{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 16,
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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": "markdown",
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"metadata": {},
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"source": [
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"비보호좌회전, 신호우회전, 유턴\n",
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"\n",
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"줄임말 목록\n",
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"- `i` : 교차로번호, `inter_no`\n",
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"- `f` : 진입, from, `inc_edge_id`\n",
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"- `t` : 진출, to, `out_edge_id`\n",
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"- `vec` : 방향벡터, unit vector (`np.array([0.6, 0.8])`)\n",
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"- `dire` : 방위, direction (동, 서, 남, 북, 북동, 북서, 남동, 남서)\n",
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"- `rvec` : 정방향 방향벡터, unit vector to the right direction (`np.array([0,1])`)\n",
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"\n",
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"필요한 객체들 목록\n",
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"\n",
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"- `inter2dire2rvec` : `inter_no` $\\mapsto$ `dire2rvec`\n",
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" - `dire2rvec` : `dire` $\\mapsto$ `rvec`\n",
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"- `inter2incs` : `inter_no` $\\mapsto$ `inc_edge_ids`\n",
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"- `inter2outs` : `inter_no` $\\mapsto$ `out_edge_ids`\n",
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"- `inter2inc2dire` : `inter_no` $\\mapsto$ `int2dire`\n",
|
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" - `inc2dire` : `out_edge_id` $\\mapsto$ `dire`\n",
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"- `inter2out2dire` : `inter_no` $\\mapsto$ `out2dire`\n",
|
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" - `out2dire` : `inc_edge_id` $\\mapsto$ `dire`\n",
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"- `inter2inc2vec` : `inter_no` $\\mapsto$ `int2vec`\n",
|
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" - `inc2vec` : `out_edge_id` $\\mapsto$ `vec`\n",
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"- `inter2out2vec` : `inter_no` $\\mapsto$ `out2vec`\n",
|
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" - `out2vec` : `inc_edge_id` $\\mapsto$ `vec`\n",
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"\n",
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"좌회전 판단\n",
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"\n",
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"Given `inter_no`, `inc_edge_id` and `out_edge_id`, we have `inc_vec = inter2inc2vec[inter_no][inc_edge_id]` and `out_vec = inter2out2vec[inter_no][out_edge_id]`.\n",
|
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"Rotate `inc_vec` by 90, 180 and 270 degrees clockwise, to define \n",
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"`out_vec_left`, `out_vec_straight` and `out_vec_right`.\n",
|
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"Define `out_vecs={'right':out_vec_left, 'straight':out_vec_straight, 'right':out_vec_right}`.\n",
|
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"Select the key that maximize the similarity of the corresponding value of the key and `inc_vec`."
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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": 17,
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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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"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>parent_id</th>\n",
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" <th>child_id</th>\n",
|
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" <th>adj_inc_edge_id</th>\n",
|
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" <th>adj_out_edge_id</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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" </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>i0</td>\n",
|
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" <td>u00</td>\n",
|
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" <td>-571500487_01</td>\n",
|
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" <td>571500487_01</td>\n",
|
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" <td>571500487_02</td>\n",
|
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" <td>571500487_01.32</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>i2</td>\n",
|
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" <td>u20</td>\n",
|
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" <td>571542811_02</td>\n",
|
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" <td>571542811_01</td>\n",
|
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" <td>571542810_01.51</td>\n",
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" <td>571542810_02</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>i3</td>\n",
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" <td>u30</td>\n",
|
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" <td>571556450_02</td>\n",
|
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" <td>571556450_01</td>\n",
|
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" <td>571556452_01</td>\n",
|
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" <td>571556452_02</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>i3</td>\n",
|
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" <td>u31</td>\n",
|
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" <td>-571500475_01</td>\n",
|
|
" <td>571500475_01</td>\n",
|
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" <td>571500475_02</td>\n",
|
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" <td>571500475_01.26</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>i3</td>\n",
|
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" <td>u32</td>\n",
|
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" <td>571540303_02.21</td>\n",
|
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" <td>571540303_01</td>\n",
|
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" <td>571540303_02</td>\n",
|
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" <td>-571540303_02</td>\n",
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" </tr>\n",
|
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" <tr>\n",
|
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" <th>5</th>\n",
|
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" <td>i6</td>\n",
|
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" <td>u60</td>\n",
|
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" <td>571500535_02.18</td>\n",
|
|
" <td>571500535_01</td>\n",
|
|
" <td>571500535_02</td>\n",
|
|
" <td>-571500535_02</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
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"</div>"
|
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],
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"text/plain": [
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" parent_id child_id adj_inc_edge_id adj_out_edge_id inc_edge_id \\\n",
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"0 i0 u00 -571500487_01 571500487_01 571500487_02 \n",
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"1 i2 u20 571542811_02 571542811_01 571542810_01.51 \n",
|
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"2 i3 u30 571556450_02 571556450_01 571556452_01 \n",
|
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"3 i3 u31 -571500475_01 571500475_01 571500475_02 \n",
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"4 i3 u32 571540303_02.21 571540303_01 571540303_02 \n",
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"5 i6 u60 571500535_02.18 571500535_01 571500535_02 \n",
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"\n",
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" out_edge_id \n",
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"0 571500487_01.32 \n",
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"1 571542810_02 \n",
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"2 571556452_02 \n",
|
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"3 571500475_01.26 \n",
|
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"4 -571540303_02 \n",
|
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"5 -571500535_02 "
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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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",
|
|
"display(self.u_turn)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
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"metadata": {},
|
|
"outputs": [],
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"source": [
|
|
"self.u_turn = pd.merge(self.u_turn, self.u_condition, on='child_id')\n",
|
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"\n",
|
|
"# p2inc_edge2angle : node_id to inc_edge2angle\n",
|
|
"p2inc_edge2angle = dict()\n",
|
|
"# p2out_edge2angle : node_id to out_edge2angle\n",
|
|
"p2out_edge2angle = dict()\n",
|
|
"# p2inc_angle2edge : node_id to inc_angle2edge\n",
|
|
"p2inc_angle2edge = dict()\n",
|
|
"# p2out_angle2edge : node_id to out_angle2edge\n",
|
|
"p2out_angle2edge = dict()\n",
|
|
"for node_id in self.parent_ids:\n",
|
|
" m5 = self.match5[self.match5.node_id==node_id]\n",
|
|
" m5 = m5.dropna(subset=['inc_edge_id', 'out_edge_id'])\n",
|
|
" # inc_edge2angle : inc_edge_id to inc_angle\n",
|
|
" inc_edge2angle = dict(zip(m5.inc_edge_id, m5.inc_angle.astype(int)))\n",
|
|
" p2inc_edge2angle[node_id] = inc_edge2angle\n",
|
|
" # out_edge2angle : out_edge_id to out_angle\n",
|
|
" out_edge2angle = dict(zip(m5.out_edge_id, m5.out_angle.astype(int)))\n",
|
|
" p2out_edge2angle[node_id] = out_edge2angle\n",
|
|
" # inc_angle2edge : inc_angle to inc_edge_id\n",
|
|
" inc_angle2edge = dict(zip(m5.inc_angle.astype(int), m5.inc_edge_id))\n",
|
|
" p2inc_angle2edge[node_id] = inc_angle2edge\n",
|
|
" # out_angle2edge : out_angle to out_edge_id\n",
|
|
" out_angle2edge = dict(zip(m5.out_angle.astype(int), m5.out_edge_id))\n",
|
|
" p2out_angle2edge[node_id] = out_angle2edge\n",
|
|
"\n",
|
|
"# 각 uturn node에 대하여 (inc_edge_id, out_edge_id) 부여\n",
|
|
"cmatches = []\n",
|
|
"for row in self.u_turn.itertuples():\n",
|
|
" parent_id = row.parent_id\n",
|
|
" child_id = row.child_id\n",
|
|
" condition = row.condition\n",
|
|
" inc_edge_id = row.inc_edge_id\n",
|
|
" out_edge_id = row.out_edge_id\n",
|
|
" adj_inc_edge_id = row.adj_inc_edge_id\n",
|
|
" adj_out_edge_id = row.adj_out_edge_id\n",
|
|
"\n",
|
|
" # match5에서 부모노드id에 해당하는 행들을 가져옴 (cmatch)\n",
|
|
" cmatch = self.match5.copy()[self.match5.node_id==parent_id] # match dataframe for a child node\n",
|
|
" cmatch = cmatch.sort_values(by=['phase_no', 'ring_type']).reset_index(drop=True)\n",
|
|
" cmatch['node_id'] = child_id\n",
|
|
"\n",
|
|
" # 진입엣지 각도\n",
|
|
" inc_angle = p2inc_edge2angle[parent_id][adj_inc_edge_id]\n",
|
|
"\n",
|
|
" # 이격각도\n",
|
|
" self.angle_separation = 10\n",
|
|
"\n",
|
|
" # 진입로 각도 목록\n",
|
|
" inc_angles = cmatch.dropna(subset=['inc_angle', 'out_angle']).inc_angle.astype(int).unique()\n",
|
|
" inc_angles = np.sort(inc_angles)\n",
|
|
" inc_angles = list(inc_angles - 360) + list(inc_angles) + list(inc_angles + 360)\n",
|
|
" inc_angles = np.array(inc_angles)\n",
|
|
"\n",
|
|
" # 보행신호시의 진입로 각도\n",
|
|
" inc_angles_left = inc_angles[inc_angles >= inc_angle + self.angle_separation]\n",
|
|
" inc_angle_pedes = np.sort(inc_angles_left)[0] % 360\n",
|
|
"\n",
|
|
" # 보행신호시의 진입로 엣지id\n",
|
|
" inc_angle2edge = p2inc_angle2edge[parent_id]\n",
|
|
" inc_edge_id_pedes = inc_angle2edge[inc_angle_pedes]\n",
|
|
"\n",
|
|
" # 진출로 각도 목록\n",
|
|
" out_angles = cmatch.dropna(subset=['inc_angle', 'out_angle']).out_angle.astype(int).unique()\n",
|
|
" out_angles = np.sort(out_angles)\n",
|
|
" out_angles = list(out_angles - 360) + list(out_angles) + list(out_angles + 360)\n",
|
|
" out_angles = np.array(out_angles)\n",
|
|
"\n",
|
|
" # 보행신호시의 진입로 각도\n",
|
|
" out_angles_right = out_angles[out_angles <= inc_angle - self.angle_separation]\n",
|
|
" out_angle_pedes = np.sort(out_angles_right)[-1] % 360\n",
|
|
"\n",
|
|
" # 보행신호시의 진입로 엣지id\n",
|
|
" out_angle2edge = p2out_angle2edge[parent_id]\n",
|
|
" out_edge_id_pedes = out_angle2edge[out_angle_pedes]\n",
|
|
"\n",
|
|
" # 진입엣지/진출엣지 포함 조건\n",
|
|
" inc_true = (cmatch.inc_edge_id==adj_inc_edge_id)\n",
|
|
" out_true = (cmatch.out_edge_id==adj_out_edge_id)\n",
|
|
"\n",
|
|
" # 보행신호시 조건\n",
|
|
" pedes_flag = (cmatch.inc_edge_id==inc_edge_id_pedes) & (cmatch.out_edge_id==out_edge_id_pedes)\n",
|
|
"\n",
|
|
" # 좌회전시 조건\n",
|
|
" right_flag = inc_true & (cmatch.turn_type=='left')\n",
|
|
"\n",
|
|
" # 보행신호이동류(17) 조건\n",
|
|
" crosswalk_on = (cmatch.move_no==17) & ~ out_true\n",
|
|
"\n",
|
|
" # 신호없음이동류(18) 조건\n",
|
|
" all_redsigns = (cmatch.move_no==18) & ~ out_true\n",
|
|
"\n",
|
|
" # 보행신호시/좌회전시 진입/진출 엣지id 배정\n",
|
|
" cmatch[['inc_edge_id', 'out_edge_id']] = np.nan\n",
|
|
" if condition == \"보행신호시\":\n",
|
|
" cmatch.loc[pedes_flag, ['inc_edge_id', 'out_edge_id']] = [inc_edge_id, out_edge_id]\n",
|
|
" elif condition == \"좌회전시\":\n",
|
|
" cmatch.loc[right_flag, ['inc_edge_id', 'out_edge_id']] = [inc_edge_id, out_edge_id]\n",
|
|
"\n",
|
|
" uturn_not_assigned = cmatch[['inc_edge_id','out_edge_id']].isna().any(axis=1).all()\n",
|
|
"\n",
|
|
" if uturn_not_assigned:\n",
|
|
" # 보행신호시\n",
|
|
" if pedes_flag.any():\n",
|
|
" cmatch.loc[pedes_flag, ['inc_edge_id', 'out_edge_id']] = [inc_edge_id, out_edge_id]\n",
|
|
" # 좌회전시\n",
|
|
" elif right_flag.any():\n",
|
|
" cmatch.loc[right_flag, ['inc_edge_id', 'out_edge_id']] = [inc_edge_id, out_edge_id]\n",
|
|
" # 보행신호이동류(17) 발생시\n",
|
|
" elif crosswalk_on.any():\n",
|
|
" cmatch.loc[crosswalk_on, ['inc_edge_id', 'out_edge_id']] = [inc_edge_id, out_edge_id]\n",
|
|
" # 신호없음이동류(18) 발생시\n",
|
|
" elif all_redsigns.any():\n",
|
|
" cmatch.loc[all_redsigns, ['inc_edge_id', 'out_edge_id']] = [inc_edge_id, out_edge_id]\n",
|
|
" # 진출엣지 미포함시\n",
|
|
" elif out_true.any():\n",
|
|
" cmatch.loc[~ out_true, ['inc_edge_id', 'out_edge_id']] = [inc_edge_id, out_edge_id]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"metadata": {},
|
|
"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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|
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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",
|
|
" <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",
|
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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",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>남</td>\n",
|
|
" <td>북</td>\n",
|
|
" <td>179</td>\n",
|
|
" <td>000</td>\n",
|
|
" <td>-571542797_02</td>\n",
|
|
" <td>571500487_01</td>\n",
|
|
" <td>i0</td>\n",
|
|
" <td>straight</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>북</td>\n",
|
|
" <td>남</td>\n",
|
|
" <td>001</td>\n",
|
|
" <td>180</td>\n",
|
|
" <td>-571500487_01</td>\n",
|
|
" <td>571542797_02</td>\n",
|
|
" <td>i0</td>\n",
|
|
" <td>straight</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>7</td>\n",
|
|
" <td>북</td>\n",
|
|
" <td>동</td>\n",
|
|
" <td>001</td>\n",
|
|
" <td>090</td>\n",
|
|
" <td>-571500487_01</td>\n",
|
|
" <td>571545870_01</td>\n",
|
|
" <td>i0</td>\n",
|
|
" <td>left</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <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",
|
|
" <td>-571542797_02</td>\n",
|
|
" <td>571510153_01</td>\n",
|
|
" <td>i0</td>\n",
|
|
" <td>left</td>\n",
|
|
" </tr>\n",
|
|
" <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",
|
|
" <td>571545870_02</td>\n",
|
|
" <td>571510153_01</td>\n",
|
|
" <td>i0</td>\n",
|
|
" <td>straight</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",
|
|
" </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",
|
|
" <td>straight</td>\n",
|
|
" </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",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>u60</td>\n",
|
|
" <td>left</td>\n",
|
|
" </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",
|
|
" <td>NaN</td>\n",
|
|
" <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",
|
|
"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",
|
|
"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]"
|
|
]
|
|
},
|
|
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|
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|
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|
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|
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|
|
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|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>inter_no</th>\n",
|
|
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|
|
" <th>inc_dire</th>\n",
|
|
" <th>out_dire</th>\n",
|
|
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|
|
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|
|
" <th>node_id</th>\n",
|
|
" </tr>\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",
|
|
" <td>571545870_02</td>\n",
|
|
" <td>571542797_02</td>\n",
|
|
" <td>i0</td>\n",
|
|
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|
|
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|
|
" <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>60</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>21</td>\n",
|
|
" <td>북</td>\n",
|
|
" <td>서</td>\n",
|
|
" <td>571511538_02.121</td>\n",
|
|
" <td>571500535_01</td>\n",
|
|
" <td>i6</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>61</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>21</td>\n",
|
|
" <td>서</td>\n",
|
|
" <td>남</td>\n",
|
|
" <td>571500535_02.18</td>\n",
|
|
" <td>571500585_01</td>\n",
|
|
" <td>i6</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>62</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>21</td>\n",
|
|
" <td>남</td>\n",
|
|
" <td>동</td>\n",
|
|
" <td>571500585_02</td>\n",
|
|
" <td>571542115_01</td>\n",
|
|
" <td>i6</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>63</th>\n",
|
|
" <td>210</td>\n",
|
|
" <td>21</td>\n",
|
|
" <td>동</td>\n",
|
|
" <td>북</td>\n",
|
|
" <td>-571542115_01</td>\n",
|
|
" <td>571511538_01</td>\n",
|
|
" <td>i6</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>64</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>65 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",
|
|
"60 210 21 북 서 571511538_02.121 571500535_01 \n",
|
|
"61 210 21 서 남 571500535_02.18 571500585_01 \n",
|
|
"62 210 21 남 동 571500585_02 571542115_01 \n",
|
|
"63 210 21 동 북 -571542115_01 571511538_01 \n",
|
|
"64 210 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",
|
|
"60 i6 \n",
|
|
"61 i6 \n",
|
|
"62 i6 \n",
|
|
"63 i6 \n",
|
|
"64 u60 \n",
|
|
"\n",
|
|
"[65 rows x 7 columns]"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"self.make_match6()\n",
|
|
"display(self.match6)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"self.match6"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 123,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2. 중간산출물을 생성합니다.\n",
|
|
"2-1. 매칭 테이블들을 생성했습니다.\n",
|
|
"2-2. 비보호우회전(g)을 배정했습니다.\n",
|
|
"2-3. 직진 및 좌회전(G)을 배정했습니다.\n",
|
|
"2-2. node2num_cycles.json를 저장했습니다.\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"self.get_intermediates()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 52,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
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|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>64</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",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" inter_no move_no inc_dire out_dire inc_edge_id out_edge_id node_id\n",
|
|
"64 210 5 서 북 571500535_02 -571500535_02 u60"
|
|
]
|
|
},
|
|
"execution_count": 52,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"self.matching[self.matching.node_id=='u60']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"ggggggggg\n",
|
|
"ggggrgggg\n",
|
|
"ggggrgggg\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"NODE_ID = 'u00'\n",
|
|
"self.nodes = [self.net.getNode(node_id) for node_id in self.node_ids]\n",
|
|
"self.node2init = {}\n",
|
|
"# 모든 노드들을 순회\n",
|
|
"for node in self.nodes:\n",
|
|
" node_id = node.getID()\n",
|
|
" # 모든 connection\n",
|
|
" conns = [(c.getJunctionIndex(), c) for c in node.getConnections()]\n",
|
|
" conns = [c for c in conns if c[0] >= 0]\n",
|
|
" conns = sorted(conns, key=lambda x: x[0])\n",
|
|
" state = []\n",
|
|
" # i번째 connection : ci\n",
|
|
" for i, ci in conns:\n",
|
|
" if ci.getTLLinkIndex() < 0:\n",
|
|
" continue\n",
|
|
" are_foes = False\n",
|
|
" # j번째 connection : cj\n",
|
|
" # 합류지점이 다르면서 상충되는 cj가 존재하면 are_foes = True (r)\n",
|
|
" # 그외의 경우에는 are_foes = False (g)\n",
|
|
" for j, cj in conns:\n",
|
|
" # ci, cj의 합류지점이 같으면 통과\n",
|
|
" if ci.getTo() == cj.getTo():\n",
|
|
" continue\n",
|
|
" # ci, cj가 상충되면 are_foes를 True로 지정.\n",
|
|
" if node.areFoes(i, j):\n",
|
|
" are_foes = True\n",
|
|
" break\n",
|
|
" state.append('r' if are_foes else 'g')\n",
|
|
" self.node2init[node_id] = state\n",
|
|
"print(''.join(self.node2init[NODE_ID]))\n",
|
|
"\n",
|
|
"# 어떤 연결과도 상충이 일어나지는 않지만, 신호가 부여되어 있는 경우에는 r을 부여\n",
|
|
"for _, row in self.matching.iterrows():\n",
|
|
" node_id = row.node_id\n",
|
|
" move_no = row.move_no\n",
|
|
" inc_edge_id = row.inc_edge_id\n",
|
|
" out_edge_id = row.out_edge_id\n",
|
|
" if move_no != 21:\n",
|
|
" inc_edge = self.net.getEdge(inc_edge_id)\n",
|
|
" out_edge = self.net.getEdge(out_edge_id)\n",
|
|
" for conn in inc_edge.getConnections(out_edge):\n",
|
|
" index = conn.getTLLinkIndex()\n",
|
|
" if index >= 0:\n",
|
|
" self.node2init[node_id][index] = 'r'\n",
|
|
"print(''.join(self.node2init[NODE_ID]))\n",
|
|
"\n",
|
|
"# 유턴교차로\n",
|
|
"for _, row in self.u_turn.iterrows():\n",
|
|
" node_id = row.child_id\n",
|
|
" inc_edge_id = row.inc_edge_id\n",
|
|
" out_edge = row.out_edge_id\n",
|
|
" if not (pd.isna(inc_edge_id) and pd.isna(out_edge_id)):\n",
|
|
" inc_edge = self.net.getEdge(inc_edge_id)\n",
|
|
" out_edge = self.net.getEdge(out_edge_id)\n",
|
|
" for conn in inc_edge.getConnections(out_edge):\n",
|
|
" index = conn.getTLLinkIndex()\n",
|
|
" if index >= 0:\n",
|
|
" self.node2init[node_id][index] = 'r'\n",
|
|
"print(''.join(self.node2init[NODE_ID]))\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"2-2. 비보호우회전(g)을 배정했습니다.\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"['g', 'g', 'g', 'g', 'g', 'g']"
|
|
]
|
|
},
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"self.initialize_state()\n",
|
|
"\n",
|
|
"self.node2init['u20']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 131,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"['r', 'r', 'g', 'g', 'r', 'r', 'r']"
|
|
]
|
|
},
|
|
"execution_count": 131,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"self.node2init['i2']"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 132,
|
|
"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>node_id</th>\n",
|
|
" <th>phase_no</th>\n",
|
|
" <th>ring_type</th>\n",
|
|
" <th>move_no</th>\n",
|
|
" <th>inc_edge_id</th>\n",
|
|
" <th>out_edge_id</th>\n",
|
|
" <th>state</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>i0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>-571542797_02</td>\n",
|
|
" <td>571500487_01</td>\n",
|
|
" <td>grrrgrrrgGGGGrgrr</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>i0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>-571500487_01</td>\n",
|
|
" <td>571542797_02</td>\n",
|
|
" <td>gGGrgrrrgrrrrrgrr</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>i0</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>7</td>\n",
|
|
" <td>-571500487_01</td>\n",
|
|
" <td>571545870_01</td>\n",
|
|
" <td>grrGgrrrgrrrrrgrr</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>i0</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>-571542797_02</td>\n",
|
|
" <td>571510153_01</td>\n",
|
|
" <td>grrrgrrrgrrrrGgrr</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>i0</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>6</td>\n",
|
|
" <td>571545870_02</td>\n",
|
|
" <td>571510153_01</td>\n",
|
|
" <td>grrrgGGrgrrrrrgrr</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>i0</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>571545870_02</td>\n",
|
|
" <td>571542797_02</td>\n",
|
|
" <td>grrrgrrGgrrrrrgrr</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>i0</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>571510153_02</td>\n",
|
|
" <td>571500487_01</td>\n",
|
|
" <td>grrrgrrrgrrrrrgrG</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>i0</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>571510153_02</td>\n",
|
|
" <td>571545870_01</td>\n",
|
|
" <td>grrrgrrrgrrrrrgGr</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>u00</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>ggggrgggg</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>u00</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>ggggrgggg</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>10</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>u00</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>7</td>\n",
|
|
" <td>571500487_02</td>\n",
|
|
" <td>571500487_01.32</td>\n",
|
|
" <td>ggggGgggg</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>11</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>u00</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>ggggrgggg</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>12</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>u00</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>6</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>ggggrgggg</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>13</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>u00</td>\n",
|
|
" <td>3</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>ggggrgggg</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>14</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>u00</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>5</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>ggggrgggg</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>15</th>\n",
|
|
" <td>175</td>\n",
|
|
" <td>u00</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>ggggrgggg</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" inter_no node_id phase_no ring_type move_no inc_edge_id \\\n",
|
|
"0 175 i0 1 A 8 -571542797_02 \n",
|
|
"1 175 i0 1 B 4 -571500487_01 \n",
|
|
"2 175 i0 2 A 7 -571500487_01 \n",
|
|
"3 175 i0 2 B 3 -571542797_02 \n",
|
|
"4 175 i0 3 A 6 571545870_02 \n",
|
|
"5 175 i0 3 B 1 571545870_02 \n",
|
|
"6 175 i0 4 A 5 571510153_02 \n",
|
|
"7 175 i0 4 B 2 571510153_02 \n",
|
|
"8 175 u00 1 A 8 NaN \n",
|
|
"9 175 u00 1 B 4 NaN \n",
|
|
"10 175 u00 2 A 7 571500487_02 \n",
|
|
"11 175 u00 2 B 3 NaN \n",
|
|
"12 175 u00 3 A 6 NaN \n",
|
|
"13 175 u00 3 B 1 NaN \n",
|
|
"14 175 u00 4 A 5 NaN \n",
|
|
"15 175 u00 4 B 2 NaN \n",
|
|
"\n",
|
|
" out_edge_id state \n",
|
|
"0 571500487_01 grrrgrrrgGGGGrgrr \n",
|
|
"1 571542797_02 gGGrgrrrgrrrrrgrr \n",
|
|
"2 571545870_01 grrGgrrrgrrrrrgrr \n",
|
|
"3 571510153_01 grrrgrrrgrrrrGgrr \n",
|
|
"4 571510153_01 grrrgGGrgrrrrrgrr \n",
|
|
"5 571542797_02 grrrgrrGgrrrrrgrr \n",
|
|
"6 571500487_01 grrrgrrrgrrrrrgrG \n",
|
|
"7 571545870_01 grrrgrrrgrrrrrgGr \n",
|
|
"8 NaN ggggrgggg \n",
|
|
"9 NaN ggggrgggg \n",
|
|
"10 571500487_01.32 ggggGgggg \n",
|
|
"11 NaN ggggrgggg \n",
|
|
"12 NaN ggggrgggg \n",
|
|
"13 NaN ggggrgggg \n",
|
|
"14 NaN ggggrgggg \n",
|
|
"15 NaN ggggrgggg "
|
|
]
|
|
},
|
|
"execution_count": 132,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"self.match6[self.match6.node_id.isin(['i0', 'u00'])]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 127,
|
|
"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>node_id</th>\n",
|
|
" <th>phase_no</th>\n",
|
|
" <th>ring_type</th>\n",
|
|
" <th>move_no</th>\n",
|
|
" <th>inc_edge_id</th>\n",
|
|
" <th>out_edge_id</th>\n",
|
|
" <th>state</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>22</th>\n",
|
|
" <td>177</td>\n",
|
|
" <td>i2</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>-571542809_01</td>\n",
|
|
" <td>571542811_01</td>\n",
|
|
" <td>rrggGGG</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>23</th>\n",
|
|
" <td>177</td>\n",
|
|
" <td>i2</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>571542811_02</td>\n",
|
|
" <td>571542809_01</td>\n",
|
|
" <td>GGggrrr</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>24</th>\n",
|
|
" <td>177</td>\n",
|
|
" <td>i2</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>17</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>rrggrrr</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>25</th>\n",
|
|
" <td>177</td>\n",
|
|
" <td>i2</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>18</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>rrggrrr</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>26</th>\n",
|
|
" <td>177</td>\n",
|
|
" <td>u20</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>8</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>gggggg</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>27</th>\n",
|
|
" <td>177</td>\n",
|
|
" <td>u20</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>4</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>gggggg</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>28</th>\n",
|
|
" <td>177</td>\n",
|
|
" <td>u20</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>A</td>\n",
|
|
" <td>17</td>\n",
|
|
" <td>571542810_01.51</td>\n",
|
|
" <td>571542810_02</td>\n",
|
|
" <td>ggGggg</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>29</th>\n",
|
|
" <td>177</td>\n",
|
|
" <td>u20</td>\n",
|
|
" <td>2</td>\n",
|
|
" <td>B</td>\n",
|
|
" <td>18</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>NaN</td>\n",
|
|
" <td>gggggg</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" inter_no node_id phase_no ring_type move_no inc_edge_id \\\n",
|
|
"22 177 i2 1 A 8 -571542809_01 \n",
|
|
"23 177 i2 1 B 4 571542811_02 \n",
|
|
"24 177 i2 2 A 17 NaN \n",
|
|
"25 177 i2 2 B 18 NaN \n",
|
|
"26 177 u20 1 A 8 NaN \n",
|
|
"27 177 u20 1 B 4 NaN \n",
|
|
"28 177 u20 2 A 17 571542810_01.51 \n",
|
|
"29 177 u20 2 B 18 NaN \n",
|
|
"\n",
|
|
" out_edge_id state \n",
|
|
"22 571542811_01 rrggGGG \n",
|
|
"23 571542809_01 GGggrrr \n",
|
|
"24 NaN rrggrrr \n",
|
|
"25 NaN rrggrrr \n",
|
|
"26 NaN gggggg \n",
|
|
"27 NaN gggggg \n",
|
|
"28 571542810_02 ggGggg \n",
|
|
"29 NaN gggggg "
|
|
]
|
|
},
|
|
"execution_count": 127,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"self.match6[self.match6.node_id.isin(['i2', 'u20'])]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"'''Given `inter_no`, `inc_edge_id` and `out_edge_id`, we have `inc_vec = inter2inc2vec[inter_no][inc_edge_id]` and `out_vec = inter2out2vec[inter_no][out_edge_id]`.\n",
|
|
"Rotate `inc_vec` by 90, 180 and 270 degrees clockwise, to define \n",
|
|
"`out_vec_left`, `out_vec_straight` and `out_vec_right`.\n",
|
|
"Define `out_vecs={'right':out_vec_left, 'straight':out_vec_straight, 'right':out_vec_right}`.\n",
|
|
"Select the key that maximize the similarity of the corresponding value of the key and `inc_vec`.'''"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "sts",
|
|
"language": "python",
|
|
"name": "sts"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.8.10"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|