{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
|
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"import pandas as pd\n",
|
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"import numpy as np\n",
|
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"import sys\n",
|
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"sys.path.append('../../Scripts')\n",
|
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"from preprocess_daily import DailyPreprocessor\n",
|
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"from generate_signals import SignalGenerator"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"1. 데이터를 로드합니다.\n",
|
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"1-1. 네트워크가 로드되었습니다.\n",
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"1-2. 테이블들이 로드되었습니다.\n",
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"1-3. 네트워크의 모든 clean state requirement들을 체크했습니다.\n",
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"1-4. 테이블들의 무결성 검사를 완료했습니다.\n",
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"1-5. 주요 객체 (리스트, 딕셔너리)들을 저장했습니다.\n"
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]
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}
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],
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"source": [
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"self = DailyPreprocessor()\n",
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"self.load_data()\n",
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"self.make_match1()\n",
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"self.make_match2()\n",
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"self.make_match3()\n",
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"self.make_match4()\n",
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"self.make_match5()\n",
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"self.make_match6()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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"\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
|
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" <tr style=\"text-align: right;\">\n",
|
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" <th></th>\n",
|
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" <th>inter_no</th>\n",
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" <th>phase_no</th>\n",
|
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" <th>ring_type</th>\n",
|
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" <th>move_no</th>\n",
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" <th>inc_dire</th>\n",
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" <th>out_dire</th>\n",
|
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" <th>inc_angle</th>\n",
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" <th>out_angle</th>\n",
|
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" <th>inc_edge_id</th>\n",
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" <th>out_edge_id</th>\n",
|
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" <th>node_id</th>\n",
|
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" <th>turn_type</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>175</td>\n",
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" <td>1</td>\n",
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" <td>A</td>\n",
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|
" <td>8</td>\n",
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|
" <td>남</td>\n",
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|
" <td>북</td>\n",
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" <td>179</td>\n",
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" <td>000</td>\n",
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" <td>-571542797_02</td>\n",
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" <tr>\n",
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|
" <th>1</th>\n",
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" <td>175</td>\n",
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" <td>1</td>\n",
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" <td>B</td>\n",
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" <td>4</td>\n",
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|
" <td>북</td>\n",
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|
" <td>남</td>\n",
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" <td>001</td>\n",
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|
" <td>180</td>\n",
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" <td>straight</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>175</td>\n",
|
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" <td>2</td>\n",
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|
" <td>A</td>\n",
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|
" <td>7</td>\n",
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|
" <td>북</td>\n",
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|
" <td>동</td>\n",
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|
" <td>001</td>\n",
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|
" <td>090</td>\n",
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" <td>-571500487_01</td>\n",
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" <td>left</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>남</td>\n",
|
|
" <td>서</td>\n",
|
|
" <td>179</td>\n",
|
|
" <td>270</td>\n",
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|
" <td>-571542797_02</td>\n",
|
|
" <td>571510153_01</td>\n",
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|
" <td>i0</td>\n",
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" <td>left</td>\n",
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|
" </tr>\n",
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|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>6</td>\n",
|
|
" <td>동</td>\n",
|
|
" <td>서</td>\n",
|
|
" <td>090</td>\n",
|
|
" <td>270</td>\n",
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|
" <td>571545870_02</td>\n",
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|
" <th>...</th>\n",
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|
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|
" <td>...</td>\n",
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|
" <td>...</td>\n",
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|
" <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>103</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>서</td>\n",
|
|
" <td>동</td>\n",
|
|
" <td>270</td>\n",
|
|
" <td>090</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>u60</td>\n",
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|
" <td>straight</td>\n",
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|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>104</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>7</td>\n",
|
|
" <td>북</td>\n",
|
|
" <td>동</td>\n",
|
|
" <td>000</td>\n",
|
|
" <td>090</td>\n",
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|
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|
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|
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|
" <td>left</td>\n",
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|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>105</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>북</td>\n",
|
|
" <td>남</td>\n",
|
|
" <td>000</td>\n",
|
|
" <td>180</td>\n",
|
|
" <td>NaN</td>\n",
|
|
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|
|
" <td>u60</td>\n",
|
|
" <td>straight</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>106</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>남</td>\n",
|
|
" <td>북</td>\n",
|
|
" <td>180</td>\n",
|
|
" <td>000</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>u60</td>\n",
|
|
" <td>straight</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>107</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>남</td>\n",
|
|
" <td>서</td>\n",
|
|
" <td>180</td>\n",
|
|
" <td>270</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>u60</td>\n",
|
|
" <td>left</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"<p>108 rows × 12 columns</p>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" inter_no phase_no ring_type move_no inc_dire out_dire inc_angle \\\n",
|
|
"0 175 1 A 8 남 북 179 \n",
|
|
"1 175 1 B 4 북 남 001 \n",
|
|
"2 175 2 A 7 북 동 001 \n",
|
|
"3 175 2 B 3 남 서 179 \n",
|
|
"4 175 3 A 6 동 서 090 \n",
|
|
".. ... ... ... ... ... ... ... \n",
|
|
"103 210 2 B 2 서 동 270 \n",
|
|
"104 210 3 A 7 북 동 000 \n",
|
|
"105 210 3 B 4 북 남 000 \n",
|
|
"106 210 4 A 8 남 북 180 \n",
|
|
"107 210 4 B 3 남 서 180 \n",
|
|
"\n",
|
|
" out_angle inc_edge_id out_edge_id node_id turn_type \n",
|
|
"0 000 -571542797_02 571500487_01 i0 straight \n",
|
|
"1 180 -571500487_01 571542797_02 i0 straight \n",
|
|
"2 090 -571500487_01 571545870_01 i0 left \n",
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|
"3 270 -571542797_02 571510153_01 i0 left \n",
|
|
"4 270 571545870_02 571510153_01 i0 straight \n",
|
|
".. ... ... ... ... ... \n",
|
|
"103 090 NaN NaN u60 straight \n",
|
|
"104 090 NaN NaN u60 left \n",
|
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"105 180 NaN NaN u60 straight \n",
|
|
"106 000 NaN NaN u60 straight \n",
|
|
"107 270 NaN NaN u60 left \n",
|
|
"\n",
|
|
"[108 rows x 12 columns]"
|
|
]
|
|
},
|
|
"execution_count": 3,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"self.match6"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
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"metadata": {},
|
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"outputs": [
|
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{
|
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"data": {
|
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"text/html": [
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"<div>\n",
|
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"<style scoped>\n",
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|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>inter_no</th>\n",
|
|
" <th>move_no</th>\n",
|
|
" <th>inc_dire</th>\n",
|
|
" <th>out_dire</th>\n",
|
|
" <th>inc_edge_id</th>\n",
|
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" <th>out_edge_id</th>\n",
|
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" <th>node_id</th>\n",
|
|
" </tr>\n",
|
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" </thead>\n",
|
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" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>동</td>\n",
|
|
" <td>남</td>\n",
|
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|
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|
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" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>서</td>\n",
|
|
" <td>동</td>\n",
|
|
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|
|
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|
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|
|
" <th>2</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>남</td>\n",
|
|
" <td>서</td>\n",
|
|
" <td>-571542797_02</td>\n",
|
|
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|
|
" <td>i0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>북</td>\n",
|
|
" <td>남</td>\n",
|
|
" <td>-571500487_01</td>\n",
|
|
" <td>571542797_02</td>\n",
|
|
" <td>i0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>서</td>\n",
|
|
" <td>북</td>\n",
|
|
" <td>571510153_02</td>\n",
|
|
" <td>571500487_01</td>\n",
|
|
" <td>i0</td>\n",
|
|
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|
|
" <tr>\n",
|
|
" <th>...</th>\n",
|
|
" <td>...</td>\n",
|
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" <td>...</td>\n",
|
|
" <td>...</td>\n",
|
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" <td>...</td>\n",
|
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" <td>...</td>\n",
|
|
" <td>...</td>\n",
|
|
" <td>...</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>123</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>12</td>\n",
|
|
" <td>북서</td>\n",
|
|
" <td>남동</td>\n",
|
|
" <td>571500535_02.18</td>\n",
|
|
" <td>571542115_01</td>\n",
|
|
" <td>i6</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>124</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>13</td>\n",
|
|
" <td>남서</td>\n",
|
|
" <td>북서</td>\n",
|
|
" <td>571500585_02</td>\n",
|
|
" <td>571500535_01</td>\n",
|
|
" <td>i6</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>125</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>14</td>\n",
|
|
" <td>북동</td>\n",
|
|
" <td>남서</td>\n",
|
|
" <td>571511538_02.121</td>\n",
|
|
" <td>571500585_01</td>\n",
|
|
" <td>i6</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>126</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>15</td>\n",
|
|
" <td>북서</td>\n",
|
|
" <td>북동</td>\n",
|
|
" <td>571500535_02.18</td>\n",
|
|
" <td>571511538_01</td>\n",
|
|
" <td>i6</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>127</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>16</td>\n",
|
|
" <td>남동</td>\n",
|
|
" <td>북서</td>\n",
|
|
" <td>-571542115_01</td>\n",
|
|
" <td>571500535_01</td>\n",
|
|
" <td>i6</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"<p>128 rows × 7 columns</p>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" inter_no move_no inc_dire out_dire inc_edge_id out_edge_id \\\n",
|
|
"0 175 1 동 남 571545870_02 571542797_02 \n",
|
|
"1 175 2 서 동 571510153_02 571545870_01 \n",
|
|
"2 175 3 남 서 -571542797_02 571510153_01 \n",
|
|
"3 175 4 북 남 -571500487_01 571542797_02 \n",
|
|
"4 175 5 서 북 571510153_02 571500487_01 \n",
|
|
".. ... ... ... ... ... ... \n",
|
|
"123 210 12 북서 남동 571500535_02.18 571542115_01 \n",
|
|
"124 210 13 남서 북서 571500585_02 571500535_01 \n",
|
|
"125 210 14 북동 남서 571511538_02.121 571500585_01 \n",
|
|
"126 210 15 북서 북동 571500535_02.18 571511538_01 \n",
|
|
"127 210 16 남동 북서 -571542115_01 571500535_01 \n",
|
|
"\n",
|
|
" node_id \n",
|
|
"0 i0 \n",
|
|
"1 i0 \n",
|
|
"2 i0 \n",
|
|
"3 i0 \n",
|
|
"4 i0 \n",
|
|
".. ... \n",
|
|
"123 i6 \n",
|
|
"124 i6 \n",
|
|
"125 i6 \n",
|
|
"126 i6 \n",
|
|
"127 i6 \n",
|
|
"\n",
|
|
"[128 rows x 7 columns]"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"self.match7 = self.match6.copy()\n",
|
|
"self.match7 = self.match7[['inter_no', 'node_id', 'move_no', 'inc_angle', 'out_angle', 'inc_dire', 'out_dire', 'inc_edge_id', 'out_edge_id']]\n",
|
|
"# (1) 가능한 (진입방향, 진출방향) 목록 \n",
|
|
"flows = self.nema.dropna().apply(lambda row: (row['inc_dire'], row['out_dire']), axis=1).tolist()\n",
|
|
"\n",
|
|
"# (2) 각 교차로별 방향 목록 : pdires (possible directions)\n",
|
|
"p2dires = {} # parent_id to directions\n",
|
|
"for parent_id in self.parent_ids:\n",
|
|
" dires = self.match7[self.match7.node_id == parent_id][['inc_dire','out_dire']].values.flatten()\n",
|
|
" dires = {dire for dire in dires if type(dire)==str}\n",
|
|
" p2dires[parent_id] = dires\n",
|
|
"\n",
|
|
"# (3) 각 (교차로, 진입방향) 별 진입id 목록 : inc2id (incoming direction to incoming edge_id)\n",
|
|
"inc2id = {}\n",
|
|
"for parent_id in self.parent_ids:\n",
|
|
" for inc_dire in p2dires[parent_id]:\n",
|
|
" df = self.match7[(self.match7.node_id==parent_id) & (self.match7.inc_dire==inc_dire)]\n",
|
|
" inc2id[(parent_id, inc_dire)] = df.inc_edge_id.iloc[0]\n",
|
|
"\n",
|
|
"# (4) 각 (교차로, 진출방향) 별 진출id 목록 : out2id (outgoing direction to outgoing edge_id)\n",
|
|
"out2id = {}\n",
|
|
"for parent_id in self.parent_ids:\n",
|
|
" for out_dire in p2dires[parent_id]:\n",
|
|
" df = self.match7[(self.match7.node_id==parent_id) & (self.match7.out_dire==out_dire)]\n",
|
|
" out2id[(parent_id, out_dire)] = df.out_edge_id.iloc[0]\n",
|
|
"\n",
|
|
"# (5) 각 parent_id별 이동류번호 목록\n",
|
|
"p2move = dict() # parent id to a list of aligned movement numbers\n",
|
|
"for parent_id in self.parent_ids:\n",
|
|
" pnema = self.nema[self.nema.inc_dire.isin(p2dires[parent_id]) & self.nema.out_dire.isin(p2dires[parent_id])]\n",
|
|
" p2move[parent_id] = list(pnema.move_no)\n",
|
|
"\n",
|
|
"# (6) 방위별 방향벡터\n",
|
|
"dire2vec = dict() # direction to unit vector\n",
|
|
"theta = np.pi/2\n",
|
|
"for dire in self.dires:\n",
|
|
" dire2vec[dire] = np.array([np.cos(theta), np.sin(theta)])\n",
|
|
" theta -= np.pi/4\n",
|
|
"\n",
|
|
"# (7) 각 parent_id별 : 각 이동류별 진입/진출 엣지 id\n",
|
|
"p2move2inc_edge_id = dict() # parent id to move2inc_edge_id\n",
|
|
"p2move2out_edge_id = dict() # parent id to move2out_edge_id\n",
|
|
"for parent_id in self.parent_ids:\n",
|
|
" move2inc_edge_id = dict() # plain movement to incoming edge id\n",
|
|
" move2out_edge_id = dict() # plain movement to outgoing edge id\n",
|
|
" for move_no in range(1,17):\n",
|
|
" row = self.nema[self.nema.move_no==move_no].iloc[0]\n",
|
|
" inc_dire = row.inc_dire\n",
|
|
" out_dire = row.out_dire\n",
|
|
" inc_vec_true = dire2vec[inc_dire]\n",
|
|
" out_vec_true = dire2vec[out_dire]\n",
|
|
"\n",
|
|
" node = self.net.getNode(parent_id)\n",
|
|
" # 교차로의 모든 (from / to) edges\n",
|
|
" inc_edges = [edge for edge in node.getIncoming() if edge.getFunction() == ''] # incoming edges\n",
|
|
" out_edges = [edge for edge in node.getOutgoing() if edge.getFunction() == ''] # outgoing edges\n",
|
|
" # 교차로의 모든 (from / to) unit vector\n",
|
|
" inc_vecs = []\n",
|
|
" for inc_edge in inc_edges:\n",
|
|
" start = inc_edge.getShape()[-1]\n",
|
|
" end = inc_edge.getShape()[-2]\n",
|
|
" inc_vec = np.array(end) - np.array(start)\n",
|
|
" inc_vec = inc_vec / (inc_vec ** 2).sum() ** 0.5\n",
|
|
" inc_vecs.append(inc_vec)\n",
|
|
" out_vecs = []\n",
|
|
" for out_edge in out_edges:\n",
|
|
" start = out_edge.getShape()[0]\n",
|
|
" end = out_edge.getShape()[1]\n",
|
|
" out_vec = np.array(end) - np.array(start)\n",
|
|
" out_vec = out_vec / (out_vec ** 2).sum() ** 0.5\n",
|
|
" out_vecs.append(out_vec)\n",
|
|
" # 매칭 엣지 반환\n",
|
|
" inc_index = np.array([np.dot(inc_vec, inc_vec_true) for inc_vec in inc_vecs]).argmax()\n",
|
|
" out_index = np.array([np.dot(out_vec, out_vec_true) for out_vec in out_vecs]).argmax()\n",
|
|
" inc_edge_id = inc_edges[inc_index].getID()\n",
|
|
" out_edge_id = out_edges[out_index].getID()\n",
|
|
" move2inc_edge_id[move_no] = inc_edge_id\n",
|
|
" move2out_edge_id[move_no] = out_edge_id\n",
|
|
" p2move2inc_edge_id[parent_id] = move2inc_edge_id\n",
|
|
" p2move2out_edge_id[parent_id] = move2out_edge_id\n",
|
|
"\n",
|
|
"# (8) 각 이동류별 진입/진출 방위\n",
|
|
"m2inc_dire = dict()\n",
|
|
"m2out_dire = dict()\n",
|
|
"for move_no in range(1,17):\n",
|
|
" row = self.nema[self.nema.move_no==move_no].iloc[0]\n",
|
|
" m2inc_dire[move_no] = row.inc_dire\n",
|
|
" m2out_dire[move_no] = row.out_dire\n",
|
|
"\n",
|
|
"# (9) 가능한 모든 이동류에 대하여 진입id, 진출id 배정 : matching\n",
|
|
"self.matching = []\n",
|
|
"for parent_id in self.parent_ids:\n",
|
|
" inter_no = self.node2inter[parent_id]\n",
|
|
" # 좌회전과 직진(1 ~ 16)\n",
|
|
" for move_no in range(1,17):\n",
|
|
" inc_dire = m2inc_dire[move_no]\n",
|
|
" out_dire = m2out_dire[move_no]\n",
|
|
" if move_no in p2move[parent_id]:\n",
|
|
" inc_edge_id = inc2id[(parent_id, inc_dire)]\n",
|
|
" out_edge_id = out2id[(parent_id, out_dire)]\n",
|
|
" else:\n",
|
|
" inc_edge_id = p2move2inc_edge_id[parent_id][move_no]\n",
|
|
" out_edge_id = p2move2out_edge_id[parent_id][move_no]\n",
|
|
" new_row = pd.DataFrame({'inter_no':[inter_no], 'move_no':[move_no],\n",
|
|
" 'inc_dire':[inc_dire], 'out_dire':[out_dire],\n",
|
|
" 'inc_edge_id':[inc_edge_id], 'out_edge_id':[out_edge_id], 'node_id':[parent_id]})\n",
|
|
" self.matching.append(new_row)\n",
|
|
"child_matching = self.match7[self.match7.node_id.isin(self.child_ids)]\n",
|
|
"child_matching = child_matching.drop(columns=['inc_angle', 'out_angle'])\n",
|
|
"self.matching = pd.concat(self.matching)\n",
|
|
"self.matching = self.matching.dropna(subset=['inc_edge_id', 'out_edge_id'])\\\n",
|
|
" .sort_values(by=['inter_no', 'node_id', 'move_no']).reset_index(drop=True)\n",
|
|
"self.matching['move_no'] = self.matching['move_no'].astype(int)\n",
|
|
"display(self.matching)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"m2inc_dire = dict()\n",
|
|
"m2out_dire = dict()\n",
|
|
"for move_no in range(1,17):\n",
|
|
" row = self.nema[self.nema.move_no==move_no].iloc[0]\n",
|
|
" m2inc_dire[move_no] = row.inc_dire\n",
|
|
" m2out_dire[move_no] = row.out_dire"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
|
"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>move_no</th>\n",
|
|
" <th>inc_dire</th>\n",
|
|
" <th>out_dire</th>\n",
|
|
" <th>inc_edge_id</th>\n",
|
|
" <th>out_edge_id</th>\n",
|
|
" <th>node_id</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>동</td>\n",
|
|
" <td>남</td>\n",
|
|
" <td>571545870_02</td>\n",
|
|
" <td>571542797_02</td>\n",
|
|
" <td>i0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>서</td>\n",
|
|
" <td>동</td>\n",
|
|
" <td>571510153_02</td>\n",
|
|
" <td>571545870_01</td>\n",
|
|
" <td>i0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>남</td>\n",
|
|
" <td>서</td>\n",
|
|
" <td>-571542797_02</td>\n",
|
|
" <td>571510153_01</td>\n",
|
|
" <td>i0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>북</td>\n",
|
|
" <td>남</td>\n",
|
|
" <td>-571500487_01</td>\n",
|
|
" <td>571542797_02</td>\n",
|
|
" <td>i0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>서</td>\n",
|
|
" <td>북</td>\n",
|
|
" <td>571510153_02</td>\n",
|
|
" <td>571500487_01</td>\n",
|
|
" <td>i0</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",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>135</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>13</td>\n",
|
|
" <td>남서</td>\n",
|
|
" <td>북서</td>\n",
|
|
" <td>571500585_02</td>\n",
|
|
" <td>571500535_01</td>\n",
|
|
" <td>i6</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>136</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>14</td>\n",
|
|
" <td>북동</td>\n",
|
|
" <td>남서</td>\n",
|
|
" <td>571511538_02.121</td>\n",
|
|
" <td>571500585_01</td>\n",
|
|
" <td>i6</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>137</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>15</td>\n",
|
|
" <td>북서</td>\n",
|
|
" <td>북동</td>\n",
|
|
" <td>571500535_02.18</td>\n",
|
|
" <td>571511538_01</td>\n",
|
|
" <td>i6</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>138</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>16</td>\n",
|
|
" <td>남동</td>\n",
|
|
" <td>북서</td>\n",
|
|
" <td>-571542115_01</td>\n",
|
|
" <td>571500535_01</td>\n",
|
|
" <td>i6</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>139</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>서</td>\n",
|
|
" <td>북</td>\n",
|
|
" <td>571500535_02</td>\n",
|
|
" <td>-571500535_02</td>\n",
|
|
" <td>u60</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"<p>140 rows × 7 columns</p>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" inter_no move_no inc_dire out_dire inc_edge_id out_edge_id \\\n",
|
|
"0 175 1 동 남 571545870_02 571542797_02 \n",
|
|
"1 175 2 서 동 571510153_02 571545870_01 \n",
|
|
"2 175 3 남 서 -571542797_02 571510153_01 \n",
|
|
"3 175 4 북 남 -571500487_01 571542797_02 \n",
|
|
"4 175 5 서 북 571510153_02 571500487_01 \n",
|
|
".. ... ... ... ... ... ... \n",
|
|
"135 210 13 남서 북서 571500585_02 571500535_01 \n",
|
|
"136 210 14 북동 남서 571511538_02.121 571500585_01 \n",
|
|
"137 210 15 북서 북동 571500535_02.18 571511538_01 \n",
|
|
"138 210 16 남동 북서 -571542115_01 571500535_01 \n",
|
|
"139 210 5 서 북 571500535_02 -571500535_02 \n",
|
|
"\n",
|
|
" node_id \n",
|
|
"0 i0 \n",
|
|
"1 i0 \n",
|
|
"2 i0 \n",
|
|
"3 i0 \n",
|
|
"4 i0 \n",
|
|
".. ... \n",
|
|
"135 i6 \n",
|
|
"136 i6 \n",
|
|
"137 i6 \n",
|
|
"138 i6 \n",
|
|
"139 u60 \n",
|
|
"\n",
|
|
"[140 rows x 7 columns]"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# (6) 가능한 이동류에 대하여 진입id, 진출id 배정 : matching\n",
|
|
"self.matching = []\n",
|
|
"for parent_id in self.parent_ids:\n",
|
|
" inter_no = self.node2inter[parent_id]\n",
|
|
" # 좌회전과 직진(1 ~ 16)\n",
|
|
" for move_no in range(1,17):\n",
|
|
" inc_dire = m2inc_dire[move_no]\n",
|
|
" out_dire = m2out_dire[move_no]\n",
|
|
" if move_no in p2move[parent_id]:\n",
|
|
" inc_edge_id = inc2id[(parent_id, inc_dire)]\n",
|
|
" out_edge_id = out2id[(parent_id, out_dire)]\n",
|
|
" else:\n",
|
|
" inc_edge_id = p2pm2inc_edge_id[parent_id][move_no]\n",
|
|
" out_edge_id = p2pm2out_edge_id[parent_id][move_no]\n",
|
|
" new_row = pd.DataFrame({'inter_no':[inter_no], 'move_no':[move_no],\n",
|
|
" 'inc_dire':[inc_dire], 'out_dire':[out_dire],\n",
|
|
" 'inc_edge_id':[inc_edge_id], 'out_edge_id':[out_edge_id], 'node_id':[parent_id]})\n",
|
|
" self.matching.append(new_row)\n",
|
|
"self.matching.append(self.match7[self.match7.node_id.isin(self.child_ids)])\n",
|
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"self.matching = pd.concat(self.matching)\n",
|
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"self.matching = self.matching.dropna(subset=['inc_edge_id', 'out_edge_id'])\\\n",
|
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" .sort_values(by=['inter_no', 'node_id', 'move_no']).reset_index(drop=True)\n",
|
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"self.matching['move_no'] = self.matching['move_no'].astype(int)\n",
|
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"display(self.matching)"
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]
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}
|
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],
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"metadata": {
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"kernelspec": {
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"display_name": "sts",
|
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"language": "python",
|
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"name": "sts"
|
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},
|
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"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
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"version": 3
|
|
},
|
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"file_extension": ".py",
|
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"mimetype": "text/x-python",
|
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"name": "python",
|
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"nbconvert_exporter": "python",
|
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"pygments_lexer": "ipython3",
|
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"version": "3.8.10"
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}
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},
|
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"nbformat": 4,
|
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"nbformat_minor": 2
|
|
}
|