{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os, sys, json, argparse, pickle\n",
    "import sumolib, traci\n",
    "from tqdm import tqdm\n",
    "from datetime import datetime\n",
    "path_root = os.path.dirname(os.path.dirname(os.path.abspath('.')))\n",
    "path_scr = os.path.join(path_root, 'scripts')\n",
    "sys.path.append(path_scr)\n",
    "from generate_signals import SignalGenerator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "self = SignalGenerator(config_name='test_0729',\n",
    "                       file_net='new_sungnam_network_internal_target_0721.net.xml',\n",
    "                       month=7,\n",
    "                       day=29,\n",
    "                       hour=9,\n",
    "                       minute=40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1-1. 네트워크가 로드되었습니다.\n"
     ]
    }
   ],
   "source": [
    "self.load_networks()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1-2. 테이블들이 로드되었습니다.\n"
     ]
    }
   ],
   "source": [
    "self.load_tables()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'c:\\\\github\\\\siggen\\\\test_0729\\\\data\\\\tables'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self.path_tables\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# dura_As = [f'dura_A{i}' for i in range(1,9)]\n",
    "# dura_Bs = [f'dura_B{i}' for i in range(1,9)]\n",
    "# for i, row in self.plan.iterrows():\n",
    "#     is_zero_A = (row[dura_As]==0).all()\n",
    "#     is_zero_B = (row[dura_Bs]==0).all()\n",
    "#     assert not (is_zero_A & is_zero_B)\n",
    "#     if is_zero_B:\n",
    "#         for j in range(1, 9):\n",
    "#             self.plan.at[i, f'dura_B{j}'] = row[f'dura_A{j}']\n",
    "#     if is_zero_A:\n",
    "#         for j in range(1, 9):\n",
    "#             self.plan.at[i, f'dura_A{j}'] = row[f'dura_B{j}']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1-5. 필요한 보조 객체들이 모두 준비되었습니다.\n"
     ]
    }
   ],
   "source": [
    "self.prepare_auxiliaries()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2. 신호이력 테이블을 변환합니다.\n"
     ]
    }
   ],
   "source": [
    "self.process_history()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c:\\github\\siggen\\test_0729\\data\\tables\\TL_IF_SIGL.csv\n"
     ]
    }
   ],
   "source": [
    "print(os.path.join(self.path_tables, 'TL_IF_SIGL.csv'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-07-29 09:36:32\n"
     ]
    }
   ],
   "source": [
    "time_str = '2024-07-29 9:36:32'\n",
    "time_dt = datetime.strptime(time_str, '%Y-%m-%d %H:%M:%S')\n",
    "print(time_dt)\n",
    "time_unix = int(time_dt.timestamp())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "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>start_unix</th>\n",
       "      <th>inter_no</th>\n",
       "      <th>phas_A</th>\n",
       "      <th>phas_B</th>\n",
       "      <th>STOS_NO</th>\n",
       "      <th>move_A</th>\n",
       "      <th>move_B</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>437</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>438</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>442</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>443</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</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>575</th>\n",
       "      <td>1722213450</td>\n",
       "      <td>444</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>1722213450</td>\n",
       "      <td>455</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>1722213450</td>\n",
       "      <td>456</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>578</th>\n",
       "      <td>1722213450</td>\n",
       "      <td>457</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>579</th>\n",
       "      <td>1722213450</td>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>580 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     start_unix  inter_no  phas_A  phas_B  STOS_NO  move_A  move_B\n",
       "0    1722213392       436       3       3        0       7       4\n",
       "1    1722213392       437       4       4        0       7       4\n",
       "2    1722213392       438       3       3        0       8       3\n",
       "3    1722213392       442       4       4        0       7       4\n",
       "4    1722213392       443       1       1        0       6       2\n",
       "..          ...       ...     ...     ...      ...     ...     ...\n",
       "575  1722213450       444       4       4        0      -1      -1\n",
       "576  1722213450       455       1       1        0       6       2\n",
       "577  1722213450       456       2       2        0       6       2\n",
       "578  1722213450       457       1       1        0       6       2\n",
       "579  1722213450       458       1       1        0       8       4\n",
       "\n",
       "[580 rows x 7 columns]"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "phases = pd.read_csv(os.path.join(self.path_tables, 'TL_IF_SIGL.csv'))\n",
    "phases = phases.drop(columns=['FRST_REG_DT', 'RINGA_FLOW', 'RINGB_FLOW'])\n",
    "phases = phases.rename(columns={\n",
    "    'PHASE_DT':'start_unix','CRSRD_ID':'inter_no',\n",
    "    'RINGA_PHASE':'phas_A', 'RINGB_PHASE':'phas_B',\n",
    "    'MAP_MODE':'STOS_NO'\n",
    "    })\n",
    "isp2move_A = self.isp2move['A']\n",
    "isp2move_B = self.isp2move['B']\n",
    "phases['move_A'] = phases.apply(\n",
    "    lambda row: int(isp2move_A.get((row.inter_no, row.STOS_NO, row.phas_A), -1)), axis=1)\n",
    "phases['move_B'] = phases.apply(\n",
    "    lambda row: int(isp2move_B.get((row.inter_no, row.STOS_NO, row.phas_B), -1)), axis=1)\n",
    "phases['start_unix'] = phases['start_unix'].apply(lambda time_str:int(datetime.strptime(time_str, '%Y-%m-%d %H:%M:%S').timestamp()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1722213392\n",
      "1722213450\n",
      "1722213600\n"
     ]
    }
   ],
   "source": [
    "print(phases.start_unix.min())\n",
    "print(phases.start_unix.max())\n",
    "print(self.present_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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       "    .dataframe thead th {\n",
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       "</style>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>start_unix</th>\n",
       "      <th>inter_no</th>\n",
       "      <th>phas_A</th>\n",
       "      <th>phas_B</th>\n",
       "      <th>STOS_NO</th>\n",
       "      <th>move_A</th>\n",
       "      <th>move_B</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>3</td>\n",
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       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>-1</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>437</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>438</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>442</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>443</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>444</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>455</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>456</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>437</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>438</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>442</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>443</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>444</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>455</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>456</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>437</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>438</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>442</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>443</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>444</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>455</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>456</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    start_unix  inter_no  phas_A  phas_B  STOS_NO  move_A  move_B\n",
       "0   1722213392       436       3       3        0       7       4\n",
       "1   1722213392       437       4       4        0       7       4\n",
       "2   1722213392       438       3       3        0       8       3\n",
       "3   1722213392       442       4       4        0       7       4\n",
       "4   1722213392       443       1       1        0       6       2\n",
       "5   1722213392       444       3       3        0      -1      -1\n",
       "6   1722213392       455       1       1        0       6       2\n",
       "7   1722213392       456       4       4        0      17      -1\n",
       "8   1722213392       457       5       5        0       7       4\n",
       "9   1722213392       458       1       1        0       8       4\n",
       "10  1722213393       436       3       3        0       7       4\n",
       "11  1722213393       437       4       4        0       7       4\n",
       "12  1722213393       438       3       3        0       8       3\n",
       "13  1722213393       442       4       4        0       7       4\n",
       "14  1722213393       443       1       1        0       6       2\n",
       "15  1722213393       444       3       3        0      -1      -1\n",
       "16  1722213393       455       1       1        0       6       2\n",
       "17  1722213393       456       4       4        0      17      -1\n",
       "18  1722213393       457       5       5        0       7       4\n",
       "19  1722213393       458       1       1        0       8       4\n",
       "20  1722213394       436       3       3        0       7       4\n",
       "21  1722213394       437       4       4        0       7       4\n",
       "22  1722213394       438       3       3        0       8       3\n",
       "23  1722213394       442       4       4        0       7       4\n",
       "24  1722213394       443       1       1        0       6       2\n",
       "25  1722213394       444       3       3        0      -1      -1\n",
       "26  1722213394       455       1       1        0       6       2\n",
       "27  1722213394       456       4       4        0      17      -1\n",
       "28  1722213394       457       5       5        0       7       4\n",
       "29  1722213394       458       1       1        0       8       4\n",
       "50  1722213395       436       3       3        0       7       4\n",
       "51  1722213395       437       4       4        0       7       4\n",
       "52  1722213395       438       3       3        0       8       3\n",
       "53  1722213395       442       4       4        0       7       4\n",
       "54  1722213395       443       1       1        0       6       2\n",
       "55  1722213395       444       3       3        0      -1      -1\n",
       "56  1722213395       455       1       1        0       6       2\n",
       "57  1722213395       456       4       4        0      17      -1\n",
       "58  1722213395       457       5       5        0       7       4\n",
       "59  1722213395       458       1       1        0       8       4"
      ]
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       "      <td>437</td>\n",
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       "      <th>1930</th>\n",
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       "      <th>1926</th>\n",
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       "      <th>1934</th>\n",
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       "      <th>1932</th>\n",
       "      <td>457</td>\n",
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       "      <th>1935</th>\n",
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       "      inter_no    end_unix\n",
       "1925       436  1722213230\n",
       "1929       437  1722213270\n",
       "1930       438  1722213270\n",
       "1926       442  1722213240\n",
       "1928       443  1722213269\n",
       "1933       455  1722213350\n",
       "1934       456  1722213360\n",
       "1932       457  1722213309\n",
       "1935       458  1722213360"
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       "      <td>-1</td>\n",
       "      <td>1.722213e+09</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1722213392</td>\n",
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       "      <th>9</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>458</td>\n",
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       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>437</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>438</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>1.722213e+09</td>\n",
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       "      <td>1722213393</td>\n",
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       "      <td>1</td>\n",
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       "      <td>1.722213e+09</td>\n",
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       "      <td>1722213393</td>\n",
       "      <td>444</td>\n",
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       "      <td>3</td>\n",
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       "      <th>16</th>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>2</td>\n",
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       "      <td>1722213393</td>\n",
       "      <td>456</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.722213e+09</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>437</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>438</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>442</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>443</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>444</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>455</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>456</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>437</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>438</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>442</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>443</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>444</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>455</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>456</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    start_unix  inter_no  phas_A  phas_B  STOS_NO  move_A  move_B  \\\n",
       "0   1722213392       436       3       3        0       7       4   \n",
       "1   1722213392       437       4       4        0       7       4   \n",
       "2   1722213392       438       3       3        0       8       3   \n",
       "3   1722213392       442       4       4        0       7       4   \n",
       "4   1722213392       443       1       1        0       6       2   \n",
       "5   1722213392       444       3       3        0      -1      -1   \n",
       "6   1722213392       455       1       1        0       6       2   \n",
       "7   1722213392       456       4       4        0      17      -1   \n",
       "8   1722213392       457       5       5        0       7       4   \n",
       "9   1722213392       458       1       1        0       8       4   \n",
       "10  1722213393       436       3       3        0       7       4   \n",
       "11  1722213393       437       4       4        0       7       4   \n",
       "12  1722213393       438       3       3        0       8       3   \n",
       "13  1722213393       442       4       4        0       7       4   \n",
       "14  1722213393       443       1       1        0       6       2   \n",
       "15  1722213393       444       3       3        0      -1      -1   \n",
       "16  1722213393       455       1       1        0       6       2   \n",
       "17  1722213393       456       4       4        0      17      -1   \n",
       "18  1722213393       457       5       5        0       7       4   \n",
       "19  1722213393       458       1       1        0       8       4   \n",
       "20  1722213394       436       3       3        0       7       4   \n",
       "21  1722213394       437       4       4        0       7       4   \n",
       "22  1722213394       438       3       3        0       8       3   \n",
       "23  1722213394       442       4       4        0       7       4   \n",
       "24  1722213394       443       1       1        0       6       2   \n",
       "25  1722213394       444       3       3        0      -1      -1   \n",
       "26  1722213394       455       1       1        0       6       2   \n",
       "27  1722213394       456       4       4        0      17      -1   \n",
       "28  1722213394       457       5       5        0       7       4   \n",
       "29  1722213394       458       1       1        0       8       4   \n",
       "30  1722213395       436       3       3        0       7       4   \n",
       "31  1722213395       437       4       4        0       7       4   \n",
       "32  1722213395       438       3       3        0       8       3   \n",
       "33  1722213395       442       4       4        0       7       4   \n",
       "34  1722213395       443       1       1        0       6       2   \n",
       "35  1722213395       444       3       3        0      -1      -1   \n",
       "36  1722213395       455       1       1        0       6       2   \n",
       "37  1722213395       456       4       4        0      17      -1   \n",
       "38  1722213395       457       5       5        0       7       4   \n",
       "39  1722213395       458       1       1        0       8       4   \n",
       "\n",
       "        end_unix  \n",
       "0   1.722213e+09  \n",
       "1   1.722213e+09  \n",
       "2   1.722213e+09  \n",
       "3   1.722213e+09  \n",
       "4   1.722213e+09  \n",
       "5            NaN  \n",
       "6   1.722213e+09  \n",
       "7   1.722213e+09  \n",
       "8   1.722213e+09  \n",
       "9   1.722213e+09  \n",
       "10  1.722213e+09  \n",
       "11  1.722213e+09  \n",
       "12  1.722213e+09  \n",
       "13  1.722213e+09  \n",
       "14  1.722213e+09  \n",
       "15           NaN  \n",
       "16  1.722213e+09  \n",
       "17  1.722213e+09  \n",
       "18  1.722213e+09  \n",
       "19  1.722213e+09  \n",
       "20  1.722213e+09  \n",
       "21  1.722213e+09  \n",
       "22  1.722213e+09  \n",
       "23  1.722213e+09  \n",
       "24  1.722213e+09  \n",
       "25           NaN  \n",
       "26  1.722213e+09  \n",
       "27  1.722213e+09  \n",
       "28  1.722213e+09  \n",
       "29  1.722213e+09  \n",
       "30  1.722213e+09  \n",
       "31  1.722213e+09  \n",
       "32  1.722213e+09  \n",
       "33  1.722213e+09  \n",
       "34  1.722213e+09  \n",
       "35           NaN  \n",
       "36  1.722213e+09  \n",
       "37  1.722213e+09  \n",
       "38  1.722213e+09  \n",
       "39  1.722213e+09  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fsec = 1722213395\n",
    "move = phases[phases.start_unix <= fsec]\n",
    "display(move)\n",
    "recent_histories = [group.iloc[-1:] for _, group in self.history[self.history['end_unix'] < fsec].groupby('inter_no')] # 교차로별로 유닉스시간이 최대인 행들\n",
    "if not recent_histories:\n",
    "    rhistory = pd.DataFrame({'inter_no':[], 'end_unix':[]}) # recent history\n",
    "else:\n",
    "    rhistory = pd.concat(recent_histories)\n",
    "# display(rhistory.head())\n",
    "recent_unix = rhistory[['inter_no', 'end_unix']]\n",
    "display(recent_unix)\n",
    "move = pd.merge(move, recent_unix, how='left', on='inter_no')\n",
    "display(move)\n",
    "# move = move.rename(columns={'end_unix':'start_unix'})\n",
    "# try:\n",
    "#     movement\n",
    "# except NameError:\n",
    "#     movement = pd.DataFrame()\n",
    "# movement = pd.concat([movement, move])\n",
    "# movement = movement.drop_duplicates(['inter_no','phas_A','phas_B','start_unix'])\n",
    "# movement = movement[movement.start_unix > fsec - self.subtractor // 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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>start_unix</th>\n",
       "      <th>inter_no</th>\n",
       "      <th>phas_A</th>\n",
       "      <th>phas_B</th>\n",
       "      <th>STOS_NO</th>\n",
       "      <th>move_A</th>\n",
       "      <th>move_B</th>\n",
       "      <th>start_unix</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>437</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>438</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>442</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>443</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>444</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>455</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>456</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1722213392</td>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>437</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>438</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>442</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>443</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>444</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>455</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>456</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1722213393</td>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>437</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>438</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>442</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>443</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>444</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>455</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>456</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1722213394</td>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>437</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>438</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>442</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>443</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>444</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>455</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>456</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>457</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1722213395</td>\n",
       "      <td>458</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>1.722213e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    start_unix  inter_no  phas_A  phas_B  STOS_NO  move_A  move_B  \\\n",
       "0   1722213392       436       3       3        0       7       4   \n",
       "1   1722213392       437       4       4        0       7       4   \n",
       "2   1722213392       438       3       3        0       8       3   \n",
       "3   1722213392       442       4       4        0       7       4   \n",
       "4   1722213392       443       1       1        0       6       2   \n",
       "5   1722213392       444       3       3        0      -1      -1   \n",
       "6   1722213392       455       1       1        0       6       2   \n",
       "7   1722213392       456       4       4        0      17      -1   \n",
       "8   1722213392       457       5       5        0       7       4   \n",
       "9   1722213392       458       1       1        0       8       4   \n",
       "10  1722213393       436       3       3        0       7       4   \n",
       "11  1722213393       437       4       4        0       7       4   \n",
       "12  1722213393       438       3       3        0       8       3   \n",
       "13  1722213393       442       4       4        0       7       4   \n",
       "14  1722213393       443       1       1        0       6       2   \n",
       "15  1722213393       444       3       3        0      -1      -1   \n",
       "16  1722213393       455       1       1        0       6       2   \n",
       "17  1722213393       456       4       4        0      17      -1   \n",
       "18  1722213393       457       5       5        0       7       4   \n",
       "19  1722213393       458       1       1        0       8       4   \n",
       "20  1722213394       436       3       3        0       7       4   \n",
       "21  1722213394       437       4       4        0       7       4   \n",
       "22  1722213394       438       3       3        0       8       3   \n",
       "23  1722213394       442       4       4        0       7       4   \n",
       "24  1722213394       443       1       1        0       6       2   \n",
       "25  1722213394       444       3       3        0      -1      -1   \n",
       "26  1722213394       455       1       1        0       6       2   \n",
       "27  1722213394       456       4       4        0      17      -1   \n",
       "28  1722213394       457       5       5        0       7       4   \n",
       "29  1722213394       458       1       1        0       8       4   \n",
       "30  1722213395       436       3       3        0       7       4   \n",
       "31  1722213395       437       4       4        0       7       4   \n",
       "32  1722213395       438       3       3        0       8       3   \n",
       "33  1722213395       442       4       4        0       7       4   \n",
       "34  1722213395       443       1       1        0       6       2   \n",
       "35  1722213395       444       3       3        0      -1      -1   \n",
       "36  1722213395       455       1       1        0       6       2   \n",
       "37  1722213395       456       4       4        0      17      -1   \n",
       "38  1722213395       457       5       5        0       7       4   \n",
       "39  1722213395       458       1       1        0       8       4   \n",
       "\n",
       "      start_unix  \n",
       "0   1.722213e+09  \n",
       "1   1.722213e+09  \n",
       "2   1.722213e+09  \n",
       "3   1.722213e+09  \n",
       "4   1.722213e+09  \n",
       "5            NaN  \n",
       "6   1.722213e+09  \n",
       "7   1.722213e+09  \n",
       "8   1.722213e+09  \n",
       "9   1.722213e+09  \n",
       "10  1.722213e+09  \n",
       "11  1.722213e+09  \n",
       "12  1.722213e+09  \n",
       "13  1.722213e+09  \n",
       "14  1.722213e+09  \n",
       "15           NaN  \n",
       "16  1.722213e+09  \n",
       "17  1.722213e+09  \n",
       "18  1.722213e+09  \n",
       "19  1.722213e+09  \n",
       "20  1.722213e+09  \n",
       "21  1.722213e+09  \n",
       "22  1.722213e+09  \n",
       "23  1.722213e+09  \n",
       "24  1.722213e+09  \n",
       "25           NaN  \n",
       "26  1.722213e+09  \n",
       "27  1.722213e+09  \n",
       "28  1.722213e+09  \n",
       "29  1.722213e+09  \n",
       "30  1.722213e+09  \n",
       "31  1.722213e+09  \n",
       "32  1.722213e+09  \n",
       "33  1.722213e+09  \n",
       "34  1.722213e+09  \n",
       "35           NaN  \n",
       "36  1.722213e+09  \n",
       "37  1.722213e+09  \n",
       "38  1.722213e+09  \n",
       "39  1.722213e+09  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "ValueError",
     "evalue": "cannot reindex on an axis with duplicate labels",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[105], line 20\u001b[0m\n\u001b[0;32m     18\u001b[0m movement \u001b[38;5;241m=\u001b[39m movement\u001b[38;5;241m.\u001b[39mdrop_duplicates([\u001b[38;5;124m'\u001b[39m\u001b[38;5;124minter_no\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mphas_A\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mphas_B\u001b[39m\u001b[38;5;124m'\u001b[39m,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mstart_unix\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[0;32m     19\u001b[0m display(movement)\n\u001b[1;32m---> 20\u001b[0m movement \u001b[38;5;241m=\u001b[39m \u001b[43mmovement\u001b[49m\u001b[43m[\u001b[49m\u001b[43mmovement\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstart_unix\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m>\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mfsec\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m-\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msubtractor\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m]\u001b[49m\n",
      "File \u001b[1;32mc:\\github\\siggen\\siggen_env\\Lib\\site-packages\\pandas\\core\\frame.py:4089\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   4087\u001b[0m \u001b[38;5;66;03m# Do we have a (boolean) DataFrame?\u001b[39;00m\n\u001b[0;32m   4088\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(key, DataFrame):\n\u001b[1;32m-> 4089\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwhere\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   4091\u001b[0m \u001b[38;5;66;03m# Do we have a (boolean) 1d indexer?\u001b[39;00m\n\u001b[0;32m   4092\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m com\u001b[38;5;241m.\u001b[39mis_bool_indexer(key):\n",
      "File \u001b[1;32mc:\\github\\siggen\\siggen_env\\Lib\\site-packages\\pandas\\core\\generic.py:10984\u001b[0m, in \u001b[0;36mNDFrame.where\u001b[1;34m(self, cond, other, inplace, axis, level)\u001b[0m\n\u001b[0;32m  10977\u001b[0m             warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[0;32m  10978\u001b[0m                 _chained_assignment_warning_method_msg,\n\u001b[0;32m  10979\u001b[0m                 \u001b[38;5;167;01mFutureWarning\u001b[39;00m,\n\u001b[0;32m  10980\u001b[0m                 stacklevel\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m2\u001b[39m,\n\u001b[0;32m  10981\u001b[0m             )\n\u001b[0;32m  10983\u001b[0m other \u001b[38;5;241m=\u001b[39m common\u001b[38;5;241m.\u001b[39mapply_if_callable(other, \u001b[38;5;28mself\u001b[39m)\n\u001b[1;32m> 10984\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_where\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcond\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mother\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minplace\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mc:\\github\\siggen\\siggen_env\\Lib\\site-packages\\pandas\\core\\generic.py:10685\u001b[0m, in \u001b[0;36mNDFrame._where\u001b[1;34m(self, cond, other, inplace, axis, level, warn)\u001b[0m\n\u001b[0;32m  10682\u001b[0m     cond \u001b[38;5;241m=\u001b[39m cond\u001b[38;5;241m.\u001b[39mastype(\u001b[38;5;28mbool\u001b[39m)\n\u001b[0;32m  10684\u001b[0m cond \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39mcond \u001b[38;5;28;01mif\u001b[39;00m inplace \u001b[38;5;28;01melse\u001b[39;00m cond\n\u001b[1;32m> 10685\u001b[0m cond \u001b[38;5;241m=\u001b[39m \u001b[43mcond\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreindex\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_info_axis\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_info_axis_number\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[0;32m  10687\u001b[0m \u001b[38;5;66;03m# try to align with other\u001b[39;00m\n\u001b[0;32m  10688\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(other, NDFrame):\n\u001b[0;32m  10689\u001b[0m     \u001b[38;5;66;03m# align with me\u001b[39;00m\n",
      "File \u001b[1;32mc:\\github\\siggen\\siggen_env\\Lib\\site-packages\\pandas\\core\\frame.py:5378\u001b[0m, in \u001b[0;36mDataFrame.reindex\u001b[1;34m(self, labels, index, columns, axis, method, copy, level, fill_value, limit, tolerance)\u001b[0m\n\u001b[0;32m   5359\u001b[0m \u001b[38;5;129m@doc\u001b[39m(\n\u001b[0;32m   5360\u001b[0m     NDFrame\u001b[38;5;241m.\u001b[39mreindex,\n\u001b[0;32m   5361\u001b[0m     klass\u001b[38;5;241m=\u001b[39m_shared_doc_kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mklass\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   5376\u001b[0m     tolerance\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m   5377\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m DataFrame:\n\u001b[1;32m-> 5378\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreindex\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m   5379\u001b[0m \u001b[43m        \u001b[49m\u001b[43mlabels\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   5380\u001b[0m \u001b[43m        \u001b[49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   5381\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   5382\u001b[0m \u001b[43m        \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43maxis\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   5383\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   5384\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcopy\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcopy\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   5385\u001b[0m \u001b[43m        \u001b[49m\u001b[43mlevel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   5386\u001b[0m \u001b[43m        \u001b[49m\u001b[43mfill_value\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mfill_value\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   5387\u001b[0m \u001b[43m        \u001b[49m\u001b[43mlimit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlimit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   5388\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtolerance\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m   5389\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mc:\\github\\siggen\\siggen_env\\Lib\\site-packages\\pandas\\core\\generic.py:5610\u001b[0m, in \u001b[0;36mNDFrame.reindex\u001b[1;34m(self, labels, index, columns, axis, method, copy, level, fill_value, limit, tolerance)\u001b[0m\n\u001b[0;32m   5607\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reindex_multi(axes, copy, fill_value)\n\u001b[0;32m   5609\u001b[0m \u001b[38;5;66;03m# perform the reindex on the axes\u001b[39;00m\n\u001b[1;32m-> 5610\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_reindex_axes\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m   5611\u001b[0m \u001b[43m    \u001b[49m\u001b[43maxes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlimit\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfill_value\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\n\u001b[0;32m   5612\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreindex\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "File \u001b[1;32mc:\\github\\siggen\\siggen_env\\Lib\\site-packages\\pandas\\core\\generic.py:5633\u001b[0m, in \u001b[0;36mNDFrame._reindex_axes\u001b[1;34m(self, axes, level, limit, tolerance, method, fill_value, copy)\u001b[0m\n\u001b[0;32m   5630\u001b[0m     \u001b[38;5;28;01mcontinue\u001b[39;00m\n\u001b[0;32m   5632\u001b[0m ax \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_axis(a)\n\u001b[1;32m-> 5633\u001b[0m new_index, indexer \u001b[38;5;241m=\u001b[39m \u001b[43max\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mreindex\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m   5634\u001b[0m \u001b[43m    \u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlevel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlimit\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mlimit\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtolerance\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\n\u001b[0;32m   5635\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   5637\u001b[0m axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_axis_number(a)\n\u001b[0;32m   5638\u001b[0m obj \u001b[38;5;241m=\u001b[39m obj\u001b[38;5;241m.\u001b[39m_reindex_with_indexers(\n\u001b[0;32m   5639\u001b[0m     {axis: [new_index, indexer]},\n\u001b[0;32m   5640\u001b[0m     fill_value\u001b[38;5;241m=\u001b[39mfill_value,\n\u001b[0;32m   5641\u001b[0m     copy\u001b[38;5;241m=\u001b[39mcopy,\n\u001b[0;32m   5642\u001b[0m     allow_dups\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m   5643\u001b[0m )\n",
      "File \u001b[1;32mc:\\github\\siggen\\siggen_env\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:4429\u001b[0m, in \u001b[0;36mIndex.reindex\u001b[1;34m(self, target, method, level, limit, tolerance)\u001b[0m\n\u001b[0;32m   4426\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcannot handle a non-unique multi-index!\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m   4427\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mis_unique:\n\u001b[0;32m   4428\u001b[0m     \u001b[38;5;66;03m# GH#42568\u001b[39;00m\n\u001b[1;32m-> 4429\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcannot reindex on an axis with duplicate labels\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m   4430\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   4431\u001b[0m     indexer, _ \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_indexer_non_unique(target)\n",
      "\u001b[1;31mValueError\u001b[0m: cannot reindex on an axis with duplicate labels"
     ]
    }
   ],
   "source": [
    "for fsec in range(self.present_time - self.sim_timespan, self.present_time + 1, 5):\n",
    "    move = phases[phases.start_unix <= fsec]\n",
    "    if not len(move):\n",
    "        continue\n",
    "    recent_histories = [group.iloc[-1:] for _, group in self.history[self.history['end_unix'] < fsec].groupby('inter_no')] # 교차로별로 유닉스시간이 최대인 행들\n",
    "    if not recent_histories:\n",
    "        rhistory = pd.DataFrame({'inter_no':[], 'end_unix':[]}) # recent history\n",
    "    else:\n",
    "        rhistory = pd.concat(recent_histories)\n",
    "    recent_unix = rhistory[['inter_no', 'end_unix']]\n",
    "    move = pd.merge(move, recent_unix, how='left', on='inter_no')\n",
    "    move = move.rename(columns={'end_unix':'start_unix'})\n",
    "    try:\n",
    "        movement\n",
    "    except NameError:\n",
    "        movement = pd.DataFrame()\n",
    "    movement = pd.concat([movement, move])\n",
    "    movement = movement.drop_duplicates(['inter_no','phas_A','phas_B','start_unix'])\n",
    "    display(movement)\n",
    "    movement = movement[movement.start_unix > fsec - self.subtractor // 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'movement' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[16], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mmovement\u001b[49m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'movement' is not defined"
     ]
    }
   ],
   "source": [
    "movement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3. 이동류정보 테이블을 변환합니다.\n"
     ]
    }
   ],
   "source": [
    "self.process_movement()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[436, 437, 438, 442, 443, 455, 456, 457, 458]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self.inter_nos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'heathcliff' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[41], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mheathcliff\u001b[49m \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'heathcliff' is not defined"
     ]
    }
   ],
   "source": [
    "if heathcliff is None:\n",
    "    print('heathcliff')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>start_unix</th>\n",
       "      <th>inter_no</th>\n",
       "      <th>phas_A</th>\n",
       "      <th>phas_B</th>\n",
       "      <th>STOS_NO</th>\n",
       "      <th>move_A</th>\n",
       "      <th>move_B</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570</th>\n",
       "      <td>1.722246e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>585</th>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>586</th>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>436</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       start_unix  inter_no  phas_A  phas_B  STOS_NO  move_A  move_B\n",
       "0    1.722246e+09       436       3       3      0.0       7       4\n",
       "10   1.722246e+09       436       3       3      0.0       7       4\n",
       "20   1.722246e+09       436       3       3      0.0       7       4\n",
       "30   1.722246e+09       436       3       3      0.0       7       4\n",
       "40   1.722246e+09       436       3       3      0.0       7       4\n",
       "50   1.722246e+09       436       3       3      0.0       7       4\n",
       "60   1.722246e+09       436       3       3      0.0       7       4\n",
       "70   1.722246e+09       436       3       3      0.0       7       4\n",
       "80   1.722246e+09       436       3       3      0.0       7       4\n",
       "90   1.722246e+09       436       3       3      0.0       7       4\n",
       "100  1.722246e+09       436       3       3      0.0       7       4\n",
       "110  1.722246e+09       436       3       3      0.0       7       4\n",
       "120  1.722246e+09       436       3       3      0.0       7       4\n",
       "130  1.722246e+09       436       3       3      0.0       7       4\n",
       "140  1.722246e+09       436       4       4      0.0       6       1\n",
       "150  1.722246e+09       436       4       4      0.0       6       1\n",
       "160  1.722246e+09       436       4       4      0.0       6       1\n",
       "170  1.722246e+09       436       4       4      0.0       6       1\n",
       "180  1.722246e+09       436       4       4      0.0       6       1\n",
       "190  1.722246e+09       436       4       4      0.0       6       1\n",
       "200  1.722246e+09       436       4       4      0.0       6       1\n",
       "210  1.722246e+09       436       4       4      0.0       6       1\n",
       "220  1.722246e+09       436       4       4      0.0       6       1\n",
       "230  1.722246e+09       436       4       4      0.0       6       1\n",
       "240  1.722246e+09       436       4       4      0.0       6       1\n",
       "250  1.722246e+09       436       4       4      0.0       6       1\n",
       "260  1.722246e+09       436       4       4      0.0       6       1\n",
       "270  1.722246e+09       436       4       4      0.0       6       1\n",
       "280  1.722246e+09       436       4       4      0.0       6       1\n",
       "290  1.722246e+09       436       4       4      0.0       6       1\n",
       "300  1.722246e+09       436       4       4      0.0       6       1\n",
       "310  1.722246e+09       436       4       4      0.0       6       1\n",
       "320  1.722246e+09       436       4       4      0.0       6       1\n",
       "330  1.722246e+09       436       4       4      0.0       6       1\n",
       "340  1.722246e+09       436       4       4      0.0       6       1\n",
       "350  1.722246e+09       436       4       4      0.0       6       1\n",
       "360  1.722246e+09       436       4       4      0.0       6       1\n",
       "370  1.722246e+09       436       4       4      0.0       6       1\n",
       "380  1.722246e+09       436       4       4      0.0       6       1\n",
       "390  1.722246e+09       436       4       4      0.0       6       1\n",
       "400  1.722246e+09       436       4       4      0.0       6       1\n",
       "410  1.722246e+09       436       4       4      0.0       6       1\n",
       "420  1.722246e+09       436       4       4      0.0       6       1\n",
       "430  1.722246e+09       436       4       4      0.0       6       1\n",
       "440  1.722246e+09       436       4       4      0.0       6       1\n",
       "450  1.722246e+09       436       1       1      0.0       5       2\n",
       "460  1.722246e+09       436       1       1      0.0       5       2\n",
       "470  1.722246e+09       436       1       1      0.0       5       2\n",
       "480  1.722246e+09       436       1       1      0.0       5       2\n",
       "490  1.722246e+09       436       1       1      0.0       5       2\n",
       "500  1.722246e+09       436       1       1      0.0       5       2\n",
       "510  1.722246e+09       436       1       1      0.0       5       2\n",
       "520  1.722246e+09       436       1       1      0.0       5       2\n",
       "530  1.722246e+09       436       1       1      0.0       5       2\n",
       "540  1.722246e+09       436       1       1      0.0       5       2\n",
       "550  1.722246e+09       436       1       1      0.0       5       2\n",
       "560  1.722246e+09       436       1       1      0.0       5       2\n",
       "570  1.722246e+09       436       1       1      0.0       5       2\n",
       "585  1.722213e+09       436       1       1      NaN       5       2\n",
       "586  1.722213e+09       436       2       2      NaN       8       3"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self.movement_updated[self.movement_updated.inter_no==436][:60]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
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       "      <td>2</td>\n",
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       "      <th>9</th>\n",
       "      <td>455</td>\n",
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       "      <td>1</td>\n",
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       "      <td>2</td>\n",
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       "      <td>455</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>63</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>455</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>2</td>\n",
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       "      <td>455</td>\n",
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       "      <td>455</td>\n",
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       "      <td>455</td>\n",
       "      <td>1.722214e+09</td>\n",
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       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>63</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>455</td>\n",
       "      <td>1.722214e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722212e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722212e+09</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>456</td>\n",
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       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722212e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>456</td>\n",
       "      <td>1.722213e+09</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    inter_no    start_unix  phas_A  phas_B  move_A  move_B  duration\n",
       "0        455  1.722212e+09       1       1       6       2        63\n",
       "1        455  1.722212e+09       1       1       6       2        63\n",
       "2        455  1.722212e+09       1       1       6       2        63\n",
       "3        455  1.722212e+09       1       1       6       2        63\n",
       "4        455  1.722213e+09       1       1       6       2        62\n",
       "5        455  1.722213e+09       1       1       6       2        63\n",
       "6        455  1.722213e+09       1       1       6       2        63\n",
       "7        455  1.722213e+09       1       1       6       2        63\n",
       "8        455  1.722213e+09       1       1       6       2        63\n",
       "9        455  1.722213e+09       1       1       6       2        64\n",
       "10       455  1.722213e+09       1       1       6       2        63\n",
       "11       455  1.722213e+09       1       1       6       2        63\n",
       "12       455  1.722213e+09       1       1       6       2        63\n",
       "13       455  1.722213e+09       1       1       6       2        63\n",
       "14       455  1.722213e+09       1       1       6       2        63\n",
       "15       455  1.722213e+09       1       1       6       2        63\n",
       "16       455  1.722213e+09       1       1       6       2        63\n",
       "17       455  1.722213e+09       1       1       6       2        63\n",
       "18       455  1.722213e+09       1       1       6       2        63\n",
       "19       455  1.722214e+09       1       1       6       2        63\n",
       "20       455  1.722214e+09       1       1       6       2        63\n",
       "21       456  1.722212e+09       1       1       5       2        15\n",
       "22       456  1.722212e+09       2       2       6       2        28\n",
       "23       456  1.722212e+09       3       3       7       7        12\n",
       "24       456  1.722212e+09       4       4      17      17        35\n",
       "25       456  1.722213e+09       1       1       5       2        15\n",
       "26       456  1.722213e+09       2       2       6       2        28\n",
       "27       456  1.722213e+09       3       3       7       7        12\n",
       "28       456  1.722213e+09       4       4      17      17        35\n",
       "29       456  1.722213e+09       1       1       5       2        15\n",
       "30       456  1.722213e+09       2       2       6       2        28\n",
       "31       456  1.722213e+09       3       3       7       7        12\n",
       "32       456  1.722213e+09       4       4      17      17        35\n",
       "33       456  1.722213e+09       1       1       5       2        15\n",
       "34       456  1.722213e+09       2       2       6       2        28\n",
       "35       456  1.722213e+09       3       3       7       7        12\n",
       "36       456  1.722213e+09       4       4      17      17        35\n",
       "37       456  1.722213e+09       1       1       5       2        15\n",
       "38       456  1.722213e+09       2       2       6       2        28\n",
       "39       456  1.722213e+09       3       3       7       7        12\n",
       "40       456  1.722213e+09       4       4      17      17        35\n",
       "41       456  1.722213e+09       1       1       5       2        15\n",
       "42       456  1.722213e+09       2       2       6       2        28\n",
       "43       456  1.722213e+09       3       3       7       7        12\n",
       "44       456  1.722213e+09       4       4      17      17        35\n",
       "45       456  1.722213e+09       1       1       5       2        15\n",
       "46       456  1.722213e+09       2       2       6       2        28\n",
       "47       456  1.722213e+09       3       3       7       7        12\n",
       "48       456  1.722213e+09       4       4      17      17        35\n",
       "49       456  1.722213e+09       1       1       5       2        15\n",
       "50       456  1.722213e+09       2       2       6       2        28\n",
       "51       456  1.722213e+09       3       3       7       7        12\n",
       "52       456  1.722213e+09       4       4      17      17        35\n",
       "53       456  1.722213e+09       1       1       5       2        15\n",
       "54       456  1.722213e+09       2       2       6       2        28\n",
       "55       456  1.722213e+09       3       3       7       7        12\n",
       "56       456  1.722213e+09       4       4      17      17        35\n",
       "57       456  1.722213e+09       1       1       5       2        15\n",
       "58       456  1.722213e+09       2       2       6       2        28\n",
       "59       456  1.722213e+09       3       3       7       7        12"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self.merge_dfs()\n",
    "self.movedur[:60]"
   ]
  }
 ],
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