{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['hstr5039.csv',\n",
       " 'soitdintsgrp.csv',\n",
       " 'soitdintsgrpinfo.csv',\n",
       " 'soitdintsphasinfo.csv',\n",
       " 'soitdopermap3.csv',\n",
       " 'soitdopermap4.csv',\n",
       " 'soitdphasrevt.csv',\n",
       " 'soitdsgnlctrr.csv',\n",
       " 'soitdsgnlotptdrct.csv',\n",
       " 'soitdspdydayplan.csv',\n",
       " 'soitdspotintsinfo.csv',\n",
       " 'soitdspotintsoperhstr.csv',\n",
       " 'soitdspotintsoperhstr_202312110900.csv',\n",
       " 'soitdspotintsstts.csv',\n",
       " 'soitdspotintsstts_202312111238.csv',\n",
       " 'soitdspotintsstts_202312131616.csv',\n",
       " 'soitdtimeplan.csv',\n",
       " 'soitdtimeplan_202312131620.csv',\n",
       " 'soitdtodcnfg.csv',\n",
       " 'soitdtodplan.csv',\n",
       " 'soitdwklyplan.csv',\n",
       " 'soitsintssgnlcnfginfo.csv',\n",
       " 'soitsintssgnlcnfginfotmdiff.csv',\n",
       " 'soitsnode.csv',\n",
       " 'soitsphasinfo.csv',\n",
       " 'soitsphasinfotmdiff.csv',\n",
       " 'soitsrgnprttninfo.csv',\n",
       " 'soitssmlnflfmthstr.csv',\n",
       " 'soitsspotintstmdiff.csv']"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os, copy\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from datetime import datetime, timedelta\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "csv_files = [file for file in os.listdir() if file.endswith('.csv')]\n",
    "\n",
    "# for filename in csv_files:\n",
    "#     lowercase_filename = filename.lower()\n",
    "#     if filename == lowercase_filename:\n",
    "#         continue\n",
    "#     os.rename(filename, lowercase_filename)\n",
    "csv_files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\유아이네트웍스\\AppData\\Local\\Temp\\ipykernel_15836\\2359052046.py:15: DtypeWarning: Columns (0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  soitdopermap3 = pd.read_csv('soitdopermap3.csv')\n"
     ]
    }
   ],
   "source": [
    "# 동인(신호정보) - 신호통합_volt\n",
    "soitdspotintsinfo = pd.read_csv('soitdspotintsinfo.csv')\n",
    "soitdtodcnfg = pd.read_csv('soitdtodcnfg.csv')\n",
    "soitdtodplan = pd.read_csv('soitdtodplan.csv')\n",
    "soitdtimeplan = pd.read_csv('soitdtimeplan_202312131620.csv')\n",
    "soitdintsphasinfo = pd.read_csv('soitdintsphasinfo.csv')\n",
    "soitdintsgrp = pd.read_csv('soitdintsgrp.csv')\n",
    "soitdspdydayplan = pd.read_csv('soitdspdydayplan.csv')\n",
    "soitdwklyplan = pd.read_csv('soitdwklyplan.csv')\n",
    "soitdspotintsstts = pd.read_csv('soitdspotintsstts.csv')\n",
    "soitdspotintsoperhstr = pd.read_csv('soitdspotintsoperhstr.csv')\n",
    "soitdintsgrpinfo = pd.read_csv('soitdintsgrpinfo.csv')\n",
    "soitdphasrevt = pd.read_csv('soitdphasrevt.csv')\n",
    "soitdsgnlctrr = pd.read_csv('soitdsgnlctrr.csv')\n",
    "soitdopermap3 = pd.read_csv('soitdopermap3.csv')\n",
    "soitdopermap4 = pd.read_csv('soitdopermap4.csv')\n",
    "soitdsgnlotptdrct = pd.read_csv('soitdsgnlotptdrct.csv')\n",
    "\n",
    "# SUMO-현시,네트워크 - 스마트교차로통합_volt\n",
    "soitsspotintstmdiff = pd.read_csv('soitsspotintstmdiff.csv')\n",
    "soitsphasinfo = pd.read_csv('soitsphasinfo.csv')\n",
    "soitsphasinfotmdiff = pd.read_csv('soitsphasinfotmdiff.csv')\n",
    "soitsrgnprttninfo = pd.read_csv('soitsrgnprttninfo.csv')\n",
    "soitssmlnflfmthstr = pd.read_csv('soitssmlnflfmthstr.csv')\n",
    "soitsnode = pd.read_csv('soitsnode.csv')\n",
    "soitsintssgnlcnfginfo = pd.read_csv('soitsintssgnlcnfginfo.csv')\n",
    "soitsintssgnlcnfginfotmdiff = pd.read_csv('soitsintssgnlcnfginfotmdiff.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "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[s]')\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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "수집날짜시각 최대, 최소 : \n",
      "1211\n",
      "2023-12-11 09:00:57\n",
      "2023-12-12 23:59:55\n",
      "1212\n",
      "2023-12-12 09:00:58\n",
      "2023-12-12 23:59:55\n",
      "1213\n",
      "2023-12-12 09:00:58\n",
      "2023-12-13 23:59:56\n"
     ]
    }
   ],
   "source": [
    "# hstr_1212 = get_hstr('../1212/soitdspotintsoperhstr_1212.csv')\n",
    "hstr_1211 = get_hstr('../1211/soitdspotintsoperhstr_202312110900.csv')\n",
    "hstr_1212 = get_hstr('../1212/soitdspotintsoperhstr_202312121808.csv')\n",
    "hstr_1213 = get_hstr('../1213/soitdspotintsoperhstr_202312131102.csv')\n",
    "hstr_1214 = get_hstr('../1214/soitdspotintsoperhstr_202312140852.csv')\n",
    "hstr = pd.concat([hstr_1211, hstr_1212, hstr_1213, hstr_1214]).drop_duplicates()\n",
    "hstr = hstr[['현장교차로ID', '수집날짜시각', '주기시간', '옵셋시간', 'A링1현시시간', 'A링2현시시간', 'A링3현시시간', 'A링4현시시간', 'A링5현시시간', 'A링6현시시간']]\n",
    "hstr_5031 = hstr[hstr['현장교차로ID']==5031].sort_values(by='수집날짜시각').reset_index(drop=True)\n",
    "print('수집날짜시각 최대, 최소 : ')\n",
    "print('1211')\n",
    "print(hstr_1211['수집날짜시각'].min())\n",
    "print(hstr_1211['수집날짜시각'].max())\n",
    "print('1212')\n",
    "print(hstr_1212['수집날짜시각'].min())\n",
    "print(hstr_1212['수집날짜시각'].max())\n",
    "print('1213')\n",
    "print(hstr_1213['수집날짜시각'].min())\n",
    "print(hstr_1213['수집날짜시각'].max())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Timestamp('2023-12-13 11:02:49'),\n",
       " Timestamp('2023-12-13 11:02:54'),\n",
       " Timestamp('2023-12-13 23:59:56')]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted(list(hstr_1213.수집날짜시각.unique()))[-3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "안정화된 수집시각의 차이\n",
      " 0    37\n",
      " 1    16\n",
      "-1    12\n",
      "-3     1\n",
      " 3     1\n",
      " 2     1\n",
      "Name: count, dtype: int64\n",
      "처음 여섯 현시시각의 차이(L1 norm)\n",
      "0     29\n",
      "1      7\n",
      "2      3\n",
      "47     2\n",
      "31     2\n",
      "29     2\n",
      "3      2\n",
      "78     1\n",
      "56     1\n",
      "16     1\n",
      "69     1\n",
      "20     1\n",
      "72     1\n",
      "32     1\n",
      "30     1\n",
      "22     1\n",
      "38     1\n",
      "6      1\n",
      "35     1\n",
      "18     1\n",
      "42     1\n",
      "64     1\n",
      "15     1\n",
      "11     1\n",
      "5      1\n",
      "43     1\n",
      "52     1\n",
      "17     1\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "differences = [value for sublist in diffs.values() for value in sublist.values()]\n",
    "print()\n",
    "print()\n",
    "print(\"안정화된 수집시각의 차이\")\n",
    "print(pd.Series(differences).value_counts())\n",
    "print(\"처음 여섯 현시시각의 차이(L1 norm)\")\n",
    "errors = [value for sublist in erros.values() for value in sublist.values()]\n",
    "print(pd.Series(errors).value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5031\n",
      "06:00\n",
      "안정화된 수집시각의 차이 : -1\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 0\n",
      "0\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>현장교차로ID</th>\n",
       "      <th>수집날짜시각</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
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       "      <td>5031</td>\n",
       "      <td>2023-12-12 06:07:22</td>\n",
       "      <td>200</td>\n",
       "      <td>143</td>\n",
       "      <td>58</td>\n",
       "      <td>32</td>\n",
       "      <td>31</td>\n",
       "      <td>40</td>\n",
       "      <td>39</td>\n",
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       "    </tr>\n",
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       "      <td>5031</td>\n",
       "      <td>2023-12-12 06:09:59</td>\n",
       "      <td>157</td>\n",
       "      <td>0</td>\n",
       "      <td>42</td>\n",
       "      <td>21</td>\n",
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       "      <td>150</td>\n",
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       "      <td>20</td>\n",
       "      <td>27</td>\n",
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       "      <td>0</td>\n",
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       "      <td>150</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "480     5031 2023-12-12 06:01:43   140     3       37       16       27   \n",
       "481     5031 2023-12-12 06:04:02   140    93       37       16       27   \n",
       "482     5031 2023-12-12 06:07:22   200   143       58       32       31   \n",
       "483     5031 2023-12-12 06:09:59   157     0       42       21       28   \n",
       "484     5031 2023-12-12 06:12:29   150     0       40       20       27   \n",
       "485     5031 2023-12-12 06:14:59   150     0       40       20       27   \n",
       "486     5031 2023-12-12 06:17:30   150     0       40       20       27   \n",
       "487     5031 2023-12-12 06:19:59   150     0       40       20       27   \n",
       "488     5031 2023-12-12 06:22:29   150     0       40       20       27   \n",
       "489     5031 2023-12-12 06:25:00   150     0       40       20       27   \n",
       "490     5031 2023-12-12 06:27:29   150     0       40       20       27   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "480       25       35        0  \n",
       "481       25       35        0  \n",
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       "1007     5031 2023-12-13 06:01:42   140     3       37       16       27   \n",
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      "06:30\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 18\n",
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       "500     5031 2023-12-12 06:53:12   160   152       43       25       27   \n",
       "501     5031 2023-12-12 06:55:52   160   152       43       25       27   \n",
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       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
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       "      <td>27</td>\n",
       "      <td>25</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 06:39:52</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 06:42:32</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 06:45:12</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 06:47:51</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 06:50:32</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",
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       "    <tr>\n",
       "      <th>1027</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 06:53:12</td>\n",
       "      <td>160</td>\n",
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       "      <td>43</td>\n",
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       "    <tr>\n",
       "      <th>1028</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 06:55:52</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1029</th>\n",
       "      <td>5031</td>\n",
       "      <td>2023-12-13 06:58:32</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",
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       "      현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "1019     5031 2023-12-13 06:32:30   150    30       40       20       27   \n",
       "1020     5031 2023-12-13 06:34:49   140    10       37       16       27   \n",
       "1021     5031 2023-12-13 06:37:11   142   152       37       18       27   \n",
       "1022     5031 2023-12-13 06:39:52   160   152       43       25       27   \n",
       "1023     5031 2023-12-13 06:42:32   160   152       43       25       27   \n",
       "1024     5031 2023-12-13 06:45:12   160   152       43       25       27   \n",
       "1025     5031 2023-12-13 06:47:51   160   152       43       25       27   \n",
       "1026     5031 2023-12-13 06:50:32   160   152       43       25       27   \n",
       "1027     5031 2023-12-13 06:53:12   160   152       43       25       27   \n",
       "1028     5031 2023-12-13 06:55:52   160   152       43       25       27   \n",
       "1029     5031 2023-12-13 06:58:32   160   152       43       25       27   \n",
       "\n",
       "      A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "1019       28       35        0  \n",
       "1020       25       35        0  \n",
       "1021       25       35        0  \n",
       "1022       30       35        0  \n",
       "1023       30       35        0  \n",
       "1024       30       35        0  \n",
       "1025       30       35        0  \n",
       "1026       30       35        0  \n",
       "1027       30       35        0  \n",
       "1028       30       35        0  \n",
       "1029       30       35        0  "
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      "07:00\n",
      "안정화된 수집시각의 차이 : -1\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 1\n",
      "1\n"
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       "      <th>506</th>\n",
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       "      <td>2023-12-12 07:11:41</td>\n",
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       "      <th>509</th>\n",
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       "      <td>2023-12-12 07:20:40</td>\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "503     5031 2023-12-12 07:01:12   160   152       43       25       27   \n",
       "504     5031 2023-12-12 07:03:52   160    52       43       25       27   \n",
       "505     5031 2023-12-12 07:07:51   239   111       70       51       31   \n",
       "506     5031 2023-12-12 07:11:41   230   161       66       48       31   \n",
       "507     5031 2023-12-12 07:14:41   180   162       49       35       27   \n",
       "508     5031 2023-12-12 07:17:40   179   161       49       35       27   \n",
       "509     5031 2023-12-12 07:20:40   180   161       49       35       27   \n",
       "510     5031 2023-12-12 07:23:40   180   161       49       35       27   \n",
       "511     5031 2023-12-12 07:26:40   180   160       49       35       27   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "503       30       35        0  \n",
       "504       30       35        0  \n",
       "505       48       39        0  \n",
       "506       46       39        0  \n",
       "507       34       35        0  \n",
       "508       33       35        0  \n",
       "509       34       35        0  \n",
       "510       34       35        0  \n",
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       "      <td>2023-12-13 07:11:41</td>\n",
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       "      <td>161</td>\n",
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       "      <th>1034</th>\n",
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       "1030     5031 2023-12-13 07:01:12   160   152       43       25       27   \n",
       "1031     5031 2023-12-13 07:03:52   160    52       43       25       27   \n",
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       "1036     5031 2023-12-13 07:20:41   180   161       49       35       27   \n",
       "1037     5031 2023-12-13 07:23:41   180   161       49       35       27   \n",
       "1038     5031 2023-12-13 07:26:41   180   161       49       35       27   \n",
       "\n",
       "      A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "1030       30       35        0  \n",
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       "1034       34       35        0  \n",
       "1035       34       35        0  \n",
       "1036       34       35        0  \n",
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       "\n",
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      "06:30\n",
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       "1004     5032 2023-12-13 06:30:57   150    58       20       53       20   \n",
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       "1014     5032 2023-12-13 06:56:58   160    59       22       57       22   \n",
       "\n",
       "      A링4현시시간  A링5현시시간  A링6현시시간  \n",
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      "07:00\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 47\n",
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       "      <td>55</td>\n",
       "      <td>35</td>\n",
       "      <td>84</td>\n",
       "      <td>35</td>\n",
       "      <td>37</td>\n",
       "      <td>35</td>\n",
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       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 07:14:24</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 07:17:15</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",
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       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>5032</td>\n",
       "      <td>2023-12-13 07:20:05</td>\n",
       "      <td>170</td>\n",
       "      <td>55</td>\n",
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       "      현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "1016     5032 2023-12-13 07:02:19   160    59       22       57       22   \n",
       "1017     5032 2023-12-13 07:04:58   160   169       22       57       22   \n",
       "1018     5032 2023-12-13 07:08:45   226    55       35       84       35   \n",
       "1019     5032 2023-12-13 07:11:34   170    55       24       61       24   \n",
       "1020     5032 2023-12-13 07:14:24   170    55       24       61       24   \n",
       "1021     5032 2023-12-13 07:17:15   170    55       24       61       24   \n",
       "1022     5032 2023-12-13 07:20:05   170    55       24       61       24   \n",
       "1023     5032 2023-12-13 07:22:55   170    55       24       61       24   \n",
       "1024     5032 2023-12-13 07:25:45   170    55       24       61       24   \n",
       "1025     5032 2023-12-13 07:28:35   170    55       24       61       24   \n",
       "\n",
       "      A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "1016       37       22        0  \n",
       "1017       37       22        0  \n",
       "1018       37       35        0  \n",
       "1019       37       24        0  \n",
       "1020       37       24        0  \n",
       "1021       37       24        0  \n",
       "1022       37       24        0  \n",
       "1023       37       24        0  \n",
       "1024       37       24        0  \n",
       "1025       37       24        0  "
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     "text": [
      "09:30\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 0\n",
      "0\n"
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
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       "540     5032 2023-12-12 09:55:54   170    55       24       61       24   \n",
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       "\n",
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       "536       37       24        0  \n",
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       "538       37       24        0  \n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "483     5033 2023-12-12 06:30:44   150    44       42       70       38   \n",
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       "485     5033 2023-12-12 06:35:28   134    48       42       62       30   \n",
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       "1015     5033 2023-12-13 06:56:42   160    42       42       78       40   \n",
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      "07:00\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 1\n",
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       "      <td>32</td>\n",
       "      <td>42</td>\n",
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      "09:30\n",
      "안정화된 수집시각의 차이 : 1\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 0\n",
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       "      현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "1069     5033 2023-12-13 09:30:01   170    32       42       86       42   \n",
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       "1079     5033 2023-12-13 09:58:37   170    48       42       86       42   \n",
       "\n",
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      "5034\n",
      "05:30\n",
      "안정화된 수집시각의 차이 : -1\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 31\n",
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       "      <td>45</td>\n",
       "      <td>26</td>\n",
       "      <td>46</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>961</th>\n",
       "      <td>5034</td>\n",
       "      <td>2023-12-13 05:49:17</td>\n",
       "      <td>160</td>\n",
       "      <td>158</td>\n",
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       "      <td>2023-12-13 05:51:57</td>\n",
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       "      <td>2023-12-13 05:57:17</td>\n",
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       "957     5034 2023-12-13 05:38:37   200   158       56       33       57   \n",
       "958     5034 2023-12-13 05:41:17   160   158       45       26       46   \n",
       "959     5034 2023-12-13 05:43:57   160   157       45       26       46   \n",
       "960     5034 2023-12-13 05:46:37   160   158       45       26       46   \n",
       "961     5034 2023-12-13 05:49:17   160   158       45       26       46   \n",
       "962     5034 2023-12-13 05:51:57   160   158       45       26       46   \n",
       "963     5034 2023-12-13 05:54:37   160   158       45       26       46   \n",
       "964     5034 2023-12-13 05:57:17   160   158       45       26       46   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
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      "06:30\n",
      "안정화된 수집시각의 차이 : -1\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 52\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
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       "475     5034 2023-12-12 06:42:10   154   161       43       25       43   \n",
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       "480     5034 2023-12-12 06:56:20   170   161       48       30       49   \n",
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       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "977     5034 2023-12-13 06:31:57   160   158       45       26       46   \n",
       "978     5034 2023-12-13 06:35:39   222   110       63       39       64   \n",
       "979     5034 2023-12-13 06:39:22   222   162       63       39       64   \n",
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       "981     5034 2023-12-13 06:45:01   170   162       48       30       49   \n",
       "982     5034 2023-12-13 06:47:51   170   162       48       30       49   \n",
       "983     5034 2023-12-13 06:50:41   170   162       48       30       49   \n",
       "984     5034 2023-12-13 06:53:31   170   162       48       30       49   \n",
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       "      <th>A링3현시시간</th>\n",
       "      <th>A링4현시시간</th>\n",
       "      <th>A링5현시시간</th>\n",
       "      <th>A링6현시시간</th>\n",
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       "  <tbody>\n",
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       "      <td>5034</td>\n",
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       "      <td>5034</td>\n",
       "      <td>2023-12-12 07:05:37</td>\n",
       "      <td>218</td>\n",
       "      <td>158</td>\n",
       "      <td>64</td>\n",
       "      <td>40</td>\n",
       "      <td>62</td>\n",
       "      <td>52</td>\n",
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       "      <td>0</td>\n",
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       "      <td>2023-12-12 07:08:37</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>5034</td>\n",
       "      <td>2023-12-12 07:11:37</td>\n",
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       "      <td>2023-12-12 07:14:37</td>\n",
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       "      <td>2023-12-12 07:17:30</td>\n",
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       "      <td>175</td>\n",
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       "      <td>32</td>\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "482     5034 2023-12-12 07:01:59   170   120       48       30       49   \n",
       "483     5034 2023-12-12 07:05:37   218   158       64       40       62   \n",
       "484     5034 2023-12-12 07:08:37   180   158       53       33       51   \n",
       "485     5034 2023-12-12 07:11:37   180   158       53       33       51   \n",
       "486     5034 2023-12-12 07:14:37   180   158       53       33       51   \n",
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       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
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      "09:30\n",
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      "06:30\n",
      "안정화된 수집시각의 차이 : 1\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 2\n",
      "2\n"
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      "07:00\n",
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       "      <th>A링4현시시간</th>\n",
       "      <th>A링5현시시간</th>\n",
       "      <th>A링6현시시간</th>\n",
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       "  <tbody>\n",
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       "      <th>967</th>\n",
       "      <td>5036</td>\n",
       "      <td>2023-12-13 06:01:35</td>\n",
       "      <td>151</td>\n",
       "      <td>95</td>\n",
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       "      <td>40</td>\n",
       "      <td>19</td>\n",
       "      <td>30</td>\n",
       "      <td>26</td>\n",
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       "      <td>5036</td>\n",
       "      <td>2023-12-13 06:04:22</td>\n",
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       "      <td>45</td>\n",
       "      <td>23</td>\n",
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       "      <td>29</td>\n",
       "      <td>0</td>\n",
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       "      <td>2023-12-13 06:09:44</td>\n",
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       "      <td>105</td>\n",
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       "      <td>43</td>\n",
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       "      <th>971</th>\n",
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       "      <td>2023-12-13 06:12:23</td>\n",
       "      <td>159</td>\n",
       "      <td>103</td>\n",
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       "      <td>5036</td>\n",
       "      <td>2023-12-13 06:15:04</td>\n",
       "      <td>161</td>\n",
       "      <td>105</td>\n",
       "      <td>37</td>\n",
       "      <td>43</td>\n",
       "      <td>22</td>\n",
       "      <td>30</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>5036</td>\n",
       "      <td>2023-12-13 06:17:43</td>\n",
       "      <td>159</td>\n",
       "      <td>104</td>\n",
       "      <td>36</td>\n",
       "      <td>43</td>\n",
       "      <td>22</td>\n",
       "      <td>30</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>5036</td>\n",
       "      <td>2023-12-13 06:20:23</td>\n",
       "      <td>160</td>\n",
       "      <td>104</td>\n",
       "      <td>36</td>\n",
       "      <td>43</td>\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "967     5036 2023-12-13 06:01:35   151    95       36       40       19   \n",
       "968     5036 2023-12-13 06:04:22   167   103       38       45       23   \n",
       "969     5036 2023-12-13 06:07:03   161   103       37       43       22   \n",
       "970     5036 2023-12-13 06:09:44   161   105       37       43       22   \n",
       "971     5036 2023-12-13 06:12:23   159   103       36       43       22   \n",
       "972     5036 2023-12-13 06:15:04   161   105       37       43       22   \n",
       "973     5036 2023-12-13 06:17:43   159   104       36       43       22   \n",
       "974     5036 2023-12-13 06:20:23   160   104       36       43       22   \n",
       "975     5036 2023-12-13 06:23:03   160   104       36       43       22   \n",
       "976     5036 2023-12-13 06:25:43   160   104       36       43       22   \n",
       "977     5036 2023-12-13 06:28:23   160   104       36       43       22   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "967       30       26        0  \n",
       "968       30       31        0  \n",
       "969       30       29        0  \n",
       "970       30       29        0  \n",
       "971       30       28        0  \n",
       "972       30       29        0  \n",
       "973       30       28        0  \n",
       "974       30       29        0  \n",
       "975       30       29        0  \n",
       "976       30       29        0  \n",
       "977       30       29        0  "
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     "text": [
      "06:30\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 2\n",
      "2\n"
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       "      <td>2023-12-13 06:47:02</td>\n",
       "      <td>170</td>\n",
       "      <td>113</td>\n",
       "      <td>37</td>\n",
       "      <td>46</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>5036</td>\n",
       "      <td>2023-12-13 06:49:52</td>\n",
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       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>5036</td>\n",
       "      <td>2023-12-13 06:52:43</td>\n",
       "      <td>171</td>\n",
       "      <td>114</td>\n",
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       "      <td>5036</td>\n",
       "      <td>2023-12-13 06:58:23</td>\n",
       "      <td>171</td>\n",
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       "978     5036 2023-12-13 06:31:03   160   103       36       43       22   \n",
       "979     5036 2023-12-13 06:33:44   161   165       37       43       22   \n",
       "980     5036 2023-12-13 06:36:07   143   137       31       38       19   \n",
       "981     5036 2023-12-13 06:38:33   146   114       31       39       20   \n",
       "982     5036 2023-12-13 06:41:22   169   113       37       46       25   \n",
       "983     5036 2023-12-13 06:44:12   170   113       37       46       25   \n",
       "984     5036 2023-12-13 06:47:02   170   113       37       46       25   \n",
       "985     5036 2023-12-13 06:49:52   170   112       37       46       25   \n",
       "986     5036 2023-12-13 06:52:43   171   114       38       46       25   \n",
       "987     5036 2023-12-13 06:55:32   169   112       37       46       25   \n",
       "988     5036 2023-12-13 06:58:23   171   114       38       46       25   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "978       30       29        0  \n",
       "979       30       29        0  \n",
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       "981       30       26        0  \n",
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       "983       30       32        0  \n",
       "984       30       32        0  \n",
       "985       30       32        0  \n",
       "986       30       32        0  \n",
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      "07:00\n",
      "안정화된 수집시각의 차이 : 1\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 1\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "482     5036 2023-12-12 07:01:13   170   113       37       46       25   \n",
       "483     5036 2023-12-12 07:04:03   170    63       37       46       25   \n",
       "484     5036 2023-12-12 07:07:58   235   119       52       67       39   \n",
       "485     5036 2023-12-12 07:11:00   182   121       39       50       28   \n",
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       "489     5036 2023-12-12 07:23:02   180   122       38       49       28   \n",
       "490     5036 2023-12-12 07:26:02   180   122       38       49       28   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
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       "483       30       32        0  \n",
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       "486       30       35        0  \n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "989     5036 2023-12-13 07:01:12   169   113       37       46       25   \n",
       "990     5036 2023-12-13 07:04:02   170    63       37       46       25   \n",
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       "992     5036 2023-12-13 07:11:00   183   121       39       50       29   \n",
       "993     5036 2023-12-13 07:14:01   181   122       39       49       28   \n",
       "994     5036 2023-12-13 07:17:01   180   121       38       49       28   \n",
       "995     5036 2023-12-13 07:20:02   181   123       39       49       28   \n",
       "996     5036 2023-12-13 07:23:01   179   122       38       49       28   \n",
       "997     5036 2023-12-13 07:26:01   180   122       38       49       28   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
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       "990       30       32        0  \n",
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       "      <td>5036</td>\n",
       "      <td>2023-12-12 09:32:01</td>\n",
       "      <td>180</td>\n",
       "      <td>152</td>\n",
       "      <td>38</td>\n",
       "      <td>49</td>\n",
       "      <td>28</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>5036</td>\n",
       "      <td>2023-12-12 09:34:24</td>\n",
       "      <td>143</td>\n",
       "      <td>124</td>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>19</td>\n",
       "      <td>30</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>5036</td>\n",
       "      <td>2023-12-12 09:37:03</td>\n",
       "      <td>159</td>\n",
       "      <td>113</td>\n",
       "      <td>35</td>\n",
       "      <td>43</td>\n",
       "      <td>22</td>\n",
       "      <td>30</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>5036</td>\n",
       "      <td>2023-12-12 09:39:53</td>\n",
       "      <td>170</td>\n",
       "      <td>114</td>\n",
       "      <td>37</td>\n",
       "      <td>46</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>5036</td>\n",
       "      <td>2023-12-12 09:42:42</td>\n",
       "      <td>169</td>\n",
       "      <td>113</td>\n",
       "      <td>37</td>\n",
       "      <td>46</td>\n",
       "      <td>25</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>5036</td>\n",
       "      <td>2023-12-12 09:45:32</td>\n",
       "      <td>170</td>\n",
       "      <td>113</td>\n",
       "      <td>37</td>\n",
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       "      <td>32</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>523</th>\n",
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       "      <td>0</td>\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "517     5036 2023-12-12 09:32:01   180   152       38       49       28   \n",
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       "519     5036 2023-12-12 09:37:03   159   113       35       43       22   \n",
       "520     5036 2023-12-12 09:39:53   170   114       37       46       25   \n",
       "521     5036 2023-12-12 09:42:42   169   113       37       46       25   \n",
       "522     5036 2023-12-12 09:45:32   170   113       37       46       25   \n",
       "523     5036 2023-12-12 09:48:22   170   113       37       46       25   \n",
       "524     5036 2023-12-12 09:51:12   170   113       37       46       25   \n",
       "525     5036 2023-12-12 09:54:02   170   113       37       46       25   \n",
       "526     5036 2023-12-12 09:56:53   170   113       37       46       25   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "517       30       35        0  \n",
       "518       30       25        0  \n",
       "519       30       29        0  \n",
       "520       30       32        0  \n",
       "521       30       31        0  \n",
       "522       30       32        0  \n",
       "523       30       32        0  \n",
       "524       30       32        0  \n",
       "525       30       32        0  \n",
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       "      현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
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      "5037\n",
      "06:00\n",
      "안정화된 수집시각의 차이 : 1\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 47\n",
      "47\n"
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      "06:30\n",
      "안정화된 수집시각의 차이 : 1\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 15\n",
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       "      <th>1035</th>\n",
       "      <td>5037</td>\n",
       "      <td>2023-12-13 06:32:13</td>\n",
       "      <td>150</td>\n",
       "      <td>134</td>\n",
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       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>5037</td>\n",
       "      <td>2023-12-13 06:34:43</td>\n",
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       "      <td>2023-12-13 06:37:05</td>\n",
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       "      <td>2023-12-13 06:45:05</td>\n",
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       "1035     5037 2023-12-13 06:32:13   150   134       38       54       30   \n",
       "1036     5037 2023-12-13 06:34:43   150     4       38       54       30   \n",
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       "1039     5037 2023-12-13 06:42:25   160   146       39       63       30   \n",
       "1040     5037 2023-12-13 06:45:05   160   146       39       63       30   \n",
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       "1043     5037 2023-12-13 06:53:05   160   146       39       63       30   \n",
       "1044     5037 2023-12-13 06:55:45   160   146       39       63       30   \n",
       "1045     5037 2023-12-13 06:58:25   160   146       39       63       30   \n",
       "\n",
       "      A링4현시시간  A링5현시시간  A링6현시시간  \n",
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      "07:00\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 0\n",
      "0\n"
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       "      <td>99</td>\n",
       "      <td>40</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>490</th>\n",
       "      <td>5038</td>\n",
       "      <td>2023-12-12 06:07:48</td>\n",
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       "      <td>26</td>\n",
       "      <td>74</td>\n",
       "      <td>30</td>\n",
       "      <td>20</td>\n",
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       "      <td>0</td>\n",
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       "      <td>20</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>5038</td>\n",
       "      <td>2023-12-12 06:15:18</td>\n",
       "      <td>150</td>\n",
       "      <td>19</td>\n",
       "      <td>26</td>\n",
       "      <td>74</td>\n",
       "      <td>30</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>5038</td>\n",
       "      <td>2023-12-12 06:17:48</td>\n",
       "      <td>150</td>\n",
       "      <td>19</td>\n",
       "      <td>26</td>\n",
       "      <td>74</td>\n",
       "      <td>30</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
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       "      <td>5038</td>\n",
       "      <td>2023-12-12 06:20:18</td>\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "488     5038 2023-12-12 06:01:58   140   119       26       65       29   \n",
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       "491     5038 2023-12-12 06:10:18   150    19       26       74       30   \n",
       "492     5038 2023-12-12 06:12:48   150    19       26       74       30   \n",
       "493     5038 2023-12-12 06:15:18   150    19       26       74       30   \n",
       "494     5038 2023-12-12 06:17:48   150    19       26       74       30   \n",
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       "497     5038 2023-12-12 06:25:18   150    19       26       74       30   \n",
       "498     5038 2023-12-12 06:27:48   150    19       26       74       30   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "488       20        0        0  \n",
       "489       26        0        0  \n",
       "490       20        0        0  \n",
       "491       20        0        0  \n",
       "492       20        0        0  \n",
       "493       20        0        0  \n",
       "494       20        0        0  \n",
       "495       20        0        0  \n",
       "496       20        0        0  \n",
       "497       20        0        0  \n",
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       "1031     5038 2023-12-13 06:25:19   150    19       26       74       30   \n",
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       "      A링4현시시간  A링5현시시간  A링6현시시간  \n",
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      "06:30\n",
      "안정화된 수집시각의 차이 : -1\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 0\n",
      "0\n"
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      "07:00\n",
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       "1054     5038 2023-12-13 07:27:59   170    19       26       74       50   \n",
       "\n",
       "      A링4현시시간  A링5현시시간  A링6현시시간  \n",
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      "09:30\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 42\n",
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      "07:00\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 6\n",
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      "09:30\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 78\n",
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       "      <th>1043</th>\n",
       "      <td>5039</td>\n",
       "      <td>2023-12-13 09:45:14</td>\n",
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       "      <td>94</td>\n",
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       "      <td>5039</td>\n",
       "      <td>2023-12-13 09:48:06</td>\n",
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       "1038     5039 2023-12-13 09:31:45   181   135       45      136        0   \n",
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       "\n",
       "      A링4현시시간  A링5현시시간  A링6현시시간  \n",
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      "5040\n",
      "06:00\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 22\n",
      "22\n"
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      "06:30\n",
      "안정화된 수집시각의 차이 : 1\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 29\n",
      "29\n"
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       "      <th>A링2현시시간</th>\n",
       "      <th>A링3현시시간</th>\n",
       "      <th>A링4현시시간</th>\n",
       "      <th>A링5현시시간</th>\n",
       "      <th>A링6현시시간</th>\n",
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       "  <tbody>\n",
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       "      <th>967</th>\n",
       "      <td>5041</td>\n",
       "      <td>2023-12-13 06:01:19</td>\n",
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       "      <td>2023-12-13 06:04:05</td>\n",
       "      <td>166</td>\n",
       "      <td>86</td>\n",
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       "      <td>98</td>\n",
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       "      <td>2023-12-13 06:09:28</td>\n",
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       "      <td>94</td>\n",
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       "      <td>160</td>\n",
       "      <td>89</td>\n",
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       "      <td>93</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>973</th>\n",
       "      <td>5041</td>\n",
       "      <td>2023-12-13 06:17:28</td>\n",
       "      <td>160</td>\n",
       "      <td>89</td>\n",
       "      <td>46</td>\n",
       "      <td>93</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>5041</td>\n",
       "      <td>2023-12-13 06:20:08</td>\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "967     5041 2023-12-13 06:01:19   151    80       46       85       10   \n",
       "968     5041 2023-12-13 06:04:05   166    86       46       98       12   \n",
       "969     5041 2023-12-13 06:06:47   162    88       46       95       11   \n",
       "970     5041 2023-12-13 06:09:28   161    89       46       94       11   \n",
       "971     5041 2023-12-13 06:12:08   160    89       46       93       11   \n",
       "972     5041 2023-12-13 06:14:48   160    89       46       93       11   \n",
       "973     5041 2023-12-13 06:17:28   160    89       46       93       11   \n",
       "974     5041 2023-12-13 06:20:08   160    89       46       93       11   \n",
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       "977     5041 2023-12-13 06:28:08   160    89       46       93       11   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "967       10        0        0  \n",
       "968       10        0        0  \n",
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     "text": [
      "06:30\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 32\n",
      "32\n"
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
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       "      <td>103</td>\n",
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       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>5041</td>\n",
       "      <td>2023-12-13 06:49:43</td>\n",
       "      <td>170</td>\n",
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       "      <td>2023-12-13 06:58:14</td>\n",
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       "978     5041 2023-12-13 06:30:48   160    89       46       93       11   \n",
       "979     5041 2023-12-13 06:33:28   160   149       46       93       11   \n",
       "980     5041 2023-12-13 06:35:51   143   122       46       77       10   \n",
       "981     5041 2023-12-13 06:38:24   152   104       46       86       10   \n",
       "982     5041 2023-12-13 06:41:13   170   104       46      103       11   \n",
       "983     5041 2023-12-13 06:44:03   170   104       46      103       11   \n",
       "984     5041 2023-12-13 06:46:53   170   104       46      103       11   \n",
       "985     5041 2023-12-13 06:49:43   170   104       46      103       11   \n",
       "986     5041 2023-12-13 06:52:33   170   104       46      103       11   \n",
       "987     5041 2023-12-13 06:55:24   170   104       46      103       11   \n",
       "988     5041 2023-12-13 06:58:14   170   104       46      103       11   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
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       "979       10        0        0  \n",
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      "07:00\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 3\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
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       "465     5042 2023-12-12 06:12:11   160    92       34       58       29   \n",
       "466     5042 2023-12-12 06:14:51   160    92       34       58       29   \n",
       "467     5042 2023-12-12 06:17:31   160    92       34       58       29   \n",
       "468     5042 2023-12-12 06:20:11   160    92       34       58       29   \n",
       "469     5042 2023-12-12 06:22:51   160    92       34       58       29   \n",
       "470     5042 2023-12-12 06:25:32   160    92       34       58       29   \n",
       "471     5042 2023-12-12 06:28:11   160    92       34       58       29   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "461       16       13        8  \n",
       "462       19       13        8  \n",
       "463       18       13        8  \n",
       "464       18       13        8  \n",
       "465       18       13        8  \n",
       "466       18       13        8  \n",
       "467       18       13        8  \n",
       "468       18       13        8  \n",
       "469       18       13        8  \n",
       "470       18       13        8  \n",
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       "977     5042 2023-12-13 06:25:32   160    92       34       58       29   \n",
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       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "968       16       13        8  \n",
       "969       19       13        8  \n",
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       "971       18       13        8  \n",
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      "06:30\n",
      "안정화된 수집시각의 차이 : -1\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 0\n",
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       "      <th>A링3현시시간</th>\n",
       "      <th>A링4현시시간</th>\n",
       "      <th>A링5현시시간</th>\n",
       "      <th>A링6현시시간</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>979</th>\n",
       "      <td>5042</td>\n",
       "      <td>2023-12-13 06:30:52</td>\n",
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       "      <td>92</td>\n",
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       "      <td>38</td>\n",
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       "      <th>981</th>\n",
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       "      <td>2023-12-13 06:38:21</td>\n",
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       "      <td>101</td>\n",
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       "      <td>78</td>\n",
       "      <td>37</td>\n",
       "      <td>28</td>\n",
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       "      <td>5042</td>\n",
       "      <td>2023-12-13 06:41:11</td>\n",
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       "      <td>101</td>\n",
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       "      <td>8</td>\n",
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       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>5042</td>\n",
       "      <td>2023-12-13 06:44:01</td>\n",
       "      <td>170</td>\n",
       "      <td>101</td>\n",
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       "      <td>13</td>\n",
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       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>5042</td>\n",
       "      <td>2023-12-13 06:46:51</td>\n",
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       "      <td>8</td>\n",
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       "      <td>5042</td>\n",
       "      <td>2023-12-13 06:49:41</td>\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "979     5042 2023-12-13 06:30:52   160    92       34       58       29   \n",
       "980     5042 2023-12-13 06:34:38   226    48       62       76       38   \n",
       "981     5042 2023-12-13 06:38:21   223   101       59       78       37   \n",
       "982     5042 2023-12-13 06:41:11   170   101       35       65       29   \n",
       "983     5042 2023-12-13 06:44:01   170   101       35       65       29   \n",
       "984     5042 2023-12-13 06:46:51   170   101       35       65       29   \n",
       "985     5042 2023-12-13 06:49:41   170   101       35       65       29   \n",
       "986     5042 2023-12-13 06:52:31   170   101       35       65       29   \n",
       "987     5042 2023-12-13 06:55:21   170   101       35       65       29   \n",
       "988     5042 2023-12-13 06:58:11   170   101       35       65       29   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "979       18       13        8  \n",
       "980       29       13        8  \n",
       "981       28       13        8  \n",
       "982       20       13        8  \n",
       "983       20       13        8  \n",
       "984       20       13        8  \n",
       "985       20       13        8  \n",
       "986       20       13        8  \n",
       "987       20       13        8  \n",
       "988       20       13        8  "
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     "text": [
      "07:00\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 0\n",
      "0\n"
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       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
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       "996     5042 2023-12-13 07:22:50   180   110       36       72       29   \n",
       "997     5042 2023-12-13 07:25:50   180   110       36       72       29   \n",
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       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>5043</td>\n",
       "      <td>2023-12-12 06:06:39</td>\n",
       "      <td>179</td>\n",
       "      <td>80</td>\n",
       "      <td>46</td>\n",
       "      <td>68</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>45</td>\n",
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       "      <th>465</th>\n",
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       "      <td>2023-12-12 06:14:40</td>\n",
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       "      <th>466</th>\n",
       "      <td>5043</td>\n",
       "      <td>2023-12-12 06:17:19</td>\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "460     5043 2023-12-12 06:01:11   150    71       39       52        8   \n",
       "461     5043 2023-12-12 06:03:40   150    61       39       52        8   \n",
       "462     5043 2023-12-12 06:06:39   179    80       46       68        9   \n",
       "463     5043 2023-12-12 06:09:19   160    80       40       61        8   \n",
       "464     5043 2023-12-12 06:11:59   160    80       40       61        8   \n",
       "465     5043 2023-12-12 06:14:40   160    80       40       61        8   \n",
       "466     5043 2023-12-12 06:17:19   160    80       40       61        8   \n",
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       "468     5043 2023-12-12 06:22:40   160    80       40       61        8   \n",
       "469     5043 2023-12-12 06:25:19   160    80       40       61        8   \n",
       "470     5043 2023-12-12 06:28:00   160    80       40       61        8   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "460       11       40        0  \n",
       "461       11       40        0  \n",
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       "464       11       40        0  \n",
       "465       11       40        0  \n",
       "466       11       40        0  \n",
       "467       11       40        0  \n",
       "468       11       40        0  \n",
       "469       11       40        0  \n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
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       "977     5043 2023-12-13 06:28:00   160    80       40       61        8   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "967       11       40        0  \n",
       "968       11       42        0  \n",
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       "972       11       40        0  \n",
       "973       11       40        0  \n",
       "974       11       40        0  \n",
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     "text": [
      "06:30\n",
      "안정화된 수집시각의 차이 : -1\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 31\n",
      "31\n"
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       "471     5043 2023-12-12 06:30:40   160    80       40       61        8   \n",
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       "473     5043 2023-12-12 06:35:59   160   130       40       61        8   \n",
       "474     5043 2023-12-12 06:38:23   143   103       39       45        8   \n",
       "475     5043 2023-12-12 06:40:59   156    89       39       58        8   \n",
       "476     5043 2023-12-12 06:43:48   170    89       41       70        8   \n",
       "477     5043 2023-12-12 06:46:39   170    89       41       70        8   \n",
       "478     5043 2023-12-12 06:49:29   170    89       41       70        8   \n",
       "479     5043 2023-12-12 06:52:19   170    89       41       70        8   \n",
       "480     5043 2023-12-12 06:55:08   170    89       41       70        8   \n",
       "481     5043 2023-12-12 06:57:58   170    89       41       70        8   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
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       "474       11       40        0  \n",
       "475       11       40        0  \n",
       "476       11       40        0  \n",
       "477       11       40        0  \n",
       "478       11       40        0  \n",
       "479       11       40        0  \n",
       "480       11       40        0  \n",
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       "985     5043 2023-12-13 06:49:29   170    89       41       70        8   \n",
       "986     5043 2023-12-13 06:52:19   170    89       41       70        8   \n",
       "987     5043 2023-12-13 06:55:09   170    89       41       70        8   \n",
       "988     5043 2023-12-13 06:57:59   170    89       41       70        8   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
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       "979       11       40        0  \n",
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      "07:00\n",
      "안정화된 수집시각의 차이 : 1\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 0\n",
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       "      <td>11</td>\n",
       "      <td>40</td>\n",
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       "      <th>990</th>\n",
       "      <td>5043</td>\n",
       "      <td>2023-12-13 07:03:39</td>\n",
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       "      <th>991</th>\n",
       "      <td>5043</td>\n",
       "      <td>2023-12-13 07:07:38</td>\n",
       "      <td>239</td>\n",
       "      <td>98</td>\n",
       "      <td>57</td>\n",
       "      <td>106</td>\n",
       "      <td>12</td>\n",
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       "      <td>53</td>\n",
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       "      <td>2023-12-13 07:10:38</td>\n",
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       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>5043</td>\n",
       "      <td>2023-12-13 07:13:38</td>\n",
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       "      <td>0</td>\n",
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       "      <th>994</th>\n",
       "      <td>5043</td>\n",
       "      <td>2023-12-13 07:16:38</td>\n",
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       "      <th>995</th>\n",
       "      <td>5043</td>\n",
       "      <td>2023-12-13 07:19:38</td>\n",
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       "      <th>998</th>\n",
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       "      <td>2023-12-13 07:28:37</td>\n",
       "      <td>179</td>\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "989     5043 2023-12-13 07:00:49   170    89       41       70        8   \n",
       "990     5043 2023-12-13 07:03:39   170    39       41       70        8   \n",
       "991     5043 2023-12-13 07:07:38   239    98       57      106       12   \n",
       "992     5043 2023-12-13 07:10:38   180    98       42       79        8   \n",
       "993     5043 2023-12-13 07:13:38   180    98       42       79        8   \n",
       "994     5043 2023-12-13 07:16:38   180    98       42       79        8   \n",
       "995     5043 2023-12-13 07:19:38   180    99       42       79        8   \n",
       "996     5043 2023-12-13 07:22:37   179    97       42       78        8   \n",
       "997     5043 2023-12-13 07:25:38   181    99       43       79        8   \n",
       "998     5043 2023-12-13 07:28:37   179    97       42       78        8   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "989       11       40        0  \n",
       "990       11       40        0  \n",
       "991       11       53        0  \n",
       "992       11       40        0  \n",
       "993       11       40        0  \n",
       "994       11       40        0  \n",
       "995       11       40        0  \n",
       "996       11       40        0  \n",
       "997       11       40        0  \n",
       "998       11       40        0  "
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     "text": [
      "09:30\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 69\n",
      "69\n"
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
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       "522     5043 2023-12-12 09:45:09   170    89       41       70        8   \n",
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       "525     5043 2023-12-12 09:53:39   170    89       41       70        8   \n",
       "526     5043 2023-12-12 09:56:29   170    89       41       70        8   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
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       "1039     5043 2023-12-13 09:31:38   180   128       42       79        8   \n",
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       "      <td>40</td>\n",
       "      <td>55</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
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       "      <th>472</th>\n",
       "      <td>5044</td>\n",
       "      <td>2023-12-12 06:33:40</td>\n",
       "      <td>160</td>\n",
       "      <td>160</td>\n",
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       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
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       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>5044</td>\n",
       "      <td>2023-12-12 06:36:03</td>\n",
       "      <td>143</td>\n",
       "      <td>133</td>\n",
       "      <td>40</td>\n",
       "      <td>45</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "      <td>16</td>\n",
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       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>5044</td>\n",
       "      <td>2023-12-12 06:38:30</td>\n",
       "      <td>147</td>\n",
       "      <td>110</td>\n",
       "      <td>40</td>\n",
       "      <td>48</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
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       "      <th>475</th>\n",
       "      <td>5044</td>\n",
       "      <td>2023-12-12 06:41:20</td>\n",
       "      <td>170</td>\n",
       "      <td>110</td>\n",
       "      <td>40</td>\n",
       "      <td>59</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>16</td>\n",
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       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>5044</td>\n",
       "      <td>2023-12-12 06:44:10</td>\n",
       "      <td>170</td>\n",
       "      <td>110</td>\n",
       "      <td>40</td>\n",
       "      <td>59</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>16</td>\n",
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       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>5044</td>\n",
       "      <td>2023-12-12 06:47:00</td>\n",
       "      <td>170</td>\n",
       "      <td>110</td>\n",
       "      <td>40</td>\n",
       "      <td>59</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>16</td>\n",
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       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>5044</td>\n",
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       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>16</td>\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "471     5044 2023-12-12 06:31:00   160   100       40       55       15   \n",
       "472     5044 2023-12-12 06:33:40   160   160       40       55       15   \n",
       "473     5044 2023-12-12 06:36:03   143   133       40       45       15   \n",
       "474     5044 2023-12-12 06:38:30   147   110       40       48       15   \n",
       "475     5044 2023-12-12 06:41:20   170   110       40       59       17   \n",
       "476     5044 2023-12-12 06:44:10   170   110       40       59       17   \n",
       "477     5044 2023-12-12 06:47:00   170   110       40       59       17   \n",
       "478     5044 2023-12-12 06:49:50   170   110       40       59       17   \n",
       "479     5044 2023-12-12 06:52:40   170   110       40       59       17   \n",
       "480     5044 2023-12-12 06:55:30   170   110       40       59       17   \n",
       "481     5044 2023-12-12 06:58:20   170   110       40       59       17   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "471       18       16       16  \n",
       "472       18       16       16  \n",
       "473       15       12       16  \n",
       "474       15       13       16  \n",
       "475       19       19       16  \n",
       "476       19       19       16  \n",
       "477       19       19       16  \n",
       "478       19       19       16  \n",
       "479       19       19       16  \n",
       "480       19       19       16  \n",
       "481       19       19       16  "
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       "978     5044 2023-12-13 06:31:00   160   100       40       55       15   \n",
       "979     5044 2023-12-13 06:33:40   160   160       40       55       15   \n",
       "980     5044 2023-12-13 06:36:03   143   133       40       45       15   \n",
       "981     5044 2023-12-13 06:38:30   147   110       40       48       15   \n",
       "982     5044 2023-12-13 06:41:20   170   110       40       59       17   \n",
       "983     5044 2023-12-13 06:44:10   170   110       40       59       17   \n",
       "984     5044 2023-12-13 06:47:00   170   110       40       59       17   \n",
       "985     5044 2023-12-13 06:49:50   170   110       40       59       17   \n",
       "986     5044 2023-12-13 06:52:40   170   110       40       59       17   \n",
       "987     5044 2023-12-13 06:55:30   170   110       40       59       17   \n",
       "988     5044 2023-12-13 06:58:20   170   110       40       59       17   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
       "978       18       16       16  \n",
       "979       18       16       16  \n",
       "980       15       12       16  \n",
       "981       15       13       16  \n",
       "982       19       19       16  \n",
       "983       19       19       16  \n",
       "984       19       19       16  \n",
       "985       19       19       16  \n",
       "986       19       19       16  \n",
       "987       19       19       16  \n",
       "988       19       19       16  "
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     "text": [
      "07:00\n",
      "안정화된 수집시각의 차이 : 1\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 1\n",
      "1\n"
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       "488     5044 2023-12-12 07:20:00   180   120       40       62       20   \n",
       "489     5044 2023-12-12 07:23:00   180   120       40       62       20   \n",
       "490     5044 2023-12-12 07:26:00   180   120       40       62       20   \n",
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       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
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      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 0\n",
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      "05:00\n",
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       "\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
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      "09:30\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 1\n",
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      "05:00\n",
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      "06:00\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 56\n",
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       "      <th></th>\n",
       "      <th>현장교차로ID</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>5047</td>\n",
       "      <td>2023-12-13 06:02:50</td>\n",
       "      <td>180</td>\n",
       "      <td>170</td>\n",
       "      <td>35</td>\n",
       "      <td>75</td>\n",
       "      <td>26</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>918</th>\n",
       "      <td>5047</td>\n",
       "      <td>2023-12-13 06:05:49</td>\n",
       "      <td>180</td>\n",
       "      <td>170</td>\n",
       "      <td>35</td>\n",
       "      <td>75</td>\n",
       "      <td>26</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>919</th>\n",
       "      <td>5047</td>\n",
       "      <td>2023-12-13 06:10:00</td>\n",
       "      <td>250</td>\n",
       "      <td>200</td>\n",
       "      <td>68</td>\n",
       "      <td>109</td>\n",
       "      <td>23</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>920</th>\n",
       "      <td>5047</td>\n",
       "      <td>2023-12-13 06:14:09</td>\n",
       "      <td>250</td>\n",
       "      <td>10</td>\n",
       "      <td>68</td>\n",
       "      <td>109</td>\n",
       "      <td>23</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>921</th>\n",
       "      <td>5047</td>\n",
       "      <td>2023-12-13 06:17:50</td>\n",
       "      <td>220</td>\n",
       "      <td>10</td>\n",
       "      <td>60</td>\n",
       "      <td>96</td>\n",
       "      <td>20</td>\n",
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       "      <td>0</td>\n",
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       "      <td>5047</td>\n",
       "      <td>2023-12-13 06:21:30</td>\n",
       "      <td>220</td>\n",
       "      <td>10</td>\n",
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       "      <td>96</td>\n",
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       "      <td>0</td>\n",
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       "      <th>923</th>\n",
       "      <td>5047</td>\n",
       "      <td>2023-12-13 06:25:09</td>\n",
       "      <td>220</td>\n",
       "      <td>10</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>924</th>\n",
       "      <td>5047</td>\n",
       "      <td>2023-12-13 06:28:50</td>\n",
       "      <td>220</td>\n",
       "      <td>10</td>\n",
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       "      <td>96</td>\n",
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       "      <td>0</td>\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
       "917     5047 2023-12-13 06:02:50   180   170       35       75       26   \n",
       "918     5047 2023-12-13 06:05:49   180   170       35       75       26   \n",
       "919     5047 2023-12-13 06:10:00   250   200       68      109       23   \n",
       "920     5047 2023-12-13 06:14:09   250    10       68      109       23   \n",
       "921     5047 2023-12-13 06:17:50   220    10       60       96       20   \n",
       "922     5047 2023-12-13 06:21:30   220    10       60       96       20   \n",
       "923     5047 2023-12-13 06:25:09   220    10       60       96       20   \n",
       "924     5047 2023-12-13 06:28:50   220    10       60       96       20   \n",
       "\n",
       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
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     "text": [
      "09:30\n",
      "안정화된 수집시각의 차이 : 0\n",
      "처음 여섯 주기의 현시시간 차이(L1 norm) : 17\n",
      "17\n"
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
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       "489     5047 2023-12-12 09:41:50   180   170       35       75       26   \n",
       "490     5047 2023-12-12 09:44:50   180   170       35       75       26   \n",
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       "494     5047 2023-12-12 09:56:50   180   170       35       75       26   \n",
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       "     A링4현시시간  A링5현시시간  A링6현시시간  \n",
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       "      <td>26</td>\n",
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       "      <td>2023-12-13 09:53:50</td>\n",
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       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  A링1현시시간  A링2현시시간  A링3현시시간  \\\n",
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       "978     5047 2023-12-13 09:44:50   180   170       35       75       26   \n",
       "979     5047 2023-12-13 09:47:50   180   170       35       75       26   \n",
       "980     5047 2023-12-13 09:50:50   180   170       35       75       26   \n",
       "981     5047 2023-12-13 09:53:50   180   170       35       75       26   \n",
       "982     5047 2023-12-13 09:56:50   180   170       35       75       26   \n",
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       "979       44        0        0  \n",
       "980       44        0        0  \n",
       "981       44        0        0  \n",
       "982       44        0        0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "\n",
    "inter2trans_times = {5031:['06:00', '06:30', '07:00', '09:30'], # 15\n",
    "                     5032:['06:00', '06:30', '07:00', '09:30'], # 169\n",
    "                     5033:['06:00', '06:30', '07:00', '09:30'], # 98\n",
    "                     5034:['05:30', '06:30', '07:00', '09:30'], # 27\n",
    "                     5035:['05:30', '06:30', '07:00', '09:30'], # 81\n",
    "                     5036:['06:00', '06:30', '07:00', '09:30'], # 43\n",
    "                     5037:['06:00', '06:30', '07:00', '09:30'], # 810\n",
    "                     5038:['06:00', '06:30', '07:00', '09:30'], # 810\n",
    "                     5039:['06:00', '06:30', '07:00', '09:30'], # 43\n",
    "                     5040:['06:00', '06:30', '07:00', '09:30'], # 43\n",
    "                     5041:['06:00', '06:30', '07:00', '09:30'], # 43\n",
    "                     5042:['06:00', '06:30', '07:00', '09:30'], # 43\n",
    "                     5043:['06:00', '06:30', '07:00', '09:30'], # 43\n",
    "                     5044:['06:00', '06:30', '07:00', '09:30'], # 43\n",
    "                     5045:['05:00', '05:30', '06:00', '09:30'], # 26\n",
    "                     5046:['05:00', '05:30', '06:00', '09:30'], # 26\n",
    "                     5047:['05:00', '05:30', '06:00', '09:30']} # 26\n",
    "\n",
    "hstrs = {}\n",
    "diffs = {}\n",
    "erros = {}\n",
    "for inter_no in inter2trans_times:\n",
    "    print(inter_no)\n",
    "    hstr_temp = hstr[hstr['현장교차로ID']==inter_no].sort_values(by='수집날짜시각').reset_index(drop=True)\n",
    "    hstr_temp = hstr_temp[['현장교차로ID', '수집날짜시각', '주기시간', '옵셋시간',\n",
    "                           'A링1현시시간', 'A링2현시시간', 'A링3현시시간', 'A링4현시시간', 'A링5현시시간', 'A링6현시시간']]\n",
    "    trans_times = inter2trans_times[inter_no]\n",
    "    hstrs[inter_no] = {}\n",
    "    diffs[inter_no] = {}\n",
    "    erros[inter_no] = {}\n",
    "    for trans_time in trans_times:\n",
    "        hstrs[inter_no][trans_time] = {}\n",
    "        diffs[inter_no][trans_time] = {}\n",
    "        erros[inter_no][trans_time] = {}\n",
    "        print(trans_time)\n",
    "        hour, minute = trans_time.split(\":\")\n",
    "        hour, minute = int(hour), int(minute)\n",
    "        start_dt12 = datetime(2023, 12, 12, hour, minute)\n",
    "        start_dt13 = datetime(2023, 12, 13, hour, minute)\n",
    "        df12 = hstr_temp[(hstr_temp['수집날짜시각']>=start_dt12)&(hstr_temp['수집날짜시각']<start_dt12 + timedelta(minutes=29))]\n",
    "        df13 = hstr_temp[(hstr_temp['수집날짜시각']>=start_dt13)&(hstr_temp['수집날짜시각']<start_dt13 + timedelta(minutes=29))]\n",
    "        hstrs[inter_no][trans_time][12] = df12\n",
    "        hstrs[inter_no][trans_time][13] = df13\n",
    "        consist12 = df12.iloc[-1].수집날짜시각\n",
    "        consist13 = df13.iloc[-1].수집날짜시각\n",
    "        diff = int((consist12+timedelta(days=1)-consist13).total_seconds())\n",
    "        diffs[inter_no][trans_time] = diff\n",
    "        print(f'안정화된 수집시각의 차이 : {diff}')\n",
    "        error = int(np.linalg.norm(df12.iloc[:6,4:].values - df13.iloc[:6,4:].values, ord=1))\n",
    "        erros[inter_no][trans_time] = error\n",
    "        print(f'처음 여섯 주기의 현시시간 차이(L1 norm) : {error}')\n",
    "        print(error)\n",
    "        display(df12)\n",
    "        display(df13)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def each_results(inter_no, start_time):\n",
    "    print('안정화된 수집시각의 차이 : '+str(diffs[inter_no][start_time]))\n",
    "    print('처음 여섯 현시시각의 차이(L1 norm) : '+str(erros[inter_no][start_time]))\n",
    "    display(hstrs[inter_no][start_time][12])\n",
    "    display(hstrs[inter_no][start_time][13])\n",
    "# each_results(5031, '06:00')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>현장교차로ID</th>\n",
       "      <th>수집날짜시각</th>\n",
       "      <th>주기시간</th>\n",
       "      <th>옵셋시간</th>\n",
       "      <th>TOD옵셋</th>\n",
       "      <th>계산한옵셋</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>5039</td>\n",
       "      <td>2023-12-12 06:28:00</td>\n",
       "      <td>160</td>\n",
       "      <td>80</td>\n",
       "      <td>125</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>5040</td>\n",
       "      <td>2023-12-12 06:28:13</td>\n",
       "      <td>160</td>\n",
       "      <td>94</td>\n",
       "      <td>135</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>5041</td>\n",
       "      <td>2023-12-12 06:28:09</td>\n",
       "      <td>160</td>\n",
       "      <td>89</td>\n",
       "      <td>135</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>5042</td>\n",
       "      <td>2023-12-12 06:28:11</td>\n",
       "      <td>160</td>\n",
       "      <td>92</td>\n",
       "      <td>125</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>5043</td>\n",
       "      <td>2023-12-12 06:28:00</td>\n",
       "      <td>160</td>\n",
       "      <td>80</td>\n",
       "      <td>120</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>5044</td>\n",
       "      <td>2023-12-12 06:28:20</td>\n",
       "      <td>160</td>\n",
       "      <td>100</td>\n",
       "      <td>140</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     현장교차로ID              수집날짜시각  주기시간  옵셋시간  TOD옵셋  계산한옵셋\n",
       "470     5039 2023-12-12 06:28:00   160    80    125     80\n",
       "469     5040 2023-12-12 06:28:13   160    94    135     93\n",
       "470     5041 2023-12-12 06:28:09   160    89    135     89\n",
       "471     5042 2023-12-12 06:28:11   160    92    125     91\n",
       "470     5043 2023-12-12 06:28:00   160    80    120     80\n",
       "470     5044 2023-12-12 06:28:20   160   100    140    100"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 교차로군 43\n",
    "# 12일, 13일의 시각대 6:00 ~ 6:30에 대한 수준은 2, 주기는 160으로 일정\n",
    "h39 = hstrs[5039]['06:00'][12]\n",
    "h40 = hstrs[5040]['06:00'][12]\n",
    "h41 = hstrs[5041]['06:00'][12]\n",
    "h42 = hstrs[5042]['06:00'][12]\n",
    "h43 = hstrs[5043]['06:00'][12]\n",
    "h44 = hstrs[5044]['06:00'][12]\n",
    "TOD옵셋s = [125, 135, 135, 125, 120, 140]\n",
    "lasts = pd.DataFrame([h39.iloc[-1,:4], h40.iloc[-1,:4], h41.iloc[-1,:4], h42.iloc[-1,:4], h43.iloc[-1,:4], h44.iloc[-1,:4]])\n",
    "lasts['TOD옵셋'] = TOD옵셋s\n",
    "midnight = datetime(2023, 12, 12)\n",
    "lasts['계산한옵셋'] = (lasts['수집날짜시각'] - midnight).map(lambda x:int(x.total_seconds())%160)\n",
    "lasts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 특이한 경우(처음 두 주기 동안은 일정해야 하는데 그렇지 않은 경우)를 판별하기 위한 코드\n",
    "# vs code가 자꾸 다운돼서 비활성화함.\n",
    "\n",
    "# from datetime import datetime\n",
    "\n",
    "# hstrs = {}\n",
    "# diffs = {}\n",
    "# erros = {}\n",
    "# for inter_no in inter2trans_times:\n",
    "#     print(inter_no)\n",
    "#     hstr_temp = hstr[hstr['현장교차로ID']==inter_no].sort_values(by='수집날짜시각').reset_index(drop=True)\n",
    "#     hstr_temp = hstr_temp[['현장교차로ID', '수집날짜시각', '주기시간', '옵셋시간',\n",
    "#                            'A링1현시시간', 'A링2현시시간', 'A링3현시시간', 'A링4현시시간', 'A링5현시시간', 'A링6현시시간']]\n",
    "#     trans_times = inter2trans_times[inter_no]\n",
    "#     hstrs[inter_no] = {}\n",
    "#     diffs[inter_no] = {}\n",
    "#     erros[inter_no] = {}\n",
    "#     for trans_time in trans_times:\n",
    "#         hstrs[inter_no][trans_time] = {}\n",
    "#         diffs[inter_no][trans_time] = {}\n",
    "#         erros[inter_no][trans_time] = {}\n",
    "#         print(trans_time)\n",
    "#         hour, minute = trans_time.split(\":\")\n",
    "#         hour, minute = int(hour), int(minute)\n",
    "#         start_dt12 = datetime(2023, 12, 12, hour, minute)\n",
    "#         start_dt13 = datetime(2023, 12, 13, hour, minute)\n",
    "#         df12 = hstr_temp[(hstr_temp['수집날짜시각']>=start_dt12 - timedelta(minutes=10))&(hstr_temp['수집날짜시각']<start_dt12 + timedelta(minutes=30))]\n",
    "#         df13 = hstr_temp[(hstr_temp['수집날짜시각']>=start_dt13 - timedelta(minutes=10))&(hstr_temp['수집날짜시각']<start_dt13 + timedelta(minutes=30))]\n",
    "#         hstrs[inter_no][trans_time][12] = df12\n",
    "#         hstrs[inter_no][trans_time][13] = df13\n",
    "#         consist12 = df12.iloc[-1].수집날짜시각\n",
    "#         consist13 = df13.iloc[-1].수집날짜시각\n",
    "#         diff = int((consist12+timedelta(1)-consist13).total_seconds())\n",
    "#         diffs[inter_no][trans_time] = diff\n",
    "#         print(f'안정화된 수집시각의 차이 : {diff}')\n",
    "#         error = int(np.linalg.norm(df12.iloc[:6,4:].values - df13.iloc[:6,4:].values, ord=1))\n",
    "#         erros[inter_no][trans_time] = error\n",
    "#         print(f'처음 여섯 주기의 현시시간 차이(L1 norm) : {error}')\n",
    "#         print(error)\n",
    "#         display(df12)\n",
    "#         display(df13)"
   ]
  }
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