{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "dc021ba9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-28T05:58:44.411516Z",
     "start_time": "2024-07-28T05:58:43.885403Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import forestplot as fp"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0414c2f2",
   "metadata": {},
   "source": [
    "## Top of plot should not be getting cut off\n",
    "See issue [#47](https://github.com/LSYS/forestplot/issues/47)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3679298e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-28T05:58:44.430251Z",
     "start_time": "2024-07-28T05:58:44.413771Z"
    }
   },
   "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>varname</th>\n",
       "      <th>or</th>\n",
       "      <th>low</th>\n",
       "      <th>high</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>a</td>\n",
       "      <td>1.761471</td>\n",
       "      <td>0.926563</td>\n",
       "      <td>3.022285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>b</td>\n",
       "      <td>1.443660</td>\n",
       "      <td>0.517059</td>\n",
       "      <td>3.130794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>c</td>\n",
       "      <td>1.525227</td>\n",
       "      <td>0.603459</td>\n",
       "      <td>3.082003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>d</td>\n",
       "      <td>0.895682</td>\n",
       "      <td>0.463703</td>\n",
       "      <td>1.660016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>e</td>\n",
       "      <td>4.025670</td>\n",
       "      <td>1.196941</td>\n",
       "      <td>8.932753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>f</td>\n",
       "      <td>1.086105</td>\n",
       "      <td>0.555171</td>\n",
       "      <td>2.045735</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  varname        or       low      high\n",
       "0       a  1.761471  0.926563  3.022285\n",
       "1       b  1.443660  0.517059  3.130794\n",
       "2       c  1.525227  0.603459  3.082003\n",
       "3       d  0.895682  0.463703  1.660016\n",
       "4       e  4.025670  1.196941  8.932753\n",
       "5       f  1.086105  0.555171  2.045735"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"../examples/data/regression1.csv\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "131c911c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-28T05:58:44.574833Z",
     "start_time": "2024-07-28T05:58:44.432407Z"
    },
    "code_folding": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Odds Ratio', ylabel='Confidence interval'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 288x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fp.forestplot(df,  # the dataframe with results data\n",
    "    estimate='or',  # col containing estimated effect size \n",
    "    ll='low', hl='high',  # columns containing conf. int. lower and higher limits\n",
    "    varlabel='varname',  # column containing variable label\n",
    "    ylabel='Confidence interval',  # y-label title\n",
    "    xlabel='Odds Ratio',  # x-label title\n",
    "    color_alt_rows=True,\n",
    "    figsize=(4,8),\n",
    "    **{\n",
    "        'xline' : 1.,\n",
    "        \"xlinestyle\": (0, (10, 5)),  # long dash for x-reference line \n",
    "    }\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78a3dfdb",
   "metadata": {},
   "source": [
    "## Capitalization of strings should be preserved"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bb2ebb15",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-28T05:58:44.595383Z",
     "start_time": "2024-07-28T05:58:44.577965Z"
    },
    "scrolled": false
   },
   "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>1.630887e-02</td>\n",
       "      <td>8.390000e-01</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>2.019484e-01</td>\n",
       "      <td>1.060000e-01</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>2.739475e-01</td>\n",
       "      <td>8.600000e-02</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",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>706</td>\n",
       "      <td>-0.095004</td>\n",
       "      <td>[-0.17 -0.02]</td>\n",
       "      <td>1.155151e-02</td>\n",
       "      <td>1.137000e+00</td>\n",
       "      <td>0.72</td>\n",
       "      <td>educ</td>\n",
       "      <td>-0.02</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>0.075004</td>\n",
       "      <td>labor factors</td>\n",
       "      <td>years of schooling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>706</td>\n",
       "      <td>-0.102825</td>\n",
       "      <td>[-0.18 -0.03]</td>\n",
       "      <td>6.246660e-03</td>\n",
       "      <td>1.967000e+00</td>\n",
       "      <td>0.78</td>\n",
       "      <td>gdhlth</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>-0.18</td>\n",
       "      <td>0.072825</td>\n",
       "      <td>health factors</td>\n",
       "      <td>=1 if in good or excel. health</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>706</td>\n",
       "      <td>-0.066997</td>\n",
       "      <td>[-0.14  0.01]</td>\n",
       "      <td>7.524015e-02</td>\n",
       "      <td>2.290000e-01</td>\n",
       "      <td>0.43</td>\n",
       "      <td>smsa</td>\n",
       "      <td>0.01</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>0.076997</td>\n",
       "      <td>area of residence</td>\n",
       "      <td>=1 if live in smsa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>706</td>\n",
       "      <td>-0.035909</td>\n",
       "      <td>[-0.11  0.04]</td>\n",
       "      <td>3.407214e-01</td>\n",
       "      <td>7.400000e-02</td>\n",
       "      <td>0.16</td>\n",
       "      <td>male</td>\n",
       "      <td>0.04</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>0.075909</td>\n",
       "      <td>other factors</td>\n",
       "      <td>=1 if male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>706</td>\n",
       "      <td>0.027147</td>\n",
       "      <td>[-0.05  0.1 ]</td>\n",
       "      <td>4.714176e-01</td>\n",
       "      <td>6.100000e-02</td>\n",
       "      <td>0.11</td>\n",
       "      <td>prot</td>\n",
       "      <td>0.10</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.072853</td>\n",
       "      <td>other factors</td>\n",
       "      <td>=1 if Protestant</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>706</td>\n",
       "      <td>0.001782</td>\n",
       "      <td>[-0.07  0.08]</td>\n",
       "      <td>9.623058e-01</td>\n",
       "      <td>4.700000e-02</td>\n",
       "      <td>0.05</td>\n",
       "      <td>selfe</td>\n",
       "      <td>0.08</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>0.078218</td>\n",
       "      <td>labor factors</td>\n",
       "      <td>=1 if self employed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>706</td>\n",
       "      <td>0.078600</td>\n",
       "      <td>[0.   0.15]</td>\n",
       "      <td>3.679946e-02</td>\n",
       "      <td>4.150000e-01</td>\n",
       "      <td>0.55</td>\n",
       "      <td>south</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.071400</td>\n",
       "      <td>area of residence</td>\n",
       "      <td>=1 if live in south</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>706</td>\n",
       "      <td>0.007881</td>\n",
       "      <td>[-0.07  0.08]</td>\n",
       "      <td>8.344125e-01</td>\n",
       "      <td>4.800000e-02</td>\n",
       "      <td>0.06</td>\n",
       "      <td>spsepay</td>\n",
       "      <td>0.08</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>0.072119</td>\n",
       "      <td>other factors</td>\n",
       "      <td>spousal wage income</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>706</td>\n",
       "      <td>-0.321384</td>\n",
       "      <td>[-0.39 -0.25]</td>\n",
       "      <td>1.994095e-18</td>\n",
       "      <td>1.961000e+15</td>\n",
       "      <td>1.00</td>\n",
       "      <td>totwrk</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>-0.39</td>\n",
       "      <td>0.071384</td>\n",
       "      <td>labor factors</td>\n",
       "      <td>mins worked per week</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>706</td>\n",
       "      <td>-0.013262</td>\n",
       "      <td>[-0.09  0.06]</td>\n",
       "      <td>7.250012e-01</td>\n",
       "      <td>5.000000e-02</td>\n",
       "      <td>0.06</td>\n",
       "      <td>yngkid</td>\n",
       "      <td>0.06</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>0.073262</td>\n",
       "      <td>family factors</td>\n",
       "      <td>=1 if children &lt; 3 present</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>706</td>\n",
       "      <td>0.063997</td>\n",
       "      <td>[-0.01  0.14]</td>\n",
       "      <td>8.928507e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>0.40</td>\n",
       "      <td>yrsmarr</td>\n",
       "      <td>0.14</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>0.076003</td>\n",
       "      <td>family factors</td>\n",
       "      <td>years married</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>532</td>\n",
       "      <td>-0.049450</td>\n",
       "      <td>[-0.13  0.04]</td>\n",
       "      <td>2.548774e-01</td>\n",
       "      <td>1.040000e-01</td>\n",
       "      <td>0.21</td>\n",
       "      <td>hrwage</td>\n",
       "      <td>0.04</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>0.089450</td>\n",
       "      <td>labor factors</td>\n",
       "      <td>hourly wage</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      n         r          CI95%         p-val          BF10  power       var  \\\n",
       "0   706  0.090373    [0.02 0.16]  1.630887e-02  8.390000e-01   0.67       age   \n",
       "1   706  0.048081  [-0.03  0.12]  2.019484e-01  1.060000e-01   0.25  clerical   \n",
       "2   706  0.041229  [-0.03  0.11]  2.739475e-01  8.600000e-02   0.19  construc   \n",
       "3   706 -0.095004  [-0.17 -0.02]  1.155151e-02  1.137000e+00   0.72      educ   \n",
       "4   706 -0.102825  [-0.18 -0.03]  6.246660e-03  1.967000e+00   0.78    gdhlth   \n",
       "5   706 -0.066997  [-0.14  0.01]  7.524015e-02  2.290000e-01   0.43      smsa   \n",
       "6   706 -0.035909  [-0.11  0.04]  3.407214e-01  7.400000e-02   0.16      male   \n",
       "7   706  0.027147  [-0.05  0.1 ]  4.714176e-01  6.100000e-02   0.11      prot   \n",
       "8   706  0.001782  [-0.07  0.08]  9.623058e-01  4.700000e-02   0.05     selfe   \n",
       "9   706  0.078600    [0.   0.15]  3.679946e-02  4.150000e-01   0.55     south   \n",
       "10  706  0.007881  [-0.07  0.08]  8.344125e-01  4.800000e-02   0.06   spsepay   \n",
       "11  706 -0.321384  [-0.39 -0.25]  1.994095e-18  1.961000e+15   1.00    totwrk   \n",
       "12  706 -0.013262  [-0.09  0.06]  7.250012e-01  5.000000e-02   0.06    yngkid   \n",
       "13  706  0.063997  [-0.01  0.14]  8.928507e-02  1.990000e-01   0.40   yrsmarr   \n",
       "14  532 -0.049450  [-0.13  0.04]  2.548774e-01  1.040000e-01   0.21    hrwage   \n",
       "\n",
       "      hl    ll   moerror              group                           label  \n",
       "0   0.16  0.02  0.069627                age                        in years  \n",
       "1   0.12 -0.03  0.071919         occupation           =1 if clerical worker  \n",
       "2   0.11 -0.03  0.068771         occupation       =1 if construction worker  \n",
       "3  -0.02 -0.17  0.075004      labor factors              years of schooling  \n",
       "4  -0.03 -0.18  0.072825     health factors  =1 if in good or excel. health  \n",
       "5   0.01 -0.14  0.076997  area of residence              =1 if live in smsa  \n",
       "6   0.04 -0.11  0.075909      other factors                      =1 if male  \n",
       "7   0.10 -0.05  0.072853      other factors                =1 if Protestant  \n",
       "8   0.08 -0.07  0.078218      labor factors             =1 if self employed  \n",
       "9   0.15  0.00  0.071400  area of residence             =1 if live in south  \n",
       "10  0.08 -0.07  0.072119      other factors             spousal wage income  \n",
       "11 -0.25 -0.39  0.071384      labor factors            mins worked per week  \n",
       "12  0.06 -0.09  0.073262     family factors      =1 if children < 3 present  \n",
       "13  0.14 -0.01  0.076003     family factors                   years married  \n",
       "14  0.04 -0.13  0.089450      labor factors                     hourly wage  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"../examples/data/sleep.csv\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4118c322",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-28T05:58:44.818447Z",
     "start_time": "2024-07-28T05:58:44.597851Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Pearson correlation', ylabel='Confidence interval'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 288x576 with 1 Axes>"
      ]
     },
     "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",
    "              ylabel=\"Confidence interval\",  # y-label title\n",
    "              xlabel=\"Pearson correlation\",  # x-label title\n",
    "              )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "955c9624",
   "metadata": {},
   "source": [
    "## Kwargs for p-value thresholds and symbols should be respected"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9c01b4d7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-28T05:58:45.077006Z",
     "start_time": "2024-07-28T05:58:44.820597Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 288x576 with 1 Axes>"
      ]
     },
     "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",
    "              pval=\"p-val\",  # Column of p-value to be reported on right\n",
    "              decimal_precision=3,\n",
    "              symbols=(\"$^a$\", \"$^b$\", \"$^c$\"),\n",
    "              thresholds=(0.001, 0.01, 0.05)\n",
    "              )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be70e5cb",
   "metadata": {},
   "source": [
    "## CI label and P-value label should have same height fontsize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0a557750",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-28T05:58:45.282133Z",
     "start_time": "2024-07-28T05:58:45.078959Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Confidence interval'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 288x576 with 1 Axes>"
      ]
     },
     "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",
    "              pval=\"p-val\",  # Column of p-value to be reported on right\n",
    "              ylabel=\"Confidence interval\",  # ylabel to print\n",
    "              )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cef56a99",
   "metadata": {},
   "source": [
    "## > 6 rows should work"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9b5a593e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-28T06:02:44.751171Z",
     "start_time": "2024-07-28T06:02:44.495426Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Pearson correlation coefficient'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 288x576 with 1 Axes>"
      ]
     },
     "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\",  # lower & higher limits of conf. int.\n",
    "              varlabel=\"label\",  # column containing the varlabels to be printed on far left\n",
    "              capitalize=\"capitalize\",  # Capitalize labels\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,  # Format as a table\n",
    "              )\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31887e2c",
   "metadata": {},
   "source": [
    "## $\\leq$ 6 rows should work"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cadad7e9",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-28T06:03:16.742230Z",
     "start_time": "2024-07-28T06:03:16.583085Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Pearson correlation coefficient'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 288x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fp.forestplot(df.head(6),  # the dataframe with results data\n",
    "              estimate=\"r\",  # col containing estimated effect size \n",
    "              ll=\"ll\", hl=\"hl\",  # lower & higher limits of conf. int.\n",
    "              varlabel=\"label\",  # column containing the varlabels to be printed on far left\n",
    "              capitalize=\"capitalize\",  # Capitalize labels\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,  # Format as a table\n",
    "              )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8341cb2c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-28T06:03:25.884425Z",
     "start_time": "2024-07-28T06:03:25.750398Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Pearson correlation coefficient'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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",
      "text/plain": [
       "<Figure size 288x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fp.forestplot(df.head(3),  # the dataframe with results data\n",
    "              estimate=\"r\",  # col containing estimated effect size \n",
    "              ll=\"ll\", hl=\"hl\",  # lower & higher limits of conf. int.\n",
    "              varlabel=\"label\",  # column containing the varlabels to be printed on far left\n",
    "              capitalize=\"capitalize\",  # Capitalize labels\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,  # Format as a table\n",
    "              )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "217f61b4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c9fea93",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.11"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
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   "sideBar": true,
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