diff --git a/Documents/신호생성 정리(240712).pptx b/Documents/신호생성 정리(240712).pptx
index 5a56146c4..e49756f91 100644
Binary files a/Documents/신호생성 정리(240712).pptx and b/Documents/신호생성 정리(240712).pptx differ
diff --git a/Scripts/__pycache__/generate_signals.cpython-38.pyc b/Scripts/__pycache__/generate_signals.cpython-38.pyc
index 209dc4980..cee8600f2 100644
Binary files a/Scripts/__pycache__/generate_signals.cpython-38.pyc and b/Scripts/__pycache__/generate_signals.cpython-38.pyc differ
diff --git a/Scripts/__pycache__/preprocess_daily.cpython-38.pyc b/Scripts/__pycache__/preprocess_daily.cpython-38.pyc
index e5d3aa7bf..3cbdc68a1 100644
Binary files a/Scripts/__pycache__/preprocess_daily.cpython-38.pyc and b/Scripts/__pycache__/preprocess_daily.cpython-38.pyc differ
diff --git a/Scripts/generate_signals.py b/Scripts/generate_signals.py
index b723c4120..cd9603705 100644
--- a/Scripts/generate_signals.py
+++ b/Scripts/generate_signals.py
@@ -461,7 +461,6 @@ class SignalGenerator():
             # 2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B
             recent_histories = [group.iloc[-1:] for _, group in self.history[self.history['end_unix'] < fsec].groupby('inter_no')] # 교차로별로 유닉스시간이 최대인 행들
             
-            # print([group for _, group in self.history[self.history['end_unix'] < fsec].groupby('inter_no')])
             if not recent_histories:
                 rhistory = pd.DataFrame({'inter_no':[], 'end_unix':[]}) # recent history
             else:
diff --git a/analysis/0712_revise_code/0717_revise_code.ipynb b/analysis/0712_revise_code/0717_revise_code.ipynb
index 6e6e52833..c39f9ab2b 100644
--- a/analysis/0712_revise_code/0717_revise_code.ipynb
+++ b/analysis/0712_revise_code/0717_revise_code.ipynb
@@ -1162,6 +1162,94 @@
     "# 신호배정\n",
     "self.matching.head()"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1. 데이터를 준비합니다.\n",
+      "1-1. 네트워크가 로드되었습니다.\n",
+      "1-2. 테이블들이 로드되었습니다.\n",
+      "1-5. 필요한 보조 객체들이 모두 준비되었습니다.\n",
+      "2. 신호이력 테이블을 변환합니다.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import os, sys, copy, argparse\n",
+    "import json\n",
+    "import sumolib, traci\n",
+    "from tqdm import tqdm\n",
+    "from datetime import datetime\n",
+    "path_root = os.path.dirname(os.path.dirname(os.path.abspath('.')))\n",
+    "path_scr = os.path.join(path_root, 'scripts')\n",
+    "sys.path.append(path_scr)\n",
+    "from preprocess_daily import DailyPreprocessor\n",
+    "from generate_signals import SignalGenerator\n",
+    "self = SignalGenerator()\n",
+    "self.prepare_data()\n",
+    "self.process_history()\n",
+    "\n",
+    "fsecs = list(range(self.present_time - self.sim_timespan, self.present_time + 1, 5))\n",
+    "fsec = fsecs[0]\n",
+    "\n",
+    "# 1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n",
+    "move = pd.read_csv(os.path.join(self.path_tables, 'move', f'move_{fsec}.csv'), index_col=0)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "isinstance(movement, pd.DataFrame)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# 2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n",
+    "recent_histories = [group.iloc[-1:] for _, group in self.history[self.history['end_unix'] < fsec].groupby('inter_no')] # 교차로별로 유닉스시간이 최대인 행들\n",
+    "\n",
+    "if not recent_histories:\n",
+    "    rhistory = pd.DataFrame({'inter_no':[], 'end_unix':[]}) # recent history\n",
+    "else:\n",
+    "    rhistory = pd.concat(recent_histories)\n",
+    "recent_unix = rhistory[['inter_no', 'end_unix']]\n",
+    "# 3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+    "move = pd.merge(move, recent_unix, how='left', on='inter_no')\n",
+    "move['end_unix'] = move['end_unix'].fillna(0).astype(int)\n",
+    "# 4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+    "move = move.rename(columns = {'end_unix':'start_unix'})\n",
+    "# 5. 이동류 이력정보 READ\n",
+    "#     - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성)\n",
+    "try:\n",
+    "    if isinstance(movement, pd.DataFrame): # movement가 존재할 경우 그걸 그대로 씀.\n",
+    "        pass\n",
+    "    else: \n",
+    "        movement = pd.DataFrame()\n",
+    "except NameError: # movement가 존재하지 않는 경우 생성\n",
+    "    movement = pd.DataFrame()\n",
+    "# 6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+    "movement = pd.concat([movement, move])\n",
+    "# 7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+    "movement = movement.drop_duplicates(['inter_no','phas_A','phas_B','start_unix'])\n",
+    "# 8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+    "movement = movement[movement.start_unix > fsec - self.subtractor // 2]\n",
+    "# movement = movement.sort_values(by=['start_unix','inter_no','phas_A','phas_B']).reset_index(drop=True)\n",
+    "self.movement = pd.read_csv(os.path.join(self.path_intermediates, 'movement', f'movement_{self.present_time}.csv'), index_col=0)\n"
+   ]
   }
  ],
  "metadata": {
diff --git a/analysis/0712_revise_code/0718_review.ipynb b/analysis/0712_revise_code/0718_review.ipynb
new file mode 100644
index 000000000..1b839f4be
--- /dev/null
+++ b/analysis/0712_revise_code/0718_review.ipynb
@@ -0,0 +1,20370 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1. 데이터를 준비합니다.\n",
+      "1-1. 네트워크가 로드되었습니다.\n",
+      "1-2. 테이블들이 로드되었습니다.\n",
+      "1-5. 필요한 보조 객체들이 모두 준비되었습니다.\n",
+      "2. 신호이력 테이블을 변환합니다.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import os, sys, copy, argparse\n",
+    "import json\n",
+    "import sumolib, traci\n",
+    "from tqdm import tqdm\n",
+    "from datetime import datetime\n",
+    "path_root = os.path.dirname(os.path.dirname(os.path.abspath('.')))\n",
+    "path_scr = os.path.join(path_root, 'scripts')\n",
+    "sys.path.append(path_scr)\n",
+    "from preprocess_daily import DailyPreprocessor\n",
+    "from generate_signals import SignalGenerator\n",
+    "self = SignalGenerator()\n",
+    "self.prepare_data()\n",
+    "self.process_history()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "fsecs = list(range(self.present_time - self.sim_timespan, self.present_time + 1, 5))\n",
+    "I = len(fsecs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=0 1704417900\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\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>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       2       2       7       3\n",
+       "1       176       1       1       8       4\n",
+       "2       177       1       1       8       4\n",
+       "3       178       4       4       6       1\n",
+       "4       201       4       4       6       1\n",
+       "5       202       2       2      17      18\n",
+       "6       206       2       2      17      18\n",
+       "7       210       1       1       6      18"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\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>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1867</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1866</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1864</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1868</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1865</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1867       175  1704417790\n",
+       "1869       176  1704417810\n",
+       "1866       177  1704417790\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1864       202  1704417740\n",
+       "1868       206  1704417800\n",
+       "1865       210  1704417740"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\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>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       2       2       7       3  1704417790\n",
+       "1       176       1       1       8       4  1704417810\n",
+       "2       177       1       1       8       4  1704417790\n",
+       "3       178       4       4       6       1  1704417870\n",
+       "4       201       4       4       6       1  1704417870\n",
+       "5       202       2       2      17      18  1704417740\n",
+       "6       206       2       2      17      18  1704417800\n",
+       "7       210       1       1       6      18  1704417740"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
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+       "      <th>5</th>\n",
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+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
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+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       2       2       7       3  1704417790\n",
+       "1       176       1       1       8       4  1704417810\n",
+       "2       177       1       1       8       4  1704417790\n",
+       "3       178       4       4       6       1  1704417870\n",
+       "4       201       4       4       6       1  1704417870\n",
+       "5       202       2       2      17      18  1704417740\n",
+       "6       206       2       2      17      18  1704417800\n",
+       "7       210       1       1       6      18  1704417740"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=1 1704417905\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
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+       "  <thead>\n",
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+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
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+       "      <td>3</td>\n",
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+       "    <tr>\n",
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+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
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+       "      <td>7</td>\n",
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+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       2       2       7       3\n",
+       "1       176       1       1       8       4\n",
+       "2       177       1       1       8       4\n",
+       "3       178       4       4       6       1\n",
+       "4       201       5       5       7       4\n",
+       "5       202       2       2      17      18\n",
+       "6       206       2       2      17      18\n",
+       "7       210       1       1       6      18"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
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+    {
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+       "      <th></th>\n",
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+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1867</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
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+       "      <th>1866</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1868</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1865</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1867       175  1704417790\n",
+       "1869       176  1704417810\n",
+       "1866       177  1704417790\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1868       206  1704417800\n",
+       "1865       210  1704417740"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
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+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       2       2       7       3  1704417790\n",
+       "1       176       1       1       8       4  1704417810\n",
+       "2       177       1       1       8       4  1704417790\n",
+       "3       178       4       4       6       1  1704417870\n",
+       "4       201       5       5       7       4  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       2       2      17      18  1704417800\n",
+       "7       210       1       1       6      18  1704417740"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
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+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
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+       "      <td>6</td>\n",
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+       "      <td>1704417740</td>\n",
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+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
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+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       2       2       7       3  1704417790\n",
+       "1       176       1       1       8       4  1704417810\n",
+       "2       177       1       1       8       4  1704417790\n",
+       "3       178       4       4       6       1  1704417870\n",
+       "4       201       4       4       6       1  1704417870\n",
+       "5       202       2       2      17      18  1704417740\n",
+       "6       206       2       2      17      18  1704417800\n",
+       "7       210       1       1       6      18  1704417740\n",
+       "8       201       5       5       7       4  1704417870\n",
+       "9       202       2       2      17      18  1704417900"
+      ]
+     },
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+     "output_type": "display_data"
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=2 1704417910\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
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+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
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+       "      <td>2</td>\n",
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+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
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+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       2       2       7       3\n",
+       "1       176       1       1       8       4\n",
+       "2       177       1       1       8       4\n",
+       "3       178       4       4       6       1\n",
+       "4       201       5       5       7       4\n",
+       "5       202       2       2      17      18\n",
+       "6       206       3       3       8       4\n",
+       "7       210       1       1       6      18"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
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+    {
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+       "  <tbody>\n",
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+       "      <td>1704417790</td>\n",
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+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
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+       "      <th>1866</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
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+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1868</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1865</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1867       175  1704417790\n",
+       "1869       176  1704417810\n",
+       "1866       177  1704417790\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1868       206  1704417800\n",
+       "1865       210  1704417740"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
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+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
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+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       2       2       7       3  1704417790\n",
+       "1       176       1       1       8       4  1704417810\n",
+       "2       177       1       1       8       4  1704417790\n",
+       "3       178       4       4       6       1  1704417870\n",
+       "4       201       5       5       7       4  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       3       3       8       4  1704417800\n",
+       "7       210       1       1       6      18  1704417740"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
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+       "\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>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=3 1704417915\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
+    },
+    {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
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+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
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+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       2       2       7       3\n",
+       "1       176       1       1       8       4\n",
+       "2       177       1       1       8       4\n",
+       "3       178       4       4       6       1\n",
+       "4       201       5       5       7       4\n",
+       "5       202       2       2      17      18\n",
+       "6       206       3       3       8       4\n",
+       "7       210       1       1       6      18"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
+     "data": {
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+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1867</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1866</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1868</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1865</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1867       175  1704417790\n",
+       "1869       176  1704417810\n",
+       "1866       177  1704417790\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1868       206  1704417800\n",
+       "1865       210  1704417740"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
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+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
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+       "  <tbody>\n",
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+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
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+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       2       2       7       3  1704417790\n",
+       "1       176       1       1       8       4  1704417810\n",
+       "2       177       1       1       8       4  1704417790\n",
+       "3       178       4       4       6       1  1704417870\n",
+       "4       201       5       5       7       4  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       3       3       8       4  1704417800\n",
+       "7       210       1       1       6      18  1704417740"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+    {
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+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
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+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
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+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=4 1704417920\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
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+    {
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+       "  <thead>\n",
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+       "      <th></th>\n",
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+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
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+       "    <tr>\n",
+       "      <th>0</th>\n",
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+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       3       3       6       1\n",
+       "1       176       1       1       8       4\n",
+       "2       177       1       1       8       4\n",
+       "3       178       1       1       8       4\n",
+       "4       201       1       1       8       3\n",
+       "5       202       1       1       6       2\n",
+       "6       206       3       3       8       4\n",
+       "7       210       1       1       6      18"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
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+       "  <thead>\n",
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+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1867</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1866</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1868</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1865</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1867       175  1704417790\n",
+       "1869       176  1704417810\n",
+       "1866       177  1704417790\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1868       206  1704417800\n",
+       "1865       210  1704417740"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
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+    {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
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+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
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+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       3       3       6       1  1704417790\n",
+       "1       176       1       1       8       4  1704417810\n",
+       "2       177       1       1       8       4  1704417790\n",
+       "3       178       1       1       8       4  1704417870\n",
+       "4       201       1       1       8       3  1704417870\n",
+       "5       202       1       1       6       2  1704417900\n",
+       "6       206       3       3       8       4  1704417800\n",
+       "7       210       1       1       6      18  1704417740"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+    {
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+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
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+       "      <th>move_A</th>\n",
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+       "      <th>start_unix</th>\n",
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+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
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+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
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+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=5 1704417925\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
+    },
+    {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
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+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
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+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       3       3       6       1\n",
+       "1       176       1       1       8       4\n",
+       "2       177       1       1       8       4\n",
+       "3       178       1       1       8       4\n",
+       "4       201       1       1       8       3\n",
+       "5       202       1       1       6       2\n",
+       "6       206       3       3       8       4\n",
+       "7       210       1       2       6       2"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
+     "data": {
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1867</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1866</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1868</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1867       175  1704417790\n",
+       "1869       176  1704417810\n",
+       "1866       177  1704417790\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1868       206  1704417800\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       3       3       6       1  1704417790\n",
+       "1       176       1       1       8       4  1704417810\n",
+       "2       177       1       1       8       4  1704417790\n",
+       "3       178       1       1       8       4  1704417870\n",
+       "4       201       1       1       8       3  1704417870\n",
+       "5       202       1       1       6       2  1704417900\n",
+       "6       206       3       3       8       4  1704417800\n",
+       "7       210       1       2       6       2  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+    {
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+       "  <thead>\n",
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+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
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+       "  <tbody>\n",
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+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
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+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=6 1704417930\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
+    },
+    {
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+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       3       3       6       1\n",
+       "1       176       1       1       8       4\n",
+       "2       177       1       1       8       4\n",
+       "3       178       1       1       8       4\n",
+       "4       201       1       1       8       3\n",
+       "5       202       1       1       6       2\n",
+       "6       206       3       3       8       4\n",
+       "7       210       1       2       6       2"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
+     "data": {
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+       "\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1867</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1866</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1868</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1867       175  1704417790\n",
+       "1869       176  1704417810\n",
+       "1866       177  1704417790\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1868       206  1704417800\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       3       3       6       1  1704417790\n",
+       "1       176       1       1       8       4  1704417810\n",
+       "2       177       1       1       8       4  1704417790\n",
+       "3       178       1       1       8       4  1704417870\n",
+       "4       201       1       1       8       3  1704417870\n",
+       "5       202       1       1       6       2  1704417900\n",
+       "6       206       3       3       8       4  1704417800\n",
+       "7       210       1       2       6       2  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+    {
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=7 1704417935\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
+    },
+    {
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+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       3       3       6       1\n",
+       "1       176       1       1       8       4\n",
+       "2       177       1       1       8       4\n",
+       "3       178       1       1       8       4\n",
+       "4       201       1       1       8       3\n",
+       "5       202       1       1       6       2\n",
+       "6       206       4       4      17      18\n",
+       "7       210       1       2       6       2"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
+     "data": {
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1867</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1866</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1868</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1867       175  1704417790\n",
+       "1869       176  1704417810\n",
+       "1866       177  1704417790\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1868       206  1704417800\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       3       3       6       1  1704417790\n",
+       "1       176       1       1       8       4  1704417810\n",
+       "2       177       1       1       8       4  1704417790\n",
+       "3       178       1       1       8       4  1704417870\n",
+       "4       201       1       1       8       3  1704417870\n",
+       "5       202       1       1       6       2  1704417900\n",
+       "6       206       4       4      17      18  1704417800\n",
+       "7       210       1       2       6       2  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+    {
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=8 1704417940\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
+    },
+    {
+     "data": {
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+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       3       3       6       1\n",
+       "1       176       2       2       8       3\n",
+       "2       177       2       2       7       3\n",
+       "3       178       1       1       8       4\n",
+       "4       201       1       1       8       3\n",
+       "5       202       1       1       6       2\n",
+       "6       206       4       4      17      18\n",
+       "7       210       1       2       6       2"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\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>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1867</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1866</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1868</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1867       175  1704417790\n",
+       "1869       176  1704417810\n",
+       "1866       177  1704417790\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1868       206  1704417800\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\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>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       3       3       6       1  1704417790\n",
+       "1       176       2       2       8       3  1704417810\n",
+       "2       177       2       2       7       3  1704417790\n",
+       "3       178       1       1       8       4  1704417870\n",
+       "4       201       1       1       8       3  1704417870\n",
+       "5       202       1       1       6       2  1704417900\n",
+       "6       206       4       4      17      18  1704417800\n",
+       "7       210       1       2       6       2  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
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+       "      <th>9</th>\n",
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+       "      <th>12</th>\n",
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+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
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+       "    <tr>\n",
+       "      <th>13</th>\n",
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+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
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+       "      <td>1</td>\n",
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+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790"
+      ]
+     },
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+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=9 1704417945\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
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+       "      <td>2</td>\n",
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+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       3       4       6       2\n",
+       "1       176       2       2       8       3\n",
+       "2       177       2       2       7       3\n",
+       "3       178       1       1       8       4\n",
+       "4       201       2       2       5       2\n",
+       "5       202       1       1       6       2\n",
+       "6       206       4       4      17      18\n",
+       "7       210       2       2       5       2"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1868</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
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+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1867       175  1704417790\n",
+       "1869       176  1704417810\n",
+       "1866       177  1704417790\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1868       206  1704417800\n",
+       "1873       210  1704417921"
+      ]
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+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
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+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       3       4       6       2  1704417790\n",
+       "1       176       2       2       8       3  1704417810\n",
+       "2       177       2       2       7       3  1704417790\n",
+       "3       178       1       1       8       4  1704417870\n",
+       "4       201       2       2       5       2  1704417870\n",
+       "5       202       1       1       6       2  1704417900\n",
+       "6       206       4       4      17      18  1704417800\n",
+       "7       210       2       2       5       2  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
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+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
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+       "      <th>6</th>\n",
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+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
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+       "      <th>7</th>\n",
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+       "      <td>1704417740</td>\n",
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+       "      <th>8</th>\n",
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+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
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+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
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+       "      <th>12</th>\n",
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+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
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+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
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+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
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+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
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+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=10 1704417950\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
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+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       3       4       6       2\n",
+       "1       176       2       2       8       3\n",
+       "2       177       2       2       7       3\n",
+       "3       178       1       1       8       4\n",
+       "4       201       2       2       5       2\n",
+       "5       202       1       1       6       2\n",
+       "6       206       4       4      17      18\n",
+       "7       210       2       2       5       2"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
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+    {
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+       "      <th>1867</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
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+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
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+       "      <th>1866</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
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+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1868</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
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+       "      inter_no    end_unix\n",
+       "1867       175  1704417790\n",
+       "1869       176  1704417810\n",
+       "1866       177  1704417790\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1868       206  1704417800\n",
+       "1873       210  1704417921"
+      ]
+     },
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+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
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+       "      <th></th>\n",
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+       "      <th>phas_A</th>\n",
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+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
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+       "      <th>1</th>\n",
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+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
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+       "      <th>2</th>\n",
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+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
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+       "    <tr>\n",
+       "      <th>3</th>\n",
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+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
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+       "      <th>4</th>\n",
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+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       3       4       6       2  1704417790\n",
+       "1       176       2       2       8       3  1704417810\n",
+       "2       177       2       2       7       3  1704417790\n",
+       "3       178       1       1       8       4  1704417870\n",
+       "4       201       2       2       5       2  1704417870\n",
+       "5       202       1       1       6       2  1704417900\n",
+       "6       206       4       4      17      18  1704417800\n",
+       "7       210       2       2       5       2  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
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+       "      <td>1704417790</td>\n",
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+       "      <th>1</th>\n",
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+       "      <td>1704417870</td>\n",
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+       "      <th>5</th>\n",
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+       "      <td>2</td>\n",
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+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
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+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
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+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
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+       "      <th>7</th>\n",
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+       "      <td>6</td>\n",
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+       "      <td>1704417740</td>\n",
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+       "      <th>8</th>\n",
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+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=11 1704417955\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
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+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
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+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
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+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       3       4       6       2\n",
+       "1       176       2       2       8       3\n",
+       "2       177       2       2       7       3\n",
+       "3       178       1       1       8       4\n",
+       "4       201       2       2       5       2\n",
+       "5       202       1       1       6       2\n",
+       "6       206       4       4      17      18\n",
+       "7       210       2       2       5       2"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
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+       "      <th>1867</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417790</td>\n",
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+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
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+       "      <th>1866</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417790</td>\n",
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+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
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+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
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+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
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+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1867       175  1704417790\n",
+       "1869       176  1704417810\n",
+       "1866       177  1704417790\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
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+    {
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+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
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+       "      <td>3</td>\n",
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+       "      <th>2</th>\n",
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+       "      <td>3</td>\n",
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+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
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+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
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+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       3       4       6       2  1704417790\n",
+       "1       176       2       2       8       3  1704417810\n",
+       "2       177       2       2       7       3  1704417790\n",
+       "3       178       1       1       8       4  1704417870\n",
+       "4       201       2       2       5       2  1704417870\n",
+       "5       202       1       1       6       2  1704417900\n",
+       "6       206       4       4      17      18  1704417950\n",
+       "7       210       2       2       5       2  1704417921"
+      ]
+     },
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+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
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+       "      <td>1704417790</td>\n",
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+       "      <th>1</th>\n",
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+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
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+       "      <th>4</th>\n",
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+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950"
+      ]
+     },
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+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=12 1704417960\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       3       4       6       2\n",
+       "1       176       2       2       8       3\n",
+       "2       177       3       3      17      18\n",
+       "3       178       2       2       7       3\n",
+       "4       201       2       2       5       2\n",
+       "5       202       2       2      17      18\n",
+       "6       206       1       1       8       4\n",
+       "7       210       2       2       5       2"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
+     "data": {
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+       "<div>\n",
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+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1867</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1866</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1867       175  1704417790\n",
+       "1869       176  1704417810\n",
+       "1866       177  1704417790\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       3       4       6       2  1704417790\n",
+       "1       176       2       2       8       3  1704417810\n",
+       "2       177       3       3      17      18  1704417790\n",
+       "3       178       2       2       7       3  1704417870\n",
+       "4       201       2       2       5       2  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       1       1       8       4  1704417950\n",
+       "7       210       2       2       5       2  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
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+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=13 1704417965\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
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+    {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
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+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
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+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       3       4       6       2\n",
+       "1       176       2       2       8       3\n",
+       "2       177       3       3      17      18\n",
+       "3       178       2       2       7       3\n",
+       "4       201       2       2       5       2\n",
+       "5       202       2       2      17      18\n",
+       "6       206       1       1       8       4\n",
+       "7       210       2       2       5       2"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
+     "data": {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1867</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1866</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1867       175  1704417790\n",
+       "1869       176  1704417810\n",
+       "1866       177  1704417790\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
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+    {
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
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+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       3       4       6       2  1704417790\n",
+       "1       176       2       2       8       3  1704417810\n",
+       "2       177       3       3      17      18  1704417790\n",
+       "3       178       2       2       7       3  1704417870\n",
+       "4       201       2       2       5       2  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       1       1       8       4  1704417950\n",
+       "7       210       2       2       5       2  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+    {
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+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
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+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
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+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
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+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=14 1704417970\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
+    },
+    {
+     "data": {
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+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "    .dataframe thead th {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       3       4       6       2\n",
+       "1       176       2       2       8       3\n",
+       "2       177       3       3      17      18\n",
+       "3       178       2       2       7       3\n",
+       "4       201       3       3       6       2\n",
+       "5       202       2       2      17      18\n",
+       "6       206       1       1       8       4\n",
+       "7       210       2       2       5       2"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\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>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1867</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1866</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1867       175  1704417790\n",
+       "1869       176  1704417810\n",
+       "1866       177  1704417790\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "    }\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>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       3       4       6       2  1704417790\n",
+       "1       176       2       2       8       3  1704417810\n",
+       "2       177       3       3      17      18  1704417790\n",
+       "3       178       2       2       7       3  1704417870\n",
+       "4       201       3       3       6       2  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       1       1       8       4  1704417950\n",
+       "7       210       2       2       5       2  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
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+       "      <th></th>\n",
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+       "      <th>5</th>\n",
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+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
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+       "      <th>6</th>\n",
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+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
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+       "      <th>7</th>\n",
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+       "      <td>1704417740</td>\n",
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+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
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+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
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+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
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+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
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+       "      <th>12</th>\n",
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+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
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+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
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+       "      <td>1704417921</td>\n",
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+       "      <th>16</th>\n",
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+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
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+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
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+       "      <th>18</th>\n",
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+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
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+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
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+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
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+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870"
+      ]
+     },
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+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=15 1704417975\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
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+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
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+       "    </tr>\n",
+       "  </tbody>\n",
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+       "</div>"
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+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       4       4       5       2\n",
+       "1       176       2       2       8       3\n",
+       "2       177       3       3      17      18\n",
+       "3       178       2       2       7       3\n",
+       "4       201       3       3       6       2\n",
+       "5       202       2       2      17      18\n",
+       "6       206       1       1       8       4\n",
+       "7       210       3       3       7       4"
+      ]
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+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
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+       "      <td>175</td>\n",
+       "      <td>1704417970</td>\n",
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+       "      <td>176</td>\n",
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+       "      <th>1875</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417970</td>\n",
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+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
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+       "      <th>1870</th>\n",
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+       "      <td>1704417870</td>\n",
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+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
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+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1876       175  1704417970\n",
+       "1869       176  1704417810\n",
+       "1875       177  1704417970\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
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+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
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+       "      <th>move_A</th>\n",
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+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
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+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       4       4       5       2  1704417970\n",
+       "1       176       2       2       8       3  1704417810\n",
+       "2       177       3       3      17      18  1704417970\n",
+       "3       178       2       2       7       3  1704417870\n",
+       "4       201       3       3       6       2  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       1       1       8       4  1704417950\n",
+       "7       210       3       3       7       4  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+       "      <th></th>\n",
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+       "      <th>phas_A</th>\n",
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+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
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+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
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+       "      <th>2</th>\n",
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+       "      <td>1704417790</td>\n",
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+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
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+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
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+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
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+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870\n",
+       "27       175       4       4       5       2  1704417970\n",
+       "28       177       3       3      17      18  1704417970\n",
+       "29       210       3       3       7       4  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=16 1704417980\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
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+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
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+       "        vertical-align: top;\n",
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+       "\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>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       4       4       5       2\n",
+       "1       176       2       2       8       3\n",
+       "2       177       3       3      17      18\n",
+       "3       178       2       2       7       3\n",
+       "4       201       3       3       6       2\n",
+       "5       202       2       2      17      18\n",
+       "6       206       1       1       8       4\n",
+       "7       210       3       3       7       4"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
+     "data": {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1875</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1876       175  1704417970\n",
+       "1869       176  1704417810\n",
+       "1875       177  1704417970\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       4       4       5       2  1704417970\n",
+       "1       176       2       2       8       3  1704417810\n",
+       "2       177       3       3      17      18  1704417970\n",
+       "3       178       2       2       7       3  1704417870\n",
+       "4       201       3       3       6       2  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       1       1       8       4  1704417950\n",
+       "7       210       3       3       7       4  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+       "  <thead>\n",
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+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870\n",
+       "27       175       4       4       5       2  1704417970\n",
+       "28       177       3       3      17      18  1704417970\n",
+       "29       210       3       3       7       4  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=17 1704417985\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
+    },
+    {
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+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       4       4       5       2\n",
+       "1       176       2       2       8       3\n",
+       "2       177       3       3      17      18\n",
+       "3       178       2       2       7       3\n",
+       "4       201       4       4       6       1\n",
+       "5       202       2       2      17      18\n",
+       "6       206       1       1       8       4\n",
+       "7       210       3       3       7       4"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1875</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1876       175  1704417970\n",
+       "1869       176  1704417810\n",
+       "1875       177  1704417970\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
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+       "\n",
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+       "\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       4       4       5       2  1704417970\n",
+       "1       176       2       2       8       3  1704417810\n",
+       "2       177       3       3      17      18  1704417970\n",
+       "3       178       2       2       7       3  1704417870\n",
+       "4       201       4       4       6       1  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       1       1       8       4  1704417950\n",
+       "7       210       3       3       7       4  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+    {
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+       "  <thead>\n",
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+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
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+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870\n",
+       "27       175       4       4       5       2  1704417970\n",
+       "28       177       3       3      17      18  1704417970\n",
+       "29       210       3       3       7       4  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=18 1704417990\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\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>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       4       4       5       2\n",
+       "1       176       2       2       8       3\n",
+       "2       177       3       3      17      18\n",
+       "3       178       2       2       7       3\n",
+       "4       201       4       4       6       1\n",
+       "5       202       2       2      17      18\n",
+       "6       206       1       1       8       4\n",
+       "7       210       3       3       7       4"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\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>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1869</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1875</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1876       175  1704417970\n",
+       "1869       176  1704417810\n",
+       "1875       177  1704417970\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
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+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "    }\n",
+       "\n",
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+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
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+       "        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>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       4       4       5       2  1704417970\n",
+       "1       176       2       2       8       3  1704417810\n",
+       "2       177       3       3      17      18  1704417970\n",
+       "3       178       2       2       7       3  1704417870\n",
+       "4       201       4       4       6       1  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       1       1       8       4  1704417950\n",
+       "7       210       3       3       7       4  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+       "      <th>1</th>\n",
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+       "      <th>2</th>\n",
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+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
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+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
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+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
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+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
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+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
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+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
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+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
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+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
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+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
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+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870\n",
+       "27       175       4       4       5       2  1704417970\n",
+       "28       177       3       3      17      18  1704417970\n",
+       "29       210       3       3       7       4  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=19 1704417995\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
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+       "      <th></th>\n",
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+       "      <th>move_A</th>\n",
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+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       4       4       5       2\n",
+       "1       176       2       2       8       3\n",
+       "2       177       3       3      17      18\n",
+       "3       178       2       2       7       3\n",
+       "4       201       4       4       6       1\n",
+       "5       202       2       2      17      18\n",
+       "6       206       2       2      17      18\n",
+       "7       210       3       3       7       4"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
+     "data": {
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+       "<div>\n",
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+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1877</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1875</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1876       175  1704417970\n",
+       "1877       176  1704417990\n",
+       "1875       177  1704417970\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
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+       "\n",
+       "    .dataframe tbody tr th {\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       4       4       5       2  1704417970\n",
+       "1       176       2       2       8       3  1704417990\n",
+       "2       177       3       3      17      18  1704417970\n",
+       "3       178       2       2       7       3  1704417870\n",
+       "4       201       4       4       6       1  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       2       2      17      18  1704417950\n",
+       "7       210       3       3       7       4  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
+    },
+    {
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870\n",
+       "27       175       4       4       5       2  1704417970\n",
+       "28       177       3       3      17      18  1704417970\n",
+       "29       210       3       3       7       4  1704417921\n",
+       "30       176       2       2       8       3  1704417990\n",
+       "31       206       2       2      17      18  1704417950"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=20 1704418000\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
+    },
+    {
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+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       1       1       8       4\n",
+       "1       176       2       2       8       3\n",
+       "2       177       3       3      17      18\n",
+       "3       178       3       3       5       2\n",
+       "4       201       4       4       6       1\n",
+       "5       202       2       2      17      18\n",
+       "6       206       2       2      17      18\n",
+       "7       210       3       3       7       4"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1877</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1875</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1876       175  1704417970\n",
+       "1877       176  1704417990\n",
+       "1875       177  1704417970\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
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+       "\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       1       1       8       4  1704417970\n",
+       "1       176       2       2       8       3  1704417990\n",
+       "2       177       3       3      17      18  1704417970\n",
+       "3       178       3       3       5       2  1704417870\n",
+       "4       201       4       4       6       1  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       2       2      17      18  1704417950\n",
+       "7       210       3       3       7       4  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
+    },
+    {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870\n",
+       "27       175       4       4       5       2  1704417970\n",
+       "28       177       3       3      17      18  1704417970\n",
+       "29       210       3       3       7       4  1704417921\n",
+       "30       176       2       2       8       3  1704417990\n",
+       "31       206       2       2      17      18  1704417950\n",
+       "32       175       1       1       8       4  1704417970\n",
+       "33       178       3       3       5       2  1704417870"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=21 1704418005\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\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>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       1       1       8       4\n",
+       "1       176       2       2       8       3\n",
+       "2       177       3       3      17      18\n",
+       "3       178       3       3       5       2\n",
+       "4       201       4       4       6       1\n",
+       "5       202       2       2      17      18\n",
+       "6       206       2       2      17      18\n",
+       "7       210       3       3       7       4"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\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>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1877</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1875</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1876       175  1704417970\n",
+       "1877       176  1704417990\n",
+       "1875       177  1704417970\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
+    },
+    {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       1       1       8       4  1704417970\n",
+       "1       176       2       2       8       3  1704417990\n",
+       "2       177       3       3      17      18  1704417970\n",
+       "3       178       3       3       5       2  1704417870\n",
+       "4       201       4       4       6       1  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       2       2      17      18  1704417950\n",
+       "7       210       3       3       7       4  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
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+       "  <thead>\n",
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+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
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+       "      <th>0</th>\n",
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+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
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+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
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+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
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+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
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+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870\n",
+       "27       175       4       4       5       2  1704417970\n",
+       "28       177       3       3      17      18  1704417970\n",
+       "29       210       3       3       7       4  1704417921\n",
+       "30       176       2       2       8       3  1704417990\n",
+       "31       206       2       2      17      18  1704417950\n",
+       "32       175       1       1       8       4  1704417970\n",
+       "33       178       3       3       5       2  1704417870"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=22 1704418010\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
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+    {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
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+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
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+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
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+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
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+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       1       1       8       4\n",
+       "1       176       3       3       5      18\n",
+       "2       177       3       3      17      18\n",
+       "3       178       3       3       5       2\n",
+       "4       201       4       4       6       1\n",
+       "5       202       2       2      17      18\n",
+       "6       206       2       2      17      18\n",
+       "7       210       3       3       7       4"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
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+       "      <th></th>\n",
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+       "      <th>end_unix</th>\n",
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+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1877</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1875</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1876       175  1704417970\n",
+       "1877       176  1704417990\n",
+       "1875       177  1704417970\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
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+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
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+       "  <tbody>\n",
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+       "      <td>175</td>\n",
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+       "      <td>1</td>\n",
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+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       1       1       8       4  1704417970\n",
+       "1       176       3       3       5      18  1704417990\n",
+       "2       177       3       3      17      18  1704417970\n",
+       "3       178       3       3       5       2  1704417870\n",
+       "4       201       4       4       6       1  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       2       2      17      18  1704417950\n",
+       "7       210       3       3       7       4  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+    {
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+       "      <th>move_A</th>\n",
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+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
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+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
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+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870\n",
+       "27       175       4       4       5       2  1704417970\n",
+       "28       177       3       3      17      18  1704417970\n",
+       "29       210       3       3       7       4  1704417921\n",
+       "30       176       2       2       8       3  1704417990\n",
+       "31       206       2       2      17      18  1704417950\n",
+       "32       175       1       1       8       4  1704417970\n",
+       "33       178       3       3       5       2  1704417870\n",
+       "34       176       3       3       5      18  1704417990"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=23 1704418015\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
+    },
+    {
+     "data": {
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+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       1       1       8       4\n",
+       "1       176       3       3       5      18\n",
+       "2       177       3       3      17      18\n",
+       "3       178       3       3       5       2\n",
+       "4       201       4       4       6       1\n",
+       "5       202       2       2      17      18\n",
+       "6       206       2       2      17      18\n",
+       "7       210       3       3       7       4"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\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>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1877</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1875</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1876       175  1704417970\n",
+       "1877       176  1704417990\n",
+       "1875       177  1704417970\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\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>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       1       1       8       4  1704417970\n",
+       "1       176       3       3       5      18  1704417990\n",
+       "2       177       3       3      17      18  1704417970\n",
+       "3       178       3       3       5       2  1704417870\n",
+       "4       201       4       4       6       1  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       2       2      17      18  1704417950\n",
+       "7       210       3       3       7       4  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
+    },
+    {
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870\n",
+       "27       175       4       4       5       2  1704417970\n",
+       "28       177       3       3      17      18  1704417970\n",
+       "29       210       3       3       7       4  1704417921\n",
+       "30       176       2       2       8       3  1704417990\n",
+       "31       206       2       2      17      18  1704417950\n",
+       "32       175       1       1       8       4  1704417970\n",
+       "33       178       3       3       5       2  1704417870\n",
+       "34       176       3       3       5      18  1704417990"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=24 1704418020\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
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+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       1       1       8       4\n",
+       "1       176       3       3       5      18\n",
+       "2       177       3       3      17      18\n",
+       "3       178       3       3       5       2\n",
+       "4       201       4       4       6       1\n",
+       "5       202       2       2      17      18\n",
+       "6       206       2       2      17      18\n",
+       "7       210       3       3       7       4"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
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+       "      <th></th>\n",
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+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1877</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417990</td>\n",
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+       "      <th>1875</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
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+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1876       175  1704417970\n",
+       "1877       176  1704417990\n",
+       "1875       177  1704417970\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
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+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       1       1       8       4  1704417970\n",
+       "1       176       3       3       5      18  1704417990\n",
+       "2       177       3       3      17      18  1704417970\n",
+       "3       178       3       3       5       2  1704417870\n",
+       "4       201       4       4       6       1  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       2       2      17      18  1704417950\n",
+       "7       210       3       3       7       4  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+       "      <th></th>\n",
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+       "      <th>phas_A</th>\n",
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+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
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+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
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+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
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+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870\n",
+       "27       175       4       4       5       2  1704417970\n",
+       "28       177       3       3      17      18  1704417970\n",
+       "29       210       3       3       7       4  1704417921\n",
+       "30       176       2       2       8       3  1704417990\n",
+       "31       206       2       2      17      18  1704417950\n",
+       "32       175       1       1       8       4  1704417970\n",
+       "33       178       3       3       5       2  1704417870\n",
+       "34       176       3       3       5      18  1704417990"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=25 1704418025\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
+    },
+    {
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       1       1       8       4\n",
+       "1       176       3       3       5      18\n",
+       "2       177       4       4       5       1\n",
+       "3       178       3       3       5       2\n",
+       "4       201       4       4       6       1\n",
+       "5       202       2       2      17      18\n",
+       "6       206       2       2      17      18\n",
+       "7       210       3       3       7       4"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
+     "data": {
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+       "\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1877</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1875</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1876       175  1704417970\n",
+       "1877       176  1704417990\n",
+       "1875       177  1704417970\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       1       1       8       4  1704417970\n",
+       "1       176       3       3       5      18  1704417990\n",
+       "2       177       4       4       5       1  1704417970\n",
+       "3       178       3       3       5       2  1704417870\n",
+       "4       201       4       4       6       1  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       2       2      17      18  1704417950\n",
+       "7       210       3       3       7       4  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+    {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>177</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870\n",
+       "27       175       4       4       5       2  1704417970\n",
+       "28       177       3       3      17      18  1704417970\n",
+       "29       210       3       3       7       4  1704417921\n",
+       "30       176       2       2       8       3  1704417990\n",
+       "31       206       2       2      17      18  1704417950\n",
+       "32       175       1       1       8       4  1704417970\n",
+       "33       178       3       3       5       2  1704417870\n",
+       "34       176       3       3       5      18  1704417990\n",
+       "35       177       4       4       5       1  1704417970"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=26 1704418030\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\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>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       1       1       8       4\n",
+       "1       176       3       3       5      18\n",
+       "2       177       4       4       5       1\n",
+       "3       178       3       3       5       2\n",
+       "4       201       4       4       6       1\n",
+       "5       202       2       2      17      18\n",
+       "6       206       3       3       8       4\n",
+       "7       210       4       4       8       3"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\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>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1877</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1875</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1876       175  1704417970\n",
+       "1877       176  1704417990\n",
+       "1875       177  1704417970\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
+    },
+    {
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+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       1       1       8       4  1704417970\n",
+       "1       176       3       3       5      18  1704417990\n",
+       "2       177       4       4       5       1  1704417970\n",
+       "3       178       3       3       5       2  1704417870\n",
+       "4       201       4       4       6       1  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       3       3       8       4  1704417950\n",
+       "7       210       4       4       8       3  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
+    },
+    {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
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+       "      <th>start_unix</th>\n",
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+       "      <td>175</td>\n",
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+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
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+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
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+       "      <th>2</th>\n",
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+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
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+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>177</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>210</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870\n",
+       "27       175       4       4       5       2  1704417970\n",
+       "28       177       3       3      17      18  1704417970\n",
+       "29       210       3       3       7       4  1704417921\n",
+       "30       176       2       2       8       3  1704417990\n",
+       "31       206       2       2      17      18  1704417950\n",
+       "32       175       1       1       8       4  1704417970\n",
+       "33       178       3       3       5       2  1704417870\n",
+       "34       176       3       3       5      18  1704417990\n",
+       "35       177       4       4       5       1  1704417970\n",
+       "36       206       3       3       8       4  1704417950\n",
+       "37       210       4       4       8       3  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=27 1704418035\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
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+    {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
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+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       1       1       8       4\n",
+       "1       176       3       3       5      18\n",
+       "2       177       4       4       5       1\n",
+       "3       178       3       3       5       2\n",
+       "4       201       4       4       6       1\n",
+       "5       202       2       2      17      18\n",
+       "6       206       3       3       8       4\n",
+       "7       210       4       4       8       3"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
+     "data": {
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+       "  <thead>\n",
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+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1877</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1875</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1876       175  1704417970\n",
+       "1877       176  1704417990\n",
+       "1875       177  1704417970\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
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+       "  <thead>\n",
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+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
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+       "  <tbody>\n",
+       "    <tr>\n",
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+       "      <td>175</td>\n",
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+       "      <td>1</td>\n",
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+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
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+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       1       1       8       4  1704417970\n",
+       "1       176       3       3       5      18  1704417990\n",
+       "2       177       4       4       5       1  1704417970\n",
+       "3       178       3       3       5       2  1704417870\n",
+       "4       201       4       4       6       1  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       3       3       8       4  1704417950\n",
+       "7       210       4       4       8       3  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+    {
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+       "  <thead>\n",
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+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
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+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>177</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>210</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870\n",
+       "27       175       4       4       5       2  1704417970\n",
+       "28       177       3       3      17      18  1704417970\n",
+       "29       210       3       3       7       4  1704417921\n",
+       "30       176       2       2       8       3  1704417990\n",
+       "31       206       2       2      17      18  1704417950\n",
+       "32       175       1       1       8       4  1704417970\n",
+       "33       178       3       3       5       2  1704417870\n",
+       "34       176       3       3       5      18  1704417990\n",
+       "35       177       4       4       5       1  1704417970\n",
+       "36       206       3       3       8       4  1704417950\n",
+       "37       210       4       4       8       3  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=28 1704418040\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
+    },
+    {
+     "data": {
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+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       2       2       7       3\n",
+       "1       176       3       3       5      18\n",
+       "2       177       4       4       5       1\n",
+       "3       178       4       4       6       1\n",
+       "4       201       4       4       6       1\n",
+       "5       202       2       2      17      18\n",
+       "6       206       3       3       8       4\n",
+       "7       210       4       4       8       3"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\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>inter_no</th>\n",
+       "      <th>end_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1877</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1875</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1871</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1870</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1876       175  1704417970\n",
+       "1877       176  1704417990\n",
+       "1875       177  1704417970\n",
+       "1871       178  1704417870\n",
+       "1870       201  1704417870\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "    }\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>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       2       2       7       3  1704417970\n",
+       "1       176       3       3       5      18  1704417990\n",
+       "2       177       4       4       5       1  1704417970\n",
+       "3       178       4       4       6       1  1704417870\n",
+       "4       201       4       4       6       1  1704417870\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       3       3       8       4  1704417950\n",
+       "7       210       4       4       8       3  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\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>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>177</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>210</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870\n",
+       "27       175       4       4       5       2  1704417970\n",
+       "28       177       3       3      17      18  1704417970\n",
+       "29       210       3       3       7       4  1704417921\n",
+       "30       176       2       2       8       3  1704417990\n",
+       "31       206       2       2      17      18  1704417950\n",
+       "32       175       1       1       8       4  1704417970\n",
+       "33       178       3       3       5       2  1704417870\n",
+       "34       176       3       3       5      18  1704417990\n",
+       "35       177       4       4       5       1  1704417970\n",
+       "36       206       3       3       8       4  1704417950\n",
+       "37       210       4       4       8       3  1704417921\n",
+       "38       175       2       2       7       3  1704417970"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "i=29 1704418045\n",
+      "1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n"
+     ]
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
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+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
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+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
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+       "      <th>2</th>\n",
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+       "      <td>4</td>\n",
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+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
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+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B\n",
+       "0       175       2       2       7       3\n",
+       "1       176       3       3       5      18\n",
+       "2       177       4       4       5       1\n",
+       "3       178       4       4       6       1\n",
+       "4       201       5       5       7       4\n",
+       "5       202       2       2      17      18\n",
+       "6       206       3       3       8       4\n",
+       "7       210       4       4       8       3"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n"
+     ]
+    },
+    {
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+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1876</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1877</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1875</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1879</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1704418041</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1878</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1704418040</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1872</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1874</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1873</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      inter_no    end_unix\n",
+       "1876       175  1704417970\n",
+       "1877       176  1704417990\n",
+       "1875       177  1704417970\n",
+       "1879       178  1704418041\n",
+       "1878       201  1704418040\n",
+       "1872       202  1704417900\n",
+       "1874       206  1704417950\n",
+       "1873       210  1704417921"
+      ]
+     },
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+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+      "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+      "\n"
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+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
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+       "      <td>1704417970</td>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
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+       "      <th>2</th>\n",
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+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704418041</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704418040</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0       175       2       2       7       3  1704417970\n",
+       "1       176       3       3       5      18  1704417990\n",
+       "2       177       4       4       5       1  1704417970\n",
+       "3       178       4       4       6       1  1704418041\n",
+       "4       201       5       5       7       4  1704418040\n",
+       "5       202       2       2      17      18  1704417900\n",
+       "6       206       3       3       8       4  1704417950\n",
+       "7       210       4       4       8       3  1704417921"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "5. 이동류 이력정보 READ\n",
+      "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+      "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+      "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+      "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+      "\n"
+     ]
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+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
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+       "      <td>4</td>\n",
+       "      <td>1704417810</td>\n",
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+       "      <th>2</th>\n",
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+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417740</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417900</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>210</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417800</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417810</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>201</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>210</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>178</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>177</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>176</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>175</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417870</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704417990</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>177</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704417950</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>210</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417921</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>175</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704417970</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704418041</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>201</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704418040</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0        175       2       2       7       3  1704417790\n",
+       "1        176       1       1       8       4  1704417810\n",
+       "2        177       1       1       8       4  1704417790\n",
+       "3        178       4       4       6       1  1704417870\n",
+       "4        201       4       4       6       1  1704417870\n",
+       "5        202       2       2      17      18  1704417740\n",
+       "6        206       2       2      17      18  1704417800\n",
+       "7        210       1       1       6      18  1704417740\n",
+       "8        201       5       5       7       4  1704417870\n",
+       "9        202       2       2      17      18  1704417900\n",
+       "10       206       3       3       8       4  1704417800\n",
+       "11       175       3       3       6       1  1704417790\n",
+       "12       178       1       1       8       4  1704417870\n",
+       "13       201       1       1       8       3  1704417870\n",
+       "14       202       1       1       6       2  1704417900\n",
+       "15       210       1       2       6       2  1704417921\n",
+       "16       206       4       4      17      18  1704417800\n",
+       "17       176       2       2       8       3  1704417810\n",
+       "18       177       2       2       7       3  1704417790\n",
+       "19       175       3       4       6       2  1704417790\n",
+       "20       201       2       2       5       2  1704417870\n",
+       "21       210       2       2       5       2  1704417921\n",
+       "22       206       4       4      17      18  1704417950\n",
+       "23       177       3       3      17      18  1704417790\n",
+       "24       178       2       2       7       3  1704417870\n",
+       "25       206       1       1       8       4  1704417950\n",
+       "26       201       3       3       6       2  1704417870\n",
+       "27       175       4       4       5       2  1704417970\n",
+       "28       177       3       3      17      18  1704417970\n",
+       "29       210       3       3       7       4  1704417921\n",
+       "30       176       2       2       8       3  1704417990\n",
+       "31       206       2       2      17      18  1704417950\n",
+       "32       175       1       1       8       4  1704417970\n",
+       "33       178       3       3       5       2  1704417870\n",
+       "34       176       3       3       5      18  1704417990\n",
+       "35       177       4       4       5       1  1704417970\n",
+       "36       206       3       3       8       4  1704417950\n",
+       "37       210       4       4       8       3  1704417921\n",
+       "38       175       2       2       7       3  1704417970\n",
+       "39       178       4       4       6       1  1704418041\n",
+       "40       201       5       5       7       4  1704418040"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for i in range(30): # fsec : unix time by Five SECond\n",
+    "    fsec = fsecs[i]\n",
+    "    print(f'i={i}', fsec)\n",
+    "    # 1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A\n",
+    "    print('1. 상태 테이블 조회해서 전체 데이터중 필요데이터(교차로번호, A링 현시번호, A링 이동류번호, B링 현시번호, B링 이동류번호)만 수집 : A')\n",
+    "    move = pd.read_csv(os.path.join(self.path_tables, 'move', f'move_{fsec}.csv'), index_col=0).reset_index(drop=True)\n",
+    "    display(move)\n",
+    "    # 2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B\n",
+    "    print('2. 이력 테이블 조회해서 교차로별로 유닉스시간 최대인 데이터(교차로번호, 종료유닉스타임)만 수집 : B')\n",
+    "    recent_histories = [group.iloc[-1:] for _, group in self.history[self.history['end_unix'] < fsec].groupby('inter_no')] # 교차로별로 유닉스시간이 최대인 행들\n",
+    "    \n",
+    "    if not recent_histories:\n",
+    "        rhistory = pd.DataFrame({'inter_no':[], 'end_unix':[]}) # recent history\n",
+    "    else:\n",
+    "        rhistory = pd.concat(recent_histories)\n",
+    "    recent_unix = rhistory[['inter_no', 'end_unix']]\n",
+    "    display(recent_unix)\n",
+    "    # 3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+    "    print('''3. 상태 테이블 조회정보(A)와 이력 테이블 조회정보(B) 조인(키값 : 교차로번호) : C\n",
+    "4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+    "''')\n",
+    "    move = pd.merge(move, recent_unix, how='left', on='inter_no')\n",
+    "    move['end_unix'] = move['end_unix'].fillna(0).astype(int)\n",
+    "    # 4. C데이터 프레임에 신규 컬럼(시작 유닉스타임) 생성 후 종료유닉스 타임 값 입력, 종료 유닉스 타임 컬럼 제거\n",
+    "    move = move.rename(columns = {'end_unix':'start_unix'})\n",
+    "    display(move)\n",
+    "    # 5. 이동류 이력정보 READ\n",
+    "    #     - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성)\n",
+    "    try:\n",
+    "        if isinstance(movement, pd.DataFrame): # movement가 존재할 경우 그걸 그대로 씀.\n",
+    "            pass\n",
+    "        else: \n",
+    "            movement = pd.DataFrame()\n",
+    "    except NameError: # movement가 존재하지 않는 경우 생성\n",
+    "        movement = pd.DataFrame()\n",
+    "    # 6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+    "    print('''\n",
+    "5. 이동류 이력정보 READ\n",
+    "    - CSV 파일로 서버에 저장된 이동류정보를 읽어옴(파일이 없는 경우에는 데이터가 없는 프레임 D 생성\n",
+    "6. 이동류 이력정보 데이터테이블(D)에 C데이터 add\n",
+    "7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+    "8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+    "''')\n",
+    "    movement = pd.concat([movement, move])\n",
+    "    # 7. D데이터 프레임에서 중복데이터 제거(교차로번호, 시작 유닉스타임, A링 현시번호, B링 현시번호 같은 행은 제거)\n",
+    "    movement = movement.drop_duplicates(['inter_no','phas_A','phas_B','start_unix'])\n",
+    "    # 8. D데이터 보관 시간 기준시간을 시작 유닉스 타임의 최대값 - self.subtractor // 2을 값으로 산출하고, 보관 시간 기준시간보다 작은 시작 유닉스 타임을 가진 행은 모두 제거(1시간 데이터만 보관)\n",
+    "    movement = movement[movement.start_unix > fsec - self.subtractor // 2].reset_index(drop=True)\n",
+    "    # movement = movement.sort_values(by=['start_unix','inter_no','phas_A','phas_B']).reset_index(drop=True)\n",
+    "    display(movement)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "self.make_movement()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "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>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704414620</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704414620</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704414620</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704414620</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704414640</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>658</th>\n",
+       "      <td>178</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704418150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>659</th>\n",
+       "      <td>178</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704418150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>660</th>\n",
+       "      <td>178</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704418150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>661</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704418180</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>662</th>\n",
+       "      <td>176</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704418180</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>663 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0         206       1       1       8       4  1704414620\n",
+       "1         206       2       2      17      18  1704414620\n",
+       "2         206       3       3       8       4  1704414620\n",
+       "3         206       4       4      17      18  1704414620\n",
+       "4         201       1       1       8       3  1704414640\n",
+       "..        ...     ...     ...     ...     ...         ...\n",
+       "658       178       1       1       8       4  1704418150\n",
+       "659       178       3       3       5       2  1704418150\n",
+       "660       178       4       4       6       1  1704418150\n",
+       "661       176       1       1       8       4  1704418180\n",
+       "662       176       3       3       5      18  1704418180\n",
+       "\n",
+       "[663 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "self.movement"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "self.update_movement()"
+   ]
+  },
+  {
+   "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>inter_no</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>move_A</th>\n",
+       "      <th>move_B</th>\n",
+       "      <th>start_unix</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704414620</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>206</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704414620</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704414620</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>206</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704414620</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>201</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1704414640</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>864</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>865</th>\n",
+       "      <td>175</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4</td>\n",
+       "      <td>6</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>866</th>\n",
+       "      <td>175</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1704417790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>867</th>\n",
+       "      <td>177</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>8</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1704418150</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>868</th>\n",
+       "      <td>177</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>17</td>\n",
+       "      <td>18</td>\n",
+       "      <td>1704418150</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>869 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     inter_no  phas_A  phas_B  move_A  move_B  start_unix\n",
+       "0         206       1       1       8       4  1704414620\n",
+       "1         206       2       2      17      18  1704414620\n",
+       "2         206       3       3       8       4  1704414620\n",
+       "3         206       4       4      17      18  1704414620\n",
+       "4         201       1       1       8       3  1704414640\n",
+       "..        ...     ...     ...     ...     ...         ...\n",
+       "864       175       3       3       6       1  1704417790\n",
+       "865       175       3       4       6       2  1704417790\n",
+       "866       175       4       4       5       2  1704417790\n",
+       "867       177       1       1       8       4  1704418150\n",
+       "868       177       2       2      17      18  1704418150\n",
+       "\n",
+       "[869 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "self.movement_updated"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "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>inter_no</th>\n",
+       "      <th>start_unix</th>\n",
+       "      <th>phas_A</th>\n",
+       "      <th>phas_B</th>\n",
+       "      <th>duration</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417350</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417350</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>53</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417350</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417350</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
+       "      <td>26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>206</td>\n",
+       "      <td>1704417500</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704418350</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>103</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704418350</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704418530</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>37</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704418530</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>103</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>176</td>\n",
+       "      <td>1704418530</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>265 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    inter_no  start_unix  phas_A  phas_B  duration\n",
+       "0        206  1704417350       1       1        45\n",
+       "1        206  1704417350       2       2        53\n",
+       "2        206  1704417350       3       3        26\n",
+       "3        206  1704417350       4       4        26\n",
+       "0        206  1704417500       1       1        45\n",
+       "..       ...         ...     ...     ...       ...\n",
+       "1        176  1704418350       2       2       103\n",
+       "2        176  1704418350       3       3        40\n",
+       "0        176  1704418530       1       1        37\n",
+       "1        176  1704418530       2       2       103\n",
+       "2        176  1704418530       3       3        40\n",
+       "\n",
+       "[265 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "self.hrhists"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "siggen",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/configs/credentials.json b/configs/credentials.json
deleted file mode 100644
index c4b8d9a5f..000000000
--- a/configs/credentials.json
+++ /dev/null
@@ -1,5 +0,0 @@
-{
-    "DSNNAME": "Tibero6",
-    "DBUSER": "snits",
-    "DBPWD": "snits"
-}