{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os, sys, copy, argparse, json, pickle\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"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "self = DailyPreprocessor(config_name = 'test_0731')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. 데이터를 로드합니다.\n",
      "1-1. 네트워크가 로드되었습니다.\n",
      "1-2. 테이블들이 로드되었습니다.\n",
      "1-5. 테이블을 표준화했습니다.\n",
      "1-6. 주요 객체 (리스트, 딕셔너리)들을 저장했습니다.\n"
     ]
    }
   ],
   "source": [
    "# 1. 데이터 불러오기\n",
    "self.load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2-1. 매칭 테이블들을 생성했습니다.\n"
     ]
    }
   ],
   "source": [
    "self.get_matches()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>436</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>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>436</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>437</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>437</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>437</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>437</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>438</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>438</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>438</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>438</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>442</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>442</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>442</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>442</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>442</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>442</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>443</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>443</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>443</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>455</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>456</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>456</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>456</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>456</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>457</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>457</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>457</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>457</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>458</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    inter_no  phas_A  phas_B  move_A  move_B\n",
       "0        436       1       1       5       2\n",
       "1        436       2       2       8       3\n",
       "2        436       3       3       7       4\n",
       "3        436       4       4       6       1\n",
       "4        437       1       1       6       2\n",
       "5        437       2       2       5       1\n",
       "6        437       3       3       8       3\n",
       "7        437       4       4       7       4\n",
       "8        438       1       1       6       2\n",
       "9        438       2       2       5       1\n",
       "10       438       3       3       8       3\n",
       "11       438       4       4       7       4\n",
       "12       442       1       1       6       1\n",
       "13       442       2       2       6       2\n",
       "14       442       3       3       5       2\n",
       "15       442       4       4       7       4\n",
       "16       442       5       5       8       3\n",
       "17       442       6       6       8       3\n",
       "18       443       1       1       6       2\n",
       "19       443       2       2       5       2\n",
       "20       443       3       3       7      18\n",
       "21       455       1       1       6       2\n",
       "22       456       1       1       5       2\n",
       "23       456       2       2       6       2\n",
       "24       456       3       3       7       7\n",
       "25       456       4       4      17      17\n",
       "26       457       1       1       6       2\n",
       "27       457       2       2       5       1\n",
       "28       457       3       3      17      17\n",
       "29       457       4       4       8       3\n",
       "30       457       5       5       7       4\n",
       "31       458       1       1       8       4\n",
       "32       458       2       2      17      17"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self.match1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>phase_no</th>\n",
       "      <th>ring_type</th>\n",
       "      <th>move_no</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>436</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>436</td>\n",
       "      <td>2</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>A</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>B</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>458</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>458</td>\n",
       "      <td>2</td>\n",
       "      <td>B</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>66 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    inter_no  phase_no ring_type  move_no\n",
       "0        436         1         A        5\n",
       "0        436         1         B        2\n",
       "1        436         2         A        8\n",
       "1        436         2         B        3\n",
       "2        436         3         A        7\n",
       "..       ...       ...       ...      ...\n",
       "30       457         5         B        4\n",
       "31       458         1         A        8\n",
       "31       458         1         B        4\n",
       "32       458         2         A       17\n",
       "32       458         2         B       17\n",
       "\n",
       "[66 rows x 4 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self.match2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>phase_no</th>\n",
       "      <th>ring_type</th>\n",
       "      <th>move_no</th>\n",
       "      <th>inc_dire</th>\n",
       "      <th>out_dire</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>5</td>\n",
       "      <td>서</td>\n",
       "      <td>북</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>서</td>\n",
       "      <td>동</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>436</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>8</td>\n",
       "      <td>남</td>\n",
       "      <td>북</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>436</td>\n",
       "      <td>2</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>남</td>\n",
       "      <td>서</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>A</td>\n",
       "      <td>7</td>\n",
       "      <td>북</td>\n",
       "      <td>동</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>61</th>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>B</td>\n",
       "      <td>4</td>\n",
       "      <td>북</td>\n",
       "      <td>남</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>8</td>\n",
       "      <td>남</td>\n",
       "      <td>북</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4</td>\n",
       "      <td>북</td>\n",
       "      <td>남</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>458</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>458</td>\n",
       "      <td>2</td>\n",
       "      <td>B</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>66 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    inter_no  phase_no ring_type  move_no inc_dire out_dire\n",
       "0        436         1         A        5        서        북\n",
       "1        436         1         B        2        서        동\n",
       "2        436         2         A        8        남        북\n",
       "3        436         2         B        3        남        서\n",
       "4        436         3         A        7        북        동\n",
       "..       ...       ...       ...      ...      ...      ...\n",
       "61       457         5         B        4        북        남\n",
       "62       458         1         A        8        남        북\n",
       "63       458         1         B        4        북        남\n",
       "64       458         2         A       17      NaN      NaN\n",
       "65       458         2         B       17      NaN      NaN\n",
       "\n",
       "[66 rows x 6 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self.match3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "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>phase_no</th>\n",
       "      <th>ring_type</th>\n",
       "      <th>move_no</th>\n",
       "      <th>inc_dire</th>\n",
       "      <th>out_dire</th>\n",
       "      <th>inc_angle</th>\n",
       "      <th>out_angle</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>5</td>\n",
       "      <td>서</td>\n",
       "      <td>북</td>\n",
       "      <td>262</td>\n",
       "      <td>358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>서</td>\n",
       "      <td>동</td>\n",
       "      <td>262</td>\n",
       "      <td>074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>436</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>8</td>\n",
       "      <td>남</td>\n",
       "      <td>북</td>\n",
       "      <td>174</td>\n",
       "      <td>355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>436</td>\n",
       "      <td>2</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>남</td>\n",
       "      <td>서</td>\n",
       "      <td>172</td>\n",
       "      <td>263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>A</td>\n",
       "      <td>7</td>\n",
       "      <td>북</td>\n",
       "      <td>동</td>\n",
       "      <td>356</td>\n",
       "      <td>074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>B</td>\n",
       "      <td>4</td>\n",
       "      <td>북</td>\n",
       "      <td>남</td>\n",
       "      <td>344</td>\n",
       "      <td>164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>8</td>\n",
       "      <td>남</td>\n",
       "      <td>북</td>\n",
       "      <td>073</td>\n",
       "      <td>250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4</td>\n",
       "      <td>북</td>\n",
       "      <td>남</td>\n",
       "      <td>249</td>\n",
       "      <td>072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>458</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>458</td>\n",
       "      <td>2</td>\n",
       "      <td>B</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>66 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    inter_no  phase_no ring_type  move_no inc_dire out_dire inc_angle  \\\n",
       "0        436         1         A        5        서        북       262   \n",
       "1        436         1         B        2        서        동       262   \n",
       "2        436         2         A        8        남        북       174   \n",
       "3        436         2         B        3        남        서       172   \n",
       "4        436         3         A        7        북        동       356   \n",
       "..       ...       ...       ...      ...      ...      ...       ...   \n",
       "61       457         5         B        4        북        남       344   \n",
       "62       458         1         A        8        남        북       073   \n",
       "63       458         1         B        4        북        남       249   \n",
       "64       458         2         A       17      NaN      NaN       NaN   \n",
       "65       458         2         B       17      NaN      NaN       NaN   \n",
       "\n",
       "   out_angle  \n",
       "0        358  \n",
       "1        074  \n",
       "2        355  \n",
       "3        263  \n",
       "4        074  \n",
       "..       ...  \n",
       "61       164  \n",
       "62       250  \n",
       "63       072  \n",
       "64       NaN  \n",
       "65       NaN  \n",
       "\n",
       "[66 rows x 8 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self.match4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead 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>phase_no</th>\n",
       "      <th>ring_type</th>\n",
       "      <th>move_no</th>\n",
       "      <th>inc_dire</th>\n",
       "      <th>out_dire</th>\n",
       "      <th>inc_angle</th>\n",
       "      <th>out_angle</th>\n",
       "      <th>inc_edge_id</th>\n",
       "      <th>out_edge_id</th>\n",
       "      <th>node_id</th>\n",
       "      <th>node_type</th>\n",
       "      <th>turn_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>5</td>\n",
       "      <td>서</td>\n",
       "      <td>북</td>\n",
       "      <td>262</td>\n",
       "      <td>358</td>\n",
       "      <td>517505</td>\n",
       "      <td>517507</td>\n",
       "      <td>109836</td>\n",
       "      <td>normal</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>서</td>\n",
       "      <td>동</td>\n",
       "      <td>262</td>\n",
       "      <td>074</td>\n",
       "      <td>517505</td>\n",
       "      <td>517004</td>\n",
       "      <td>109836</td>\n",
       "      <td>normal</td>\n",
       "      <td>straight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>436</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>8</td>\n",
       "      <td>남</td>\n",
       "      <td>북</td>\n",
       "      <td>174</td>\n",
       "      <td>355</td>\n",
       "      <td>517509</td>\n",
       "      <td>517507</td>\n",
       "      <td>109836</td>\n",
       "      <td>normal</td>\n",
       "      <td>straight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>436</td>\n",
       "      <td>2</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>남</td>\n",
       "      <td>서</td>\n",
       "      <td>172</td>\n",
       "      <td>263</td>\n",
       "      <td>517509</td>\n",
       "      <td>517504</td>\n",
       "      <td>109836</td>\n",
       "      <td>normal</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>A</td>\n",
       "      <td>7</td>\n",
       "      <td>북</td>\n",
       "      <td>동</td>\n",
       "      <td>356</td>\n",
       "      <td>074</td>\n",
       "      <td>517002</td>\n",
       "      <td>517004</td>\n",
       "      <td>109836</td>\n",
       "      <td>normal</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>B</td>\n",
       "      <td>4</td>\n",
       "      <td>북</td>\n",
       "      <td>남</td>\n",
       "      <td>344</td>\n",
       "      <td>164</td>\n",
       "      <td>513158</td>\n",
       "      <td>513153</td>\n",
       "      <td>106234</td>\n",
       "      <td>normal</td>\n",
       "      <td>straight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>8</td>\n",
       "      <td>남</td>\n",
       "      <td>북</td>\n",
       "      <td>073</td>\n",
       "      <td>250</td>\n",
       "      <td>513193</td>\n",
       "      <td>513188</td>\n",
       "      <td>106238</td>\n",
       "      <td>normal</td>\n",
       "      <td>straight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4</td>\n",
       "      <td>북</td>\n",
       "      <td>남</td>\n",
       "      <td>249</td>\n",
       "      <td>072</td>\n",
       "      <td>513189</td>\n",
       "      <td>513192</td>\n",
       "      <td>106238</td>\n",
       "      <td>normal</td>\n",
       "      <td>straight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>458</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>106238</td>\n",
       "      <td>normal</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>458</td>\n",
       "      <td>2</td>\n",
       "      <td>B</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>106238</td>\n",
       "      <td>normal</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>66 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    inter_no  phase_no ring_type  move_no inc_dire out_dire inc_angle  \\\n",
       "0        436         1         A        5        서        북       262   \n",
       "1        436         1         B        2        서        동       262   \n",
       "2        436         2         A        8        남        북       174   \n",
       "3        436         2         B        3        남        서       172   \n",
       "4        436         3         A        7        북        동       356   \n",
       "..       ...       ...       ...      ...      ...      ...       ...   \n",
       "61       457         5         B        4        북        남       344   \n",
       "62       458         1         A        8        남        북       073   \n",
       "63       458         1         B        4        북        남       249   \n",
       "64       458         2         A       17      NaN      NaN       NaN   \n",
       "65       458         2         B       17      NaN      NaN       NaN   \n",
       "\n",
       "   out_angle inc_edge_id out_edge_id node_id node_type turn_type  \n",
       "0        358      517505      517507  109836    normal      left  \n",
       "1        074      517505      517004  109836    normal  straight  \n",
       "2        355      517509      517507  109836    normal  straight  \n",
       "3        263      517509      517504  109836    normal      left  \n",
       "4        074      517002      517004  109836    normal      left  \n",
       "..       ...         ...         ...     ...       ...       ...  \n",
       "61       164      513158      513153  106234    normal  straight  \n",
       "62       250      513193      513188  106238    normal  straight  \n",
       "63       072      513189      513192  106238    normal  straight  \n",
       "64       NaN         NaN         NaN  106238    normal       NaN  \n",
       "65       NaN         NaN         NaN  106238    normal       NaN  \n",
       "\n",
       "[66 rows x 13 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self.match5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{''}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "edge = self.net.getEdges()[0]\n",
    "gfs = set()\n",
    "for edge in self.net.getEdges():\n",
    "    gfs.add(edge.getFunction())\n",
    "gfs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>phase_no</th>\n",
       "      <th>ring_type</th>\n",
       "      <th>move_no</th>\n",
       "      <th>inc_dire</th>\n",
       "      <th>out_dire</th>\n",
       "      <th>inc_angle</th>\n",
       "      <th>out_angle</th>\n",
       "      <th>inc_edge_id</th>\n",
       "      <th>out_edge_id</th>\n",
       "      <th>node_id</th>\n",
       "      <th>node_type</th>\n",
       "      <th>turn_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>5</td>\n",
       "      <td>서</td>\n",
       "      <td>북</td>\n",
       "      <td>262</td>\n",
       "      <td>358</td>\n",
       "      <td>517505</td>\n",
       "      <td>517507</td>\n",
       "      <td>109836</td>\n",
       "      <td>normal</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>서</td>\n",
       "      <td>동</td>\n",
       "      <td>262</td>\n",
       "      <td>074</td>\n",
       "      <td>517505</td>\n",
       "      <td>517004</td>\n",
       "      <td>109836</td>\n",
       "      <td>normal</td>\n",
       "      <td>straight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>436</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>8</td>\n",
       "      <td>남</td>\n",
       "      <td>북</td>\n",
       "      <td>174</td>\n",
       "      <td>355</td>\n",
       "      <td>517509</td>\n",
       "      <td>517507</td>\n",
       "      <td>109836</td>\n",
       "      <td>normal</td>\n",
       "      <td>straight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>436</td>\n",
       "      <td>2</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>남</td>\n",
       "      <td>서</td>\n",
       "      <td>172</td>\n",
       "      <td>263</td>\n",
       "      <td>517509</td>\n",
       "      <td>517504</td>\n",
       "      <td>109836</td>\n",
       "      <td>normal</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>A</td>\n",
       "      <td>7</td>\n",
       "      <td>북</td>\n",
       "      <td>동</td>\n",
       "      <td>356</td>\n",
       "      <td>074</td>\n",
       "      <td>517002</td>\n",
       "      <td>517004</td>\n",
       "      <td>109836</td>\n",
       "      <td>normal</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>B</td>\n",
       "      <td>4</td>\n",
       "      <td>북</td>\n",
       "      <td>남</td>\n",
       "      <td>344</td>\n",
       "      <td>164</td>\n",
       "      <td>513158</td>\n",
       "      <td>513153</td>\n",
       "      <td>106234</td>\n",
       "      <td>normal</td>\n",
       "      <td>straight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>8</td>\n",
       "      <td>남</td>\n",
       "      <td>북</td>\n",
       "      <td>073</td>\n",
       "      <td>250</td>\n",
       "      <td>513193</td>\n",
       "      <td>513188</td>\n",
       "      <td>106238</td>\n",
       "      <td>normal</td>\n",
       "      <td>straight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4</td>\n",
       "      <td>북</td>\n",
       "      <td>남</td>\n",
       "      <td>249</td>\n",
       "      <td>072</td>\n",
       "      <td>513189</td>\n",
       "      <td>513192</td>\n",
       "      <td>106238</td>\n",
       "      <td>normal</td>\n",
       "      <td>straight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>458</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>106238</td>\n",
       "      <td>normal</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>458</td>\n",
       "      <td>2</td>\n",
       "      <td>B</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>106238</td>\n",
       "      <td>normal</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>66 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    inter_no  phase_no ring_type  move_no inc_dire out_dire inc_angle  \\\n",
       "0        436         1         A        5        서        북       262   \n",
       "1        436         1         B        2        서        동       262   \n",
       "2        436         2         A        8        남        북       174   \n",
       "3        436         2         B        3        남        서       172   \n",
       "4        436         3         A        7        북        동       356   \n",
       "..       ...       ...       ...      ...      ...      ...       ...   \n",
       "61       457         5         B        4        북        남       344   \n",
       "62       458         1         A        8        남        북       073   \n",
       "63       458         1         B        4        북        남       249   \n",
       "64       458         2         A       17      NaN      NaN       NaN   \n",
       "65       458         2         B       17      NaN      NaN       NaN   \n",
       "\n",
       "   out_angle inc_edge_id out_edge_id node_id node_type turn_type  \n",
       "0        358      517505      517507  109836    normal      left  \n",
       "1        074      517505      517004  109836    normal  straight  \n",
       "2        355      517509      517507  109836    normal  straight  \n",
       "3        263      517509      517504  109836    normal      left  \n",
       "4        074      517002      517004  109836    normal      left  \n",
       "..       ...         ...         ...     ...       ...       ...  \n",
       "61       164      513158      513153  106234    normal  straight  \n",
       "62       250      513193      513188  106238    normal  straight  \n",
       "63       072      513189      513192  106238    normal  straight  \n",
       "64       NaN         NaN         NaN  106238    normal       NaN  \n",
       "65       NaN         NaN         NaN  106238    normal       NaN  \n",
       "\n",
       "[66 rows x 13 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self.match5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>phase_no</th>\n",
       "      <th>ring_type</th>\n",
       "      <th>move_no</th>\n",
       "      <th>inc_dire</th>\n",
       "      <th>out_dire</th>\n",
       "      <th>inc_angle</th>\n",
       "      <th>out_angle</th>\n",
       "      <th>inc_edge_id</th>\n",
       "      <th>out_edge_id</th>\n",
       "      <th>node_id</th>\n",
       "      <th>node_type</th>\n",
       "      <th>turn_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>5</td>\n",
       "      <td>서</td>\n",
       "      <td>북</td>\n",
       "      <td>262</td>\n",
       "      <td>358</td>\n",
       "      <td>517505</td>\n",
       "      <td>517507</td>\n",
       "      <td>109836</td>\n",
       "      <td>normal</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>2</td>\n",
       "      <td>서</td>\n",
       "      <td>동</td>\n",
       "      <td>262</td>\n",
       "      <td>074</td>\n",
       "      <td>517505</td>\n",
       "      <td>517004</td>\n",
       "      <td>109836</td>\n",
       "      <td>normal</td>\n",
       "      <td>straight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>436</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>8</td>\n",
       "      <td>남</td>\n",
       "      <td>북</td>\n",
       "      <td>174</td>\n",
       "      <td>355</td>\n",
       "      <td>517509</td>\n",
       "      <td>517507</td>\n",
       "      <td>109836</td>\n",
       "      <td>normal</td>\n",
       "      <td>straight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>436</td>\n",
       "      <td>2</td>\n",
       "      <td>B</td>\n",
       "      <td>3</td>\n",
       "      <td>남</td>\n",
       "      <td>서</td>\n",
       "      <td>172</td>\n",
       "      <td>263</td>\n",
       "      <td>517509</td>\n",
       "      <td>517504</td>\n",
       "      <td>109836</td>\n",
       "      <td>normal</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>A</td>\n",
       "      <td>7</td>\n",
       "      <td>북</td>\n",
       "      <td>동</td>\n",
       "      <td>356</td>\n",
       "      <td>074</td>\n",
       "      <td>517002</td>\n",
       "      <td>517004</td>\n",
       "      <td>109836</td>\n",
       "      <td>normal</td>\n",
       "      <td>left</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>B</td>\n",
       "      <td>4</td>\n",
       "      <td>북</td>\n",
       "      <td>남</td>\n",
       "      <td>344</td>\n",
       "      <td>164</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>109297</td>\n",
       "      <td>u_turn</td>\n",
       "      <td>straight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>A</td>\n",
       "      <td>8</td>\n",
       "      <td>남</td>\n",
       "      <td>북</td>\n",
       "      <td>073</td>\n",
       "      <td>250</td>\n",
       "      <td>513193</td>\n",
       "      <td>513188</td>\n",
       "      <td>106238</td>\n",
       "      <td>normal</td>\n",
       "      <td>straight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>B</td>\n",
       "      <td>4</td>\n",
       "      <td>북</td>\n",
       "      <td>남</td>\n",
       "      <td>249</td>\n",
       "      <td>072</td>\n",
       "      <td>513189</td>\n",
       "      <td>513192</td>\n",
       "      <td>106238</td>\n",
       "      <td>normal</td>\n",
       "      <td>straight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>458</td>\n",
       "      <td>2</td>\n",
       "      <td>A</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>106238</td>\n",
       "      <td>normal</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>458</td>\n",
       "      <td>2</td>\n",
       "      <td>B</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>106238</td>\n",
       "      <td>normal</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>116 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     inter_no  phase_no ring_type  move_no inc_dire out_dire inc_angle  \\\n",
       "0         436         1         A        5        서        북       262   \n",
       "1         436         1         B        2        서        동       262   \n",
       "2         436         2         A        8        남        북       174   \n",
       "3         436         2         B        3        남        서       172   \n",
       "4         436         3         A        7        북        동       356   \n",
       "..        ...       ...       ...      ...      ...      ...       ...   \n",
       "111       457         5         B        4        북        남       344   \n",
       "112       458         1         A        8        남        북       073   \n",
       "113       458         1         B        4        북        남       249   \n",
       "114       458         2         A       17      NaN      NaN       NaN   \n",
       "115       458         2         B       17      NaN      NaN       NaN   \n",
       "\n",
       "    out_angle inc_edge_id out_edge_id node_id node_type turn_type  \n",
       "0         358      517505      517507  109836    normal      left  \n",
       "1         074      517505      517004  109836    normal  straight  \n",
       "2         355      517509      517507  109836    normal  straight  \n",
       "3         263      517509      517504  109836    normal      left  \n",
       "4         074      517002      517004  109836    normal      left  \n",
       "..        ...         ...         ...     ...       ...       ...  \n",
       "111       164        None        None  109297    u_turn  straight  \n",
       "112       250      513193      513188  106238    normal  straight  \n",
       "113       072      513189      513192  106238    normal  straight  \n",
       "114       NaN         NaN         NaN  106238    normal       NaN  \n",
       "115       NaN         NaN         NaN  106238    normal       NaN  \n",
       "\n",
       "[116 rows x 13 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self.match6"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "siggen_env",
   "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": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}