{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "\n",
    "import math\n",
    "import re\n",
    "\n",
    "from pandas import read_excel\n",
    "from pymongo import MongoClient\n",
    "from pyquery import PyQuery as pq\n",
    "from scipy import stats\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "SHEETS = (\n",
    "    (\"台灣大學醫學院附設醫院_201601-201809.xls\", \"Sheet1\"), \n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "frames = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "for file_name, sheet_name in SHEETS:\n",
    "    data = read_excel(file_name, sheet_name)\n",
    "    frames.append(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.concat(frames, ignore_index=True, sort=False)\n",
    "df.to_excel('concat2.xls')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>醫院</th>\n",
       "      <th>醫師</th>\n",
       "      <th>系統編號</th>\n",
       "      <th>病患姓名</th>\n",
       "      <th>簽署日</th>\n",
       "      <th>key-in日</th>\n",
       "      <th>患者出生年月日</th>\n",
       "      <th>患者狀況</th>\n",
       "      <th>流失/停藥日期</th>\n",
       "      <th>用藥時間</th>\n",
       "      <th>病患是否參加P1NP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>是否自費</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>健保給付</th>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>43</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自費</th>\n",
       "      <td>271</td>\n",
       "      <td>271</td>\n",
       "      <td>271</td>\n",
       "      <td>271</td>\n",
       "      <td>271</td>\n",
       "      <td>271</td>\n",
       "      <td>271</td>\n",
       "      <td>271</td>\n",
       "      <td>187</td>\n",
       "      <td>271</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       醫院   醫師  系統編號  病患姓名  簽署日  key-in日  患者出生年月日  患者狀況  流失/停藥日期  用藥時間  \\\n",
       "是否自費                                                                     \n",
       "健保給付   80   80    80    80   80       80       80    80       43    80   \n",
       "自費    271  271   271   271  271      271      271   271      187   271   \n",
       "\n",
       "      病患是否參加P1NP  \n",
       "是否自費              \n",
       "健保給付           0  \n",
       "自費             1  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print(df['是否自費'])\n",
    "df.groupby('是否自費').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe thead tr th {\n",
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       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"8\" halign=\"left\">用藥時間</th>\n",
       "      <th colspan=\"8\" halign=\"left\">系統編號</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>是否自費</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>健保給付</th>\n",
       "      <td>80.0</td>\n",
       "      <td>12.334821</td>\n",
       "      <td>7.326534</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>6.455357</td>\n",
       "      <td>12.392857</td>\n",
       "      <td>18.651786</td>\n",
       "      <td>24.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>40738.875000</td>\n",
       "      <td>3719.022181</td>\n",
       "      <td>35494.0</td>\n",
       "      <td>37584.0</td>\n",
       "      <td>40289.5</td>\n",
       "      <td>44118.75</td>\n",
       "      <td>47796.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自費</th>\n",
       "      <td>271.0</td>\n",
       "      <td>7.450053</td>\n",
       "      <td>6.200420</td>\n",
       "      <td>0.214286</td>\n",
       "      <td>2.732143</td>\n",
       "      <td>5.642857</td>\n",
       "      <td>10.160714</td>\n",
       "      <td>24.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>41558.937269</td>\n",
       "      <td>3793.111387</td>\n",
       "      <td>35258.0</td>\n",
       "      <td>38007.0</td>\n",
       "      <td>41723.0</td>\n",
       "      <td>44780.00</td>\n",
       "      <td>47792.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       用藥時間                                                                 \\\n",
       "      count       mean       std       min       25%        50%        75%   \n",
       "是否自費                                                                         \n",
       "健保給付   80.0  12.334821  7.326534  0.142857  6.455357  12.392857  18.651786   \n",
       "自費    271.0   7.450053  6.200420  0.214286  2.732143   5.642857  10.160714   \n",
       "\n",
       "             系統編號                                                        \\\n",
       "       max  count          mean          std      min      25%      50%   \n",
       "是否自費                                                                      \n",
       "健保給付  24.0   80.0  40738.875000  3719.022181  35494.0  37584.0  40289.5   \n",
       "自費    24.0  271.0  41558.937269  3793.111387  35258.0  38007.0  41723.0   \n",
       "\n",
       "                         \n",
       "           75%      max  \n",
       "是否自費                     \n",
       "健保給付  44118.75  47796.0  \n",
       "自費    44780.00  47792.0  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('是否自費').describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>醫院</th>\n",
       "      <th>醫師</th>\n",
       "      <th>系統編號</th>\n",
       "      <th>病患姓名</th>\n",
       "      <th>簽署日</th>\n",
       "      <th>key-in日</th>\n",
       "      <th>患者出生年月日</th>\n",
       "      <th>流失/停藥日期</th>\n",
       "      <th>是否自費</th>\n",
       "      <th>用藥時間</th>\n",
       "      <th>病患是否參加P1NP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>患者狀況</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10-成功問卷</th>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>18</td>\n",
       "      <td>111</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11-成功問卷-次回拒訪</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12-成功問卷-已停藥</th>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>210</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20-電話錯誤/無此人</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24-拒訪</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26-往生</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2B-五次聯絡不到</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2D-暫時停藥-觀察中</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2E-暫時停藥-住院中</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2G-連續三個月連絡不到</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31-無人接聽</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33-語音信箱/答錄機</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               醫院   醫師  系統編號  病患姓名  簽署日  key-in日  患者出生年月日  流失/停藥日期  是否自費  \\\n",
       "患者狀況                                                                       \n",
       "10-成功問卷       111  111   111   111  111      111      111       18   111   \n",
       "11-成功問卷-次回拒訪    1    1     1     1    1        1        1        0     1   \n",
       "12-成功問卷-已停藥   210  210   210   210  210      210      210      210   210   \n",
       "20-電話錯誤/無此人     1    1     1     1    1        1        1        0     1   \n",
       "24-拒訪           8    8     8     8    8        8        8        0     8   \n",
       "26-往生           6    6     6     6    6        6        6        0     6   \n",
       "2B-五次聯絡不到       1    1     1     1    1        1        1        0     1   \n",
       "2D-暫時停藥-觀察中     3    3     3     3    3        3        3        1     3   \n",
       "2E-暫時停藥-住院中     1    1     1     1    1        1        1        0     1   \n",
       "2G-連續三個月連絡不到    6    6     6     6    6        6        6        0     6   \n",
       "31-無人接聽         1    1     1     1    1        1        1        0     1   \n",
       "33-語音信箱/答錄機     2    2     2     2    2        2        2        1     2   \n",
       "\n",
       "              用藥時間  病患是否參加P1NP  \n",
       "患者狀況                            \n",
       "10-成功問卷        111           0  \n",
       "11-成功問卷-次回拒訪     1           0  \n",
       "12-成功問卷-已停藥    210           1  \n",
       "20-電話錯誤/無此人      1           0  \n",
       "24-拒訪            8           0  \n",
       "26-往生            6           0  \n",
       "2B-五次聯絡不到        1           0  \n",
       "2D-暫時停藥-觀察中      3           0  \n",
       "2E-暫時停藥-住院中      1           0  \n",
       "2G-連續三個月連絡不到     6           0  \n",
       "31-無人接聽          1           0  \n",
       "33-語音信箱/答錄機      2           0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('患者狀況').count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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 tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"8\" halign=\"left\">用藥時間</th>\n",
       "      <th colspan=\"8\" halign=\"left\">系統編號</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>是否自費</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>健保給付</th>\n",
       "      <td>36.0</td>\n",
       "      <td>13.112103</td>\n",
       "      <td>6.840638</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>7.678571</td>\n",
       "      <td>16.196429</td>\n",
       "      <td>18.651786</td>\n",
       "      <td>20.857143</td>\n",
       "      <td>36.0</td>\n",
       "      <td>38853.555556</td>\n",
       "      <td>3038.409645</td>\n",
       "      <td>35494.0</td>\n",
       "      <td>37015.75</td>\n",
       "      <td>37777.0</td>\n",
       "      <td>40363.25</td>\n",
       "      <td>47017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自費</th>\n",
       "      <td>174.0</td>\n",
       "      <td>7.182677</td>\n",
       "      <td>5.494101</td>\n",
       "      <td>0.678571</td>\n",
       "      <td>2.758929</td>\n",
       "      <td>5.678571</td>\n",
       "      <td>9.705357</td>\n",
       "      <td>23.714286</td>\n",
       "      <td>174.0</td>\n",
       "      <td>40316.954023</td>\n",
       "      <td>3181.145216</td>\n",
       "      <td>35335.0</td>\n",
       "      <td>37448.50</td>\n",
       "      <td>40391.5</td>\n",
       "      <td>42677.75</td>\n",
       "      <td>46896.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       用藥時間                                                                 \\\n",
       "      count       mean       std       min       25%        50%        75%   \n",
       "是否自費                                                                         \n",
       "健保給付   36.0  13.112103  6.840638  0.750000  7.678571  16.196429  18.651786   \n",
       "自費    174.0   7.182677  5.494101  0.678571  2.758929   5.678571   9.705357   \n",
       "\n",
       "                  系統編號                                                         \\\n",
       "            max  count          mean          std      min       25%      50%   \n",
       "是否自費                                                                            \n",
       "健保給付  20.857143   36.0  38853.555556  3038.409645  35494.0  37015.75  37777.0   \n",
       "自費    23.714286  174.0  40316.954023  3181.145216  35335.0  37448.50  40391.5   \n",
       "\n",
       "                         \n",
       "           75%      max  \n",
       "是否自費                     \n",
       "健保給付  40363.25  47017.0  \n",
       "自費    42677.75  46896.0  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df.query('患者狀況 == \"12-成功問卷-已停藥\"')\n",
    "df2.groupby('是否自費').describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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