{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from datetime import datetime, timedelta\n",
    "from scipy import stats\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.family'] = 'Malgun Gothic'\n",
    "import matplotlib.dates as mdates\n",
    "\n",
    "def get_hstr(path):\n",
    "    hstr = pd.read_csv(path)\n",
    "    hstr['datetime'] = pd.to_datetime(hstr['CLCT_UNIX_TM'], unit='s', utc=True)\n",
    "    hstr['datetime'] = hstr['datetime'].dt.tz_convert('Asia/Seoul').dt.strftime('%Y-%m-%d %H:%M:%S')\n",
    "    hstr['datetime'] = hstr['datetime'].astype('datetime64[ns]')\n",
    "    hstr.columns = ['현장교차로ID', '수집유닉스시각', '수집일시', '제어구분코드', '제어상태코드', '주기시간', '옵셋시간',\n",
    "        'A링1현시시간', 'A링2현시시간', 'A링3현시시간', 'A링4현시시간', 'A링5현시시간', 'A링6현시시간',\n",
    "        'A링7현시시간', 'A링8현시시간', 'B링1현시시간', 'B링2현시시간', 'B링3현시시간', 'B링4현시시간',\n",
    "        'B링5현시시간', 'B링6현시시간', 'B링7현시시간', 'B링8현시시간', 'A링1현시보행시간',\n",
    "        'A링2현시보행시간', 'A링3현시보행시간', 'A링4현시보행시간', 'A링5현시보행시간', 'A링6현시보행시간',\n",
    "        'A링7현시보행시간', 'A링8현시보행시간', 'B링1현시보행시간', 'B링2현시보행시간', 'B링3현시보행시간',\n",
    "        'B링4현시보행시간', 'B링5현시보행시간', 'B링6현시보행시간', 'B링7현시보행시간', 'B링8현시보행시간',\n",
    "        '수집날짜시각']\n",
    "    cols = list(hstr.columns).copy()\n",
    "    cols.remove('수집날짜시각')\n",
    "    cols.insert(1, '수집날짜시각')\n",
    "    hstr = hstr[cols]\n",
    "    return hstr\n",
    "\n",
    "inter_nos = list(range(5031, 5048))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "soitdspotintsoperhstr_202312110921\n",
      "2023-12-10 09:00:00\n",
      "2023-12-11 23:59:59\n",
      "soitdspotintsoperhstr_202312120814\n",
      "2023-12-11 09:00:57\n",
      "2023-12-12 23:59:55\n",
      "soitdspotintsoperhstr_202312131102\n",
      "2023-12-12 09:00:58\n",
      "2023-12-13 23:59:56\n",
      "soitdspotintsoperhstr_202312141254\n",
      "2023-12-13 09:00:58\n",
      "2023-12-14 23:59:59\n",
      "soitdspotintsoperhstr_202312150926\n",
      "2023-12-14 09:00:58\n",
      "2023-12-15 23:59:30\n",
      "soitdspotintsoperhstr_202312151700\n",
      "2023-12-15 09:00:58\n",
      "2023-12-15 23:59:30\n",
      "32289\n",
      "2023-12-12 00:00:09\n",
      "2023-12-15 16:59:54\n"
     ]
    }
   ],
   "source": [
    "# 성남시 신호이력 데이터\n",
    "s_tod_his = pd.read_csv('seongnam/S_TOD_HIS_1702597659892.csv')\n",
    "\n",
    "# 인천시 신호이력 데이터\n",
    "'''SELECT * FROM soitdspotintsoperhstr WHERE SPOT_INTS_ID BETWEEN 5031 AND 5047'''\n",
    "csv_files = [f for f in os.listdir('incheon') if f.endswith('.csv')]\n",
    "\n",
    "dfs = []\n",
    "for file in csv_files:\n",
    "    df_name = file.replace('.csv', '')\n",
    "    print(df_name)\n",
    "    globals()[df_name] = get_hstr(f'incheon/{file}')\n",
    "    dfs.append(globals()[df_name])\n",
    "    print(sorted([dt for dt in globals()[df_name]['수집날짜시각']])[0])\n",
    "    print(sorted([dt for dt in globals()[df_name]['수집날짜시각']])[-1])\n",
    "dfs = [df[(df.수집날짜시각.dt.hour!=23)&df.수집날짜시각.dt.minute!=59] for df in dfs]\n",
    "hstr = pd.concat(dfs).drop_duplicates()\n",
    "hstr = hstr[hstr.수집날짜시각.dt.day >= 12]\n",
    "hstr = hstr[hstr.현장교차로ID.isin(inter_nos)].sort_values(by='수집날짜시각').reset_index(drop=True)\n",
    "hstr = hstr[['현장교차로ID', '수집날짜시각', '제어구분코드', '제어상태코드', '주기시간', '옵셋시간',\n",
    "             'A링1현시시간', 'A링2현시시간', 'A링3현시시간', 'A링4현시시간',\n",
    "             'A링5현시시간', 'A링6현시시간', 'A링7현시시간', 'A링8현시시간',\n",
    "             'B링1현시시간', 'B링2현시시간', 'B링3현시시간', 'B링4현시시간',\n",
    "             'B링5현시시간', 'B링6현시시간', 'B링7현시시간', 'B링8현시시간']]\n",
    "print(len(hstr))\n",
    "print(sorted([dt for dt in hstr['수집날짜시각'] if dt.hour != 23])[0])\n",
    "print(sorted([dt for dt in hstr['수집날짜시각'] if dt.hour != 23])[-1])\n",
    "hstr = hstr.sort_values(by=['현장교차로ID', '수집날짜시각']).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<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>현장교차로ID</th>\n",
       "      <th>수집날짜시각</th>\n",
       "      <th>제어구분코드</th>\n",
       "      <th>제어상태코드</th>\n",
       "      <th>주기시간</th>\n",
       "      <th>옵셋시간</th>\n",
       "      <th>A링1현시시간</th>\n",
       "      <th>A링2현시시간</th>\n",
       "      <th>A링3현시시간</th>\n",
       "      <th>A링4현시시간</th>\n",
       "      <th>A링5현시시간</th>\n",
       "      <th>A링6현시시간</th>\n",
       "      <th>A링7현시시간</th>\n",
       "      <th>A링8현시시간</th>\n",
       "      <th>B링1현시시간</th>\n",
       "      <th>B링2현시시간</th>\n",
       "      <th>B링3현시시간</th>\n",
       "      <th>B링4현시시간</th>\n",
       "      <th>B링5현시시간</th>\n",
       "      <th>B링6현시시간</th>\n",
       "      <th>B링7현시시간</th>\n",
       "      <th>B링8현시시간</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>773</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 10:23:40</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>140</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 10:26:20</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>140</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 10:29:00</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>140</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 10:31:40</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>140</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 10:34:20</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>140</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
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       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 10:39:07</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>107</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>156</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>156</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>779</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 10:41:27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>87</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>780</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 10:45:00</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>213</td>\n",
       "      <td>140</td>\n",
       "      <td>69</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>43</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>69</td>\n",
       "      <td>31</td>\n",
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       "      <td>43</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 10:47:40</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>140</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>782</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 10:50:20</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>140</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>783</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 10:53:00</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>140</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     현장교차로ID              수집날짜시각  제어구분코드  제어상태코드  주기시간  옵셋시간  A링1현시시간  \\\n",
       "773     5031 2023-12-13 10:23:40       3       1   160   140       49   \n",
       "774     5031 2023-12-13 10:26:20       3       1   160   140       49   \n",
       "775     5031 2023-12-13 10:29:00       3       1   160   140       49   \n",
       "776     5031 2023-12-13 10:31:40       3       1   160   140       49   \n",
       "777     5031 2023-12-13 10:34:20       3       1   160   140       49   \n",
       "778     5031 2023-12-13 10:39:07       3       1    31   107       49   \n",
       "779     5031 2023-12-13 10:41:27       0       0   140    87       37   \n",
       "780     5031 2023-12-13 10:45:00       3       2   213   140       69   \n",
       "781     5031 2023-12-13 10:47:40       3       1   160   140       49   \n",
       "782     5031 2023-12-13 10:50:20       3       1   160   140       49   \n",
       "783     5031 2023-12-13 10:53:00       3       1   160   140       49   \n",
       "\n",
       "     A링2현시시간  A링3현시시간  A링4현시시간  A링5현시시간  A링6현시시간  A링7현시시간  A링8현시시간  B링1현시시간  \\\n",
       "773       20       27       29       35        0        0        0       49   \n",
       "774       20       27       29       35        0        0        0       49   \n",
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       "     B링2현시시간  B링3현시시간  B링4현시시간  B링5현시시간  B링6현시시간  B링7현시시간  B링8현시시간  \n",
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       "     현장교차로ID              수집날짜시각  제어구분코드  제어상태코드  주기시간  옵셋시간  A링1현시시간  \\\n",
       "907     5031 2023-12-13 17:53:38       3       1   180   159       65   \n",
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       "909     5031 2023-12-13 17:59:38       3       1   180   159       65   \n",
       "910     5031 2023-12-13 18:02:38       3       1   180   159       65   \n",
       "911     5031 2023-12-13 18:05:38       3       1   180   159       65   \n",
       "912     5031 2023-12-13 18:10:47       3       1    52   107       65   \n",
       "913     5031 2023-12-13 18:13:07       0       0   140    67       37   \n",
       "914     5031 2023-12-13 18:17:06       3       2   239   126       90   \n",
       "915     5031 2023-12-13 18:20:39       3       2   213   159       78   \n",
       "916     5031 2023-12-13 18:23:39       3       1   180   160       65   \n",
       "917     5031 2023-12-13 18:26:38       3       1   179   159       65   \n",
       "\n",
       "     A링2현시시간  A링3현시시간  A링4현시시간  A링5현시시간  A링6현시시간  A링7현시시간  A링8현시시간  B링1현시시간  \\\n",
       "907       20       27       33       35        0        0        0       65   \n",
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       "917       20       27       32       35        0        0        0       65   \n",
       "\n",
       "     B링2현시시간  B링3현시시간  B링4현시시간  B링5현시시간  B링6현시시간  B링7현시시간  B링8현시시간  \n",
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       "      <td>38</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1030</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 23:43:20</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 23:45:40</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1032</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 23:48:00</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1033</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 23:52:43</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "      <td>179</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>179</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 23:55:02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1035</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 23:57:22</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 23:59:43</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>2</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1037</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-14 00:02:03</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>122</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-14 00:04:41</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>158</td>\n",
       "      <td>1</td>\n",
       "      <td>43</td>\n",
       "      <td>18</td>\n",
       "      <td>30</td>\n",
       "      <td>28</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>18</td>\n",
       "      <td>30</td>\n",
       "      <td>28</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      현장교차로ID              수집날짜시각  제어구분코드  제어상태코드  주기시간  옵셋시간  A링1현시시간  \\\n",
       "1028     5031 2023-12-13 23:38:28       3       2   186   128       54   \n",
       "1029     5031 2023-12-13 23:41:00       3       2   152     0       41   \n",
       "1030     5031 2023-12-13 23:43:20       3       1   140     0       37   \n",
       "1031     5031 2023-12-13 23:45:40       3       1   140     0       37   \n",
       "1032     5031 2023-12-13 23:48:00       3       1   140     0       37   \n",
       "1033     5031 2023-12-13 23:52:43       3       1    26     3      179   \n",
       "1034     5031 2023-12-13 23:55:02       0       0   140     2       37   \n",
       "1035     5031 2023-12-13 23:57:22       3       1   140     2       37   \n",
       "1036     5031 2023-12-13 23:59:43       3       1   140     2       37   \n",
       "1037     5031 2023-12-14 00:02:03       3       1   140   122       37   \n",
       "1038     5031 2023-12-14 00:04:41       3       2   158     1       43   \n",
       "\n",
       "      A링2현시시간  A링3현시시간  A링4현시시간  A링5현시시간  A링6현시시간  A링7현시시간  A링8현시시간  B링1현시시간  \\\n",
       "1028       26       31       36       39        0        0        0       54   \n",
       "1029       17       29       27       38        0        0        0       41   \n",
       "1030       16       27       25       35        0        0        0       37   \n",
       "1031       16       27       25       35        0        0        0       37   \n",
       "1032       16       27       25       35        0        0        0       37   \n",
       "1033       16       27       25       35        0        0        0      179   \n",
       "1034       16       27       25       35        0        0        0       37   \n",
       "1035       16       27       25       35        0        0        0       37   \n",
       "1036       16       27       25       35        0        0        0       37   \n",
       "1037       16       27       25       35        0        0        0       37   \n",
       "1038       18       30       28       39        0        0        0       43   \n",
       "\n",
       "      B링2현시시간  B링3현시시간  B링4현시시간  B링5현시시간  B링6현시시간  B링7현시시간  B링8현시시간  \n",
       "1028       26       31       36       39        0        0        0  \n",
       "1029       17       29       27       38        0        0        0  \n",
       "1030       16       27       25       35        0        0        0  \n",
       "1031       16       27       25       35        0        0        0  \n",
       "1032       16       27       25       35        0        0        0  \n",
       "1033       16       27       25       35        0        0        0  \n",
       "1034       16       27       25       35        0        0        0  \n",
       "1035       16       27       25       35        0        0        0  \n",
       "1036       16       27       25       35        0        0        0  \n",
       "1037       16       27       25       35        0        0        0  \n",
       "1038       18       30       28       39        0        0        0  "
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     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>현장교차로ID</th>\n",
       "      <th>수집날짜시각</th>\n",
       "      <th>제어구분코드</th>\n",
       "      <th>제어상태코드</th>\n",
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       "      <th>A링6현시시간</th>\n",
       "      <th>A링7현시시간</th>\n",
       "      <th>A링8현시시간</th>\n",
       "      <th>B링1현시시간</th>\n",
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       "      <th>B링6현시시간</th>\n",
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       "      <th>B링8현시시간</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1757</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:01:11</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>152</td>\n",
       "      <td>43</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1758</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:03:52</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1759</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:07:50</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>239</td>\n",
       "      <td>111</td>\n",
       "      <td>70</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>48</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>48</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1760</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:11:40</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>230</td>\n",
       "      <td>161</td>\n",
       "      <td>66</td>\n",
       "      <td>48</td>\n",
       "      <td>31</td>\n",
       "      <td>46</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>66</td>\n",
       "      <td>48</td>\n",
       "      <td>31</td>\n",
       "      <td>46</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1761</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:14:41</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>180</td>\n",
       "      <td>161</td>\n",
       "      <td>49</td>\n",
       "      <td>35</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
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       "      <td>49</td>\n",
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       "    <tr>\n",
       "      <th>1762</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:17:41</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>180</td>\n",
       "      <td>161</td>\n",
       "      <td>49</td>\n",
       "      <td>35</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>49</td>\n",
       "      <td>35</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1763</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:21:58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>58</td>\n",
       "      <td>126</td>\n",
       "      <td>35</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>126</td>\n",
       "      <td>35</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1764</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:24:18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>19</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1765</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:26:49</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>151</td>\n",
       "      <td>169</td>\n",
       "      <td>39</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1766</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:29:41</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>172</td>\n",
       "      <td>161</td>\n",
       "      <td>47</td>\n",
       "      <td>32</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>32</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1767</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:32:41</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>180</td>\n",
       "      <td>161</td>\n",
       "      <td>49</td>\n",
       "      <td>35</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>35</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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       "      현장교차로ID              수집날짜시각  제어구분코드  제어상태코드  주기시간  옵셋시간  A링1현시시간  \\\n",
       "1757     5031 2023-12-15 07:01:11       3       1   160   152       43   \n",
       "1758     5031 2023-12-15 07:03:52       3       1   160    52       43   \n",
       "1759     5031 2023-12-15 07:07:50       3       2   239   111       70   \n",
       "1760     5031 2023-12-15 07:11:40       3       2   230   161       66   \n",
       "1761     5031 2023-12-15 07:14:41       3       1   180   161       49   \n",
       "1762     5031 2023-12-15 07:17:41       3       1   180   161       49   \n",
       "1763     5031 2023-12-15 07:21:58       0       0     1    58      126   \n",
       "1764     5031 2023-12-15 07:24:18       0       0   140    19       37   \n",
       "1765     5031 2023-12-15 07:26:49       3       2   151   169       39   \n",
       "1766     5031 2023-12-15 07:29:41       3       2   172   161       47   \n",
       "1767     5031 2023-12-15 07:32:41       3       1   180   161       49   \n",
       "\n",
       "      A링2현시시간  A링3현시시간  A링4현시시간  A링5현시시간  A링6현시시간  A링7현시시간  A링8현시시간  B링1현시시간  \\\n",
       "1757       25       27       30       35        0        0        0       43   \n",
       "1758       25       27       30       35        0        0        0       43   \n",
       "1759       51       31       48       39        0        0        0       70   \n",
       "1760       48       31       46       39        0        0        0       66   \n",
       "1761       35       27       34       35        0        0        0       49   \n",
       "1762       35       27       34       35        0        0        0       49   \n",
       "1763       35       27       34       35        0        0        0      126   \n",
       "1764       16       27       25       35        0        0        0       37   \n",
       "1765       25       27       25       35        0        0        0       39   \n",
       "1766       32       27       31       35        0        0        0       47   \n",
       "1767       35       27       34       35        0        0        0       49   \n",
       "\n",
       "      B링2현시시간  B링3현시시간  B링4현시시간  B링5현시시간  B링6현시시간  B링7현시시간  B링8현시시간  \n",
       "1757       25       27       30       35        0        0        0  \n",
       "1758       25       27       30       35        0        0        0  \n",
       "1759       51       31       48       39        0        0        0  \n",
       "1760       48       31       46       39        0        0        0  \n",
       "1761       35       27       34       35        0        0        0  \n",
       "1762       35       27       34       35        0        0        0  \n",
       "1763       35       27       34       35        0        0        0  \n",
       "1764       16       27       25       35        0        0        0  \n",
       "1765       25       27       25       35        0        0        0  \n",
       "1766       32       27       31       35        0        0        0  \n",
       "1767       35       27       34       35        0        0        0  "
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>현장교차로ID</th>\n",
       "      <th>수집날짜시각</th>\n",
       "      <th>제어구분코드</th>\n",
       "      <th>제어상태코드</th>\n",
       "      <th>주기시간</th>\n",
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       "      <th>A링1현시시간</th>\n",
       "      <th>A링2현시시간</th>\n",
       "      <th>A링3현시시간</th>\n",
       "      <th>A링4현시시간</th>\n",
       "      <th>A링5현시시간</th>\n",
       "      <th>A링6현시시간</th>\n",
       "      <th>A링7현시시간</th>\n",
       "      <th>A링8현시시간</th>\n",
       "      <th>B링1현시시간</th>\n",
       "      <th>B링2현시시간</th>\n",
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       "      <th>B링5현시시간</th>\n",
       "      <th>B링6현시시간</th>\n",
       "      <th>B링7현시시간</th>\n",
       "      <th>B링8현시시간</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1758</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:03:52</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>52</td>\n",
       "      <td>43</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
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       "      <td>35</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1759</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:07:50</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>239</td>\n",
       "      <td>111</td>\n",
       "      <td>70</td>\n",
       "      <td>51</td>\n",
       "      <td>31</td>\n",
       "      <td>48</td>\n",
       "      <td>39</td>\n",
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       "      <td>70</td>\n",
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       "      <td>39</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1760</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:11:40</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>230</td>\n",
       "      <td>161</td>\n",
       "      <td>66</td>\n",
       "      <td>48</td>\n",
       "      <td>31</td>\n",
       "      <td>46</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>66</td>\n",
       "      <td>48</td>\n",
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       "      <td>46</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1761</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:14:41</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>180</td>\n",
       "      <td>161</td>\n",
       "      <td>49</td>\n",
       "      <td>35</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
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       "      <td>49</td>\n",
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       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1762</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:17:41</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>180</td>\n",
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       "      <td>27</td>\n",
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       "      <th>1763</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:21:58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>58</td>\n",
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       "      <td>35</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>126</td>\n",
       "      <td>35</td>\n",
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       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1764</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:24:18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>140</td>\n",
       "      <td>19</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1765</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:26:49</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>151</td>\n",
       "      <td>169</td>\n",
       "      <td>39</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
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       "    <tr>\n",
       "      <th>1766</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:29:41</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>172</td>\n",
       "      <td>161</td>\n",
       "      <td>47</td>\n",
       "      <td>32</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>32</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1767</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:32:41</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>180</td>\n",
       "      <td>161</td>\n",
       "      <td>49</td>\n",
       "      <td>35</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>35</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1768</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 07:35:41</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>180</td>\n",
       "      <td>161</td>\n",
       "      <td>49</td>\n",
       "      <td>35</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>35</td>\n",
       "      <td>27</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      현장교차로ID              수집날짜시각  제어구분코드  제어상태코드  주기시간  옵셋시간  A링1현시시간  \\\n",
       "1758     5031 2023-12-15 07:03:52       3       1   160    52       43   \n",
       "1759     5031 2023-12-15 07:07:50       3       2   239   111       70   \n",
       "1760     5031 2023-12-15 07:11:40       3       2   230   161       66   \n",
       "1761     5031 2023-12-15 07:14:41       3       1   180   161       49   \n",
       "1762     5031 2023-12-15 07:17:41       3       1   180   161       49   \n",
       "1763     5031 2023-12-15 07:21:58       0       0     1    58      126   \n",
       "1764     5031 2023-12-15 07:24:18       0       0   140    19       37   \n",
       "1765     5031 2023-12-15 07:26:49       3       2   151   169       39   \n",
       "1766     5031 2023-12-15 07:29:41       3       2   172   161       47   \n",
       "1767     5031 2023-12-15 07:32:41       3       1   180   161       49   \n",
       "1768     5031 2023-12-15 07:35:41       3       1   180   161       49   \n",
       "\n",
       "      A링2현시시간  A링3현시시간  A링4현시시간  A링5현시시간  A링6현시시간  A링7현시시간  A링8현시시간  B링1현시시간  \\\n",
       "1758       25       27       30       35        0        0        0       43   \n",
       "1759       51       31       48       39        0        0        0       70   \n",
       "1760       48       31       46       39        0        0        0       66   \n",
       "1761       35       27       34       35        0        0        0       49   \n",
       "1762       35       27       34       35        0        0        0       49   \n",
       "1763       35       27       34       35        0        0        0      126   \n",
       "1764       16       27       25       35        0        0        0       37   \n",
       "1765       25       27       25       35        0        0        0       39   \n",
       "1766       32       27       31       35        0        0        0       47   \n",
       "1767       35       27       34       35        0        0        0       49   \n",
       "1768       35       27       34       35        0        0        0       49   \n",
       "\n",
       "      B링2현시시간  B링3현시시간  B링4현시시간  B링5현시시간  B링6현시시간  B링7현시시간  B링8현시시간  \n",
       "1758       25       27       30       35        0        0        0  \n",
       "1759       51       31       48       39        0        0        0  \n",
       "1760       48       31       46       39        0        0        0  \n",
       "1761       35       27       34       35        0        0        0  \n",
       "1762       35       27       34       35        0        0        0  \n",
       "1763       35       27       34       35        0        0        0  \n",
       "1764       16       27       25       35        0        0        0  \n",
       "1765       25       27       25       35        0        0        0  \n",
       "1766       32       27       31       35        0        0        0  \n",
       "1767       35       27       34       35        0        0        0  \n",
       "1768       35       27       34       35        0        0        0  "
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       "      <th></th>\n",
       "      <th>현장교차로ID</th>\n",
       "      <th>수집날짜시각</th>\n",
       "      <th>제어구분코드</th>\n",
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       "      <th>A링1현시시간</th>\n",
       "      <th>A링2현시시간</th>\n",
       "      <th>A링3현시시간</th>\n",
       "      <th>A링4현시시간</th>\n",
       "      <th>A링5현시시간</th>\n",
       "      <th>A링6현시시간</th>\n",
       "      <th>A링7현시시간</th>\n",
       "      <th>A링8현시시간</th>\n",
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       "      <th>B링4현시시간</th>\n",
       "      <th>B링5현시시간</th>\n",
       "      <th>B링6현시시간</th>\n",
       "      <th>B링7현시시간</th>\n",
       "      <th>B링8현시시간</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1950</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 15:54:21</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>140</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1951</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 15:57:01</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>140</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1952</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 15:59:41</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>140</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1953</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:02:21</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>140</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1954</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:05:01</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>100</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1955</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:08:44</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>223</td>\n",
       "      <td>154</td>\n",
       "      <td>80</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>44</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>44</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1956</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:11:33</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>169</td>\n",
       "      <td>153</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1957</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:14:22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>170</td>\n",
       "      <td>153</td>\n",
       "      <td>42</td>\n",
       "      <td>23</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>23</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1958</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:17:12</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>170</td>\n",
       "      <td>153</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1959</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:20:02</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>170</td>\n",
       "      <td>153</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1960</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:22:52</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>170</td>\n",
       "      <td>153</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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      "text/plain": [
       "      현장교차로ID              수집날짜시각  제어구분코드  제어상태코드  주기시간  옵셋시간  A링1현시시간  \\\n",
       "1950     5031 2023-12-15 15:54:21       3       1   160   140       49   \n",
       "1951     5031 2023-12-15 15:57:01       3       1   160   140       49   \n",
       "1952     5031 2023-12-15 15:59:41       3       1   160   140       49   \n",
       "1953     5031 2023-12-15 16:02:21       3       1   160   140       49   \n",
       "1954     5031 2023-12-15 16:05:01       3       1   160   100       49   \n",
       "1955     5031 2023-12-15 16:08:44       3       2   223   154       80   \n",
       "1956     5031 2023-12-15 16:11:33       0       0   169   153       58   \n",
       "1957     5031 2023-12-15 16:14:22       0       0   170   153       42   \n",
       "1958     5031 2023-12-15 16:17:12       3       1   170   153       58   \n",
       "1959     5031 2023-12-15 16:20:02       3       1   170   153       58   \n",
       "1960     5031 2023-12-15 16:22:52       3       1   170   153       58   \n",
       "\n",
       "      A링2현시시간  A링3현시시간  A링4현시시간  A링5현시시간  A링6현시시간  A링7현시시간  A링8현시시간  B링1현시시간  \\\n",
       "1950       20       27       29       35        0        0        0       49   \n",
       "1951       20       27       29       35        0        0        0       49   \n",
       "1952       20       27       29       35        0        0        0       49   \n",
       "1953       20       27       29       35        0        0        0       49   \n",
       "1954       20       27       29       35        0        0        0       49   \n",
       "1955       29       31       44       39        0        0        0       80   \n",
       "1956       19       27       30       35        0        0        0       58   \n",
       "1957       23       31       35       39        0        0        0       42   \n",
       "1958       19       27       31       35        0        0        0       58   \n",
       "1959       19       27       31       35        0        0        0       58   \n",
       "1960       19       27       31       35        0        0        0       58   \n",
       "\n",
       "      B링2현시시간  B링3현시시간  B링4현시시간  B링5현시시간  B링6현시시간  B링7현시시간  B링8현시시간  \n",
       "1950       20       27       29       35        0        0        0  \n",
       "1951       20       27       29       35        0        0        0  \n",
       "1952       20       27       29       35        0        0        0  \n",
       "1953       20       27       29       35        0        0        0  \n",
       "1954       20       27       29       35        0        0        0  \n",
       "1955       29       31       44       39        0        0        0  \n",
       "1956       19       27       30       35        0        0        0  \n",
       "1957       23       31       35       39        0        0        0  \n",
       "1958       19       27       31       35        0        0        0  \n",
       "1959       19       27       31       35        0        0        0  \n",
       "1960       19       27       31       35        0        0        0  "
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       "      <th>1951</th>\n",
       "      <td>5031</td>\n",
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       "      <td>0</td>\n",
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       "      <th>1952</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 15:59:41</td>\n",
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       "      <th>1953</th>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1954</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:05:01</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>160</td>\n",
       "      <td>100</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1955</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:08:44</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>223</td>\n",
       "      <td>154</td>\n",
       "      <td>80</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>44</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>80</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>44</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1956</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:11:33</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>169</td>\n",
       "      <td>153</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1957</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:14:22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>170</td>\n",
       "      <td>153</td>\n",
       "      <td>42</td>\n",
       "      <td>23</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>23</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:17:12</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>170</td>\n",
       "      <td>153</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1959</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:20:02</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>170</td>\n",
       "      <td>153</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1960</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:22:52</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>170</td>\n",
       "      <td>153</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1961</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-15 16:25:42</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>170</td>\n",
       "      <td>153</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>19</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      현장교차로ID              수집날짜시각  제어구분코드  제어상태코드  주기시간  옵셋시간  A링1현시시간  \\\n",
       "1951     5031 2023-12-15 15:57:01       3       1   160   140       49   \n",
       "1952     5031 2023-12-15 15:59:41       3       1   160   140       49   \n",
       "1953     5031 2023-12-15 16:02:21       3       1   160   140       49   \n",
       "1954     5031 2023-12-15 16:05:01       3       1   160   100       49   \n",
       "1955     5031 2023-12-15 16:08:44       3       2   223   154       80   \n",
       "1956     5031 2023-12-15 16:11:33       0       0   169   153       58   \n",
       "1957     5031 2023-12-15 16:14:22       0       0   170   153       42   \n",
       "1958     5031 2023-12-15 16:17:12       3       1   170   153       58   \n",
       "1959     5031 2023-12-15 16:20:02       3       1   170   153       58   \n",
       "1960     5031 2023-12-15 16:22:52       3       1   170   153       58   \n",
       "1961     5031 2023-12-15 16:25:42       3       1   170   153       58   \n",
       "\n",
       "      A링2현시시간  A링3현시시간  A링4현시시간  A링5현시시간  A링6현시시간  A링7현시시간  A링8현시시간  B링1현시시간  \\\n",
       "1951       20       27       29       35        0        0        0       49   \n",
       "1952       20       27       29       35        0        0        0       49   \n",
       "1953       20       27       29       35        0        0        0       49   \n",
       "1954       20       27       29       35        0        0        0       49   \n",
       "1955       29       31       44       39        0        0        0       80   \n",
       "1956       19       27       30       35        0        0        0       58   \n",
       "1957       23       31       35       39        0        0        0       42   \n",
       "1958       19       27       31       35        0        0        0       58   \n",
       "1959       19       27       31       35        0        0        0       58   \n",
       "1960       19       27       31       35        0        0        0       58   \n",
       "1961       19       27       31       35        0        0        0       58   \n",
       "\n",
       "      B링2현시시간  B링3현시시간  B링4현시시간  B링5현시시간  B링6현시시간  B링7현시시간  B링8현시시간  \n",
       "1951       20       27       29       35        0        0        0  \n",
       "1952       20       27       29       35        0        0        0  \n",
       "1953       20       27       29       35        0        0        0  \n",
       "1954       20       27       29       35        0        0        0  \n",
       "1955       29       31       44       39        0        0        0  \n",
       "1956       19       27       30       35        0        0        0  \n",
       "1957       23       31       35       39        0        0        0  \n",
       "1958       19       27       31       35        0        0        0  \n",
       "1959       19       27       31       35        0        0        0  \n",
       "1960       19       27       31       35        0        0        0  \n",
       "1961       19       27       31       35        0        0        0  "
      ]
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     "output_type": "display_data"
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>현장교차로ID</th>\n",
       "      <th>수집날짜시각</th>\n",
       "      <th>제어구분코드</th>\n",
       "      <th>제어상태코드</th>\n",
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       "      <th>A링1현시시간</th>\n",
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       "      <th>A링4현시시간</th>\n",
       "      <th>A링5현시시간</th>\n",
       "      <th>A링6현시시간</th>\n",
       "      <th>A링7현시시간</th>\n",
       "      <th>A링8현시시간</th>\n",
       "      <th>B링1현시시간</th>\n",
       "      <th>B링2현시시간</th>\n",
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       "      <th>B링6현시시간</th>\n",
       "      <th>B링7현시시간</th>\n",
       "      <th>B링8현시시간</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2161</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-12 07:28:35</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>170</td>\n",
       "      <td>55</td>\n",
       "      <td>24</td>\n",
       "      <td>61</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>61</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2162</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-12 07:31:25</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>170</td>\n",
       "      <td>55</td>\n",
       "      <td>24</td>\n",
       "      <td>61</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>61</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2163</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-12 07:34:15</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>170</td>\n",
       "      <td>55</td>\n",
       "      <td>24</td>\n",
       "      <td>61</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>61</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2164</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-12 07:37:05</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>170</td>\n",
       "      <td>55</td>\n",
       "      <td>24</td>\n",
       "      <td>61</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>61</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2165</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-12 07:39:55</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>170</td>\n",
       "      <td>55</td>\n",
       "      <td>24</td>\n",
       "      <td>61</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>61</td>\n",
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       "      <td>37</td>\n",
       "      <td>24</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2166</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-12 07:42:27</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>133</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>21</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>21</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2167</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-12 07:44:24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>117</td>\n",
       "      <td>154</td>\n",
       "      <td>18</td>\n",
       "      <td>24</td>\n",
       "      <td>19</td>\n",
       "      <td>37</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>24</td>\n",
       "      <td>19</td>\n",
       "      <td>37</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2168</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-12 07:48:10</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>226</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>84</td>\n",
       "      <td>35</td>\n",
       "      <td>37</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>84</td>\n",
       "      <td>35</td>\n",
       "      <td>37</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2169</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-12 07:51:15</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>185</td>\n",
       "      <td>55</td>\n",
       "      <td>27</td>\n",
       "      <td>67</td>\n",
       "      <td>27</td>\n",
       "      <td>37</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>67</td>\n",
       "      <td>27</td>\n",
       "      <td>37</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2170</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-12 07:54:05</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>170</td>\n",
       "      <td>55</td>\n",
       "      <td>24</td>\n",
       "      <td>61</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>61</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2171</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-12 07:56:55</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>170</td>\n",
       "      <td>55</td>\n",
       "      <td>24</td>\n",
       "      <td>61</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>61</td>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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       "      현장교차로ID              수집날짜시각  제어구분코드  제어상태코드  주기시간  옵셋시간  A링1현시시간  \\\n",
       "2161     5032 2023-12-12 07:28:35       3       1   170    55       24   \n",
       "2162     5032 2023-12-12 07:31:25       3       1   170    55       24   \n",
       "2163     5032 2023-12-12 07:34:15       3       1   170    55       24   \n",
       "2164     5032 2023-12-12 07:37:05       3       1   170    55       24   \n",
       "2165     5032 2023-12-12 07:39:55       3       1   170    55       24   \n",
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       "2167     5032 2023-12-12 07:44:24       0       0   117   154       18   \n",
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       "2170     5032 2023-12-12 07:54:05       3       1   170    55       24   \n",
       "2171     5032 2023-12-12 07:56:55       3       1   170    55       24   \n",
       "\n",
       "      A링2현시시간  A링3현시시간  A링4현시시간  A링5현시시간  A링6현시시간  A링7현시시간  A링8현시시간  B링1현시시간  \\\n",
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       "2170       61       24       37       24        0        0        0       24   \n",
       "2171       61       24       37       24        0        0        0       24   \n",
       "\n",
       "      B링2현시시간  B링3현시시간  B링4현시시간  B링5현시시간  B링6현시시간  B링7현시시간  B링8현시시간  \n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>현장교차로ID</th>\n",
       "      <th>수집날짜시각</th>\n",
       "      <th>제어구분코드</th>\n",
       "      <th>제어상태코드</th>\n",
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       "      <th>A링5현시시간</th>\n",
       "      <th>A링6현시시간</th>\n",
       "      <th>A링7현시시간</th>\n",
       "      <th>A링8현시시간</th>\n",
       "      <th>B링1현시시간</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2625</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:02:01</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>60</td>\n",
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       "      <th>2626</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:04:21</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2627</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:06:41</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>60</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
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       "      <td>37</td>\n",
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       "    <tr>\n",
       "      <th>2628</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:09:01</td>\n",
       "      <td>3</td>\n",
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       "      <td>140</td>\n",
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       "    <tr>\n",
       "      <th>2629</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:11:20</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>139</td>\n",
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       "      <th>2630</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:13:40</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>141</td>\n",
       "      <td>60</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>38</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2631</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:17:53</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>252</td>\n",
       "      <td>32</td>\n",
       "      <td>132</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>132</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2632</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:19:50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>117</td>\n",
       "      <td>9</td>\n",
       "      <td>18</td>\n",
       "      <td>24</td>\n",
       "      <td>19</td>\n",
       "      <td>37</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>24</td>\n",
       "      <td>19</td>\n",
       "      <td>37</td>\n",
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       "    <tr>\n",
       "      <th>2633</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:22:55</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>186</td>\n",
       "      <td>55</td>\n",
       "      <td>30</td>\n",
       "      <td>60</td>\n",
       "      <td>30</td>\n",
       "      <td>37</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>60</td>\n",
       "      <td>30</td>\n",
       "      <td>37</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2634</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:25:20</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>145</td>\n",
       "      <td>60</td>\n",
       "      <td>21</td>\n",
       "      <td>45</td>\n",
       "      <td>21</td>\n",
       "      <td>37</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>45</td>\n",
       "      <td>21</td>\n",
       "      <td>37</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2635</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:27:40</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>60</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      현장교차로ID              수집날짜시각  제어구분코드  제어상태코드  주기시간  옵셋시간  A링1현시시간  \\\n",
       "2625     5032 2023-12-13 05:02:01       3       1   140    60       20   \n",
       "2626     5032 2023-12-13 05:04:21       3       1   140    60       20   \n",
       "2627     5032 2023-12-13 05:06:41       3       1   140    60       20   \n",
       "2628     5032 2023-12-13 05:09:01       3       1   140    61       20   \n",
       "2629     5032 2023-12-13 05:11:20       3       1   139    60       20   \n",
       "2630     5032 2023-12-13 05:13:40       3       1   141    60       20   \n",
       "2631     5032 2023-12-13 05:17:53       0       0   252    32      132   \n",
       "2632     5032 2023-12-13 05:19:50       0       0   117     9       18   \n",
       "2633     5032 2023-12-13 05:22:55       3       2   186    55       30   \n",
       "2634     5032 2023-12-13 05:25:20       3       2   145    60       21   \n",
       "2635     5032 2023-12-13 05:27:40       3       1   140    60       20   \n",
       "\n",
       "      A링2현시시간  A링3현시시간  A링4현시시간  A링5현시시간  A링6현시시간  A링7현시시간  A링8현시시간  B링1현시시간  \\\n",
       "2625       43       20       37       20        0        0        0       20   \n",
       "2626       43       20       37       20        0        0        0       20   \n",
       "2627       43       20       37       20        0        0        0       20   \n",
       "2628       43       20       37       20        0        0        0       20   \n",
       "2629       43       20       37       19        0        0        0       20   \n",
       "2630       43       20       38       20        0        0        0       20   \n",
       "2631       43       20       37       20        0        0        0      132   \n",
       "2632       24       19       37       19        0        0        0       18   \n",
       "2633       60       30       37       29        0        0        0       30   \n",
       "2634       45       21       37       21        0        0        0       21   \n",
       "2635       43       20       37       20        0        0        0       20   \n",
       "\n",
       "      B링2현시시간  B링3현시시간  B링4현시시간  B링5현시시간  B링6현시시간  B링7현시시간  B링8현시시간  \n",
       "2625       43       20       37       20        0        0        0  \n",
       "2626       43       20       37       20        0        0        0  \n",
       "2627       43       20       37       20        0        0        0  \n",
       "2628       43       20       37       20        0        0        0  \n",
       "2629       43       20       37       19        0        0        0  \n",
       "2630       43       20       38       20        0        0        0  \n",
       "2631       43       20       37       20        0        0        0  \n",
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       "2634       45       21       37       21        0        0        0  \n",
       "2635       43       20       37       20        0        0        0  "
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       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>현장교차로ID</th>\n",
       "      <th>수집날짜시각</th>\n",
       "      <th>제어구분코드</th>\n",
       "      <th>제어상태코드</th>\n",
       "      <th>주기시간</th>\n",
       "      <th>옵셋시간</th>\n",
       "      <th>A링1현시시간</th>\n",
       "      <th>A링2현시시간</th>\n",
       "      <th>A링3현시시간</th>\n",
       "      <th>A링4현시시간</th>\n",
       "      <th>A링5현시시간</th>\n",
       "      <th>A링6현시시간</th>\n",
       "      <th>A링7현시시간</th>\n",
       "      <th>A링8현시시간</th>\n",
       "      <th>B링1현시시간</th>\n",
       "      <th>B링2현시시간</th>\n",
       "      <th>B링3현시시간</th>\n",
       "      <th>B링4현시시간</th>\n",
       "      <th>B링5현시시간</th>\n",
       "      <th>B링6현시시간</th>\n",
       "      <th>B링7현시시간</th>\n",
       "      <th>B링8현시시간</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2626</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:04:21</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>60</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2627</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:06:41</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>60</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2628</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:09:01</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>61</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2629</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:11:20</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>139</td>\n",
       "      <td>60</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2630</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:13:40</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>141</td>\n",
       "      <td>60</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>38</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>38</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2631</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:17:53</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>252</td>\n",
       "      <td>32</td>\n",
       "      <td>132</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>132</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2632</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:19:50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>117</td>\n",
       "      <td>9</td>\n",
       "      <td>18</td>\n",
       "      <td>24</td>\n",
       "      <td>19</td>\n",
       "      <td>37</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>24</td>\n",
       "      <td>19</td>\n",
       "      <td>37</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2633</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:22:55</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>186</td>\n",
       "      <td>55</td>\n",
       "      <td>30</td>\n",
       "      <td>60</td>\n",
       "      <td>30</td>\n",
       "      <td>37</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>60</td>\n",
       "      <td>30</td>\n",
       "      <td>37</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2634</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:25:20</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>145</td>\n",
       "      <td>60</td>\n",
       "      <td>21</td>\n",
       "      <td>45</td>\n",
       "      <td>21</td>\n",
       "      <td>37</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>45</td>\n",
       "      <td>21</td>\n",
       "      <td>37</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2635</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:27:40</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>60</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2636</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 05:30:00</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>60</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>37</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      현장교차로ID              수집날짜시각  제어구분코드  제어상태코드  주기시간  옵셋시간  A링1현시시간  \\\n",
       "2626     5032 2023-12-13 05:04:21       3       1   140    60       20   \n",
       "2627     5032 2023-12-13 05:06:41       3       1   140    60       20   \n",
       "2628     5032 2023-12-13 05:09:01       3       1   140    61       20   \n",
       "2629     5032 2023-12-13 05:11:20       3       1   139    60       20   \n",
       "2630     5032 2023-12-13 05:13:40       3       1   141    60       20   \n",
       "2631     5032 2023-12-13 05:17:53       0       0   252    32      132   \n",
       "2632     5032 2023-12-13 05:19:50       0       0   117     9       18   \n",
       "2633     5032 2023-12-13 05:22:55       3       2   186    55       30   \n",
       "2634     5032 2023-12-13 05:25:20       3       2   145    60       21   \n",
       "2635     5032 2023-12-13 05:27:40       3       1   140    60       20   \n",
       "2636     5032 2023-12-13 05:30:00       3       1   140    60       20   \n",
       "\n",
       "      A링2현시시간  A링3현시시간  A링4현시시간  A링5현시시간  A링6현시시간  A링7현시시간  A링8현시시간  B링1현시시간  \\\n",
       "2626       43       20       37       20        0        0        0       20   \n",
       "2627       43       20       37       20        0        0        0       20   \n",
       "2628       43       20       37       20        0        0        0       20   \n",
       "2629       43       20       37       19        0        0        0       20   \n",
       "2630       43       20       38       20        0        0        0       20   \n",
       "2631       43       20       37       20        0        0        0      132   \n",
       "2632       24       19       37       19        0        0        0       18   \n",
       "2633       60       30       37       29        0        0        0       30   \n",
       "2634       45       21       37       21        0        0        0       21   \n",
       "2635       43       20       37       20        0        0        0       20   \n",
       "2636       43       20       37       20        0        0        0       20   \n",
       "\n",
       "      B링2현시시간  B링3현시시간  B링4현시시간  B링5현시시간  B링6현시시간  B링7현시시간  B링8현시시간  \n",
       "2626       43       20       37       20        0        0        0  \n",
       "2627       43       20       37       20        0        0        0  \n",
       "2628       43       20       37       20        0        0        0  \n",
       "2629       43       20       37       19        0        0        0  \n",
       "2630       43       20       38       20        0        0        0  \n",
       "2631       43       20       37       20        0        0        0  \n",
       "2632       24       19       37       19        0        0        0  \n",
       "2633       60       30       37       29        0        0        0  \n",
       "2634       45       21       37       21        0        0        0  \n",
       "2635       43       20       37       20        0        0        0  \n",
       "2636       43       20       37       20        0        0        0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 제어구분코드 (0: 비감응 지역제어, 1: 감응 지역제어, 2: 감응 중앙제어, 3: 비감응 중앙제어)\n",
    "# 제어상태코드 (0:오프라인, 1:온라인, 2:트랜스, 3:통신장애, 4:수동)\n",
    "print(hstr.제어구분코드.unique())\n",
    "print(hstr.제어상태코드.unique())\n",
    "print(hstr.제어구분코드.value_counts())\n",
    "print(hstr.제어상태코드.value_counts())\n",
    "S0 = set(hstr[hstr.제어구분코드==0].index)\n",
    "S3 = set(hstr[hstr.제어구분코드==3].index)\n",
    "T0 = set(hstr[hstr.제어구분코드==0].index)\n",
    "T1 = set(hstr[hstr.제어구분코드==1].index)\n",
    "T2 = set(hstr[hstr.제어구분코드==2].index)\n",
    "T3 = set(hstr[hstr.제어구분코드==3].index)\n",
    "k=6\n",
    "S0_indices = list(hstr[hstr.제어구분코드==0].index)\n",
    "for j in range(10):\n",
    "    i = S0_indices[j]\n",
    "    context = range(i - k, i + k - 1)\n",
    "    with pd.option_context('display.max_rows', None, 'display.max_columns', None):\n",
    "        display(hstr.iloc[context])"
   ]
  },
  {
   "cell_type": "code",
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   "metadata": {},
   "outputs": [],
   "source": []
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