{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "dc021ba9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-09T05:12:29.116959Z",
     "start_time": "2023-02-09T05:12:27.164520Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.2.2\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import forestplot as fp\n",
    "print(fp.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0414c2f2",
   "metadata": {},
   "source": [
    "## Table headers don't work as expected with 6 (or fewer) rows of data \n",
    "See issue [#52](https://github.com/LSYS/forestplot/issues/52)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3679298e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-09T05:12:29.575792Z",
     "start_time": "2023-02-09T05:12:29.117960Z"
    }
   },
   "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>n</th>\n",
       "      <th>r</th>\n",
       "      <th>CI95%</th>\n",
       "      <th>p-val</th>\n",
       "      <th>BF10</th>\n",
       "      <th>power</th>\n",
       "      <th>var</th>\n",
       "      <th>hl</th>\n",
       "      <th>ll</th>\n",
       "      <th>moerror</th>\n",
       "      <th>group</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>706</td>\n",
       "      <td>0.090373</td>\n",
       "      <td>[0.02 0.16]</td>\n",
       "      <td>0.016309</td>\n",
       "      <td>0.839</td>\n",
       "      <td>0.67</td>\n",
       "      <td>age</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.069627</td>\n",
       "      <td>age</td>\n",
       "      <td>in years</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>706</td>\n",
       "      <td>0.048081</td>\n",
       "      <td>[-0.03  0.12]</td>\n",
       "      <td>0.201948</td>\n",
       "      <td>0.106</td>\n",
       "      <td>0.25</td>\n",
       "      <td>clerical</td>\n",
       "      <td>0.12</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.071919</td>\n",
       "      <td>occupation</td>\n",
       "      <td>=1 if clerical worker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>706</td>\n",
       "      <td>0.041229</td>\n",
       "      <td>[-0.03  0.11]</td>\n",
       "      <td>0.273948</td>\n",
       "      <td>0.086</td>\n",
       "      <td>0.19</td>\n",
       "      <td>construc</td>\n",
       "      <td>0.11</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.068771</td>\n",
       "      <td>occupation</td>\n",
       "      <td>=1 if construction worker</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "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": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = fp.load_data(\"sleep\")\n",
    "df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "61ad9696",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-09T05:12:29.591903Z",
     "start_time": "2023-02-09T05:12:29.576784Z"
    }
   },
   "outputs": [],
   "source": [
    "std_opts = dict(\n",
    "    estimate=\"r\",\n",
    "    ll=\"ll\", hl=\"hl\",\n",
    "    varlabel=\"label\",\n",
    "    capitalize=\"capitalize\",  \n",
    "    pval=\"p-val\",  # column containing p-values to be formatted\n",
    "    annote=[\"n\", \"power\", \"est_ci\"],  # columns to report on left of plot\n",
    "    annoteheaders=[\"N\", \"Power\", \"Est. (95% Conf. Int.)\"],  # ^corresponding headers\n",
    "    rightannote=[\"formatted_pval\", \"group\"],  # columns to report on right of plot \n",
    "    right_annoteheaders=[\"P-value\", \"Variable group\"],  # ^corresponding headers\n",
    "    xlabel=\"Pearson correlation coefficient\",  # x-label title\n",
    "    table=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8030ff5f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-09T05:12:29.766942Z",
     "start_time": "2023-02-09T05:12:29.593904Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Pearson correlation coefficient'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 6 rows and below: Right annotation disappears\n",
    "fp.forestplot(df.head(6), **std_opts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b451354b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-02-09T05:12:29.941981Z",
     "start_time": "2023-02-09T05:12:29.767943Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Pearson correlation coefficient'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 7 rows and above: Things work as expected\n",
    "fp.forestplot(df.head(7), **std_opts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7f68c54d",
   "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": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "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
}