{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "57283b99", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:29.236098Z", "start_time": "2023-03-21T02:22:08.908268Z" }, "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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varrllhlpvalformatted_pvalmodelgroupsource
0agegroup10.027286-0.1075410.1611260.7037170.704p2wage2015 census
1agegroup2-0.037114-0.1706940.0978061.3052141p2wage2015 census
2agegroup3-0.213919-0.338047-0.0824760.1193110.119p2wage2015 census
\n", "
" ], "text/plain": [ " var r ll hl pval formatted_pval model \\\n", "0 agegroup1 0.027286 -0.107541 0.161126 0.703717 0.704 p2w \n", "1 agegroup2 -0.037114 -0.170694 0.097806 1.305214 1 p2w \n", "2 agegroup3 -0.213919 -0.338047 -0.082476 0.119311 0.119 p2w \n", "\n", " group source \n", "0 age 2015 census \n", "1 age 2015 census \n", "2 age 2015 census " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import sys\n", "sys.path.append('../')\n", "import pandas as pd\n", "import numpy as np\n", "import forestplot as fp\n", "pd.set_option('display.max_rows', 100)\n", "\n", "df = (pd.read_excel('../examples/data/seg-multmodel-group0.xls')\n", " .reset_index(drop=True)\n", " .query(\"group!='poi'\")\n", " )\n", "df.head(3)" ] }, { "cell_type": "code", "execution_count": 2, "id": "d87ed0b1", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:29.251098Z", "start_time": "2023-03-21T02:22:29.238102Z" } }, "outputs": [], "source": [ "std_opts = dict(\n", " dataframe = df,\n", " estimate = \"r\",\n", " ll =\"ll\", \n", " hl = \"hl\",\n", " varlabel = \"var\",\n", " model_col = \"model\",\n", ")" ] }, { "cell_type": "markdown", "id": "ccbfba2c", "metadata": {}, "source": [ "## Normie usage" ] }, { "cell_type": "code", "execution_count": 3, "id": "c9ad72d4", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:31.124295Z", "start_time": "2023-03-21T02:22:29.253099Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vanilla\n", "_df, ax = fp.mforestplot(**std_opts)" ] }, { "cell_type": "code", "execution_count": 4, "id": "0c9cd80b", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:31.250934Z", "start_time": "2023-03-21T02:22:31.126294Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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lQUFBSElJMXE1TaMWoOkNGTIEZ86cabS8TQOhMzIysGDBAmg0Gtjb22POnDlGhR8AxMfH48cff4SFhQWee+45JCcnt6UUwqPO8gfds2dPvksgZqZNARgdHf3UT+DIzMxsy6FbLTIykrfWHzEdmUxmNq1RYv7ogaikSykpKUFNTU2jL0KaQgFICBEsCkBCiGBRABJCBIsCkBAiWBSAhBDBogeimohIJDJ4iCcxPTr/5HEUgCZiYWFBTyTmGZ1/8jjqAhNCBIsCkBAiWBSAhBDBogAkhAgWBaDAaLValJSUGP0UbkK6MroLLBANDQ1ISUlBdnY2LCwsoNfrERYWhpiYGJpRjQgWBaBApKSkICcnx2AsXE5ODgAgLi6Or7II4RUFoIkwxlBRUcHLsWtra5GVlYX6+nqD5TqdDtnZ2Rg2bBjv00tKpVJIpVJeayDCQwFoIrW1tdy8yKam0WjQ3MwHer0eJ0+e5P2Jzn5+fvD39+e1BiI8FID/9cknn2Dx4sX49ddf0bNnT6xatapdu4YSiQSDBw9ut/21xsMWYFMsLCzMpgVIiKlRAP5XZGQkLl26BLFYjE2bNuGtt95q1wBsaqJ3UwoPD0dOTo7BLHnW1tYIDQ2Fs7Mzb3URwiejhsFs2rQJXl5eUCgU8PHxwfHjxwE8GFIRGxsLhUKB8PBwzJ49GwkJCdx26enp6Nu3L5RKJUaPHo2bN29y69LS0uDh4QEXFxesX78eMpmMm7MjMzMTcrkcGRkZ8Pf3h1QqxYoVKwAAVVVVmD59OpydneHp6YnVq1dz3bsVK1ZgxIgR3DESExO5ejIzM+Hh4YHk5GT06tUL7u7uOHjwIPdalUqFbt26oba2FpcvX8Zvf/vbVp9McxYTE4PQ0FCIxWJIJBKIxWKEhoYiJiaG79II4Y1RAfjss8+ioKAAlZWVGD58OFauXAngQTAWFhZCrVZj+/btOHr0KLdNaWkpJk6ciI8//hhlZWXo3r075s+fDwCoqanB5MmTsWHDBly/fh3V1dWN5m3Q6XTYuHEjMjIysH37dlhZPWiszps3D7du3cLVq1eRnp6OrVu3Gj3fa1lZGQoKCnDp0iVs2LABCQkJqKys5NYHBwdDJpPhxx9/xF//+lej9tlZPJxUfuPGjVi2bBk2btyIuLg4GgJDBM2oABw5ciQcHBwgEokQEhKC0tJSAMC+ffvwxhtvQC6Xo0+fPgatrz179iAkJARDhgyBlZUVpk6dyt0EOHLkCBQKBWJiYiCRSDBr1qxGx6yvr0dycjJUKhXi4+OxfPlyNDQ04NNPP8WyZcsgk8ng4+ODxMRE7N2716g3261bN7z//vvo1q0bJk2aBMYYTp8+za3Pz89HUVERbGxsMH36dKP22dlIpVI4Ozt3mmtuCoUCIpGo0ZdCoeC7NNIFGHUNMDc3F++88w7Onz8PjUYDlUoFACgsLESvXr2a3ObatWtIT0/nrnvp9XqIRKIWt3uoqWtmZWVl0Ol0cHd355a5u7tDrVYb8zZgZWXF1SASiSCXy1FdXW3wGjc3N6xduxYhISGoqqqiPzSePf7zaWk5Ia3RYgCWl5cjKioKmzdvRmpqKj777DO89957AB783/nRLqRWq+W6qiqVCqNGjUJqamqjfTa1nTEcHBxgbW0NtVoNb29vAEBxcTFcXV0BPAi1R4d7VFZWwtbWtsl9abVa3LlzBx4eHo3WSaVSMMbQ0NBgVF1dUXV1tdmHzKPXlDvi9caSy+WQy+Udsm/SsVoMQLVajZqaGgwdOhR1dXU4ceIEampq0NDQgKioKOzatQtjx47F4cOHcezYMYwfPx4AMHnyZKxfvx4HDx7EuHHjAAAFBQUICQnBiBEj8OabbyI3Nxf+/v5YvHgxALR4Perhday1a9diwIABKC0txc6dO5GUlAQAcHJywsWLF3H79m0cOXIEX3/9NSZMmMBtX15ejt27d2PKlClYt24d/P39MWDAAADAv//9b/j6+sLCwgJr165FREQE7O3tW39Gu4izZ8+afPL61tq2bVuHvt5YkZGRiIyM7JB9k47VYgAGBARg3rx5CAoKgpubG5YsWYILFy4gIiIC+/fvR1xcHBwdHfHSSy9hzJgxXLfV29sbqampWLx4MRITEyESiTBo0CCkpaWhd+/e2LBhA8aNGwd7e3ssWrQIBw4cMGqYyJYtWzB37lx4e3tDKpVi1qxZmDZtGgAgNjYWycnJ8PX1xZQpUxAbG2sw7MPZ2RnfffcdFixYAB8fHxw6dIjrEn/xxRf44IMPUF9fj0GDBuH//u//nuJ0dh1BQUHw8/PjuwzuhltTZs6cafR+Dh8+3KrXtwa1/jox1gbl5eVMo9EwxhgrKipi7u7u7NixY0Zt+8svvzDGGGtoaGCrVq1iwcHBbSmlRRkZGczDw6NDj/EkQUFBvB27MwPQ7Fdr0PkXtuZ+/m16HFZGRgb69OmD7t27IyIiAnPmzMHo0aON2jY+Ph4ODg7o2bMnMjMzkZyc3JZSSBfVXOuKWl2kPYgYa+ZDoqRdDRw4EGfOnOG7DMGi8y9szf386YGohBDBogAkhAgWBSAhRLAoAAkhgkUBSAgRLHoeoIno9XqDj/8R06PzTx5HAWgijDGIxWK+yxA0Ov/kcdQFJoQIFgUgIUSwKAAJIYJFAUgIESwKQELaoLa2FqWlpaitreW7FPIU6C4wIU+hoaEBhw4dQn5+PiwsLKDX6xEcHIzx48fTRFOdCAUgIU/hYfjV1dVxy/Lz8wEA0dHRfJVFWokCkHQaWq22TV3N9hoIXVtbi7y8PNTX1xssr6urQ15eHgYPHgyJRNIux3paEomk08z8xycKQNJpFBcX4+rVq0+9fV5eXrvUUVNTg+Yeo8kYQ1ZWVrOTcZmKj48PfH19ea2hM6AAfIxarcYzzzyDv/3tb0hISOC7HPIINzc3ODo6PvX2ISEh7VJHbW0tcnNzm1wnEokQHh5uFi1A0jIKwMfMnz/fYCIlYj6kUmmbunV2dnbtVktISEija4BisRjBwcFwcnJqt+OQjmXUMJhNmzbBy8sLCoUCPj4+OH78OIAH12RiY2OhUCgQHh6O2bNnG7Sa0tPT0bdvXyiVSowePdpgXta0tDR4eHjAxcUF69evh0wmw/Xr1wEAmZmZkMvlyMjIgL+/P6RSKVasWAEAqKqqwvTp0+Hs7AxPT0+sXr2a646sWLECI0aM4I6RmJjI1ZOZmQkPDw8kJyejV69ecHd3x8GDBw3eZ1paGkpLS/HCCy+06iQS4Rk/fjyCg4MhFoshkUi48Hs4LSzpHIwKwGeffRYFBQWorKzE8OHDuakKN23ahMLCQqjVamzfvh1Hjx7ltiktLcXEiRPx8ccfo6ysDN27d8f8+fMBPLiGMnnyZGzYsAHXr19HdXU1ampqDI6p0+mwceNGZGRkYPv27dyE6/PmzcOtW7dw9epVpKenY+vWrdizZ49Rb7asrAwFBQW4dOkSNmzYgISEBO7CuFarxYIFC7B161aj9kWEzdLSEtHR0UhKSsLChQuRlJSE6OhoGgLTyRgVgCNHjoSDgwNEIhFCQkJQWloKANi3bx/eeOMNyOVy9OnTx6D1tWfPHoSEhGDIkCGwsrLC1KlTcerUKQDAkSNHoFAoEBMTA4lEglmzZjU6Zn19PZKTk6FSqRAfH4/ly5ejoaEBn376KZYtWwaZTAYfHx8kJiZi7969Rr3Zbt264f3330e3bt0wadIkMMZw+vRpAMCaNWswbtw49OvXz6h9EQI8uNbm5ORE19w6KaOuAebm5uKdd97B+fPnodFooFKpAACFhYXo1atXk9tcu3YN6enp3GTner2em4T8Sds9JBKJGk2UXlZWBp1OB3d3d26Zu7s71Gq1MW8DVlZWXA0ikQhyuRzV1dW4cuUK9u/fj++//96o/RD+ODs7Q6PRNFouk8lQUlLCQ0WkM2uxBVheXo6oqChMmjQJN27cMOgiKhQKg7FVWq2W+7dKpcKoUaNQUVGBiooKVFVVca990nZP4uDgAGtra4PAKy4uhqurK4AHofbo8IQnjfvSarW4c+cOPDw8kJubC7VaDZVKBaVSiaysLMyePZvr6hPz0VT4PWk5IU/SYgtQrVajpqYGQ4cORV1dHU6cOIGamho0NDQgKioKu3btwtixY3H48GEcO3aMuwg8efJkrF+/HgcPHsS4ceMAAAUFBQgJCcGIESPw5ptvIjc3F/7+/li8eDEAtHj9xNLSEnFxcVi7di0GDBiA0tJS7Ny5E0lJSQAAJycnXLx4Ebdv38aRI0fw9ddfY8KECdz25eXl2L17N6ZMmYJ169bB398fAwYMQFBQEOLj47nXRUZGIiEhgYbB/JdGo+kUAXP79u02rW8vMpkMMpnMJMcibdNiAAYEBGDevHkICgqCm5sblixZggsXLiAiIgL79+9HXFwcHB0d8dJLL2HMmDFct9Xb2xupqalYvHgxEhMTIRKJMGjQIKSlpaF3797YsGEDxo0bB3t7eyxatAgHDhxo1OVtypYtWzB37lx4e3tDKpVi1qxZmDZtGgAgNjYWycnJ8PX1xZQpUxAbG2swpMXZ2RnfffcdFixYAB8fHxw6dIjrEpPmnT9/HtnZ2XyX0aKWboYZe7OsrcLCwhAWFmaSY5G2EbHmhrQb4e7du5BIJLC1tUVxcTFCQ0Oxbds2jB49usVti4qK4O7uDr1ej7/85S84cuRIu43Ub0pmZiYSEhK4oTam1r9//04RIk0xpxagj49Ps+ue9CmRmJgYpKSkdERJjVAL0PwMGTIEZ86cabS8TQOhMzIysGDBAmg0Gtjb22POnDlGhR8AxMfH48cff4SFhQWee+45JCcnt6UU0oE6yx90z54927SeCE+bAjA6Ovqpn3yRmZnZlkO3WmRkJG+tP9J+ZDJZs3eBCWkt+igc6VRoqAtpT/REaEKIYFEAEkIEiwKQECJYFICEEMGiACSECBbdBTYRkUhk8PBMYnp0/snjKABNxMLCol2fSExaj84/eRx1gQkhgkUBSAgRLApAQohgUQASQgSLApAQE9BqtSgpKTH66efENOguMCEdqKGhASkpKcjOzoaFhQX0ej3CwsIQExNDM8iZAQpAQjpQSkoKcnJyDMYg5uTkAADi4uL4Kov8FwUg6XK0Wm2TXc2KigqT1lFbW4usrCzU19cbLNfpdMjOzsawYcN4n05TKpVCKpXyWgOfKABJl3Pjxg1cvny50fKH81KbikajQXMzTuj1epw8eZL3B7n6+fnB39+f1xr4RAH4X5mZmRgxYgT3Czlo0CCcOHGC56rI0/Dw8ICzs3Oj5YMHDzZpHQ9bgE2xsLAwmxagkFEAPiI8PNzkj+on7a+5bp0xsw62t/DwcOTk5BjMTmhtbY3Q0NAmQ5qYllHDYDZt2gQvLy8oFAr4+Pjg+PHjAB5ca4mNjYVCoUB4eDhmz55tMJdueno6+vbtC6VSidGjR+PmzZvcurS0NHh4eMDFxQXr16+HTCbj5uzIzMyEXC5HRkYG/P39IZVKsWLFCgBAVVUVpk+fDmdnZ3h6emL16tVcN2PFihUYMWIEd4zExESunszMTHh4eCA5ORm9evWCu7s7Dh48+LTnjRCjxMTEIDQ0FGKxGBKJBGKxGKGhoYiJieG7NAIjA/DZZ59FQUEBKisrMXz4cKxcuRLAg2AsLCyEWq3G9u3bcfToUW6b0tJSTJw4ER9//DHKysrQvXt3zJ8/HwBQU1ODyZMnY8OGDbh+/Tqqq6tRU1NjcEydToeNGzciIyMD27dvh5XVg8bqvHnzcOvWLVy9ehXp6enYunWr0fO9lpWVoaCgAJcuXcKGDRuQkJCAyspKAA+e1pKTkwM/Pz8sW7YMtbW1Ru2TkCextLREXFwcNm7ciGXLlmHjxo2Ii4ujITDmgrXSzp07ma+vL2OMsT59+rBdu3Zx6373u9+x6dOnM8YY27BhA3vxxRe5dUeOHGE9e/ZkjDH22WefMQ8PD25dUVERA8AKCwsZY4xlZGQwCwsL9uuvvxocu76+nllbW7PMzExu2bvvvsuGDx/e6N+P15ORkcF69OjB9Ho9Y4wxvV7PZDIZO378uMH+z507xwICAtgf/vCH1p6aJwoKCmrX/ZHW6ajzL5fLGYBGX3K5vEOOR55Ocz9/o1qAubm5iIqKgpOTE+bOnct1OQsLC9GrV68mt7l27RrS09OhVCqhVCoRGxuLe/futbjdQyKRqNE1m7KyMuh0Ori7u3PL3N3doVarjXkbsLKygkgk4vYvl8tRXV3Nrbe0tERgYCDeeecdfPLJJ0btkwjbo78/xiwn5qXFmyDl5eWIiorC5s2bkZqais8++wzvvfceAEChUHBdSODBNcGHXVWVSoVRo0YhNTW10T6b2s4YDg4OsLa2hlqthre3NwCguLgYrq6uAB6EGntk2EFlZSVsbW2b3JdWq8WdO3fg4eHRaJ2lpSV1gc1YdXX1UwXMo9egTcHUx2uKXC6HXC7nuwyz1WIAqtVq1NTUYOjQoairq8OJEydQU1ODhoYGREVFYdeuXRg7diwOHz6MY8eOYfz48QCAyZMnY/369Th48CDGjRsHACgoKEBISAhGjBiBN998E7m5ufD398fixYsBoMXrIg+vp6xduxYDBgxAaWkpdu7ciaSkJACAk5MTLl68iNu3b+PIkSP4+uuvMWHCBG778vJy7N69G1OmTMG6devg7++PAQMGAACKioq4B2Zu2rSJex/E/Jw9e/ap7tZv27at/Ysxo+M1JTIyEpGRkXyXYbZaDMCAgADMmzcPQUFBcHNzw5IlS3DhwgVERERg//79iIuLg6OjI1566SWMGTOG67Z6e3sjNTUVixcvRmJiIkQiEQYNGoS0tDT07t0bGzZswLhx42Bvb49FixbhwIEDRg1T2LJlC+bOnQtvb29IpVLMmjUL06ZNAwDExsYiOTkZvr6+mDJlCmJjYw2GHzg7O+O7777DggUL4OPjg0OHDnFd4tzcXK57//LLL+P9999/itNJTCEoKAh+fn6t2ubw4cOYOXNmu9fy8IZgUzrieK1Frb8WtOXCYnl5OdNoNIyxBzcy3N3d2bFjx4za9pdffmGMMdbQ0MBWrVrFgoOD21JKizIyMgxuvJga3QThV0edfzRxA+ThFzEfbboJ0pyMjAz06dMH3bt3R0REBObMmYPRo0cbtW18fDwcHBzQs2dPZGZmIjk5uS2lEMKL5lpY1PLqHESMNfNhRdKuBg4ciDNnzvBdhmDR+Re25n7+9EBUQohgUQASQgSLApAQIlgUgIQQwaIAJIQIFj0P0ET0er3Bx/+I6dH5J4+jADQRxhjEYjHfZQganX/yOOoCE0IEiwKQECJYFICEEMGiACSECBYFICEmUFtbi9LSUnrQrpmhu8CEdKCGhgYcOnQI+fn5sLCwgF6vR3BwMMaPH08TI5kBCkBCOtDD8Kurq+OW5efnAwCio6P5Kov8FwUg6XK0Wm2TXU1TD4Sura1FXl4e6uvrDZbX1dUhLy8PgwcPhkQiMWlNj5NIJE1OIi8UHRaAu3fvxu7du584d8P169fh5eWFXbt2GUyoTkhbFBcX4+rVq42W5+XlmbSOmpoaNPe4TcYYsrKymp20y1R8fHzg6+vLaw184rUFKBaL4e/vz01GREh7cHNzg6OjY6PlISEhJq2jtrYWubm5Ta4TiUQIDw83ixagkPEagK6urrh48SKfJZAuSCqVNtmt4+N/tCEhIY2uAYrFYgQHB8PJycnk9RBDLQ6DEYlE+OKLLxAYGAgHBwcsXbrUYP2XX36J/v37Q6lUwtnZGevWrTNYv3btWvTs2RNeXl44e/YsAODrr7/mJkwXiUTIysoy2MbT0xMbN25EREQE7OzsGs2u9f7778PV1RWOjo6YM2eOwS9XUlISVCoVFAoFvLy8uAvOwIMu9/Dhw6FQKBAYGIjs7GwjTxMhT2f8+PEIDg6GWCyGRCLhwo+mXTUPRrUAd+zYgbS0NNy7dw+BgYGIiorC0KFDcfr0acTExODTTz/FuHHjcO/ePRQVFXHb5efnY+jQoVCr1Zg0aRI2bNiA/fv3Y9SoUaioqAAAblrKx/3973/HsWPHUF9fj+eeew4LFy7EM888g6NHj+LDDz9Efn4+unXrhrCwMGzfvh2zZ8/GhQsXsG7dOly8eBFubm64efOmQRN/0qRJmDBhAk6cOIGPPvoIEydORFFREQ1HIB3G0tIS0dHRGDt2LCorK2FnZyf4bqc5MWog9Nq1a+Hi4gIfHx9ERkbim2++AQDs3LkTv/3tbzFhwgRYWlpCLpejb9++3Ha+vr549913YWlpicDAQJSWlhpd2JIlS/DMM8/g2WefhYWFBbft1q1bMWvWLLi5uaFHjx545ZVXcOrUKQCATCaDTqfDrl27cOvWLahUKvTo0QMAcObMGfz888/4wx/+AAsLCyQkJODWrVu4cuWK0TUR8rQkEgmcnJwo/MyMUQH46GOEFAoFqqurAQBFRUVPvIP06B0ukUgEvV5vdGE2NjZNbnvt2jWsXLmS60Jv3boVGo0GAODu7o5jx47h5MmT8PDwwMSJE1FWVsZtd+/ePfTo0QNKpRKurq6QSCRcS5SYD2dnZ9ja2jb6cnZ25rs00sW0+qNwRUVF8PDwAPAgcC5fvtzuRT2JSqVCUlISKioqUFFRAY1Gg6+++opbP3z4cGRkZODq1asoLi7G+vXrue1kMhm3XUVFBbRaLYKDg01aP2nZw/+hGbuckKdl1DXADz/8EOvWrUNeXh4KCgqwf/9+AMDrr7+O8PBw7Nu3D5MmTQJjDP/5z3/Qr1+/Dis4ISEB77zzDoYPH47AwEDU1NTg0qVLGDBgAM6dOwedToegoCAolUrY2NhAqVQCeHA3TqVSYfny5Vi6dClsbGxw+fJl2NvbNzlkQog0Go3Zh8zt27d52fZxMpkMMpms3fZH+GFUAEqlUvTu3RuWlpY4cOAAXF1dAQDBwcE4cOAAVq5ciblz50IikWDatGnYsGFDhxU8depUVFVVITY2Frdu3YKtrS1ef/11DBgwABUVFVi4cCGuXbsGiUSCMWPGYMGCBQ/eqJUVjh07hrfeegteXl6ora2Fn58f9u3bRwH4X+fPnzf7O+N79uzhZdvHhYWFISwsrN32R/ghYs0NVX/4ApEIhYWF8PT0NFFJXVP//v3NPlzMpQXo4+PT7LqmPuFhjJiYGKSkpDxtSY1QC7BzGTJkCM6cOdNoOX0WmHA6wx91z549edmWdE0tBmALDURC2p1MJmuyJWru4Uw6H2oBErNTUlLCdwlEIOiJ0IQQwaIAJIQIFgUgIUSwKAAJIYJFAUgIESy6C2wiIpHI4LmFxPTo/JPHUQCaiIWFBT36n2d0/snjqAtMCBEsCkBCiGBRABJCBIsCkBAiWBSApMNotVqUlJRAq9XyXQohTaK7wKTdNTQ0ICUlBdnZ2bCwsIBer0dYWBhiYmJoBj5iVigASbtLSUlBTk6Owbi7nJwcAEBcXBxfZRHSCAVgF6PVanntctbW1iIrKwv19fUGy3U6HbKzszFs2DDepoZ8dAZAqVQKqVTKSx3EfHS6AExISICnpydWrFjR7Gt2796N1157TZCP8r9x44bJZ+p7lEajafYhunq9HidPnuTtwaYP548GAD8/P/j7+/NSBzEfvAbg5s2bMWzYMAQEBLTrfu3s7ODv728wn7FQeHh48Dp/7sMWYFMsLCx4bQEOHjyY+ze1/ghgBgHo4ODQ7gH429/+Fr/97W/bdZ+dhTl07cLDw5GTkwOdTscts7a2RmhoKK/h/HCKVEIeanEYjEgkwhdffIHAwEA4ODhg6dKl3LqEhATMmDEDCQkJUCqVGDx4MH799VcAD+YSWb16NTw9PeHs7Izp06ejqqoKwIPgUyqV+OWXXzBr1iwolUrue+DBXcTVq1ejd+/esLOzg5eXF7755hvuuPfu3UN8fHyjY/75z3+GUqmETCaDlZVhtl+/fh0ikQiffvop+vbti+7du2Pnzp3ceq1Wi8TERHTv3h3u7u74xz/+YXC8SZMmwdHREQqFAgEBAQbX2dLT09G3b18olUqMHj0aN2/eNP4n0AXFxMQgNDQUYrEYEokEYrEYoaGhiImJ4bs0QgyxFgBgY8aMYTdv3mRXrlxhtra27OTJk4wxxqZPn85sbGzYgQMHmEajYb169WIfffQRY4yxXbt2MVdXV3blyhVWXV3NoqKiWEJCgsG+PTw82N69exsdc/369czDw4OdO3eOMcaYWq1mv/zyC3dMpVLJjh49yqqrqw2O+VBGRgaztLQ0WFZYWMgAsFGjRrGKigr2t7/9jTk7O3PrFy1axMaNG8fu37/Pzp49yyQSCfvxxx8ZY4xt3bqVhYSEsHv37jG9Xs9++uknVl9fzxhjrKSkhNnb27Nvv/2W1dXVsbi4ODZx4sRG7ykoKKilU93l3L9/n92+fZvdv3+f71IEef7J/zT38zdqIPTatWvh4uICHx8fREZGGrTGxo0bhwkTJsDW1ha+vr4oLS0FAOzbtw8zZsyAj48PZDIZli5dik8++QR6vb7F4+3YsQOLFy9GYGAgAEClUsHd3Z1bP3XqVLz44ouQyWQGxzTGli1bYGdnh8DAQG47xhg++ugjLF26FFKpFAMGDEBAQAB3Lcve3h5XrlzBP//5T9y/fx99+/blxrPt2bMHISEhGDJkCKysrDB16lSDi+1CJpVK4ezszHuXvK0UCgVEIlGjL4VCwXdppI2Mugb46M0EhUKB6upq7nsbGxvu3yKRiAs4tVptEFru7u7Q6XS4c+dOi9eBioqK4Ovr2+x6W1vbJo9pjIf1ikQi7m7lnTt3oNFoEBUVBZFIBODBsI2HXfbY2Fj8+uuvWLt2LebMmYM333wTSUlJsLS0xLVr15Cens5dX9Lr9dw+SNfw6O+7MctJ59HqmyBFRUUICgpq8XWurq5Qq9Xc98XFxbC2toajoyO3rLm7tO7u7rh8+TJGjBjR2vKeSo8ePWBtbY2MjAwMGDCgyde88cYbeOONN3D69Gm8+OKLCA8Px5gxY6BSqTBq1CikpqaapFahqK6ubveA6Yhrs+ZwvVcul0Mul/NdRqdkVAB++OGHWLduHfLy8lBQUID9+/e3uM3UqVOxYsUKxMfHw9HREWvWrMHkyZNhYfG/XrdKpcLp06cxefJk1NXVQSQSwdraGomJiVi9ejUGDBiA4OBgVFVVoby8HN7e3k//Tp/A0tIS8fHx+POf/4wdO3bAxcUFpaWlqKiogJ+fH77++mv4+vrCx8cHDg4OsLKy4lp8kydPxvr163Hw4EGMGzcOAFBQUICQkJAOqVUozp49i8zMzHbd57Zt29p1fx21z9aKjIxEZGQk32V0SkYFoFQqRe/evWFpaYkDBw7A1dW1xW2mT58OtVqNiIgIaLVajBo1Ch988IHBa5KSkri7wDKZDF9++SUGDRqEhQsXoqGhAdOmTUNJSQmUSiXWrl3bYQEIAB988AGWLFmCF154Ab/++it69uyJ1atXw8/PD5cvX8acOXNw584d2NnZYdGiRQgNDQUAeHt7IzU1FYsXL0ZiYiJEIhEGDRqEtLS0DqtVCIKCguDn59du+zt8+DBmzpz5VNuuXLmy2XVPu8/2RK2/pydirJlh+w9fIBIJ8hMV7W3gwIE4c+YM32UIVlvO/5Ou6bbw50PMRHM/f3ocFiEtaK6FRS2vzq/FLjD9H44I3cPRAKTroRYgIUSwKAAJIYJFAUgIESwKQEKIYFEAEkIEq9M9Ebqz0uv1qKys5LsMQaPzTx5HAWgijDFBPqHanND5J4+jLjAhRLAoAAkhgkUBSAgRLApAQohgUQASIgC1tbUoLS1FbW0t36WYFboLTEgX1tDQgEOHDiE/Px8WFhbQ6/UIDg7G+PHjuXlthIwCkJAu7GH41dXVccvy8/MBANHR0XyVZTYoAAnpIFqtltcuZ21tLfLy8lBfX2+wvK6uDnl5eRg8eDAkEgkvtUkkErOYLbBdAnDPnj1YtWoV7ty5A5lMhv3792Pw4MHtsetGYmNjkZaWhvr6emi12kY/XELMRXFxMa5evcrb8Wtqapp9nidjDFlZWQYzLJqSj4/PE2d+NJU2B2BNTQ1mzJiBnTt3YurUqdBqtQbN7fb2cEKmzMxMk80aR8jTcHNzM5gF0dRqa2uRm5vb5DqRSITw8HBeW4DmoM0BWFZWBp1Ox81KJZVKzaJpSwjfzOFvISQkpNE1QLFYjODgYDg5OfFYmXlocRiMSCTCF198gcDAQDg4OGDp0qXcugEDBuC5554DAPTr1w9KpRJKpRJ3794FAKSnp6Nv375QKpUYPXo0N4dqZGQkPvzwQ6hUKqxZswbLly+Hi4sLfvjhBwDApk2b4OXlBYVCAR8fHxw/ftzoN9TcMQkRovHjxyM4OBhisRgSiYQLv/Hjx/Ndmlkwahzgjh07kJaWhvz8fGzZsgUZGRkAgH/9619caP3000+oqKhARUUFunfvjtLSUkycOBEff/wxysrK0L17d8yfP5/b54EDB/Dll19i3bp1UCgUmDp1Ko4ePQoAePbZZ1FQUIDKykoMHz78idMSPqqlYxIiNJaWloiOjkZSUhIWLlyIpKQkREdH0xCY/zIqANeuXQsXFxf4+PggMjIS33zzTYvb7NmzByEhIRgyZAisrKwwdepUnDp1ilv/1ltvwdHREVZWVliwYAFsbW2h1WoBACNHjoSDgwNEIhFCQkJQWlpq1Jtp6ZiECJVEIoGTk5PZXHszF0ZdA3z0MUIKhQLV1dUtbnPt2jWkp6dDqVQCePA8vEfnV324XCaTNXpMUW5uLt555x2cP38eGo0GKpXKmDJbPCYxT87OztBoNI2Wy2QylJSU8FAREYpWfxSuqKgIHh4eLb5OpVJh1KhRXLe4qqrKqAdSlpeXIyoqCpMmTcKNGzewdetWo2t72mMSfjUVfk9aTkh7MaoF+OGHH2LdunXIy8tDQUEBNxTlSSZPnoz169fj4MGDGDduHACgoKAAISEhT9xOrVajpqYGQ4cORV1dHU6cOIGamho0NDS0eN3iaY8pVBqNxuxD5vbt22axL5lMBplM1m61EPNgVABKpVL07t0blpaWOHDgAFxdXVvcxtvbG6mpqVi8eDESExMhEokwaNAgpKWlPXG7gIAAzJs3D0FBQXBzc8OSJUtw4cIFREREICsrq0OOKVTnz59HdnY232U80Z49e8xiX2FhYQgLC2u3Woh5ELHmhoo/fIFIhMLCQnh6epqopK6pf//+Zhc25tIC9PHxaXZde32SIiYmBikpKU+9PbUAO7chQ4bgzJkzjZbTZ4EFrDP8Uffs2dMs90W6hhYDsIUGIiFtJpPJmr0LTEhHohYg4R0NdSF8oSdCE0IEiwKQECJYFICEEMGiACSECBYFICFEsOgusImIRKIOfVI2aRmdf/I4CkATsbCwgJ2dHd9lCBqdf/I46gITQgSLApAQIlgUgIQQwaIAJIQIFgUgIaRDabValJSUcHP+mBO6C0wI6RANDQ1ISUlBdnY2LCwsoNfrERYWhpiYGLOZlY4CkBDSIVJSUpCTk2Mw/jInJwcAEBcXx1dZBigACemitFotb93O2tpaZGVlob6+3mC5TqdDdnY2hg0bZhZTdFIAEtJF3bhxA5cvX+bl2BqNptmHKev1epw8edIsHnhLAUhIF+Xh4QFnZ2dejv2wBdgUCwsLagESQjqWVCqFVCrl7fjh4eHIycmBTqfjlllbWyM0NJS3YH7cE4fB9OnTB/n5+QCAzz//HDdv3gQABAYG4je/+Q3++te/4qWXXoK9vT1++9vforq6mts2KSkJKpUKCoUCXl5e3H4iIyPx4YcfQqVSYc2aNVi+fDlcXFzwww8/dNR7JITwICYmBqGhoRCLxZBIJBCLxQgNDUVMTAzfpf0Pe4IJEyaw//u//2N37txhVlZW7IMPPmD19fWsd+/eLCIigvn7+7P8/Hym0WhYUFAQe+eddxhjjP3888/M1taWFRUVMcYYU6vVrKysjDHGWEREBIuMjGSnT59mdnZ2bN26dewPf/gDW7NmzZNK6fSCgoL4LkHQ6Pzz5/79++z27dvs/v37vNXQ3M//iS3Avn374uLFi8jOzsarr76K06dP4+rVq/Dz8wMAzJkzB88//zxsbW0RGxuLb775BsCD2bx0Oh127dqFW7duQaVSoUePHtx+33rrLTg6OsLKygoLFiyAra2tWQ6SJIS0nVQqhbOzM6/d8eY8MQD79euHS5cuITs7G2+++SbOnz+Pn3/+GYGBgQAAsVjMvVahUHBdYHd3dxw7dgwnT56Eh4cHJk6ciLKyMu61SqUSwIOgfHQfpHNTKBQQiUSNvhQKBd+lEdKkFluAly5dwvnz5xEcHAwbGxtkZWUhICCg0WuLiorg4eHBfT98+HBkZGTg6tWrKC4uxvr169u/emJWHr0GbMxyQvj2xLvA/v7+KCwshJeXFywtLfH8888jOTkZv/vd7wAA+/btw8svv4yGhgbs3r0bmzZtAgCcO3cOOp0OQUFBUCqVsLGx4Vp9pP1VV1ebfcg8vIHGp+rqasjlcr7LIGbkiQEokUjg5uaGQYMGAQCCg4OxY8cO7hqgv78/hg8fjpKSEixcuBATJ04EAFRUVGDhwoW4du0aJBIJxowZgwULFnTwWxGus2fPIjMzk+8ynmjbtm18l4CzZ88iMjKS7zKIGREx1sxw7RZERkYiISEBCQkJ7VxS1zRw4ECcOXOmQ/ZtLi1AV1fXZtep1WoTVtLYK6+8goyMDGoBClRzf380ELoLkMvlZv+HrVKp+C7B7M8RMb2nDkBz73IR05PL5U22RCl4iLmiFiBpN1VVVXyXQEir0BOhCSGCRQFICBEsCkBCiGBRABJCBIsCkBAiWHQX2ET0ej0qKyv5LkPQ6PyTx1EAmghjjJ58wzM6/+Rx1AUmhAgWBSAhRLAoAAkhgkUBSLqU2tpalJaWora2lu9SSCdAN0FIl9DQ0IBDhw4hPz8fFhYW0Ov1CA4Oxvjx42Fpacl3ecRMUQCSLuFh+NXV1XHLHk7FGh0dzVdZxMxRAJI20Wq1vHc3a2trkZeXh/r6eoPldXV1yMvLw+DBgwHwPw5QIpGY5cxoQtZiAHp6emL37t3t+ihxkUiEU6dOITw8vN32SfhRXFyMq1ev8lpDTU0NmnuwOWMMWVlZAIC8vDxTltWIj48PfH19ea2BGKIWIGkTNzc3ODo68lpDbW0tcnNzm1wnEokQHh6OzZs3IyQkxMSVGZJIJLwenzRGAUjaRCqVmkW3LiQkpNE1QLFYjODgYDg5OQEA7Ozs+CqPmCmjhsFcuXIFQ4YMgZ2dHWbOnAkASE9PR0BAAOzt7eHo6MjN+/vZZ5/hxRdfBABcvnwZaWlpAICDBw9i/vz5jfa9cuVKDB8+HA0NDQAeXFNKTExE9+7d4e7ujn/84x8GrxeJREhNTcXgwYMhl8sNuuZJSUlQqVRQKBTw8vLiLoKTrm/8+PEIDg6GWCyGRCLhwm/8+PF8l0bMmFEtwPfffx+pqamoqalBYGAgFi5cCDs7Oxw4cAC9e/fGvn378Nprr+HNN9/kJlMHgL/97W9ISUlBSUkJfv7550YTqh8+fBi7d+9GQUEBN1ThnXfeQVlZGW7evImff/4ZoaGhCA8PR79+/bjtli1bhp07d8LZ2RkzZswAAFy4cAHr1q3DxYsX4ebmhps3b1KXQ0AsLS0RHR2NsWPHorKyEnZ2dvTzJy0yKgBXrVoFHx8fAICFhQVKS0sxZMgQbn1oaCjq6+tx9+5d+Pv7Q61WQ6vV4sKFC/jNb36DK1eu4Oeff8bo0aO5bS5fvoxly5bhyJEjcHBwAPDggvVHH32E9PR0SKVSDBgwAAEBAcjKyjIIwNWrV+P5558HABw/fhwAIJPJoNPpsGvXLiQmJprFLGTE9CQSCdflJaQlRnWBbW1tuX+LRCLo9Xqo1WrEx8fD3d2da9kxxmBtbQ0vLy/861//glwuR0hICE6fPo1Lly4ZhNj27dshlUrh5eXFLbtz5w40Gg2ioqKgVCqhVCrx448/Nppsx97evlGN7u7uOHbsGE6ePAkPDw9MnDgRZWVlrTsbhABwdnaGra1toy9nZ2e+SyPt7Kk/Cvfqq6/CxsYG33//PX788UeDdX379sXu3bvxwgsvIDg4GHl5eWCMoVu3btxrkpKS4OTkhEmTJnHX/3r06AFra2tkZGSgoqICFRUVuHfvHhYtWmRUTcOHD0dGRgauXr2K4uJi7rokIa2h0WhatZx0Xk99F/jSpUtITEyEUqnEJ598AuDBQFM3Nzf07dsXW7ZsQVpaGvz9/ZGYmMgNRn1IKpXiiy++wKBBg/D2229j8+bNsLS0RHx8PP785z9jx44dcHFxQWlpKSoqKuDn5/fEes6dOwedToegoCAolUrY2NhAqVQ+7dsjPNBoNB0aMrdv3zaLfbSVTCaDTCbju4wu4akDcPPmzfjjH/+IVatWISEhATNmzEBkZCR++ukn9OvXD3V1dRg4cCCsra1hY2PT6AYIAKhUKhw6dAhDhgxBQEAAXn/9dXzwwQdYsmQJXnjhBfz666/o2bMnVq9e3WIAVlRUYOHChbh27RokEgnGjBmDBQsWPO3bIzw4f/48srOzO2z/e/bsMYt9tFVYWBjCwsL4LqNLELHmhtCTdtW/f/8O/ePuCjqyBRgTE4OUlBSjXvvwhl9T+P7UC0AtwKcxZMgQnDlzptFyGghNzEZH/2H37NnTLPZBzAc9D5CQxzQXwtTq6nqoBUjIY0pKSvgugZgItQAJIYJFAUgIESwKQEKIYFEAEkIEiwKQECJYdBfYREQikcHDOonp0fknj6MANBELCwt6IjHP6PyTx1EXmBAiWBSAhBDBogAkhAgWBSAhRLAoAAkxAa1Wi5KSEmi1Wr5LIY+gu8CEdKCGhgakpKQgOzsbFhYW0Ov1CAsLQ0xMDDcTIuEPBSAhHSglJQU5OTkGYxBzcnIAAHFxcXyVRf6LApB0OVqttsmuZkVFhUnrqK2tRVZWFurr6w2W63Q6ZGdnY9iwYbzOXSyVSiGVSnk7vjmgACRdzo0bN3D58uVGy0+dOmXSOjQaDZqbcUKv1+PkyZO8PmTVz88P/v7+vB3fHPAagJs3b8awYcOanDDJ3Jw7dw7fffcd5s2bx3cppAUeHh5NzuH7+MyEHe1hC7ApFhYWZtECFDreA9DBwaHTBOCWLVsoADuB5rp2fEyTGh4ejpycHOh0Om6ZtbU1QkNDaaJ1M2DUMJjMzEzI5XJkZGTA398fUqkUK1asAAC8//77cHV1haOjI+bMmWNwsTcpKQkqlQoKhQJeXl7Iz88H8CD4lEolfvnlF8yaNQtKpZL7HgA2bdoELy8vKBQK+Pj44Pjx49w+IyMj8d5773Hf+/r6Yvfu3Qbr16xZg9deew329vYQiUTcuilTpsDFxQVyuRwhISG4ceMGt87T0xMbN25EREQE7OzsMHPmTG5dz549MXv2bBQWFnK1zp4925hTRwQuJiYGoaGhEIvFkEgkEIvFCA0NRUxMDN+lEQBgRsjIyGDW1tZszJgxTK1Wsz179rCkpCR25MgR5u3tzYqKilhZWRnz9/dnf//73xljjP3888/M1taWFRUVMcYYU6vVrKyszGC/Hh4ebO/evY2O9/XXX7M7d+4wvV7PZsyYwUJDQ7l1ERERLCkpifvex8eH7dq1y2C9s7Mz2717N9Pr9czPz49bd+DAAXb//n2m0WhYYGAgW7p0qUEtnp6e7MKFC+zf//43A8AuXLjArd+1axfz8fEx5nQ1KSgo6Km3JW3H9/m/f/8+u337Nrt//z6vdQhVcz9/o7vA9fX1SE5OhlKpRHx8PABg7NixmDVrFtzc3AAAr7zyCk6dOoXZs2dDJpNBp9Nh165dSExMhEqlMjqUR44cyf07JCQEGRkZRm8LPGjpTZ8+HQBw6dIlbvmECRO4fwcEBKC0tNRguyVLluCZZ54B8OAaTWlpKfc9IW1Bd1zNk9GfBBGJRI2uoVy7dg0rV67kuoVbt27lJrZ2d3fHsWPHcPLkSXh4eGDixIkoKysz6li5ubmIioqCk5MT5s6d2+ydtObY29s3uXzPnj0ICgqCvb099u/f32i/NjY23L9FIhH0en2rjkv4p1AoIBKJGn0R0pQ2fRROpVIhKSkJFRUVqKiogEajwVdffcWtHz58ODIyMnD16lUUFxdj/fr1BtuLxeJG+ywvL0dUVBQmTZqEGzduYOvWrQbrRSIRF1z19fWoqakxqtavv/4a8+fPxwcffICysjJMnjy5Ve+1qVqJ+amurua7BNKJtOkucEJCAt555x0MHz4cgYGBqKmpwaVLlzBgwACcO3cOOp0OQUFBUCqVsLGxadSCVKlUOH36NCZPnoy6ujqIRCKo1WrU1NRg6NChqKurw4kTJ1BTU4OGhgZYWlrCyckJ+fn5uHv3LpYsWWL0L/ylS5fg4OCAgQMH4pdffsH3338PPz8/o9+rSqVCaWkprl27Bm9vb1RVVUGhULTmdHVp1dXVZh8+N2/e5LsEAIBcLodcLue7DII2BuDUqVNRVVWF2NhY3Lp1C7a2tnj99dcxYMAAVFRUYOHChbh27RokEgnGjBmDBQsWGGyflJTE3QWWyWT48ssvMWjQIMybNw9BQUFwc3PDkiVLcOHCBURERCArKwuLFi3Cq6++imeeeQbvvvsusrOzjap12rRp+Oqrr+Di4oLnnnsOixcvxvz587Fs2TL85S9/aXH7yMhIREdHY+DAgRCJRBg1ahQ++eSTpzpvXdHZs2eRmZnJdxlPtG3bNr5LAPDgdykyMpLvMggAEWvtBTbyVAYOHIgzZ87wXUaHMZcWoKura5PLg4KCkJqaauJqmkYtQNNr7u+PPgpH2kVn+KNuzUgEIgz0PEDSpZh7CBPzQgFIupSqqiowxhp9EdIUCkBCiGBRABJCBIsCkBAiWBSAhBDBogAkhAgWjQM0Eb1ej8rKSr7LEDQ6/+RxFIAmwhijByrwjM4/eRx1gQkhgkUBSAgRLApAQohgUQASQgSLApAQntTW1qK0tBS1tbV8lyJYdBeYEBNraGjAoUOHkJ+fDwsLC+j1egQHB2P8+PGwtLTkuzxBoQAkxMQeht+jc2g/nDM7Ojqar7IEqcMD8OzZs/j973+PS5cuQSKRYPHixXj77bc7+rCENKLVannvbtbW1iIvLw/19fUGy+vq6pCXl4fBgwdDIpHwVB0gkUgENX1nhwfgw/k98vLyIBKJ8Ouvv3b0IQlpUnFxMa5evcprDTU1Nc0+n5AxhqysLNja2pq4qv/x8fGBr68vb8c3tQ4PwJs3b+KNN97grm306NGjow9JSJPc3Nzg6OjIaw21tbXIzc1tcp1IJEJ4eDjvLUAhaTEAGxoasG7dOuzatQulpaXo3r07tm/fjhEjRiA9PR0LFixAUVERrKyssGjRIvzxj38E8KDlt2fPHlRVVWHWrFmYO3cugAeTk7/yyiu4fv06fve736GgoABeXl7YunUrwsLCOvbdEkGTSqVm0b0LCQlpdA1QLBYjODgYTk5OPFYmPC0Og9m0aRO2bduGzz//HJWVlcjOzoa/vz8AwM7ODgcOHMCvv/6K999/H8uWLcP9+/cBAFu2bEFFRQV69eqFf/zjH9zk6a+88goAYNKkSRg5ciQqKiowc+ZMTJw4EQ0NDR34VgkxD+PHj0dwcDDEYjEkEgkXfuPHj+e7NMFpsQW4Y8cOLF68GIGBgQAMZ9YaOHAg9+/Q0FDU19fj7t27zU5N+NCZM2fw888/IycnBxYWFkhISMDcuXNx5coVLlwJ6aosLS0RHR2NsWPHorKyEnZ2doLrepqLFgOwqKio2YuiarUaixcvRmZmJndzw5gJaK5du4Z79+4ZXA+USCSoqKgwsmxCDDk7O0Oj0TRaLpPJUFJSwkNFLZNIJNTl5VmLXWB3d3dcvny5yXWvvvoqbGxs8P333+PHH380+qAqlQoymYzrFldUVECr1SI4ONj4ygl5RFPh96TlhABGtAATExOxevVqDBgwAMHBwaiqqkJ5eTm8vb1x6dIlJCYmQqlU4pNPPgHw4KGTbm5uT9xnSEgIVCoVli9fjqVLl8LGxgaXL1+Gvb0973fpiPE0Gk2nCJjbt28b/JcPMpkMMpmMt+OTprUYgAsXLkRDQwOmTZuGkpISKJVKrF27Ft7e3ti8eTP++Mc/YtWqVUhISMCMGTMQGRmJn3766YlNeysrKxw7dgxvvfUWvLy8UFtbCz8/P+zbt48CsBM5f/48srOz+S6jRXv27DH4Lx/CwsJolIMZEjGaNdok+vfv3ynCojXMqQXo4+PT7LqrV68iJiYGKSkpJqzIELUA+TVkyBCcOXOm0XL6LDB5ap3lj7pnz54G/yXkIXocFukSmgvizhDQhD/UAiRdgrkOdSHmjVqAhBDBogAkhAgWBSAhRLAoAAkhgkUBSAgRLLoLbCIikcjg+W/E9Oj8k8dRAJqIhYUF7Ozs+C5D0Oj8k8dRF5gQIlgUgIQQwaIAJIQIFgUgIUSwKAAJ6WS0Wi1KSkqg1Wr5LqXTo7vAhHQSDQ0NSElJQXZ2NiwsLKDX6xEWFoaYmBhu3m3SOhSAhHQSKSkpyMnJMRjPmJOTAwCIi4vjq6xOjQKQkBZotVreu5u1tbXIyspCfX29wXKdTofs7GwMGzaM16k1zWXS+daiACSkBTdu3Gh2ZkRT0Wg0zU45q9frcfLkSV4f/urn59cp5/Q2OgAZY1i0aBH27t2L2tpaODo64ty5c7C1te3I+pq1Z88erFq1Cnfu3IFMJsP+/fsxePDgdtt/ZGQkEhISkJCQ0G77JJ2Th4cHnJ2dea3hYQuwKRYWFmbRAuyMjA7Ab775Bh999BH+9a9/wd/fH+Xl5W1+05s3b8awYcMQEBDQqu1qamowY8YM7Ny5E1OnToVWq6XPeZIOYy7du/DwcOTk5ECn03HLrK2tERoayntAd1ZGD4O5efMmXFxcuGZujx492nznafPmzfjhhx9avV1ZWRl0Oh0iIyMBPPgFlcvlbaqFEHMXExOD0NBQiMViSCQSiMVihIaGIiYmhu/SOi/WArVazezs7Fi3bt2YhYUFs7OzY3Z2duyFF15g33zzDXvuueeYUqlkDg4ObN26dQbbrlq1irm4uDC5XM48PT1ZXl4eY4yx999/n9nZ2TGRSMRsbGy4fd64caOlclj//v2ZXC5nAJhCoeC2LS8vZ3q9nv3lL39hHh4ezMnJiU2bNo1VVlZy23711VesX79+zN7enkVGRrKLFy9y627fvs2GDh3KFAoFGzduHAsKCmK7du1qsR5jBQUFtdu+SOt1pfN///59dvv2bXb//n2+S+k0mvv5txiAD+3atYv5+PgYLCsoKGCXL19mjDG2d+9eZmVlxe7du8cYY+znn39mtra2rKioiDH2IEjLysoMtvfw8GB79+41/l38V2FhIQPA7fvRGl1dXdmVK1dYdXU1i4qKYgkJCYwxxv7zn/8wa2trdvToUVZXV8eWL1/Oevfuzerq6hhjjEVFRbGZM2cynU7HvvrqKyaXyykAuxA6/8LW3M+/TZ8EGThwIHr37g0ACA0NRX19Pe7evQvgwXSEOp0Ou3btwq1bt6BSqdCjR4+2NlifaN++fZgxYwZ8fHwgk8mwdOlSfPLJJ9Dr9di/fz9CQ0Px4osvwsrKCsuWLcMvv/yCvLw83L59GydOnMCyZcsgFosxduxY9O3bt0Nr7coUCgVEIlGjL4VCwXdphBhoUwCq1WrEx8fD3d2du5HB/nur3t3dHceOHcPJkyfh4eGBiRMnoqysrO0Vt1CPu7s79727uzt0Oh3u3LnTaJ1UKoWjoyPUajV++eUXAICrq2uH1icU1dXVrVpOCF/aNA7w1VdfRUBAAL7//ntoNBp4eXkZrB8+fDiGDx+OoqIixMTEYP369Vi/fj23XiwWt+Xwjbi6ukKtVnPfFxcXw9raGo6OjnB1dUVGRga3rra2FmVlZXB1deVuoGg0Gu6hmZ3xrnJ1dbXZh8zNmzd5P7ZcLqebZgRAGwPw0qVLSExMhFKpxCeffAIAqKyshJubG86dOwedToegoCAolUrY2NhAqVQabK9SqXD69GlMnjwZdXV1EIlEsLa2fup6pk6dihUrViA+Ph6Ojo5Ys2YNJk+eDAsLC8TGxuK9997DN998g6FDh2LNmjVwd3dHSEgIgAetxV27dmHu3LlYv349rly58tR18OXs2bPIzMzku4wn2rZtG+/HjoyM5EYQEGFrUwBu3rwZf/zjH7Fq1SokJCRgxowZiIyMxE8//YSKigosXLgQ165dg0QiwZgxY7BgwQKD7ZOSkjBr1iwolUrIZDJ8+eWXGDRo0FPXM336dKjVakRERECr1WLUqFH44IMPAAC+vr745z//ifnz5+PmzZsICAjAV199BSurB6dg7969SExMxJo1a/CnP/0JgYGBT39ieBIUFAQ/Pz++y8DKlSubXTdz5kwTVvI/hw8f5o5NrT/ykIixZj5fw5PHW4mPSktL41psnc3AgQNx5swZvsswCZFI1Ow6vn7dhHT+SWPN/fzN7rPAFRUVfJdA2kgulzd5LZJaXsTcmF0Aks6vqqqK7xIIMQo9EZoQIlgUgIQQwaIAJIQIFgUgIUSwKAAJIYJFd4FNRK/Xo7Kyku8yBI3OP3kcBaCJMMba/bPPpHXo/JPHUReYECJYFICEEMGiACSECBYFICFEsCgACWkHtbW1KC0tRW1tLd+lkFagu8CEtEFDQwMOHTqE/Px8WFhYQK/XIzg4GOPHj2/ztLGk41EAEtIGD8Pv0SkU8vPzAQDR0dF8lUWM1GEBuGLFCly/fh27d+9utC4zMxMJCQm4fv16Rx2edGFarfapuprtPRC6trYWeXl5qK+vN1heV1eHvLw8DB48GBKJpF2P2RoSiQRSqZS343cG1AIknU5xcTGuXr3a6u3y8vLatY6amppmn3DNGENWVhZsbW3b9Zit4ePjA19fX96O3xlQAJJOx83NDY6Ojq3err2nU6itrUVubm6T60QiEcLDw3lvAZIna/EusEgkwhdffIHAwEA4ODhg6dKl3LrIyEi899573Pe+vr6NurxLly5Fjx490L9/f1y4cMFg3T//+U94enrCzc0NBw4c4JZv2rQJXl5eUCgU8PHxwfHjxxvVlJqaisGDB0Mul9MMXwIjlUphZ2fXqi8Ard6mpS8nJyeEhIQ0+oidWCxGSEgInJyc2v2Yrfmi7m/LjBoGs2PHDqSlpSE/Px9btmwxmF/3SQ4fPgw/Pz+UlpbihRdewO9//3tuXWlpKfLy8nDhwgVs3LgRr732GneN5tlnn0VBQQEqKysxfPjwJmcZW7ZsGf7617/ixx9/bNNUmoS0xfjx4xEcHAyxWAyJRAKxWMzdBSbmz6gu8Nq1a+Hi4gLgQavv4dy6LYmIiEBCQgIA4PXXX8fzzz8PnU4HALCxscHGjRshEokwadIkzJgxA6dPn0ZUVBRGjhzJ7SMkJKTJwF29ejWef/55AGjUQiTEVCwtLREdHY2xY8eisrISdnZ21PXsRIwKwEeb+AqFoskZv4zZjjEGjUbz4MBWVtz0iSKRyGAmsdzcXLzzzjs4f/48NBoNVCpVo33b29sbVQMhzXF2duZ+Hx8lk8lQUlLSqn1JJBI4OTm1V2nERFr9SZCioiJ4eHgAeBBcD++C1dfXo6am5onbyWQydO/evdE6rVaLO3fuwMPDA+Xl5YiKisKkSZNw48YNbN26tbUlEmKUpsLvSctJ12NUC/DDDz/EunXrkJeXh4KCAuzfvx8A4OTkhPz8fNy9exdLlixp1DL87rvvkJeXh8DAQGzYsAFTpkzh1pWXl2P37t2YMmUK1q1bB19fXwwYMAD//ve/UVNTg6FDh6Kurg4nTpxATU0NGhoaaGR9F6DRaHgLmNu3b3fIazuKTCaDTCbju4wuzagAlEql6N27NywtLXHgwAG4uroCABYtWoRXX30VzzzzDN59911kZ2cbbDdhwgQsWbIEZ8+exciRI7Fx40ZuXWhoKHJzc7Fw4UJ4enriyy+/hEgkQkBAAObNm4egoCC4ublhyZIluHDhAiIiIpCVldWOb53w4fz5841+T0xlz549HfLajhIWFoawsDC+y+jSRKy5kZwPXyASobCwEJ6eniYqqWvq378/b3/45oSvFmBMTAxSUlIMlvn4+DT7+qcZaN3eqAXYfoYMGYIzZ840Wk4DoYlJ8flH3bNnzw55Lem8WgzAFhqIhHRaMpms2bvARBioBUgEq7VDXUjXQw9EJYQIFgUgIUSwKAAJIYJFAUgIESwKQEKIYNFdYBMRiUQG80YQ06PzTx5HAWgiFhYW3IM5CT/o/JPHUReYECJYFICEEMGiACSECBYFICFEsCgACTExrVaLkpISaLVavksRPLoLTIiJNDQ0ICUlBdnZ2bCwsIBer0dYWBhiYmLoaec8oQAkxERSUlKQk5NjMB4xJycHABAXF8dXWYJGAUi6vIddzYqKCt5qqK2tRVZWFurr6w2W63Q6ZGdnY9iwYbxPpymVSgU3mXqnDcCEhARkZmbi+vXrfJdCzNyNGzcAAKdOneKtBo1G0+zDhfV6PU6ePMn7g1j9/Pzg7+/Paw2mZnQAHjp0CBYWFnjllVc6sh6jubi4NDmnQ0VFBTZv3oyFCxdCoVDwUBkxNw+ncR08eDBvNTxsATbFwsLCbFqAQtOqALSysjKbAFyzZk2TyysqKrBy5UokJiZSABIA//vDViqVvNYRHh6OnJwc6HQ6bpm1tTVCQ0Ph7OzMY2XC1eIwmDNnzkCpVOKTTz7B3r17oVQque+BBx/yT01NxeDBgyGXyxEZGQkAUKvViIiIgKOjI+zs7BATE4OGhgYAwPXr1yESifDpp5+ib9++6N69O3bu3Mkd89KlSwgLC4O9vT3s7e0xffp0bt3QoUOhVCohlUoxYsQIg1pfffVVBAQEAAD69esHpVLJfU8I32JiYhAaGgqxWAyJRAKxWIzQ0FDExMTwXZpwMSNNnz6d/e53v2u0HAB79tlnWX5+Prt+/TqLiopijDGmVqvZt99+y+rr69mVK1eYtbU1O378OGOMscLCQgaAjRo1ilVUVLC//e1vzNnZmdtnTEwMe+utt5her2c6nY5duHCh0XHfffddNnz48EbLH+67qKjI2LdmEkFBQXyXIGjmdP7v37/Pbt++ze7fv893KYLR3M+/XW6CrF69Gs8//zwA4Pjx4wAAlUoFlUoF4MH8q87OzigtLTXYbsuWLbCzs0NgYKDBOnt7e5w6dQrffPMNhg8fjmeeeaY9yiTELAjxbqu5apdPgtjb2zdaptPpsGzZMvTu3Rt2dnYoLi5udBfMxsYGwINu9KPrNm7ciGHDhiE+Ph6enp5cd5t0PIVCAZFI1OiLrqeSrsjoABSLxa3a8bvvvotvvvkGaWlpqKioQK9evYzeViaTYcOGDVCr1Vi5ciWmT5+OysrKDqmTGKqurm7VckI6M6O7wCqVCsePH0d1dTVsbGyg1Wpha2vb7OsvXboEf39/eHt747vvvkN5ebnRIfbZZ59hxIgR6NGjB5ycnCCVStGtWzejtu3Rowesra2Rm5uLiRMnoqqqqlO1Xqqrq802bG7evMl3CZDL5ZDL5XyXQboIowPw97//Pb799lu4urqiW7duWL58Od58881mX798+XLEx8fD2dkZI0aMwKpVq7B8+XJ4enqiX79+TzxWWloa5s+fj/v378Pd3R2ff/45rK2tjapTKpXir3/9K9566y3MmDEDdnZ23EDYzuDs2bPIzMzku4wmbdu2je8SEBkZyY00IKStROzxC3OkQwwcOBBnzpxp8XV8twBdXV2bXadWq01YSdOetgVo7PknXVNzP/9O+1G4rsqcu3gP7+oT0lXQ8wCJgebC11xDmZC2oBYgMVBVVcV3CYSYDLUACSGCRQFICBEsCkBCiGBRABJCBIsCkBAiWDQQ2kQcHBzg6enJdxlNunPnDhwdHfkuo0N19fdI7+/Jrl+/jrKyskbLKQCJID4l0dXfI72/p0NdYEKIYFEAEkIEiwKQYObMmXyX0OG6+nuk9/d06BogIUSwqAVICBEsCkABunv3LqKiotC7d29ERUXh119/bfSaoqIiDB06FH369EG/fv3wwQcf8FBp66SlpcHf3x++vr5Yu3Zto/WMMcybNw++vr4ICAjAv/71Lx6qbJuW3mNycjICAgIQEBCA0NBQnD9/nocqn15L7++hgoICWFpa4vPPP2/bAU0xJR0xL4sWLWJr1qxhjDG2Zs0a9sc//rHRa27evMnOnj3LGGOsqqqK9e7dm/30008mrbM16uvrmbe3N7t69Sqrra1lAQEBjeo9cuQIGz16NNPr9Sw3N5c9//zzPFX7dIx5j9nZ2ezu3buMMcaOHj3aqd6jMe/v4euGDh3KXnzxRfbPf/6zTcekFqAAffnll9xk89OnT8ehQ4cavcbFxQUDBgwA8OBZgH369DGLJ0I35/Tp0/D19YW3tzesra0RGxuLL7/80uA1X375JaZNmwaRSISQkBBUVFTg1q1bPFXcesa8x9DQUG6WxpCQEBQXF/NR6lMx5v0BwN/+9jdER0fDycmpzcekABSgkpISuLi4AHgQdI/P1/y469ev4/vvv0dwcLApynsqarUa7u7u3Pdubm6NAtuY15iz1ta/c+dOvPjii6YorV0Y+zP84osv8Pvf/75djkkPRO2iRowYgdu3bzda/pe//KVV+9FoNIiOjsbmzZvNenY91sRgBpFI1OrXmLPW1J+RkYGdO3ciKyuro8tqN8a8v/nz52PdunWwtLRsl2NSAHZR33zzTbPrnJ2dcevWLbi4uODWrVvNdiXq6uoQHR2NKVOmYMKECR1Vartwc3NDUVER931xcXGjOUyMeY05M7b+H374AYmJiTh27Bh69OhhyhLbxJj3d+bMGcTGxgIAysrKcPToUVhZWWH8+PFPd9A2XUEkndIf/vAHg5sgixYtavQavV7P4uPj2VtvvWXi6p5OXV0d8/LyYteuXeMuoP/4448Grzl8+LDBTZBBgwbxVO3TMeY93rhxg/n4+LDs7Gyeqnx6xry/R02fPr3NN0EoAAWorKyMDRs2jPn6+rJhw4ax8vJyxhhjarWavfjii4wxxk6dOsUAsOeee44FBgaywMBAduTIET7LbtGRI0dY7969mbe3N3vvvfcYY4x99NFH7KOPPmKMPQj12bNnM29vb/bss8+ygoICPst9Ki29x9/97ndMqVRyP7OgoCA+y221lt7fo9ojAOmTIIQQwaK7wIQQwaIAJIQIFgUgIUSwKAAJIYJFAUgIESwKQEKIYFEAEkIEiz4K14VVVVWhtLQUdXV1fJdCCMfW1hZubm6wsOC//UUDobuoqqoqlJSUwNXVFd26detUH/onXZder4darYZEImmXx1m1Ff8RTDpEaWkpXF1dYWNjQ+FHzIaFhQWcnZ1RWVnJdykAKAC7rLq6OnTr1o3vMghpRCwWo76+nu8yAFAAdmnU8iPmyJx+LykACSGCRQFIWtSzZ0+IRKJmv3r27GnymkpLSxEXFweVSgU7OzuEhYUhPz/f5HV0BK1Wi9TUVLz99tuYNWsW3n77baSmpkKr1Zq0jry8PERFRaF79+5wdHTExIkTO9UcKsagACQtKikpadP6jqDRaDBo0CCcPXsWd+/exfTp0/HSSy9Bo9GYvJb2pNVqsW7dOhw/fpx7LxqNBsePH8e6detMGoK//vorZs6cievXr+PGjRuQy+V47bXXTHZ8U6AAJGZn165dePnll7nvfX19ERMTw33v7u6OqqoqLFy4EC4uLrC0tMTMmTOh0+lw6dIlAMDu3bsRFhaGN998E3Z2dnjmmWeQnp5u8vfSWsePH8edO3cajd2sq6vDnTt3cPz48XY/pqenJ9asWYO+ffvC3t4er732GrRaLV588UVMnDgRCoUCNjY2mDt3LrKzswEAhYWFUCqV0Ov1AIDExESDYS1Tp07F5s2b273W9kYDoQVi/vz5OHfuXIftPzIystXb/OY3v2nyjyQiIgILFiyAXq9HSUkJ6urquD+8a9euQaPRICAgwGCbc+fOQafTwdfXl1uWn5+PV199FWVlZTh48CAmTJiAwsJCdO/evdW1tsZnn3321NNRXrlyhQuVx9XV1SEtLQ3/+c9/Wr1fNzc3TJo0qdn1ycnJ+Prrr2Fra4uXX34Z7733Ht577z2D13z33Xfo168fAMDLywsKhQLff/89goKCcOrUKchkMly4cAF9+vTBd999h7fffrvVdZoatQCJ2fH29oZcLse5c+fw7bffYtSoUXB1dcXFixfx7bffYvDgwQafIqiqqkJ8fDzeffdd2NnZccudnJwwf/58iMViTJo0Cf7+/jhy5Agfb8lozYXfQw0NDR1y3Llz58Ld3R3du3fHsmXL8Omnnxqs/+GHH7Bq1Sps2LCBWxYREYFvv/2Wm33w1VdfxbfffovCwkJUVVUhMDCwQ2ptT9QCFIi2dEeMGbaQmZn51PtvSkREBDIzM3HlyhVERERAqVTi22+/RW5uLiIiIrjX3b9/Hy+//DJCQkKwZMkSg324uroa1O7h4YGbN2+2a51NeVJLqyVvv/32E69jymSyDmlZPTof7+Pn6cqVK3jxxRfxwQcfYPDgwdzyiIgIpKamws3NDUOGDEFkZCT27t0LqVTa6H9S5sr8KySC9DAAT506hYiICK618e2333IBWFtbi/Hjx8PV1RX/+Mc/Gu1DrVYbzDX7yy+/mP00mBERERCLxU2uE4vFBuHfnh6djvLR83Tjxg2MGDECf/7znxEfH9+o1lOnTiEzMxMREREIDw9Hdna2wc/I3FEAErMUERGBjIwM3L9/H25ubhg8eDDS0tJQXl6O/v37o66uDq+++iq6deuGPXv2NNnaKC0txZYtW1BXV4d//vOfuHDhAsaMGcPDuzHeyJEj4ejo2CgExWIxHB0dMXLkyA457t///ncUFxfj7t27WL16NSZNmgS1Wo1hw4Zhzpw5+P3vf99om969e6Nbt27Yt28fhgwZAoVCAWdnZxw4cIACkHQdzs7ObVr/NPz8/CCTybgul0KhgLe3N8LCwmBpaYmcnBwcPnwYx48fh1KphEwmg0wmw6lTp7h9BAcH4z//+Q8cHBywbNkyfP7552Y/UbhUKsWf/vQnjBw5EjKZDCKRCDKZDCNHjsSf/vQnSKXSDjnu5MmTMXLkSHh7e8Pb2xvLly/Hjh07cO3aNaxcuZI7vzKZzGC7iIgI9OjRA7169eK+Z4yhf//+HVJne6OnwXRRD+/GCdXu3buxY8cOZGVl8V2K2fP09MSOHTswYsQIkx3TXH4/qQVICBEsCkBCiGBRF7iLMpcuBiFNMZffT2oBEkIEiwKwC6PGPTFH5vR7SQHYRYnFYty/f5/vMghppK6uDlZW5vEhNArALsrJyQlqtRr37t0zq//jEmF7+ICLRz+zzSfziGHS7hQKBQDg5s2bNC0mMSu2trZwcHDguwwAdBeYECJg1AUmhAgWBSAhRLAoAAkhgkUBSAgRLApAQohg/X/rc8mOstBXggAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vanilla\n", "# Color rows and add borders\n", "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, despine=False)" ] }, { "cell_type": "markdown", "id": "0a82e0be", "metadata": {}, "source": [ "## Make table" ] }, { "cell_type": "code", "execution_count": 5, "id": "17eb5c84", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:31.536003Z", "start_time": "2023-03-21T02:22:31.251936Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Vanilla\n", "# Color rows\n", "# Add annotation and make it a table\n", "# Add right annotations\n", "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n", " annote=[\"group\"], annoteheaders=[\"Group\"], \n", " rightannote=[\"source\"],\n", " right_annoteheaders=[\"Data source\"],\n", " table=True)" ] }, { "cell_type": "code", "execution_count": 6, "id": "f6a6ae7e", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:31.914048Z", "start_time": "2023-03-21T02:22:31.537005Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# With groups\n", "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n", " groupvar=\"group\",\n", " rightannote=[\"source\"],\n", " right_annoteheaders=[\"Data source\"],\n", " variable_header=\"Covariate\",\n", " table=True)" ] }, { "cell_type": "code", "execution_count": 7, "id": "e6dd02bd", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:32.180084Z", "start_time": "2023-03-21T02:22:31.915447Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# With groups and group ordering\n", "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n", " groupvar=\"group\",\n", " group_order=[\"census\", \"fnb\", \"age\"],\n", " rightannote=[\"source\"],\n", " right_annoteheaders=[\"Data source\"],\n", " variable_header=\"Covariate\",\n", " capitalize=None,\n", " table=True)" ] }, { "cell_type": "code", "execution_count": 8, "id": "2cc7815a", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:32.447500Z", "start_time": "2023-03-21T02:22:32.182085Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# With groups and group ordering\n", "# Capitalize\n", "_df, ax = fp.mforestplot(**std_opts, color_alt_rows=True, \n", " groupvar=\"group\",\n", " group_order=[\"census\", \"fnb\", \"age\"],\n", " rightannote=[\"source\"],\n", " right_annoteheaders=[\"Data source\"],\n", " variable_header=\"Covariate\",\n", " capitalize=\"capitalize\",\n", " table=True)" ] }, { "cell_type": "code", "execution_count": 9, "id": "92e3091e", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:32.636705Z", "start_time": "2023-03-21T02:22:32.449503Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add groups\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " return_df=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 10, "id": "058929c5", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:32.841152Z", "start_time": "2023-03-21T02:22:32.639705Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add groups\n", "# With border + color alternate rows\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " despine=False,\n", " color_alt_rows=True,\n", " return_df=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 11, "id": "f5a82615", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:33.059118Z", "start_time": "2023-03-21T02:22:32.843154Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add groups\n", "# Add annotation on right\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " rightannote=['source'],\n", " right_annoteheaders=['Data Source'],\n", " return_df=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 12, "id": "1fb52354", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:33.295243Z", "start_time": "2023-03-21T02:22:33.060119Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# No groups\n", "# Add annotation on right\n", "_df, ax = fp.mforestplot(**std_opts,\n", " rightannote=['group','source'],\n", " right_annoteheaders=['Group', 'Data Source'],\n", " return_df=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 13, "id": "99b0091e", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:33.468253Z", "start_time": "2023-03-21T02:22:33.296635Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# No groups\n", "# Add annotation on right\n", "# No flush\n", "_df, ax = fp.mforestplot(**std_opts,\n", " rightannote=['group','source'],\n", " right_annoteheaders=['Group', 'Data Source'],\n", " flush=False,\n", " return_df=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 14, "id": "a880b389", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:33.657290Z", "start_time": "2023-03-21T02:22:33.469252Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# No groups\n", "# Add annotation on right\n", "# Add row colors\n", "# No flush\n", "_df, ax = fp.mforestplot(**std_opts,\n", " rightannote=['group','source'],\n", " right_annoteheaders=['Group', 'Data Source'],\n", " flush=False,\n", " color_alt_rows=True,\n", " return_df=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 15, "id": "4dc50e72", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:33.997331Z", "start_time": "2023-03-21T02:22:33.659287Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# W/ groups\n", "# Add annotation on right\n", "# Add row colors\n", "# No flush\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " rightannote=['group','source'],\n", " right_annoteheaders=['Group', 'Data Source'],\n", " flush=False,\n", " color_alt_rows=True,\n", " return_df=True,\n", " )" ] }, { "cell_type": "markdown", "id": "a8f3a1d0", "metadata": {}, "source": [ "## Add more annotations on left" ] }, { "cell_type": "code", "execution_count": 16, "id": "acbff129", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:34.200762Z", "start_time": "2023-03-21T02:22:33.998332Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# No groups\n", "_df, ax = fp.mforestplot(**std_opts,\n", " annote=['group','source'],\n", " annoteheaders=['Group', 'Data Source'], \n", " rightannote=['group','source'],\n", " right_annoteheaders=['Group', 'Data Source'],\n", " return_df=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 17, "id": "8f3b069a", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:34.451327Z", "start_time": "2023-03-21T02:22:34.201760Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " annote=['group','source'],\n", " annoteheaders=['Group', 'Data Source'], \n", " rightannote=['group','source'],\n", " right_annoteheaders=['Group', 'Data Source'],\n", " return_df=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 18, "id": "d44fb122", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:34.732428Z", "start_time": "2023-03-21T02:22:34.453327Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Color row\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " annote=['group','source'],\n", " annoteheaders=['Group', 'Data Source'], \n", " rightannote=['group','source'],\n", " right_annoteheaders=['Group', 'Data Source'],\n", " color_alt_rows=True,\n", " return_df=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 19, "id": "698fb1f2", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:35.107473Z", "start_time": "2023-03-21T02:22:34.733967Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Keep borders\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " annote=['group','source'],\n", " annoteheaders=['Group', 'Data Source'], \n", " rightannote=['group','source'],\n", " right_annoteheaders=['Group', 'Data Source'],\n", " color_alt_rows=True,\n", " return_df=True,\n", " **{'despine':False, \"figsize\":(4,8)}\n", " )" ] }, { "cell_type": "markdown", "id": "2a47b759", "metadata": { "ExecuteTime": { "end_time": "2023-03-09T01:54:01.330997Z", "start_time": "2023-03-09T01:54:01.313998Z" } }, "source": [ "## Legends" ] }, { "cell_type": "code", "execution_count": 20, "id": "b72a425e", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:35.419513Z", "start_time": "2023-03-21T02:22:35.109476Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Color row\n", "# Change legend label\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " annote=['group','source'],\n", " modellabels=[\"Model 1\", \"Model 2\"],\n", " annoteheaders=['Group', 'Data Source'], \n", " rightannote=['group','source'],\n", " right_annoteheaders=['Group', 'Data Source'],\n", " color_alt_rows=True,\n", " return_df=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 21, "id": "af1d7ae2", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:35.731958Z", "start_time": "2023-03-21T02:22:35.421513Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Color row\n", "# Change legend label\n", "# Add x-label\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " annote=['group','source'],\n", " modellabels=[\"Model 1\", \"Model 2\"],\n", " xlabel=\"X-label\",\n", " annoteheaders=['Group', 'Data Source'], \n", " rightannote=['group','source'],\n", " right_annoteheaders=['Group', 'Data Source'],\n", " color_alt_rows=True,\n", " return_df=True,\n", " )" ] }, { "cell_type": "code", "execution_count": 22, "id": "1a066189", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:36.031439Z", "start_time": "2023-03-21T02:22:35.733958Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Color row\n", "# Change legend label\n", "# Add x-label\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " annote=['group','source'],\n", " modellabels=[\"Model 1\", \"Model 2\"],\n", " xlabel=\"X-label\",\n", " annoteheaders=['Group', 'Data Source'], \n", " rightannote=['group','source'],\n", " right_annoteheaders=['Group', 'Data Source'],\n", " color_alt_rows=True,\n", " return_df=True,\n", " bbox_to_anchor=(.5,.95)\n", " )" ] }, { "cell_type": "code", "execution_count": 23, "id": "f539879d", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T02:22:36.298630Z", "start_time": "2023-03-21T02:22:36.033438Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Add group\n", "# Color row\n", "# Change legend label\n", "# Add x-label\n", "_df, ax = fp.mforestplot(**std_opts,\n", " groupvar='group',\n", " annote=['group','source'],\n", " modellabels=[\"Model 1\", \"Model 2\"],\n", " xlabel=\"X-label\",\n", " annoteheaders=['Group', 'Data Source'], \n", " rightannote=['group','source'],\n", " right_annoteheaders=['Group', 'Data Source'],\n", " color_alt_rows=True,\n", " return_df=True,\n", "# bbox_to_anchor=None,\n", " )" ] }, { "cell_type": "code", "execution_count": 24, "id": "002bc5e8", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T03:25:01.805714Z", "start_time": "2023-03-21T03:25:00.903945Z" } }, "outputs": [ { "data": { "text/html": [ "
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nrCI95%p-valBF10powervarhlllmoerrorgrouplabel
07060.090373[0.02 0.16]0.0163090.8390.67age0.160.020.069627agein years
17060.048081[-0.03 0.12]0.2019480.1060.25clerical0.12-0.030.071919occupation=1 if clerical worker
27060.041229[-0.03 0.11]0.2739480.0860.19construc0.11-0.030.068771occupation=1 if construction worker
\n", "
" ], "text/plain": [ " n r CI95% p-val BF10 power var hl ll \\\n", "0 706 0.090373 [0.02 0.16] 0.016309 0.839 0.67 age 0.16 0.02 \n", "1 706 0.048081 [-0.03 0.12] 0.201948 0.106 0.25 clerical 0.12 -0.03 \n", "2 706 0.041229 [-0.03 0.11] 0.273948 0.086 0.19 construc 0.11 -0.03 \n", "\n", " moerror group label \n", "0 0.069627 age in years \n", "1 0.071919 occupation =1 if clerical worker \n", "2 0.068771 occupation =1 if construction worker " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import forestplot as fp\n", "\n", "df = fp.load_data(\"sleep\") # companion example data\n", "df.head(3)" ] }, { "cell_type": "code", "execution_count": 32, "id": "3fbc7e52", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T03:29:04.012686Z", "start_time": "2023-03-21T03:29:03.870689Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fp.forestplot(df, # the dataframe with results data\n", " estimate=\"r\", # col containing estimated effect size \n", " ll=\"ll\", hl=\"hl\", # columns containing conf. int. lower and higher limits\n", " varlabel=\"label\", # column containing variable label\n", " xline=.15\n", " )" ] }, { "cell_type": "code", "execution_count": 30, "id": "6737b60b", "metadata": { "ExecuteTime": { "end_time": "2023-03-21T03:26:41.397601Z", "start_time": "2023-03-21T03:26:41.236225Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = fp.forestplot(df, # the dataframe with results data\n", " estimate=\"r\", # col containing estimated effect size \n", " ll=\"ll\", hl=\"hl\", # columns containing conf. int. lower and higher limits\n", " varlabel=\"label\", # column containing variable label\n", " ylabel=\"Confidence interval\", # y-label title\n", " xlabel=\"Pearson correlation\", # x-label title\n", " )\n", "ax.axvline(.15)" ] }, { "cell_type": "code", "execution_count": null, "id": "2faf81ec", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.9.12" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "165px" }, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 5 }