osm-sumo-heremap comparision.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import requests, json\n",
    "import numpy as np\n",
    "import folium\n",
    "import re\n",
    "import json\n",
    "import datetime\n",
    "import xml.etree.ElementTree as Xml\n",
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "hermap_filename = 'data_comparision/heremap_road_points.json'\n",
    "sumo_filename = 'data_comparision/sumo_road_points.json'\n",
    "\n",
    "with open(hermap_filename) as f:\n",
    "    heremap_json = json.load(f)\n",
    "    \n",
    "with open(sumo_filename) as f:\n",
    "    sumo_json = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "correction_offset = [0.00001, -0.00007]  # self.get_correction_offset(sumo_road_points, heremap_road_points)\n",
    "\n",
    "offsetted_sumo_road_points = copy.deepcopy(sumo_json)\n",
    "for k in offsetted_sumo_road_points.values():\n",
    "    for l in k:\n",
    "        l[0] += correction_offset[0]\n",
    "        l[1] += correction_offset[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "osm=folium.Map(location=[12.96984,77.74992],zoom_start=20)\n",
    "\n",
    "for road_name, list_points in offsetted_sumo_road_points.items():\n",
    "    folium.PolyLine(locations=list_points,opacity=0.75,weight=4).add_to(osm)\n",
    "    \n",
    "for road_name, list_points in heremap_json.items():\n",
    "    folium.PolyLine(locations=list_points,color = 'red', opacity=0.75,weight=4).add_to(osm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS = false; L_NO_TOUCH = false; L_DISABLE_3D = false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.js"></script>
    <script src="https://ajax.googleapis.com/ajax/libs/jquery/1.11.1/jquery.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.2.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawgit.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <style> #map_a781e2312f514b5dbc779b9e0af96a0e {
                position : relative;
                width : 100.0%;
                height: 100.0%;
                left: 0.0%;
                top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_a781e2312f514b5dbc779b9e0af96a0e" ></div>
        
</body>
<script>    
    

            
                var bounds = null;
            

            var map_a781e2312f514b5dbc779b9e0af96a0e = L.map(
                                  'map_a781e2312f514b5dbc779b9e0af96a0e',
                                  {center: [12.96984,77.74992],
                                  zoom: 20,
                                  maxBounds: bounds,
                                  layers: [],
                                  worldCopyJump: false,
                                  crs: L.CRS.EPSG3857
                                 });
            
        
    
            var tile_layer_57c06bd648894c629786d449af01f5e9 = L.tileLayer(
                'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png',
                {
  "attribution": null,
  "detectRetina": false,
  "maxZoom": 18,
  "minZoom": 1,
  "noWrap": false,
  "subdomains": "abc"
}
                ).addTo(map_a781e2312f514b5dbc779b9e0af96a0e);
        
    
                var poly_line_49fda07623184f64ab873fc34073a63d = L.polyline(
                    [[12.9836, 77.75372], [12.98372, 77.75277000000001], [12.983749999999999, 77.75261], [12.98374, 77.75259000000001], [12.98374, 77.75256]],
                    {
  "bubblingMouseEvents": true,
  "color": "#3388ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "#3388ff",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 0.75,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 4
}).addTo(map_a781e2312f514b5dbc779b9e0af96a0e);
            
    
                var poly_line_fdb1921f5dfc4c6a8ae3a5d6b5fe8031 = L.polyline(
                    [[12.98268, 77.75214000000001], [12.98289, 77.75218000000001], [12.982999999999999, 77.75221], [12.98345, 77.75233], [12.98364, 77.75238], [12.983699999999999, 77.75239]],
                    {
  "bubblingMouseEvents": true,
  "color": "#3388ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "#3388ff",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 0.75,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 4
}).addTo(map_a781e2312f514b5dbc779b9e0af96a0e);
            
    
                var poly_line_9385714f67da4c2999158fb5a6018e00 = L.polyline(
                    [[12.98499, 77.75302], [12.98411, 77.75265], [12.98388, 77.75255], [12.983839999999999, 77.75252]],
                    {
  "bubblingMouseEvents": true,
  "color": "#3388ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "#3388ff",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 0.75,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 4
}).addTo(map_a781e2312f514b5dbc779b9e0af96a0e);
            
    
                var poly_line_5af303cd3dc6414997c71738af8f0766 = L.polyline(
                    [[12.98391, 77.75206], [12.98383, 77.7523], [12.98382, 77.75238]],
                    {
  "bubblingMouseEvents": true,
  "color": "#3388ff",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "#3388ff",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 0.75,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 4
}).addTo(map_a781e2312f514b5dbc779b9e0af96a0e);
            
    
                var poly_line_3cb2218aabef423dafb0bc25fd89959d = L.polyline(
                    [[12.98527, 77.75312], [12.98431, 77.75274], [12.9838, 77.75254], [12.98372, 77.7525], [12.98334, 77.75239], [12.98278, 77.75225], [12.98262, 77.75222], [12.98241, 77.75219]],
                    {
  "bubblingMouseEvents": true,
  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "red",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 0.75,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 4
}).addTo(map_a781e2312f514b5dbc779b9e0af96a0e);
            
    
                var poly_line_46ba1df4666546faa22801252986c1ec = L.polyline(
                    [[12.98425, 77.75109], [12.98416, 77.75134], [12.98406, 77.75164], [12.98395, 77.75197], [12.98381, 77.75245], [12.9838, 77.75254]],
                    {
  "bubblingMouseEvents": true,
  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "red",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 0.75,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 4
}).addTo(map_a781e2312f514b5dbc779b9e0af96a0e);
            
    
                var poly_line_cee0be783c6643e2a76d7c2898f41a6f = L.polyline(
                    [[12.9838, 77.75254], [12.98376, 77.75291], [12.9837, 77.7535], [12.98364, 77.75391], [12.9836, 77.7542], [12.98352, 77.75432]],
                    {
  "bubblingMouseEvents": true,
  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "red",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 0.75,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 4
}).addTo(map_a781e2312f514b5dbc779b9e0af96a0e);
            
    
                var poly_line_9534077e486742f08f11021449d00fa1 = L.polyline(
                    [[12.98352, 77.75432], [12.9835, 77.75417], [12.98354, 77.75398], [12.98359, 77.75369], [12.98365, 77.75314], [12.98372, 77.7525], [12.98373, 77.75242]],
                    {
  "bubblingMouseEvents": true,
  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "red",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 0.75,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 4
}).addTo(map_a781e2312f514b5dbc779b9e0af96a0e);
            
    
                var poly_line_7512f200a4c647dcbdf2f3bb0acd38df = L.polyline(
                    [[12.98373, 77.75242], [12.98389, 77.75194], [12.98399, 77.75161], [12.9841, 77.75131], [12.98418, 77.75106]],
                    {
  "bubblingMouseEvents": true,
  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "red",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 0.75,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 4
}).addTo(map_a781e2312f514b5dbc779b9e0af96a0e);
            
    
                var poly_line_b8031f13b4284465ade2eaa3e6729a91 = L.polyline(
                    [[12.98244, 77.75208], [12.98265, 77.75211], [12.9828, 77.75214], [12.98292, 77.75217], [12.98301, 77.75219], [12.98333, 77.7523], [12.98373, 77.75242], [12.98381, 77.75245], [12.98435, 77.75266], [12.98531, 77.75302]],
                    {
  "bubblingMouseEvents": true,
  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "red",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 0.75,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 4
}).addTo(map_a781e2312f514b5dbc779b9e0af96a0e);
            
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f2ef1b583c8>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "        \n",
    "osm"
   ]
  },
  {
   "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": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}