXjSW4GfNFDd7/f3d9PWIzwk4QVy58C/MrMPjrQ9TSqrkc1xVystt2wLe8SJAPlFy9lFzflF7e65jdtGrT+HYaPgOOnZT8jUmr8hLDf4SPCcaZNq+/+pU9yWYEdwN3b3P0/gDOBdUktHzGzH5nZkB8w0bVLjZFYPbLwkbxLkAyUX7yUXdyUX9zqmt/69fDkY+DII8Mg84699ds3hP2NGRP2/+RjwvEkN7k1RgqSBQnPBH5LGE/ycuD7ZpZ7bXlqPq457xIkJU1NGTflFy9lFzflF7e65nfnnTB2HJx+RhjMfu+9sG9fffa9b1/YX1NT2P/YcUl3MMlLQ3zgd/c2YC5wC6FB8jLg67kWlbO999f5WwAZMGsuWJN3CZKB8ouXsoub8otb3fJrawsLFWLw/BeE9T+69sPau7OfIenYG/bTtT/s9/kvCMfZ/ADs3l2P6iWFhmiMALj7fsIK58loJa4ws3n5VpWfEYePyLsESWnyPM1VHjPlFy9lFzflF7e65bd1a1gVfdKk0JVqxgyYMCGsyL5mNTy0Fdyr7uYg7uF1a1aH/UyYEPY7Zkw4Tnc3tLbWp37ps4ZpjECYeQu4iDDTlgHXmNnT860qH00tTXmXIClNmDMh7xIkA+UXL2UXN+UXt7rl19oaGgdHJuuWjBwBM0+FKZNh+HB44IHQqHh4W9iuN93dYbs1q8Prhg8P+5l5atgvhON0dyeLKkoeGqoxAuDurUDhjMgo4Ks5lpObPav35F2CpHTHlDvyLkEyUH7xUnZxU35xq1t+u3bBAYeJE3seGz4cTjoJpj8dxo0N3aw2b4IVy0O3q82bQ6PjH/8I15s3h8dXLA/bde0Pr5v+9LCf4UXzJE2cGI63a1d96pc+a8hZq9z9Z2a2kDCO5Gwzu8Ldr825rAE1bqYW34nVeW3n5V2CZKD84qXs4qb84la3/Lq7AYemMh9RDz8cDj00NDpaW2HnrjAOpH0POOF1WOhbM2wYDG+CCePD6upHHBEeK9XUFF7XpVlM89JwZ0aKXAl0A3cBv865lgG3f/v+vEuQlFoXqN9pzJRfvJRd3JRf3OqWX1MTYGFsRznDhoVxHqedBs88B06dAU87Ho55Mhx9dLh+2vHh8WeeE7abNKl8QwSSxo8dfLZEBlTDNkbc/T7g34Hz3H3IdeTrbq/SD1IaVtuytrxLkAyUX7yUXdyUX9zqlt/48TDMYMeO6tuOHAmHHQZTp8IJ0+CkE8P11Knh8ZEjq+9jx45wvPHjs9cuqTR0M9Ddv5J3DXlpPkbrjMTqhAUn5F2CZKD84qXs4qb84la3/KZMCWdHHq7jiu69eXhbON5kzeaWl4Y9MzLUta9vz7sESWnlnJV5lyAZKL94Kbu4Kb+41S2/yZND42DbtvotdFjJvn3hOE1NoREkuVBjpEGNmjwq7xIkpWPnH5t3CZKB8ouXsoub8otb3fJraYGpxwAO6+6tzz4rWXdvOM7UY2CcJg7KixojDWpYs6KJ1ZhpY/IuQTJQfvFSdnFTfnGra35nnBHWAfnrqr4vcFgr97D/kSPC8SQ3+sTboNrvUTetWC0/fXneJUgGyi9eyi5uyi9udc3v5JNh4oQwuHxVP3XfW7Uy7H/ihHA8yY0aIw1q7IyxeZcgKZ3Tek7eJUgGyi9eyi5uyi9udc1v+HCYOxfGNMOS22FnDTNr9cXOHWG/Y5rDcTStb67UGGlQ+7b186At6Tdbrt6SdwmSgfKLl7KLm/KLW93zO/FEmHlqWLjwpp/Bnj312e+ePWF/w5vC/k88sT77ldTUGGlQvr+f+khKv+ts7cy7BMlA+cVL2cVN+cWtX/J78YvD4PKOdrjxh9nPkOzcEfbT0R72++IX16dOycS8vwYGSWpmtnzWrFmzli9X/1kREREZwvbsgeuug80PQFc3nHMuzDwNzGrfh3sYI7Lk9nBGZOoxcPnlMFZd4mfPns2KFStWuPvsvGrQmZEGpQHs8Vo2e1neJUgGyi9eyi5uyi9u/Zbf2LFwxRVw+mxoHgW3L4brr4M1q6uvQ7JvX9ju+uvC65pHhf1ccYUaIg1EI3YaVPNUrcAeK60iHDflFy9lFzflF7d+za+5GV7+cjjlFFi4EHbshD8ugj/+ASZNgiMnwcSJYfHC7u4wS9bD28KChniYvnfykWGwusaINBw1RhpVU94FSFpNLQovZsovXsoubsovbgOS34knwvHHw9q1cOedoevWjkdg+8NwwAEHDIZZaJiMHhW6ZJ1xRpi+V7NmNSSl0qD2btibdwmS0pq5azhr/Vl5lyEpKb94Kbu4Kb+4DVh+w4fDjBnhsns3tLbC1q2waxd0dYXnx4+HyZNhyhStrB4BDWBvQBrALiIiIiL9TQPYpaJ9W7XOSKw2zt+YdwmSgfKLl7KLm/KLm/KTtNQYERERERGRXKibVgNSNy0RERER6W/qpiUV7bl7T94lSEpLpy3NuwTJQPnFS9nFTfnFTflJWmqMNKjRx4/OuwRJafrC6XmXIBkov3gpu7gpv7gpP0lLjZFG1Z13AZJWd5vCi5nyi5eyi5vyi5vyk7TUGGlQHZs78i5BUlo3b13eJUgGyi9eyi5uyi9uyk/S0gD2BqQB7CIiIiLS3zSAXSrqfLAz7xIkpQ1Xbsi7BMlA+cVL2cVN+cVN+Ulaaow0KBtheZcgKY2aMirvEiQD5RcvZRc35Rc35SdpqZtWA1I3LRERERHpb+qmJRXtWa11RmK1ZMqSvEuQDJRfvJRd3JRf3JSfpKXGSIMac9KYvEuQlGYvy+3LBakD5RcvZRc35Rc35SdpqTHSoA50HMi7BEmpfX173iVIBsovXsoubsovbspP0lJjpEF1btVsWrHaNH9T3iVIBsovXsoubsovbspP0tIA9gakAewiIiIi0t80gF0q6nhAK7DHSqvQxk35xUvZxU35xU35SVpqjDSopjFNeZcgKbWc3pJ3CZKB8ouXsoub8oub8pO01BhpUCMOH5F3CZLSlHlT8i5BMlB+8VJ2cVN+cVN+kpYaIw1q96rdeZcgKS1uWZx3CZKB8ouXsoub8oub8pO01BhpUGNnjM27BEnp7Naz8y5BMlB+8VJ2cVN+cVN+kpYaIw2qu6077xIkpZ2LduZdgmSg/OKl7OKm/OKm/CQtNUYa1P7t+/MuQVLaumBr3iVIBsovXsoubsovbspP0tI6Iw1I64yIiIiISH/TOiM5MLNnmdnPzOyAmd3ex9fONbObzOwhM+s0s01mdqOZPbvedXZs1DojsVp76dq8S5AMlF+8lF3clF/clJ+kNTzvAvqbmRlwKnAR8CpgWop9NAPfBS4pergdmJpcLjazTwPvd/cDmYsGho8f9NEMWofNPSzvEiQD5RcvZRc35Rc35SdpDeozI2Y2DNgIrAQ+QmiIdAN9Pe3wFXoaIp8BjnD3scBxwA3J4+8BPpS15oLhh6oxEqtJl07KuwTJQPnFS9nFTfnFTflJWoO6MZKcpWgFtgM/Ad4AHAUsrXUfZnYJcEVy92Pu/h53357sf5O7XwZcnzz/ETObVY/a21a01WM3koNFtijvEiQD5RcvZRc35Rc35SdpDYWv318KbPeikfqh51bN3p9cbwI+XmGbtybHGQf8B3Bxn6ss0TKrJesuJCdzfE7eJUgGyi9eyi5uyi9uyk/SGtRnRgDc/R+ecsqw5CxH4UzH19y9q8IxdgLfS+6+1MzGpzlesa5Hyx5KIrDthm15lyAZKL94Kbu4Kb+4KT9Ja9A3RjI6t+j2r6pse0tyPRx4XtYDd+1SYyRWjyx8JO8SJAPlFy9lFzflFzflJ2mpMdK7s5LrfcBdVbZdWXR7RtYDNx/XnHUXkpOTbzg57xIkA+UXL2UXN+UXN+Unaakx0rsnJdeb3b27yratQGdy+/isB957/96su5CcrLlgTd4lSAbKL17KLm7KL27KT9IaCgPYs5iQXO+stqG7u5k9BhwB1DRmxMwqLbF+4ojDR9SyC2lAk+dNzrsEyUD5xUvZxU35xU35SVo6M9K7ccl1reuSFLYbnfXA3bu72Th/IwBLpy2lfX07bcvbWDZ7GQAbrtzAlqu3ALBkyhI6WzvZsWgHK+eE3mLr5q2jdUErAItbFtPV1sX2m7c//s3F2kvXPj7YrDAd37Ybtj2+guqaC9aw/ebtdLV1sbhlMQCtC1pZN28dACvnrGTHoh10tnayZMoSALZcvYUNV24AYNnsZbQtb6N9fTtLp4WZlDfO3zgk3tPw8cMH3XsajDlVek/r560fdO9pMOZU7j3946f/GHTvaTDmVOk9/f3Lfx9072kw5lTpPU2YM2HQvafBmFPpe2qEnjiWcqKpqJnZIuDZwJ/c/dxetrsLOAX4i7ufVWm7ou0fJpwZWejuF2Sob/m0YdNmretel3YXkqPFLYs5r+28vMuQlJRfvJRd3JRf3JRfnGbPns2KFStWuPvsvGrQmZHe7Uyuq3a7srB4SWG7XVkPPG7muOobSUPSH+O4Kb94Kbu4Kb+4KT9JS42R3t2fXE+16islHgWMLHldavu378+6C8lJ4XSpxEn5xUvZxU35xU35SVpqjPRudXLdDJxUZdvTyrwute72apN3SaNqW9aWdwmSgfKLl7KLm/KLm/KTtNQY6d2vi26fX2XbFybXXcCtWQ/cfIzWGYnVCQtOyLsEyUD5xUvZxU35xU35SVpqjPTC3e8CViV332xmZX9eZjYRuDy5u9Ddd2Y9dvv69qy7kJwUZriQOCm/eCm7uCm/uCk/SUuNkequSq6nAe+rsM2nCYPXDwCfrMdBR00eVY/dSA6OnX9s3iVIBsovXsoubsovbspP0lJjpAp3vxH4QXL3E2Z2lZkdBmBmTzazbwFvSJ7/pLsvrcdxhzUrmliNmTYm7xIkA+UXL2UXN+UXN+UnaekTb23eANwIGPABYLuZ7QEeAF6fbPMF4CP1OmD7PeqmFavlpy/PuwTJQPnFS9nFTfnFTflJWmqM1MDd2939FcBFwC+BvwNNwGZCI+U57v52d6/bFFhjZ4yt165kgJ3Tek7eJUgGyi9eyi5uyi9uyk/SGpKNEXef4+7W2+rrFV53k7u/2N2Pdvdmdz/W3V/h7ovqXeO+bfvqvUsZIFuu3pJ3CZKB8ouXsoub8oub8pO0hmRjJAa+3/MuQVLqbO3MuwTJQPnFS9nFTfnFTflJWuauD72NxsyWz5o1a9by5ep/KSIiIiL9Y/bs2axYsWKFu8/OqwadGWlQGsAer2Wzl+VdgmSg/OKl7OKm/OKm/CQtNUYaVPNUrcAeK61CGzflFy9lFzflFzflJ2mpMdKomvIuQNJqalF4MVN+8VJ2cVN+cVN+kpYaIw1q74a9eZcgKa2ZuybvEiQD5RcvZRc35Rc35SdpqTHSoMaeonVGYnXW+rPyLkEyUH7xUnZxU35xU36SlhojDWrfVq0zEquN8zfmXYJkoPzipezipvzipvwkLTVGREREREQkF1pnpAFpnRERERER6W9aZ0Qq2nP3nrxLkJSWTluadwmSgfKLl7KLm/KLm/KTtNQYaVCjjx+ddwmS0vSF0/MuQTJQfvFSdnFTfnFTfpKWGiONqjvvAiSt7jaFFzPlFy9lFzflFzflJ2mpMdKgOjZ35F2CpLRu3rq8S5AMlF+8lF3clF/clJ+kpQHsDUgD2EVERESkv2kAu1TU+WBn3iVIShuu3JB3CZKB8ouXsoub8oub8pO01BhpUDbC8i5BUho1ZVTeJUgGyi9eyi5uyi9uyk/SUjetBqRuWiIiIiLS39RNSyras1rrjMRqyZQleZcgGSi/eCm7uCm/uCk/SUuNkQY15qQxeZcgKc1eltuXC1IHyi9eyi5uyi9uyk/SUmOkQR3oOJB3CZJS+/r2vEuQDJRfvJRd3JRf3JSfpKXGSIPq3KrZtGK1af6mvEuQDJRfvJRd3JRf3JSfpKUB7A1IA9hFREREpL9pALtU1PGAVmCPlVahjZvyi5eyi5vyi5vyk7TUGGlQTWOa8i5BUmo5vSXvEiQD5RcvZRc35Rc35SdpqTHSoEYcPiLvEiSlKfOm5F2CZKD84qXs4qb84qb8JC01RhrU7lW78y5BUlrcsjjvEiQD5RcvZRc35Rc35SdpqTHSoMbOGJt3CZLS2a1n512CZKD84qXs4qb84qb8JC01RhpUd1t33iVISjsX7cy7BMlA+cVL2cVN+cVN+Ulaaow0qP3b9+ddgqS0dcHWvEuQDJRfvJRd3JRf3JSfpKV1RhqQ1hkRERERkf6mdUakoo6NWmckVmsvXZt3CZKB8ouXsoub8oub8pO01BhpUMPHD8+7BEnpsLmH5V2CZKD84qXs4qb84qb8JC01RhrU8EPVGInVpEsn5V2CZKD84qXs4qb84qb8JC01RhpU24q2vEuQlBbZorxLkAyUX7yUXdyUX9yUn6SlxkiDapnVkncJktIcn5N3CZKB8ouXsoub8oub8pO01BhpUF2PduVdgqS07YZteZcgGSi/eCm7uCm/uCk/SUuNkQbVtUuNkVg9svCRvEuQDJRfvJRd3JRf3JSfpKV1RhqQ1hkRERERkf6mdUakor337827BElpzQVr8i5BMlB+8VJ2cVN+cVN+kpYaIw1qxOEj8i5BUpo8b3LeJUgGyi9eyi5uyi9uyk/SUmOkQTW1NOVdgqQ0Yc6EvEuQDJRfvJRd3JRf3JSfpKXGSIPas3pP3iVISndMuSPvEiQD5RcvZRc35Rc35SdpqTHSoMbNHJd3CZLSeW3n5V2CZKD84qXs4qb84qb8JC01RhrU/u378y5BUmpd0Jp3CZKB8ouXsoub8oub8pO01BhpUN3t3XmXICm1LWvLuwTJQPnFS9nFTfnFTflJWlpnpAFpnRERERER6W9aZ0Qqal/fnncJktLKOSvzLkEyUH7xUnZxU35xU36SlhojDWrU5FF5lyApHTv/2LxLkAyUX7yUXdyUX9yUn6SlxkiDGtasaGI1ZtqYvEuQDJRfvJRd3JRf3JSfpKVPvH1kZsea2efN7F4zazez7WZ2h5m9xcxG1+s47feom1aslp+usT4xU37xUnZxU35xU36Slgaw94GZXQZ8HSg0OjqAkfQ06lYBL3H3LRmPowHsIiIiItKvNIA9Imb2POA7hIbIX4AzgDHAWODNQDswE/hVPc6Q7Nu2L+suJCdbrs7UFpWcKb94Kbu4Kb+4KT9JS42RGpjZWOAGoAm4B3iOuy/zoMPdFwAvAxw4BfhE1mP6fp2xilVna2feJUgGyi9eyi5uyi9uyk/SUjetGpjZ24AvJHef7+63VtjuOuA1wF7gWHd/OOXx1E1LRERERPqVumnF403J9b2VGiKJLybXo4GLsxxQA9jjtWz2srxLkAyUX7yUXdyUX9yUn6SlxkgVZjYBeHpy9/+qbP4XYHty+/wsx22e2pzl5ZKjExackHcJkoHyi5eyi5vyi5vyk7TUGKnuDMCS2yt629BDn7dVyd0ZmY7alOnVkqOmFoUXM+UXL2UXN+UXN+UnaakxUt2Tim7fX8P2f0uujzGzkWkPunfD3rQvlZytmbsm7xIkA+UXL2UXN+UXN+UnaakxUt2Eots7a9h+V3JtQEvag449ZWzal0rOzlp/Vt4lSAbKL17KLm7KL27KT9IanncBERhXdLujhu2Lt+l1vREzqzRd1qlrV69l9uzcJjaQDPZt3cfIyalPiknOlF+8lF3clF/clF+c7rnnHoBj86xBjZHqihsXo2rYvnjkedq+VsM6ujq6V6xY8deUr5f8nAjAVu7NuQ5JR/nFS9nFTfnFTfnF61QO/uJ9wKkxUt3Ootvja9h+YnLtQFtvG1aa07lwxiTPOZ8lHWUXN+UXL2UXN+UXN+UXr1566QwYjRmprnjQ+nE1bH9Mcr3F3ff1Qz0iIiIiIoOCGiPVrSGc5QA4rYbtZybXq/ulGhERERGRQUKNkSrcfTs964v0upChmc0GjkzuVlsgUURERERkSFNjpDbfS66nm9m5vWz39uS6E/hx/5YkIiIiIhI3NUZq8w3g4eT2F82suXQDM5sDXFrY3t23DUxpIiIiIiJxMnevvpVgZucDvyQsZrgEeJu7rzCz0cCrgc8SZttaD8x29925FSsiIiIiEgE1RvrAzC4HFtCzlkgHYe0RS+6vAV7q7htzKE9EREREJCpqjPSRmU0D3ga8AHgy0A7cB1wPfNvd23MsT0REREQkGmqMiIiIiIhILjSAXUREREREcqHGiIiIiIiI5EKNERERERERyYUaIw3CzI41s8+b2b1m1m5m283sDjN7SzJ9sDQAM3uWmf3MzA6Y2e19fO1cM7vJzB4ys04z22RmN5rZs/ur3qHOzI4zs0+b2Sozeyz5uW8xsx+Z2fP6sB9lN8DMbKyZvdnMFpnZA2a2L/m7uMjM3mFm42rYxzAzu8zMfp28tsPMNpjZt83stIF4H3Kw5GfvyeWKGrbX794AMrOTi/Kpdnmwyr6UXY7M7Bgz+6SZrUn+/3vMzNaZ2dfM7KwaXj9w+bm7LjlfgMsIs3J5ctkLdBfdXwk8Oe86h+KFMG3zTOBjwLqiTBy4vcZ9NAM/KnntnpL7nwKG5f1+B9MFeFPyu1T4GXcCu0t+7t8Ahiu7xroA04HNJT/n0uw2Aaf1so9Dgd+XvKb472wX8I683+tQugCvKMnjil621e9ePhn9U/Kz7Qa2V7msVnaNeQFeA7SV/P9X/P/hAeBqkoms8s4v9x/YUL8Az0v+U3RgKXA64QNwMzCv6B/AXcDovOsdShfCmcNNJb+AXUW/0LU2Rr5d9PpPA4cnjx9LmBK68NxH8n7Pg+VCWIi08HO9FTi78IcTeCpwXdHzn1F2jXMBTgAeS36uG5P/VFuS51qA1wIPJs8/AhxVZh9NwG+TbfYD7y3axynAb4qye23e73koXAhT4e9IPgQ9QvXGiH738snpX5Kfa9mGRo37UHb5Zvgqer7Q/hpwEj2z5z4F+Fzye+jARxshv9x/aEP5AowFtiWhrgXGlNnmn4v+0Xw275qH2gVYAvwD+HHyR/pwYBE1NkaAS4p+cedX2OZ79DR0ZuX9nmO/ABOAR5Of6S+ApgrbfaPo5/4UZZf/hfAFwJLkZ7qOMg2NZLsnAzuT7a4u8/x7irK7oszzw4t+j9uAJ+X93gfzJcm18PP+dtHtJ2STbK/fvfyy+nDyc12Y8vXKLt/8jir62/juXrb7d+DzwORGyC/3H9xQvhAWTyyE/rxetit8i9sOHJl33UPpAhxByWnMPjZGltPzDW/Z7kDJh+fC6dQf5/2eY78UfRDd09vvS/JHu9DQf8IfbWWXS3YGXAT8BTi3yrbfSn7ud5Y8PhJoTZ5b3Mvrp9Hz7WHFs2O61CXX/0h+zts5+AudKypsr9+9/LL6WvIz/XLK1yu7fPNbkPxc/xJTfhrAnq83Jdf3uvutvWz3xeR6NHBx/5Ykxdz9H5789vWVmc0CZiV3v+buXRWOsZPwTQPAS81sfJrjyeP2AFuBH7j7w5U2cveHCGcmAZ5W/Jyyy4cHP3P3M9292gQRhWxLB7LPBSYnt7/Uy7HWE7prAbzGzKzPBUtVZnYGMD+5+zZ3315le/3u5evo5HpzX1+o7PJlZmMJXZShl799vbw+t/zUGMmJmU0Anp7c/b8qm/+F8I0SwPn9VZPU3blFt39VZdtbkuvhhHFEkpK7f5nQjee9vW1nZiMJ39JCOOtYTNk1vtOT6/UljxeyOwD8uso+CtlNAjS7Vp0lH46uB0YAP3X379fwMv3u5avQGHkgxWuVXb7Op+fLmWp/+8rJLT81RvJzBqFLAsCK3jZMvplfldyd0Y81SX0Vps7bR5iAoDcri24r44zcvdvdH6my2cWEP6QAd5c8p+wamJldTs9/gAtKni5kt8ndd1TZlbLrX18gnHX8Oz09AarR716+npRcp2mMKLt8nZFcP+ruD1nwSjP7pZn9zczuN7NbzKzSmeDc8lNjJD9PKrp9fw3b/y25Pib5RlcaXyHjze7eXWXbVsLUewDH919JAmBmTybMEgJhsPsPSjZRdg3EzJrM7Agze4GZXQd8J3nqs+5+S8nmhez68ncVlF1dmdnF9MzM9Fp3f7TGl+p3Lydm1gwcltx9wMzOM7MfmFlrss7PQ8m6Ey+qsAtll6/pyfWDZtYC3Ez4v+2FwHGEmbReRBiH/HszO6Tk9bnlp8ZIfiYU3d5Zw/a7kmsjTG8pjW9Ccr2z2obJ2a/HkrvqP9uPzOzpwO3AlOShK919d8lmE5LrndX2p+z6j5lNMLPCrC0PE8Z4vBJYDFzg7leWedmE5HpnDYfYVXRb2dWJmR1NGAgNYXKA2/rw8gnJ9c5qG+p3r+6OLrr938AfCb9vhxJ+BycBLwVuMbMbksZLsQnJ9c5qB1J2/aK42/H3CGePP0poiIwCTiSsLdINPBv4WckZkgnJ9c5qB6p3fmqM5Kd40GVHDdsXb6MV2eNQyLiWfIu3U779xMwuA+4AjiGMKXibu19bZlNl1xgKa1IU1h2BcMZjCbChwmv6kp3+rtaZmQ0Dvkv4ALsC+FAfd6HfvfwUN0ZeAVwFPNXdm919DKHL3VeS518NfLXk9couX4VGwVmEMyAXuPt/uvsmd9/n7uvc/d2ENewAnktYx6kgt/zUGMlPcdijati++BuIvXWuRfpHIeNa8oWejJVvnZnZaDP7NuHbonGEtWPOd/cvVniJsmsA7v6Yux/u7uMJ6zI9i7A47HuBu8zsU8mH32J9yU5/V+vvPcBzCN/OXuru+/r4ev3u5WccYcrWfcA/u/sH3f3xrozuvsHd/w14d/LQ68yseNCzssuXFV1/zt1/V24jd/8W4awXwJuLnsotPzVG8rOz6HYtp7gmJteFRbqk8e1Mrqvmm5wqLWy3q7dtpW+S8SGLgSuSh34OPN3df9vLy3Ym18quQbj7Xndf7O5XAC8hnDV5D/CBkk13Jtd9+bsKyi4zM5sN/Fdy9x3uvi7FbnYm1/rdG2DuvtDdDwEOc/ff97Lp54D7ktuvLXp8Z3Kt7PJR/Nmw2tS+P0quzzSzEcntncn1gOenxkh+igdXHlfD9sck11tSfNMk+ShkPLWGNQyOIizWVvw6ycjMTgLuBGYT/lC/1t0v7G39kYSya2DJoPXPJnffW/SfKfRk0Je/q8WvkxSS8QOFaXxvcvevp9yVfvdyVmYMXenzB4DC2mizip5Sdvnamlzvdvdq68QUfuYj6Blrklt+aozkZw09faBrmd9+ZnK9ul+qkf5QyKoZOKnKtsX/BpRxHZjZNOA2wqDLu4BZ7n5djS9Xdo3vJ8n1IcDJRY8XMnhKmdliSim7+jkKOCG5faGZeaULYfAswLeLHr8peUy/e3EozI5W/Dum7PL11+R6RA2NieIuqoXuWbnlp8ZITpJVaAvri/S6kGFy6vvI5G61BRKlcRQvOlRtscoXJtdd9HzjJCkl0xr+kvABaSnwLHevNOC5HGWXozLjQMop7pJQPICykN1w4PlV9lHI7mGqrPckA0a/e3EozEZYfJZZ2eVrUXI9ip4vsCspTMe7k57uWbnlp8ZIvr6XXE8vGQRW6u3JdSfw4/4tSerF3e+iZ7HKN1f6gGVmE4HLk7sL3X1n/1c36H0FeCrh9PH5NSx+dxBllw8zO87MfgDUslL3GUW3ixdo+y2wLbn9b70caxo9/6HekExVKek9SOgaV8vl78lr3lP02DzQ717ezGyWmZ1cZZtmej6sLi48ruxy93t6umq9tcq2lyXXtxb+9uWan7vrktOFMHPFNkJ3rVVAc5lt5hBang58Me+adXEI3z44cHsN216SbOvAByps843k+W7grLzfX+wXwnSFhbUpTs2wH2U38Nm9rehn/s5ethsPrE+2W1bm+fcU7efVZZ4fTjjL7IRZn47J+70PpQuwKfnZX1Hhef3u5ZPLZwkTQ2wAntTLdp9Lfvb7gOOUXeNcgH9NfrYHgAsrbHN5UUbnNkJ+uf/ghvqF8O3CgSTYPxH6tUPodvAvhNNnDqwDxuVdry59a4wk23+/6I/DVYSZSgCeDHyr6Bf/E3m/t8FwIXxT58C367AvZTfw+f246Of6Y+Bcki9qCH2Z5wJr6WlwPrfMPpqK/h3sA95V+PtJWPjr5qJjvCnv9zzULlRpjCTb6Hdv4HM5jdA4d8L0528FjkyeM8JEID8t+tm/V9k11oXQ4+nXRX/7PlT0858AvC953IGvNkp+uf/gdHm8lbq3KOC99DRQnDA46Li869Tl8bwW0bfGyBjCNHpedNlTcv/zQFPe720wXIp+po8B22u9KLvGuBAaEleV/A10wvSR3SU5XNbLfg4v+l0t/MfaXnS/u9KHKV36PeNNVG+M6Hcvn2zOIkzbW/pz7yi63wV8VNk15oXQ6+aWkp93W8n964DhjZKfJQeWnCX9l98GvIDQ+mwn/EG4nvANb3uO5UkRM1tEmA3mT+7e21if0tddCLwJOJXwQekh4C/Al919Ud0LHaKS2Xr6zN0rzj6i7AaemT2NsDbMCwgrQx8O7Cb8Xfwt8BV3/3vFHYR9DAcuBV5PmB1mPGG8wmLgf91dg9ZzYGabgKnA69392irbXoh+9waUmY0BLiaswn4SMJnQeP87YYbCr7j7mhr2cyHKLjdm9jLgdcDphJ//TsLP/2vuvrCG11/IAOWnxoiIiIiIiORCs2mJiIiIiEgu1BgREREREZFcqDEiIiIiIiK5UGNERERERERyocaIiIiIiIjkQo0RERERERHJhRojIiIiIiKSCzVGREREREQkF2qMiIiIiIhILtQYEREZBMzsx2a2ysxO7+PrRpjZODMb1V+19ZWZzUvez5fMbGQd9veUKs8fambjMh5jlpnNNbNJWfZT47Hemfx8rjazpv4+nohIf1JjRERkcDgROBXo64fq9wFtwNfqXlEKZvY64KvA84Gvu/u+KtsPM7OXm9nC0oaAmT3HzO4GVpvZk3rZzWeBB8zs4xkaJe8CbgaurVLvc83sruTSkvJY1wInJMdsiNxERNJSY0RERBqCmZ0NfD25e5m7r6rhZTOBG4EXA18see5hQiNtLPCpCsc8FbgcmAicD+zta92J5yXXv6my3SHAKckl1VkNd98BvATYAbzBzN6VZj8iIo1AjREREcmdmU0AfgSMAD7l7rfU8jp3XwF8L7l7sZk9q+i5u4EfJndfbWbTyuzi04T/C/cD/+Lu3SlqfzpwVHL31319fRruvhG4Irn7P2Z21kAcV0Sk3tQYERGJiJmdZWbbSy+EMwAAPy/z/B151lyjTwJHA/cB8/v42g8CXcnt0td+Mrk24N+LnzCzi4EXJHevcvfVfTxuQWEfD7r72pT76DN3/wWhsTUcWGBmwwfq2CIi9aLGiIhIXEYAh5W5FLr8HFLmuYkDX2btzGw6MC+5+y537+jL6919C/DT5O6zzez4oudWA8uSu880s2HJMScBX0keXwT8V7rqAXh1cv3/27v3WDnKMo7j3wdqqXIriklpoFwTWvDWcgm2xaQKTQhBbKgKigXlIhSiYBQDKmKCKNFgkMIf3EsAQWkAC0qCQCFVUSxtpQqoWCQWJJK0pZRLkf78432HHfbs7tnLOTtb+H2SyezMvPPOu+c06XnmvTy39VBHt74GvAp8CDi5guebmfUkJFXdBjMz61FErCLNQ5glaUmTMk8Cu9ed3pr0Zn0zaahSvdmSHhrBpjZq163AZ4BlkjpaDaxUx4GkeSPXSXqm7tosYLOkB0vn7gCOBp4Dpkp6vsvnTgGK3pBpkpYPU/5TwO35cCdJ67p5bl2dl5J6fZ4B9pHU6PdoZjaQ3KVrZvbOsU3eNgH1b6Lqj8eShjaNag96REwAjsmHP+3w3uMZOizrCxHRrHzxcStgz/z53cBv6+5ZJOmbbTbjhLx/TNLy/H2ea/Petc3amt0k6fg26imCkUnAUdR6iczMBp6DETOzLUxEXAAcW3e6+OP6hoh4ue7a7LreggMkrcp1nQlcBiyQdFbpGX8CDhjJdjdxHKl3ZiOwqMN7xwN79/j88XkraytXSJ6jUQQLd/XYjq5J+mdELAVm5vY4GDGzLYaDETOzLc8EUp6JRnZrcK7nxIGj6Ii8XyJpY5d1PClpcrOLEXE1cBJwjaSm8yoi4hbgsx08dx5Q5C8p8qE8D7y/gzpa6WTuzN2kYOSwiBgj6X/D3WBmNgg8gd3MrI8iYkpEvBIRioj1ETGxRdmP53KKiPtj6JieT0sKSQHcl89NLZ17kAGWs4dPz4cD3dZ6ue3n1Z9X8kKnGzARWFd3/qUOmvRA3m8PTOv9G5qZ9YeDETOzPpL0OPCdfLgDQxP1ARAR46hl134R+KLefiuO7EFKSAjwWIXt6MbnaTFELCLGRsTnImLhcDlAcmDzCGkOyRldtmcVtXk/+3VZh5lZ33mYlplZ/11CWslpJjAnIo6WdGddmfOBYonasyT9q58N7JPyH/N/76GefSOinUDtpIg4qYfnAG8Giue3UfRKUrC1FvhDi3J7k4bSjSXNnemYpI0R8Sxp2Ng+w5U3MxsUDkbMzPpM0uaIOBFYSfpjdUFE3C9pA7yZd+MbufhiSdc1qeoXDVZjWj7MCk2DpJz/ZG0P9WwCVre4PgHYEVgP/KdFuYmkYU7D+S4pgFhPmiMyJLO7pE0RsYS03PAc4KwW9ZV7Mpa18fxm1pKCkYHOK2NmVuZhWmZmFZD0FFAsH7srcBFATsp3Fell0QvAKS2qWQIszFuxnOzi0rmucmf00XtKn7udvA6wWtLkZhu1ZIS3DVPuV8M9KAeKX8+H3wb+26L4vXk/KSL2b1FuSt6/Cjw+XBtaKOaYbNuylJnZAHHPiJlZda4gvTX/BDA/Im4EDgaKOQanD5OM73JJtwFExG+AXYDzJa3I55bQeJnayyNiQ/68R95/spy5nP4M9Xmt9Hls3fGgupD0f+cjpN9f/RLLZfeWPs8G/tKk3EfyfkWPq2CNy/st4edoZgY4GDEzq4wkRcSXSJO3dwCup7ZU7M1FoDEKDqE22XnrvJ9EGqZU6MdywBtKn7evOx5UV5ICi3l5uF3TgpL+GhFrSL/Tw4GfNCla5HP5fY9tK4aYbQk/RzMzwMO0zMwqlZMRnp0PJ5P+oFwDnNnG7ZdGxBMR8QTw0Xzu9tK5g5vcd4CkcZLGlZ69oDiXzz/a1RfqTHlS/u491LNvaQnkIRspxwikCeytyg2bY0TS3cAsSU+02baid2R6HoL3FhGxI7BXPvxdm3UOkesucsy8HRc7MLO3KfeMmJlV70bgYmDnfPxzSe1M6G6Uo2SPkWpUH/wD2Ex6MTaZznsG1gFPtVFuF9L8lI20nsBeaDnXRtLDbdRR+CNwImkC/QeAP9ddnwYU3Su99IzsSa0362891GNm1lcORszMqncBtUAE4IyIuFbSqkaFJZ0GnFY+FxGrgP1Jb+2XjFI7R5SklyNiJTAVmAE0WzWs2f03kgK5liLiLtKqVvdImttNW3uwvPR5BkODkZl5v1rSmh6ec2jevwF0EiyZmVXKw7TMzCoUEdOBc/LhTaS392OBGyLiXZU1rH+KzPGHVdqK0bOSFCBA42FzH8v7Bxpc60Tx81smaX2PdZmZ9Y2DETOzikTEdsANpEnkTwOnAt/Kl6dSy9RevueeiHihfiMNcwK4s9H1iJgx+t+oKz/L+90jYmbLkkBEXN9q3keTuSBH5tuP6fTe3OPUNUmvAE/mwwPrvssYanN97u/2GRGxLSmJJsAt3dZjZlYFByNmZtW5hFoW8vmSXgYuo5at+9yIOLDunvHA+xpsxapYOzS5PpC9LJIepTaU6ctVtmUUFd9vSkSUc6scRC0nSC89I8cB25HylNzcQz1mZn3nYMTMrAIRcSS1hIa3Svo1pOzswMnA66R5fQsjYpviPkmHSIr6jVoOi1mNrg/4PJIf5P2xEbF3y5IpYNm+w+2efO8dXdx7UK9fjhSMbMjPLyckPCLvV0p6tpuKc+/Kufnw6mHy0piZDRwHI2ZmfRYROwPX5MN1wFfL1/PE9Yvz4X7A9/vWuGosIiURHAP8sFVBSa9JeqmTjdqcjTc6vTcPs+rVVcDOkuZKKmdsL4KRu3uoez5paeAXgYt6qMfMrBJeTcvMrP+upJYZ/Zwmb7MvBOaS5oKcHRF3SFo6Qs9fUUrWV3z4SkSUc5tsTZ/k5IGnkgKSuRFxlKTF/Xr+SMm5Pt7b5PLYugSJO1FLdvhwDlAb2STpxSbP24307wTgPEnPddhkM7PKORgxM+ujiDgBmJMPlwJXNyon6bWIOAV4iNSLfX1EfFjSxhFoRqNAI5qc7wtJKyLiXOBHwLURMVXSv6tqT5cmAau7uO+XLa7dR4OVxvJKa7eQhpItBq7o4rlmZpXzMC0zsz6StLA0j+NQSWpRdqmkrXLZfUYoEAH4YJN5JeU5KMtG6Fltk/Rj4FZSzpVFdZO97a0uBaaTVuqa1+rfkZnZIHPPiJmZDZJ5pCFMs4Hb85CtTRW3qS2SnqY27G3URMT3gNOBZ4DDJa0b7WeamY2W8MsUM7N3hojYlfQSao2k16tuj5mZmYMRMzMzMzOrhOeMmJmZmZlZJRyMmJmZmZlZJRyMmJmZmZlZJRyMmJmZmZlZJRyMmJmZmZlZJRyMmJmZmZlZJRyMmJmZmZlZJRyMmJmZmZlZJRyMmJmZmZlZJRyMmJmZmZlZJRyMmJmZmZlZJRyMmJmZmZlZJRyMmJmZmZlZJRyMmJmZmZlZJRyMmJmZmZlZJRyMmJmZmZlZJf4PXgl4eVB8WNUAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 293, "width": 401 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.array([45, 94, 53, 88, 57, 79, 53, 69, 80, 66])\n", "y = np.array([23, 30, 19, 27, 22, 15, 17, 17, 20, 25])\n", "\n", "plt.title('散布図の描画(scatter)', fontsize=20)\n", "plt.xlabel('x軸(単位)', fontsize=16)\n", "plt.ylabel('人数(単位)', fontsize=16)\n", "plt.scatter(x, y, s=200, c=\"pink\", alpha=0.5, linewidths=1, edgecolors=\"red\");\n", "\n", "# 軸範囲の指定\n", "plt.xlim(0,60)\n", "plt.ylim(0,60)\n", "\n", "# 任意目盛の設定(不定間隔も可)\n", "#plt.xticks([0, 25, 50, 75, 100])\n", "#plt.yticks(memori1)\n", "\n", "# 目盛線のラベルサイズ\n", "plt.tick_params(labelsize = 14) \n", "\n", "# グリッドの表示(色、線種、線幅を指定)\n", "plt.grid(color='m', linestyle=':', linewidth=0.5)" ] }, { "cell_type": "markdown", "id": "99f58d42", "metadata": {}, "source": [ "#### グラフの保存について\n", "+ 作成した図面を保存し、レポートやパワポに貼り付けて使う場合の手順を解説する。\n", "+ 指定可能なファイル形式:emf, eps, jpeg, jpg, pdf, png, ps, raw, rgba, svg, svgz, tif, tiff \n", "+ 透明化処理したい場合は、`transparent=True` とする。\n", "+ 画像のサイズは dpi で指定可能。\n", "\n", "グラフの保存用コマンド \n", "グラフを作成したセルの末尾に、以下を追記する。 **セルを分けてはダメ!**\n", "+ 作業中のnotebookのあるフォルダ 【=`cd .` で表示されるフォルダ】 に保存する場合 \n", "`plt.savefig('mygraph.png', bbox_inches='tight', dpi=360, transparent=True);` \n", "\n", "+ Desktopに保存する場合(各自desktopへのパスは確認して書き換えること。) \n", "`plt.savefig(r'D:\\Users\\Desktop\\mygraph.png', bbox_inches='tight', dpi=360, transparent=True);` (for Win)または \n", "`plt.savefig('D:/Users/Desktop/mygraph.png', bbox_inches='tight', dpi=360, transparent=True);` のようにする。" ] }, { "cell_type": "code", "execution_count": 8, "id": "634c5e1b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 292, "width": 407 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 身長\n", "plt.title('成長曲線',fontsize=18)\n", "plt.xlabel(\"年齢\", fontsize=18)\n", "plt.ylabel(\"身長 (cm)\", fontsize=20)\n", "plt.tick_params(labelsize = 14) \n", "\n", "# marker\n", "plt.plot(df_h['age'], df_h['boy_height'], 'co-', label='boy')\n", "plt.plot(df_h['age'], df_h['girl_height'], 'mo-', label='girl')\n", "\n", "# error bar\n", "plt.errorbar(df_h['age'], df_h['boy_height'], yerr=df_h['boy_std'], c='c', ls='', capsize=5, zorder=2)\n", "plt.errorbar(df_h['age'], df_h['girl_height'], yerr=df_h['girl_std'], c='m', ls='', capsize=5, zorder=2)\n", "plt.legend(fontsize=14)\n", "\n", "plt.savefig('D:/Users/Desktop/mygraph.png', bbox_inches='tight', dpi=360, transparent=False);" ] }, { "cell_type": "code", "execution_count": 9, "id": "abf3723c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 248, "width": 368 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.path as mpath\n", "\n", "star = mpath.Path.unit_regular_star(6)\n", "circle = mpath.Path.unit_circle()\n", "# concatenate the circle with an internal cutout of the star\n", "verts = np.concatenate([circle.vertices, star.vertices[::-1, ...]])\n", "codes = np.concatenate([circle.codes, star.codes])\n", "cut_star = mpath.Path(verts, codes)\n", "\n", "plt.plot(np.arange(10)**2, '--g', marker=cut_star, markersize=15);" ] }, { "cell_type": "markdown", "id": "c49e8812", "metadata": {}, "source": [ "#### # 日本語フォントの指定\n", "notebook全体で指定する場合は、\n", "`plt.rcParams['font.family'] = 'Meiryo'` などを一番上のセルに書けばよい。" ] }, { "cell_type": "code", "execution_count": 10, "id": "03ed0563", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 291, "width": 402 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 単一のグラフでのフォント指定\n", "with plt.rc_context({'font.family': 'Meiryo'}):\n", " # 身長\n", " plt.title('成長曲線',fontsize=18)\n", " plt.xlabel(\"年齢\", fontsize=16)\n", " plt.ylabel(\"身長 (cm)\", fontsize=16)\n", " plt.tick_params(labelsize = 14)\n", "\n", " # marker\n", " plt.plot(age, boy_h_mean, 'co-', label='boy')\n", " plt.plot(age, girl_h_mean, 'mo-', label='girl')\n", "\n", " # error bar\n", " plt.errorbar(age, boy_h_mean, yerr=boy_h_std, c='c', ls='', capsize=5, zorder=2)\n", " plt.errorbar(age, girl_h_mean, yerr=girl_h_std, c='m', ls='', capsize=5, zorder=2)\n", " plt.legend(fontsize=14);" ] }, { "cell_type": "code", "execution_count": 11, "id": "51a404cf", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 290, "width": 402 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 描画領域の色指定\n", "with plt.rc_context({'axes.facecolor': 'mistyrose'}):\n", " # 身長\n", " plt.title('成長曲線',fontsize=18)\n", " plt.xlabel(\"年齢\", fontsize=16)\n", " plt.ylabel(\"身長 (cm)\", fontsize=16)\n", " plt.tick_params(labelsize = 14)\n", "\n", " # marker\n", " plt.plot(age, boy_h_mean, 'co-', label='boy')\n", " plt.plot(age, girl_h_mean, 'mo-', label='girl')\n", "\n", " # error bar\n", " plt.errorbar(age, boy_h_mean, yerr=boy_h_std, c='c', ls='', capsize=5, zorder=2)\n", " plt.errorbar(age, girl_h_mean, yerr=girl_h_std, c='m', ls='', capsize=5, zorder=2)\n", " plt.legend(fontsize=14);" ] }, { "cell_type": "markdown", "id": "e8fcd500", "metadata": {}, "source": [ "#### 枠色等の変更" ] }, { "cell_type": "code", "execution_count": 12, "id": "2c00bbb5", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 291, "width": 403 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 身長\n", "plt.title('成長曲線',fontsize=18, color='blue')\n", "plt.xlabel(\"年齢\", fontsize=18, color='blue')\n", "plt.ylabel(\"身長 (cm)\", fontsize=20, color='blue')\n", "plt.tick_params(labelsize = 14, color='blue') \n", "\n", "# bluearker\n", "plt.plot(df_h['age'], df_h['boy_height'], 'co-', label='boy')\n", "plt.plot(df_h['age'], df_h['girl_height'], 'mo-', label='girl')\n", "\n", "# error bar\n", "plt.errorbar(df_h['age'], df_h['boy_height'], yerr=df_h['boy_std'], c='c', ls='', capsize=5, zorder=2)\n", "plt.errorbar(df_h['age'], df_h['girl_height'], yerr=df_h['girl_std'], c='blue', ls='', capsize=5, zorder=2)\n", "plt.legend(fontsize=14)\n", "\n", "plt.tick_params(labelsize=12, colors='blue')\n", "# x, y軸個別指定も可\n", "#plt.tick_parablues(axis='x', labelsize=12, colors='blue')\n", "#plt.tick_parablues(axis='y', labelsize=12, colors='blue')\n", "\n", "plt.gca().spines['bottom'].set_color('blue')\n", "plt.gca().spines['top'].set_color('blue')\n", "plt.gca().spines['right'].set_color('blue')\n", "plt.gca().spines['left'].set_color('blue')\n", "plt.legend(loc = 'upper left', fontsize=12, framealpha=0)\n", "\n", "# 凡例の色変更\n", "leg = plt.legend(loc = 'upper left', fontsize=12, framealpha=0)\n", "for text in leg.get_texts():\n", " plt.setp(text, color = 'blue');" ] }, { "cell_type": "markdown", "id": "4e85cc50", "metadata": {}, "source": [ "#### セル内一括置換\n", "セル内にカーソルを置き、ESC、次いで F、で Find and Replace画面を出して操作" ] }, { "cell_type": "markdown", "id": "c7abd6ad", "metadata": {}, "source": [ "#### 散布図へのラベル付与" ] }, { "cell_type": "code", "execution_count": 13, "id": "6fe258a9", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 299, "width": 395 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "country = ['A国','B国', 'C国', 'D国', 'E国']\n", "x = np.array([190.5, 79.6, 37.8, 14.4, 30.])\n", "y = np.array([20.6, 13.1, 12.8, 12.3, 7.7])\n", "\n", "#グラフサイズ\n", "plt.figure(figsize = (6, 4))\n", "# グラフタイトル\n", "plt.title('国面積と人口相関', fontsize=22)\n", "\n", "# TeX 表記:標準で斜体になるが、\\mathrm で解除している\n", "#plt.xlabel('国面積 (㎢)', fontsize=18)\n", "#plt.xlabel('国面積 ($km^2$)', fontsize=18)\n", "plt.xlabel('国面積 ($\\mathrm{km^2}$)', fontsize=18)\n", "\n", "plt.ylabel('人口(千万人)', fontsize=18)\n", "\n", "plt.xlim(0, 220)\n", "plt.ylim(0, 25)\n", "\n", "#目盛の数字のサイズ\n", "plt.tick_params(labelsize = 14)\n", "\n", "#描画線の指定:zorder\n", "plt.grid(zorder = 1)\n", "plt.scatter(x, y, s=500, c='r', alpha=1, marker='*', zorder = 1);\n", "\n", "# 各要素にDataFrameのインデックスの数字をラベルとして付ける\n", "for i, txt in enumerate(country):\n", " s = plt.annotate(txt, (x[i], y[i]+1)) # +1 はoffset(見やすいよう適宜設定)\n", " s.set_fontsize(16)\n", " s.set_rotation(10)\n", " s.set_color('m')" ] } ], "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": "3.10.1" } }, "nbformat": 4, "nbformat_minor": 5 }