{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import sys\n",
    "sys.path.append('../../Scripts')\n",
    "from preprocess_daily import DailyPreprocessor\n",
    "from generate_signals import SignalGenerator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. 데이터를 로드합니다.\n",
      "1-1. 네트워크가 로드되었습니다.\n",
      "1-2. 테이블들이 로드되었습니다.\n",
      "1-3. 네트워크의 모든 clean state requirement들을 체크했습니다.\n",
      "1-4. 테이블들의 무결성 검사를 완료했습니다.\n"
     ]
    }
   ],
   "source": [
    "self = DailyPreprocessor()\n",
    "self.load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. 데이터를 로드합니다.\n",
      "1-1. 네트워크가 로드되었습니다.\n",
      "1-2. 테이블들이 로드되었습니다.\n",
      "1-3. 네트워크의 모든 clean state requirement들을 체크했습니다.\n",
      "1-4. 테이블들의 무결성 검사를 완료했습니다.\n",
      "2. 중간산출물을 생성합니다.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "이동류정보 불러오는 중: 100%|██████████| 17280/17280 [00:13<00:00, 1281.32it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "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",
      "3. 이슈사항을 저장합니다.\n"
     ]
    }
   ],
   "source": [
    "self.main()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "이동류정보 불러오는 중: 100%|██████████| 17280/17280 [01:00<00:00, 286.13it/s]\n"
     ]
    }
   ],
   "source": [
    "self.make_match1()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>inter_no</th>\n",
       "      <th>phase_no</th>\n",
       "      <th>ring_type</th>\n",
       "      <th>move_no</th>\n",
       "      <th>inc_dir</th>\n",
       "      <th>out_dir</th>\n",
       "    </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",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>175</td>\n",
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       "      <td>4</td>\n",
       "      <td>북</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>7</td>\n",
       "      <td>북</td>\n",
       "      <td>동</td>\n",
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       "    <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",
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       "      <th>4</th>\n",
       "      <td>175</td>\n",
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       "      <td>서</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   inter_no  phase_no ring_type  move_no inc_dir out_dir\n",
       "0       175         1         A        8       남       북\n",
       "1       175         1         B        4       북       남\n",
       "2       175         2         A        7       북       동\n",
       "3       175         2         B        3       남       서\n",
       "4       175         3         A        6       동       서"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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       "      <th>inter_no</th>\n",
       "      <th>phase_no</th>\n",
       "      <th>ring_type</th>\n",
       "      <th>move_no</th>\n",
       "      <th>inc_dir</th>\n",
       "      <th>out_dir</th>\n",
       "      <th>inc_angle</th>\n",
       "      <th>out_angle</th>\n",
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       "    <tr>\n",
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       "      <td>175</td>\n",
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       "      <td>A</td>\n",
       "      <td>8</td>\n",
       "      <td>남</td>\n",
       "      <td>북</td>\n",
       "      <td>179</td>\n",
       "      <td>004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>175</td>\n",
       "      <td>1</td>\n",
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       "      <td>4</td>\n",
       "      <td>북</td>\n",
       "      <td>남</td>\n",
       "      <td>003</td>\n",
       "      <td>176</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>095</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",
       "    </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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   inter_no  phase_no ring_type  move_no inc_dir out_dir inc_angle out_angle\n",
       "0       175         1         A        8       남       북       179       004\n",
       "1       175         1         B        4       북       남       003       176\n",
       "2       175         2         A        7       북       동       001       095\n",
       "3       175         2         B        3       남       서       179       270\n",
       "4       175         3         A        6       동       서       090       270"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "self.make_match2()\n",
    "self.make_match3()\n",
    "self.make_match4()\n",
    "display(self.match3.head())\n",
    "display(self.match4.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     090180\n",
       "1     270090\n",
       "2     179270\n",
       "3     001180\n",
       "4     270000\n",
       "5     090270\n",
       "6     001090\n",
       "7     179000\n",
       "8     180270\n",
       "9     359180\n",
       "10    270356\n",
       "11    180356\n",
       "12    090180\n",
       "13    268090\n",
       "14    179270\n",
       "15    000180\n",
       "16    268000\n",
       "17    090270\n",
       "18    000090\n",
       "19    179000\n",
       "20    090180\n",
       "21    270090\n",
       "22    180270\n",
       "23    000180\n",
       "24    270000\n",
       "25    090270\n",
       "26    000090\n",
       "27    180000\n",
       "28    090180\n",
       "29    270090\n",
       "30    180270\n",
       "31    000180\n",
       "32    270000\n",
       "33    090270\n",
       "34    000090\n",
       "35    180000\n",
       "36    270090\n",
       "37    090270\n",
       "38    000180\n",
       "39    180000\n",
       "40    090180\n",
       "41    270090\n",
       "42    180270\n",
       "43    000180\n",
       "44    270000\n",
       "45    090270\n",
       "46    000090\n",
       "47    180000\n",
       "Name: angle_code, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self.angle_new.angle_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>inter_no</th>\n",
       "      <th>phase_no</th>\n",
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       "      <th>move_no</th>\n",
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       "      <td>3</td>\n",
       "      <td>남</td>\n",
       "      <td>서</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\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>090</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   inter_no  phase_no ring_type  move_no inc_dir out_dir inc_angle out_angle\n",
       "0       175         1         A        8       남       북       179       179\n",
       "1       175         1         B        4       북       남       001       001\n",
       "2       175         2         A        7       북       동       001       001\n",
       "3       175         2         B        3       남       서       179       179\n",
       "4       175         3         A        6       동       서       090       090"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# helper dictionaries\n",
    "im2inc_angle = dict() # a dictionary that maps (inter_no, move_no) to inc_angle\n",
    "im2out_angle = dict() # a dictionary that maps (inter_no, move_no) to out_angle\n",
    "for row in self.angle_new.itertuples():\n",
    "    inter_no = row.inter_no\n",
    "    move_no = row.move_no\n",
    "    angle_code = row.angle_code\n",
    "    im2inc_angle[(inter_no, move_no)] = angle_code[:3]\n",
    "    im2out_angle[(inter_no, move_no)] = angle_code[3:]\n",
    "for inter_no in self.inter_nos:\n",
    "    im2inc_angle[(inter_no, 17)] = np.nan\n",
    "    im2out_angle[(inter_no, 17)] = np.nan\n",
    "    im2inc_angle[(inter_no, 18)] = np.nan\n",
    "    im2out_angle[(inter_no, 18)] = np.nan\n",
    "\n",
    "# 진입, 진출 방위각 매칭\n",
    "self.match4 = self.match3.copy()\n",
    "for i, row in self.match4.iterrows():\n",
    "    inter_no = row.inter_no\n",
    "    move_no = row.move_no\n",
    "    self.match4.at[i, 'inc_angle'] = im2inc_angle[(inter_no, move_no)]\n",
    "    self.match4.at[i, 'out_angle'] = im2inc_angle[(inter_no, move_no)]\n",
    "self.match4.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>angle_code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>175</td>\n",
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       "      <th>1</th>\n",
       "      <td>175</td>\n",
       "      <td>2</td>\n",
       "      <td>270090</td>\n",
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       "      <th>2</th>\n",
       "      <td>175</td>\n",
       "      <td>3</td>\n",
       "      <td>179270</td>\n",
       "    </tr>\n",
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       "      <th>3</th>\n",
       "      <td>175</td>\n",
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       "      <td>001180</td>\n",
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       "      <th>4</th>\n",
       "      <td>175</td>\n",
       "      <td>5</td>\n",
       "      <td>270000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "   inter_no  move_no angle_code\n",
       "0       175        1     090180\n",
       "1       175        2     270090\n",
       "2       175        3     179270\n",
       "3       175        4     001180\n",
       "4       175        5     270000"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self.angle_new.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['090180', '270090', '179270', '001180', '270000', '090270',\n",
       "       '001090', '179000', '180270', '359180', '270356', '180356',\n",
       "       '090180', '268090', '179270', '000180', '268000', '090270',\n",
       "       '000090', '179000', '090180', '270090', '180270', '000180',\n",
       "       '270000', '090270', '000090', '180000', '090180', '270090',\n",
       "       '180270', '000180', '270000', '090270', '000090', '180000',\n",
       "       '270090', '090270', '000180', '180000', '090180', '270090',\n",
       "       '180270', '000180', '270000', '090270', '000090', '180000'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "angle_codes = np.array(self.angle_new.angle_code)\n",
    "of_length_6 = [len(code)==6 for code in angle_codes]\n",
    "if not all(of_length_6):\n",
    "    msg = f\"1-4-3-2. 여섯자리가 아닌 각도코드가 존재합니다.\"\n",
    "    self.issues.append(msg)\n",
    "angle_codes = [[code[:3],code[3:]] for code in angle_codes]\n",
    "angle_codes = [int(item) for sublist in angle_codes for item in sublist]\n",
    "angle_codes = [0<=code<360 for code in angle_codes]\n",
    "if not all(angle_codes):\n",
    "    msg = f\"1-4-3-2. 0과 359 사이의 값을 벗어나는 방위각이 존재합니다.\"\n",
    "    self.issues.append(msg)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1. 데이터를 로드합니다.\n",
      "1-1. 네트워크가 로드되었습니다.\n",
      "1-2. 테이블들이 로드되었습니다.\n",
      "1-3. 네트워크의 모든 clean state requirement들을 체크했습니다.\n",
      "1-4. 테이블들의 무결성 검사를 완료했습니다.\n",
      "2. 중간산출물을 생성합니다.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "이동류정보 불러오는 중: 100%|██████████| 17280/17280 [00:17<00:00, 992.30it/s] \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "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",
      "3. 이슈사항을 저장합니다.\n"
     ]
    }
   ],
   "source": [
    "self = DailyPreprocessor()\n",
    "self.main()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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       "2       175         2         A        7       북       동\n",
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       "1       175         1         B        4       북       남       003       176   \n",
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       "3       175         2         B        3       남       서       179       270   \n",
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      ],
      "text/plain": [
       "   inter_no node_id  phase_no ring_type  move_no              state\n",
       "0       175      i0         1         A        8  grrrgrrrgGGGGrgrr\n",
       "1       175      i0         1         B        4  gGGrgrrrgrrrrrgrr\n",
       "2       175      i0         2         A        7  grrGgrrrgrrrrrgrr\n",
       "3       175      i0         2         B        3  grrrgrrrgrrrrGgrr\n",
       "4       175      i0         3         A        6  grrrgGGrgrrrrrgrr"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>move_no</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>grrrgrrGgrrrrrgrr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>175</td>\n",
       "      <td>i0</td>\n",
       "      <td>2</td>\n",
       "      <td>grrrgrrrgrrrrrgGr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>175</td>\n",
       "      <td>i0</td>\n",
       "      <td>3</td>\n",
       "      <td>grrrgrrrgrrrrGgrr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>175</td>\n",
       "      <td>i0</td>\n",
       "      <td>4</td>\n",
       "      <td>gGGrgrrrgrrrrrgrr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>175</td>\n",
       "      <td>i0</td>\n",
       "      <td>5</td>\n",
       "      <td>grrrgrrrgrrrrrgrG</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   inter_no node_id  move_no              state\n",
       "0       175      i0        1  grrrgrrGgrrrrrgrr\n",
       "1       175      i0        2  grrrgrrrgrrrrrgGr\n",
       "2       175      i0        3  grrrgrrrgrrrrGgrr\n",
       "3       175      i0        4  gGGrgrrrgrrrrrgrr\n",
       "4       175      i0        5  grrrgrrrgrrrrrgrG"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(self.match1.head())\n",
    "display(self.match2.head())\n",
    "display(self.match3.head())\n",
    "display(self.match4.head())\n",
    "display(self.match5.head())\n",
    "display(self.match6.head())\n",
    "display(self.matching.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "줄임말 목록\n",
    "- `f_` : 진입, from\n",
    "- `t_` : 진출, to\n",
    "- `vect` : 방향벡터, unit vector (`np.array([0.6, 0.8])`)\n",
    "- `rvec` : 방위, direction (동, 서, 남, 북, 북동, 북서, 남동, 남서)\n",
    "- `dire` : 정방향 방향벡터, unit vector to the right direction (`np.array([0,1])`)\n",
    "\n",
    "필요한 객체들 목록\n",
    "\n",
    "- `i2dire2rvec` : `inter_no` $\\mapsto$ `dire2rvec`\n",
    "  - `dire2rvec` : `dire` $\\mapsto$ `rvec`\n",
    "- `i2f` : `inter_no` $\\mapsto$ `f_edges`\n",
    "- `i2t` : `inter_no` $\\mapsto$ `t_edges`\n",
    "- `i2f2dire` : `inter_no` $\\mapsto$ `f21dire`\n",
    "  - `f2dire` : `from_edge` $\\mapsto$ `dire`\n",
    "- `i2t2dire` : `inter_no` $\\mapsto$ `t21dire`\n",
    "  - `t2dire` : `to_edge` $\\mapsto$ `dire`"
   ]
  }
 ],
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