gpsProbeMatching.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GPS Probe mapping for a single file input <gps_csv>\n",
    "### For working with __many__ input file use gpsProbeMatching_4m_folder.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "import sys\n",
    "sys.path.append('py/') \n",
    "\n",
    "from functions import initialize, get_points_within_target_region, df2gdf, plot_map\n",
    "from preprocess import preprocess_data\n",
    "from map_matching import map_match_csv2gpx, map_match_csv2gpx_multithread\n",
    "from generate_route_by_pyroutelib import generate_osm_routes_main\n",
    "from config import max_threads\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Initialize system:\n",
    "- remove old data\n",
    "- create necessary directories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "initialize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Remove input points outside of target boundary\n",
    "\n",
    "- ananymize ap_id column\n",
    "- clip points within boundary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#gps_csv = 'raw_data/PHL_20000.csv'\n",
    "#gps_csv = 'raw_data/PHL_10000.csv'\n",
    "#gps_csv = 'raw_data/PHL_20190703_anonymized.csv'\n",
    "gps_csv = '/mnt/lv/bidur/PHL_raw_data/small_20190209.csv'\n",
    "gdf_probe_clipped, gdf_target = get_points_within_target_region (gps_csv, anonymize=False, display_plot = True)\n",
    "#gdf_probe_clipped.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Preprocess input points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>ap_id</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4165</td>\n",
       "      <td>2019-02-09 13:49:30</td>\n",
       "      <td>7.047925</td>\n",
       "      <td>125.56227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4165</td>\n",
       "      <td>2019-02-09 14:19:30</td>\n",
       "      <td>7.047925</td>\n",
       "      <td>125.56227</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  ap_id            timestamp  latitude  longitude\n",
       "0  4165  2019-02-09 13:49:30  7.047925  125.56227\n",
       "1  4165  2019-02-09 14:19:30  7.047925  125.56227"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 1. cleaning data & applying sampling\n",
    "df_sample = preprocess_data()\n",
    "df_sample.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#df_sample.drop_duplicates(['ap_id'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## apply thread"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### map matching with osm roads using graphhopper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "completed:  java -jar matching-web/target/graphhopper-map-matching-web-1.0-SNAPSHOT.jar import map-data/philippines-latest.osm.pbf\n",
      "<< multithreaded_process() -> START 2020-11-19 00:29:38.216162\n",
      "Very Few Data (<5 points) in <<  12  csv file prepared and saved in  /mnt/lv/bidur/PHL_raw_data/map_match_gps_data/input/csv/0\n",
      "  >> ap_ids\n",
      "1  csv file prepared and saved in  /mnt/lv/bidur/PHL_raw_data/map_match_gps_data/input/csv/1\n",
      "< apply_map_matching_multithread() >\n",
      "Current Working Directory < apply_map_matching_multithread() > \n",
      "/mnt/lv/bidur/PHL_raw_data/map_match_gps_data/map-matching-master\n",
      "GPX_DIR:  /mnt/lv/bidur/PHL_raw_data/map_match_gps_data/map-matching-master/matching-web/src/test/resources/target/1\n",
      "Current Working Directory  /mnt/lv/bidur/PHL_raw_data/map_match_gps_data/map-matching-master\n",
      "GPX_DIR:  /mnt/lv/bidur/PHL_raw_data/map_match_gps_data/map-matching-master/matching-web/src/test/resources/target/0\n",
      "\n",
      " Thread #0 completed:  java -jar matching-web/target/graphhopper-map-matching-web-1.0-SNAPSHOT.jar match /mnt/lv/bidur/PHL_raw_data/map_match_gps_data/map-matching-master/matching-web/src/test/resources/target/0/*.gpx\n",
      "\n",
      "convert_resgpx2csv -> /mnt/lv/bidur/PHL_raw_data/map_match_gps_data/output/res_csv/0\n",
      "Matched gpx -> /mnt/lv/bidur/PHL_raw_data/map_match_gps_data/map-matching-master/matching-web/src/test/resources/target/0/*.res.gpx\n",
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      " Thread #1 completed:  java -jar matching-web/target/graphhopper-map-matching-web-1.0-SNAPSHOT.jar match /mnt/lv/bidur/PHL_raw_data/map_match_gps_data/map-matching-master/matching-web/src/test/resources/target/1/*.gpx\n",
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       "      <td>POINT (121.04300 14.49184)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>68</td>\n",
       "      <td>1374</td>\n",
       "      <td>14.490253</td>\n",
       "      <td>121.043872</td>\n",
       "      <td></td>\n",
       "      <td>POINT (121.04387 14.49025)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id ap_id   latitude   longitude            timestamp  \\\n",
       "64  64  1374  14.501679  121.037679  2019-02-09 04:19:30   \n",
       "65  65  1374  14.498032  121.039641                        \n",
       "66  66  1374  14.493197  121.042284                        \n",
       "67  67  1374  14.491836  121.042996                        \n",
       "68  68  1374  14.490253  121.043872                        \n",
       "\n",
       "                      geometry  \n",
       "64  POINT (121.03768 14.50168)  \n",
       "65  POINT (121.03964 14.49803)  \n",
       "66  POINT (121.04228 14.49320)  \n",
       "67  POINT (121.04300 14.49184)  \n",
       "68  POINT (121.04387 14.49025)  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pts3\n",
      "MULTIPOINT (121.037679 14.501679, 121.039641 14.498032, 121.042284 14.493197, 121.042996 14.491836, 121.043872 14.490253, 121.044276 14.489332, 121.044393 14.488958, 121.044705 14.488093, 121.04491 14.487193, 121.04503 14.486468, 121.045114 14.485417, 121.045124 14.458012, 121.045134 14.484023, 121.045181 14.462922, 121.045185 14.470321, 121.045214 14.45914, 121.045215 14.460391)\n",
      "pt_ref\n",
      "POINT (121.025268666667 14.444934)\n",
      "id_done 80\n",
      "POINT (121.021269666667 14.4337046666667)\n"
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      ],
      "text/plain": [
       "   id ap_id   latitude   longitude            timestamp  \\\n",
       "0   0  1374  14.562716  120.995364  2019-02-09 03:59:30   \n",
       "1   1  1374  14.562902  120.995809                        \n",
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       "3   3  1374  14.563693  120.997569                        \n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id ap_id   latitude   longitude            timestamp  \\\n",
       "80  80  1374  14.458012  121.045124  2019-02-09 04:24:30   \n",
       "81  81  1374  14.456852  121.045071                        \n",
       "82  82  1374  14.455606  121.045080                        \n",
       "83  83  1374  14.455497  121.045068                        \n",
       "84  84  1374  14.455405  121.045040                        \n",
       "\n",
       "                      geometry  \n",
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       "84  POINT (121.04504 14.45541)  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pts3\n",
      "MULTIPOINT (121.041019 14.455116, 121.041321 14.455004, 121.042821 14.454578, 121.043062 14.454557, 121.043264 14.454592, 121.043585 14.454715, 121.043876 14.454879, 121.044106 14.454966, 121.044483 14.455054, 121.044779 14.455159, 121.044899 14.455222, 121.044969 14.455296, 121.04504 14.455405, 121.045068 14.455497, 121.045071 14.456852, 121.04508 14.455606, 121.045124 14.458012)\n",
      "pt_ref\n",
      "POINT (121.021269666667 14.4337046666667)\n",
      "Thread operation  complete\n",
      "\n",
      "\n",
      " Map Matching and route generation completed\n",
      "/mnt/lv/bidur/PHL_raw_data/map_match_gps_data/output/5_final_csv_4_mobmap.csv\n",
      "<< multithreaded_process() -> END 2020-11-19 00:29:44.241291\n"
     ]
    }
   ],
   "source": [
    "# map matching\n",
    "#df_mapped_route = map_match_csv2gpx(df_sample)\n",
    "df_mapped_route = None \n",
    "if max_threads > 1:\n",
    "    df_mapped_route = map_match_csv2gpx_multithread(df_sample)\n",
    "else:\n",
    "    df_mapped_route = map_match_csv2gpx(df_sample)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gdf_mapped = df2gdf(df_mapped_route)\n",
    "plot_map(gdf_mapped, gdf_target, \"Final GPS Probe\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#generate_osm_routes_main( )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}