medical_merge.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0f1a81fa",
   "metadata": {},
   "source": [
    "# 데이터 불러오기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "55e501e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ccdda0d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_walk=pd.read_csv(\"C:/Users/82102/Desktop/의료/128.치매 고위험군 라이프로그/128.치매 고위험군 라이프로그/01.데이터/1.Training/원천데이터/1.걸음걸이/train_activity.csv\")\n",
    "train_sleep=pd.read_csv(\"C:/Users/82102/Desktop/의료/128.치매 고위험군 라이프로그/128.치매 고위험군 라이프로그/01.데이터/1.Training/원천데이터/2.수면/train_sleep.csv\")\n",
    "train_think=pd.read_csv(\"C:/Users/82102/Desktop/의료/128.치매 고위험군 라이프로그/128.치매 고위험군 라이프로그/01.데이터/1.Training/원천데이터/3.인지기능/train_mmse.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "956bf465",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(9705, 31) (9705, 36) (141, 38)\n"
     ]
    }
   ],
   "source": [
    "print(train_walk.shape, train_sleep.shape, train_think.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "523703a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "105"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "31+36+38"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b771732a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['EMAIL', 'activity_average_met', 'activity_cal_active',\n",
       "       'activity_cal_total', 'activity_class_5min', 'activity_daily_movement',\n",
       "       'activity_day_end', 'activity_day_start', 'activity_high',\n",
       "       'activity_inactive', 'activity_inactivity_alerts', 'activity_low',\n",
       "       'activity_medium', 'activity_met_1min', 'activity_met_min_high',\n",
       "       'activity_met_min_inactive', 'activity_met_min_low',\n",
       "       'activity_met_min_medium', 'activity_non_wear', 'activity_rest',\n",
       "       'activity_score', 'activity_score_meet_daily_targets',\n",
       "       'activity_score_move_every_hour', 'activity_score_recovery_time',\n",
       "       'activity_score_stay_active', 'activity_score_training_frequency',\n",
       "       'activity_score_training_volume', 'activity_steps', 'activity_total',\n",
       "       'CONVERT(activity_class_5min USING utf8)',\n",
       "       'CONVERT(activity_met_1min USING utf8)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_walk.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "47afcf61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['EMAIL', 'sleep_awake', 'sleep_bedtime_end', 'sleep_bedtime_start',\n",
       "       'sleep_breath_average', 'sleep_deep', 'sleep_duration',\n",
       "       'sleep_efficiency', 'sleep_hr_5min', 'sleep_hr_average',\n",
       "       'sleep_hr_lowest', 'sleep_hypnogram_5min', 'sleep_is_longest',\n",
       "       'sleep_light', 'sleep_midpoint_at_delta', 'sleep_midpoint_time',\n",
       "       'sleep_onset_latency', 'sleep_period_id', 'sleep_rem', 'sleep_restless',\n",
       "       'sleep_rmssd', 'sleep_rmssd_5min', 'sleep_score',\n",
       "       'sleep_score_alignment', 'sleep_score_deep', 'sleep_score_disturbances',\n",
       "       'sleep_score_efficiency', 'sleep_score_latency', 'sleep_score_rem',\n",
       "       'sleep_score_total', 'sleep_temperature_delta',\n",
       "       'sleep_temperature_deviation', 'sleep_total',\n",
       "       'CONVERT(sleep_hr_5min USING utf8)',\n",
       "       'CONVERT(sleep_hypnogram_5min USING utf8)',\n",
       "       'CONVERT(sleep_rmssd_5min USING utf8)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_sleep.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "5c5a5722",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['SAMPLE_EMAIL', 'DIAG_SEQ', 'DIAG_NM', 'DOCTOR_NM', 'MMSE_NUM',\n",
       "       'MMSE_KIND', 'Q01', 'Q02', 'Q03', 'Q04', 'Q05', 'Q06', 'Q07', 'Q08',\n",
       "       'Q09', 'Q10', 'Q11_1', 'Q11_2', 'Q11_3', 'Q12_1', 'Q12_2', 'Q12_3',\n",
       "       'Q12_4', 'Q12_5', 'Q12_TOTAL', 'Q13_1', 'Q13_2', 'Q13_3', 'Q14_1',\n",
       "       'Q14_2', 'Q15', 'Q16_1', 'Q16_2', 'Q16_3', 'Q17', 'Q18', 'Q19',\n",
       "       'TOTAL'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_think.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "513d5761",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "141"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_walk['EMAIL'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c8fc690b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "141"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_sleep['EMAIL'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "06aede19",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(9705, 31) (9705, 36)\n"
     ]
    }
   ],
   "source": [
    "print(train_walk.shape, train_sleep.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "aaa87c26",
   "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>EMAIL</th>\n",
       "      <th>activity_average_met</th>\n",
       "      <th>activity_cal_active</th>\n",
       "      <th>activity_cal_total</th>\n",
       "      <th>activity_class_5min</th>\n",
       "      <th>activity_daily_movement</th>\n",
       "      <th>activity_day_end</th>\n",
       "      <th>activity_day_start</th>\n",
       "      <th>activity_high</th>\n",
       "      <th>activity_inactive</th>\n",
       "      <th>...</th>\n",
       "      <th>activity_score_meet_daily_targets</th>\n",
       "      <th>activity_score_move_every_hour</th>\n",
       "      <th>activity_score_recovery_time</th>\n",
       "      <th>activity_score_stay_active</th>\n",
       "      <th>activity_score_training_frequency</th>\n",
       "      <th>activity_score_training_volume</th>\n",
       "      <th>activity_steps</th>\n",
       "      <th>activity_total</th>\n",
       "      <th>CONVERT(activity_class_5min USING utf8)</th>\n",
       "      <th>CONVERT(activity_met_1min USING utf8)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.28125</td>\n",
       "      <td>196</td>\n",
       "      <td>2251</td>\n",
       "      <td>...</td>\n",
       "      <td>3353</td>\n",
       "      <td>2020-10-20T03:59:59+09:00</td>\n",
       "      <td>2020-10-19T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>714</td>\n",
       "      <td>...</td>\n",
       "      <td>78</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>54</td>\n",
       "      <td>100</td>\n",
       "      <td>97</td>\n",
       "      <td>4212</td>\n",
       "      <td>207</td>\n",
       "      <td>1/1/2/2/2/2/1/1/1/1/1/1/1/2/2/2/2/2/2/3/3/2/2/...</td>\n",
       "      <td>1.2/0.9/1/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.25000</td>\n",
       "      <td>145</td>\n",
       "      <td>2159</td>\n",
       "      <td>...</td>\n",
       "      <td>2516</td>\n",
       "      <td>2020-10-21T03:59:59+09:00</td>\n",
       "      <td>2020-10-20T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>719</td>\n",
       "      <td>...</td>\n",
       "      <td>60</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>58</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>3306</td>\n",
       "      <td>140</td>\n",
       "      <td>1/1/1/2/2/2/2/2/2/2/2/2/1/1/1/1/1/2/3/3/3/3/2/...</td>\n",
       "      <td>0.9/0.9/1.3/1/0.9/0.9/1.1/0.9/1/0.9/1/0.9/1/0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.21875</td>\n",
       "      <td>118</td>\n",
       "      <td>2140</td>\n",
       "      <td>...</td>\n",
       "      <td>1716</td>\n",
       "      <td>2020-10-22T03:59:59+09:00</td>\n",
       "      <td>2020-10-21T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>708</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>55</td>\n",
       "      <td>71</td>\n",
       "      <td>83</td>\n",
       "      <td>2550</td>\n",
       "      <td>131</td>\n",
       "      <td>1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/2/3/3/3/...</td>\n",
       "      <td>0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.28125</td>\n",
       "      <td>180</td>\n",
       "      <td>2240</td>\n",
       "      <td>...</td>\n",
       "      <td>2791</td>\n",
       "      <td>2020-10-23T03:59:59+09:00</td>\n",
       "      <td>2020-10-22T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>705</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>58</td>\n",
       "      <td>71</td>\n",
       "      <td>59</td>\n",
       "      <td>4009</td>\n",
       "      <td>208</td>\n",
       "      <td>1/1/1/1/1/1/1/1/1/1/2/2/2/2/3/3/3/2/3/3/3/3/3/...</td>\n",
       "      <td>0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>374</td>\n",
       "      <td>2559</td>\n",
       "      <td>...</td>\n",
       "      <td>5393</td>\n",
       "      <td>2020-10-24T03:59:59+09:00</td>\n",
       "      <td>2020-10-23T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>437</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>89</td>\n",
       "      <td>40</td>\n",
       "      <td>46</td>\n",
       "      <td>8081</td>\n",
       "      <td>517</td>\n",
       "      <td>1/1/1/2/2/2/2/2/2/1/1/1/3/2/2/1/2/2/2/3/3/2/2/...</td>\n",
       "      <td>0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.53125</td>\n",
       "      <td>436</td>\n",
       "      <td>2630</td>\n",
       "      <td>...</td>\n",
       "      <td>6860</td>\n",
       "      <td>2020-10-25T03:59:59+09:00</td>\n",
       "      <td>2020-10-24T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>377</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "      <td>45</td>\n",
       "      <td>9204</td>\n",
       "      <td>561</td>\n",
       "      <td>1/1/1/1/1/2/2/2/2/2/2/2/2/3/3/3/3/3/3/3/3/2/2/...</td>\n",
       "      <td>1.3/0.9/1/1.1/0.9/0.9/0.9/1.2/0.9/0.9/0.9/0.9/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.28125</td>\n",
       "      <td>159</td>\n",
       "      <td>2212</td>\n",
       "      <td>...</td>\n",
       "      <td>2433</td>\n",
       "      <td>2020-10-26T03:59:59+09:00</td>\n",
       "      <td>2020-10-25T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>679</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>55</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>3730</td>\n",
       "      <td>203</td>\n",
       "      <td>1/1/1/1/1/2/2/2/2/2/2/2/2/2/2/1/2/2/3/3/3/2/3/...</td>\n",
       "      <td>0.9/0.9/0.9/0.9/1.3/1/1/0.9/1.1/0.9/0.9/0.9/0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.28125</td>\n",
       "      <td>159</td>\n",
       "      <td>2212</td>\n",
       "      <td>...</td>\n",
       "      <td>2365</td>\n",
       "      <td>2020-10-27T03:59:59+09:00</td>\n",
       "      <td>2020-10-26T04:00:00+09:00</td>\n",
       "      <td>1</td>\n",
       "      <td>644</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>64</td>\n",
       "      <td>1</td>\n",
       "      <td>44</td>\n",
       "      <td>3281</td>\n",
       "      <td>197</td>\n",
       "      <td>1/1/1/1/1/1/1/1/1/1/2/3/3/3/2/3/2/2/2/2/2/2/3/...</td>\n",
       "      <td>0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/1.3/1/0.9/1.1/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.43750</td>\n",
       "      <td>407</td>\n",
       "      <td>2508</td>\n",
       "      <td>...</td>\n",
       "      <td>7288</td>\n",
       "      <td>2020-10-28T03:59:59+09:00</td>\n",
       "      <td>2020-10-27T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>467</td>\n",
       "      <td>...</td>\n",
       "      <td>60</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>85</td>\n",
       "      <td>1</td>\n",
       "      <td>54</td>\n",
       "      <td>8050</td>\n",
       "      <td>399</td>\n",
       "      <td>1/1/1/1/1/1/1/1/1/1/1/1/1/2/2/2/2/3/2/2/3/2/3/...</td>\n",
       "      <td>0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.50000</td>\n",
       "      <td>408</td>\n",
       "      <td>2587</td>\n",
       "      <td>...</td>\n",
       "      <td>6368</td>\n",
       "      <td>2020-10-29T03:59:59+09:00</td>\n",
       "      <td>2020-10-28T04:00:00+09:00</td>\n",
       "      <td>1</td>\n",
       "      <td>438</td>\n",
       "      <td>...</td>\n",
       "      <td>78</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>85</td>\n",
       "      <td>40</td>\n",
       "      <td>65</td>\n",
       "      <td>8466</td>\n",
       "      <td>521</td>\n",
       "      <td>1/1/1/1/2/2/2/2/2/2/2/2/2/2/2/2/2/2/2/2/3/3/3/...</td>\n",
       "      <td>0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              EMAIL  activity_average_met  activity_cal_active  \\\n",
       "0  nia+279@rowan.kr               1.28125                  196   \n",
       "1  nia+279@rowan.kr               1.25000                  145   \n",
       "2  nia+279@rowan.kr               1.21875                  118   \n",
       "3  nia+279@rowan.kr               1.28125                  180   \n",
       "4  nia+279@rowan.kr               1.46875                  374   \n",
       "5  nia+279@rowan.kr               1.53125                  436   \n",
       "6  nia+279@rowan.kr               1.28125                  159   \n",
       "7  nia+279@rowan.kr               1.28125                  159   \n",
       "8  nia+279@rowan.kr               1.43750                  407   \n",
       "9  nia+279@rowan.kr               1.50000                  408   \n",
       "\n",
       "   activity_cal_total activity_class_5min  activity_daily_movement  \\\n",
       "0                2251                 ...                     3353   \n",
       "1                2159                 ...                     2516   \n",
       "2                2140                 ...                     1716   \n",
       "3                2240                 ...                     2791   \n",
       "4                2559                 ...                     5393   \n",
       "5                2630                 ...                     6860   \n",
       "6                2212                 ...                     2433   \n",
       "7                2212                 ...                     2365   \n",
       "8                2508                 ...                     7288   \n",
       "9                2587                 ...                     6368   \n",
       "\n",
       "            activity_day_end         activity_day_start  activity_high  \\\n",
       "0  2020-10-20T03:59:59+09:00  2020-10-19T04:00:00+09:00              0   \n",
       "1  2020-10-21T03:59:59+09:00  2020-10-20T04:00:00+09:00              0   \n",
       "2  2020-10-22T03:59:59+09:00  2020-10-21T04:00:00+09:00              0   \n",
       "3  2020-10-23T03:59:59+09:00  2020-10-22T04:00:00+09:00              0   \n",
       "4  2020-10-24T03:59:59+09:00  2020-10-23T04:00:00+09:00              0   \n",
       "5  2020-10-25T03:59:59+09:00  2020-10-24T04:00:00+09:00              0   \n",
       "6  2020-10-26T03:59:59+09:00  2020-10-25T04:00:00+09:00              0   \n",
       "7  2020-10-27T03:59:59+09:00  2020-10-26T04:00:00+09:00              1   \n",
       "8  2020-10-28T03:59:59+09:00  2020-10-27T04:00:00+09:00              0   \n",
       "9  2020-10-29T03:59:59+09:00  2020-10-28T04:00:00+09:00              1   \n",
       "\n",
       "   activity_inactive  ...  activity_score_meet_daily_targets  \\\n",
       "0                714  ...                                 78   \n",
       "1                719  ...                                 60   \n",
       "2                708  ...                                 43   \n",
       "3                705  ...                                 43   \n",
       "4                437  ...                                 43   \n",
       "5                377  ...                                 43   \n",
       "6                679  ...                                 43   \n",
       "7                644  ...                                 43   \n",
       "8                467  ...                                 60   \n",
       "9                438  ...                                 78   \n",
       "\n",
       "   activity_score_move_every_hour  activity_score_recovery_time  \\\n",
       "0                             100                           100   \n",
       "1                             100                           100   \n",
       "2                              95                           100   \n",
       "3                             100                           100   \n",
       "4                             100                           100   \n",
       "5                             100                           100   \n",
       "6                             100                           100   \n",
       "7                              95                           100   \n",
       "8                             100                           100   \n",
       "9                             100                           100   \n",
       "\n",
       "  activity_score_stay_active  activity_score_training_frequency  \\\n",
       "0                         54                                100   \n",
       "1                         58                                 96   \n",
       "2                         55                                 71   \n",
       "3                         58                                 71   \n",
       "4                         89                                 40   \n",
       "5                         95                                  1   \n",
       "6                         55                                  1   \n",
       "7                         64                                  1   \n",
       "8                         85                                  1   \n",
       "9                         85                                 40   \n",
       "\n",
       "   activity_score_training_volume  activity_steps  activity_total  \\\n",
       "0                              97            4212             207   \n",
       "1                              96            3306             140   \n",
       "2                              83            2550             131   \n",
       "3                              59            4009             208   \n",
       "4                              46            8081             517   \n",
       "5                              45            9204             561   \n",
       "6                              48            3730             203   \n",
       "7                              44            3281             197   \n",
       "8                              54            8050             399   \n",
       "9                              65            8466             521   \n",
       "\n",
       "             CONVERT(activity_class_5min USING utf8)  \\\n",
       "0  1/1/2/2/2/2/1/1/1/1/1/1/1/2/2/2/2/2/2/3/3/2/2/...   \n",
       "1  1/1/1/2/2/2/2/2/2/2/2/2/1/1/1/1/1/2/3/3/3/3/2/...   \n",
       "2  1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/2/3/3/3/...   \n",
       "3  1/1/1/1/1/1/1/1/1/1/2/2/2/2/3/3/3/2/3/3/3/3/3/...   \n",
       "4  1/1/1/2/2/2/2/2/2/1/1/1/3/2/2/1/2/2/2/3/3/2/2/...   \n",
       "5  1/1/1/1/1/2/2/2/2/2/2/2/2/3/3/3/3/3/3/3/3/2/2/...   \n",
       "6  1/1/1/1/1/2/2/2/2/2/2/2/2/2/2/1/2/2/3/3/3/2/3/...   \n",
       "7  1/1/1/1/1/1/1/1/1/1/2/3/3/3/2/3/2/2/2/2/2/2/3/...   \n",
       "8  1/1/1/1/1/1/1/1/1/1/1/1/1/2/2/2/2/3/2/2/3/2/3/...   \n",
       "9  1/1/1/1/2/2/2/2/2/2/2/2/2/2/2/2/2/2/2/2/3/3/3/...   \n",
       "\n",
       "               CONVERT(activity_met_1min USING utf8)  \n",
       "0  1.2/0.9/1/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/...  \n",
       "1  0.9/0.9/1.3/1/0.9/0.9/1.1/0.9/1/0.9/1/0.9/1/0....  \n",
       "2  0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....  \n",
       "3  0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....  \n",
       "4  0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....  \n",
       "5  1.3/0.9/1/1.1/0.9/0.9/0.9/1.2/0.9/0.9/0.9/0.9/...  \n",
       "6  0.9/0.9/0.9/0.9/1.3/1/1/0.9/1.1/0.9/0.9/0.9/0....  \n",
       "7  0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/1.3/1/0.9/1.1/...  \n",
       "8  0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....  \n",
       "9  0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....  \n",
       "\n",
       "[10 rows x 31 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_walk.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f70eb8fa",
   "metadata": {
    "scrolled": true
   },
   "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>EMAIL</th>\n",
       "      <th>sleep_awake</th>\n",
       "      <th>sleep_bedtime_end</th>\n",
       "      <th>sleep_bedtime_start</th>\n",
       "      <th>sleep_breath_average</th>\n",
       "      <th>sleep_deep</th>\n",
       "      <th>sleep_duration</th>\n",
       "      <th>sleep_efficiency</th>\n",
       "      <th>sleep_hr_5min</th>\n",
       "      <th>sleep_hr_average</th>\n",
       "      <th>...</th>\n",
       "      <th>sleep_score_efficiency</th>\n",
       "      <th>sleep_score_latency</th>\n",
       "      <th>sleep_score_rem</th>\n",
       "      <th>sleep_score_total</th>\n",
       "      <th>sleep_temperature_delta</th>\n",
       "      <th>sleep_temperature_deviation</th>\n",
       "      <th>sleep_total</th>\n",
       "      <th>CONVERT(sleep_hr_5min USING utf8)</th>\n",
       "      <th>CONVERT(sleep_hypnogram_5min USING utf8)</th>\n",
       "      <th>CONVERT(sleep_rmssd_5min USING utf8)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>8700</td>\n",
       "      <td>2020-10-19T05:10:28+09:00</td>\n",
       "      <td>2020-10-18T18:38:28+09:00</td>\n",
       "      <td>17.875</td>\n",
       "      <td>10110</td>\n",
       "      <td>37920</td>\n",
       "      <td>77</td>\n",
       "      <td>...</td>\n",
       "      <td>53.04</td>\n",
       "      <td>...</td>\n",
       "      <td>65</td>\n",
       "      <td>89</td>\n",
       "      <td>56</td>\n",
       "      <td>94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29220</td>\n",
       "      <td>63/61/59/58/58/58/56/55/54/53/53/53/0/0/54/57/...</td>\n",
       "      <td>4/2/2/2/2/1/1/2/2/2/2/2/4/4/4/1/1/4/4/4/2/2/2/...</td>\n",
       "      <td>18/28/25/28/34/34/35/45/54/36/36/60/0/0/34/22/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>6570</td>\n",
       "      <td>2020-10-20T05:37:52+09:00</td>\n",
       "      <td>2020-10-19T21:39:52+09:00</td>\n",
       "      <td>18.000</td>\n",
       "      <td>7440</td>\n",
       "      <td>28680</td>\n",
       "      <td>77</td>\n",
       "      <td>...</td>\n",
       "      <td>52.82</td>\n",
       "      <td>...</td>\n",
       "      <td>65</td>\n",
       "      <td>97</td>\n",
       "      <td>43</td>\n",
       "      <td>65</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.34</td>\n",
       "      <td>22110</td>\n",
       "      <td>0/51/0/51/52/52/52/52/53/53/53/52/52/53/53/53/...</td>\n",
       "      <td>4/2/4/2/2/2/1/1/1/2/2/3/3/3/3/3/3/3/1/1/1/4/4/...</td>\n",
       "      <td>0/49/0/38/51/17/18/18/26/27/24/29/36/31/32/34/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>10530</td>\n",
       "      <td>2020-10-21T05:45:28+09:00</td>\n",
       "      <td>2020-10-20T20:51:28+09:00</td>\n",
       "      <td>18.000</td>\n",
       "      <td>4620</td>\n",
       "      <td>32040</td>\n",
       "      <td>67</td>\n",
       "      <td>...</td>\n",
       "      <td>52.01</td>\n",
       "      <td>...</td>\n",
       "      <td>41</td>\n",
       "      <td>75</td>\n",
       "      <td>68</td>\n",
       "      <td>62</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>21510</td>\n",
       "      <td>54/56/0/55/53/55/56/55/0/55/54/54/54/0/0/55/55...</td>\n",
       "      <td>4/2/1/1/2/2/4/4/4/4/2/2/2/4/4/4/2/4/4/4/4/4/4/...</td>\n",
       "      <td>56/47/0/49/42/57/44/49/0/46/54/47/55/0/0/55/53...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>4080</td>\n",
       "      <td>2020-10-22T05:12:16+09:00</td>\n",
       "      <td>2020-10-21T22:08:16+09:00</td>\n",
       "      <td>17.500</td>\n",
       "      <td>7440</td>\n",
       "      <td>25440</td>\n",
       "      <td>84</td>\n",
       "      <td>...</td>\n",
       "      <td>51.07</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>83</td>\n",
       "      <td>73</td>\n",
       "      <td>62</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>21360</td>\n",
       "      <td>0/54/53/53/54/54/54/53/53/53/53/54/51/50/51/51...</td>\n",
       "      <td>4/4/1/1/1/1/1/1/1/1/1/4/2/2/2/2/1/1/1/1/1/4/2/...</td>\n",
       "      <td>0/40/40/40/37/46/35/46/44/56/50/48/41/55/55/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>7170</td>\n",
       "      <td>2020-10-23T02:23:30+09:00</td>\n",
       "      <td>2020-10-22T20:38:30+09:00</td>\n",
       "      <td>17.875</td>\n",
       "      <td>4320</td>\n",
       "      <td>20700</td>\n",
       "      <td>65</td>\n",
       "      <td>...</td>\n",
       "      <td>50.80</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>78</td>\n",
       "      <td>25</td>\n",
       "      <td>29</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>13530</td>\n",
       "      <td>0/49/50/50/50/50/50/50/51/0/0/0/0/0/0/0/0/50/5...</td>\n",
       "      <td>4/2/2/2/2/1/1/1/2/4/4/4/4/4/4/4/4/4/2/1/1/1/1/...</td>\n",
       "      <td>0/81/60/74/62/63/56/78/81/0/0/0/0/0/0/0/0/60/4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>2850</td>\n",
       "      <td>2020-10-24T04:49:37+09:00</td>\n",
       "      <td>2020-10-23T21:16:37+09:00</td>\n",
       "      <td>19.000</td>\n",
       "      <td>7290</td>\n",
       "      <td>27180</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>59.68</td>\n",
       "      <td>...</td>\n",
       "      <td>95</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>74</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>24330</td>\n",
       "      <td>61/61/60/60/60/62/62/61/61/61/61/61/64/63/61/6...</td>\n",
       "      <td>4/2/2/1/1/1/2/1/1/1/1/1/3/3/3/3/3/3/3/3/3/3/1/...</td>\n",
       "      <td>28/36/29/36/33/30/26/26/25/29/27/28/24/23/24/2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>3930</td>\n",
       "      <td>2020-10-25T04:30:09+09:00</td>\n",
       "      <td>2020-10-24T20:36:09+09:00</td>\n",
       "      <td>18.000</td>\n",
       "      <td>5820</td>\n",
       "      <td>28440</td>\n",
       "      <td>86</td>\n",
       "      <td>...</td>\n",
       "      <td>53.79</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>97</td>\n",
       "      <td>76</td>\n",
       "      <td>75</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.62</td>\n",
       "      <td>24510</td>\n",
       "      <td>0/0/0/57/58/57/58/0/0/55/55/54/54/0/53/54/0/0/...</td>\n",
       "      <td>4/4/4/2/1/1/2/4/2/2/2/2/2/4/3/3/3/3/3/2/2/2/4/...</td>\n",
       "      <td>0/0/0/33/41/41/37/0/0/22/43/26/21/0/66/84/0/0/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1380</td>\n",
       "      <td>2020-10-26T04:57:32+09:00</td>\n",
       "      <td>2020-10-25T21:19:32+09:00</td>\n",
       "      <td>18.250</td>\n",
       "      <td>9750</td>\n",
       "      <td>27480</td>\n",
       "      <td>95</td>\n",
       "      <td>...</td>\n",
       "      <td>54.16</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>97</td>\n",
       "      <td>55</td>\n",
       "      <td>81</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>26100</td>\n",
       "      <td>0/56/56/55/55/55/55/56/56/58/57/58/59/55/56/56...</td>\n",
       "      <td>4/2/4/2/2/1/1/1/1/1/1/1/2/2/1/1/1/1/1/2/2/2/2/...</td>\n",
       "      <td>0/50/44/46/40/39/48/39/47/42/45/50/41/47/44/40...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>5610</td>\n",
       "      <td>2020-10-27T05:10:35+09:00</td>\n",
       "      <td>2020-10-26T21:53:35+09:00</td>\n",
       "      <td>17.625</td>\n",
       "      <td>6660</td>\n",
       "      <td>26220</td>\n",
       "      <td>79</td>\n",
       "      <td>...</td>\n",
       "      <td>49.63</td>\n",
       "      <td>...</td>\n",
       "      <td>69</td>\n",
       "      <td>83</td>\n",
       "      <td>47</td>\n",
       "      <td>59</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>20610</td>\n",
       "      <td>0/0/0/0/48/48/0/0/0/0/0/49/47/48/49/50/50/51/5...</td>\n",
       "      <td>4/4/4/4/2/2/4/4/4/4/4/2/2/1/1/1/1/2/2/1/2/1/2/...</td>\n",
       "      <td>0/0/0/0/54/68/0/0/0/0/0/68/82/66/52/62/44/40/4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>6180</td>\n",
       "      <td>2020-10-28T04:26:40+09:00</td>\n",
       "      <td>2020-10-27T19:50:40+09:00</td>\n",
       "      <td>17.875</td>\n",
       "      <td>7020</td>\n",
       "      <td>30960</td>\n",
       "      <td>80</td>\n",
       "      <td>...</td>\n",
       "      <td>51.98</td>\n",
       "      <td>...</td>\n",
       "      <td>72</td>\n",
       "      <td>97</td>\n",
       "      <td>28</td>\n",
       "      <td>76</td>\n",
       "      <td>0.51</td>\n",
       "      <td>0.51</td>\n",
       "      <td>24780</td>\n",
       "      <td>0/0/0/65/63/61/61/59/58/0/56/54/54/53/54/54/0/...</td>\n",
       "      <td>4/4/4/2/1/1/2/2/4/4/2/2/2/1/1/4/4/4/4/4/4/4/4/...</td>\n",
       "      <td>0/0/0/22/21/22/18/26/26/0/30/34/38/38/41/41/0/...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              EMAIL  sleep_awake          sleep_bedtime_end  \\\n",
       "0  nia+279@rowan.kr         8700  2020-10-19T05:10:28+09:00   \n",
       "1  nia+279@rowan.kr         6570  2020-10-20T05:37:52+09:00   \n",
       "2  nia+279@rowan.kr        10530  2020-10-21T05:45:28+09:00   \n",
       "3  nia+279@rowan.kr         4080  2020-10-22T05:12:16+09:00   \n",
       "4  nia+279@rowan.kr         7170  2020-10-23T02:23:30+09:00   \n",
       "5  nia+279@rowan.kr         2850  2020-10-24T04:49:37+09:00   \n",
       "6  nia+279@rowan.kr         3930  2020-10-25T04:30:09+09:00   \n",
       "7  nia+279@rowan.kr         1380  2020-10-26T04:57:32+09:00   \n",
       "8  nia+279@rowan.kr         5610  2020-10-27T05:10:35+09:00   \n",
       "9  nia+279@rowan.kr         6180  2020-10-28T04:26:40+09:00   \n",
       "\n",
       "         sleep_bedtime_start  sleep_breath_average  sleep_deep  \\\n",
       "0  2020-10-18T18:38:28+09:00                17.875       10110   \n",
       "1  2020-10-19T21:39:52+09:00                18.000        7440   \n",
       "2  2020-10-20T20:51:28+09:00                18.000        4620   \n",
       "3  2020-10-21T22:08:16+09:00                17.500        7440   \n",
       "4  2020-10-22T20:38:30+09:00                17.875        4320   \n",
       "5  2020-10-23T21:16:37+09:00                19.000        7290   \n",
       "6  2020-10-24T20:36:09+09:00                18.000        5820   \n",
       "7  2020-10-25T21:19:32+09:00                18.250        9750   \n",
       "8  2020-10-26T21:53:35+09:00                17.625        6660   \n",
       "9  2020-10-27T19:50:40+09:00                17.875        7020   \n",
       "\n",
       "   sleep_duration  sleep_efficiency sleep_hr_5min  sleep_hr_average  ...  \\\n",
       "0           37920                77           ...             53.04  ...   \n",
       "1           28680                77           ...             52.82  ...   \n",
       "2           32040                67           ...             52.01  ...   \n",
       "3           25440                84           ...             51.07  ...   \n",
       "4           20700                65           ...             50.80  ...   \n",
       "5           27180                90           ...             59.68  ...   \n",
       "6           28440                86           ...             53.79  ...   \n",
       "7           27480                95           ...             54.16  ...   \n",
       "8           26220                79           ...             49.63  ...   \n",
       "9           30960                80           ...             51.98  ...   \n",
       "\n",
       "   sleep_score_efficiency sleep_score_latency  sleep_score_rem  \\\n",
       "0                      65                  89               56   \n",
       "1                      65                  97               43   \n",
       "2                      41                  75               68   \n",
       "3                      81                  83               73   \n",
       "4                      39                  78               25   \n",
       "5                      95                  70               71   \n",
       "6                      86                  97               76   \n",
       "7                     100                  97               55   \n",
       "8                      69                  83               47   \n",
       "9                      72                  97               28   \n",
       "\n",
       "   sleep_score_total  sleep_temperature_delta  sleep_temperature_deviation  \\\n",
       "0                 94                     0.00                         0.00   \n",
       "1                 65                     0.34                         0.34   \n",
       "2                 62                    -0.07                        -0.07   \n",
       "3                 62                    -0.14                        -0.14   \n",
       "4                 29                    -0.50                        -0.50   \n",
       "5                 74                    -0.14                        -0.14   \n",
       "6                 75                     0.62                         0.62   \n",
       "7                 81                    -0.06                        -0.06   \n",
       "8                 59                    -0.05                        -0.05   \n",
       "9                 76                     0.51                         0.51   \n",
       "\n",
       "   sleep_total                  CONVERT(sleep_hr_5min USING utf8)  \\\n",
       "0        29220  63/61/59/58/58/58/56/55/54/53/53/53/0/0/54/57/...   \n",
       "1        22110  0/51/0/51/52/52/52/52/53/53/53/52/52/53/53/53/...   \n",
       "2        21510  54/56/0/55/53/55/56/55/0/55/54/54/54/0/0/55/55...   \n",
       "3        21360  0/54/53/53/54/54/54/53/53/53/53/54/51/50/51/51...   \n",
       "4        13530  0/49/50/50/50/50/50/50/51/0/0/0/0/0/0/0/0/50/5...   \n",
       "5        24330  61/61/60/60/60/62/62/61/61/61/61/61/64/63/61/6...   \n",
       "6        24510  0/0/0/57/58/57/58/0/0/55/55/54/54/0/53/54/0/0/...   \n",
       "7        26100  0/56/56/55/55/55/55/56/56/58/57/58/59/55/56/56...   \n",
       "8        20610  0/0/0/0/48/48/0/0/0/0/0/49/47/48/49/50/50/51/5...   \n",
       "9        24780  0/0/0/65/63/61/61/59/58/0/56/54/54/53/54/54/0/...   \n",
       "\n",
       "            CONVERT(sleep_hypnogram_5min USING utf8)  \\\n",
       "0  4/2/2/2/2/1/1/2/2/2/2/2/4/4/4/1/1/4/4/4/2/2/2/...   \n",
       "1  4/2/4/2/2/2/1/1/1/2/2/3/3/3/3/3/3/3/1/1/1/4/4/...   \n",
       "2  4/2/1/1/2/2/4/4/4/4/2/2/2/4/4/4/2/4/4/4/4/4/4/...   \n",
       "3  4/4/1/1/1/1/1/1/1/1/1/4/2/2/2/2/1/1/1/1/1/4/2/...   \n",
       "4  4/2/2/2/2/1/1/1/2/4/4/4/4/4/4/4/4/4/2/1/1/1/1/...   \n",
       "5  4/2/2/1/1/1/2/1/1/1/1/1/3/3/3/3/3/3/3/3/3/3/1/...   \n",
       "6  4/4/4/2/1/1/2/4/2/2/2/2/2/4/3/3/3/3/3/2/2/2/4/...   \n",
       "7  4/2/4/2/2/1/1/1/1/1/1/1/2/2/1/1/1/1/1/2/2/2/2/...   \n",
       "8  4/4/4/4/2/2/4/4/4/4/4/2/2/1/1/1/1/2/2/1/2/1/2/...   \n",
       "9  4/4/4/2/1/1/2/2/4/4/2/2/2/1/1/4/4/4/4/4/4/4/4/...   \n",
       "\n",
       "                CONVERT(sleep_rmssd_5min USING utf8)  \n",
       "0  18/28/25/28/34/34/35/45/54/36/36/60/0/0/34/22/...  \n",
       "1  0/49/0/38/51/17/18/18/26/27/24/29/36/31/32/34/...  \n",
       "2  56/47/0/49/42/57/44/49/0/46/54/47/55/0/0/55/53...  \n",
       "3  0/40/40/40/37/46/35/46/44/56/50/48/41/55/55/50...  \n",
       "4  0/81/60/74/62/63/56/78/81/0/0/0/0/0/0/0/0/60/4...  \n",
       "5  28/36/29/36/33/30/26/26/25/29/27/28/24/23/24/2...  \n",
       "6  0/0/0/33/41/41/37/0/0/22/43/26/21/0/66/84/0/0/...  \n",
       "7  0/50/44/46/40/39/48/39/47/42/45/50/41/47/44/40...  \n",
       "8  0/0/0/0/54/68/0/0/0/0/0/68/82/66/52/62/44/40/4...  \n",
       "9  0/0/0/22/21/22/18/26/26/0/30/34/38/38/41/41/0/...  \n",
       "\n",
       "[10 rows x 36 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_sleep.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4b3b5b3",
   "metadata": {},
   "source": [
    "## EMAIL 기준으로 데이터 병합"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c2f88178",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       True\n",
       "1       True\n",
       "2       True\n",
       "3       True\n",
       "4       True\n",
       "        ... \n",
       "9700    True\n",
       "9701    True\n",
       "9702    True\n",
       "9703    True\n",
       "9704    True\n",
       "Name: EMAIL, Length: 9705, dtype: bool"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_walk['EMAIL']==train_sleep['EMAIL']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "7c10e4a7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TRUE\n"
     ]
    }
   ],
   "source": [
    "comparison_series = train_walk['EMAIL'] == train_sleep['EMAIL']\n",
    "\n",
    "if False in comparison_series.values:\n",
    "    print(\"FALSE\")\n",
    "else:\n",
    "    print(\"TRUE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "54d5cbf0",
   "metadata": {
    "scrolled": true
   },
   "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>EMAIL</th>\n",
       "      <th>activity_average_met</th>\n",
       "      <th>activity_cal_active</th>\n",
       "      <th>activity_cal_total</th>\n",
       "      <th>activity_class_5min</th>\n",
       "      <th>activity_daily_movement</th>\n",
       "      <th>activity_day_end</th>\n",
       "      <th>activity_day_start</th>\n",
       "      <th>activity_high</th>\n",
       "      <th>activity_inactive</th>\n",
       "      <th>...</th>\n",
       "      <th>sleep_score_efficiency</th>\n",
       "      <th>sleep_score_latency</th>\n",
       "      <th>sleep_score_rem</th>\n",
       "      <th>sleep_score_total</th>\n",
       "      <th>sleep_temperature_delta</th>\n",
       "      <th>sleep_temperature_deviation</th>\n",
       "      <th>sleep_total</th>\n",
       "      <th>CONVERT(sleep_hr_5min USING utf8)</th>\n",
       "      <th>CONVERT(sleep_hypnogram_5min USING utf8)</th>\n",
       "      <th>CONVERT(sleep_rmssd_5min USING utf8)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.28125</td>\n",
       "      <td>196</td>\n",
       "      <td>2251</td>\n",
       "      <td>...</td>\n",
       "      <td>3353</td>\n",
       "      <td>2020-10-20T03:59:59+09:00</td>\n",
       "      <td>2020-10-19T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>714</td>\n",
       "      <td>...</td>\n",
       "      <td>65</td>\n",
       "      <td>89</td>\n",
       "      <td>56</td>\n",
       "      <td>94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29220</td>\n",
       "      <td>63/61/59/58/58/58/56/55/54/53/53/53/0/0/54/57/...</td>\n",
       "      <td>4/2/2/2/2/1/1/2/2/2/2/2/4/4/4/1/1/4/4/4/2/2/2/...</td>\n",
       "      <td>18/28/25/28/34/34/35/45/54/36/36/60/0/0/34/22/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.25000</td>\n",
       "      <td>145</td>\n",
       "      <td>2159</td>\n",
       "      <td>...</td>\n",
       "      <td>2516</td>\n",
       "      <td>2020-10-21T03:59:59+09:00</td>\n",
       "      <td>2020-10-20T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>719</td>\n",
       "      <td>...</td>\n",
       "      <td>65</td>\n",
       "      <td>97</td>\n",
       "      <td>43</td>\n",
       "      <td>65</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.34</td>\n",
       "      <td>22110</td>\n",
       "      <td>0/51/0/51/52/52/52/52/53/53/53/52/52/53/53/53/...</td>\n",
       "      <td>4/2/4/2/2/2/1/1/1/2/2/3/3/3/3/3/3/3/1/1/1/4/4/...</td>\n",
       "      <td>0/49/0/38/51/17/18/18/26/27/24/29/36/31/32/34/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.21875</td>\n",
       "      <td>118</td>\n",
       "      <td>2140</td>\n",
       "      <td>...</td>\n",
       "      <td>1716</td>\n",
       "      <td>2020-10-22T03:59:59+09:00</td>\n",
       "      <td>2020-10-21T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>708</td>\n",
       "      <td>...</td>\n",
       "      <td>41</td>\n",
       "      <td>75</td>\n",
       "      <td>68</td>\n",
       "      <td>62</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>21510</td>\n",
       "      <td>54/56/0/55/53/55/56/55/0/55/54/54/54/0/0/55/55...</td>\n",
       "      <td>4/2/1/1/2/2/4/4/4/4/2/2/2/4/4/4/2/4/4/4/4/4/4/...</td>\n",
       "      <td>56/47/0/49/42/57/44/49/0/46/54/47/55/0/0/55/53...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.28125</td>\n",
       "      <td>180</td>\n",
       "      <td>2240</td>\n",
       "      <td>...</td>\n",
       "      <td>2791</td>\n",
       "      <td>2020-10-23T03:59:59+09:00</td>\n",
       "      <td>2020-10-22T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>705</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>83</td>\n",
       "      <td>73</td>\n",
       "      <td>62</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>21360</td>\n",
       "      <td>0/54/53/53/54/54/54/53/53/53/53/54/51/50/51/51...</td>\n",
       "      <td>4/4/1/1/1/1/1/1/1/1/1/4/2/2/2/2/1/1/1/1/1/4/2/...</td>\n",
       "      <td>0/40/40/40/37/46/35/46/44/56/50/48/41/55/55/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>374</td>\n",
       "      <td>2559</td>\n",
       "      <td>...</td>\n",
       "      <td>5393</td>\n",
       "      <td>2020-10-24T03:59:59+09:00</td>\n",
       "      <td>2020-10-23T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>437</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>78</td>\n",
       "      <td>25</td>\n",
       "      <td>29</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>13530</td>\n",
       "      <td>0/49/50/50/50/50/50/50/51/0/0/0/0/0/0/0/0/50/5...</td>\n",
       "      <td>4/2/2/2/2/1/1/1/2/4/4/4/4/4/4/4/4/4/2/1/1/1/1/...</td>\n",
       "      <td>0/81/60/74/62/63/56/78/81/0/0/0/0/0/0/0/0/60/4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9700</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>249</td>\n",
       "      <td>2351</td>\n",
       "      <td>...</td>\n",
       "      <td>4411</td>\n",
       "      <td>2020-12-25T03:59:59+09:00</td>\n",
       "      <td>2020-12-24T04:00:00+09:00</td>\n",
       "      <td>1</td>\n",
       "      <td>780</td>\n",
       "      <td>...</td>\n",
       "      <td>76</td>\n",
       "      <td>81</td>\n",
       "      <td>95</td>\n",
       "      <td>86</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>27360</td>\n",
       "      <td>68/66/67/67/68/69/69/70/71/71/71/69/72/70/70/7...</td>\n",
       "      <td>4/4/2/2/2/1/1/1/1/1/1/2/2/3/3/2/2/2/2/2/3/4/2/...</td>\n",
       "      <td>26/16/19/18/16/18/19/17/15/16/15/13/11/13/13/1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9701</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.53125</td>\n",
       "      <td>570</td>\n",
       "      <td>2682</td>\n",
       "      <td>...</td>\n",
       "      <td>11057</td>\n",
       "      <td>2020-12-27T03:59:59+09:00</td>\n",
       "      <td>2020-12-26T04:00:00+09:00</td>\n",
       "      <td>1</td>\n",
       "      <td>518</td>\n",
       "      <td>...</td>\n",
       "      <td>69</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>64</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.41</td>\n",
       "      <td>22020</td>\n",
       "      <td>0/0/65/65/66/67/69/72/73/72/73/74/73/74/75/75/...</td>\n",
       "      <td>4/4/2/2/2/2/2/2/2/2/2/2/4/4/4/4/2/3/3/3/2/2/4/...</td>\n",
       "      <td>0/0/13/12/12/13/12/12/12/16/13/12/13/17/13/18/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9702</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>295</td>\n",
       "      <td>2331</td>\n",
       "      <td>...</td>\n",
       "      <td>5135</td>\n",
       "      <td>2020-12-28T03:59:59+09:00</td>\n",
       "      <td>2020-12-27T04:00:00+09:00</td>\n",
       "      <td>4</td>\n",
       "      <td>578</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>98</td>\n",
       "      <td>97</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.27</td>\n",
       "      <td>30390</td>\n",
       "      <td>0/0/0/64/64/64/64/65/65/66/66/66/66/68/68/68/6...</td>\n",
       "      <td>4/4/4/4/2/2/2/2/2/2/2/2/2/3/3/3/3/2/4/4/2/2/2/...</td>\n",
       "      <td>0/0/0/14/17/18/14/14/17/15/17/12/17/12/13/12/1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9703</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.31250</td>\n",
       "      <td>186</td>\n",
       "      <td>2280</td>\n",
       "      <td>...</td>\n",
       "      <td>3178</td>\n",
       "      <td>2020-12-29T03:59:59+09:00</td>\n",
       "      <td>2020-12-28T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>778</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>89</td>\n",
       "      <td>86</td>\n",
       "      <td>80</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>25800</td>\n",
       "      <td>0/60/60/61/60/60/60/62/64/64/64/64/65/68/70/70...</td>\n",
       "      <td>4/4/1/2/2/2/2/1/2/2/2/1/1/1/3/3/1/1/2/2/3/3/3/...</td>\n",
       "      <td>0/14/15/14/15/16/17/16/16/18/18/20/23/15/21/20...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9704</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.37500</td>\n",
       "      <td>83</td>\n",
       "      <td>1891</td>\n",
       "      <td>...</td>\n",
       "      <td>1554</td>\n",
       "      <td>2020-12-30T03:59:59+09:00</td>\n",
       "      <td>2020-12-29T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>99</td>\n",
       "      <td>76</td>\n",
       "      <td>66</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.26</td>\n",
       "      <td>22470</td>\n",
       "      <td>0/0/0/62/62/62/61/60/60/61/61/62/0/67/66/66/66...</td>\n",
       "      <td>4/4/4/2/2/2/2/2/2/2/2/2/3/3/3/3/3/2/2/2/2/2/2/...</td>\n",
       "      <td>0/0/0/19/18/22/20/16/16/16/14/18/0/36/28/23/21...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9705 rows × 67 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 EMAIL  activity_average_met  activity_cal_active  \\\n",
       "0     nia+279@rowan.kr               1.28125                  196   \n",
       "1     nia+279@rowan.kr               1.25000                  145   \n",
       "2     nia+279@rowan.kr               1.21875                  118   \n",
       "3     nia+279@rowan.kr               1.28125                  180   \n",
       "4     nia+279@rowan.kr               1.46875                  374   \n",
       "...                ...                   ...                  ...   \n",
       "9700  nia+206@rowan.kr               1.34375                  249   \n",
       "9701  nia+206@rowan.kr               1.53125                  570   \n",
       "9702  nia+206@rowan.kr               1.34375                  295   \n",
       "9703  nia+206@rowan.kr               1.31250                  186   \n",
       "9704  nia+206@rowan.kr               1.37500                   83   \n",
       "\n",
       "      activity_cal_total activity_class_5min  activity_daily_movement  \\\n",
       "0                   2251                 ...                     3353   \n",
       "1                   2159                 ...                     2516   \n",
       "2                   2140                 ...                     1716   \n",
       "3                   2240                 ...                     2791   \n",
       "4                   2559                 ...                     5393   \n",
       "...                  ...                 ...                      ...   \n",
       "9700                2351                 ...                     4411   \n",
       "9701                2682                 ...                    11057   \n",
       "9702                2331                 ...                     5135   \n",
       "9703                2280                 ...                     3178   \n",
       "9704                1891                 ...                     1554   \n",
       "\n",
       "               activity_day_end         activity_day_start  activity_high  \\\n",
       "0     2020-10-20T03:59:59+09:00  2020-10-19T04:00:00+09:00              0   \n",
       "1     2020-10-21T03:59:59+09:00  2020-10-20T04:00:00+09:00              0   \n",
       "2     2020-10-22T03:59:59+09:00  2020-10-21T04:00:00+09:00              0   \n",
       "3     2020-10-23T03:59:59+09:00  2020-10-22T04:00:00+09:00              0   \n",
       "4     2020-10-24T03:59:59+09:00  2020-10-23T04:00:00+09:00              0   \n",
       "...                         ...                        ...            ...   \n",
       "9700  2020-12-25T03:59:59+09:00  2020-12-24T04:00:00+09:00              1   \n",
       "9701  2020-12-27T03:59:59+09:00  2020-12-26T04:00:00+09:00              1   \n",
       "9702  2020-12-28T03:59:59+09:00  2020-12-27T04:00:00+09:00              4   \n",
       "9703  2020-12-29T03:59:59+09:00  2020-12-28T04:00:00+09:00              0   \n",
       "9704  2020-12-30T03:59:59+09:00  2020-12-29T04:00:00+09:00              0   \n",
       "\n",
       "      activity_inactive  ...  sleep_score_efficiency  sleep_score_latency  \\\n",
       "0                   714  ...                      65                   89   \n",
       "1                   719  ...                      65                   97   \n",
       "2                   708  ...                      41                   75   \n",
       "3                   705  ...                      81                   83   \n",
       "4                   437  ...                      39                   78   \n",
       "...                 ...  ...                     ...                  ...   \n",
       "9700                780  ...                      76                   81   \n",
       "9701                518  ...                      69                   86   \n",
       "9702                578  ...                      86                   89   \n",
       "9703                778  ...                      98                   89   \n",
       "9704                 69  ...                      88                   99   \n",
       "\n",
       "      sleep_score_rem sleep_score_total  sleep_temperature_delta  \\\n",
       "0                  56                94                     0.00   \n",
       "1                  43                65                     0.34   \n",
       "2                  68                62                    -0.07   \n",
       "3                  73                62                    -0.14   \n",
       "4                  25                29                    -0.50   \n",
       "...               ...               ...                      ...   \n",
       "9700               95                86                    -0.09   \n",
       "9701               89                64                     0.41   \n",
       "9702               98                97                     0.27   \n",
       "9703               86                80                    -0.05   \n",
       "9704               76                66                     0.26   \n",
       "\n",
       "      sleep_temperature_deviation  sleep_total  \\\n",
       "0                            0.00        29220   \n",
       "1                            0.34        22110   \n",
       "2                           -0.07        21510   \n",
       "3                           -0.14        21360   \n",
       "4                           -0.50        13530   \n",
       "...                           ...          ...   \n",
       "9700                        -0.09        27360   \n",
       "9701                         0.41        22020   \n",
       "9702                         0.27        30390   \n",
       "9703                        -0.05        25800   \n",
       "9704                         0.26        22470   \n",
       "\n",
       "                      CONVERT(sleep_hr_5min USING utf8)  \\\n",
       "0     63/61/59/58/58/58/56/55/54/53/53/53/0/0/54/57/...   \n",
       "1     0/51/0/51/52/52/52/52/53/53/53/52/52/53/53/53/...   \n",
       "2     54/56/0/55/53/55/56/55/0/55/54/54/54/0/0/55/55...   \n",
       "3     0/54/53/53/54/54/54/53/53/53/53/54/51/50/51/51...   \n",
       "4     0/49/50/50/50/50/50/50/51/0/0/0/0/0/0/0/0/50/5...   \n",
       "...                                                 ...   \n",
       "9700  68/66/67/67/68/69/69/70/71/71/71/69/72/70/70/7...   \n",
       "9701  0/0/65/65/66/67/69/72/73/72/73/74/73/74/75/75/...   \n",
       "9702  0/0/0/64/64/64/64/65/65/66/66/66/66/68/68/68/6...   \n",
       "9703  0/60/60/61/60/60/60/62/64/64/64/64/65/68/70/70...   \n",
       "9704  0/0/0/62/62/62/61/60/60/61/61/62/0/67/66/66/66...   \n",
       "\n",
       "               CONVERT(sleep_hypnogram_5min USING utf8)  \\\n",
       "0     4/2/2/2/2/1/1/2/2/2/2/2/4/4/4/1/1/4/4/4/2/2/2/...   \n",
       "1     4/2/4/2/2/2/1/1/1/2/2/3/3/3/3/3/3/3/1/1/1/4/4/...   \n",
       "2     4/2/1/1/2/2/4/4/4/4/2/2/2/4/4/4/2/4/4/4/4/4/4/...   \n",
       "3     4/4/1/1/1/1/1/1/1/1/1/4/2/2/2/2/1/1/1/1/1/4/2/...   \n",
       "4     4/2/2/2/2/1/1/1/2/4/4/4/4/4/4/4/4/4/2/1/1/1/1/...   \n",
       "...                                                 ...   \n",
       "9700  4/4/2/2/2/1/1/1/1/1/1/2/2/3/3/2/2/2/2/2/3/4/2/...   \n",
       "9701  4/4/2/2/2/2/2/2/2/2/2/2/4/4/4/4/2/3/3/3/2/2/4/...   \n",
       "9702  4/4/4/4/2/2/2/2/2/2/2/2/2/3/3/3/3/2/4/4/2/2/2/...   \n",
       "9703  4/4/1/2/2/2/2/1/2/2/2/1/1/1/3/3/1/1/2/2/3/3/3/...   \n",
       "9704  4/4/4/2/2/2/2/2/2/2/2/2/3/3/3/3/3/2/2/2/2/2/2/...   \n",
       "\n",
       "                   CONVERT(sleep_rmssd_5min USING utf8)  \n",
       "0     18/28/25/28/34/34/35/45/54/36/36/60/0/0/34/22/...  \n",
       "1     0/49/0/38/51/17/18/18/26/27/24/29/36/31/32/34/...  \n",
       "2     56/47/0/49/42/57/44/49/0/46/54/47/55/0/0/55/53...  \n",
       "3     0/40/40/40/37/46/35/46/44/56/50/48/41/55/55/50...  \n",
       "4     0/81/60/74/62/63/56/78/81/0/0/0/0/0/0/0/0/60/4...  \n",
       "...                                                 ...  \n",
       "9700  26/16/19/18/16/18/19/17/15/16/15/13/11/13/13/1...  \n",
       "9701  0/0/13/12/12/13/12/12/12/16/13/12/13/17/13/18/...  \n",
       "9702  0/0/0/14/17/18/14/14/17/15/17/12/17/12/13/12/1...  \n",
       "9703  0/14/15/14/15/16/17/16/16/18/18/20/23/15/21/20...  \n",
       "9704  0/0/0/19/18/22/20/16/16/16/14/18/0/36/28/23/21...  \n",
       "\n",
       "[9705 rows x 67 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data=pd.concat([train_walk,train_sleep],axis=1)\n",
    "train_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4e13be3",
   "metadata": {},
   "source": [
    "# 결측 열 제거"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "bdc3b002",
   "metadata": {
    "scrolled": true
   },
   "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>EMAIL</th>\n",
       "      <th>activity_average_met</th>\n",
       "      <th>activity_cal_active</th>\n",
       "      <th>activity_cal_total</th>\n",
       "      <th>activity_daily_movement</th>\n",
       "      <th>activity_day_end</th>\n",
       "      <th>activity_day_start</th>\n",
       "      <th>activity_high</th>\n",
       "      <th>activity_inactive</th>\n",
       "      <th>activity_inactivity_alerts</th>\n",
       "      <th>...</th>\n",
       "      <th>sleep_score_efficiency</th>\n",
       "      <th>sleep_score_latency</th>\n",
       "      <th>sleep_score_rem</th>\n",
       "      <th>sleep_score_total</th>\n",
       "      <th>sleep_temperature_delta</th>\n",
       "      <th>sleep_temperature_deviation</th>\n",
       "      <th>sleep_total</th>\n",
       "      <th>CONVERT(sleep_hr_5min USING utf8)</th>\n",
       "      <th>CONVERT(sleep_hypnogram_5min USING utf8)</th>\n",
       "      <th>CONVERT(sleep_rmssd_5min USING utf8)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.28125</td>\n",
       "      <td>196</td>\n",
       "      <td>2251</td>\n",
       "      <td>3353</td>\n",
       "      <td>2020-10-20T03:59:59+09:00</td>\n",
       "      <td>2020-10-19T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>714</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>65</td>\n",
       "      <td>89</td>\n",
       "      <td>56</td>\n",
       "      <td>94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29220</td>\n",
       "      <td>63/61/59/58/58/58/56/55/54/53/53/53/0/0/54/57/...</td>\n",
       "      <td>4/2/2/2/2/1/1/2/2/2/2/2/4/4/4/1/1/4/4/4/2/2/2/...</td>\n",
       "      <td>18/28/25/28/34/34/35/45/54/36/36/60/0/0/34/22/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.25000</td>\n",
       "      <td>145</td>\n",
       "      <td>2159</td>\n",
       "      <td>2516</td>\n",
       "      <td>2020-10-21T03:59:59+09:00</td>\n",
       "      <td>2020-10-20T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>719</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>65</td>\n",
       "      <td>97</td>\n",
       "      <td>43</td>\n",
       "      <td>65</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.34</td>\n",
       "      <td>22110</td>\n",
       "      <td>0/51/0/51/52/52/52/52/53/53/53/52/52/53/53/53/...</td>\n",
       "      <td>4/2/4/2/2/2/1/1/1/2/2/3/3/3/3/3/3/3/1/1/1/4/4/...</td>\n",
       "      <td>0/49/0/38/51/17/18/18/26/27/24/29/36/31/32/34/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.21875</td>\n",
       "      <td>118</td>\n",
       "      <td>2140</td>\n",
       "      <td>1716</td>\n",
       "      <td>2020-10-22T03:59:59+09:00</td>\n",
       "      <td>2020-10-21T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>708</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>41</td>\n",
       "      <td>75</td>\n",
       "      <td>68</td>\n",
       "      <td>62</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>21510</td>\n",
       "      <td>54/56/0/55/53/55/56/55/0/55/54/54/54/0/0/55/55...</td>\n",
       "      <td>4/2/1/1/2/2/4/4/4/4/2/2/2/4/4/4/2/4/4/4/4/4/4/...</td>\n",
       "      <td>56/47/0/49/42/57/44/49/0/46/54/47/55/0/0/55/53...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.28125</td>\n",
       "      <td>180</td>\n",
       "      <td>2240</td>\n",
       "      <td>2791</td>\n",
       "      <td>2020-10-23T03:59:59+09:00</td>\n",
       "      <td>2020-10-22T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>705</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>83</td>\n",
       "      <td>73</td>\n",
       "      <td>62</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>21360</td>\n",
       "      <td>0/54/53/53/54/54/54/53/53/53/53/54/51/50/51/51...</td>\n",
       "      <td>4/4/1/1/1/1/1/1/1/1/1/4/2/2/2/2/1/1/1/1/1/4/2/...</td>\n",
       "      <td>0/40/40/40/37/46/35/46/44/56/50/48/41/55/55/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>374</td>\n",
       "      <td>2559</td>\n",
       "      <td>5393</td>\n",
       "      <td>2020-10-24T03:59:59+09:00</td>\n",
       "      <td>2020-10-23T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>437</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>78</td>\n",
       "      <td>25</td>\n",
       "      <td>29</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>13530</td>\n",
       "      <td>0/49/50/50/50/50/50/50/51/0/0/0/0/0/0/0/0/50/5...</td>\n",
       "      <td>4/2/2/2/2/1/1/1/2/4/4/4/4/4/4/4/4/4/2/1/1/1/1/...</td>\n",
       "      <td>0/81/60/74/62/63/56/78/81/0/0/0/0/0/0/0/0/60/4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9700</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>249</td>\n",
       "      <td>2351</td>\n",
       "      <td>4411</td>\n",
       "      <td>2020-12-25T03:59:59+09:00</td>\n",
       "      <td>2020-12-24T04:00:00+09:00</td>\n",
       "      <td>1</td>\n",
       "      <td>780</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>76</td>\n",
       "      <td>81</td>\n",
       "      <td>95</td>\n",
       "      <td>86</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>27360</td>\n",
       "      <td>68/66/67/67/68/69/69/70/71/71/71/69/72/70/70/7...</td>\n",
       "      <td>4/4/2/2/2/1/1/1/1/1/1/2/2/3/3/2/2/2/2/2/3/4/2/...</td>\n",
       "      <td>26/16/19/18/16/18/19/17/15/16/15/13/11/13/13/1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9701</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.53125</td>\n",
       "      <td>570</td>\n",
       "      <td>2682</td>\n",
       "      <td>11057</td>\n",
       "      <td>2020-12-27T03:59:59+09:00</td>\n",
       "      <td>2020-12-26T04:00:00+09:00</td>\n",
       "      <td>1</td>\n",
       "      <td>518</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>69</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>64</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.41</td>\n",
       "      <td>22020</td>\n",
       "      <td>0/0/65/65/66/67/69/72/73/72/73/74/73/74/75/75/...</td>\n",
       "      <td>4/4/2/2/2/2/2/2/2/2/2/2/4/4/4/4/2/3/3/3/2/2/4/...</td>\n",
       "      <td>0/0/13/12/12/13/12/12/12/16/13/12/13/17/13/18/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9702</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>295</td>\n",
       "      <td>2331</td>\n",
       "      <td>5135</td>\n",
       "      <td>2020-12-28T03:59:59+09:00</td>\n",
       "      <td>2020-12-27T04:00:00+09:00</td>\n",
       "      <td>4</td>\n",
       "      <td>578</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>98</td>\n",
       "      <td>97</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.27</td>\n",
       "      <td>30390</td>\n",
       "      <td>0/0/0/64/64/64/64/65/65/66/66/66/66/68/68/68/6...</td>\n",
       "      <td>4/4/4/4/2/2/2/2/2/2/2/2/2/3/3/3/3/2/4/4/2/2/2/...</td>\n",
       "      <td>0/0/0/14/17/18/14/14/17/15/17/12/17/12/13/12/1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9703</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.31250</td>\n",
       "      <td>186</td>\n",
       "      <td>2280</td>\n",
       "      <td>3178</td>\n",
       "      <td>2020-12-29T03:59:59+09:00</td>\n",
       "      <td>2020-12-28T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>778</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>89</td>\n",
       "      <td>86</td>\n",
       "      <td>80</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>25800</td>\n",
       "      <td>0/60/60/61/60/60/60/62/64/64/64/64/65/68/70/70...</td>\n",
       "      <td>4/4/1/2/2/2/2/1/2/2/2/1/1/1/3/3/1/1/2/2/3/3/3/...</td>\n",
       "      <td>0/14/15/14/15/16/17/16/16/18/18/20/23/15/21/20...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9704</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.37500</td>\n",
       "      <td>83</td>\n",
       "      <td>1891</td>\n",
       "      <td>1554</td>\n",
       "      <td>2020-12-30T03:59:59+09:00</td>\n",
       "      <td>2020-12-29T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>99</td>\n",
       "      <td>76</td>\n",
       "      <td>66</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.26</td>\n",
       "      <td>22470</td>\n",
       "      <td>0/0/0/62/62/62/61/60/60/61/61/62/0/67/66/66/66...</td>\n",
       "      <td>4/4/4/2/2/2/2/2/2/2/2/2/3/3/3/3/3/2/2/2/2/2/2/...</td>\n",
       "      <td>0/0/0/19/18/22/20/16/16/16/14/18/0/36/28/23/21...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9705 rows × 62 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 EMAIL  activity_average_met  activity_cal_active  \\\n",
       "0     nia+279@rowan.kr               1.28125                  196   \n",
       "1     nia+279@rowan.kr               1.25000                  145   \n",
       "2     nia+279@rowan.kr               1.21875                  118   \n",
       "3     nia+279@rowan.kr               1.28125                  180   \n",
       "4     nia+279@rowan.kr               1.46875                  374   \n",
       "...                ...                   ...                  ...   \n",
       "9700  nia+206@rowan.kr               1.34375                  249   \n",
       "9701  nia+206@rowan.kr               1.53125                  570   \n",
       "9702  nia+206@rowan.kr               1.34375                  295   \n",
       "9703  nia+206@rowan.kr               1.31250                  186   \n",
       "9704  nia+206@rowan.kr               1.37500                   83   \n",
       "\n",
       "      activity_cal_total  activity_daily_movement           activity_day_end  \\\n",
       "0                   2251                     3353  2020-10-20T03:59:59+09:00   \n",
       "1                   2159                     2516  2020-10-21T03:59:59+09:00   \n",
       "2                   2140                     1716  2020-10-22T03:59:59+09:00   \n",
       "3                   2240                     2791  2020-10-23T03:59:59+09:00   \n",
       "4                   2559                     5393  2020-10-24T03:59:59+09:00   \n",
       "...                  ...                      ...                        ...   \n",
       "9700                2351                     4411  2020-12-25T03:59:59+09:00   \n",
       "9701                2682                    11057  2020-12-27T03:59:59+09:00   \n",
       "9702                2331                     5135  2020-12-28T03:59:59+09:00   \n",
       "9703                2280                     3178  2020-12-29T03:59:59+09:00   \n",
       "9704                1891                     1554  2020-12-30T03:59:59+09:00   \n",
       "\n",
       "             activity_day_start  activity_high  activity_inactive  \\\n",
       "0     2020-10-19T04:00:00+09:00              0                714   \n",
       "1     2020-10-20T04:00:00+09:00              0                719   \n",
       "2     2020-10-21T04:00:00+09:00              0                708   \n",
       "3     2020-10-22T04:00:00+09:00              0                705   \n",
       "4     2020-10-23T04:00:00+09:00              0                437   \n",
       "...                         ...            ...                ...   \n",
       "9700  2020-12-24T04:00:00+09:00              1                780   \n",
       "9701  2020-12-26T04:00:00+09:00              1                518   \n",
       "9702  2020-12-27T04:00:00+09:00              4                578   \n",
       "9703  2020-12-28T04:00:00+09:00              0                778   \n",
       "9704  2020-12-29T04:00:00+09:00              0                 69   \n",
       "\n",
       "      activity_inactivity_alerts  ...  sleep_score_efficiency  \\\n",
       "0                              0  ...                      65   \n",
       "1                              0  ...                      65   \n",
       "2                              1  ...                      41   \n",
       "3                              0  ...                      81   \n",
       "4                              0  ...                      39   \n",
       "...                          ...  ...                     ...   \n",
       "9700                           4  ...                      76   \n",
       "9701                           1  ...                      69   \n",
       "9702                           0  ...                      86   \n",
       "9703                           1  ...                      98   \n",
       "9704                           0  ...                      88   \n",
       "\n",
       "      sleep_score_latency  sleep_score_rem  sleep_score_total  \\\n",
       "0                      89               56                 94   \n",
       "1                      97               43                 65   \n",
       "2                      75               68                 62   \n",
       "3                      83               73                 62   \n",
       "4                      78               25                 29   \n",
       "...                   ...              ...                ...   \n",
       "9700                   81               95                 86   \n",
       "9701                   86               89                 64   \n",
       "9702                   89               98                 97   \n",
       "9703                   89               86                 80   \n",
       "9704                   99               76                 66   \n",
       "\n",
       "      sleep_temperature_delta  sleep_temperature_deviation  sleep_total  \\\n",
       "0                        0.00                         0.00        29220   \n",
       "1                        0.34                         0.34        22110   \n",
       "2                       -0.07                        -0.07        21510   \n",
       "3                       -0.14                        -0.14        21360   \n",
       "4                       -0.50                        -0.50        13530   \n",
       "...                       ...                          ...          ...   \n",
       "9700                    -0.09                        -0.09        27360   \n",
       "9701                     0.41                         0.41        22020   \n",
       "9702                     0.27                         0.27        30390   \n",
       "9703                    -0.05                        -0.05        25800   \n",
       "9704                     0.26                         0.26        22470   \n",
       "\n",
       "                      CONVERT(sleep_hr_5min USING utf8)  \\\n",
       "0     63/61/59/58/58/58/56/55/54/53/53/53/0/0/54/57/...   \n",
       "1     0/51/0/51/52/52/52/52/53/53/53/52/52/53/53/53/...   \n",
       "2     54/56/0/55/53/55/56/55/0/55/54/54/54/0/0/55/55...   \n",
       "3     0/54/53/53/54/54/54/53/53/53/53/54/51/50/51/51...   \n",
       "4     0/49/50/50/50/50/50/50/51/0/0/0/0/0/0/0/0/50/5...   \n",
       "...                                                 ...   \n",
       "9700  68/66/67/67/68/69/69/70/71/71/71/69/72/70/70/7...   \n",
       "9701  0/0/65/65/66/67/69/72/73/72/73/74/73/74/75/75/...   \n",
       "9702  0/0/0/64/64/64/64/65/65/66/66/66/66/68/68/68/6...   \n",
       "9703  0/60/60/61/60/60/60/62/64/64/64/64/65/68/70/70...   \n",
       "9704  0/0/0/62/62/62/61/60/60/61/61/62/0/67/66/66/66...   \n",
       "\n",
       "               CONVERT(sleep_hypnogram_5min USING utf8)  \\\n",
       "0     4/2/2/2/2/1/1/2/2/2/2/2/4/4/4/1/1/4/4/4/2/2/2/...   \n",
       "1     4/2/4/2/2/2/1/1/1/2/2/3/3/3/3/3/3/3/1/1/1/4/4/...   \n",
       "2     4/2/1/1/2/2/4/4/4/4/2/2/2/4/4/4/2/4/4/4/4/4/4/...   \n",
       "3     4/4/1/1/1/1/1/1/1/1/1/4/2/2/2/2/1/1/1/1/1/4/2/...   \n",
       "4     4/2/2/2/2/1/1/1/2/4/4/4/4/4/4/4/4/4/2/1/1/1/1/...   \n",
       "...                                                 ...   \n",
       "9700  4/4/2/2/2/1/1/1/1/1/1/2/2/3/3/2/2/2/2/2/3/4/2/...   \n",
       "9701  4/4/2/2/2/2/2/2/2/2/2/2/4/4/4/4/2/3/3/3/2/2/4/...   \n",
       "9702  4/4/4/4/2/2/2/2/2/2/2/2/2/3/3/3/3/2/4/4/2/2/2/...   \n",
       "9703  4/4/1/2/2/2/2/1/2/2/2/1/1/1/3/3/1/1/2/2/3/3/3/...   \n",
       "9704  4/4/4/2/2/2/2/2/2/2/2/2/3/3/3/3/3/2/2/2/2/2/2/...   \n",
       "\n",
       "                   CONVERT(sleep_rmssd_5min USING utf8)  \n",
       "0     18/28/25/28/34/34/35/45/54/36/36/60/0/0/34/22/...  \n",
       "1     0/49/0/38/51/17/18/18/26/27/24/29/36/31/32/34/...  \n",
       "2     56/47/0/49/42/57/44/49/0/46/54/47/55/0/0/55/53...  \n",
       "3     0/40/40/40/37/46/35/46/44/56/50/48/41/55/55/50...  \n",
       "4     0/81/60/74/62/63/56/78/81/0/0/0/0/0/0/0/0/60/4...  \n",
       "...                                                 ...  \n",
       "9700  26/16/19/18/16/18/19/17/15/16/15/13/11/13/13/1...  \n",
       "9701  0/0/13/12/12/13/12/12/12/16/13/12/13/17/13/18/...  \n",
       "9702  0/0/0/14/17/18/14/14/17/15/17/12/17/12/13/12/1...  \n",
       "9703  0/14/15/14/15/16/17/16/16/18/18/20/23/15/21/20...  \n",
       "9704  0/0/0/19/18/22/20/16/16/16/14/18/0/36/28/23/21...  \n",
       "\n",
       "[9705 rows x 62 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data=train_data.drop(train_data.columns[[4,13,39,42,52]], axis=1)\n",
    "train_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "899323d8",
   "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>EMAIL</th>\n",
       "      <th>activity_average_met</th>\n",
       "      <th>activity_cal_active</th>\n",
       "      <th>activity_cal_total</th>\n",
       "      <th>activity_daily_movement</th>\n",
       "      <th>activity_day_end</th>\n",
       "      <th>activity_day_start</th>\n",
       "      <th>activity_high</th>\n",
       "      <th>activity_inactive</th>\n",
       "      <th>activity_inactivity_alerts</th>\n",
       "      <th>...</th>\n",
       "      <th>sleep_score_efficiency</th>\n",
       "      <th>sleep_score_latency</th>\n",
       "      <th>sleep_score_rem</th>\n",
       "      <th>sleep_score_total</th>\n",
       "      <th>sleep_temperature_delta</th>\n",
       "      <th>sleep_temperature_deviation</th>\n",
       "      <th>sleep_total</th>\n",
       "      <th>CONVERT(sleep_hr_5min USING utf8)</th>\n",
       "      <th>CONVERT(sleep_hypnogram_5min USING utf8)</th>\n",
       "      <th>CONVERT(sleep_rmssd_5min USING utf8)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.28125</td>\n",
       "      <td>196</td>\n",
       "      <td>2251</td>\n",
       "      <td>3353</td>\n",
       "      <td>2020-10-20T03:59:59+09:00</td>\n",
       "      <td>2020-10-19T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>714</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>65</td>\n",
       "      <td>89</td>\n",
       "      <td>56</td>\n",
       "      <td>94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29220</td>\n",
       "      <td>63/61/59/58/58/58/56/55/54/53/53/53/0/0/54/57/...</td>\n",
       "      <td>4/2/2/2/2/1/1/2/2/2/2/2/4/4/4/1/1/4/4/4/2/2/2/...</td>\n",
       "      <td>18/28/25/28/34/34/35/45/54/36/36/60/0/0/34/22/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.25000</td>\n",
       "      <td>145</td>\n",
       "      <td>2159</td>\n",
       "      <td>2516</td>\n",
       "      <td>2020-10-21T03:59:59+09:00</td>\n",
       "      <td>2020-10-20T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>719</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>65</td>\n",
       "      <td>97</td>\n",
       "      <td>43</td>\n",
       "      <td>65</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.34</td>\n",
       "      <td>22110</td>\n",
       "      <td>0/51/0/51/52/52/52/52/53/53/53/52/52/53/53/53/...</td>\n",
       "      <td>4/2/4/2/2/2/1/1/1/2/2/3/3/3/3/3/3/3/1/1/1/4/4/...</td>\n",
       "      <td>0/49/0/38/51/17/18/18/26/27/24/29/36/31/32/34/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.21875</td>\n",
       "      <td>118</td>\n",
       "      <td>2140</td>\n",
       "      <td>1716</td>\n",
       "      <td>2020-10-22T03:59:59+09:00</td>\n",
       "      <td>2020-10-21T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>708</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>41</td>\n",
       "      <td>75</td>\n",
       "      <td>68</td>\n",
       "      <td>62</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>21510</td>\n",
       "      <td>54/56/0/55/53/55/56/55/0/55/54/54/54/0/0/55/55...</td>\n",
       "      <td>4/2/1/1/2/2/4/4/4/4/2/2/2/4/4/4/2/4/4/4/4/4/4/...</td>\n",
       "      <td>56/47/0/49/42/57/44/49/0/46/54/47/55/0/0/55/53...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.28125</td>\n",
       "      <td>180</td>\n",
       "      <td>2240</td>\n",
       "      <td>2791</td>\n",
       "      <td>2020-10-23T03:59:59+09:00</td>\n",
       "      <td>2020-10-22T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>705</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>83</td>\n",
       "      <td>73</td>\n",
       "      <td>62</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>21360</td>\n",
       "      <td>0/54/53/53/54/54/54/53/53/53/53/54/51/50/51/51...</td>\n",
       "      <td>4/4/1/1/1/1/1/1/1/1/1/4/2/2/2/2/1/1/1/1/1/4/2/...</td>\n",
       "      <td>0/40/40/40/37/46/35/46/44/56/50/48/41/55/55/50...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>374</td>\n",
       "      <td>2559</td>\n",
       "      <td>5393</td>\n",
       "      <td>2020-10-24T03:59:59+09:00</td>\n",
       "      <td>2020-10-23T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>437</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>78</td>\n",
       "      <td>25</td>\n",
       "      <td>29</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>13530</td>\n",
       "      <td>0/49/50/50/50/50/50/50/51/0/0/0/0/0/0/0/0/50/5...</td>\n",
       "      <td>4/2/2/2/2/1/1/1/2/4/4/4/4/4/4/4/4/4/2/1/1/1/1/...</td>\n",
       "      <td>0/81/60/74/62/63/56/78/81/0/0/0/0/0/0/0/0/60/4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9700</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>249</td>\n",
       "      <td>2351</td>\n",
       "      <td>4411</td>\n",
       "      <td>2020-12-25T03:59:59+09:00</td>\n",
       "      <td>2020-12-24T04:00:00+09:00</td>\n",
       "      <td>1</td>\n",
       "      <td>780</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>76</td>\n",
       "      <td>81</td>\n",
       "      <td>95</td>\n",
       "      <td>86</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>-0.09</td>\n",
       "      <td>27360</td>\n",
       "      <td>68/66/67/67/68/69/69/70/71/71/71/69/72/70/70/7...</td>\n",
       "      <td>4/4/2/2/2/1/1/1/1/1/1/2/2/3/3/2/2/2/2/2/3/4/2/...</td>\n",
       "      <td>26/16/19/18/16/18/19/17/15/16/15/13/11/13/13/1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9701</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.53125</td>\n",
       "      <td>570</td>\n",
       "      <td>2682</td>\n",
       "      <td>11057</td>\n",
       "      <td>2020-12-27T03:59:59+09:00</td>\n",
       "      <td>2020-12-26T04:00:00+09:00</td>\n",
       "      <td>1</td>\n",
       "      <td>518</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>69</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>64</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.41</td>\n",
       "      <td>22020</td>\n",
       "      <td>0/0/65/65/66/67/69/72/73/72/73/74/73/74/75/75/...</td>\n",
       "      <td>4/4/2/2/2/2/2/2/2/2/2/2/4/4/4/4/2/3/3/3/2/2/4/...</td>\n",
       "      <td>0/0/13/12/12/13/12/12/12/16/13/12/13/17/13/18/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9702</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>295</td>\n",
       "      <td>2331</td>\n",
       "      <td>5135</td>\n",
       "      <td>2020-12-28T03:59:59+09:00</td>\n",
       "      <td>2020-12-27T04:00:00+09:00</td>\n",
       "      <td>4</td>\n",
       "      <td>578</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>98</td>\n",
       "      <td>97</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.27</td>\n",
       "      <td>30390</td>\n",
       "      <td>0/0/0/64/64/64/64/65/65/66/66/66/66/68/68/68/6...</td>\n",
       "      <td>4/4/4/4/2/2/2/2/2/2/2/2/2/3/3/3/3/2/4/4/2/2/2/...</td>\n",
       "      <td>0/0/0/14/17/18/14/14/17/15/17/12/17/12/13/12/1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9703</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.31250</td>\n",
       "      <td>186</td>\n",
       "      <td>2280</td>\n",
       "      <td>3178</td>\n",
       "      <td>2020-12-29T03:59:59+09:00</td>\n",
       "      <td>2020-12-28T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>778</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>89</td>\n",
       "      <td>86</td>\n",
       "      <td>80</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>25800</td>\n",
       "      <td>0/60/60/61/60/60/60/62/64/64/64/64/65/68/70/70...</td>\n",
       "      <td>4/4/1/2/2/2/2/1/2/2/2/1/1/1/3/3/1/1/2/2/3/3/3/...</td>\n",
       "      <td>0/14/15/14/15/16/17/16/16/18/18/20/23/15/21/20...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9704</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.37500</td>\n",
       "      <td>83</td>\n",
       "      <td>1891</td>\n",
       "      <td>1554</td>\n",
       "      <td>2020-12-30T03:59:59+09:00</td>\n",
       "      <td>2020-12-29T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>99</td>\n",
       "      <td>76</td>\n",
       "      <td>66</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.26</td>\n",
       "      <td>22470</td>\n",
       "      <td>0/0/0/62/62/62/61/60/60/61/61/62/0/67/66/66/66...</td>\n",
       "      <td>4/4/4/2/2/2/2/2/2/2/2/2/3/3/3/3/3/2/2/2/2/2/2/...</td>\n",
       "      <td>0/0/0/19/18/22/20/16/16/16/14/18/0/36/28/23/21...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9705 rows × 61 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 EMAIL  activity_average_met  activity_cal_active  \\\n",
       "0     nia+279@rowan.kr               1.28125                  196   \n",
       "1     nia+279@rowan.kr               1.25000                  145   \n",
       "2     nia+279@rowan.kr               1.21875                  118   \n",
       "3     nia+279@rowan.kr               1.28125                  180   \n",
       "4     nia+279@rowan.kr               1.46875                  374   \n",
       "...                ...                   ...                  ...   \n",
       "9700  nia+206@rowan.kr               1.34375                  249   \n",
       "9701  nia+206@rowan.kr               1.53125                  570   \n",
       "9702  nia+206@rowan.kr               1.34375                  295   \n",
       "9703  nia+206@rowan.kr               1.31250                  186   \n",
       "9704  nia+206@rowan.kr               1.37500                   83   \n",
       "\n",
       "      activity_cal_total  activity_daily_movement           activity_day_end  \\\n",
       "0                   2251                     3353  2020-10-20T03:59:59+09:00   \n",
       "1                   2159                     2516  2020-10-21T03:59:59+09:00   \n",
       "2                   2140                     1716  2020-10-22T03:59:59+09:00   \n",
       "3                   2240                     2791  2020-10-23T03:59:59+09:00   \n",
       "4                   2559                     5393  2020-10-24T03:59:59+09:00   \n",
       "...                  ...                      ...                        ...   \n",
       "9700                2351                     4411  2020-12-25T03:59:59+09:00   \n",
       "9701                2682                    11057  2020-12-27T03:59:59+09:00   \n",
       "9702                2331                     5135  2020-12-28T03:59:59+09:00   \n",
       "9703                2280                     3178  2020-12-29T03:59:59+09:00   \n",
       "9704                1891                     1554  2020-12-30T03:59:59+09:00   \n",
       "\n",
       "             activity_day_start  activity_high  activity_inactive  \\\n",
       "0     2020-10-19T04:00:00+09:00              0                714   \n",
       "1     2020-10-20T04:00:00+09:00              0                719   \n",
       "2     2020-10-21T04:00:00+09:00              0                708   \n",
       "3     2020-10-22T04:00:00+09:00              0                705   \n",
       "4     2020-10-23T04:00:00+09:00              0                437   \n",
       "...                         ...            ...                ...   \n",
       "9700  2020-12-24T04:00:00+09:00              1                780   \n",
       "9701  2020-12-26T04:00:00+09:00              1                518   \n",
       "9702  2020-12-27T04:00:00+09:00              4                578   \n",
       "9703  2020-12-28T04:00:00+09:00              0                778   \n",
       "9704  2020-12-29T04:00:00+09:00              0                 69   \n",
       "\n",
       "      activity_inactivity_alerts  ...  sleep_score_efficiency  \\\n",
       "0                              0  ...                      65   \n",
       "1                              0  ...                      65   \n",
       "2                              1  ...                      41   \n",
       "3                              0  ...                      81   \n",
       "4                              0  ...                      39   \n",
       "...                          ...  ...                     ...   \n",
       "9700                           4  ...                      76   \n",
       "9701                           1  ...                      69   \n",
       "9702                           0  ...                      86   \n",
       "9703                           1  ...                      98   \n",
       "9704                           0  ...                      88   \n",
       "\n",
       "      sleep_score_latency  sleep_score_rem  sleep_score_total  \\\n",
       "0                      89               56                 94   \n",
       "1                      97               43                 65   \n",
       "2                      75               68                 62   \n",
       "3                      83               73                 62   \n",
       "4                      78               25                 29   \n",
       "...                   ...              ...                ...   \n",
       "9700                   81               95                 86   \n",
       "9701                   86               89                 64   \n",
       "9702                   89               98                 97   \n",
       "9703                   89               86                 80   \n",
       "9704                   99               76                 66   \n",
       "\n",
       "      sleep_temperature_delta  sleep_temperature_deviation  sleep_total  \\\n",
       "0                        0.00                         0.00        29220   \n",
       "1                        0.34                         0.34        22110   \n",
       "2                       -0.07                        -0.07        21510   \n",
       "3                       -0.14                        -0.14        21360   \n",
       "4                       -0.50                        -0.50        13530   \n",
       "...                       ...                          ...          ...   \n",
       "9700                    -0.09                        -0.09        27360   \n",
       "9701                     0.41                         0.41        22020   \n",
       "9702                     0.27                         0.27        30390   \n",
       "9703                    -0.05                        -0.05        25800   \n",
       "9704                     0.26                         0.26        22470   \n",
       "\n",
       "                      CONVERT(sleep_hr_5min USING utf8)  \\\n",
       "0     63/61/59/58/58/58/56/55/54/53/53/53/0/0/54/57/...   \n",
       "1     0/51/0/51/52/52/52/52/53/53/53/52/52/53/53/53/...   \n",
       "2     54/56/0/55/53/55/56/55/0/55/54/54/54/0/0/55/55...   \n",
       "3     0/54/53/53/54/54/54/53/53/53/53/54/51/50/51/51...   \n",
       "4     0/49/50/50/50/50/50/50/51/0/0/0/0/0/0/0/0/50/5...   \n",
       "...                                                 ...   \n",
       "9700  68/66/67/67/68/69/69/70/71/71/71/69/72/70/70/7...   \n",
       "9701  0/0/65/65/66/67/69/72/73/72/73/74/73/74/75/75/...   \n",
       "9702  0/0/0/64/64/64/64/65/65/66/66/66/66/68/68/68/6...   \n",
       "9703  0/60/60/61/60/60/60/62/64/64/64/64/65/68/70/70...   \n",
       "9704  0/0/0/62/62/62/61/60/60/61/61/62/0/67/66/66/66...   \n",
       "\n",
       "               CONVERT(sleep_hypnogram_5min USING utf8)  \\\n",
       "0     4/2/2/2/2/1/1/2/2/2/2/2/4/4/4/1/1/4/4/4/2/2/2/...   \n",
       "1     4/2/4/2/2/2/1/1/1/2/2/3/3/3/3/3/3/3/1/1/1/4/4/...   \n",
       "2     4/2/1/1/2/2/4/4/4/4/2/2/2/4/4/4/2/4/4/4/4/4/4/...   \n",
       "3     4/4/1/1/1/1/1/1/1/1/1/4/2/2/2/2/1/1/1/1/1/4/2/...   \n",
       "4     4/2/2/2/2/1/1/1/2/4/4/4/4/4/4/4/4/4/2/1/1/1/1/...   \n",
       "...                                                 ...   \n",
       "9700  4/4/2/2/2/1/1/1/1/1/1/2/2/3/3/2/2/2/2/2/3/4/2/...   \n",
       "9701  4/4/2/2/2/2/2/2/2/2/2/2/4/4/4/4/2/3/3/3/2/2/4/...   \n",
       "9702  4/4/4/4/2/2/2/2/2/2/2/2/2/3/3/3/3/2/4/4/2/2/2/...   \n",
       "9703  4/4/1/2/2/2/2/1/2/2/2/1/1/1/3/3/1/1/2/2/3/3/3/...   \n",
       "9704  4/4/4/2/2/2/2/2/2/2/2/2/3/3/3/3/3/2/2/2/2/2/2/...   \n",
       "\n",
       "                   CONVERT(sleep_rmssd_5min USING utf8)  \n",
       "0     18/28/25/28/34/34/35/45/54/36/36/60/0/0/34/22/...  \n",
       "1     0/49/0/38/51/17/18/18/26/27/24/29/36/31/32/34/...  \n",
       "2     56/47/0/49/42/57/44/49/0/46/54/47/55/0/0/55/53...  \n",
       "3     0/40/40/40/37/46/35/46/44/56/50/48/41/55/55/50...  \n",
       "4     0/81/60/74/62/63/56/78/81/0/0/0/0/0/0/0/0/60/4...  \n",
       "...                                                 ...  \n",
       "9700  26/16/19/18/16/18/19/17/15/16/15/13/11/13/13/1...  \n",
       "9701  0/0/13/12/12/13/12/12/12/16/13/12/13/17/13/18/...  \n",
       "9702  0/0/0/14/17/18/14/14/17/15/17/12/17/12/13/12/1...  \n",
       "9703  0/14/15/14/15/16/17/16/16/18/18/20/23/15/21/20...  \n",
       "9704  0/0/0/19/18/22/20/16/16/16/14/18/0/36/28/23/21...  \n",
       "\n",
       "[9705 rows x 61 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data = train_data.loc[:,~train_data.columns.duplicated()] # 중복되는 EMAIl 열 하나만 남기고 하나만 제거\n",
    "train_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4c1d4e30",
   "metadata": {
    "scrolled": true
   },
   "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>EMAIL</th>\n",
       "      <th>activity_average_met</th>\n",
       "      <th>activity_cal_active</th>\n",
       "      <th>activity_cal_total</th>\n",
       "      <th>activity_daily_movement</th>\n",
       "      <th>activity_day_end</th>\n",
       "      <th>activity_day_start</th>\n",
       "      <th>activity_high</th>\n",
       "      <th>activity_inactive</th>\n",
       "      <th>activity_inactivity_alerts</th>\n",
       "      <th>...</th>\n",
       "      <th>Q14_1</th>\n",
       "      <th>Q14_2</th>\n",
       "      <th>Q15</th>\n",
       "      <th>Q16_1</th>\n",
       "      <th>Q16_2</th>\n",
       "      <th>Q16_3</th>\n",
       "      <th>Q17</th>\n",
       "      <th>Q18</th>\n",
       "      <th>Q19</th>\n",
       "      <th>TOTAL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.28125</td>\n",
       "      <td>196</td>\n",
       "      <td>2251</td>\n",
       "      <td>3353</td>\n",
       "      <td>2020-10-20T03:59:59+09:00</td>\n",
       "      <td>2020-10-19T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>714</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.25000</td>\n",
       "      <td>145</td>\n",
       "      <td>2159</td>\n",
       "      <td>2516</td>\n",
       "      <td>2020-10-21T03:59:59+09:00</td>\n",
       "      <td>2020-10-20T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>719</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.21875</td>\n",
       "      <td>118</td>\n",
       "      <td>2140</td>\n",
       "      <td>1716</td>\n",
       "      <td>2020-10-22T03:59:59+09:00</td>\n",
       "      <td>2020-10-21T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>708</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.28125</td>\n",
       "      <td>180</td>\n",
       "      <td>2240</td>\n",
       "      <td>2791</td>\n",
       "      <td>2020-10-23T03:59:59+09:00</td>\n",
       "      <td>2020-10-22T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>705</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>374</td>\n",
       "      <td>2559</td>\n",
       "      <td>5393</td>\n",
       "      <td>2020-10-24T03:59:59+09:00</td>\n",
       "      <td>2020-10-23T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>437</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9700</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>249</td>\n",
       "      <td>2351</td>\n",
       "      <td>4411</td>\n",
       "      <td>2020-12-25T03:59:59+09:00</td>\n",
       "      <td>2020-12-24T04:00:00+09:00</td>\n",
       "      <td>1</td>\n",
       "      <td>780</td>\n",
       "      <td>4</td>\n",
       "      <td>...</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>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9701</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.53125</td>\n",
       "      <td>570</td>\n",
       "      <td>2682</td>\n",
       "      <td>11057</td>\n",
       "      <td>2020-12-27T03:59:59+09:00</td>\n",
       "      <td>2020-12-26T04:00:00+09:00</td>\n",
       "      <td>1</td>\n",
       "      <td>518</td>\n",
       "      <td>1</td>\n",
       "      <td>...</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>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9702</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>295</td>\n",
       "      <td>2331</td>\n",
       "      <td>5135</td>\n",
       "      <td>2020-12-28T03:59:59+09:00</td>\n",
       "      <td>2020-12-27T04:00:00+09:00</td>\n",
       "      <td>4</td>\n",
       "      <td>578</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9703</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.31250</td>\n",
       "      <td>186</td>\n",
       "      <td>2280</td>\n",
       "      <td>3178</td>\n",
       "      <td>2020-12-29T03:59:59+09:00</td>\n",
       "      <td>2020-12-28T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>778</td>\n",
       "      <td>1</td>\n",
       "      <td>...</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>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9704</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.37500</td>\n",
       "      <td>83</td>\n",
       "      <td>1891</td>\n",
       "      <td>1554</td>\n",
       "      <td>2020-12-30T03:59:59+09:00</td>\n",
       "      <td>2020-12-29T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9705 rows × 99 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 EMAIL  activity_average_met  activity_cal_active  \\\n",
       "0     nia+279@rowan.kr               1.28125                  196   \n",
       "1     nia+279@rowan.kr               1.25000                  145   \n",
       "2     nia+279@rowan.kr               1.21875                  118   \n",
       "3     nia+279@rowan.kr               1.28125                  180   \n",
       "4     nia+279@rowan.kr               1.46875                  374   \n",
       "...                ...                   ...                  ...   \n",
       "9700  nia+206@rowan.kr               1.34375                  249   \n",
       "9701  nia+206@rowan.kr               1.53125                  570   \n",
       "9702  nia+206@rowan.kr               1.34375                  295   \n",
       "9703  nia+206@rowan.kr               1.31250                  186   \n",
       "9704  nia+206@rowan.kr               1.37500                   83   \n",
       "\n",
       "      activity_cal_total  activity_daily_movement           activity_day_end  \\\n",
       "0                   2251                     3353  2020-10-20T03:59:59+09:00   \n",
       "1                   2159                     2516  2020-10-21T03:59:59+09:00   \n",
       "2                   2140                     1716  2020-10-22T03:59:59+09:00   \n",
       "3                   2240                     2791  2020-10-23T03:59:59+09:00   \n",
       "4                   2559                     5393  2020-10-24T03:59:59+09:00   \n",
       "...                  ...                      ...                        ...   \n",
       "9700                2351                     4411  2020-12-25T03:59:59+09:00   \n",
       "9701                2682                    11057  2020-12-27T03:59:59+09:00   \n",
       "9702                2331                     5135  2020-12-28T03:59:59+09:00   \n",
       "9703                2280                     3178  2020-12-29T03:59:59+09:00   \n",
       "9704                1891                     1554  2020-12-30T03:59:59+09:00   \n",
       "\n",
       "             activity_day_start  activity_high  activity_inactive  \\\n",
       "0     2020-10-19T04:00:00+09:00              0                714   \n",
       "1     2020-10-20T04:00:00+09:00              0                719   \n",
       "2     2020-10-21T04:00:00+09:00              0                708   \n",
       "3     2020-10-22T04:00:00+09:00              0                705   \n",
       "4     2020-10-23T04:00:00+09:00              0                437   \n",
       "...                         ...            ...                ...   \n",
       "9700  2020-12-24T04:00:00+09:00              1                780   \n",
       "9701  2020-12-26T04:00:00+09:00              1                518   \n",
       "9702  2020-12-27T04:00:00+09:00              4                578   \n",
       "9703  2020-12-28T04:00:00+09:00              0                778   \n",
       "9704  2020-12-29T04:00:00+09:00              0                 69   \n",
       "\n",
       "      activity_inactivity_alerts  ...  Q14_1  Q14_2  Q15  Q16_1  Q16_2  Q16_3  \\\n",
       "0                              0  ...      2      2    1      1      2      2   \n",
       "1                              0  ...      2      2    1      1      2      2   \n",
       "2                              1  ...      2      2    1      1      2      2   \n",
       "3                              0  ...      2      2    1      1      2      2   \n",
       "4                              0  ...      2      2    1      1      2      2   \n",
       "...                          ...  ...    ...    ...  ...    ...    ...    ...   \n",
       "9700                           4  ...      2      2    2      2      2      2   \n",
       "9701                           1  ...      2      2    2      2      2      2   \n",
       "9702                           0  ...      2      2    2      2      2      2   \n",
       "9703                           1  ...      2      2    2      2      2      2   \n",
       "9704                           0  ...      2      2    2      2      2      2   \n",
       "\n",
       "      Q17  Q18  Q19  TOTAL  \n",
       "0       1    2    2     17  \n",
       "1       1    2    2     17  \n",
       "2       1    2    2     17  \n",
       "3       1    2    2     17  \n",
       "4       1    2    2     17  \n",
       "...   ...  ...  ...    ...  \n",
       "9700    1    2    2     28  \n",
       "9701    1    2    2     28  \n",
       "9702    1    2    2     28  \n",
       "9703    1    2    2     28  \n",
       "9704    1    2    2     28  \n",
       "\n",
       "[9705 rows x 99 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_merged_data = pd.merge(train_data, train_think, left_on='EMAIL', right_on='SAMPLE_EMAIL', how='inner')\n",
    "train_merged_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "549124c0",
   "metadata": {
    "scrolled": true
   },
   "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>EMAIL</th>\n",
       "      <th>activity_average_met</th>\n",
       "      <th>activity_cal_active</th>\n",
       "      <th>activity_cal_total</th>\n",
       "      <th>activity_daily_movement</th>\n",
       "      <th>activity_day_end</th>\n",
       "      <th>activity_day_start</th>\n",
       "      <th>activity_high</th>\n",
       "      <th>activity_inactive</th>\n",
       "      <th>activity_inactivity_alerts</th>\n",
       "      <th>...</th>\n",
       "      <th>Q14_1</th>\n",
       "      <th>Q14_2</th>\n",
       "      <th>Q15</th>\n",
       "      <th>Q16_1</th>\n",
       "      <th>Q16_2</th>\n",
       "      <th>Q16_3</th>\n",
       "      <th>Q17</th>\n",
       "      <th>Q18</th>\n",
       "      <th>Q19</th>\n",
       "      <th>TOTAL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.28125</td>\n",
       "      <td>196</td>\n",
       "      <td>2251</td>\n",
       "      <td>3353</td>\n",
       "      <td>2020-10-20T03:59:59+09:00</td>\n",
       "      <td>2020-10-19T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>714</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.25000</td>\n",
       "      <td>145</td>\n",
       "      <td>2159</td>\n",
       "      <td>2516</td>\n",
       "      <td>2020-10-21T03:59:59+09:00</td>\n",
       "      <td>2020-10-20T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>719</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.21875</td>\n",
       "      <td>118</td>\n",
       "      <td>2140</td>\n",
       "      <td>1716</td>\n",
       "      <td>2020-10-22T03:59:59+09:00</td>\n",
       "      <td>2020-10-21T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>708</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.28125</td>\n",
       "      <td>180</td>\n",
       "      <td>2240</td>\n",
       "      <td>2791</td>\n",
       "      <td>2020-10-23T03:59:59+09:00</td>\n",
       "      <td>2020-10-22T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>705</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nia+279@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>374</td>\n",
       "      <td>2559</td>\n",
       "      <td>5393</td>\n",
       "      <td>2020-10-24T03:59:59+09:00</td>\n",
       "      <td>2020-10-23T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>437</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9700</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>249</td>\n",
       "      <td>2351</td>\n",
       "      <td>4411</td>\n",
       "      <td>2020-12-25T03:59:59+09:00</td>\n",
       "      <td>2020-12-24T04:00:00+09:00</td>\n",
       "      <td>1</td>\n",
       "      <td>780</td>\n",
       "      <td>4</td>\n",
       "      <td>...</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>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9701</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.53125</td>\n",
       "      <td>570</td>\n",
       "      <td>2682</td>\n",
       "      <td>11057</td>\n",
       "      <td>2020-12-27T03:59:59+09:00</td>\n",
       "      <td>2020-12-26T04:00:00+09:00</td>\n",
       "      <td>1</td>\n",
       "      <td>518</td>\n",
       "      <td>1</td>\n",
       "      <td>...</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>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9702</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>295</td>\n",
       "      <td>2331</td>\n",
       "      <td>5135</td>\n",
       "      <td>2020-12-28T03:59:59+09:00</td>\n",
       "      <td>2020-12-27T04:00:00+09:00</td>\n",
       "      <td>4</td>\n",
       "      <td>578</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9703</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.31250</td>\n",
       "      <td>186</td>\n",
       "      <td>2280</td>\n",
       "      <td>3178</td>\n",
       "      <td>2020-12-29T03:59:59+09:00</td>\n",
       "      <td>2020-12-28T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>778</td>\n",
       "      <td>1</td>\n",
       "      <td>...</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>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9704</th>\n",
       "      <td>nia+206@rowan.kr</td>\n",
       "      <td>1.37500</td>\n",
       "      <td>83</td>\n",
       "      <td>1891</td>\n",
       "      <td>1554</td>\n",
       "      <td>2020-12-30T03:59:59+09:00</td>\n",
       "      <td>2020-12-29T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9705 rows × 98 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 EMAIL  activity_average_met  activity_cal_active  \\\n",
       "0     nia+279@rowan.kr               1.28125                  196   \n",
       "1     nia+279@rowan.kr               1.25000                  145   \n",
       "2     nia+279@rowan.kr               1.21875                  118   \n",
       "3     nia+279@rowan.kr               1.28125                  180   \n",
       "4     nia+279@rowan.kr               1.46875                  374   \n",
       "...                ...                   ...                  ...   \n",
       "9700  nia+206@rowan.kr               1.34375                  249   \n",
       "9701  nia+206@rowan.kr               1.53125                  570   \n",
       "9702  nia+206@rowan.kr               1.34375                  295   \n",
       "9703  nia+206@rowan.kr               1.31250                  186   \n",
       "9704  nia+206@rowan.kr               1.37500                   83   \n",
       "\n",
       "      activity_cal_total  activity_daily_movement           activity_day_end  \\\n",
       "0                   2251                     3353  2020-10-20T03:59:59+09:00   \n",
       "1                   2159                     2516  2020-10-21T03:59:59+09:00   \n",
       "2                   2140                     1716  2020-10-22T03:59:59+09:00   \n",
       "3                   2240                     2791  2020-10-23T03:59:59+09:00   \n",
       "4                   2559                     5393  2020-10-24T03:59:59+09:00   \n",
       "...                  ...                      ...                        ...   \n",
       "9700                2351                     4411  2020-12-25T03:59:59+09:00   \n",
       "9701                2682                    11057  2020-12-27T03:59:59+09:00   \n",
       "9702                2331                     5135  2020-12-28T03:59:59+09:00   \n",
       "9703                2280                     3178  2020-12-29T03:59:59+09:00   \n",
       "9704                1891                     1554  2020-12-30T03:59:59+09:00   \n",
       "\n",
       "             activity_day_start  activity_high  activity_inactive  \\\n",
       "0     2020-10-19T04:00:00+09:00              0                714   \n",
       "1     2020-10-20T04:00:00+09:00              0                719   \n",
       "2     2020-10-21T04:00:00+09:00              0                708   \n",
       "3     2020-10-22T04:00:00+09:00              0                705   \n",
       "4     2020-10-23T04:00:00+09:00              0                437   \n",
       "...                         ...            ...                ...   \n",
       "9700  2020-12-24T04:00:00+09:00              1                780   \n",
       "9701  2020-12-26T04:00:00+09:00              1                518   \n",
       "9702  2020-12-27T04:00:00+09:00              4                578   \n",
       "9703  2020-12-28T04:00:00+09:00              0                778   \n",
       "9704  2020-12-29T04:00:00+09:00              0                 69   \n",
       "\n",
       "      activity_inactivity_alerts  ...  Q14_1  Q14_2  Q15  Q16_1  Q16_2  Q16_3  \\\n",
       "0                              0  ...      2      2    1      1      2      2   \n",
       "1                              0  ...      2      2    1      1      2      2   \n",
       "2                              1  ...      2      2    1      1      2      2   \n",
       "3                              0  ...      2      2    1      1      2      2   \n",
       "4                              0  ...      2      2    1      1      2      2   \n",
       "...                          ...  ...    ...    ...  ...    ...    ...    ...   \n",
       "9700                           4  ...      2      2    2      2      2      2   \n",
       "9701                           1  ...      2      2    2      2      2      2   \n",
       "9702                           0  ...      2      2    2      2      2      2   \n",
       "9703                           1  ...      2      2    2      2      2      2   \n",
       "9704                           0  ...      2      2    2      2      2      2   \n",
       "\n",
       "      Q17  Q18  Q19  TOTAL  \n",
       "0       1    2    2     17  \n",
       "1       1    2    2     17  \n",
       "2       1    2    2     17  \n",
       "3       1    2    2     17  \n",
       "4       1    2    2     17  \n",
       "...   ...  ...  ...    ...  \n",
       "9700    1    2    2     28  \n",
       "9701    1    2    2     28  \n",
       "9702    1    2    2     28  \n",
       "9703    1    2    2     28  \n",
       "9704    1    2    2     28  \n",
       "\n",
       "[9705 rows x 98 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 결측치 DOCTOR_NM 열 제거\n",
    "train_merged_data.drop(['DOCTOR_NM'], axis=1, inplace=True)\n",
    "train_merged_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e99f824a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['EMAIL', 'activity_average_met', 'activity_cal_active',\n",
       "       'activity_cal_total', 'activity_daily_movement', 'activity_day_end',\n",
       "       'activity_day_start', 'activity_high', 'activity_inactive',\n",
       "       'activity_inactivity_alerts', 'activity_low', 'activity_medium',\n",
       "       'activity_met_min_high', 'activity_met_min_inactive',\n",
       "       'activity_met_min_low', 'activity_met_min_medium', 'activity_non_wear',\n",
       "       'activity_rest', 'activity_score', 'activity_score_meet_daily_targets',\n",
       "       'activity_score_move_every_hour', 'activity_score_recovery_time',\n",
       "       'activity_score_stay_active', 'activity_score_training_frequency',\n",
       "       'activity_score_training_volume', 'activity_steps', 'activity_total',\n",
       "       'CONVERT(activity_class_5min USING utf8)',\n",
       "       'CONVERT(activity_met_1min USING utf8)', 'sleep_awake',\n",
       "       'sleep_bedtime_end', 'sleep_bedtime_start', 'sleep_breath_average',\n",
       "       'sleep_deep', 'sleep_duration', 'sleep_efficiency', 'sleep_hr_average',\n",
       "       'sleep_hr_lowest', 'sleep_is_longest', 'sleep_light',\n",
       "       'sleep_midpoint_at_delta', 'sleep_midpoint_time', 'sleep_onset_latency',\n",
       "       'sleep_period_id', 'sleep_rem', 'sleep_restless', 'sleep_rmssd',\n",
       "       'sleep_score', 'sleep_score_alignment', 'sleep_score_deep',\n",
       "       'sleep_score_disturbances', 'sleep_score_efficiency',\n",
       "       'sleep_score_latency', 'sleep_score_rem', 'sleep_score_total',\n",
       "       'sleep_temperature_delta', 'sleep_temperature_deviation', 'sleep_total',\n",
       "       'CONVERT(sleep_hr_5min USING utf8)',\n",
       "       'CONVERT(sleep_hypnogram_5min USING utf8)',\n",
       "       'CONVERT(sleep_rmssd_5min USING utf8)', 'SAMPLE_EMAIL', 'DIAG_SEQ',\n",
       "       'DIAG_NM', 'MMSE_NUM', 'MMSE_KIND', 'Q01', 'Q02', 'Q03', 'Q04', 'Q05',\n",
       "       'Q06', 'Q07', 'Q08', 'Q09', 'Q10', 'Q11_1', 'Q11_2', 'Q11_3', 'Q12_1',\n",
       "       'Q12_2', 'Q12_3', 'Q12_4', 'Q12_5', 'Q12_TOTAL', 'Q13_1', 'Q13_2',\n",
       "       'Q13_3', 'Q14_1', 'Q14_2', 'Q15', 'Q16_1', 'Q16_2', 'Q16_3', 'Q17',\n",
       "       'Q18', 'Q19', 'TOTAL'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_merged_data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "b1ccce22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         0\n",
       "1       117\n",
       "2         0\n",
       "3        85\n",
       "4        33\n",
       "       ... \n",
       "9700      0\n",
       "9701      0\n",
       "9702      0\n",
       "9703    113\n",
       "9704     38\n",
       "Name: activity_non_wear, Length: 9705, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_merged_data['activity_non_wear']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1371523d",
   "metadata": {},
   "source": [
    "# train 데이터 병합 최종파일"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "8360b80e",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_merged_data.to_csv(\"C:/Users/82102/Desktop/의료/128.치매 고위험군 라이프로그/128.치매 고위험군 라이프로그/01.데이터/train_data.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c92bc52",
   "metadata": {},
   "source": [
    "# validation 데이터 병합"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "b7d37de9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "val_walk=pd.read_csv(\"C:/Users/82102/Desktop/의료/128.치매 고위험군 라이프로그/128.치매 고위험군 라이프로그/01.데이터/2.Validation/원천데이터/1.걸음걸이/val_activity.csv\")\n",
    "val_sleep=pd.read_csv(\"C:/Users/82102/Desktop/의료/128.치매 고위험군 라이프로그/128.치매 고위험군 라이프로그/01.데이터/2.Validation/원천데이터/2.수면/val_sleep.csv\")\n",
    "val_think=pd.read_csv(\"C:/Users/82102/Desktop/의료/128.치매 고위험군 라이프로그/128.치매 고위험군 라이프로그/01.데이터/2.Validation/원천데이터/3.인지기능/val_mmse.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "020876da",
   "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>EMAIL</th>\n",
       "      <th>activity_average_met</th>\n",
       "      <th>activity_cal_active</th>\n",
       "      <th>activity_cal_total</th>\n",
       "      <th>activity_class_5min</th>\n",
       "      <th>activity_daily_movement</th>\n",
       "      <th>activity_day_end</th>\n",
       "      <th>activity_day_start</th>\n",
       "      <th>activity_high</th>\n",
       "      <th>activity_inactive</th>\n",
       "      <th>...</th>\n",
       "      <th>activity_score_meet_daily_targets</th>\n",
       "      <th>activity_score_move_every_hour</th>\n",
       "      <th>activity_score_recovery_time</th>\n",
       "      <th>activity_score_stay_active</th>\n",
       "      <th>activity_score_training_frequency</th>\n",
       "      <th>activity_score_training_volume</th>\n",
       "      <th>activity_steps</th>\n",
       "      <th>activity_total</th>\n",
       "      <th>CONVERT(activity_class_5min USING utf8)</th>\n",
       "      <th>CONVERT(activity_met_1min USING utf8)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.71875</td>\n",
       "      <td>730</td>\n",
       "      <td>2944</td>\n",
       "      <td>...</td>\n",
       "      <td>14346</td>\n",
       "      <td>2020-11-28T03:59:59+09:00</td>\n",
       "      <td>2020-11-27T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>417</td>\n",
       "      <td>...</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>86</td>\n",
       "      <td>100</td>\n",
       "      <td>98</td>\n",
       "      <td>15867</td>\n",
       "      <td>592</td>\n",
       "      <td>2/1/1/1/1/1/2/2/1/1/1/1/1/1/2/2/2/3/2/2/2/2/2/...</td>\n",
       "      <td>0.9/0.9/1.4/1.9/1.1/0.9/0.9/1.1/1.3/1/0.9/1.1/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.40625</td>\n",
       "      <td>342</td>\n",
       "      <td>2449</td>\n",
       "      <td>...</td>\n",
       "      <td>6352</td>\n",
       "      <td>2020-11-29T03:59:59+09:00</td>\n",
       "      <td>2020-11-28T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>473</td>\n",
       "      <td>...</td>\n",
       "      <td>78</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>83</td>\n",
       "      <td>100</td>\n",
       "      <td>97</td>\n",
       "      <td>7755</td>\n",
       "      <td>400</td>\n",
       "      <td>1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/2/2/2/2/2/2/...</td>\n",
       "      <td>1.2/1.1/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>401</td>\n",
       "      <td>2544</td>\n",
       "      <td>...</td>\n",
       "      <td>7297</td>\n",
       "      <td>2020-11-30T03:59:59+09:00</td>\n",
       "      <td>2020-11-29T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>586</td>\n",
       "      <td>...</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>71</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>8341</td>\n",
       "      <td>386</td>\n",
       "      <td>1/1/1/1/1/1/1/2/1/1/1/1/2/2/2/2/2/1/1/1/1/1/2/...</td>\n",
       "      <td>1.1/1.1/1.2/1.1/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>0.34375</td>\n",
       "      <td>27</td>\n",
       "      <td>1850</td>\n",
       "      <td>...</td>\n",
       "      <td>491</td>\n",
       "      <td>2020-12-01T03:59:59+09:00</td>\n",
       "      <td>2020-11-30T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>...</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>74</td>\n",
       "      <td>96</td>\n",
       "      <td>92</td>\n",
       "      <td>8122</td>\n",
       "      <td>35</td>\n",
       "      <td>2/1/2/2/1/2/1/1/2/1/1/1/1/1/2/1/1/1/1/1/2/2/2/...</td>\n",
       "      <td>0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>333</td>\n",
       "      <td>2518</td>\n",
       "      <td>...</td>\n",
       "      <td>5861</td>\n",
       "      <td>2020-12-02T03:59:59+09:00</td>\n",
       "      <td>2020-12-01T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>646</td>\n",
       "      <td>...</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>65</td>\n",
       "      <td>71</td>\n",
       "      <td>80</td>\n",
       "      <td>7378</td>\n",
       "      <td>383</td>\n",
       "      <td>1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/2/2/3/3/2/...</td>\n",
       "      <td>0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2473</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.59375</td>\n",
       "      <td>648</td>\n",
       "      <td>2760</td>\n",
       "      <td>...</td>\n",
       "      <td>12256</td>\n",
       "      <td>2021-02-13T03:59:59+09:00</td>\n",
       "      <td>2021-02-12T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>444</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>95</td>\n",
       "      <td>88</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>14654</td>\n",
       "      <td>447</td>\n",
       "      <td>1/2/1/1/1/2/2/3/3/2/5/3/2/2/2/2/2/1/2/1/1/1/1/...</td>\n",
       "      <td>1.2/0.9/0.9/0.9/1.1/1.1/0.9/1.1/2.4/0.9/0.9/0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2474</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.43750</td>\n",
       "      <td>379</td>\n",
       "      <td>2507</td>\n",
       "      <td>...</td>\n",
       "      <td>6973</td>\n",
       "      <td>2021-02-14T03:59:59+09:00</td>\n",
       "      <td>2021-02-13T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>623</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>89</td>\n",
       "      <td>65</td>\n",
       "      <td>100</td>\n",
       "      <td>99</td>\n",
       "      <td>8425</td>\n",
       "      <td>374</td>\n",
       "      <td>1/1/1/1/1/2/2/2/3/3/4/2/2/2/2/1/2/2/1/1/1/2/1/...</td>\n",
       "      <td>0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2475</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.56250</td>\n",
       "      <td>670</td>\n",
       "      <td>2747</td>\n",
       "      <td>...</td>\n",
       "      <td>13008</td>\n",
       "      <td>2021-02-16T03:59:59+09:00</td>\n",
       "      <td>2021-02-15T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>422</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>95</td>\n",
       "      <td>100</td>\n",
       "      <td>99</td>\n",
       "      <td>15341</td>\n",
       "      <td>442</td>\n",
       "      <td>3/3/3/3/3/2/3/3/2/2/2/2/2/2/2/2/2/2/2/2/1/2/1/...</td>\n",
       "      <td>2.1/1.9/2.2/2.4/2.8/2.2/1.9/1.7/1.9/1.4/2.6/1....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2476</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>556</td>\n",
       "      <td>2570</td>\n",
       "      <td>...</td>\n",
       "      <td>11043</td>\n",
       "      <td>2021-02-17T03:59:59+09:00</td>\n",
       "      <td>2021-02-16T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>78</td>\n",
       "      <td>95</td>\n",
       "      <td>87</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>12006</td>\n",
       "      <td>312</td>\n",
       "      <td>1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/...</td>\n",
       "      <td>0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2477</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>311</td>\n",
       "      <td>2341</td>\n",
       "      <td>...</td>\n",
       "      <td>5943</td>\n",
       "      <td>2021-02-18T03:59:59+09:00</td>\n",
       "      <td>2021-02-17T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>595</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>89</td>\n",
       "      <td>67</td>\n",
       "      <td>100</td>\n",
       "      <td>99</td>\n",
       "      <td>6691</td>\n",
       "      <td>294</td>\n",
       "      <td>1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/...</td>\n",
       "      <td>1.3/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2478 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 EMAIL  activity_average_met  activity_cal_active  \\\n",
       "0     nia+404@rowan.kr               1.71875                  730   \n",
       "1     nia+404@rowan.kr               1.40625                  342   \n",
       "2     nia+404@rowan.kr               1.46875                  401   \n",
       "3     nia+404@rowan.kr               0.34375                   27   \n",
       "4     nia+404@rowan.kr               1.46875                  333   \n",
       "...                ...                   ...                  ...   \n",
       "2473  nia+280@rowan.kr               1.59375                  648   \n",
       "2474  nia+280@rowan.kr               1.43750                  379   \n",
       "2475  nia+280@rowan.kr               1.56250                  670   \n",
       "2476  nia+280@rowan.kr               1.46875                  556   \n",
       "2477  nia+280@rowan.kr               1.34375                  311   \n",
       "\n",
       "      activity_cal_total activity_class_5min  activity_daily_movement  \\\n",
       "0                   2944                 ...                    14346   \n",
       "1                   2449                 ...                     6352   \n",
       "2                   2544                 ...                     7297   \n",
       "3                   1850                 ...                      491   \n",
       "4                   2518                 ...                     5861   \n",
       "...                  ...                 ...                      ...   \n",
       "2473                2760                 ...                    12256   \n",
       "2474                2507                 ...                     6973   \n",
       "2475                2747                 ...                    13008   \n",
       "2476                2570                 ...                    11043   \n",
       "2477                2341                 ...                     5943   \n",
       "\n",
       "               activity_day_end         activity_day_start  activity_high  \\\n",
       "0     2020-11-28T03:59:59+09:00  2020-11-27T04:00:00+09:00              0   \n",
       "1     2020-11-29T03:59:59+09:00  2020-11-28T04:00:00+09:00              0   \n",
       "2     2020-11-30T03:59:59+09:00  2020-11-29T04:00:00+09:00              0   \n",
       "3     2020-12-01T03:59:59+09:00  2020-11-30T04:00:00+09:00              0   \n",
       "4     2020-12-02T03:59:59+09:00  2020-12-01T04:00:00+09:00              0   \n",
       "...                         ...                        ...            ...   \n",
       "2473  2021-02-13T03:59:59+09:00  2021-02-12T04:00:00+09:00              0   \n",
       "2474  2021-02-14T03:59:59+09:00  2021-02-13T04:00:00+09:00              0   \n",
       "2475  2021-02-16T03:59:59+09:00  2021-02-15T04:00:00+09:00              0   \n",
       "2476  2021-02-17T03:59:59+09:00  2021-02-16T04:00:00+09:00              0   \n",
       "2477  2021-02-18T03:59:59+09:00  2021-02-17T04:00:00+09:00              0   \n",
       "\n",
       "      activity_inactive  ...  activity_score_meet_daily_targets  \\\n",
       "0                   417  ...                                 95   \n",
       "1                   473  ...                                 78   \n",
       "2                   586  ...                                 95   \n",
       "3                   176  ...                                 95   \n",
       "4                   646  ...                                 95   \n",
       "...                 ...  ...                                ...   \n",
       "2473                444  ...                                100   \n",
       "2474                623  ...                                100   \n",
       "2475                422  ...                                100   \n",
       "2476                452  ...                                100   \n",
       "2477                595  ...                                100   \n",
       "\n",
       "      activity_score_move_every_hour  activity_score_recovery_time  \\\n",
       "0                                100                           100   \n",
       "1                                100                           100   \n",
       "2                                100                           100   \n",
       "3                                100                           100   \n",
       "4                                100                           100   \n",
       "...                              ...                           ...   \n",
       "2473                             100                            95   \n",
       "2474                             100                            89   \n",
       "2475                             100                           100   \n",
       "2476                              78                            95   \n",
       "2477                             100                            89   \n",
       "\n",
       "     activity_score_stay_active  activity_score_training_frequency  \\\n",
       "0                            86                                100   \n",
       "1                            83                                100   \n",
       "2                            71                                 96   \n",
       "3                            74                                 96   \n",
       "4                            65                                 71   \n",
       "...                         ...                                ...   \n",
       "2473                         88                                100   \n",
       "2474                         65                                100   \n",
       "2475                         95                                100   \n",
       "2476                         87                                100   \n",
       "2477                         67                                100   \n",
       "\n",
       "      activity_score_training_volume  activity_steps  activity_total  \\\n",
       "0                                 98           15867             592   \n",
       "1                                 97            7755             400   \n",
       "2                                 96            8341             386   \n",
       "3                                 92            8122              35   \n",
       "4                                 80            7378             383   \n",
       "...                              ...             ...             ...   \n",
       "2473                             100           14654             447   \n",
       "2474                              99            8425             374   \n",
       "2475                              99           15341             442   \n",
       "2476                             100           12006             312   \n",
       "2477                              99            6691             294   \n",
       "\n",
       "                CONVERT(activity_class_5min USING utf8)  \\\n",
       "0     2/1/1/1/1/1/2/2/1/1/1/1/1/1/2/2/2/3/2/2/2/2/2/...   \n",
       "1     1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/2/2/2/2/2/2/...   \n",
       "2     1/1/1/1/1/1/1/2/1/1/1/1/2/2/2/2/2/1/1/1/1/1/2/...   \n",
       "3     2/1/2/2/1/2/1/1/2/1/1/1/1/1/2/1/1/1/1/1/2/2/2/...   \n",
       "4     1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/2/2/3/3/2/...   \n",
       "...                                                 ...   \n",
       "2473  1/2/1/1/1/2/2/3/3/2/5/3/2/2/2/2/2/1/2/1/1/1/1/...   \n",
       "2474  1/1/1/1/1/2/2/2/3/3/4/2/2/2/2/1/2/2/1/1/1/2/1/...   \n",
       "2475  3/3/3/3/3/2/3/3/2/2/2/2/2/2/2/2/2/2/2/2/1/2/1/...   \n",
       "2476  1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/...   \n",
       "2477  1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/1/...   \n",
       "\n",
       "                  CONVERT(activity_met_1min USING utf8)  \n",
       "0     0.9/0.9/1.4/1.9/1.1/0.9/0.9/1.1/1.3/1/0.9/1.1/...  \n",
       "1     1.2/1.1/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....  \n",
       "2     1.1/1.1/1.2/1.1/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....  \n",
       "3     0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/0/...  \n",
       "4     0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....  \n",
       "...                                                 ...  \n",
       "2473  1.2/0.9/0.9/0.9/1.1/1.1/0.9/1.1/2.4/0.9/0.9/0....  \n",
       "2474  0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....  \n",
       "2475  2.1/1.9/2.2/2.4/2.8/2.2/1.9/1.7/1.9/1.4/2.6/1....  \n",
       "2476  0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....  \n",
       "2477  1.3/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0.9/0....  \n",
       "\n",
       "[2478 rows x 31 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val_walk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "ebf5d152",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TRUE\n"
     ]
    }
   ],
   "source": [
    "comparison_series = val_walk['EMAIL'] == val_sleep['EMAIL']\n",
    "\n",
    "if False in comparison_series.values:\n",
    "    print(\"FALSE\")\n",
    "else:\n",
    "    print(\"TRUE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "bfefc26e",
   "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>EMAIL</th>\n",
       "      <th>activity_average_met</th>\n",
       "      <th>activity_cal_active</th>\n",
       "      <th>activity_cal_total</th>\n",
       "      <th>activity_class_5min</th>\n",
       "      <th>activity_daily_movement</th>\n",
       "      <th>activity_day_end</th>\n",
       "      <th>activity_day_start</th>\n",
       "      <th>activity_high</th>\n",
       "      <th>activity_inactive</th>\n",
       "      <th>...</th>\n",
       "      <th>sleep_score_efficiency</th>\n",
       "      <th>sleep_score_latency</th>\n",
       "      <th>sleep_score_rem</th>\n",
       "      <th>sleep_score_total</th>\n",
       "      <th>sleep_temperature_delta</th>\n",
       "      <th>sleep_temperature_deviation</th>\n",
       "      <th>sleep_total</th>\n",
       "      <th>CONVERT(sleep_hr_5min USING utf8)</th>\n",
       "      <th>CONVERT(sleep_hypnogram_5min USING utf8)</th>\n",
       "      <th>CONVERT(sleep_rmssd_5min USING utf8)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.71875</td>\n",
       "      <td>730</td>\n",
       "      <td>2944</td>\n",
       "      <td>...</td>\n",
       "      <td>14346</td>\n",
       "      <td>2020-11-28T03:59:59+09:00</td>\n",
       "      <td>2020-11-27T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>417</td>\n",
       "      <td>...</td>\n",
       "      <td>27</td>\n",
       "      <td>97</td>\n",
       "      <td>66</td>\n",
       "      <td>62</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>21510</td>\n",
       "      <td>0/73/73/73/72/71/70/71/71/71/70/70/73/72/74/74...</td>\n",
       "      <td>4/2/4/3/3/1/2/2/2/2/2/2/3/3/3/4/4/3/2/2/2/2/2/...</td>\n",
       "      <td>0/10/10/10/11/11/10/12/18/13/14/12/10/10/18/17...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.40625</td>\n",
       "      <td>342</td>\n",
       "      <td>2449</td>\n",
       "      <td>...</td>\n",
       "      <td>6352</td>\n",
       "      <td>2020-11-29T03:59:59+09:00</td>\n",
       "      <td>2020-11-28T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>473</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>91</td>\n",
       "      <td>35</td>\n",
       "      <td>44</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>17040</td>\n",
       "      <td>69/70/69/69/70/72/71/72/70/69/69/69/68/68/63/6...</td>\n",
       "      <td>2/4/2/2/2/2/3/1/2/2/4/4/2/2/2/2/2/2/2/2/2/2/4/...</td>\n",
       "      <td>23/23/26/24/18/13/15/14/17/20/24/30/23/25/22/1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>401</td>\n",
       "      <td>2544</td>\n",
       "      <td>...</td>\n",
       "      <td>7297</td>\n",
       "      <td>2020-11-30T03:59:59+09:00</td>\n",
       "      <td>2020-11-29T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>586</td>\n",
       "      <td>...</td>\n",
       "      <td>34</td>\n",
       "      <td>89</td>\n",
       "      <td>41</td>\n",
       "      <td>62</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.07</td>\n",
       "      <td>21360</td>\n",
       "      <td>0/74/73/73/74/74/74/71/71/70/70/69/70/68/66/69...</td>\n",
       "      <td>4/2/4/4/1/1/1/4/4/4/4/4/4/4/2/3/4/2/2/4/2/2/2/...</td>\n",
       "      <td>0/11/14/20/13/14/14/16/27/29/27/20/19/19/14/12...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>0.34375</td>\n",
       "      <td>27</td>\n",
       "      <td>1850</td>\n",
       "      <td>...</td>\n",
       "      <td>491</td>\n",
       "      <td>2020-12-01T03:59:59+09:00</td>\n",
       "      <td>2020-11-30T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>...</td>\n",
       "      <td>44</td>\n",
       "      <td>86</td>\n",
       "      <td>29</td>\n",
       "      <td>56</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>20100</td>\n",
       "      <td>73/70/71/72/75/75/73/70/70/70/67/63/63/63/63/6...</td>\n",
       "      <td>4/4/4/4/3/3/3/2/4/4/4/2/2/2/2/2/2/2/2/4/2/2/2/...</td>\n",
       "      <td>24/28/19/17/12/10/17/20/23/23/25/31/26/25/34/3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>333</td>\n",
       "      <td>2518</td>\n",
       "      <td>...</td>\n",
       "      <td>5861</td>\n",
       "      <td>2020-12-02T03:59:59+09:00</td>\n",
       "      <td>2020-12-01T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>646</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>14</td>\n",
       "      <td>54</td>\n",
       "      <td>59</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>20730</td>\n",
       "      <td>0/0/0/0/0/0/0/0/69/69/71/69/65/66/64/64/65/66/...</td>\n",
       "      <td>4/4/4/4/4/4/4/4/4/4/4/2/2/2/2/3/3/2/4/4/4/2/2/...</td>\n",
       "      <td>0/0/0/0/0/0/0/0/21/22/26/23/19/29/22/17/14/13/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2473</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.59375</td>\n",
       "      <td>648</td>\n",
       "      <td>2760</td>\n",
       "      <td>...</td>\n",
       "      <td>12256</td>\n",
       "      <td>2021-02-13T03:59:59+09:00</td>\n",
       "      <td>2021-02-12T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>444</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>89</td>\n",
       "      <td>22</td>\n",
       "      <td>25</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>12300</td>\n",
       "      <td>66/66/65/64/65/65/65/63/63/63/62/65/64/60/60/6...</td>\n",
       "      <td>4/2/4/4/2/2/2/2/3/2/1/1/2/2/1/1/1/1/1/1/3/2/2/...</td>\n",
       "      <td>45/35/29/27/34/30/31/32/41/40/37/28/43/46/53/4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2474</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.43750</td>\n",
       "      <td>379</td>\n",
       "      <td>2507</td>\n",
       "      <td>...</td>\n",
       "      <td>6973</td>\n",
       "      <td>2021-02-14T03:59:59+09:00</td>\n",
       "      <td>2021-02-13T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>623</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>97</td>\n",
       "      <td>95</td>\n",
       "      <td>92</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>28800</td>\n",
       "      <td>66/0/0/69/69/69/67/65/63/63/64/64/66/70/66/65/...</td>\n",
       "      <td>4/2/4/2/1/4/2/2/2/1/1/1/1/4/2/2/2/2/3/3/3/3/3/...</td>\n",
       "      <td>21/0/0/30/31/35/35/29/37/34/35/35/31/15/20/23/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2475</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.56250</td>\n",
       "      <td>670</td>\n",
       "      <td>2747</td>\n",
       "      <td>...</td>\n",
       "      <td>13008</td>\n",
       "      <td>2021-02-16T03:59:59+09:00</td>\n",
       "      <td>2021-02-15T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>422</td>\n",
       "      <td>...</td>\n",
       "      <td>51</td>\n",
       "      <td>81</td>\n",
       "      <td>62</td>\n",
       "      <td>85</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.21</td>\n",
       "      <td>27030</td>\n",
       "      <td>63/63/63/62/63/62/62/62/63/69/71/68/70/0/0/72/...</td>\n",
       "      <td>4/2/2/2/2/2/1/1/1/1/2/2/4/4/4/1/2/3/3/3/2/2/2/...</td>\n",
       "      <td>29/28/28/32/27/35/34/36/31/27/14/29/16/0/0/19/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2476</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>556</td>\n",
       "      <td>2570</td>\n",
       "      <td>...</td>\n",
       "      <td>11043</td>\n",
       "      <td>2021-02-17T03:59:59+09:00</td>\n",
       "      <td>2021-02-16T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "      <td>...</td>\n",
       "      <td>79</td>\n",
       "      <td>75</td>\n",
       "      <td>98</td>\n",
       "      <td>100</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.69</td>\n",
       "      <td>35910</td>\n",
       "      <td>0/72/71/70/68/69/69/68/68/0/0/0/68/68/68/68/67...</td>\n",
       "      <td>4/2/2/4/4/2/1/1/4/4/4/4/1/1/1/1/2/2/2/4/2/1/1/...</td>\n",
       "      <td>0/19/14/14/22/20/22/22/22/0/0/0/31/30/34/30/26...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2477</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>311</td>\n",
       "      <td>2341</td>\n",
       "      <td>...</td>\n",
       "      <td>5943</td>\n",
       "      <td>2021-02-18T03:59:59+09:00</td>\n",
       "      <td>2021-02-17T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>595</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>86</td>\n",
       "      <td>23</td>\n",
       "      <td>74</td>\n",
       "      <td>-0.91</td>\n",
       "      <td>-0.91</td>\n",
       "      <td>24300</td>\n",
       "      <td>0/0/0/0/64/66/66/65/65/67/68/66/66/66/66/66/67...</td>\n",
       "      <td>4/4/4/4/2/2/2/1/1/1/1/2/2/2/1/1/2/3/2/2/2/2/2/...</td>\n",
       "      <td>0/0/0/0/25/31/33/35/36/33/17/30/30/29/31/29/23...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2478 rows × 67 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 EMAIL  activity_average_met  activity_cal_active  \\\n",
       "0     nia+404@rowan.kr               1.71875                  730   \n",
       "1     nia+404@rowan.kr               1.40625                  342   \n",
       "2     nia+404@rowan.kr               1.46875                  401   \n",
       "3     nia+404@rowan.kr               0.34375                   27   \n",
       "4     nia+404@rowan.kr               1.46875                  333   \n",
       "...                ...                   ...                  ...   \n",
       "2473  nia+280@rowan.kr               1.59375                  648   \n",
       "2474  nia+280@rowan.kr               1.43750                  379   \n",
       "2475  nia+280@rowan.kr               1.56250                  670   \n",
       "2476  nia+280@rowan.kr               1.46875                  556   \n",
       "2477  nia+280@rowan.kr               1.34375                  311   \n",
       "\n",
       "      activity_cal_total activity_class_5min  activity_daily_movement  \\\n",
       "0                   2944                 ...                    14346   \n",
       "1                   2449                 ...                     6352   \n",
       "2                   2544                 ...                     7297   \n",
       "3                   1850                 ...                      491   \n",
       "4                   2518                 ...                     5861   \n",
       "...                  ...                 ...                      ...   \n",
       "2473                2760                 ...                    12256   \n",
       "2474                2507                 ...                     6973   \n",
       "2475                2747                 ...                    13008   \n",
       "2476                2570                 ...                    11043   \n",
       "2477                2341                 ...                     5943   \n",
       "\n",
       "               activity_day_end         activity_day_start  activity_high  \\\n",
       "0     2020-11-28T03:59:59+09:00  2020-11-27T04:00:00+09:00              0   \n",
       "1     2020-11-29T03:59:59+09:00  2020-11-28T04:00:00+09:00              0   \n",
       "2     2020-11-30T03:59:59+09:00  2020-11-29T04:00:00+09:00              0   \n",
       "3     2020-12-01T03:59:59+09:00  2020-11-30T04:00:00+09:00              0   \n",
       "4     2020-12-02T03:59:59+09:00  2020-12-01T04:00:00+09:00              0   \n",
       "...                         ...                        ...            ...   \n",
       "2473  2021-02-13T03:59:59+09:00  2021-02-12T04:00:00+09:00              0   \n",
       "2474  2021-02-14T03:59:59+09:00  2021-02-13T04:00:00+09:00              0   \n",
       "2475  2021-02-16T03:59:59+09:00  2021-02-15T04:00:00+09:00              0   \n",
       "2476  2021-02-17T03:59:59+09:00  2021-02-16T04:00:00+09:00              0   \n",
       "2477  2021-02-18T03:59:59+09:00  2021-02-17T04:00:00+09:00              0   \n",
       "\n",
       "      activity_inactive  ...  sleep_score_efficiency  sleep_score_latency  \\\n",
       "0                   417  ...                      27                   97   \n",
       "1                   473  ...                      46                   91   \n",
       "2                   586  ...                      34                   89   \n",
       "3                   176  ...                      44                   86   \n",
       "4                   646  ...                      39                   14   \n",
       "...                 ...  ...                     ...                  ...   \n",
       "2473                444  ...                      90                   89   \n",
       "2474                623  ...                      46                   97   \n",
       "2475                422  ...                      51                   81   \n",
       "2476                452  ...                      79                   75   \n",
       "2477                595  ...                      90                   86   \n",
       "\n",
       "      sleep_score_rem sleep_score_total  sleep_temperature_delta  \\\n",
       "0                  66                62                    -0.12   \n",
       "1                  35                44                    -0.32   \n",
       "2                  41                62                     0.07   \n",
       "3                  29                56                    -0.41   \n",
       "4                  54                59                    -0.27   \n",
       "...               ...               ...                      ...   \n",
       "2473               22                25                    -0.27   \n",
       "2474               95                92                    -0.13   \n",
       "2475               62                85                     0.21   \n",
       "2476               98               100                     0.69   \n",
       "2477               23                74                    -0.91   \n",
       "\n",
       "      sleep_temperature_deviation  sleep_total  \\\n",
       "0                           -0.12        21510   \n",
       "1                           -0.32        17040   \n",
       "2                            0.07        21360   \n",
       "3                           -0.41        20100   \n",
       "4                           -0.27        20730   \n",
       "...                           ...          ...   \n",
       "2473                        -0.27        12300   \n",
       "2474                        -0.13        28800   \n",
       "2475                         0.21        27030   \n",
       "2476                         0.69        35910   \n",
       "2477                        -0.91        24300   \n",
       "\n",
       "                      CONVERT(sleep_hr_5min USING utf8)  \\\n",
       "0     0/73/73/73/72/71/70/71/71/71/70/70/73/72/74/74...   \n",
       "1     69/70/69/69/70/72/71/72/70/69/69/69/68/68/63/6...   \n",
       "2     0/74/73/73/74/74/74/71/71/70/70/69/70/68/66/69...   \n",
       "3     73/70/71/72/75/75/73/70/70/70/67/63/63/63/63/6...   \n",
       "4     0/0/0/0/0/0/0/0/69/69/71/69/65/66/64/64/65/66/...   \n",
       "...                                                 ...   \n",
       "2473  66/66/65/64/65/65/65/63/63/63/62/65/64/60/60/6...   \n",
       "2474  66/0/0/69/69/69/67/65/63/63/64/64/66/70/66/65/...   \n",
       "2475  63/63/63/62/63/62/62/62/63/69/71/68/70/0/0/72/...   \n",
       "2476  0/72/71/70/68/69/69/68/68/0/0/0/68/68/68/68/67...   \n",
       "2477  0/0/0/0/64/66/66/65/65/67/68/66/66/66/66/66/67...   \n",
       "\n",
       "               CONVERT(sleep_hypnogram_5min USING utf8)  \\\n",
       "0     4/2/4/3/3/1/2/2/2/2/2/2/3/3/3/4/4/3/2/2/2/2/2/...   \n",
       "1     2/4/2/2/2/2/3/1/2/2/4/4/2/2/2/2/2/2/2/2/2/2/4/...   \n",
       "2     4/2/4/4/1/1/1/4/4/4/4/4/4/4/2/3/4/2/2/4/2/2/2/...   \n",
       "3     4/4/4/4/3/3/3/2/4/4/4/2/2/2/2/2/2/2/2/4/2/2/2/...   \n",
       "4     4/4/4/4/4/4/4/4/4/4/4/2/2/2/2/3/3/2/4/4/4/2/2/...   \n",
       "...                                                 ...   \n",
       "2473  4/2/4/4/2/2/2/2/3/2/1/1/2/2/1/1/1/1/1/1/3/2/2/...   \n",
       "2474  4/2/4/2/1/4/2/2/2/1/1/1/1/4/2/2/2/2/3/3/3/3/3/...   \n",
       "2475  4/2/2/2/2/2/1/1/1/1/2/2/4/4/4/1/2/3/3/3/2/2/2/...   \n",
       "2476  4/2/2/4/4/2/1/1/4/4/4/4/1/1/1/1/2/2/2/4/2/1/1/...   \n",
       "2477  4/4/4/4/2/2/2/1/1/1/1/2/2/2/1/1/2/3/2/2/2/2/2/...   \n",
       "\n",
       "                   CONVERT(sleep_rmssd_5min USING utf8)  \n",
       "0     0/10/10/10/11/11/10/12/18/13/14/12/10/10/18/17...  \n",
       "1     23/23/26/24/18/13/15/14/17/20/24/30/23/25/22/1...  \n",
       "2     0/11/14/20/13/14/14/16/27/29/27/20/19/19/14/12...  \n",
       "3     24/28/19/17/12/10/17/20/23/23/25/31/26/25/34/3...  \n",
       "4     0/0/0/0/0/0/0/0/21/22/26/23/19/29/22/17/14/13/...  \n",
       "...                                                 ...  \n",
       "2473  45/35/29/27/34/30/31/32/41/40/37/28/43/46/53/4...  \n",
       "2474  21/0/0/30/31/35/35/29/37/34/35/35/31/15/20/23/...  \n",
       "2475  29/28/28/32/27/35/34/36/31/27/14/29/16/0/0/19/...  \n",
       "2476  0/19/14/14/22/20/22/22/22/0/0/0/31/30/34/30/26...  \n",
       "2477  0/0/0/0/25/31/33/35/36/33/17/30/30/29/31/29/23...  \n",
       "\n",
       "[2478 rows x 67 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val_data=pd.concat([val_walk,val_sleep],axis=1)\n",
    "val_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "d2a0fe32",
   "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>EMAIL</th>\n",
       "      <th>activity_average_met</th>\n",
       "      <th>activity_cal_active</th>\n",
       "      <th>activity_cal_total</th>\n",
       "      <th>activity_daily_movement</th>\n",
       "      <th>activity_day_end</th>\n",
       "      <th>activity_day_start</th>\n",
       "      <th>activity_high</th>\n",
       "      <th>activity_inactive</th>\n",
       "      <th>activity_inactivity_alerts</th>\n",
       "      <th>...</th>\n",
       "      <th>sleep_score_efficiency</th>\n",
       "      <th>sleep_score_latency</th>\n",
       "      <th>sleep_score_rem</th>\n",
       "      <th>sleep_score_total</th>\n",
       "      <th>sleep_temperature_delta</th>\n",
       "      <th>sleep_temperature_deviation</th>\n",
       "      <th>sleep_total</th>\n",
       "      <th>CONVERT(sleep_hr_5min USING utf8)</th>\n",
       "      <th>CONVERT(sleep_hypnogram_5min USING utf8)</th>\n",
       "      <th>CONVERT(sleep_rmssd_5min USING utf8)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.71875</td>\n",
       "      <td>730</td>\n",
       "      <td>2944</td>\n",
       "      <td>14346</td>\n",
       "      <td>2020-11-28T03:59:59+09:00</td>\n",
       "      <td>2020-11-27T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>417</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>27</td>\n",
       "      <td>97</td>\n",
       "      <td>66</td>\n",
       "      <td>62</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>21510</td>\n",
       "      <td>0/73/73/73/72/71/70/71/71/71/70/70/73/72/74/74...</td>\n",
       "      <td>4/2/4/3/3/1/2/2/2/2/2/2/3/3/3/4/4/3/2/2/2/2/2/...</td>\n",
       "      <td>0/10/10/10/11/11/10/12/18/13/14/12/10/10/18/17...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.40625</td>\n",
       "      <td>342</td>\n",
       "      <td>2449</td>\n",
       "      <td>6352</td>\n",
       "      <td>2020-11-29T03:59:59+09:00</td>\n",
       "      <td>2020-11-28T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>473</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>91</td>\n",
       "      <td>35</td>\n",
       "      <td>44</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>17040</td>\n",
       "      <td>69/70/69/69/70/72/71/72/70/69/69/69/68/68/63/6...</td>\n",
       "      <td>2/4/2/2/2/2/3/1/2/2/4/4/2/2/2/2/2/2/2/2/2/2/4/...</td>\n",
       "      <td>23/23/26/24/18/13/15/14/17/20/24/30/23/25/22/1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>401</td>\n",
       "      <td>2544</td>\n",
       "      <td>7297</td>\n",
       "      <td>2020-11-30T03:59:59+09:00</td>\n",
       "      <td>2020-11-29T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>586</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>34</td>\n",
       "      <td>89</td>\n",
       "      <td>41</td>\n",
       "      <td>62</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.07</td>\n",
       "      <td>21360</td>\n",
       "      <td>0/74/73/73/74/74/74/71/71/70/70/69/70/68/66/69...</td>\n",
       "      <td>4/2/4/4/1/1/1/4/4/4/4/4/4/4/2/3/4/2/2/4/2/2/2/...</td>\n",
       "      <td>0/11/14/20/13/14/14/16/27/29/27/20/19/19/14/12...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>0.34375</td>\n",
       "      <td>27</td>\n",
       "      <td>1850</td>\n",
       "      <td>491</td>\n",
       "      <td>2020-12-01T03:59:59+09:00</td>\n",
       "      <td>2020-11-30T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>44</td>\n",
       "      <td>86</td>\n",
       "      <td>29</td>\n",
       "      <td>56</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>20100</td>\n",
       "      <td>73/70/71/72/75/75/73/70/70/70/67/63/63/63/63/6...</td>\n",
       "      <td>4/4/4/4/3/3/3/2/4/4/4/2/2/2/2/2/2/2/2/4/2/2/2/...</td>\n",
       "      <td>24/28/19/17/12/10/17/20/23/23/25/31/26/25/34/3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>333</td>\n",
       "      <td>2518</td>\n",
       "      <td>5861</td>\n",
       "      <td>2020-12-02T03:59:59+09:00</td>\n",
       "      <td>2020-12-01T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>646</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>14</td>\n",
       "      <td>54</td>\n",
       "      <td>59</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>20730</td>\n",
       "      <td>0/0/0/0/0/0/0/0/69/69/71/69/65/66/64/64/65/66/...</td>\n",
       "      <td>4/4/4/4/4/4/4/4/4/4/4/2/2/2/2/3/3/2/4/4/4/2/2/...</td>\n",
       "      <td>0/0/0/0/0/0/0/0/21/22/26/23/19/29/22/17/14/13/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2473</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.59375</td>\n",
       "      <td>648</td>\n",
       "      <td>2760</td>\n",
       "      <td>12256</td>\n",
       "      <td>2021-02-13T03:59:59+09:00</td>\n",
       "      <td>2021-02-12T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>444</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>89</td>\n",
       "      <td>22</td>\n",
       "      <td>25</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>12300</td>\n",
       "      <td>66/66/65/64/65/65/65/63/63/63/62/65/64/60/60/6...</td>\n",
       "      <td>4/2/4/4/2/2/2/2/3/2/1/1/2/2/1/1/1/1/1/1/3/2/2/...</td>\n",
       "      <td>45/35/29/27/34/30/31/32/41/40/37/28/43/46/53/4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2474</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.43750</td>\n",
       "      <td>379</td>\n",
       "      <td>2507</td>\n",
       "      <td>6973</td>\n",
       "      <td>2021-02-14T03:59:59+09:00</td>\n",
       "      <td>2021-02-13T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>623</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>97</td>\n",
       "      <td>95</td>\n",
       "      <td>92</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>28800</td>\n",
       "      <td>66/0/0/69/69/69/67/65/63/63/64/64/66/70/66/65/...</td>\n",
       "      <td>4/2/4/2/1/4/2/2/2/1/1/1/1/4/2/2/2/2/3/3/3/3/3/...</td>\n",
       "      <td>21/0/0/30/31/35/35/29/37/34/35/35/31/15/20/23/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2475</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.56250</td>\n",
       "      <td>670</td>\n",
       "      <td>2747</td>\n",
       "      <td>13008</td>\n",
       "      <td>2021-02-16T03:59:59+09:00</td>\n",
       "      <td>2021-02-15T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>422</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>51</td>\n",
       "      <td>81</td>\n",
       "      <td>62</td>\n",
       "      <td>85</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.21</td>\n",
       "      <td>27030</td>\n",
       "      <td>63/63/63/62/63/62/62/62/63/69/71/68/70/0/0/72/...</td>\n",
       "      <td>4/2/2/2/2/2/1/1/1/1/2/2/4/4/4/1/2/3/3/3/2/2/2/...</td>\n",
       "      <td>29/28/28/32/27/35/34/36/31/27/14/29/16/0/0/19/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2476</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>556</td>\n",
       "      <td>2570</td>\n",
       "      <td>11043</td>\n",
       "      <td>2021-02-17T03:59:59+09:00</td>\n",
       "      <td>2021-02-16T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>79</td>\n",
       "      <td>75</td>\n",
       "      <td>98</td>\n",
       "      <td>100</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.69</td>\n",
       "      <td>35910</td>\n",
       "      <td>0/72/71/70/68/69/69/68/68/0/0/0/68/68/68/68/67...</td>\n",
       "      <td>4/2/2/4/4/2/1/1/4/4/4/4/1/1/1/1/2/2/2/4/2/1/1/...</td>\n",
       "      <td>0/19/14/14/22/20/22/22/22/0/0/0/31/30/34/30/26...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2477</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>311</td>\n",
       "      <td>2341</td>\n",
       "      <td>5943</td>\n",
       "      <td>2021-02-18T03:59:59+09:00</td>\n",
       "      <td>2021-02-17T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>595</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>86</td>\n",
       "      <td>23</td>\n",
       "      <td>74</td>\n",
       "      <td>-0.91</td>\n",
       "      <td>-0.91</td>\n",
       "      <td>24300</td>\n",
       "      <td>0/0/0/0/64/66/66/65/65/67/68/66/66/66/66/66/67...</td>\n",
       "      <td>4/4/4/4/2/2/2/1/1/1/1/2/2/2/1/1/2/3/2/2/2/2/2/...</td>\n",
       "      <td>0/0/0/0/25/31/33/35/36/33/17/30/30/29/31/29/23...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2478 rows × 62 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 EMAIL  activity_average_met  activity_cal_active  \\\n",
       "0     nia+404@rowan.kr               1.71875                  730   \n",
       "1     nia+404@rowan.kr               1.40625                  342   \n",
       "2     nia+404@rowan.kr               1.46875                  401   \n",
       "3     nia+404@rowan.kr               0.34375                   27   \n",
       "4     nia+404@rowan.kr               1.46875                  333   \n",
       "...                ...                   ...                  ...   \n",
       "2473  nia+280@rowan.kr               1.59375                  648   \n",
       "2474  nia+280@rowan.kr               1.43750                  379   \n",
       "2475  nia+280@rowan.kr               1.56250                  670   \n",
       "2476  nia+280@rowan.kr               1.46875                  556   \n",
       "2477  nia+280@rowan.kr               1.34375                  311   \n",
       "\n",
       "      activity_cal_total  activity_daily_movement           activity_day_end  \\\n",
       "0                   2944                    14346  2020-11-28T03:59:59+09:00   \n",
       "1                   2449                     6352  2020-11-29T03:59:59+09:00   \n",
       "2                   2544                     7297  2020-11-30T03:59:59+09:00   \n",
       "3                   1850                      491  2020-12-01T03:59:59+09:00   \n",
       "4                   2518                     5861  2020-12-02T03:59:59+09:00   \n",
       "...                  ...                      ...                        ...   \n",
       "2473                2760                    12256  2021-02-13T03:59:59+09:00   \n",
       "2474                2507                     6973  2021-02-14T03:59:59+09:00   \n",
       "2475                2747                    13008  2021-02-16T03:59:59+09:00   \n",
       "2476                2570                    11043  2021-02-17T03:59:59+09:00   \n",
       "2477                2341                     5943  2021-02-18T03:59:59+09:00   \n",
       "\n",
       "             activity_day_start  activity_high  activity_inactive  \\\n",
       "0     2020-11-27T04:00:00+09:00              0                417   \n",
       "1     2020-11-28T04:00:00+09:00              0                473   \n",
       "2     2020-11-29T04:00:00+09:00              0                586   \n",
       "3     2020-11-30T04:00:00+09:00              0                176   \n",
       "4     2020-12-01T04:00:00+09:00              0                646   \n",
       "...                         ...            ...                ...   \n",
       "2473  2021-02-12T04:00:00+09:00              0                444   \n",
       "2474  2021-02-13T04:00:00+09:00              0                623   \n",
       "2475  2021-02-15T04:00:00+09:00              0                422   \n",
       "2476  2021-02-16T04:00:00+09:00              0                452   \n",
       "2477  2021-02-17T04:00:00+09:00              0                595   \n",
       "\n",
       "      activity_inactivity_alerts  ...  sleep_score_efficiency  \\\n",
       "0                              0  ...                      27   \n",
       "1                              0  ...                      46   \n",
       "2                              0  ...                      34   \n",
       "3                              0  ...                      44   \n",
       "4                              0  ...                      39   \n",
       "...                          ...  ...                     ...   \n",
       "2473                           0  ...                      90   \n",
       "2474                           0  ...                      46   \n",
       "2475                           0  ...                      51   \n",
       "2476                           2  ...                      79   \n",
       "2477                           0  ...                      90   \n",
       "\n",
       "      sleep_score_latency  sleep_score_rem  sleep_score_total  \\\n",
       "0                      97               66                 62   \n",
       "1                      91               35                 44   \n",
       "2                      89               41                 62   \n",
       "3                      86               29                 56   \n",
       "4                      14               54                 59   \n",
       "...                   ...              ...                ...   \n",
       "2473                   89               22                 25   \n",
       "2474                   97               95                 92   \n",
       "2475                   81               62                 85   \n",
       "2476                   75               98                100   \n",
       "2477                   86               23                 74   \n",
       "\n",
       "      sleep_temperature_delta  sleep_temperature_deviation  sleep_total  \\\n",
       "0                       -0.12                        -0.12        21510   \n",
       "1                       -0.32                        -0.32        17040   \n",
       "2                        0.07                         0.07        21360   \n",
       "3                       -0.41                        -0.41        20100   \n",
       "4                       -0.27                        -0.27        20730   \n",
       "...                       ...                          ...          ...   \n",
       "2473                    -0.27                        -0.27        12300   \n",
       "2474                    -0.13                        -0.13        28800   \n",
       "2475                     0.21                         0.21        27030   \n",
       "2476                     0.69                         0.69        35910   \n",
       "2477                    -0.91                        -0.91        24300   \n",
       "\n",
       "                      CONVERT(sleep_hr_5min USING utf8)  \\\n",
       "0     0/73/73/73/72/71/70/71/71/71/70/70/73/72/74/74...   \n",
       "1     69/70/69/69/70/72/71/72/70/69/69/69/68/68/63/6...   \n",
       "2     0/74/73/73/74/74/74/71/71/70/70/69/70/68/66/69...   \n",
       "3     73/70/71/72/75/75/73/70/70/70/67/63/63/63/63/6...   \n",
       "4     0/0/0/0/0/0/0/0/69/69/71/69/65/66/64/64/65/66/...   \n",
       "...                                                 ...   \n",
       "2473  66/66/65/64/65/65/65/63/63/63/62/65/64/60/60/6...   \n",
       "2474  66/0/0/69/69/69/67/65/63/63/64/64/66/70/66/65/...   \n",
       "2475  63/63/63/62/63/62/62/62/63/69/71/68/70/0/0/72/...   \n",
       "2476  0/72/71/70/68/69/69/68/68/0/0/0/68/68/68/68/67...   \n",
       "2477  0/0/0/0/64/66/66/65/65/67/68/66/66/66/66/66/67...   \n",
       "\n",
       "               CONVERT(sleep_hypnogram_5min USING utf8)  \\\n",
       "0     4/2/4/3/3/1/2/2/2/2/2/2/3/3/3/4/4/3/2/2/2/2/2/...   \n",
       "1     2/4/2/2/2/2/3/1/2/2/4/4/2/2/2/2/2/2/2/2/2/2/4/...   \n",
       "2     4/2/4/4/1/1/1/4/4/4/4/4/4/4/2/3/4/2/2/4/2/2/2/...   \n",
       "3     4/4/4/4/3/3/3/2/4/4/4/2/2/2/2/2/2/2/2/4/2/2/2/...   \n",
       "4     4/4/4/4/4/4/4/4/4/4/4/2/2/2/2/3/3/2/4/4/4/2/2/...   \n",
       "...                                                 ...   \n",
       "2473  4/2/4/4/2/2/2/2/3/2/1/1/2/2/1/1/1/1/1/1/3/2/2/...   \n",
       "2474  4/2/4/2/1/4/2/2/2/1/1/1/1/4/2/2/2/2/3/3/3/3/3/...   \n",
       "2475  4/2/2/2/2/2/1/1/1/1/2/2/4/4/4/1/2/3/3/3/2/2/2/...   \n",
       "2476  4/2/2/4/4/2/1/1/4/4/4/4/1/1/1/1/2/2/2/4/2/1/1/...   \n",
       "2477  4/4/4/4/2/2/2/1/1/1/1/2/2/2/1/1/2/3/2/2/2/2/2/...   \n",
       "\n",
       "                   CONVERT(sleep_rmssd_5min USING utf8)  \n",
       "0     0/10/10/10/11/11/10/12/18/13/14/12/10/10/18/17...  \n",
       "1     23/23/26/24/18/13/15/14/17/20/24/30/23/25/22/1...  \n",
       "2     0/11/14/20/13/14/14/16/27/29/27/20/19/19/14/12...  \n",
       "3     24/28/19/17/12/10/17/20/23/23/25/31/26/25/34/3...  \n",
       "4     0/0/0/0/0/0/0/0/21/22/26/23/19/29/22/17/14/13/...  \n",
       "...                                                 ...  \n",
       "2473  45/35/29/27/34/30/31/32/41/40/37/28/43/46/53/4...  \n",
       "2474  21/0/0/30/31/35/35/29/37/34/35/35/31/15/20/23/...  \n",
       "2475  29/28/28/32/27/35/34/36/31/27/14/29/16/0/0/19/...  \n",
       "2476  0/19/14/14/22/20/22/22/22/0/0/0/31/30/34/30/26...  \n",
       "2477  0/0/0/0/25/31/33/35/36/33/17/30/30/29/31/29/23...  \n",
       "\n",
       "[2478 rows x 62 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val_data=val_data.drop(val_data.columns[[4,13,39,42,52]], axis=1)\n",
    "val_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "5dd55213",
   "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>EMAIL</th>\n",
       "      <th>activity_average_met</th>\n",
       "      <th>activity_cal_active</th>\n",
       "      <th>activity_cal_total</th>\n",
       "      <th>activity_daily_movement</th>\n",
       "      <th>activity_day_end</th>\n",
       "      <th>activity_day_start</th>\n",
       "      <th>activity_high</th>\n",
       "      <th>activity_inactive</th>\n",
       "      <th>activity_inactivity_alerts</th>\n",
       "      <th>...</th>\n",
       "      <th>sleep_score_efficiency</th>\n",
       "      <th>sleep_score_latency</th>\n",
       "      <th>sleep_score_rem</th>\n",
       "      <th>sleep_score_total</th>\n",
       "      <th>sleep_temperature_delta</th>\n",
       "      <th>sleep_temperature_deviation</th>\n",
       "      <th>sleep_total</th>\n",
       "      <th>CONVERT(sleep_hr_5min USING utf8)</th>\n",
       "      <th>CONVERT(sleep_hypnogram_5min USING utf8)</th>\n",
       "      <th>CONVERT(sleep_rmssd_5min USING utf8)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.71875</td>\n",
       "      <td>730</td>\n",
       "      <td>2944</td>\n",
       "      <td>14346</td>\n",
       "      <td>2020-11-28T03:59:59+09:00</td>\n",
       "      <td>2020-11-27T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>417</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>27</td>\n",
       "      <td>97</td>\n",
       "      <td>66</td>\n",
       "      <td>62</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>21510</td>\n",
       "      <td>0/73/73/73/72/71/70/71/71/71/70/70/73/72/74/74...</td>\n",
       "      <td>4/2/4/3/3/1/2/2/2/2/2/2/3/3/3/4/4/3/2/2/2/2/2/...</td>\n",
       "      <td>0/10/10/10/11/11/10/12/18/13/14/12/10/10/18/17...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.40625</td>\n",
       "      <td>342</td>\n",
       "      <td>2449</td>\n",
       "      <td>6352</td>\n",
       "      <td>2020-11-29T03:59:59+09:00</td>\n",
       "      <td>2020-11-28T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>473</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>91</td>\n",
       "      <td>35</td>\n",
       "      <td>44</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>17040</td>\n",
       "      <td>69/70/69/69/70/72/71/72/70/69/69/69/68/68/63/6...</td>\n",
       "      <td>2/4/2/2/2/2/3/1/2/2/4/4/2/2/2/2/2/2/2/2/2/2/4/...</td>\n",
       "      <td>23/23/26/24/18/13/15/14/17/20/24/30/23/25/22/1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>401</td>\n",
       "      <td>2544</td>\n",
       "      <td>7297</td>\n",
       "      <td>2020-11-30T03:59:59+09:00</td>\n",
       "      <td>2020-11-29T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>586</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>34</td>\n",
       "      <td>89</td>\n",
       "      <td>41</td>\n",
       "      <td>62</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.07</td>\n",
       "      <td>21360</td>\n",
       "      <td>0/74/73/73/74/74/74/71/71/70/70/69/70/68/66/69...</td>\n",
       "      <td>4/2/4/4/1/1/1/4/4/4/4/4/4/4/2/3/4/2/2/4/2/2/2/...</td>\n",
       "      <td>0/11/14/20/13/14/14/16/27/29/27/20/19/19/14/12...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>0.34375</td>\n",
       "      <td>27</td>\n",
       "      <td>1850</td>\n",
       "      <td>491</td>\n",
       "      <td>2020-12-01T03:59:59+09:00</td>\n",
       "      <td>2020-11-30T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>44</td>\n",
       "      <td>86</td>\n",
       "      <td>29</td>\n",
       "      <td>56</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>-0.41</td>\n",
       "      <td>20100</td>\n",
       "      <td>73/70/71/72/75/75/73/70/70/70/67/63/63/63/63/6...</td>\n",
       "      <td>4/4/4/4/3/3/3/2/4/4/4/2/2/2/2/2/2/2/2/4/2/2/2/...</td>\n",
       "      <td>24/28/19/17/12/10/17/20/23/23/25/31/26/25/34/3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>333</td>\n",
       "      <td>2518</td>\n",
       "      <td>5861</td>\n",
       "      <td>2020-12-02T03:59:59+09:00</td>\n",
       "      <td>2020-12-01T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>646</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>39</td>\n",
       "      <td>14</td>\n",
       "      <td>54</td>\n",
       "      <td>59</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>20730</td>\n",
       "      <td>0/0/0/0/0/0/0/0/69/69/71/69/65/66/64/64/65/66/...</td>\n",
       "      <td>4/4/4/4/4/4/4/4/4/4/4/2/2/2/2/3/3/2/4/4/4/2/2/...</td>\n",
       "      <td>0/0/0/0/0/0/0/0/21/22/26/23/19/29/22/17/14/13/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2473</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.59375</td>\n",
       "      <td>648</td>\n",
       "      <td>2760</td>\n",
       "      <td>12256</td>\n",
       "      <td>2021-02-13T03:59:59+09:00</td>\n",
       "      <td>2021-02-12T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>444</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>89</td>\n",
       "      <td>22</td>\n",
       "      <td>25</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>12300</td>\n",
       "      <td>66/66/65/64/65/65/65/63/63/63/62/65/64/60/60/6...</td>\n",
       "      <td>4/2/4/4/2/2/2/2/3/2/1/1/2/2/1/1/1/1/1/1/3/2/2/...</td>\n",
       "      <td>45/35/29/27/34/30/31/32/41/40/37/28/43/46/53/4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2474</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.43750</td>\n",
       "      <td>379</td>\n",
       "      <td>2507</td>\n",
       "      <td>6973</td>\n",
       "      <td>2021-02-14T03:59:59+09:00</td>\n",
       "      <td>2021-02-13T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>623</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>46</td>\n",
       "      <td>97</td>\n",
       "      <td>95</td>\n",
       "      <td>92</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>28800</td>\n",
       "      <td>66/0/0/69/69/69/67/65/63/63/64/64/66/70/66/65/...</td>\n",
       "      <td>4/2/4/2/1/4/2/2/2/1/1/1/1/4/2/2/2/2/3/3/3/3/3/...</td>\n",
       "      <td>21/0/0/30/31/35/35/29/37/34/35/35/31/15/20/23/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2475</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.56250</td>\n",
       "      <td>670</td>\n",
       "      <td>2747</td>\n",
       "      <td>13008</td>\n",
       "      <td>2021-02-16T03:59:59+09:00</td>\n",
       "      <td>2021-02-15T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>422</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>51</td>\n",
       "      <td>81</td>\n",
       "      <td>62</td>\n",
       "      <td>85</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.21</td>\n",
       "      <td>27030</td>\n",
       "      <td>63/63/63/62/63/62/62/62/63/69/71/68/70/0/0/72/...</td>\n",
       "      <td>4/2/2/2/2/2/1/1/1/1/2/2/4/4/4/1/2/3/3/3/2/2/2/...</td>\n",
       "      <td>29/28/28/32/27/35/34/36/31/27/14/29/16/0/0/19/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2476</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>556</td>\n",
       "      <td>2570</td>\n",
       "      <td>11043</td>\n",
       "      <td>2021-02-17T03:59:59+09:00</td>\n",
       "      <td>2021-02-16T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>79</td>\n",
       "      <td>75</td>\n",
       "      <td>98</td>\n",
       "      <td>100</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.69</td>\n",
       "      <td>35910</td>\n",
       "      <td>0/72/71/70/68/69/69/68/68/0/0/0/68/68/68/68/67...</td>\n",
       "      <td>4/2/2/4/4/2/1/1/4/4/4/4/1/1/1/1/2/2/2/4/2/1/1/...</td>\n",
       "      <td>0/19/14/14/22/20/22/22/22/0/0/0/31/30/34/30/26...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2477</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>311</td>\n",
       "      <td>2341</td>\n",
       "      <td>5943</td>\n",
       "      <td>2021-02-18T03:59:59+09:00</td>\n",
       "      <td>2021-02-17T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>595</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>86</td>\n",
       "      <td>23</td>\n",
       "      <td>74</td>\n",
       "      <td>-0.91</td>\n",
       "      <td>-0.91</td>\n",
       "      <td>24300</td>\n",
       "      <td>0/0/0/0/64/66/66/65/65/67/68/66/66/66/66/66/67...</td>\n",
       "      <td>4/4/4/4/2/2/2/1/1/1/1/2/2/2/1/1/2/3/2/2/2/2/2/...</td>\n",
       "      <td>0/0/0/0/25/31/33/35/36/33/17/30/30/29/31/29/23...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2478 rows × 61 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 EMAIL  activity_average_met  activity_cal_active  \\\n",
       "0     nia+404@rowan.kr               1.71875                  730   \n",
       "1     nia+404@rowan.kr               1.40625                  342   \n",
       "2     nia+404@rowan.kr               1.46875                  401   \n",
       "3     nia+404@rowan.kr               0.34375                   27   \n",
       "4     nia+404@rowan.kr               1.46875                  333   \n",
       "...                ...                   ...                  ...   \n",
       "2473  nia+280@rowan.kr               1.59375                  648   \n",
       "2474  nia+280@rowan.kr               1.43750                  379   \n",
       "2475  nia+280@rowan.kr               1.56250                  670   \n",
       "2476  nia+280@rowan.kr               1.46875                  556   \n",
       "2477  nia+280@rowan.kr               1.34375                  311   \n",
       "\n",
       "      activity_cal_total  activity_daily_movement           activity_day_end  \\\n",
       "0                   2944                    14346  2020-11-28T03:59:59+09:00   \n",
       "1                   2449                     6352  2020-11-29T03:59:59+09:00   \n",
       "2                   2544                     7297  2020-11-30T03:59:59+09:00   \n",
       "3                   1850                      491  2020-12-01T03:59:59+09:00   \n",
       "4                   2518                     5861  2020-12-02T03:59:59+09:00   \n",
       "...                  ...                      ...                        ...   \n",
       "2473                2760                    12256  2021-02-13T03:59:59+09:00   \n",
       "2474                2507                     6973  2021-02-14T03:59:59+09:00   \n",
       "2475                2747                    13008  2021-02-16T03:59:59+09:00   \n",
       "2476                2570                    11043  2021-02-17T03:59:59+09:00   \n",
       "2477                2341                     5943  2021-02-18T03:59:59+09:00   \n",
       "\n",
       "             activity_day_start  activity_high  activity_inactive  \\\n",
       "0     2020-11-27T04:00:00+09:00              0                417   \n",
       "1     2020-11-28T04:00:00+09:00              0                473   \n",
       "2     2020-11-29T04:00:00+09:00              0                586   \n",
       "3     2020-11-30T04:00:00+09:00              0                176   \n",
       "4     2020-12-01T04:00:00+09:00              0                646   \n",
       "...                         ...            ...                ...   \n",
       "2473  2021-02-12T04:00:00+09:00              0                444   \n",
       "2474  2021-02-13T04:00:00+09:00              0                623   \n",
       "2475  2021-02-15T04:00:00+09:00              0                422   \n",
       "2476  2021-02-16T04:00:00+09:00              0                452   \n",
       "2477  2021-02-17T04:00:00+09:00              0                595   \n",
       "\n",
       "      activity_inactivity_alerts  ...  sleep_score_efficiency  \\\n",
       "0                              0  ...                      27   \n",
       "1                              0  ...                      46   \n",
       "2                              0  ...                      34   \n",
       "3                              0  ...                      44   \n",
       "4                              0  ...                      39   \n",
       "...                          ...  ...                     ...   \n",
       "2473                           0  ...                      90   \n",
       "2474                           0  ...                      46   \n",
       "2475                           0  ...                      51   \n",
       "2476                           2  ...                      79   \n",
       "2477                           0  ...                      90   \n",
       "\n",
       "      sleep_score_latency  sleep_score_rem  sleep_score_total  \\\n",
       "0                      97               66                 62   \n",
       "1                      91               35                 44   \n",
       "2                      89               41                 62   \n",
       "3                      86               29                 56   \n",
       "4                      14               54                 59   \n",
       "...                   ...              ...                ...   \n",
       "2473                   89               22                 25   \n",
       "2474                   97               95                 92   \n",
       "2475                   81               62                 85   \n",
       "2476                   75               98                100   \n",
       "2477                   86               23                 74   \n",
       "\n",
       "      sleep_temperature_delta  sleep_temperature_deviation  sleep_total  \\\n",
       "0                       -0.12                        -0.12        21510   \n",
       "1                       -0.32                        -0.32        17040   \n",
       "2                        0.07                         0.07        21360   \n",
       "3                       -0.41                        -0.41        20100   \n",
       "4                       -0.27                        -0.27        20730   \n",
       "...                       ...                          ...          ...   \n",
       "2473                    -0.27                        -0.27        12300   \n",
       "2474                    -0.13                        -0.13        28800   \n",
       "2475                     0.21                         0.21        27030   \n",
       "2476                     0.69                         0.69        35910   \n",
       "2477                    -0.91                        -0.91        24300   \n",
       "\n",
       "                      CONVERT(sleep_hr_5min USING utf8)  \\\n",
       "0     0/73/73/73/72/71/70/71/71/71/70/70/73/72/74/74...   \n",
       "1     69/70/69/69/70/72/71/72/70/69/69/69/68/68/63/6...   \n",
       "2     0/74/73/73/74/74/74/71/71/70/70/69/70/68/66/69...   \n",
       "3     73/70/71/72/75/75/73/70/70/70/67/63/63/63/63/6...   \n",
       "4     0/0/0/0/0/0/0/0/69/69/71/69/65/66/64/64/65/66/...   \n",
       "...                                                 ...   \n",
       "2473  66/66/65/64/65/65/65/63/63/63/62/65/64/60/60/6...   \n",
       "2474  66/0/0/69/69/69/67/65/63/63/64/64/66/70/66/65/...   \n",
       "2475  63/63/63/62/63/62/62/62/63/69/71/68/70/0/0/72/...   \n",
       "2476  0/72/71/70/68/69/69/68/68/0/0/0/68/68/68/68/67...   \n",
       "2477  0/0/0/0/64/66/66/65/65/67/68/66/66/66/66/66/67...   \n",
       "\n",
       "               CONVERT(sleep_hypnogram_5min USING utf8)  \\\n",
       "0     4/2/4/3/3/1/2/2/2/2/2/2/3/3/3/4/4/3/2/2/2/2/2/...   \n",
       "1     2/4/2/2/2/2/3/1/2/2/4/4/2/2/2/2/2/2/2/2/2/2/4/...   \n",
       "2     4/2/4/4/1/1/1/4/4/4/4/4/4/4/2/3/4/2/2/4/2/2/2/...   \n",
       "3     4/4/4/4/3/3/3/2/4/4/4/2/2/2/2/2/2/2/2/4/2/2/2/...   \n",
       "4     4/4/4/4/4/4/4/4/4/4/4/2/2/2/2/3/3/2/4/4/4/2/2/...   \n",
       "...                                                 ...   \n",
       "2473  4/2/4/4/2/2/2/2/3/2/1/1/2/2/1/1/1/1/1/1/3/2/2/...   \n",
       "2474  4/2/4/2/1/4/2/2/2/1/1/1/1/4/2/2/2/2/3/3/3/3/3/...   \n",
       "2475  4/2/2/2/2/2/1/1/1/1/2/2/4/4/4/1/2/3/3/3/2/2/2/...   \n",
       "2476  4/2/2/4/4/2/1/1/4/4/4/4/1/1/1/1/2/2/2/4/2/1/1/...   \n",
       "2477  4/4/4/4/2/2/2/1/1/1/1/2/2/2/1/1/2/3/2/2/2/2/2/...   \n",
       "\n",
       "                   CONVERT(sleep_rmssd_5min USING utf8)  \n",
       "0     0/10/10/10/11/11/10/12/18/13/14/12/10/10/18/17...  \n",
       "1     23/23/26/24/18/13/15/14/17/20/24/30/23/25/22/1...  \n",
       "2     0/11/14/20/13/14/14/16/27/29/27/20/19/19/14/12...  \n",
       "3     24/28/19/17/12/10/17/20/23/23/25/31/26/25/34/3...  \n",
       "4     0/0/0/0/0/0/0/0/21/22/26/23/19/29/22/17/14/13/...  \n",
       "...                                                 ...  \n",
       "2473  45/35/29/27/34/30/31/32/41/40/37/28/43/46/53/4...  \n",
       "2474  21/0/0/30/31/35/35/29/37/34/35/35/31/15/20/23/...  \n",
       "2475  29/28/28/32/27/35/34/36/31/27/14/29/16/0/0/19/...  \n",
       "2476  0/19/14/14/22/20/22/22/22/0/0/0/31/30/34/30/26...  \n",
       "2477  0/0/0/0/25/31/33/35/36/33/17/30/30/29/31/29/23...  \n",
       "\n",
       "[2478 rows x 61 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val_data = val_data.loc[:,~val_data.columns.duplicated()] # 중복되는 EMAIl 열 하나만 남기고 하나만 제거\n",
    "val_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "00dc636c",
   "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>EMAIL</th>\n",
       "      <th>activity_average_met</th>\n",
       "      <th>activity_cal_active</th>\n",
       "      <th>activity_cal_total</th>\n",
       "      <th>activity_daily_movement</th>\n",
       "      <th>activity_day_end</th>\n",
       "      <th>activity_day_start</th>\n",
       "      <th>activity_high</th>\n",
       "      <th>activity_inactive</th>\n",
       "      <th>activity_inactivity_alerts</th>\n",
       "      <th>...</th>\n",
       "      <th>Q14_1</th>\n",
       "      <th>Q14_2</th>\n",
       "      <th>Q15</th>\n",
       "      <th>Q16_1</th>\n",
       "      <th>Q16_2</th>\n",
       "      <th>Q16_3</th>\n",
       "      <th>Q17</th>\n",
       "      <th>Q18</th>\n",
       "      <th>Q19</th>\n",
       "      <th>TOTAL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.71875</td>\n",
       "      <td>730</td>\n",
       "      <td>2944</td>\n",
       "      <td>14346</td>\n",
       "      <td>2020-11-28T03:59:59+09:00</td>\n",
       "      <td>2020-11-27T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>417</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.40625</td>\n",
       "      <td>342</td>\n",
       "      <td>2449</td>\n",
       "      <td>6352</td>\n",
       "      <td>2020-11-29T03:59:59+09:00</td>\n",
       "      <td>2020-11-28T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>473</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>401</td>\n",
       "      <td>2544</td>\n",
       "      <td>7297</td>\n",
       "      <td>2020-11-30T03:59:59+09:00</td>\n",
       "      <td>2020-11-29T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>586</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>0.34375</td>\n",
       "      <td>27</td>\n",
       "      <td>1850</td>\n",
       "      <td>491</td>\n",
       "      <td>2020-12-01T03:59:59+09:00</td>\n",
       "      <td>2020-11-30T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>333</td>\n",
       "      <td>2518</td>\n",
       "      <td>5861</td>\n",
       "      <td>2020-12-02T03:59:59+09:00</td>\n",
       "      <td>2020-12-01T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>646</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2473</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.59375</td>\n",
       "      <td>648</td>\n",
       "      <td>2760</td>\n",
       "      <td>12256</td>\n",
       "      <td>2021-02-13T03:59:59+09:00</td>\n",
       "      <td>2021-02-12T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>444</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2474</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.43750</td>\n",
       "      <td>379</td>\n",
       "      <td>2507</td>\n",
       "      <td>6973</td>\n",
       "      <td>2021-02-14T03:59:59+09:00</td>\n",
       "      <td>2021-02-13T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>623</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2475</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.56250</td>\n",
       "      <td>670</td>\n",
       "      <td>2747</td>\n",
       "      <td>13008</td>\n",
       "      <td>2021-02-16T03:59:59+09:00</td>\n",
       "      <td>2021-02-15T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>422</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2476</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>556</td>\n",
       "      <td>2570</td>\n",
       "      <td>11043</td>\n",
       "      <td>2021-02-17T03:59:59+09:00</td>\n",
       "      <td>2021-02-16T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "      <td>2</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2477</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>311</td>\n",
       "      <td>2341</td>\n",
       "      <td>5943</td>\n",
       "      <td>2021-02-18T03:59:59+09:00</td>\n",
       "      <td>2021-02-17T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>595</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2478 rows × 99 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 EMAIL  activity_average_met  activity_cal_active  \\\n",
       "0     nia+404@rowan.kr               1.71875                  730   \n",
       "1     nia+404@rowan.kr               1.40625                  342   \n",
       "2     nia+404@rowan.kr               1.46875                  401   \n",
       "3     nia+404@rowan.kr               0.34375                   27   \n",
       "4     nia+404@rowan.kr               1.46875                  333   \n",
       "...                ...                   ...                  ...   \n",
       "2473  nia+280@rowan.kr               1.59375                  648   \n",
       "2474  nia+280@rowan.kr               1.43750                  379   \n",
       "2475  nia+280@rowan.kr               1.56250                  670   \n",
       "2476  nia+280@rowan.kr               1.46875                  556   \n",
       "2477  nia+280@rowan.kr               1.34375                  311   \n",
       "\n",
       "      activity_cal_total  activity_daily_movement           activity_day_end  \\\n",
       "0                   2944                    14346  2020-11-28T03:59:59+09:00   \n",
       "1                   2449                     6352  2020-11-29T03:59:59+09:00   \n",
       "2                   2544                     7297  2020-11-30T03:59:59+09:00   \n",
       "3                   1850                      491  2020-12-01T03:59:59+09:00   \n",
       "4                   2518                     5861  2020-12-02T03:59:59+09:00   \n",
       "...                  ...                      ...                        ...   \n",
       "2473                2760                    12256  2021-02-13T03:59:59+09:00   \n",
       "2474                2507                     6973  2021-02-14T03:59:59+09:00   \n",
       "2475                2747                    13008  2021-02-16T03:59:59+09:00   \n",
       "2476                2570                    11043  2021-02-17T03:59:59+09:00   \n",
       "2477                2341                     5943  2021-02-18T03:59:59+09:00   \n",
       "\n",
       "             activity_day_start  activity_high  activity_inactive  \\\n",
       "0     2020-11-27T04:00:00+09:00              0                417   \n",
       "1     2020-11-28T04:00:00+09:00              0                473   \n",
       "2     2020-11-29T04:00:00+09:00              0                586   \n",
       "3     2020-11-30T04:00:00+09:00              0                176   \n",
       "4     2020-12-01T04:00:00+09:00              0                646   \n",
       "...                         ...            ...                ...   \n",
       "2473  2021-02-12T04:00:00+09:00              0                444   \n",
       "2474  2021-02-13T04:00:00+09:00              0                623   \n",
       "2475  2021-02-15T04:00:00+09:00              0                422   \n",
       "2476  2021-02-16T04:00:00+09:00              0                452   \n",
       "2477  2021-02-17T04:00:00+09:00              0                595   \n",
       "\n",
       "      activity_inactivity_alerts  ...  Q14_1  Q14_2  Q15  Q16_1  Q16_2  Q16_3  \\\n",
       "0                              0  ...      2      2    2      2      2      2   \n",
       "1                              0  ...      2      2    2      2      2      2   \n",
       "2                              0  ...      2      2    2      2      2      2   \n",
       "3                              0  ...      2      2    2      2      2      2   \n",
       "4                              0  ...      2      2    2      2      2      2   \n",
       "...                          ...  ...    ...    ...  ...    ...    ...    ...   \n",
       "2473                           0  ...      2      2    2      2      2      2   \n",
       "2474                           0  ...      2      2    2      2      2      2   \n",
       "2475                           0  ...      2      2    2      2      2      2   \n",
       "2476                           2  ...      2      2    2      2      2      2   \n",
       "2477                           0  ...      2      2    2      2      2      2   \n",
       "\n",
       "      Q17  Q18  Q19  TOTAL  \n",
       "0       2    2    2     29  \n",
       "1       2    2    2     29  \n",
       "2       2    2    2     29  \n",
       "3       2    2    2     29  \n",
       "4       2    2    2     29  \n",
       "...   ...  ...  ...    ...  \n",
       "2473    2    2    2     29  \n",
       "2474    2    2    2     29  \n",
       "2475    2    2    2     29  \n",
       "2476    2    2    2     29  \n",
       "2477    2    2    2     29  \n",
       "\n",
       "[2478 rows x 99 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val_merged_data = pd.merge(val_data, val_think, left_on='EMAIL', right_on='SAMPLE_EMAIL', how='inner')\n",
    "val_merged_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "21ac726d",
   "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>EMAIL</th>\n",
       "      <th>activity_average_met</th>\n",
       "      <th>activity_cal_active</th>\n",
       "      <th>activity_cal_total</th>\n",
       "      <th>activity_daily_movement</th>\n",
       "      <th>activity_day_end</th>\n",
       "      <th>activity_day_start</th>\n",
       "      <th>activity_high</th>\n",
       "      <th>activity_inactive</th>\n",
       "      <th>activity_inactivity_alerts</th>\n",
       "      <th>...</th>\n",
       "      <th>Q14_1</th>\n",
       "      <th>Q14_2</th>\n",
       "      <th>Q15</th>\n",
       "      <th>Q16_1</th>\n",
       "      <th>Q16_2</th>\n",
       "      <th>Q16_3</th>\n",
       "      <th>Q17</th>\n",
       "      <th>Q18</th>\n",
       "      <th>Q19</th>\n",
       "      <th>TOTAL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.71875</td>\n",
       "      <td>730</td>\n",
       "      <td>2944</td>\n",
       "      <td>14346</td>\n",
       "      <td>2020-11-28T03:59:59+09:00</td>\n",
       "      <td>2020-11-27T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>417</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.40625</td>\n",
       "      <td>342</td>\n",
       "      <td>2449</td>\n",
       "      <td>6352</td>\n",
       "      <td>2020-11-29T03:59:59+09:00</td>\n",
       "      <td>2020-11-28T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>473</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>401</td>\n",
       "      <td>2544</td>\n",
       "      <td>7297</td>\n",
       "      <td>2020-11-30T03:59:59+09:00</td>\n",
       "      <td>2020-11-29T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>586</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>0.34375</td>\n",
       "      <td>27</td>\n",
       "      <td>1850</td>\n",
       "      <td>491</td>\n",
       "      <td>2020-12-01T03:59:59+09:00</td>\n",
       "      <td>2020-11-30T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nia+404@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>333</td>\n",
       "      <td>2518</td>\n",
       "      <td>5861</td>\n",
       "      <td>2020-12-02T03:59:59+09:00</td>\n",
       "      <td>2020-12-01T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>646</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2473</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.59375</td>\n",
       "      <td>648</td>\n",
       "      <td>2760</td>\n",
       "      <td>12256</td>\n",
       "      <td>2021-02-13T03:59:59+09:00</td>\n",
       "      <td>2021-02-12T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>444</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2474</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.43750</td>\n",
       "      <td>379</td>\n",
       "      <td>2507</td>\n",
       "      <td>6973</td>\n",
       "      <td>2021-02-14T03:59:59+09:00</td>\n",
       "      <td>2021-02-13T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>623</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2475</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.56250</td>\n",
       "      <td>670</td>\n",
       "      <td>2747</td>\n",
       "      <td>13008</td>\n",
       "      <td>2021-02-16T03:59:59+09:00</td>\n",
       "      <td>2021-02-15T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>422</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2476</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.46875</td>\n",
       "      <td>556</td>\n",
       "      <td>2570</td>\n",
       "      <td>11043</td>\n",
       "      <td>2021-02-17T03:59:59+09:00</td>\n",
       "      <td>2021-02-16T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>452</td>\n",
       "      <td>2</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2477</th>\n",
       "      <td>nia+280@rowan.kr</td>\n",
       "      <td>1.34375</td>\n",
       "      <td>311</td>\n",
       "      <td>2341</td>\n",
       "      <td>5943</td>\n",
       "      <td>2021-02-18T03:59:59+09:00</td>\n",
       "      <td>2021-02-17T04:00:00+09:00</td>\n",
       "      <td>0</td>\n",
       "      <td>595</td>\n",
       "      <td>0</td>\n",
       "      <td>...</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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2478 rows × 98 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 EMAIL  activity_average_met  activity_cal_active  \\\n",
       "0     nia+404@rowan.kr               1.71875                  730   \n",
       "1     nia+404@rowan.kr               1.40625                  342   \n",
       "2     nia+404@rowan.kr               1.46875                  401   \n",
       "3     nia+404@rowan.kr               0.34375                   27   \n",
       "4     nia+404@rowan.kr               1.46875                  333   \n",
       "...                ...                   ...                  ...   \n",
       "2473  nia+280@rowan.kr               1.59375                  648   \n",
       "2474  nia+280@rowan.kr               1.43750                  379   \n",
       "2475  nia+280@rowan.kr               1.56250                  670   \n",
       "2476  nia+280@rowan.kr               1.46875                  556   \n",
       "2477  nia+280@rowan.kr               1.34375                  311   \n",
       "\n",
       "      activity_cal_total  activity_daily_movement           activity_day_end  \\\n",
       "0                   2944                    14346  2020-11-28T03:59:59+09:00   \n",
       "1                   2449                     6352  2020-11-29T03:59:59+09:00   \n",
       "2                   2544                     7297  2020-11-30T03:59:59+09:00   \n",
       "3                   1850                      491  2020-12-01T03:59:59+09:00   \n",
       "4                   2518                     5861  2020-12-02T03:59:59+09:00   \n",
       "...                  ...                      ...                        ...   \n",
       "2473                2760                    12256  2021-02-13T03:59:59+09:00   \n",
       "2474                2507                     6973  2021-02-14T03:59:59+09:00   \n",
       "2475                2747                    13008  2021-02-16T03:59:59+09:00   \n",
       "2476                2570                    11043  2021-02-17T03:59:59+09:00   \n",
       "2477                2341                     5943  2021-02-18T03:59:59+09:00   \n",
       "\n",
       "             activity_day_start  activity_high  activity_inactive  \\\n",
       "0     2020-11-27T04:00:00+09:00              0                417   \n",
       "1     2020-11-28T04:00:00+09:00              0                473   \n",
       "2     2020-11-29T04:00:00+09:00              0                586   \n",
       "3     2020-11-30T04:00:00+09:00              0                176   \n",
       "4     2020-12-01T04:00:00+09:00              0                646   \n",
       "...                         ...            ...                ...   \n",
       "2473  2021-02-12T04:00:00+09:00              0                444   \n",
       "2474  2021-02-13T04:00:00+09:00              0                623   \n",
       "2475  2021-02-15T04:00:00+09:00              0                422   \n",
       "2476  2021-02-16T04:00:00+09:00              0                452   \n",
       "2477  2021-02-17T04:00:00+09:00              0                595   \n",
       "\n",
       "      activity_inactivity_alerts  ...  Q14_1  Q14_2  Q15  Q16_1  Q16_2  Q16_3  \\\n",
       "0                              0  ...      2      2    2      2      2      2   \n",
       "1                              0  ...      2      2    2      2      2      2   \n",
       "2                              0  ...      2      2    2      2      2      2   \n",
       "3                              0  ...      2      2    2      2      2      2   \n",
       "4                              0  ...      2      2    2      2      2      2   \n",
       "...                          ...  ...    ...    ...  ...    ...    ...    ...   \n",
       "2473                           0  ...      2      2    2      2      2      2   \n",
       "2474                           0  ...      2      2    2      2      2      2   \n",
       "2475                           0  ...      2      2    2      2      2      2   \n",
       "2476                           2  ...      2      2    2      2      2      2   \n",
       "2477                           0  ...      2      2    2      2      2      2   \n",
       "\n",
       "      Q17  Q18  Q19  TOTAL  \n",
       "0       2    2    2     29  \n",
       "1       2    2    2     29  \n",
       "2       2    2    2     29  \n",
       "3       2    2    2     29  \n",
       "4       2    2    2     29  \n",
       "...   ...  ...  ...    ...  \n",
       "2473    2    2    2     29  \n",
       "2474    2    2    2     29  \n",
       "2475    2    2    2     29  \n",
       "2476    2    2    2     29  \n",
       "2477    2    2    2     29  \n",
       "\n",
       "[2478 rows x 98 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val_merged_data.drop(['DOCTOR_NM'], axis=1, inplace=True)\n",
    "val_merged_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "29591931",
   "metadata": {},
   "outputs": [],
   "source": [
    "val_merged_data.to_csv(\"C:/Users/82102/Desktop/의료/128.치매 고위험군 라이프로그/128.치매 고위험군 라이프로그/01.데이터/val_data.csv\")"
   ]
  }
 ],
 "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
}