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297 lines
8.8 KiB
297 lines
8.8 KiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import numpy as np\n",
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"import os, sys, json, argparse, pickle\n",
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"import sumolib, traci\n",
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"from tqdm import tqdm\n",
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"from datetime import datetime, timedelta\n",
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"path_root = os.path.dirname(os.path.dirname(os.path.abspath('.')))\n",
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"path_scr = os.path.join(path_root, 'scripts')\n",
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"sys.path.append(path_scr)\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": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"self = 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": 7,
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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 준비합니다.\n",
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"1-1. 네트워크가 로드되었습니다.\n",
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"1-2. 테이블들이 로드되었습니다.\n",
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"1-5. 필요한 보조 객체들이 모두 준비되었습니다.\n",
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"2. 신호이력 테이블을 변환합니다.\n",
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"3. 이동류정보 테이블을 변환합니다.\n",
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"4. 통합 테이블을 생성합니다.\n"
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]
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}
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],
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"source": [
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"self.prepare_data()\n",
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"self.process_history()\n",
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"self.process_movement()\n",
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"self.make_histids()\n",
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"self.set_timepoints()\n",
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"self.assign_red_yellow()"
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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": 8,
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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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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\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>node_id</th>\n",
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" <th>start_unix</th>\n",
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" <th>phase</th>\n",
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" <th>duration</th>\n",
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" <th>state</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>106231</td>\n",
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" <td>1722383968</td>\n",
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" <td>1g_1g</td>\n",
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" <td>11</td>\n",
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" <td>grgrrGGG</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>106231</td>\n",
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" <td>1722383968</td>\n",
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" <td>1y_1y</td>\n",
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" <td>4</td>\n",
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" <td>grgrrGGy</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>106231</td>\n",
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" <td>1722383968</td>\n",
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" <td>2g_2g</td>\n",
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" <td>24</td>\n",
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" <td>grgGGGGr</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>106231</td>\n",
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" <td>1722383968</td>\n",
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" <td>2y_2y</td>\n",
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" <td>4</td>\n",
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" <td>grgyyyyr</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>106231</td>\n",
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" <td>1722383968</td>\n",
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" <td>3g_3g</td>\n",
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" <td>8</td>\n",
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" <td>gGgrrrrr</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>...</th>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" <td>...</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>250</th>\n",
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" <td>109986</td>\n",
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" <td>1722384700</td>\n",
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" <td>1g_1g</td>\n",
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" <td>67</td>\n",
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" <td>gGGGGrgrrgGGGGrgrr</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>251</th>\n",
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" <td>109986</td>\n",
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" <td>1722384700</td>\n",
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" <td>1y_1y</td>\n",
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" <td>4</td>\n",
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" <td>gyyyyrgrrgyyyyrgrr</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>252</th>\n",
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" <td>109986</td>\n",
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" <td>1722384700</td>\n",
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" <td>2g_2g</td>\n",
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" <td>24</td>\n",
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" <td>grrrrGgrrgrrrrGgrr</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>253</th>\n",
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" <td>109986</td>\n",
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" <td>1722384700</td>\n",
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" <td>2y_2y</td>\n",
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" <td>4</td>\n",
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" <td>grrrrygrrgrrrrygrr</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>254</th>\n",
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" <td>109986</td>\n",
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" <td>1722384700</td>\n",
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" <td>3g_3g</td>\n",
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" <td>54</td>\n",
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" <td>grrrrrgGGgrrrrrgrr</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"<p>255 rows × 5 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" node_id start_unix phase duration state\n",
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"0 106231 1722383968 1g_1g 11 grgrrGGG\n",
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"1 106231 1722383968 1y_1y 4 grgrrGGy\n",
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"2 106231 1722383968 2g_2g 24 grgGGGGr\n",
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"3 106231 1722383968 2y_2y 4 grgyyyyr\n",
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"4 106231 1722383968 3g_3g 8 gGgrrrrr\n",
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".. ... ... ... ... ...\n",
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"250 109986 1722384700 1g_1g 67 gGGGGrgrrgGGGGrgrr\n",
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"251 109986 1722384700 1y_1y 4 gyyyyrgrrgyyyyrgrr\n",
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"252 109986 1722384700 2g_2g 24 grrrrGgrrgrrrrGgrr\n",
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"253 109986 1722384700 2y_2y 4 grrrrygrrgrrrrygrr\n",
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"254 109986 1722384700 3g_3g 54 grrrrrgGGgrrrrrgrr\n",
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"\n",
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"[255 rows x 5 columns]"
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]
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},
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"execution_count": 8,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"self.SIGTABLE = self.SIGTABLE.reset_index(drop=True)\n",
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"self.SIGTABLE"
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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": 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/plain": [
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"{(0, 1): 1,\n",
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" (1, 2): 3,\n",
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" (2, 3): 5,\n",
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" (3, 4): 7,\n",
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" (4, 5): 9,\n",
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" (5, 6): 11,\n",
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" (6, 7): 13,\n",
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" (7, 8): 15,\n",
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" (8, 9): 17}"
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]
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},
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"execution_count": 9,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"A = range(10)\n",
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"B = dict()\n",
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"for a, b in zip(A[:-1], A[1:]):\n",
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" B[a, b] = a + b\n",
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"B"
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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": 25,
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"metadata": {},
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"outputs": [],
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"source": [
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"improper_pairs = dict()\n",
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"improper_pairs['ry'] = []\n",
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"improper_pairs['Gr'] = []\n",
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"improper_pairs['yG'] = []\n",
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"for node_id, group in self.SIGTABLE.groupby('node_id'):\n",
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" state_length = len(group.iloc[0].state)\n",
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" # 상태를 리스트로 변환\n",
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" state_lists = group['state'].apply(list)\n",
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" # 새로운 열들을 한 번에 추가\n",
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" cnxnwises = {str(j): [state[j] for state in state_lists] for j in range(state_length)}\n",
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" for state_order in cnxnwises:\n",
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" cnxnwise = cnxnwises[state_order]\n",
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" for phase_order, (p, q) in enumerate(zip(cnxnwise[:-1], cnxnwise[1:])):\n",
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" if (p, q) == ('r', 'y'):\n",
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" improper_pairs['ry'].append({'node_id':node_id, 'state_order':state_order, 'phase_order':phase_order})\n",
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" if (p, q) == ('G', 'r'):\n",
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" improper_pairs['Gr'].append({'node_id':node_id, 'state_order':state_order, 'phase_order':phase_order})\n",
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" if (p, q) == ('y', 'G'):\n",
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" improper_pairs['ry'].append({'node_id':node_id, 'state_order':state_order, 'phase_order':phase_order})\n",
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"if any(value for value in improper_pairs.values()):\n",
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" print('부적절하게 연속된 신호조합(r->y, G->r, y->G)이 존재합니다 :')\n",
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" print(improper_pairs)"
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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": "siggen_env",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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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": "3.12.4"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}
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