{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f3e9464e-5f73-4d26-a26d-0ea651d32ec1",
   "metadata": {
    "tags": []
   },
   "source": [
    "## SimpleForestPlot "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f398e5bd-6c7a-4823-a0e3-19b75e2ce6e5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: Fri Sep 23 2022\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.9.7\n",
      "IPython version      : 8.0.1\n",
      "\n",
      "graphviz: not installed\n",
      "\n",
      "myforestplot: 0.2.2\n",
      "numpy       : 1.21.5\n",
      "pandas      : 1.4.1\n",
      "statsmodels : 0.13.2\n",
      "matplotlib  : 3.5.1\n",
      "\n",
      "Watermark: 2.3.1\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.formula.api as smf\n",
    "\n",
    "import myforestplot as mfp\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w -p graphviz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "971adfe3-ca8a-4198-8bd3-7552630095e2",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Label names, ORs, left side spines, and ylabel ticks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2946a05e-d610-4de0-8942-99b4065c60a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 0.509862\n",
      "         Iterations 6\n"
     ]
    }
   ],
   "source": [
    "# Sample data preparation\n",
    "data = (pd.read_csv(\"titanic.csv\")\n",
    "      [[\"survived\", \"pclass\", \"sex\", \"age\", \"embark_town\"]]\n",
    "      .dropna()\n",
    "      )\n",
    "\n",
    "ser = data[\"age\"]\n",
    "data[\"age\"] = (ser\n",
    "             .mask(ser >= 40, \"40 or more\")\n",
    "             .mask(ser < 40, \"20_39\")\n",
    "             .mask(ser <20, \"0_19\")\n",
    "             )\n",
    "# Fit logistic regression\n",
    "res = smf.logit(\"survived ~ sex + age + embark_town\", data=data).fit()\n",
    "\n",
    "order = [\"age\", \"sex\", \"embark_town\"]\n",
    "cont_cols = []\n",
    "item_order = {\"embark_town\": ['Southampton', 'Cherbourg', 'Queenstown'],\n",
    "              \"age\": [\"0_19\", \"20_39\", \"40 or more\"]\n",
    "              }\n",
    "df_res = mfp.statsmodels_pretty_result_dataframe(data, res,  \n",
    "                                             order=order,\n",
    "                                             cont_cols=cont_cols,\n",
    "                                             item_order=item_order,\n",
    "                                             fml=\".3f\", \n",
    "                                             )\n",
    "df = df_res.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "26b18b2c-bd62-468f-87e8-5372447006a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>category</th>\n",
       "      <th>item</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>risk</th>\n",
       "      <th>pvalues</th>\n",
       "      <th>nobs</th>\n",
       "      <th>risk_pretty</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>age</td>\n",
       "      <td>0_19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>164</td>\n",
       "      <td>Ref.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>age</td>\n",
       "      <td>20_39</td>\n",
       "      <td>0.509199</td>\n",
       "      <td>1.251529</td>\n",
       "      <td>0.798296</td>\n",
       "      <td>3.261178e-01</td>\n",
       "      <td>386</td>\n",
       "      <td>0.80 (0.51, 1.25)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>age</td>\n",
       "      <td>40 or more</td>\n",
       "      <td>0.415780</td>\n",
       "      <td>1.230498</td>\n",
       "      <td>0.715274</td>\n",
       "      <td>2.260468e-01</td>\n",
       "      <td>162</td>\n",
       "      <td>0.72 (0.42, 1.23)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>sex</td>\n",
       "      <td>male</td>\n",
       "      <td>0.057797</td>\n",
       "      <td>0.122138</td>\n",
       "      <td>0.084019</td>\n",
       "      <td>1.684205e-38</td>\n",
       "      <td>453</td>\n",
       "      <td>0.08 (0.06, 0.12)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>sex</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>259</td>\n",
       "      <td>Ref.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>embark_town</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>0.229981</td>\n",
       "      <td>0.582518</td>\n",
       "      <td>0.366016</td>\n",
       "      <td>2.242381e-05</td>\n",
       "      <td>554</td>\n",
       "      <td>0.37 (0.23, 0.58)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>embark_town</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>130</td>\n",
       "      <td>Ref.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>embark_town</td>\n",
       "      <td>Queenstown</td>\n",
       "      <td>0.055646</td>\n",
       "      <td>0.457460</td>\n",
       "      <td>0.159549</td>\n",
       "      <td>6.374344e-04</td>\n",
       "      <td>28</td>\n",
       "      <td>0.16 (0.06, 0.46)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      category         item         0         1      risk       pvalues  nobs  \\\n",
       "5          age         0_19       NaN       NaN       NaN           NaN   164   \n",
       "1          age        20_39  0.509199  1.251529  0.798296  3.261178e-01   386   \n",
       "2          age   40 or more  0.415780  1.230498  0.715274  2.260468e-01   162   \n",
       "0          sex         male  0.057797  0.122138  0.084019  1.684205e-38   453   \n",
       "6          sex       female       NaN       NaN       NaN           NaN   259   \n",
       "4  embark_town  Southampton  0.229981  0.582518  0.366016  2.242381e-05   554   \n",
       "7  embark_town    Cherbourg       NaN       NaN       NaN           NaN   130   \n",
       "3  embark_town   Queenstown  0.055646  0.457460  0.159549  6.374344e-04    28   \n",
       "\n",
       "         risk_pretty  \n",
       "5               Ref.  \n",
       "1  0.80 (0.51, 1.25)  \n",
       "2  0.72 (0.42, 1.23)  \n",
       "0  0.08 (0.06, 0.12)  \n",
       "6               Ref.  \n",
       "4  0.37 (0.23, 0.58)  \n",
       "7               Ref.  \n",
       "3  0.16 (0.06, 0.46)  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3a47ea0e-70d7-44ab-8ccf-64ccf07b57e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "fp = mfp.SimpleForestPlot(ratio=(8,3), dpi=150, figsize=(5,3),\n",
    "                        df=df, vertical_align=True)\n",
    "fp.errorbar(errorbar_kwds=None)\n",
    "fp.ax2.set_xlim([0, 1.5])\n",
    "fp.ax2.set_xticks([0, 0.5, 1, 1.5])\n",
    "fp.ax2.set_xlabel(\"OR\")\n",
    "fp.ax2.axvline(x=1, ymin=0, ymax=1.0, color=\"black\", alpha=0.5)\n",
    "\n",
    "fp.ax1.set_xlim([0.35, 1])\n",
    "y_header=1.7\n",
    "fp.embed_cate_strings(\"category\", 0.30, header=\"Category\", \n",
    "                 text_kwds=dict(fontweight=\"bold\"),\n",
    "                 header_kwds=dict(fontweight=\"bold\"),\n",
    "                 y_header=y_header\n",
    "                 )\n",
    "fp.embed_strings(\"item\", 0.36, header=\"All participants\", replace={\"age\":\"\"})\n",
    "fp.embed_strings(\"nobs\", 0.60, header=\"N\", y_header=y_header)\n",
    "fp.ax1.text(0.60, 0.8, \"712\")\n",
    "fp.embed_strings(\"risk_pretty\", 0.72, header=\"OR (95% CI)\", y_header=y_header)\n",
    "fp.horizontal_variable_separators()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "763a1284-79cf-4aff-8475-2b604a31c825",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1050x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "fp = mfp.SimpleForestPlot(ratio=(5,3), \n",
    "                    figsize=(7,3), \n",
    "                    dpi=150, \n",
    "                    df=df,\n",
    "                    hide_spines=[\"top\", \"right\"],\n",
    "                    yticks_show=True)\n",
    "\n",
    "fp.errorbar()\n",
    "fp.ax2.set_xlim([0, 1.5])\n",
    "fp.ax2.set_xticks([0, 0.5, 1, 1.5])\n",
    "fp.ax2.set_xlabel(\"OR\")\n",
    "fp.ax2.axvline(x=1, ymin=0, ymax=1.0, color=\"black\", alpha=0.5)\n",
    "\n",
    "fp.ax1.set_xlim([0.35, 1])\n",
    "method = getattr(fp.ax1, \"set_xlim\")\n",
    "method([0.35, 1])\n",
    "fp.embed_strings(\"category\", 0.3, header=\"Category\",\n",
    "                 duplicate_hide=True,\n",
    "                 text_kwds=dict(fontweight=\"bold\"),\n",
    "                 header_kwds=dict(fontweight=\"bold\")\n",
    "                 )\n",
    "fp.embed_strings(\"item\", 0.53, header=\"\", replace={\"age\":\"\"})\n",
    "fp.embed_strings(\"risk_pretty\", 0.72, header=\"OR (95% CI)\")\n",
    "fp.horizontal_variable_separators()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e523e44-c851-4877-96e0-b5f4a1e73f97",
   "metadata": {},
   "source": [
    "### Change styles of errorbars and horizontal lines "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7f5e31a0-2199-4b32-b27a-590d221e1a2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1050x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "errorbar_kwds = dict(capsize=0, \n",
    "                     lw=1,\n",
    "                     markeredgecolor=\"red\",  \n",
    "                     ecolor=\"red\", \n",
    "                     color='red'\n",
    "                     )\n",
    "ref_kwds = dict(marker=\"D\", s=26, color=\"blue\")\n",
    "\n",
    "fp = mfp.SimpleForestPlot(ratio=(5,3), \n",
    "                    figsize=(7,3), \n",
    "                    dpi=150, \n",
    "                    df=df,\n",
    "                    )\n",
    "fp.errorbar(errorbar_kwds=errorbar_kwds, ref_kwds=ref_kwds)\n",
    "fp.ax2.set_xlim([0, 1.5])\n",
    "fp.ax2.set_xticks([0, 0.5, 1, 1.5])\n",
    "fp.ax2.set_xlabel(\"OR\")\n",
    "fp.ax2.axvline(x=1, ymin=0, ymax=1.0, \n",
    "               color=\"black\", alpha=0.5, ls=\"--\", lw=0.8)\n",
    "\n",
    "fp.ax1.set_xlim([0.35, 1])\n",
    "fp.embed_strings(\"category\", 0.33, header=\"Category\",\n",
    "                 duplicate_hide=True,\n",
    "                 text_kwds=dict(fontweight=\"bold\"),\n",
    "                 header_kwds=dict(fontweight=\"bold\")\n",
    "                 )\n",
    "fp.embed_strings(\"item\", 0.56, header=\"\", replace={\"age\":\"\"})\n",
    "fp.embed_strings(\"risk_pretty\", 0.75, header=\"OR (95% CI)\")\n",
    "fp.horizontal_variable_separators(scale=0.05)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "931c3646-32f9-4895-9762-aab29e616620",
   "metadata": {},
   "source": [
    "### Log scale with vertical align of categories\n",
    "Values are converted with np.log so that ticks should be edited by similarly np.log. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2dbfc0b4-f8a6-4bfe-9e01-13235a5570fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "fp = mfp.SimpleForestPlot(ratio=(8,3), dpi=150, figsize=(5,3), df=df,\n",
    "                          vertical_align=True)\n",
    "fp.errorbar(errorbar_kwds=None, log_scale=True)\n",
    "\n",
    "xticklabels = [0.1, 0.5, 1.0, 2.0]\n",
    "fp.ax2.set_xlim(np.log([0.05, 1.5]))\n",
    "fp.ax2.set_xticks(np.log(xticklabels))\n",
    "fp.ax2.set_xticklabels(xticklabels)\n",
    "fp.ax2.set_xlabel(\"OR (log scale)\")\n",
    "fp.ax2.axvline(x=0, ymin=0, ymax=1.0, color=\"black\", alpha=0.5)\n",
    "\n",
    "fp.ax1.set_xlim([0.3, 1])\n",
    "fp.embed_cate_strings(\"category\", 0.3, header=\"Category\", \n",
    "                      text_kwds=dict(fontweight=\"bold\"),\n",
    "                      header_kwds=dict(fontweight=\"bold\")\n",
    "                      )\n",
    "fp.embed_strings(\"item\", 0.36, header=\"\", replace={\"age\":\"\"})\n",
    "fp.embed_strings(\"nobs\", 0.60, header=\"N\")\n",
    "fp.embed_strings(\"risk_pretty\", 0.72, header=\"OR (95% CI)\")\n",
    "fp.horizontal_variable_separators()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1093052d-355a-4df3-8f11-ae97526eabcb",
   "metadata": {},
   "source": [
    "### Draw markers for outer range of confidence intervals\n",
    "In default, draw_outer_marker put triangles to indicate outer range of confidence intervals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "39b487d5-1558-448b-a31e-8d7535d5ef24",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 0.421597\n",
      "         Iterations 7\n"
     ]
    }
   ],
   "source": [
    "# Sample data preparation\n",
    "data = (pd.read_csv(\"titanic.csv\")\n",
    "      [[\"survived\", \"pclass\", \"sex\", \"age\", \"embark_town\", \"class\"]]\n",
    "      .dropna()\n",
    "      )\n",
    "\n",
    "ser = data[\"age\"]\n",
    "data[\"age\"] = (ser\n",
    "             .mask(ser >= 40, \"40 or more\")\n",
    "             .mask(ser < 40, \"20_39\")\n",
    "             .mask(ser <20, \"0_19\")\n",
    "             )\n",
    "# Fit logistic regression\n",
    "data1 = data[data[\"class\"] == \"First\"]\n",
    "res1 = smf.logit(\"survived ~ sex + age + embark_town\", data=data1).fit()\n",
    "order = [\"age\", \"sex\", \"embark_town\"]\n",
    "cont_cols = []\n",
    "item_order = {\"embark_town\": ['Southampton', 'Cherbourg', 'Queenstown'],\n",
    "              \"age\": [\"0_19\", \"20_39\", \"40 or more\"]\n",
    "              }\n",
    "\n",
    "df = mfp.statsmodels_pretty_result_dataframe(data1, res1,  \n",
    "                                             order=order,\n",
    "                                             cont_cols=cont_cols,\n",
    "                                             item_order=item_order,\n",
    "                                             fml=\".3f\", \n",
    "                                             )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "70a1b20f-52d8-48e1-9fe6-cfafb46ba41c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "fp = mfp.SimpleForestPlot(ratio=(8,3), dpi=150, figsize=(5,3), df=df,\n",
    "                          vertical_align=True)\n",
    "fp.errorbar(errorbar_kwds=None, log_scale=True)\n",
    "\n",
    "xticklabels = [0.1, 0.5, 1.0, 2.0]\n",
    "fp.ax2.set_xlim(np.log([0.05, 1.5]))\n",
    "fp.ax2.set_xticks(np.log(xticklabels))\n",
    "fp.ax2.set_xticklabels(xticklabels)\n",
    "fp.ax2.set_xlabel(\"OR (log scale)\")\n",
    "fp.ax2.axvline(x=0, ymin=0, ymax=1.0, color=\"black\", alpha=0.5)\n",
    "\n",
    "fp.ax1.set_xlim([0.35, 1])\n",
    "fp.embed_cate_strings(\"category\", 0.3, header=\"Category\", \n",
    "                      text_kwds=dict(fontweight=\"bold\"),\n",
    "                      header_kwds=dict(fontweight=\"bold\")\n",
    "                      )\n",
    "fp.embed_strings(\"item\", 0.36, header=\"\", replace={\"age\":\"\"})\n",
    "fp.embed_strings(\"nobs\", 0.60, header=\"N\")\n",
    "fp.embed_strings(\"risk_pretty\", 0.72, header=\"OR (95% CI)\")\n",
    "fp.horizontal_variable_separators()\n",
    "fp.draw_outer_marker(log_scale=True, scale=0.008)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ce0a0aa-12f8-475a-984c-9b537dc38327",
   "metadata": {},
   "source": [
    "### Multiple confidence bands "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "26cddb8a-6534-4504-834b-466ffca34ca6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 0.421597\n",
      "         Iterations 7\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.295225\n",
      "         Iterations 7\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.476894\n",
      "         Iterations 7\n"
     ]
    }
   ],
   "source": [
    "# Sample data preparation\n",
    "data = (pd.read_csv(\"titanic.csv\")\n",
    "      [[\"survived\", \"pclass\", \"sex\", \"age\", \"embark_town\", \"class\"]]\n",
    "      .dropna()\n",
    "      )\n",
    "\n",
    "ser = data[\"age\"]\n",
    "data[\"age\"] = (ser\n",
    "             .mask(ser >= 40, \"40 or more\")\n",
    "             .mask(ser < 40, \"20_39\")\n",
    "             .mask(ser <20, \"0_19\")\n",
    "             )\n",
    "# Fit logistic regression\n",
    "df = pd.DataFrame()\n",
    "for item in [\"First\", \"Second\", \"Third\"]:\n",
    "    dataM = data[data[\"class\"] == item]\n",
    "    res = smf.logit(\"survived ~ sex + age + embark_town\", data=dataM).fit()\n",
    "\n",
    "    order = [\"age\", \"sex\", \"embark_town\"]\n",
    "    cont_cols = []\n",
    "    item_order = {\"embark_town\": ['Southampton', 'Cherbourg', 'Queenstown'],\n",
    "                  \"age\": [\"0_19\", \"20_39\", \"40 or more\"]\n",
    "                  }\n",
    "\n",
    "    dfM = mfp.statsmodels_pretty_result_dataframe(dataM, res,  \n",
    "                                                 order=order,\n",
    "                                                 cont_cols=cont_cols,\n",
    "                                                 item_order=item_order,\n",
    "                                                 fml=\".3f\", \n",
    "                                                 )\n",
    "    dfM[\"strf\"] = item\n",
    "    df = pd.concat((df, dfM))\n",
    "df1 = df[df[\"strf\"] == \"First\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "331d13b7-bfdd-4d1e-a3a3-44c22d9381f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "errorbar_kwds = dict(capsize=2,  lw=1, markersize=4)\n",
    "ref_kwds = dict(s=13)\n",
    "\n",
    "fp = mfp.SimpleForestPlot(ratio=(5,3), \n",
    "                          figsize=(6,4), \n",
    "                          dpi=150, \n",
    "                          df=df1, \n",
    "                          # From this dataframe, y_index is specified.\n",
    "                          )\n",
    "order = [\"First\", \"Second\", \"Third\"]\n",
    "fp.v_multi_errorbar(\n",
    "    df=df,\n",
    "    by=\"strf\",\n",
    "    order=order,\n",
    "    scale=0.3,\n",
    "    multi_kwds=dict(\n",
    "        label=order,\n",
    "        errorbar_color=[\"blue\", \"red\", \"green\"],\n",
    "        ref_color=[\"blue\", \"red\", \"green\"], \n",
    "    ),\n",
    "    errorbar_kwds=errorbar_kwds,\n",
    "    ref_kwds=ref_kwds,\n",
    ")\n",
    "\n",
    "plt.legend(bbox_to_anchor=(-0.0,1.105), \n",
    "           loc=\"upper left\", \n",
    "           ncol=3, \n",
    "           markerscale=0.8,\n",
    "           frameon=False, \n",
    "           handletextpad=.1,  \n",
    "           columnspacing=.2)\n",
    "\n",
    "fp.ax2.set_xlim([0.0, 1.5])\n",
    "fp.ax2.set_xticks([0, 0.5, 1, 1.5])\n",
    "fp.ax2.set_xlabel(\"OR\")\n",
    "fp.ax2.axvline(x=1, ymin=0, ymax=1.0, \n",
    "               color=\"black\", alpha=0.5, ls=\"--\", lw=0.8)\n",
    "\n",
    "fp.ax1.set_xlim([0.38, 1])\n",
    "fp.embed_strings(\"category\", 0.33, header=\"Category\",\n",
    "                 duplicate_hide=True,\n",
    "                 text_kwds=dict(fontweight=\"bold\"),\n",
    "                 header_kwds=dict(fontweight=\"bold\")\n",
    "                 )\n",
    "fp.embed_strings(\"item\", 0.56, header=\"\", replace={\"age\":\"\"})\n",
    "fontsize = 7\n",
    "x = 0.75\n",
    "fp.v_multi_embed_strings(\"risk_pretty\", x, \n",
    "                         df=df, by=\"strf\", order=order,\n",
    "                         scale=0.3,\n",
    "                         header=\"OR (95% CI)\",\n",
    "                         fontsize=fontsize,\n",
    "                         multi_kwds=dict(\n",
    "                             replace=[{\"Ref.\":\"\"},{},{\"Ref.\":\"\"}],\n",
    "                         ))\n",
    "fp.horizontal_variable_separators()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7ceb66f-46b5-4ae5-84c2-d28e59618579",
   "metadata": {},
   "source": [
    "For adjustment of legends spacing, see this thread.  \n",
    "- [How to change legend size with matplotlib.pyplot](https://stackoverflow.com/questions/7125009/how-to-change-legend-size-with-matplotlib-pyplot)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c8df13a-c4a0-42f8-850b-8a2c855403fe",
   "metadata": {},
   "source": [
    "You can also create this figure with lower level of methods. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e98721fa-7b67-44bc-95f9-66a612b964f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df[df[\"strf\"] == \"First\"]\n",
    "df2 = df[df[\"strf\"] == \"Second\"]\n",
    "df3 = df[df[\"strf\"] == \"Third\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ac5e30f8-5d9c-4de5-a9ad-cb6c7a53149c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "errorbar_kwds = dict(capsize=2,  lw=1, markersize=4)\n",
    "ref_kwds = dict(s=13)\n",
    "\n",
    "fp = mfp.SimpleForestPlot(ratio=(5,3), \n",
    "                          figsize=(6,4), \n",
    "                          dpi=150, \n",
    "                          df=df1, \n",
    "                          # From this dataframe, y_index is specified.\n",
    "                          )\n",
    "order = [\"First\", \"Second\", \"Third\"]\n",
    "fp.errorbar(errorbar_kwds=errorbar_kwds, \n",
    "            ref_kwds=ref_kwds, \n",
    "            y_adj=0.3,\n",
    "            errorbar_color=\"blue\",\n",
    "            ref_color=\"blue\", \n",
    "            label=\"First\",\n",
    "            )\n",
    "fp.errorbar(errorbar_kwds=errorbar_kwds, \n",
    "            ref_kwds=ref_kwds, \n",
    "            df=df2, \n",
    "            y_adj=0,\n",
    "            errorbar_color=\"red\",\n",
    "            ref_color=\"red\",\n",
    "            label=\"Second\",\n",
    "            )\n",
    "fp.errorbar(errorbar_kwds=errorbar_kwds, \n",
    "            ref_kwds=ref_kwds, \n",
    "            df=df3, \n",
    "            y_adj=-0.3,\n",
    "            errorbar_color=\"green\",\n",
    "            ref_color=\"green\",\n",
    "            label=\"Third\",\n",
    "            )\n",
    "plt.legend(bbox_to_anchor=(-0.0,1.105), \n",
    "           loc=\"upper left\", \n",
    "           ncol=3, \n",
    "           markerscale=0.8,\n",
    "           frameon=False, \n",
    "           handletextpad=.1,  \n",
    "           columnspacing=.2)\n",
    "\n",
    "fp.ax2.set_xlim([0.0, 1.5])\n",
    "fp.ax2.set_xticks([0, 0.5, 1, 1.5])\n",
    "fp.ax2.set_xlabel(\"OR\")\n",
    "fp.ax2.axvline(x=1, ymin=0, ymax=1.0, \n",
    "               color=\"black\", alpha=0.5, ls=\"--\", lw=0.8)\n",
    "\n",
    "fp.ax1.set_xlim([0.38, 1])\n",
    "fp.embed_strings(\"category\", 0.33, header=\"Category\",\n",
    "                 duplicate_hide=True,\n",
    "                 text_kwds=dict(fontweight=\"bold\"),\n",
    "                 header_kwds=dict(fontweight=\"bold\")\n",
    "                 )\n",
    "fp.embed_strings(\"item\", 0.56, header=\"\", replace={\"age\":\"\"})\n",
    "fontsize = 7\n",
    "x = 0.75\n",
    "fp.embed_strings(\"risk_pretty\", x, header=\"OR (95% CI)\", \n",
    "                 fontsize=fontsize, \n",
    "                 df=df1, y_adj=0.3, replace={\"Ref.\":\"\"})\n",
    "fp.embed_strings(\"risk_pretty\", x, header=\"OR (95% CI)\", \n",
    "                 fontsize=fontsize, \n",
    "                 df=df2, y_adj=0.0, replace={})\n",
    "fp.embed_strings(\"risk_pretty\", x, header=\"OR (95% CI)\", \n",
    "                 fontsize=fontsize, \n",
    "                 df=df3, y_adj=-0.3, replace={\"Ref.\":\"\"})\n",
    "fp.horizontal_variable_separators()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d33a908-f4eb-4f26-8373-870c5285d908",
   "metadata": {},
   "source": [
    "## ForestPlot "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "366c56da-0d7e-4067-a3f9-88d6e61e9056",
   "metadata": {},
   "source": [
    "### Stratifiled forest plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cb353b2d-14b6-4903-97db-0c6e96962c56",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimization terminated successfully.\n",
      "         Current function value: 0.421597\n",
      "         Iterations 7\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.295225\n",
      "         Iterations 7\n",
      "Optimization terminated successfully.\n",
      "         Current function value: 0.476894\n",
      "         Iterations 7\n"
     ]
    }
   ],
   "source": [
    "# Sample data preparation\n",
    "data = (pd.read_csv(\"titanic.csv\")\n",
    "      [[\"survived\", \"pclass\", \"sex\", \"age\", \"embark_town\", \"class\"]]\n",
    "      .dropna()\n",
    "      )\n",
    "\n",
    "ser = data[\"age\"]\n",
    "data[\"age\"] = (ser\n",
    "             .mask(ser >= 40, \"40 or more\")\n",
    "             .mask(ser < 40, \"20_39\")\n",
    "             .mask(ser <20, \"0_19\")\n",
    "             )\n",
    "# Fit logistic regression\n",
    "df = pd.DataFrame()\n",
    "for item in [\"First\", \"Second\", \"Third\"]:\n",
    "    dataM = data[data[\"class\"] == item]\n",
    "    res = smf.logit(\"survived ~ sex + age + embark_town\", data=dataM).fit()\n",
    "\n",
    "    order = [\"age\", \"sex\", \"embark_town\"]\n",
    "    cont_cols = []\n",
    "    item_order = {\"embark_town\": ['Southampton', 'Cherbourg', 'Queenstown'],\n",
    "                  \"age\": [\"0_19\", \"20_39\", \"40 or more\"]\n",
    "                  }\n",
    "\n",
    "    dfM = mfp.statsmodels_pretty_result_dataframe(dataM, res,  \n",
    "                                                 order=order,\n",
    "                                                 cont_cols=cont_cols,\n",
    "                                                 item_order=item_order,\n",
    "                                                 fml=\".3f\", \n",
    "                                                 )\n",
    "    dfM[\"strf\"] = item\n",
    "    df = pd.concat((df, dfM))\n",
    "df[\"risk_only\"] = df[\"risk\"].apply(lambda x : f\"{x:.2f}\").replace(\"nan\", \"\")\n",
    "df1 = df[df[\"strf\"] == \"First\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7ef3a53b-98ae-4834-b892-2e02f1783cd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1050x600 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "errorbar_kwds = dict(capsize=2,  lw=1, markersize=4)\n",
    "ref_kwds = dict(s=13)\n",
    "\n",
    "fp = mfp.ForestPlot(ratio=(3,3,1,3,1,3,1), \n",
    "                    fig_ax_index=[2,4,6],\n",
    "                    figsize=(7,4), \n",
    "                    dpi=150, \n",
    "                    df=df1,\n",
    "                    vertical_align=True,\n",
    "                    yticks_show=True,\n",
    "                    hide_spines=[\"top\", \"right\"],\n",
    "                    )\n",
    "order = [\"First\", \"Second\", \"Third\"]\n",
    "fp.h_multi_errorbar(\n",
    "    df=df,\n",
    "    by=\"strf\",\n",
    "    order = order,\n",
    "    multi_kwds=dict(\n",
    "        errorbar_color=[\"blue\", \"red\", \"green\"],\n",
    "        ref_color=[\"blue\", \"red\", \"green\"],\n",
    "    ),\n",
    "    errorbar_kwds=errorbar_kwds, \n",
    "    ref_kwds=ref_kwds, \n",
    ")\n",
    "fp.ax_method_to_figs(\"set_xlim\", [0.0, 1.5])\n",
    "fp.ax_method_to_figs(\"set_xlabel\", \"OR\")\n",
    "fp.ax_method_to_figs(\"axvline\", \n",
    "                     x=1, ymin=0, ymax=1.0, \n",
    "                     color=\"black\", alpha=0.5, \n",
    "                     ls=\"--\", lw=0.8)\n",
    "\n",
    "for ax_ind, title in zip([2,4,6], order):\n",
    "    ax = fp.axd[ax_ind]\n",
    "    xmin, xmax = ax.get_xlim()\n",
    "    ax.text((xmax + xmin)/2, 1.0, title, \n",
    "            ha=\"center\", va=\"center\", \n",
    "            fontweight=\"bold\")\n",
    "\n",
    "fp.axd[1].set_xlim([0.65, 1])\n",
    "fp.embed_cate_strings(1,\"category\", 0.65, header=\"Category\",\n",
    "                      text_kwds=dict(fontweight=\"bold\"),\n",
    "                      header_kwds=dict(fontweight=\"bold\")\n",
    "                      )\n",
    "fp.embed_strings(1, \"item\", 0.7, header=\"\", replace={\"age\":\"\"})\n",
    "fp.h_multi_embed_strings([3, 5, 7], \"risk_only\", 0.0, \n",
    "                         df=df, by=\"strf\", order=order)\n",
    "fp.horizontal_variable_separators()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71e74cd2-00e1-47f2-bc9c-ae3a15c8646e",
   "metadata": {},
   "source": [
    "Also, you can creat the same figure by using lower level of components."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "80c6e788-b837-4947-9e10-72ba166614a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df[df[\"strf\"] == \"First\"]\n",
    "df2 = df[df[\"strf\"] == \"Second\"]\n",
    "df3 = df[df[\"strf\"] == \"Third\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "290b24e7-01c8-4d31-9bc6-4067c0d106d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1050x600 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.size\"] = 8\n",
    "errorbar_kwds = dict(capsize=2,  lw=1, markersize=4)\n",
    "ref_kwds = dict(s=13)\n",
    "\n",
    "fp = mfp.ForestPlot(ratio=(3,3,1,3,1,3,1), \n",
    "                    fig_ax_index=[2,4,6],\n",
    "                    figsize=(7,4), \n",
    "                    dpi=150, \n",
    "                    df=df1,\n",
    "                    vertical_align=True,\n",
    "                    yticks_show=True,\n",
    "                    hide_spines=[\"top\", \"right\"],\n",
    "                    )\n",
    "fp.errorbar(index=2,\n",
    "            errorbar_kwds=errorbar_kwds, \n",
    "            ref_kwds=ref_kwds, \n",
    "            errorbar_color=\"blue\",\n",
    "            ref_color=\"blue\", \n",
    "            )\n",
    "fp.errorbar(index=4,\n",
    "            errorbar_kwds=errorbar_kwds, \n",
    "            ref_kwds=ref_kwds, \n",
    "            df=df2, \n",
    "            errorbar_color=\"red\",\n",
    "            ref_color=\"red\",\n",
    "            )\n",
    "fp.errorbar(index=6,\n",
    "            errorbar_kwds=errorbar_kwds, \n",
    "            ref_kwds=ref_kwds, \n",
    "            df=df3, \n",
    "            errorbar_color=\"green\",\n",
    "            ref_color=\"green\",\n",
    "            )\n",
    "\n",
    "for ax_ind, title in zip([2,4,6], [\"First\", \"Second\", \"Third\"]):\n",
    "    ax = fp.axd[ax_ind]\n",
    "    ax.set_xlim([0.0, 1.5])\n",
    "    ax.set_xlabel(\"OR\")\n",
    "    ax.axvline(x=1, ymin=0, ymax=1.0, \n",
    "               color=\"black\", alpha=0.5, \n",
    "               ls=\"--\", lw=0.8)\n",
    "    xmin, xmax = ax.get_xlim()\n",
    "    ax.text((xmax + xmin)/2, 1.0, title, \n",
    "            ha=\"center\", va=\"center\", \n",
    "            fontweight=\"bold\")\n",
    "\n",
    "fp.axd[1].set_xlim([0.65, 1])\n",
    "fp.embed_cate_strings(1,\"category\", 0.65, header=\"Category\",\n",
    "                      text_kwds=dict(fontweight=\"bold\"),\n",
    "                      header_kwds=dict(fontweight=\"bold\")\n",
    "                      )\n",
    "fp.embed_strings(1, \"item\", 0.7, header=\"\", replace={\"age\":\"\"})\n",
    "x = 0.0\n",
    "fp.embed_strings(3,\"risk_only\", x, df=df1)\n",
    "fp.embed_strings(5,\"risk_only\", x, df=df2)\n",
    "fp.embed_strings(7,\"risk_only\", x, df=df3)\n",
    "fp.horizontal_variable_separators()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
