notebooks/gedi_l4a_access_hyrax.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fd8fcadf",
   "metadata": {},
   "source": [
    "# Accessing GEDI L4A Dataset with NASA OPeNDAP in the Cloud\n",
    "\n",
    "## Overview\n",
    "The **Global Ecosystem Dynamics Investigation (GEDI) L4A Footprint Level Aboveground Biomass Density (AGBD)**{cite}`dubayah2022` dataset provides predictions of the aboveground biomass density (AGBD; in Mg/ha) and estimates of the prediction standard error within each sampled geolocated GEDI footprint. GEDI L4A dataset is available for the period starting 2019-04-17 and covers 52 N to 52 S latitudes. GEDI L4A data files are natively in HDF5 format.\n",
    "\n",
    "This tutorial will demonstrate how to directly access and subset the GEDI L4A dataset using [NASA OPeNDAP Hyrax](https://opendap.earthdata.nasa.gov/). Hyrax allows direct access to selected variables for the dataset within the spatial-temporal bounds without having to download the whole data files. We will compute the distribution of carbon stocks or AGBD for a protected area using the GEDI L4A dataset.\n",
    "\n",
    "```{admonition} Learning Objectives\n",
    "- Use [NASA OPeNDAP Hyrax](https://opendap.earthdata.nasa.gov/) to retrieve the GEDI L4A dataset. Hyrax allows direct access to selected variables for the dataset within the spatial-temporal bounds without having to download the whole data file.\n",
    "- Compute distributions of AGBD across various plant functional types (PFTs) in a study area.\n",
    "```\n",
    "\n",
    "## Requirements\n",
    "Additional prerequisites are provided [here](https://ornldaac.github.io/gedi_tutorials/prerequisites). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e2479eef",
   "metadata": {},
   "outputs": [],
   "source": [
    "import earthaccess\n",
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import netCDF4 as nc\n",
    "from matplotlib import pyplot as plt\n",
    "from shapely.ops import orient\n",
    "from requests.adapters import HTTPAdapter, Retry\n",
    "from pqdm.threads import pqdm\n",
    "import seaborn as sns\n",
    "sns.set(style='whitegrid')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3cdb0150",
   "metadata": {},
   "source": [
    "Access to NASA OPeNDAP requires NASA Earthdata authentication. We recommend authenticating your Earthdata Login (EDL) information using the earthaccess python library as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "30e98b52",
   "metadata": {},
   "outputs": [],
   "source": [
    "# works if the EDL login already been persisted to a netrc\n",
    "try:\n",
    "    auth = earthaccess.login(strategy=\"netrc\")\n",
    "except FileNotFoundError:\n",
    "    # ask for EDL credentials and persist them in a .netrc file\n",
    "    auth = earthaccess.login(strategy=\"interactive\", persist=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fadc1ba",
   "metadata": {},
   "source": [
    "## 1. Search GEDI L4A granules\n",
    "First, we will search for granules that overlay our area of interest. We will then access the location and science variables for the GEDI shots using OPeNDAP.\n",
    "\n",
    "For this tutorial, we will use the boundary of [Annapurna Conservation Area (ACA)](https://en.wikipedia.org/wiki/Annapurna_Conservation_Area), the largest protected area of Nepal, to search for the overlapping GEDI L4A granules. The boundary polygon is available as a GeoJSON file at `polygons/aca.json`. Let's plot the boundary polygon of the ACA over a basemap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8f148b29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;html&gt;\n",
       "&lt;head&gt;\n",
       "    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-3.7.1.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap-glyphicons.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_c328c920f8c53842c87783fb6840fa7d {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "                .leaflet-container { font-size: 1rem; }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "    \n",
       "                    &lt;style&gt;\n",
       "                        .foliumtooltip {\n",
       "                            \n",
       "                        }\n",
       "                       .foliumtooltip table{\n",
       "                            margin: auto;\n",
       "                        }\n",
       "                        .foliumtooltip tr{\n",
       "                            text-align: left;\n",
       "                        }\n",
       "                        .foliumtooltip th{\n",
       "                            padding: 2px; padding-right: 8px;\n",
       "                        }\n",
       "                    &lt;/style&gt;\n",
       "            \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_c328c920f8c53842c87783fb6840fa7d&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_c328c920f8c53842c87783fb6840fa7d = L.map(\n",
       "                &quot;map_c328c920f8c53842c87783fb6840fa7d&quot;,\n",
       "                {\n",
       "                    center: [28.782600000000002, 83.97425],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 10,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "            L.control.scale().addTo(map_c328c920f8c53842c87783fb6840fa7d);\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_786b56090a492f16fc79153a7ce08fbe = L.tileLayer(\n",
       "                &quot;https://tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;https://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 19, &quot;maxZoom&quot;: 19, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            tile_layer_786b56090a492f16fc79153a7ce08fbe.addTo(map_c328c920f8c53842c87783fb6840fa7d);\n",
       "        \n",
       "    \n",
       "            map_c328c920f8c53842c87783fb6840fa7d.fitBounds(\n",
       "                [[28.2333, 83.4795], [29.3319, 84.469]],\n",
       "                {}\n",
       "            );\n",
       "        \n",
       "    \n",
       "        function geo_json_fd7e5a4d325c02574041df8c03741d76_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;red&quot;, &quot;fillColor&quot;: &quot;red&quot;, &quot;fillOpacity&quot;: 0.5, &quot;weight&quot;: 2};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_fd7e5a4d325c02574041df8c03741d76_highlighter(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;fillOpacity&quot;: 0.75};\n",
       "            }\n",
       "        }\n",
       "        function geo_json_fd7e5a4d325c02574041df8c03741d76_pointToLayer(feature, latlng) {\n",
       "            var opts = {&quot;bubblingMouseEvents&quot;: true, &quot;color&quot;: &quot;#3388ff&quot;, &quot;dashArray&quot;: null, &quot;dashOffset&quot;: null, &quot;fill&quot;: true, &quot;fillColor&quot;: &quot;#3388ff&quot;, &quot;fillOpacity&quot;: 0.2, &quot;fillRule&quot;: &quot;evenodd&quot;, &quot;lineCap&quot;: &quot;round&quot;, &quot;lineJoin&quot;: &quot;round&quot;, &quot;opacity&quot;: 1.0, &quot;radius&quot;: 2, &quot;stroke&quot;: true, &quot;weight&quot;: 3};\n",
       "            \n",
       "            let style = geo_json_fd7e5a4d325c02574041df8c03741d76_styler(feature)\n",
       "            Object.assign(opts, style)\n",
       "            \n",
       "            return new L.CircleMarker(latlng, opts)\n",
       "        }\n",
       "\n",
       "        function geo_json_fd7e5a4d325c02574041df8c03741d76_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "                mouseout: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                            geo_json_fd7e5a4d325c02574041df8c03741d76.resetStyle(e.target);\n",
       "                    }\n",
       "                },\n",
       "                mouseover: function(e) {\n",
       "                    if(typeof e.target.setStyle === &quot;function&quot;){\n",
       "                        const highlightStyle = geo_json_fd7e5a4d325c02574041df8c03741d76_highlighter(e.target.feature)\n",
       "                        e.target.setStyle(highlightStyle);\n",
       "                    }\n",
       "                },\n",
       "            });\n",
       "        };\n",
       "        var geo_json_fd7e5a4d325c02574041df8c03741d76 = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_fd7e5a4d325c02574041df8c03741d76_onEachFeature,\n",
       "            \n",
       "                style: geo_json_fd7e5a4d325c02574041df8c03741d76_styler,\n",
       "                pointToLayer: geo_json_fd7e5a4d325c02574041df8c03741d76_pointToLayer,\n",
       "                alpha: 0.3,\n",
       "        });\n",
       "\n",
       "        function geo_json_fd7e5a4d325c02574041df8c03741d76_add (data) {\n",
       "            geo_json_fd7e5a4d325c02574041df8c03741d76\n",
       "                .addData(data);\n",
       "        }\n",
       "            geo_json_fd7e5a4d325c02574041df8c03741d76_add({&quot;bbox&quot;: [83.4795, 28.2333, 84.469, 29.3319], &quot;features&quot;: [{&quot;bbox&quot;: [83.4795, 28.2333, 84.469, 29.3319], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[[84.3741, 28.4545], [84.3746, 28.4539], [84.3747, 28.4531], [84.3745, 28.4519], [84.3745, 28.4511], [84.3749, 28.45], [84.3752, 28.4493], [84.3752, 28.4493], [84.3752, 28.4493], [84.3762, 28.4481], [84.3767, 28.4476], [84.3773, 28.4467], [84.3777, 28.4457], [84.3785, 28.4449], [84.3798, 28.4441], [84.3798, 28.4441], [84.3806, 28.4435], [84.3818, 28.443], [84.3818, 28.4429], [84.3849, 28.4412], [84.3913, 28.4373], [84.3913, 28.4373], [84.3918, 28.4368], [84.3919, 28.4367], [84.3961, 28.4321], [84.3961, 28.4321], [84.3963, 28.4315], [84.3962, 28.431], [84.3969, 28.4288], [84.3976, 28.4283], [84.3987, 28.4268], [84.3993, 28.4258], [84.3993, 28.4258], [84.4042, 28.421], [84.4042, 28.421], [84.4043, 28.4202], [84.4046, 28.4198], [84.4052, 28.4195], [84.4081, 28.4154], [84.4078, 28.4125], [84.4075, 28.4121], [84.4073, 28.4112], [84.4073, 28.4107], [84.4075, 28.4099], [84.4075, 28.4099], [84.4094, 28.4037], [84.409, 28.4025], [84.4084, 28.4018], [84.4076, 28.4008], [84.4075, 28.4001], [84.4073, 28.3988], [84.4073, 28.3974], [84.4073, 28.3974], [84.4063, 28.3954], [84.4061, 28.3951], [84.4057, 28.3942], [84.4045, 28.3918], [84.404, 28.3916], [84.4037, 28.3912], [84.4033, 28.3907], [84.4029, 28.3899], [84.4026, 28.3889], [84.4025, 28.3876], [84.4025, 28.3876], [84.4025, 28.3875], [84.4021, 28.3862], [84.4021, 28.3861], [84.4016, 28.3852], [84.4016, 28.3843], [84.4015, 28.3836], [84.4014, 28.3829], [84.4014, 28.3829], [84.4014, 28.3829], [84.4012, 28.3822], [84.4013, 28.3812], [84.4016, 28.3801], [84.4023, 28.378], [84.4025, 28.3775], [84.4027, 28.3767], [84.4027, 28.3767], [84.4029, 28.376], [84.4029, 28.3755], [84.4027, 28.3747], [84.4029, 28.3736], [84.4035, 28.3722], [84.4041, 28.3711], [84.4041, 28.3711], [84.4043, 28.3704], [84.4042, 28.3699], [84.4043, 28.3692], [84.4047, 28.3686], [84.4048, 28.3681], [84.405, 28.3673], [84.4039, 28.365], [84.4039, 28.365], [84.4038, 28.3647], [84.4036, 28.3643], [84.4036, 28.3643], [84.4034, 28.3636], [84.4034, 28.3633], [84.4034, 28.3623], [84.4036, 28.3617], [84.4039, 28.3609], [84.404, 28.3605], [84.404, 28.3605], [84.4037, 28.3584], [84.4037, 28.3584], [84.4033, 28.3575], [84.4034, 28.3568], [84.4034, 28.3568], [84.4043, 28.3531], [84.4028, 28.3511], [84.4026, 28.351], [84.4025, 28.3508], [84.4025, 28.3508], [84.4011, 28.3495], [84.4008, 28.3494], [84.4005, 28.349], [84.4005, 28.349], [84.3985, 28.3457], [84.3985, 28.3457], [84.398, 28.345], [84.3979, 28.344], [84.3976, 28.3429], [84.3975, 28.3427], [84.3974, 28.3421], [84.3974, 28.3416], [84.3974, 28.3416], [84.397, 28.3399], [84.3969, 28.3397], [84.3968, 28.3394], [84.3968, 28.3394], [84.3987, 28.3367], [84.3987, 28.3367], [84.3985, 28.3355], [84.3984, 28.3345], [84.3985, 28.3337], [84.3987, 28.3332], [84.3992, 28.3326], [84.3998, 28.3314], [84.3998, 28.3314], [84.3996, 28.3298], [84.3993, 28.3285], [84.3991, 28.3277], [84.3993, 28.327], [84.3993, 28.3268], [84.3993, 28.3268], [84.3993, 28.3268], [84.3996, 28.3259], [84.3997, 28.3256], [84.4002, 28.3241], [84.4006, 28.323], [84.401, 28.3217], [84.4013, 28.3209], [84.4013, 28.3209], [84.4003, 28.3133], [84.398, 28.3108], [84.3976, 28.3106], [84.3972, 28.3098], [84.3972, 28.3098], [84.3939, 28.3067], [84.3939, 28.3067], [84.393, 28.3058], [84.393, 28.3058], [84.3903, 28.3038], [84.3895, 28.3038], [84.3887, 28.3036], [84.3883, 28.3033], [84.3874, 28.3027], [84.3868, 28.3024], [84.3863, 28.3021], [84.3863, 28.3021], [84.3863, 28.3021], [84.3861, 28.3016], [84.3861, 28.3013], [84.3853, 28.2988], [84.3853, 28.2988], [84.3846, 28.2986], [84.3832, 28.2986], [84.3832, 28.2986], [84.3824, 28.2986], [84.3817, 28.2981], [84.3813, 28.2975], [84.3813, 28.2975], [84.3806, 28.2967], [84.3803, 28.2963], [84.3794, 28.2957], [84.3788, 28.2949], [84.3785, 28.2942], [84.3784, 28.2937], [84.3784, 28.2937], [84.3775, 28.2933], [84.3768, 28.2932], [84.3753, 28.2929], [84.3743, 28.2921], [84.3735, 28.2917], [84.3735, 28.2917], [84.373, 28.2916], [84.3722, 28.2917], [84.3689, 28.2916], [84.3679, 28.2914], [84.3671, 28.2909], [84.3657, 28.2901], [84.3657, 28.2901], [84.3657, 28.2901], [84.3644, 28.2891], [84.3641, 28.2887], [84.3641, 28.2886], [84.364, 28.2884], [84.3639, 28.288], [84.3637, 28.2876], [84.3637, 28.2876], [84.3633, 28.2873], [84.3628, 28.2871], [84.3623, 28.2868], [84.3619, 28.2866], [84.3616, 28.2862], [84.3614, 28.2859], [84.3614, 28.2859], [84.3614, 28.2858], [84.3614, 28.2851], [84.3616, 28.2846], [84.3619, 28.2839], [84.3621, 28.2837], [84.3623, 28.2832], [84.3607, 28.2807], [84.3607, 28.2807], [84.3606, 28.2803], [84.3604, 28.2798], [84.3605, 28.2793], [84.3606, 28.2786], [84.3607, 28.278], [84.3607, 28.2778], [84.3607, 28.2778], [84.3621, 28.2736], [84.3585, 28.2708], [84.3483, 28.2701], [84.3479, 28.2702], [84.3452, 28.2702], [84.3436, 28.2698], [84.3436, 28.2698], [84.3429, 28.2694], [84.3414, 28.2692], [84.337, 28.2691], [84.3315, 28.2694], [84.3287, 28.2702], [84.3249, 28.2706], [84.3236, 28.2712], [84.3188, 28.2717], [84.3151, 28.273], [84.3127, 28.2738], [84.3114, 28.2744], [84.3105, 28.2759], [84.31, 28.2782], [84.3093, 28.2779], [84.3092, 28.2759], [84.3054, 28.275], [84.2994, 28.2728], [84.2947, 28.2699], [84.2928, 28.2681], [84.291, 28.2668], [84.2883, 28.2646], [84.2878, 28.2632], [84.2861, 28.2609], [84.2827, 28.256], [84.2816, 28.2573], [84.281, 28.2609], [84.2803, 28.2622], [84.2796, 28.2619], [84.2782, 28.2612], [84.2776, 28.2591], [84.2763, 28.2575], [84.2747, 28.2557], [84.273, 28.2561], [84.2714, 28.2552], [84.2668, 28.2546], [84.2629, 28.2539], [84.2579, 28.2539], [84.2542, 28.2552], [84.251, 28.2576], [84.2473, 28.2595], [84.2444, 28.2597], [84.2399, 28.2581], [84.2357, 28.2567], [84.2343, 28.256], [84.2319, 28.2567], [84.229, 28.2573], [84.2261, 28.258], [84.2236, 28.2577], [84.2211, 28.2574], [84.2196, 28.2584], [84.2157, 28.2592], [84.2135, 28.2599], [84.2124, 28.2588], [84.2123, 28.2592], [84.212, 28.2609], [84.2114, 28.261], [84.2108, 28.2608], [84.2091, 28.2608], [84.2072, 28.2599], [84.2055, 28.2623], [84.2023, 28.2634], [84.1991, 28.2634], [84.196, 28.262], [84.1917, 28.2612], [84.1883, 28.2605], [84.1845, 28.2588], [84.1824, 28.2568], [84.1805, 28.2549], [84.1789, 28.2532], [84.1766, 28.2518], [84.1766, 28.2516], [84.1782, 28.2508], [84.1781, 28.2508], [84.1793, 28.2505], [84.1801, 28.2493], [84.1815, 28.2485], [84.1819, 28.2471], [84.1823, 28.2463], [84.1823, 28.2458], [84.1819, 28.2452], [84.1819, 28.2439], [84.1817, 28.2436], [84.181, 28.2433], [84.181, 28.243], [84.1824, 28.2423], [84.1835, 28.2417], [84.1838, 28.2413], [84.1839, 28.24], [84.1836, 28.2391], [84.1836, 28.2382], [84.184, 28.2373], [84.184, 28.237], [84.1832, 28.237], [84.1818, 28.2361], [84.1806, 28.236], [84.1797, 28.2359], [84.1792, 28.2362], [84.1778, 28.2362], [84.1758, 28.2355], [84.1749, 28.2357], [84.1744, 28.2356], [84.1742, 28.235], [84.1723, 28.2337], [84.1715, 28.2336], [84.1711, 28.2333], [84.1704, 28.2334], [84.1703, 28.2343], [84.169, 28.2359], [84.1688, 28.2367], [84.1686, 28.2372], [84.1681, 28.2376], [84.1678, 28.2382], [84.1673, 28.2385], [84.1666, 28.2389], [84.1663, 28.2388], [84.1659, 28.2386], [84.1656, 28.2387], [84.1651, 28.2395], [84.1641, 28.2402], [84.1637, 28.2403], [84.1633, 28.2411], [84.1631, 28.2414], [84.1621, 28.2417], [84.1608, 28.2423], [84.1595, 28.2429], [84.1583, 28.2431], [84.1572, 28.2431], [84.1569, 28.2427], [84.1561, 28.2444], [84.1557, 28.2446], [84.1552, 28.2448], [84.155, 28.245], [84.155, 28.2455], [84.1545, 28.2461], [84.1525, 28.25], [84.1512, 28.2522], [84.1493, 28.2545], [84.1459, 28.2553], [84.1421, 28.2542], [84.1406, 28.2553], [84.1412, 28.2576], [84.141, 28.2576], [84.14, 28.2572], [84.1378, 28.256], [84.1355, 28.2539], [84.133, 28.2529], [84.1322, 28.2515], [84.1305, 28.2518], [84.1292, 28.2528], [84.1283, 28.252], [84.126, 28.2517], [84.1255, 28.2506], [84.125, 28.2494], [84.1245, 28.2488], [84.1242, 28.2485], [84.123, 28.2484], [84.1227, 28.2484], [84.1223, 28.2479], [84.1216, 28.2472], [84.1213, 28.2462], [84.121, 28.246], [84.1201, 28.246], [84.1188, 28.2464], [84.1182, 28.2458], [84.1181, 28.2456], [84.1172, 28.2458], [84.1166, 28.2461], [84.116, 28.246], [84.1153, 28.2462], [84.1144, 28.2463], [84.1141, 28.2462], [84.1127, 28.2461], [84.1124, 28.2461], [84.112, 28.2463], [84.1104, 28.2464], [84.11, 28.2466], [84.1099, 28.2472], [84.1097, 28.2478], [84.1098, 28.248], [84.1102, 28.2485], [84.1096, 28.2484], [84.1091, 28.2484], [84.1084, 28.2482], [84.1079, 28.248], [84.1074, 28.2477], [84.107, 28.2476], [84.106, 28.2483], [84.1057, 28.2488], [84.1055, 28.249], [84.1048, 28.2491], [84.1044, 28.249], [84.1044, 28.2492], [84.1046, 28.2495], [84.104, 28.2499], [84.1027, 28.2503], [84.1019, 28.2505], [84.1016, 28.2507], [84.1011, 28.2508], [84.1001, 28.2511], [84.0998, 28.2517], [84.0999, 28.2527], [84.0993, 28.2538], [84.0986, 28.2559], [84.0993, 28.2604], [84.0975, 28.2624], [84.0947, 28.2657], [84.0913, 28.2677], [84.089, 28.2682], [84.0907, 28.2692], [84.0897, 28.2705], [84.0875, 28.2707], [84.0862, 28.2727], [84.0848, 28.2745], [84.0832, 28.2759], [84.0837, 28.2765], [84.0841, 28.277], [84.0855, 28.2781], [84.0845, 28.278], [84.0831, 28.2789], [84.0808, 28.2799], [84.0795, 28.2809], [84.0781, 28.2819], [84.0765, 28.283], [84.0753, 28.2836], [84.0774, 28.2854], [84.0764, 28.2856], [84.0745, 28.2853], [84.0736, 28.2847], [84.0711, 28.2864], [84.0697, 28.2881], [84.0675, 28.2897], [84.0663, 28.2906], [84.0634, 28.2931], [84.0607, 28.295], [84.0571, 28.297], [84.0542, 28.2992], [84.0515, 28.3012], [84.0496, 28.3052], [84.048, 28.3086], [84.0429, 28.31], [84.0409, 28.3105], [84.0371, 28.3132], [84.035, 28.3198], [84.0344, 28.3205], [84.0308, 28.3228], [84.0256, 28.3268], [84.0185, 28.3282], [84.0185, 28.3283], [84.0182, 28.3292], [84.0175, 28.3307], [84.0172, 28.3312], [84.017, 28.3317], [84.0162, 28.3325], [84.0159, 28.3327], [84.0155, 28.3329], [84.0098, 28.3364], [84.0098, 28.3364], [84.0078, 28.3389], [84.0078, 28.339], [84.0068, 28.3402], [84.0062, 28.3408], [84.0054, 28.3413], [84.0048, 28.3416], [84.0039, 28.3417], [84.0025, 28.3418], [84.0017, 28.3417], [84.0017, 28.3417], [84.0009, 28.3415], [84.0008, 28.3414], [84.0005, 28.3414], [83.9977, 28.3396], [83.9975, 28.3394], [83.9973, 28.3391], [83.9973, 28.3391], [83.9971, 28.3387], [83.997, 28.3385], [83.9969, 28.3382], [83.9969, 28.3381], [83.9968, 28.338], [83.9966, 28.3376], [83.9962, 28.3366], [83.9946, 28.3351], [83.9946, 28.3351], [83.9944, 28.3348], [83.9944, 28.3347], [83.9936, 28.333], [83.9931, 28.3327], [83.9927, 28.3325], [83.9918, 28.332], [83.991, 28.3315], [83.9904, 28.3309], [83.9904, 28.3309], [83.9892, 28.3293], [83.9868, 28.329], [83.9868, 28.329], [83.9862, 28.329], [83.9854, 28.329], [83.9845, 28.3289], [83.9845, 28.3289], [83.9844, 28.3288], [83.9838, 28.3287], [83.9838, 28.3287], [83.9833, 28.3286], [83.9824, 28.3287], [83.9819, 28.3287], [83.9816, 28.3287], [83.9812, 28.3285], [83.9809, 28.3285], [83.9809, 28.3285], [83.9805, 28.3286], [83.9804, 28.3286], [83.98, 28.3286], [83.9795, 28.3286], [83.9794, 28.3286], [83.9793, 28.3286], [83.979, 28.3286], [83.9789, 28.3286], [83.9784, 28.3289], [83.9783, 28.3289], [83.978, 28.329], [83.976, 28.3297], [83.9758, 28.33], [83.9753, 28.3303], [83.9747, 28.3305], [83.9738, 28.3306], [83.9731, 28.3305], [83.9729, 28.3304], [83.9725, 28.3305], [83.9723, 28.3305], [83.9717, 28.3305], [83.9716, 28.3305], [83.9712, 28.3304], [83.9711, 28.3302], [83.9679, 28.3288], [83.9666, 28.329], [83.9663, 28.3291], [83.9662, 28.3291], [83.966, 28.329], [83.966, 28.3288], [83.966, 28.3287], [83.9663, 28.3277], [83.966, 28.3275], [83.9658, 28.3273], [83.9656, 28.327], [83.9656, 28.3269], [83.9655, 28.3268], [83.9655, 28.3266], [83.9655, 28.3266], [83.9655, 28.3261], [83.9652, 28.3253], [83.9652, 28.3249], [83.9652, 28.3245], [83.9652, 28.3243], [83.9654, 28.3242], [83.9644, 28.3224], [83.9644, 28.3224], [83.9642, 28.322], [83.964, 28.3215], [83.964, 28.3213], [83.9632, 28.3192], [83.9632, 28.3192], [83.963, 28.3189], [83.9626, 28.3183], [83.9623, 28.3177], [83.9622, 28.3174], [83.9622, 28.3171], [83.9623, 28.3167], [83.962, 28.3163], [83.9618, 28.3161], [83.9617, 28.316], [83.9616, 28.3159], [83.9614, 28.3155], [83.9613, 28.3149], [83.9613, 28.3149], [83.961, 28.3144], [83.9609, 28.3144], [83.9606, 28.3139], [83.9601, 28.3135], [83.9597, 28.313], [83.9596, 28.3125], [83.9587, 28.3115], [83.9587, 28.3115], [83.9585, 28.3114], [83.9582, 28.3112], [83.9574, 28.3106], [83.9568, 28.3103], [83.9564, 28.31], [83.9562, 28.3098], [83.9562, 28.3098], [83.9552, 28.3084], [83.9552, 28.3084], [83.955, 28.3082], [83.9549, 28.308], [83.9549, 28.308], [83.9542, 28.307], [83.9523, 28.3064], [83.9522, 28.3064], [83.9516, 28.3063], [83.9509, 28.3061], [83.9509, 28.3061], [83.9487, 28.3062], [83.9484, 28.3064], [83.9482, 28.3066], [83.948, 28.3068], [83.9479, 28.3067], [83.9478, 28.3067], [83.9475, 28.3064], [83.9475, 28.3064], [83.9472, 28.3062], [83.9472, 28.306], [83.946, 28.3046], [83.9454, 28.3045], [83.945, 28.3044], [83.9448, 28.3044], [83.9444, 28.3041], [83.9441, 28.3039], [83.9436, 28.3034], [83.9436, 28.3034], [83.9436, 28.3034], [83.9432, 28.3029], [83.9431, 28.3026], [83.943, 28.3023], [83.9429, 28.3022], [83.9428, 28.3018], [83.9428, 28.3016], [83.9428, 28.3016], [83.9418, 28.3005], [83.9384, 28.2995], [83.938, 28.3004], [83.938, 28.3006], [83.9347, 28.2993], [83.9328, 28.2974], [83.9304, 28.2998], [83.9286, 28.3045], [83.9285, 28.3064], [83.9235, 28.3108], [83.9192, 28.3147], [83.9178, 28.315], [83.9161, 28.315], [83.9113, 28.3135], [83.9077, 28.3133], [83.9073, 28.3146], [83.9066, 28.3169], [83.9032, 28.3202], [83.9006, 28.3221], [83.8987, 28.3223], [83.897, 28.325], [83.8926, 28.3278], [83.8917, 28.3284], [83.8921, 28.3258], [83.8861, 28.3218], [83.8838, 28.3225], [83.8836, 28.3226], [83.8829, 28.3228], [83.8825, 28.3228], [83.8825, 28.3228], [83.8813, 28.3228], [83.8807, 28.3229], [83.8798, 28.323], [83.8784, 28.3228], [83.8776, 28.3224], [83.8773, 28.3223], [83.8773, 28.3223], [83.8746, 28.3213], [83.8746, 28.3213], [83.8741, 28.3213], [83.8739, 28.3212], [83.8727, 28.3212], [83.8727, 28.3212], [83.8721, 28.321], [83.8717, 28.3209], [83.8712, 28.3207], [83.8707, 28.3206], [83.8705, 28.3206], [83.8704, 28.3202], [83.8692, 28.3186], [83.869, 28.3181], [83.8688, 28.3179], [83.8687, 28.3176], [83.8684, 28.317], [83.8683, 28.3167], [83.8681, 28.3163], [83.868, 28.3159], [83.868, 28.3159], [83.8679, 28.3156], [83.8678, 28.3155], [83.8677, 28.3148], [83.8677, 28.3146], [83.8677, 28.3145], [83.8677, 28.314], [83.8677, 28.314], [83.8677, 28.314], [83.8677, 28.3133], [83.8675, 28.3123], [83.8675, 28.312], [83.8675, 28.3117], [83.8676, 28.3114], [83.8679, 28.311], [83.8681, 28.3101], [83.8681, 28.3098], [83.8681, 28.3096], [83.8682, 28.3093], [83.8683, 28.3089], [83.8685, 28.3054], [83.8636, 28.3033], [83.8604, 28.3022], [83.8534, 28.3012], [83.848, 28.2997], [83.8466, 28.2995], [83.8465, 28.2995], [83.8463, 28.2995], [83.8463, 28.2995], [83.8463, 28.2995], [83.8461, 28.2994], [83.846, 28.2993], [83.8452, 28.2986], [83.8448, 28.299], [83.8447, 28.2991], [83.8444, 28.2991], [83.844, 28.299], [83.8434, 28.2987], [83.8425, 28.2983], [83.8425, 28.2983], [83.8412, 28.3003], [83.8412, 28.3003], [83.841, 28.3005], [83.8408, 28.3008], [83.8405, 28.301], [83.8397, 28.3016], [83.8394, 28.3017], [83.8389, 28.3019], [83.8387, 28.302], [83.8382, 28.3023], [83.8378, 28.3028], [83.8377, 28.3029], [83.8372, 28.3033], [83.8367, 28.3035], [83.8364, 28.3037], [83.8361, 28.3038], [83.8357, 28.304], [83.8355, 28.304], [83.8353, 28.3041], [83.8352, 28.3041], [83.8344, 28.3043], [83.8331, 28.3044], [83.8328, 28.3045], [83.8319, 28.3046], [83.8319, 28.3046], [83.8291, 28.304], [83.8291, 28.3041], [83.8282, 28.3048], [83.8282, 28.3048], [83.8282, 28.3048], [83.8281, 28.3047], [83.8279, 28.3044], [83.8279, 28.3044], [83.8257, 28.3048], [83.8249, 28.3053], [83.8247, 28.3054], [83.8245, 28.3054], [83.8243, 28.3055], [83.8241, 28.3055], [83.8237, 28.3054], [83.8237, 28.3054], [83.8233, 28.3051], [83.8232, 28.3049], [83.8232, 28.3048], [83.823, 28.3041], [83.8226, 28.3035], [83.8223, 28.3029], [83.8223, 28.3029], [83.822, 28.3026], [83.8219, 28.3024], [83.8217, 28.3022], [83.8208, 28.3015], [83.8207, 28.301], [83.8207, 28.3008], [83.8208, 28.2985], [83.8208, 28.2985], [83.8203, 28.2984], [83.8198, 28.2981], [83.8196, 28.298], [83.8191, 28.2975], [83.8186, 28.2973], [83.8172, 28.2977], [83.8152, 28.299], [83.8127, 28.3006], [83.8098, 28.3023], [83.8071, 28.3019], [83.8043, 28.3022], [83.8024, 28.3021], [83.8004, 28.3016], [83.7993, 28.3011], [83.7952, 28.3034], [83.7916, 28.3042], [83.7867, 28.3046], [83.7839, 28.3056], [83.7825, 28.3064], [83.7809, 28.3079], [83.7803, 28.3099], [83.7768, 28.3099], [83.7748, 28.3098], [83.7742, 28.3097], [83.7739, 28.31], [83.7738, 28.3101], [83.773, 28.311], [83.7724, 28.3116], [83.772, 28.312], [83.7716, 28.3123], [83.7713, 28.3124], [83.7707, 28.3124], [83.7696, 28.3124], [83.7683, 28.3125], [83.7667, 28.3137], [83.7664, 28.3139], [83.7661, 28.3141], [83.766, 28.3141], [83.7637, 28.3155], [83.7634, 28.3158], [83.7628, 28.316], [83.7624, 28.3161], [83.7622, 28.3161], [83.7619, 28.3162], [83.7615, 28.3164], [83.7605, 28.3177], [83.7605, 28.3177], [83.7604, 28.3178], [83.7584, 28.3205], [83.7584, 28.3205], [83.7584, 28.3206], [83.7585, 28.3212], [83.7584, 28.3216], [83.7582, 28.322], [83.7578, 28.3223], [83.7575, 28.3226], [83.757, 28.323], [83.7567, 28.3232], [83.7563, 28.3235], [83.7561, 28.3236], [83.7556, 28.324], [83.755, 28.3243], [83.7519, 28.3257], [83.7518, 28.3258], [83.7515, 28.3259], [83.7513, 28.326], [83.7504, 28.3261], [83.7502, 28.3261], [83.7497, 28.3262], [83.749, 28.3269], [83.7489, 28.327], [83.7485, 28.3273], [83.7482, 28.3274], [83.7477, 28.3275], [83.7477, 28.3275], [83.7463, 28.3289], [83.7462, 28.3292], [83.7456, 28.3295], [83.7446, 28.3302], [83.7445, 28.3303], [83.7442, 28.3306], [83.7436, 28.3309], [83.7435, 28.331], [83.7435, 28.3311], [83.7435, 28.3316], [83.7433, 28.3319], [83.7423, 28.3327], [83.742, 28.3329], [83.742, 28.3329], [83.7408, 28.335], [83.7406, 28.3357], [83.7403, 28.3362], [83.7398, 28.3366], [83.7387, 28.3387], [83.7391, 28.3395], [83.739, 28.3401], [83.7389, 28.3404], [83.739, 28.3413], [83.7389, 28.3418], [83.7386, 28.3423], [83.7385, 28.3429], [83.7381, 28.3431], [83.738, 28.3432], [83.7378, 28.3434], [83.7375, 28.3438], [83.7369, 28.3444], [83.7369, 28.3444], [83.7346, 28.3456], [83.7333, 28.3464], [83.7325, 28.3467], [83.7323, 28.3468], [83.7319, 28.3469], [83.7299, 28.3471], [83.729, 28.3474], [83.729, 28.3474], [83.7283, 28.3479], [83.7276, 28.3487], [83.7267, 28.3492], [83.7258, 28.3499], [83.7258, 28.3499], [83.7269, 28.3537], [83.7269, 28.3537], [83.7271, 28.3542], [83.7272, 28.3544], [83.7273, 28.3556], [83.7275, 28.357], [83.7273, 28.3573], [83.7265, 28.3579], [83.7263, 28.3585], [83.7262, 28.3587], [83.7258, 28.359], [83.7255, 28.3594], [83.7252, 28.3597], [83.7246, 28.3597], [83.7241, 28.36], [83.724, 28.3601], [83.7238, 28.3602], [83.7237, 28.3602], [83.7223, 28.3609], [83.7223, 28.3609], [83.7203, 28.3653], [83.7203, 28.3653], [83.7201, 28.3657], [83.7198, 28.3667], [83.7195, 28.367], [83.7193, 28.3672], [83.7191, 28.3675], [83.7187, 28.3681], [83.7193, 28.3706], [83.7193, 28.3707], [83.7196, 28.372], [83.7216, 28.3747], [83.7216, 28.3747], [83.722, 28.3752], [83.7229, 28.3758], [83.7229, 28.3758], [83.7223, 28.3763], [83.7212, 28.3769], [83.7208, 28.377], [83.7176, 28.3774], [83.7175, 28.3777], [83.7176, 28.3783], [83.7176, 28.3784], [83.7171, 28.3788], [83.7168, 28.3789], [83.7165, 28.3791], [83.7161, 28.3796], [83.7158, 28.3796], [83.7156, 28.3796], [83.7144, 28.3803], [83.7143, 28.3806], [83.7135, 28.3812], [83.7121, 28.3829], [83.7115, 28.3835], [83.7112, 28.3835], [83.7108, 28.3834], [83.7102, 28.384], [83.7102, 28.3841], [83.71, 28.3844], [83.7096, 28.3845], [83.7096, 28.3849], [83.7094, 28.3852], [83.7092, 28.3853], [83.7084, 28.3857], [83.7078, 28.3861], [83.7061, 28.3876], [83.7061, 28.3876], [83.7056, 28.3891], [83.7056, 28.3892], [83.7055, 28.3893], [83.7042, 28.3935], [83.7042, 28.3935], [83.7041, 28.3937], [83.704, 28.3938], [83.7013, 28.3974], [83.7012, 28.3974], [83.7011, 28.3982], [83.7007, 28.3986], [83.7004, 28.3991], [83.7004, 28.3993], [83.6998, 28.4], [83.6993, 28.4003], [83.6991, 28.4003], [83.6982, 28.4003], [83.6978, 28.4003], [83.6974, 28.4002], [83.697, 28.4003], [83.6969, 28.4003], [83.6965, 28.4002], [83.6965, 28.4002], [83.6946, 28.3995], [83.6945, 28.3995], [83.6945, 28.3995], [83.692, 28.3986], [83.6917, 28.3986], [83.6915, 28.3985], [83.6915, 28.3985], [83.6886, 28.3992], [83.6888, 28.4005], [83.6888, 28.4005], [83.6889, 28.4006], [83.6889, 28.401], [83.6888, 28.4014], [83.6885, 28.4021], [83.688, 28.4027], [83.6866, 28.4039], [83.6859, 28.4046], [83.6841, 28.4064], [83.683, 28.4073], [83.6821, 28.4079], [83.6805, 28.4085], [83.68, 28.4086], [83.679, 28.4089], [83.6783, 28.4092], [83.6783, 28.4092], [83.6772, 28.4102], [83.6769, 28.4107], [83.6765, 28.4113], [83.6764, 28.4114], [83.6763, 28.4115], [83.6755, 28.4119], [83.6742, 28.4123], [83.6732, 28.4128], [83.672, 28.4131], [83.6713, 28.4131], [83.6697, 28.4135], [83.6677, 28.4149], [83.6671, 28.4153], [83.6667, 28.4155], [83.6659, 28.4159], [83.6649, 28.4162], [83.6646, 28.4163], [83.6602, 28.4179], [83.6602, 28.4179], [83.6562, 28.4187], [83.6562, 28.4187], [83.6525, 28.4216], [83.6528, 28.4228], [83.6529, 28.4233], [83.6528, 28.4235], [83.6528, 28.4237], [83.6526, 28.424], [83.6517, 28.4248], [83.6494, 28.427], [83.6493, 28.427], [83.6482, 28.4284], [83.6482, 28.4284], [83.6482, 28.4284], [83.6477, 28.43], [83.6477, 28.4302], [83.6476, 28.4304], [83.6474, 28.4306], [83.6472, 28.4306], [83.647, 28.4307], [83.647, 28.4307], [83.6466, 28.4309], [83.6466, 28.4309], [83.6465, 28.4312], [83.6466, 28.4313], [83.6466, 28.4316], [83.6464, 28.4326], [83.6464, 28.4333], [83.6463, 28.4335], [83.646, 28.4339], [83.6458, 28.4341], [83.6445, 28.4349], [83.6439, 28.4356], [83.6422, 28.4393], [83.6421, 28.4394], [83.6421, 28.4394], [83.642, 28.4404], [83.642, 28.4412], [83.6421, 28.4414], [83.642, 28.4416], [83.6416, 28.4427], [83.6415, 28.4433], [83.6415, 28.4433], [83.6415, 28.4434], [83.6415, 28.4442], [83.6417, 28.4449], [83.6419, 28.4463], [83.6419, 28.4471], [83.642, 28.4472], [83.6419, 28.4472], [83.6412, 28.4508], [83.6412, 28.451], [83.6409, 28.4513], [83.6408, 28.4521], [83.6406, 28.4528], [83.6403, 28.4532], [83.6398, 28.4536], [83.6379, 28.4578], [83.6379, 28.4578], [83.6378, 28.4583], [83.6379, 28.4589], [83.6378, 28.4591], [83.6375, 28.4595], [83.6373, 28.46], [83.6371, 28.4606], [83.6371, 28.4606], [83.6371, 28.4607], [83.6371, 28.4608], [83.637, 28.4609], [83.6368, 28.461], [83.6346, 28.4634], [83.6346, 28.4634], [83.6313, 28.4657], [83.6313, 28.4657], [83.6306, 28.4662], [83.6306, 28.4663], [83.6306, 28.4664], [83.6329, 28.4717], [83.6329, 28.4717], [83.6332, 28.472], [83.6336, 28.4726], [83.6342, 28.4733], [83.6346, 28.4741], [83.6354, 28.4753], [83.6355, 28.4753], [83.6364, 28.4758], [83.6364, 28.4758], [83.6367, 28.4759], [83.6371, 28.4761], [83.6378, 28.4765], [83.638, 28.4767], [83.641, 28.4791], [83.641, 28.4791], [83.6415, 28.4796], [83.6419, 28.48], [83.6421, 28.4804], [83.6426, 28.4821], [83.6432, 28.4833], [83.6432, 28.4833], [83.6432, 28.4833], [83.644, 28.4836], [83.6444, 28.4837], [83.6446, 28.4838], [83.6476, 28.4849], [83.6476, 28.4849], [83.6479, 28.4851], [83.6479, 28.4852], [83.6483, 28.4862], [83.6487, 28.4869], [83.6491, 28.4884], [83.6495, 28.4894], [83.6495, 28.4894], [83.6495, 28.4894], [83.6519, 28.4924], [83.6519, 28.4924], [83.6523, 28.4927], [83.6524, 28.4928], [83.6524, 28.4933], [83.653, 28.4943], [83.6532, 28.4945], [83.6539, 28.4957], [83.6542, 28.4965], [83.6546, 28.4971], [83.6548, 28.4976], [83.6547, 28.498], [83.6548, 28.4993], [83.6549, 28.4998], [83.6549, 28.4998], [83.6555, 28.5025], [83.6555, 28.5025], [83.6561, 28.5029], [83.6563, 28.503], [83.6565, 28.503], [83.6568, 28.5033], [83.6569, 28.5034], [83.6569, 28.5034], [83.657, 28.5038], [83.6571, 28.504], [83.6573, 28.5044], [83.6574, 28.5047], [83.6576, 28.5055], [83.6576, 28.5055], [83.6577, 28.5055], [83.658, 28.5058], [83.6581, 28.5059], [83.6586, 28.5062], [83.6589, 28.5066], [83.659, 28.5068], [83.659, 28.5069], [83.659, 28.5071], [83.659, 28.5079], [83.659, 28.5084], [83.6588, 28.5088], [83.6583, 28.5094], [83.6581, 28.5098], [83.6581, 28.5098], [83.657, 28.5115], [83.6572, 28.5123], [83.6573, 28.5128], [83.6573, 28.5131], [83.6574, 28.5136], [83.6575, 28.5138], [83.6576, 28.5145], [83.6576, 28.5145], [83.6582, 28.5158], [83.6582, 28.5158], [83.6584, 28.5161], [83.6584, 28.5162], [83.6586, 28.5167], [83.6586, 28.5167], [83.6588, 28.5172], [83.6588, 28.5175], [83.6589, 28.5178], [83.6589, 28.5179], [83.6591, 28.5183], [83.6593, 28.5192], [83.6593, 28.5198], [83.6593, 28.5198], [83.6603, 28.5228], [83.6603, 28.5228], [83.6603, 28.5233], [83.6598, 28.5236], [83.6592, 28.524], [83.659, 28.5242], [83.6587, 28.5243], [83.6583, 28.5247], [83.6583, 28.5247], [83.6581, 28.5251], [83.658, 28.5253], [83.6577, 28.5262], [83.6576, 28.5267], [83.6572, 28.5273], [83.657, 28.5275], [83.6563, 28.528], [83.6557, 28.5285], [83.6553, 28.5289], [83.6544, 28.5293], [83.6538, 28.5294], [83.6525, 28.531], [83.6525, 28.5311], [83.6525, 28.5314], [83.6523, 28.5325], [83.6522, 28.5327], [83.6521, 28.5331], [83.6519, 28.5336], [83.6515, 28.536], [83.6517, 28.5362], [83.652, 28.5366], [83.6523, 28.5369], [83.6527, 28.5372], [83.6527, 28.5376], [83.6527, 28.538], [83.6524, 28.5387], [83.6522, 28.5389], [83.6518, 28.5392], [83.6513, 28.5397], [83.651, 28.54], [83.651, 28.5401], [83.6508, 28.5406], [83.6506, 28.541], [83.6504, 28.5416], [83.6501, 28.5424], [83.6498, 28.5427], [83.6495, 28.5429], [83.6466, 28.5442], [83.6457, 28.5468], [83.6457, 28.5468], [83.6456, 28.5475], [83.6456, 28.5477], [83.6456, 28.548], [83.6455, 28.5485], [83.6454, 28.5492], [83.6453, 28.5494], [83.6453, 28.5499], [83.6449, 28.5508], [83.6447, 28.5512], [83.6445, 28.5517], [83.6442, 28.5521], [83.644, 28.5524], [83.644, 28.5524], [83.6426, 28.5541], [83.6426, 28.5541], [83.6424, 28.5543], [83.6417, 28.5552], [83.6417, 28.5552], [83.6413, 28.5555], [83.6409, 28.5557], [83.6402, 28.5564], [83.6395, 28.5567], [83.6388, 28.5567], [83.6383, 28.5567], [83.6357, 28.5577], [83.6357, 28.5577], [83.6369, 28.5599], [83.6369, 28.5599], [83.6373, 28.5603], [83.6373, 28.5606], [83.6374, 28.561], [83.6374, 28.5615], [83.6374, 28.5618], [83.6374, 28.5622], [83.6375, 28.5626], [83.6377, 28.5633], [83.6377, 28.5636], [83.6376, 28.5644], [83.6375, 28.5649], [83.6374, 28.5653], [83.6374, 28.5653], [83.6376, 28.5671], [83.6376, 28.5671], [83.6377, 28.5674], [83.6378, 28.5683], [83.6401, 28.5706], [83.6401, 28.5706], [83.641, 28.5712], [83.6414, 28.5716], [83.6416, 28.572], [83.6418, 28.5725], [83.6422, 28.5731], [83.6424, 28.5737], [83.6419, 28.5739], [83.6412, 28.5742], [83.6406, 28.5742], [83.6392, 28.5743], [83.6384, 28.5744], [83.6377, 28.5744], [83.6377, 28.5744], [83.6372, 28.5745], [83.637, 28.5745], [83.6367, 28.5746], [83.6366, 28.5746], [83.6361, 28.5747], [83.6355, 28.5748], [83.635, 28.5748], [83.6305, 28.575], [83.6305, 28.575], [83.6291, 28.5753], [83.6282, 28.5754], [83.627, 28.5755], [83.6265, 28.5756], [83.626, 28.5757], [83.6259, 28.5757], [83.6242, 28.5759], [83.6196, 28.5771], [83.6196, 28.5771], [83.6166, 28.5798], [83.6166, 28.5798], [83.6163, 28.5802], [83.616, 28.5807], [83.6157, 28.5811], [83.615, 28.582], [83.6148, 28.5823], [83.6145, 28.5826], [83.614, 28.5833], [83.6137, 28.5837], [83.6134, 28.5842], [83.6128, 28.5846], [83.612, 28.585], [83.6112, 28.5855], [83.6107, 28.5856], [83.6104, 28.5857], [83.6099, 28.5856], [83.6092, 28.5856], [83.608, 28.5855], [83.6072, 28.5854], [83.6072, 28.5854], [83.6069, 28.5856], [83.6066, 28.5859], [83.6064, 28.5863], [83.6057, 28.5866], [83.6047, 28.5867], [83.6037, 28.5867], [83.6011, 28.5878], [83.6008, 28.5882], [83.6, 28.5886], [83.5989, 28.589], [83.5987, 28.5892], [83.5981, 28.5893], [83.5975, 28.5896], [83.5965, 28.5899], [83.5954, 28.5901], [83.5942, 28.5903], [83.5932, 28.5904], [83.5919, 28.5905], [83.5907, 28.5906], [83.5907, 28.5906], [83.5899, 28.5906], [83.5889, 28.5904], [83.5881, 28.5899], [83.5879, 28.5899], [83.5877, 28.5897], [83.5871, 28.5892], [83.5871, 28.5892], [83.5833, 28.5865], [83.5811, 28.5852], [83.5811, 28.5852], [83.5804, 28.5848], [83.5802, 28.5846], [83.5774, 28.5867], [83.5771, 28.5871], [83.5769, 28.5874], [83.5765, 28.5879], [83.5763, 28.5881], [83.5752, 28.5893], [83.5743, 28.5901], [83.5737, 28.5906], [83.5734, 28.5908], [83.571, 28.5929], [83.571, 28.5929], [83.571, 28.5929], [83.5692, 28.5949], [83.5692, 28.5949], [83.5695, 28.5955], [83.5696, 28.5958], [83.5698, 28.5961], [83.5699, 28.5963], [83.5701, 28.5968], [83.5701, 28.597], [83.5704, 28.5981], [83.5703, 28.5986], [83.5702, 28.5995], [83.57, 28.6], [83.5697, 28.6007], [83.5697, 28.6008], [83.5691, 28.602], [83.5685, 28.6028], [83.5679, 28.6037], [83.5672, 28.6043], [83.5667, 28.6045], [83.5664, 28.6046], [83.5664, 28.6046], [83.5639, 28.6077], [83.5639, 28.6077], [83.5648, 28.6091], [83.5648, 28.6091], [83.5651, 28.6094], [83.5652, 28.6096], [83.5654, 28.6099], [83.5654, 28.6103], [83.5655, 28.6105], [83.5653, 28.6108], [83.5651, 28.6111], [83.5648, 28.6114], [83.5645, 28.6117], [83.5642, 28.612], [83.5639, 28.6121], [83.5637, 28.6122], [83.5627, 28.6149], [83.5626, 28.6149], [83.5626, 28.6151], [83.5626, 28.6152], [83.5617, 28.6185], [83.5617, 28.6185], [83.5617, 28.6185], [83.5616, 28.6215], [83.5616, 28.6215], [83.5619, 28.6222], [83.5623, 28.6231], [83.5626, 28.6238], [83.5626, 28.6241], [83.563, 28.6252], [83.5631, 28.6257], [83.5631, 28.6257], [83.564, 28.6281], [83.5641, 28.6283], [83.5642, 28.6285], [83.5643, 28.629], [83.5644, 28.6293], [83.5645, 28.6301], [83.5645, 28.631], [83.5645, 28.6319], [83.5645, 28.6327], [83.5644, 28.6329], [83.5643, 28.6335], [83.5643, 28.6339], [83.5641, 28.6347], [83.5636, 28.6356], [83.5633, 28.6364], [83.5629, 28.6371], [83.5627, 28.6374], [83.5627, 28.6374], [83.5613, 28.6418], [83.5613, 28.6424], [83.5613, 28.6427], [83.5615, 28.6435], [83.5615, 28.6441], [83.5615, 28.6444], [83.5613, 28.6449], [83.5609, 28.6456], [83.5605, 28.6461], [83.5603, 28.6464], [83.5598, 28.6468], [83.5591, 28.6471], [83.5582, 28.6475], [83.5582, 28.6475], [83.5568, 28.6481], [83.5565, 28.6484], [83.5559, 28.6487], [83.5554, 28.6489], [83.555, 28.649], [83.555, 28.649], [83.5534, 28.6499], [83.5531, 28.6501], [83.5525, 28.6505], [83.5522, 28.6506], [83.5518, 28.6509], [83.5514, 28.651], [83.5506, 28.6514], [83.55, 28.6515], [83.5495, 28.6515], [83.5488, 28.6514], [83.5479, 28.6514], [83.5476, 28.6514], [83.5476, 28.6514], [83.546, 28.653], [83.5459, 28.6531], [83.5453, 28.6538], [83.5443, 28.6546], [83.5443, 28.6546], [83.5428, 28.6574], [83.5428, 28.6574], [83.5428, 28.6579], [83.5427, 28.6587], [83.5424, 28.6598], [83.5422, 28.6614], [83.542, 28.6623], [83.5419, 28.6628], [83.5419, 28.6628], [83.5419, 28.6628], [83.5409, 28.6667], [83.5409, 28.6669], [83.5407, 28.6674], [83.5407, 28.6674], [83.5407, 28.671], [83.5407, 28.671], [83.5407, 28.6715], [83.5405, 28.6723], [83.5403, 28.6727], [83.5398, 28.6732], [83.5392, 28.6739], [83.5385, 28.6745], [83.5372, 28.6776], [83.5372, 28.6777], [83.537, 28.6782], [83.5365, 28.6784], [83.5353, 28.6799], [83.5353, 28.6799], [83.535, 28.6809], [83.5348, 28.6817], [83.5347, 28.6821], [83.5346, 28.6828], [83.5345, 28.6832], [83.5339, 28.6839], [83.5339, 28.6839], [83.5311, 28.6866], [83.5299, 28.6881], [83.5294, 28.6884], [83.5287, 28.6887], [83.5283, 28.6888], [83.5276, 28.6893], [83.5279, 28.6896], [83.5285, 28.6901], [83.529, 28.6906], [83.5291, 28.6908], [83.5304, 28.6922], [83.5307, 28.6926], [83.5335, 28.6945], [83.5335, 28.6945], [83.5339, 28.6947], [83.534, 28.6948], [83.5359, 28.696], [83.5359, 28.696], [83.5366, 28.6961], [83.5369, 28.6961], [83.5371, 28.6962], [83.5376, 28.6964], [83.5384, 28.6967], [83.539, 28.6971], [83.5395, 28.6978], [83.5396, 28.6981], [83.5395, 28.6985], [83.5394, 28.6988], [83.5393, 28.6991], [83.5385, 28.7001], [83.5385, 28.7001], [83.5377, 28.7016], [83.5377, 28.7017], [83.5377, 28.7017], [83.5368, 28.7036], [83.5368, 28.7036], [83.5368, 28.7036], [83.5364, 28.7061], [83.5364, 28.7061], [83.5364, 28.7061], [83.5368, 28.7099], [83.5368, 28.71], [83.5368, 28.71], [83.5376, 28.713], [83.5376, 28.713], [83.5376, 28.713], [83.5385, 28.7146], [83.5386, 28.7147], [83.5388, 28.7151], [83.5388, 28.7151], [83.539, 28.7154], [83.539, 28.7154], [83.5393, 28.716], [83.5394, 28.7162], [83.5397, 28.7167], [83.5399, 28.717], [83.54, 28.7174], [83.5404, 28.7182], [83.5405, 28.7185], [83.5406, 28.7187], [83.5421, 28.7218], [83.5421, 28.7218], [83.5421, 28.7218], [83.5427, 28.7226], [83.5427, 28.7227], [83.5427, 28.7227], [83.5433, 28.7236], [83.5435, 28.7237], [83.5439, 28.7243], [83.5442, 28.7249], [83.5445, 28.7254], [83.5449, 28.7259], [83.5454, 28.7266], [83.5456, 28.7269], [83.5459, 28.7275], [83.5461, 28.7278], [83.5462, 28.7283], [83.5465, 28.7289], [83.5466, 28.7294], [83.5469, 28.7301], [83.5471, 28.7308], [83.5471, 28.7308], [83.5472, 28.7312], [83.5473, 28.7316], [83.5475, 28.7322], [83.5476, 28.7325], [83.5477, 28.7329], [83.5479, 28.7336], [83.5479, 28.7339], [83.5479, 28.7339], [83.5498, 28.7377], [83.5498, 28.7377], [83.5498, 28.7377], [83.5528, 28.7405], [83.5528, 28.7405], [83.5537, 28.7411], [83.5542, 28.7415], [83.5546, 28.7419], [83.5553, 28.7425], [83.5555, 28.7427], [83.556, 28.7431], [83.556, 28.7431], [83.5566, 28.7437], [83.5571, 28.7444], [83.5572, 28.7445], [83.5577, 28.7452], [83.5579, 28.7456], [83.5582, 28.7461], [83.5585, 28.7469], [83.5584, 28.7483], [83.5584, 28.7485], [83.5584, 28.7495], [83.5584, 28.75], [83.5583, 28.7507], [83.5583, 28.7512], [83.5582, 28.7517], [83.5582, 28.7519], [83.5582, 28.7524], [83.5581, 28.7529], [83.5579, 28.7536], [83.5578, 28.7542], [83.5577, 28.7546], [83.5576, 28.7547], [83.5576, 28.7547], [83.5576, 28.7549], [83.5575, 28.7549], [83.5572, 28.7554], [83.5572, 28.7555], [83.5567, 28.7559], [83.5563, 28.7564], [83.5561, 28.7565], [83.556, 28.7566], [83.5558, 28.7568], [83.5553, 28.7572], [83.555, 28.7574], [83.5549, 28.7574], [83.5548, 28.7575], [83.5546, 28.7576], [83.5537, 28.7581], [83.554, 28.7586], [83.5541, 28.7588], [83.5544, 28.7592], [83.5546, 28.7598], [83.5548, 28.7602], [83.5548, 28.7605], [83.555, 28.761], [83.555, 28.7611], [83.5551, 28.7612], [83.5552, 28.7618], [83.5559, 28.7638], [83.5559, 28.7645], [83.5559, 28.7651], [83.5554, 28.7666], [83.5549, 28.7678], [83.5544, 28.7689], [83.5538, 28.7703], [83.5534, 28.7714], [83.5525, 28.7728], [83.5517, 28.7737], [83.5507, 28.7746], [83.5495, 28.7755], [83.5487, 28.776], [83.5474, 28.7765], [83.5472, 28.7766], [83.5466, 28.7769], [83.546, 28.777], [83.5453, 28.7771], [83.5447, 28.7773], [83.5445, 28.7773], [83.5415, 28.7775], [83.5415, 28.7775], [83.5399, 28.7784], [83.5394, 28.7789], [83.5392, 28.779], [83.5391, 28.7791], [83.5387, 28.7793], [83.5386, 28.7794], [83.5378, 28.78], [83.5378, 28.78], [83.5374, 28.7803], [83.5367, 28.7806], [83.5363, 28.7808], [83.5342, 28.7819], [83.5342, 28.7819], [83.5339, 28.782], [83.5338, 28.782], [83.5334, 28.7822], [83.5327, 28.7822], [83.5325, 28.7822], [83.532, 28.7822], [83.532, 28.7822], [83.5288, 28.7834], [83.5288, 28.7834], [83.5286, 28.7834], [83.5284, 28.7835], [83.5283, 28.7835], [83.528, 28.7836], [83.5273, 28.7835], [83.5267, 28.7835], [83.5267, 28.7835], [83.5224, 28.7836], [83.5215, 28.7844], [83.521, 28.7848], [83.5206, 28.7851], [83.5203, 28.7853], [83.5201, 28.7854], [83.52, 28.7854], [83.5194, 28.7858], [83.5193, 28.7858], [83.5189, 28.7861], [83.5183, 28.7863], [83.5178, 28.7866], [83.5172, 28.7869], [83.5168, 28.787], [83.5161, 28.7873], [83.5154, 28.7876], [83.5149, 28.7878], [83.5148, 28.7878], [83.5146, 28.7879], [83.5144, 28.7879], [83.5142, 28.788], [83.5137, 28.7882], [83.5134, 28.7882], [83.513, 28.7884], [83.5124, 28.7885], [83.5121, 28.7886], [83.512, 28.7886], [83.5118, 28.7887], [83.5118, 28.7887], [83.5111, 28.7888], [83.5078, 28.7889], [83.506, 28.7906], [83.506, 28.7906], [83.506, 28.7908], [83.5057, 28.7913], [83.5057, 28.7914], [83.5056, 28.7916], [83.5055, 28.7917], [83.5054, 28.7918], [83.5054, 28.7919], [83.5052, 28.7923], [83.5052, 28.7925], [83.5052, 28.7925], [83.5051, 28.7926], [83.5051, 28.7927], [83.505, 28.7929], [83.505, 28.793], [83.5047, 28.7934], [83.5046, 28.7938], [83.5043, 28.794], [83.5037, 28.7942], [83.5034, 28.7943], [83.5028, 28.7943], [83.5019, 28.7943], [83.5015, 28.7941], [83.5012, 28.794], [83.5006, 28.7938], [83.5005, 28.7937], [83.5005, 28.7937], [83.5003, 28.7936], [83.4999, 28.7934], [83.4996, 28.7928], [83.4991, 28.7924], [83.4987, 28.792], [83.4978, 28.791], [83.4978, 28.791], [83.4978, 28.791], [83.4975, 28.791], [83.4968, 28.791], [83.4966, 28.7909], [83.4942, 28.7907], [83.4894, 28.7908], [83.4867, 28.7917], [83.4867, 28.7918], [83.4866, 28.7951], [83.4866, 28.7952], [83.4866, 28.7954], [83.4866, 28.7954], [83.4873, 28.7979], [83.4873, 28.7979], [83.4874, 28.7981], [83.4875, 28.7984], [83.4875, 28.7991], [83.4876, 28.7995], [83.4877, 28.8001], [83.4878, 28.8008], [83.4879, 28.8015], [83.4879, 28.8021], [83.4879, 28.8027], [83.4878, 28.8029], [83.4877, 28.8035], [83.4876, 28.8041], [83.4876, 28.8044], [83.4874, 28.8049], [83.4868, 28.8059], [83.4864, 28.8063], [83.4854, 28.8084], [83.4854, 28.8084], [83.4854, 28.8084], [83.4853, 28.8094], [83.4853, 28.8099], [83.4853, 28.8102], [83.4852, 28.8109], [83.4852, 28.811], [83.4852, 28.8112], [83.4852, 28.8117], [83.4851, 28.8121], [83.485, 28.8126], [83.4849, 28.8128], [83.4848, 28.8131], [83.4845, 28.8134], [83.484, 28.8139], [83.4839, 28.8141], [83.4836, 28.8143], [83.4833, 28.8146], [83.4827, 28.8151], [83.4827, 28.8151], [83.4819, 28.8158], [83.4818, 28.816], [83.4818, 28.8161], [83.4815, 28.8164], [83.4811, 28.8166], [83.48, 28.819], [83.48, 28.819], [83.48, 28.819], [83.4797, 28.8222], [83.4797, 28.8222], [83.4797, 28.8227], [83.4797, 28.8232], [83.4796, 28.8234], [83.4795, 28.8248], [83.4795, 28.8248], [83.4795, 28.8248], [83.4798, 28.8253], [83.4801, 28.8256], [83.4803, 28.826], [83.4804, 28.8263], [83.4807, 28.8268], [83.4811, 28.8275], [83.4812, 28.8277], [83.4814, 28.828], [83.4815, 28.8285], [83.4816, 28.8287], [83.4817, 28.8289], [83.4817, 28.8289], [83.482, 28.8292], [83.4822, 28.8296], [83.4823, 28.8298], [83.4824, 28.83], [83.4825, 28.8302], [83.4826, 28.8304], [83.4827, 28.8305], [83.4828, 28.8311], [83.4829, 28.8313], [83.483, 28.8315], [83.4831, 28.8318], [83.4834, 28.8326], [83.4834, 28.8328], [83.4834, 28.8333], [83.4832, 28.8339], [83.4831, 28.8343], [83.483, 28.8345], [83.4828, 28.8346], [83.4826, 28.8348], [83.4822, 28.8352], [83.4821, 28.8353], [83.4805, 28.8367], [83.4805, 28.8367], [83.4805, 28.8367], [83.4802, 28.8387], [83.4802, 28.8387], [83.4802, 28.8387], [83.4803, 28.8389], [83.4806, 28.8393], [83.4807, 28.8395], [83.481, 28.8401], [83.4811, 28.8404], [83.4812, 28.8408], [83.4812, 28.8413], [83.4812, 28.8413], [83.4811, 28.8436], [83.4811, 28.8436], [83.4857, 28.8467], [83.4857, 28.8467], [83.4866, 28.8468], [83.4867, 28.8468], [83.4891, 28.8471], [83.4894, 28.8471], [83.4898, 28.8472], [83.4929, 28.8466], [83.4947, 28.8451], [83.4949, 28.845], [83.4952, 28.8446], [83.4959, 28.8441], [83.4964, 28.8438], [83.4964, 28.8438], [83.4978, 28.8432], [83.4999, 28.8456], [83.5006, 28.8458], [83.5006, 28.8459], [83.5008, 28.8459], [83.5012, 28.8463], [83.5017, 28.8468], [83.5018, 28.847], [83.5018, 28.8473], [83.5018, 28.8475], [83.5019, 28.8481], [83.5018, 28.8486], [83.5018, 28.8486], [83.5015, 28.8512], [83.5015, 28.8512], [83.5015, 28.8512], [83.5031, 28.8539], [83.5031, 28.8539], [83.5031, 28.8539], [83.5042, 28.8548], [83.5042, 28.8548], [83.5048, 28.8552], [83.5051, 28.8556], [83.5053, 28.8558], [83.5057, 28.8564], [83.5058, 28.8567], [83.5059, 28.8569], [83.506, 28.8571], [83.5061, 28.8576], [83.5062, 28.8583], [83.5061, 28.859], [83.506, 28.8597], [83.5059, 28.8597], [83.5055, 28.8629], [83.5055, 28.8629], [83.5055, 28.8629], [83.5056, 28.8636], [83.5056, 28.8637], [83.5058, 28.8643], [83.5059, 28.8647], [83.5059, 28.865], [83.5058, 28.8658], [83.5057, 28.8665], [83.5054, 28.8671], [83.5053, 28.8672], [83.505, 28.8677], [83.5046, 28.8687], [83.5044, 28.869], [83.5044, 28.869], [83.504, 28.8699], [83.5038, 28.8703], [83.5034, 28.8714], [83.5031, 28.872], [83.5029, 28.8722], [83.5026, 28.8725], [83.5026, 28.8725], [83.4995, 28.8766], [83.4995, 28.8766], [83.4995, 28.8766], [83.5006, 28.8787], [83.5006, 28.8787], [83.5013, 28.8793], [83.5014, 28.8794], [83.5018, 28.8799], [83.5022, 28.8804], [83.5024, 28.8807], [83.5024, 28.8808], [83.5024, 28.8808], [83.5045, 28.8837], [83.5045, 28.8837], [83.5045, 28.8837], [83.507, 28.8862], [83.507, 28.8862], [83.507, 28.8862], [83.508, 28.8868], [83.5081, 28.8869], [83.5086, 28.8872], [83.5089, 28.8874], [83.5098, 28.888], [83.5098, 28.888], [83.5098, 28.888], [83.511, 28.8884], [83.5113, 28.8885], [83.5115, 28.8885], [83.5121, 28.8888], [83.5127, 28.8891], [83.5127, 28.8891], [83.5131, 28.8893], [83.5132, 28.8894], [83.5133, 28.8895], [83.5138, 28.8898], [83.5142, 28.89], [83.5144, 28.8902], [83.5145, 28.8902], [83.515, 28.8906], [83.5156, 28.8913], [83.516, 28.8918], [83.5162, 28.8921], [83.5164, 28.8923], [83.5164, 28.8923], [83.5186, 28.8947], [83.5186, 28.8948], [83.5189, 28.8951], [83.5189, 28.8951], [83.5209, 28.8974], [83.5209, 28.8974], [83.5214, 28.8977], [83.5216, 28.8978], [83.5219, 28.8979], [83.5222, 28.8981], [83.5227, 28.8986], [83.5229, 28.899], [83.5232, 28.8992], [83.5236, 28.8997], [83.5238, 28.8998], [83.5239, 28.9], [83.5239, 28.9001], [83.524, 28.9003], [83.524, 28.9003], [83.524, 28.9003], [83.5265, 28.9035], [83.5266, 28.9036], [83.5271, 28.9041], [83.5274, 28.9045], [83.5274, 28.9047], [83.5276, 28.9053], [83.5277, 28.9057], [83.5277, 28.9058], [83.5278, 28.9063], [83.5278, 28.9065], [83.5279, 28.9069], [83.5279, 28.9072], [83.5279, 28.9073], [83.5281, 28.9079], [83.5281, 28.9082], [83.5323, 28.9101], [83.5327, 28.9102], [83.5331, 28.9105], [83.5334, 28.9107], [83.534, 28.9111], [83.5346, 28.9116], [83.5353, 28.912], [83.5358, 28.9125], [83.5358, 28.9126], [83.5358, 28.9126], [83.5378, 28.9145], [83.5378, 28.9145], [83.5379, 28.9146], [83.5379, 28.9146], [83.5385, 28.9149], [83.5393, 28.9153], [83.5397, 28.9156], [83.5397, 28.9157], [83.5402, 28.9162], [83.5406, 28.9167], [83.5406, 28.9168], [83.5409, 28.9172], [83.5413, 28.9182], [83.5414, 28.9185], [83.5414, 28.9185], [83.5453, 28.9218], [83.5454, 28.9219], [83.546, 28.9225], [83.5465, 28.923], [83.5469, 28.9235], [83.547, 28.9236], [83.5473, 28.9241], [83.5477, 28.9248], [83.5479, 28.9255], [83.5479, 28.9255], [83.5499, 28.9281], [83.5499, 28.9281], [83.5499, 28.9281], [83.5512, 28.9295], [83.5512, 28.9295], [83.5522, 28.9304], [83.5522, 28.9304], [83.5534, 28.9313], [83.5536, 28.9314], [83.5539, 28.9316], [83.5539, 28.9316], [83.5542, 28.9319], [83.5542, 28.9319], [83.5558, 28.9337], [83.5559, 28.9337], [83.5559, 28.9338], [83.5563, 28.9344], [83.5563, 28.9344], [83.5563, 28.9344], [83.557, 28.9363], [83.5571, 28.9365], [83.5573, 28.9372], [83.5575, 28.9378], [83.5576, 28.9383], [83.5577, 28.9385], [83.5578, 28.9391], [83.5578, 28.9395], [83.5577, 28.9396], [83.5577, 28.9398], [83.5577, 28.9399], [83.5576, 28.9403], [83.5575, 28.9407], [83.5573, 28.941], [83.5571, 28.9413], [83.5569, 28.9417], [83.5569, 28.9417], [83.5577, 28.9442], [83.5577, 28.9442], [83.5599, 28.9459], [83.56, 28.9459], [83.5628, 28.9456], [83.5648, 28.9448], [83.5649, 28.9447], [83.5655, 28.9444], [83.5661, 28.944], [83.5668, 28.944], [83.5674, 28.9443], [83.5679, 28.9446], [83.5686, 28.9451], [83.5691, 28.9455], [83.5695, 28.9462], [83.5699, 28.9466], [83.5706, 28.9472], [83.5709, 28.9477], [83.571, 28.9478], [83.5711, 28.9479], [83.5711, 28.948], [83.5713, 28.9481], [83.5713, 28.9481], [83.5713, 28.9481], [83.5714, 28.9484], [83.5717, 28.9489], [83.5719, 28.9492], [83.572, 28.9493], [83.5723, 28.9502], [83.5723, 28.9503], [83.5723, 28.9503], [83.5729, 28.9512], [83.573, 28.9514], [83.5735, 28.9521], [83.5738, 28.9526], [83.5739, 28.953], [83.5739, 28.953], [83.5757, 28.955], [83.5757, 28.955], [83.5758, 28.955], [83.5759, 28.9551], [83.5779, 28.9555], [83.5782, 28.9555], [83.5786, 28.9556], [83.5788, 28.9557], [83.5795, 28.9563], [83.5799, 28.9568], [83.5807, 28.9578], [83.5808, 28.958], [83.5812, 28.9584], [83.5814, 28.9588], [83.5816, 28.9594], [83.5818, 28.9601], [83.5821, 28.9606], [83.5823, 28.9611], [83.5823, 28.9613], [83.5824, 28.9619], [83.5824, 28.9628], [83.5824, 28.9634], [83.5823, 28.9636], [83.5822, 28.964], [83.582, 28.9643], [83.582, 28.9643], [83.5815, 28.9656], [83.5815, 28.9656], [83.5833, 28.9669], [83.5833, 28.9669], [83.5839, 28.9672], [83.5845, 28.9675], [83.5849, 28.9679], [83.5849, 28.968], [83.5853, 28.9683], [83.5855, 28.9687], [83.5855, 28.9687], [83.5865, 28.9708], [83.5865, 28.9708], [83.5865, 28.9708], [83.5866, 28.9711], [83.5866, 28.9711], [83.5867, 28.9713], [83.5867, 28.9715], [83.5869, 28.9719], [83.587, 28.9723], [83.5871, 28.9724], [83.5871, 28.9726], [83.5872, 28.9732], [83.5872, 28.9736], [83.5872, 28.9739], [83.5871, 28.9745], [83.5871, 28.9747], [83.5871, 28.9747], [83.5866, 28.9771], [83.5866, 28.9771], [83.5866, 28.9771], [83.5873, 28.9782], [83.5875, 28.9783], [83.5878, 28.9787], [83.5879, 28.9789], [83.5883, 28.9795], [83.5883, 28.9795], [83.59, 28.9816], [83.5902, 28.9817], [83.5906, 28.9822], [83.5906, 28.9823], [83.591, 28.9828], [83.591, 28.9828], [83.5922, 28.9845], [83.5922, 28.9845], [83.5922, 28.9845], [83.5966, 28.9859], [83.597, 28.986], [83.5971, 28.986], [83.5975, 28.9862], [83.5975, 28.9862], [83.5995, 28.9862], [83.601, 28.9848], [83.6031, 28.9825], [83.6031, 28.9825], [83.6033, 28.9821], [83.6034, 28.9818], [83.6037, 28.9814], [83.6041, 28.981], [83.6044, 28.9808], [83.6045, 28.9808], [83.6047, 28.9807], [83.6055, 28.9806], [83.6064, 28.9806], [83.607, 28.9807], [83.607, 28.9808], [83.6074, 28.9808], [83.6089, 28.9809], [83.6089, 28.9809], [83.609, 28.9809], [83.6091, 28.9809], [83.6093, 28.9811], [83.6096, 28.9816], [83.6096, 28.9823], [83.6097, 28.983], [83.6098, 28.983], [83.6098, 28.983], [83.6107, 28.9843], [83.611, 28.9846], [83.6114, 28.9852], [83.6114, 28.9852], [83.6126, 28.9861], [83.6132, 28.9865], [83.6138, 28.9869], [83.614, 28.9871], [83.614, 28.9872], [83.6143, 28.9875], [83.6146, 28.9879], [83.6147, 28.9882], [83.6149, 28.9883], [83.6149, 28.9886], [83.615, 28.9892], [83.615, 28.9892], [83.6151, 28.992], [83.6151, 28.992], [83.6151, 28.9921], [83.6151, 28.9923], [83.6152, 28.9924], [83.6154, 28.9933], [83.6154, 28.994], [83.6153, 28.9946], [83.6153, 28.9953], [83.6152, 28.996], [83.6152, 28.9963], [83.6151, 28.9967], [83.6148, 28.9973], [83.6148, 28.9974], [83.6144, 28.9998], [83.6144, 28.9998], [83.6144, 28.9998], [83.6157, 29.0027], [83.6157, 29.0027], [83.6157, 29.0027], [83.6157, 29.003], [83.6159, 29.0036], [83.616, 29.0042], [83.616, 29.0045], [83.6163, 29.0059], [83.6163, 29.0059], [83.6165, 29.0062], [83.6166, 29.0064], [83.6168, 29.0068], [83.6167, 29.0071], [83.6165, 29.0074], [83.6162, 29.0077], [83.6162, 29.0077], [83.6136, 29.0114], [83.6136, 29.0114], [83.6136, 29.0114], [83.6132, 29.0123], [83.6129, 29.0131], [83.6127, 29.0136], [83.6124, 29.0143], [83.6119, 29.015], [83.6118, 29.0152], [83.6118, 29.0152], [83.6147, 29.0171], [83.6147, 29.0171], [83.615, 29.0172], [83.6152, 29.0174], [83.6156, 29.0179], [83.6156, 29.0181], [83.6157, 29.0183], [83.6159, 29.0185], [83.6159, 29.0185], [83.6163, 29.0192], [83.6164, 29.0193], [83.6164, 29.0195], [83.6163, 29.0198], [83.6162, 29.0201], [83.6158, 29.0204], [83.6158, 29.0204], [83.6145, 29.0223], [83.6145, 29.0223], [83.6141, 29.0243], [83.6141, 29.0243], [83.6141, 29.0243], [83.615, 29.0267], [83.615, 29.0268], [83.6152, 29.0271], [83.6152, 29.0275], [83.6152, 29.0282], [83.6151, 29.0287], [83.6151, 29.029], [83.6149, 29.0296], [83.6148, 29.0299], [83.6145, 29.0304], [83.6142, 29.0309], [83.6141, 29.0311], [83.6134, 29.0324], [83.6132, 29.0327], [83.613, 29.033], [83.613, 29.033], [83.6125, 29.0347], [83.6125, 29.0347], [83.6125, 29.0353], [83.6125, 29.0355], [83.6124, 29.0367], [83.6124, 29.0367], [83.6129, 29.0373], [83.6133, 29.0377], [83.614, 29.0385], [83.6149, 29.0396], [83.6153, 29.0402], [83.6157, 29.0407], [83.616, 29.041], [83.6162, 29.0416], [83.6164, 29.0419], [83.6165, 29.0422], [83.6167, 29.0425], [83.617, 29.0432], [83.617, 29.0432], [83.6177, 29.0444], [83.6177, 29.0445], [83.6181, 29.0451], [83.6184, 29.0456], [83.6188, 29.0464], [83.6189, 29.0466], [83.6189, 29.0472], [83.6189, 29.0474], [83.6188, 29.0497], [83.6188, 29.05], [83.6188, 29.0507], [83.6187, 29.0516], [83.6186, 29.0522], [83.6184, 29.053], [83.6184, 29.0534], [83.6183, 29.0537], [83.6183, 29.0538], [83.6181, 29.0553], [83.6181, 29.0553], [83.6181, 29.0553], [83.6187, 29.0574], [83.6187, 29.0575], [83.6189, 29.0579], [83.619, 29.0584], [83.6191, 29.0588], [83.6191, 29.059], [83.6195, 29.0603], [83.6195, 29.0603], [83.6228, 29.0621], [83.6228, 29.0621], [83.6228, 29.0621], [83.6282, 29.0632], [83.6282, 29.0632], [83.6291, 29.0631], [83.6299, 29.0631], [83.6308, 29.0631], [83.6313, 29.0636], [83.6313, 29.065], [83.6313, 29.0655], [83.6313, 29.0656], [83.6313, 29.0658], [83.6313, 29.0663], [83.6311, 29.0671], [83.6309, 29.0677], [83.6307, 29.0682], [83.6305, 29.0693], [83.6305, 29.0693], [83.6303, 29.0698], [83.6301, 29.0701], [83.6294, 29.0717], [83.6294, 29.0717], [83.6294, 29.0717], [83.6299, 29.0759], [83.6299, 29.0759], [83.6299, 29.0759], [83.6305, 29.0793], [83.6305, 29.0793], [83.6306, 29.0798], [83.6307, 29.08], [83.6309, 29.0807], [83.6306, 29.0817], [83.63, 29.0821], [83.6294, 29.0825], [83.6294, 29.0825], [83.6272, 29.0842], [83.6272, 29.0847], [83.627, 29.0852], [83.6267, 29.0858], [83.6263, 29.0863], [83.6257, 29.0869], [83.6254, 29.087], [83.6232, 29.0889], [83.6232, 29.0889], [83.6229, 29.0891], [83.6228, 29.0891], [83.6198, 29.0904], [83.6198, 29.0905], [83.6159, 29.0932], [83.6159, 29.0932], [83.6159, 29.0932], [83.615, 29.0972], [83.615, 29.0972], [83.615, 29.0972], [83.6162, 29.0991], [83.6168, 29.099], [83.6175, 29.0989], [83.6181, 29.0988], [83.6187, 29.0988], [83.6195, 29.0988], [83.6198, 29.0987], [83.6204, 29.0984], [83.6208, 29.0987], [83.6208, 29.0989], [83.6211, 29.0995], [83.6214, 29.1001], [83.6216, 29.1003], [83.6216, 29.1003], [83.6236, 29.1022], [83.6244, 29.1027], [83.6249, 29.103], [83.6257, 29.1034], [83.6261, 29.1038], [83.6268, 29.1046], [83.6271, 29.1051], [83.6271, 29.1051], [83.6297, 29.1075], [83.6297, 29.1075], [83.634, 29.1077], [83.634, 29.1077], [83.6378, 29.1075], [83.6378, 29.1075], [83.6386, 29.1072], [83.6391, 29.107], [83.6398, 29.1068], [83.6405, 29.1066], [83.6419, 29.1061], [83.6427, 29.1058], [83.6432, 29.1056], [83.6438, 29.1054], [83.644, 29.1054], [83.644, 29.1054], [83.6446, 29.1051], [83.6452, 29.105], [83.6452, 29.105], [83.6456, 29.1049], [83.646, 29.1048], [83.647, 29.1046], [83.6474, 29.1046], [83.648, 29.1045], [83.6485, 29.1046], [83.6489, 29.1047], [83.6495, 29.105], [83.6497, 29.1051], [83.6502, 29.1055], [83.6506, 29.1059], [83.6509, 29.1062], [83.6512, 29.1066], [83.6515, 29.1071], [83.6516, 29.1072], [83.6519, 29.1079], [83.6521, 29.1085], [83.6522, 29.109], [83.6523, 29.1094], [83.6524, 29.1099], [83.6523, 29.1102], [83.6522, 29.1103], [83.6519, 29.1109], [83.6516, 29.1113], [83.6516, 29.1113], [83.6504, 29.1141], [83.6504, 29.1141], [83.6504, 29.1141], [83.6509, 29.1183], [83.6509, 29.1183], [83.6509, 29.1183], [83.6536, 29.1218], [83.6536, 29.1218], [83.6536, 29.1218], [83.6566, 29.1231], [83.6567, 29.1231], [83.6571, 29.1231], [83.6578, 29.1233], [83.6582, 29.1234], [83.6585, 29.1236], [83.6588, 29.1239], [83.6592, 29.1243], [83.6617, 29.1254], [83.665, 29.1245], [83.6651, 29.1245], [83.6657, 29.1243], [83.666, 29.1242], [83.6667, 29.1241], [83.6674, 29.124], [83.6682, 29.1239], [83.6688, 29.1239], [83.6698, 29.1239], [83.6704, 29.1239], [83.6715, 29.1239], [83.6722, 29.1239], [83.6726, 29.124], [83.6729, 29.124], [83.6731, 29.1241], [83.6731, 29.1241], [83.677, 29.1244], [83.6774, 29.1244], [83.6776, 29.1244], [83.6787, 29.1243], [83.679, 29.1242], [83.6796, 29.1242], [83.6799, 29.1242], [83.6802, 29.1241], [83.6797, 29.1246], [83.6786, 29.1265], [83.6786, 29.1265], [83.6786, 29.1265], [83.6792, 29.1287], [83.6792, 29.1287], [83.6792, 29.1287], [83.6795, 29.1311], [83.6795, 29.1312], [83.6795, 29.1314], [83.6793, 29.1319], [83.6791, 29.1323], [83.6788, 29.133], [83.6785, 29.1335], [83.6781, 29.134], [83.6778, 29.1343], [83.6774, 29.1349], [83.6771, 29.1355], [83.6768, 29.1358], [83.6766, 29.136], [83.6757, 29.1365], [83.6751, 29.1389], [83.6754, 29.1394], [83.6755, 29.1405], [83.6756, 29.1413], [83.6756, 29.142], [83.6756, 29.1429], [83.6755, 29.1437], [83.6755, 29.1437], [83.6753, 29.147], [83.6753, 29.147], [83.6755, 29.1471], [83.6759, 29.1475], [83.6763, 29.1479], [83.6763, 29.1482], [83.6762, 29.1483], [83.6759, 29.1489], [83.6758, 29.1492], [83.6756, 29.1496], [83.675, 29.1504], [83.6746, 29.1509], [83.674, 29.1515], [83.6733, 29.1521], [83.6733, 29.1523], [83.6731, 29.1526], [83.6726, 29.1531], [83.672, 29.1534], [83.6716, 29.1536], [83.671, 29.154], [83.6676, 29.1549], [83.6673, 29.1551], [83.6663, 29.1553], [83.6655, 29.1557], [83.6648, 29.1559], [83.6644, 29.156], [83.6641, 29.1561], [83.6638, 29.1561], [83.6632, 29.1563], [83.6631, 29.1563], [83.6631, 29.1563], [83.6626, 29.1591], [83.6626, 29.1591], [83.6627, 29.162], [83.6627, 29.162], [83.6628, 29.1623], [83.6629, 29.1629], [83.6629, 29.1636], [83.6628, 29.1642], [83.6625, 29.1646], [83.6621, 29.1651], [83.6632, 29.1674], [83.6632, 29.1674], [83.6649, 29.1689], [83.665, 29.169], [83.6656, 29.1694], [83.6659, 29.1698], [83.6659, 29.17], [83.6659, 29.1703], [83.6657, 29.1707], [83.6655, 29.1711], [83.665, 29.1715], [83.6646, 29.1719], [83.6644, 29.1721], [83.6642, 29.1723], [83.6639, 29.1727], [83.6637, 29.1729], [83.6634, 29.1732], [83.6632, 29.1733], [83.6627, 29.1737], [83.6623, 29.1741], [83.6621, 29.1742], [83.6619, 29.1743], [83.6614, 29.1747], [83.6609, 29.175], [83.6605, 29.1752], [83.6601, 29.1754], [83.6592, 29.1757], [83.6587, 29.176], [83.6583, 29.1761], [83.6581, 29.1762], [83.6592, 29.1786], [83.6593, 29.1786], [83.6599, 29.1794], [83.6602, 29.1797], [83.6607, 29.1802], [83.6614, 29.1809], [83.662, 29.1817], [83.6628, 29.183], [83.6631, 29.1835], [83.6632, 29.1839], [83.6634, 29.1847], [83.6627, 29.1851], [83.6618, 29.1855], [83.6613, 29.1858], [83.6578, 29.1886], [83.6578, 29.1887], [83.6578, 29.1893], [83.6579, 29.1896], [83.6579, 29.19], [83.658, 29.1906], [83.658, 29.1913], [83.6577, 29.192], [83.6577, 29.192], [83.6583, 29.1954], [83.6583, 29.1954], [83.6584, 29.1958], [83.6583, 29.1963], [83.6583, 29.1967], [83.6582, 29.1972], [83.6581, 29.1976], [83.6579, 29.1981], [83.6576, 29.1991], [83.657, 29.1996], [83.6568, 29.1998], [83.6556, 29.2015], [83.6556, 29.2015], [83.6583, 29.2047], [83.6594, 29.2046], [83.6599, 29.2045], [83.6604, 29.2046], [83.661, 29.205], [83.6624, 29.2057], [83.6629, 29.206], [83.6639, 29.2063], [83.6644, 29.2064], [83.6649, 29.2066], [83.6665, 29.207], [83.6671, 29.2074], [83.6678, 29.2079], [83.6678, 29.2079], [83.6687, 29.2079], [83.6691, 29.2078], [83.6703, 29.2077], [83.6714, 29.2077], [83.6719, 29.2078], [83.6728, 29.2079], [83.6735, 29.208], [83.6738, 29.208], [83.674, 29.2081], [83.6748, 29.2084], [83.6757, 29.2088], [83.676, 29.209], [83.6765, 29.2092], [83.6769, 29.2094], [83.6775, 29.2097], [83.6788, 29.2105], [83.6793, 29.2108], [83.6796, 29.2111], [83.6796, 29.2111], [83.6826, 29.2129], [83.6829, 29.213], [83.6829, 29.2131], [83.6841, 29.2137], [83.6841, 29.2137], [83.6845, 29.2141], [83.6857, 29.2151], [83.6859, 29.2153], [83.6863, 29.2157], [83.6863, 29.2157], [83.6871, 29.2163], [83.6876, 29.2168], [83.6887, 29.2179], [83.6889, 29.2182], [83.6891, 29.2184], [83.6893, 29.2186], [83.6894, 29.2188], [83.6902, 29.2196], [83.6904, 29.2197], [83.691, 29.2205], [83.691, 29.2205], [83.6915, 29.2211], [83.6917, 29.2213], [83.6919, 29.2216], [83.6929, 29.2228], [83.6929, 29.2228], [83.6936, 29.2234], [83.6939, 29.224], [83.6942, 29.2244], [83.6943, 29.2247], [83.6953, 29.226], [83.6953, 29.226], [83.6959, 29.2264], [83.6965, 29.227], [83.6966, 29.2273], [83.6968, 29.2275], [83.6969, 29.2278], [83.6972, 29.2282], [83.6972, 29.2282], [83.6978, 29.2291], [83.6981, 29.2296], [83.6983, 29.23], [83.6983, 29.2301], [83.6988, 29.2309], [83.6988, 29.2309], [83.6993, 29.2317], [83.6994, 29.2321], [83.6996, 29.2326], [83.6999, 29.2335], [83.7007, 29.2353], [83.7007, 29.2353], [83.7045, 29.2375], [83.7045, 29.2375], [83.7052, 29.2376], [83.7061, 29.2378], [83.7067, 29.2381], [83.7071, 29.2385], [83.7074, 29.2388], [83.7077, 29.2392], [83.7078, 29.2395], [83.7079, 29.2395], [83.7083, 29.2399], [83.7088, 29.2406], [83.7092, 29.2412], [83.7098, 29.242], [83.7102, 29.2427], [83.7102, 29.2427], [83.7125, 29.2451], [83.7125, 29.2451], [83.7148, 29.2445], [83.7152, 29.2444], [83.7188, 29.2433], [83.7191, 29.2431], [83.7198, 29.2428], [83.7208, 29.2424], [83.7217, 29.2422], [83.7229, 29.2424], [83.7235, 29.2426], [83.724, 29.2427], [83.7241, 29.2428], [83.7264, 29.2435], [83.7271, 29.2437], [83.7277, 29.244], [83.7281, 29.2442], [83.7286, 29.2445], [83.7295, 29.245], [83.7299, 29.2453], [83.7353, 29.245], [83.7363, 29.2448], [83.7374, 29.2447], [83.738, 29.2447], [83.7383, 29.2448], [83.7386, 29.2449], [83.739, 29.2452], [83.7452, 29.2444], [83.7462, 29.244], [83.7467, 29.2442], [83.7477, 29.2445], [83.7479, 29.2445], [83.7499, 29.2446], [83.7526, 29.2436], [83.7529, 29.2434], [83.7531, 29.2432], [83.7534, 29.2432], [83.7537, 29.2431], [83.7539, 29.243], [83.7543, 29.2429], [83.7577, 29.2428], [83.7594, 29.2418], [83.7596, 29.2416], [83.7601, 29.2413], [83.7607, 29.241], [83.7612, 29.2407], [83.7612, 29.2407], [83.7619, 29.2406], [83.7626, 29.2407], [83.7633, 29.2408], [83.7639, 29.2408], [83.7653, 29.241], [83.7661, 29.2411], [83.7672, 29.2413], [83.7674, 29.2415], [83.7678, 29.2417], [83.7684, 29.2422], [83.769, 29.2429], [83.7699, 29.2438], [83.7704, 29.2444], [83.7706, 29.245], [83.7707, 29.2455], [83.7707, 29.246], [83.7708, 29.2465], [83.7707, 29.2469], [83.7725, 29.2472], [83.7729, 29.2472], [83.7746, 29.2475], [83.7779, 29.2482], [83.7783, 29.2478], [83.779, 29.2466], [83.7794, 29.2457], [83.7799, 29.2452], [83.7804, 29.2449], [83.7812, 29.245], [83.7828, 29.2454], [83.7837, 29.2457], [83.7848, 29.246], [83.7858, 29.2463], [83.7866, 29.2465], [83.7868, 29.2467], [83.7904, 29.2481], [83.7904, 29.2481], [83.7904, 29.2481], [83.7912, 29.2488], [83.7913, 29.2489], [83.7916, 29.2492], [83.7917, 29.2493], [83.7918, 29.2494], [83.7929, 29.2498], [83.7929, 29.2498], [83.7929, 29.2498], [83.797, 29.2506], [83.797, 29.2506], [83.7971, 29.2507], [83.7971, 29.2509], [83.7973, 29.2511], [83.7973, 29.2515], [83.7973, 29.2519], [83.7973, 29.2523], [83.7973, 29.2523], [83.7977, 29.2546], [83.7983, 29.2546], [83.7986, 29.2547], [83.799, 29.2548], [83.7993, 29.255], [83.7998, 29.2552], [83.8002, 29.2555], [83.8006, 29.2556], [83.801, 29.2559], [83.8016, 29.2563], [83.8019, 29.2565], [83.8021, 29.257], [83.8021, 29.2573], [83.802, 29.2575], [83.8019, 29.2579], [83.8015, 29.2582], [83.801, 29.2585], [83.8001, 29.2596], [83.8001, 29.2596], [83.8001, 29.2596], [83.7995, 29.2617], [83.7995, 29.2617], [83.7995, 29.2617], [83.7993, 29.2627], [83.7993, 29.2628], [83.7993, 29.2628], [83.7993, 29.263], [83.7993, 29.2631], [83.7993, 29.2634], [83.7992, 29.2636], [83.7991, 29.2639], [83.799, 29.2643], [83.7989, 29.2648], [83.7987, 29.2652], [83.7985, 29.2656], [83.7984, 29.266], [83.7982, 29.2664], [83.7976, 29.2673], [83.7975, 29.2677], [83.7973, 29.268], [83.7971, 29.2683], [83.7968, 29.2686], [83.7968, 29.2686], [83.7958, 29.2708], [83.7958, 29.2708], [83.7957, 29.2712], [83.7955, 29.2717], [83.7954, 29.2721], [83.7951, 29.2725], [83.7948, 29.2729], [83.7943, 29.2735], [83.7939, 29.2756], [83.7939, 29.2756], [83.7941, 29.2757], [83.794, 29.2764], [83.7943, 29.2772], [83.7944, 29.2775], [83.7944, 29.2778], [83.7943, 29.278], [83.7946, 29.2782], [83.7948, 29.2785], [83.7953, 29.2789], [83.7956, 29.2791], [83.7959, 29.2794], [83.7963, 29.2799], [83.7965, 29.2802], [83.7967, 29.2804], [83.7967, 29.2806], [83.7968, 29.281], [83.7969, 29.2813], [83.7969, 29.2817], [83.8001, 29.2823], [83.8001, 29.2823], [83.8005, 29.2823], [83.8017, 29.2824], [83.8019, 29.2826], [83.8024, 29.2829], [83.8027, 29.2833], [83.8029, 29.2836], [83.8052, 29.2852], [83.8052, 29.2852], [83.8057, 29.2855], [83.8061, 29.2857], [83.8066, 29.2859], [83.807, 29.2861], [83.8077, 29.2865], [83.8077, 29.2869], [83.8077, 29.2869], [83.8085, 29.2882], [83.8085, 29.2882], [83.8085, 29.2882], [83.8087, 29.2886], [83.8088, 29.2886], [83.8089, 29.2889], [83.8094, 29.2899], [83.8094, 29.2899], [83.8094, 29.2899], [83.8105, 29.2912], [83.8107, 29.2913], [83.8107, 29.2915], [83.8107, 29.2916], [83.8106, 29.2917], [83.8104, 29.2921], [83.8101, 29.2925], [83.8098, 29.293], [83.8096, 29.2931], [83.8091, 29.296], [83.8091, 29.296], [83.8109, 29.2976], [83.811, 29.2977], [83.8113, 29.298], [83.8117, 29.2983], [83.8122, 29.2989], [83.8124, 29.2992], [83.8125, 29.2996], [83.8124, 29.3002], [83.8122, 29.3008], [83.8129, 29.3027], [83.8132, 29.3027], [83.8134, 29.3027], [83.8142, 29.3029], [83.8146, 29.303], [83.8151, 29.3031], [83.8156, 29.3032], [83.8156, 29.3032], [83.8156, 29.3032], [83.8185, 29.3034], [83.8186, 29.3034], [83.8195, 29.3034], [83.8197, 29.3034], [83.8202, 29.3033], [83.8207, 29.3033], [83.8218, 29.3033], [83.8219, 29.3033], [83.8241, 29.3026], [83.8244, 29.3021], [83.8246, 29.3017], [83.8248, 29.3014], [83.8249, 29.3012], [83.8251, 29.301], [83.8253, 29.3008], [83.8253, 29.3008], [83.8253, 29.3008], [83.8258, 29.3004], [83.8263, 29.3001], [83.8268, 29.2999], [83.8272, 29.2997], [83.8277, 29.2995], [83.8284, 29.2992], [83.8284, 29.2992], [83.829, 29.299], [83.8296, 29.2988], [83.83, 29.2988], [83.8303, 29.2989], [83.8305, 29.2989], [83.8308, 29.299], [83.8313, 29.2993], [83.8316, 29.2995], [83.8319, 29.2997], [83.8322, 29.2999], [83.8325, 29.3001], [83.833, 29.3004], [83.8331, 29.3005], [83.8355, 29.3008], [83.8366, 29.3001], [83.8369, 29.2998], [83.8373, 29.2995], [83.8376, 29.2993], [83.8376, 29.2993], [83.8381, 29.299], [83.8386, 29.2988], [83.8388, 29.2988], [83.839, 29.2988], [83.8395, 29.2989], [83.8401, 29.299], [83.8401, 29.299], [83.8411, 29.2992], [83.8412, 29.2992], [83.8415, 29.2993], [83.8418, 29.2993], [83.8429, 29.2995], [83.8429, 29.2995], [83.8456, 29.2989], [83.846, 29.2986], [83.8462, 29.2986], [83.8464, 29.2984], [83.8469, 29.2983], [83.8472, 29.2982], [83.8474, 29.2982], [83.8476, 29.2982], [83.8479, 29.2982], [83.8484, 29.2984], [83.8489, 29.2986], [83.8494, 29.299], [83.8498, 29.2992], [83.8501, 29.2993], [83.8503, 29.2995], [83.8507, 29.2997], [83.8508, 29.2999], [83.851, 29.3], [83.8514, 29.3004], [83.8514, 29.3004], [83.8523, 29.301], [83.8528, 29.3013], [83.8534, 29.3016], [83.8536, 29.3018], [83.854, 29.3023], [83.854, 29.3023], [83.8544, 29.3036], [83.8544, 29.3037], [83.8545, 29.3041], [83.8547, 29.3046], [83.8547, 29.3047], [83.8548, 29.3051], [83.8549, 29.3052], [83.8549, 29.3055], [83.855, 29.306], [83.855, 29.3065], [83.855, 29.3069], [83.855, 29.3069], [83.8553, 29.3083], [83.8553, 29.3084], [83.8554, 29.3085], [83.8554, 29.3088], [83.8555, 29.3091], [83.8555, 29.3091], [83.857, 29.3106], [83.857, 29.3106], [83.8589, 29.3109], [83.8593, 29.311], [83.8598, 29.3111], [83.8601, 29.3111], [83.861, 29.3114], [83.8612, 29.3115], [83.8617, 29.3117], [83.8623, 29.312], [83.8628, 29.3121], [83.8628, 29.3122], [83.8628, 29.3122], [83.866, 29.3127], [83.866, 29.3127], [83.8661, 29.3127], [83.8667, 29.3127], [83.8672, 29.3127], [83.8676, 29.3127], [83.8682, 29.3128], [83.8686, 29.3128], [83.8692, 29.3129], [83.8698, 29.3129], [83.8701, 29.313], [83.8703, 29.313], [83.8708, 29.3134], [83.8712, 29.3137], [83.8715, 29.314], [83.8715, 29.314], [83.8743, 29.3153], [83.8743, 29.3153], [83.8747, 29.3153], [83.8752, 29.3155], [83.8756, 29.3156], [83.8758, 29.3156], [83.8767, 29.3158], [83.8767, 29.3158], [83.8772, 29.3159], [83.8774, 29.316], [83.8777, 29.3161], [83.8777, 29.3161], [83.8779, 29.3161], [83.8782, 29.3162], [83.8789, 29.3164], [83.8789, 29.3164], [83.8794, 29.3166], [83.88, 29.3168], [83.8802, 29.3169], [83.8808, 29.3173], [83.881, 29.3175], [83.8815, 29.3178], [83.8815, 29.3178], [83.8827, 29.3186], [83.883, 29.3187], [83.8835, 29.319], [83.8839, 29.3192], [83.8843, 29.3196], [83.8843, 29.3196], [83.8865, 29.3205], [83.8865, 29.3205], [83.8887, 29.3208], [83.8887, 29.3208], [83.8899, 29.3206], [83.8901, 29.3205], [83.8908, 29.3204], [83.8911, 29.3203], [83.8917, 29.3202], [83.8921, 29.3202], [83.895, 29.3199], [83.8954, 29.3198], [83.8956, 29.3198], [83.896, 29.3196], [83.8965, 29.3196], [83.8973, 29.3195], [83.8979, 29.3195], [83.8981, 29.3198], [83.8984, 29.3202], [83.8986, 29.3207], [83.8987, 29.3212], [83.8992, 29.322], [83.8992, 29.322], [83.8992, 29.322], [83.9011, 29.3245], [83.9011, 29.3245], [83.9011, 29.3245], [83.9046, 29.3264], [83.9046, 29.3264], [83.907, 29.3255], [83.907, 29.3255], [83.9075, 29.3253], [83.9075, 29.3253], [83.9075, 29.3253], [83.908, 29.325], [83.9085, 29.3247], [83.9089, 29.3245], [83.9098, 29.3241], [83.9102, 29.324], [83.9105, 29.324], [83.9111, 29.3239], [83.9115, 29.3238], [83.9121, 29.3237], [83.9126, 29.3236], [83.9131, 29.3235], [83.9142, 29.3234], [83.9149, 29.3233], [83.9154, 29.3233], [83.9159, 29.3233], [83.9165, 29.3234], [83.9168, 29.3234], [83.9174, 29.3235], [83.9205, 29.3235], [83.9205, 29.3235], [83.9209, 29.3232], [83.9212, 29.3229], [83.9219, 29.3224], [83.9226, 29.3218], [83.923, 29.3216], [83.9234, 29.3213], [83.9234, 29.3213], [83.9234, 29.3213], [83.9238, 29.321], [83.9242, 29.3208], [83.9243, 29.3208], [83.9248, 29.3205], [83.9254, 29.3202], [83.9258, 29.3201], [83.9258, 29.3201], [83.9262, 29.3198], [83.9268, 29.3194], [83.9273, 29.3191], [83.9277, 29.3191], [83.9282, 29.3192], [83.9287, 29.3193], [83.9295, 29.3195], [83.9296, 29.3196], [83.9318, 29.3202], [83.9319, 29.3202], [83.9351, 29.3197], [83.9351, 29.3197], [83.9356, 29.3195], [83.9361, 29.3192], [83.9365, 29.319], [83.937, 29.3188], [83.9377, 29.3186], [83.9385, 29.3182], [83.9387, 29.3181], [83.9391, 29.3178], [83.9395, 29.3176], [83.9399, 29.3173], [83.9403, 29.3171], [83.9409, 29.317], [83.9417, 29.3169], [83.9419, 29.3169], [83.9428, 29.3169], [83.9433, 29.317], [83.9437, 29.317], [83.9443, 29.3171], [83.9448, 29.3171], [83.945, 29.3172], [83.9466, 29.3172], [83.9479, 29.3175], [83.9483, 29.3177], [83.9489, 29.3184], [83.9494, 29.3188], [83.9495, 29.3189], [83.9498, 29.3193], [83.9499, 29.3194], [83.9504, 29.3205], [83.9512, 29.3216], [83.9512, 29.3216], [83.9527, 29.3228], [83.9533, 29.3235], [83.9535, 29.3238], [83.9537, 29.3244], [83.9541, 29.3251], [83.9549, 29.3262], [83.9549, 29.3262], [83.9563, 29.3271], [83.9568, 29.3273], [83.9574, 29.3276], [83.9583, 29.3284], [83.9587, 29.3287], [83.9587, 29.3287], [83.9625, 29.3319], [83.9625, 29.3319], [83.9629, 29.3319], [83.9634, 29.3317], [83.9643, 29.3316], [83.9644, 29.3317], [83.9653, 29.3315], [83.9678, 29.331], [83.9681, 29.3309], [83.9687, 29.3308], [83.9692, 29.3307], [83.9734, 29.3298], [83.9771, 29.3285], [83.9777, 29.3281], [83.978, 29.328], [83.9784, 29.3277], [83.9789, 29.3275], [83.9798, 29.327], [83.9798, 29.327], [83.9798, 29.327], [83.9802, 29.3267], [83.9807, 29.3265], [83.9812, 29.3262], [83.9817, 29.326], [83.9818, 29.3259], [83.9837, 29.325], [83.9865, 29.3235], [83.9877, 29.3221], [83.9879, 29.3217], [83.9882, 29.3215], [83.9921, 29.3208], [83.9942, 29.3181], [83.9942, 29.3181], [83.9946, 29.3177], [83.9949, 29.3174], [83.9954, 29.3171], [83.9962, 29.3168], [83.9967, 29.3166], [83.9971, 29.3165], [83.999, 29.3154], [83.9992, 29.3151], [83.9992, 29.315], [83.9993, 29.3149], [83.9993, 29.3149], [83.9996, 29.3145], [83.9996, 29.3145], [83.9998, 29.3142], [84.0, 29.3139], [84.0001, 29.3138], [84.0001, 29.3138], [84.0004, 29.3132], [84.0009, 29.3122], [84.0009, 29.3122], [84.0009, 29.3121], [84.001, 29.312], [84.001, 29.3119], [84.0011, 29.3114], [84.0009, 29.3101], [84.0005, 29.3093], [84.0001, 29.3085], [84.0001, 29.3085], [84.0, 29.3083], [83.9999, 29.3082], [83.9999, 29.3081], [83.9998, 29.3079], [83.9998, 29.3078], [83.9997, 29.3077], [83.9997, 29.3077], [83.9989, 29.3069], [83.9953, 29.3049], [83.9926, 29.304], [83.9925, 29.304], [83.9923, 29.304], [83.9922, 29.304], [83.9902, 29.304], [83.9895, 29.3039], [83.9893, 29.3037], [83.9888, 29.3032], [83.9886, 29.3028], [83.9883, 29.3023], [83.988, 29.3019], [83.988, 29.3019], [83.9876, 29.3011], [83.988, 29.3008], [83.9885, 29.3004], [83.9888, 29.3], [83.9892, 29.2997], [83.9897, 29.2991], [83.9897, 29.2991], [83.9898, 29.299], [83.9903, 29.2989], [83.9908, 29.2989], [83.9908, 29.2989], [83.9929, 29.2985], [83.9956, 29.2974], [83.997, 29.2969], [83.997, 29.2968], [83.9972, 29.2967], [83.9974, 29.2967], [83.9978, 29.2963], [83.9981, 29.2955], [83.9982, 29.2955], [83.9983, 29.2955], [83.9986, 29.2955], [83.9987, 29.2955], [83.999, 29.2955], [83.9992, 29.2955], [83.9994, 29.2956], [83.9996, 29.2956], [83.9997, 29.2956], [84.0, 29.2957], [84.0, 29.2957], [84.001, 29.2959], [84.0011, 29.2959], [84.0015, 29.296], [84.0015, 29.296], [84.0031, 29.2962], [84.0031, 29.2962], [84.0034, 29.2963], [84.0034, 29.2963], [84.0036, 29.2964], [84.0038, 29.2964], [84.0039, 29.2965], [84.0041, 29.2965], [84.0041, 29.2965], [84.0049, 29.2963], [84.005, 29.2962], [84.0052, 29.2962], [84.0052, 29.2962], [84.0055, 29.2961], [84.0055, 29.2961], [84.0071, 29.296], [84.0071, 29.296], [84.0083, 29.2957], [84.0094, 29.2953], [84.0097, 29.2952], [84.0098, 29.2952], [84.0099, 29.2952], [84.0106, 29.2949], [84.0116, 29.2943], [84.012, 29.2939], [84.012, 29.2939], [84.0121, 29.2938], [84.0122, 29.2938], [84.0124, 29.2935], [84.0124, 29.2934], [84.0124, 29.2934], [84.0125, 29.2933], [84.0125, 29.2932], [84.0126, 29.2931], [84.0126, 29.2931], [84.0135, 29.2917], [84.014, 29.2909], [84.014, 29.2909], [84.0141, 29.2907], [84.0143, 29.2906], [84.0145, 29.2904], [84.0147, 29.2902], [84.0149, 29.29], [84.0152, 29.2898], [84.0152, 29.2898], [84.0153, 29.2898], [84.0153, 29.2898], [84.0154, 29.2897], [84.0156, 29.2896], [84.0158, 29.2896], [84.0163, 29.2897], [84.0166, 29.2897], [84.0171, 29.2898], [84.0172, 29.2898], [84.0175, 29.2899], [84.0177, 29.2899], [84.0179, 29.2899], [84.018, 29.29], [84.0193, 29.2902], [84.0193, 29.2902], [84.0196, 29.2902], [84.0198, 29.2902], [84.0198, 29.2902], [84.0209, 29.2902], [84.0209, 29.2902], [84.0212, 29.2901], [84.0214, 29.2901], [84.0217, 29.2901], [84.0221, 29.29], [84.0221, 29.29], [84.0223, 29.29], [84.0223, 29.29], [84.0235, 29.2897], [84.0246, 29.2889], [84.0255, 29.2877], [84.0261, 29.2865], [84.0262, 29.2864], [84.0262, 29.2862], [84.0263, 29.2862], [84.0263, 29.2862], [84.0263, 29.2862], [84.0265, 29.2864], [84.0267, 29.2868], [84.0269, 29.2872], [84.027, 29.2875], [84.0271, 29.288], [84.0273, 29.2884], [84.0273, 29.2886], [84.0273, 29.2886], [84.0277, 29.2899], [84.0277, 29.29], [84.0278, 29.29], [84.0279, 29.2903], [84.0279, 29.2903], [84.028, 29.2906], [84.0281, 29.2908], [84.0283, 29.2911], [84.0284, 29.2915], [84.0284, 29.2915], [84.0289, 29.2926], [84.029, 29.2927], [84.029, 29.2928], [84.029, 29.2928], [84.0299, 29.2938], [84.0299, 29.2938], [84.0299, 29.2938], [84.0307, 29.2944], [84.0308, 29.2944], [84.031, 29.2946], [84.0312, 29.2947], [84.0314, 29.2948], [84.0316, 29.295], [84.0322, 29.2953], [84.0322, 29.2953], [84.0322, 29.2953], [84.0332, 29.2958], [84.0332, 29.2958], [84.0335, 29.2959], [84.0336, 29.296], [84.034, 29.2962], [84.0341, 29.2963], [84.0347, 29.2967], [84.0347, 29.2967], [84.0348, 29.2967], [84.035, 29.2968], [84.0353, 29.2969], [84.0356, 29.297], [84.0359, 29.2972], [84.0362, 29.2973], [84.0365, 29.2975], [84.0365, 29.2975], [84.0378, 29.2983], [84.0378, 29.2983], [84.0381, 29.2984], [84.0383, 29.2985], [84.0385, 29.2986], [84.0387, 29.2988], [84.039, 29.299], [84.0392, 29.2992], [84.0395, 29.2994], [84.0397, 29.2996], [84.0412, 29.3008], [84.0412, 29.3008], [84.0412, 29.3008], [84.0423, 29.3015], [84.0423, 29.3015], [84.0443, 29.3013], [84.0456, 29.3008], [84.0458, 29.3007], [84.0459, 29.3007], [84.0461, 29.3006], [84.0464, 29.3005], [84.0465, 29.3005], [84.0467, 29.3005], [84.0467, 29.3004], [84.047, 29.3003], [84.0473, 29.3003], [84.0496, 29.2994], [84.0502, 29.2991], [84.0502, 29.2991], [84.0506, 29.299], [84.0511, 29.2987], [84.0513, 29.2987], [84.0515, 29.2986], [84.0515, 29.2986], [84.053, 29.2978], [84.0528, 29.2967], [84.0528, 29.2963], [84.0528, 29.2963], [84.0528, 29.2962], [84.0527, 29.2958], [84.0527, 29.2954], [84.0527, 29.2953], [84.0527, 29.2953], [84.0527, 29.2953], [84.0527, 29.2952], [84.0528, 29.295], [84.0529, 29.2948], [84.0529, 29.2946], [84.0531, 29.2944], [84.0531, 29.2944], [84.0531, 29.2943], [84.0533, 29.2941], [84.0535, 29.2939], [84.0538, 29.2938], [84.054, 29.2937], [84.0543, 29.2936], [84.055, 29.2931], [84.055, 29.2931], [84.0551, 29.293], [84.0551, 29.2929], [84.0552, 29.2926], [84.0552, 29.2926], [84.0553, 29.2924], [84.0555, 29.2921], [84.0555, 29.2921], [84.0555, 29.2921], [84.0556, 29.2919], [84.056, 29.2912], [84.0561, 29.2911], [84.0563, 29.291], [84.0564, 29.2909], [84.0566, 29.2908], [84.0566, 29.2908], [84.0568, 29.2908], [84.0568, 29.2908], [84.0575, 29.2906], [84.0576, 29.2905], [84.0579, 29.2904], [84.0579, 29.2904], [84.0579, 29.2904], [84.0598, 29.2902], [84.0601, 29.2902], [84.0604, 29.2903], [84.0606, 29.2903], [84.0608, 29.2904], [84.0612, 29.2905], [84.0616, 29.2906], [84.0631, 29.2904], [84.0644, 29.2895], [84.0645, 29.2895], [84.0646, 29.2894], [84.0651, 29.2891], [84.0651, 29.2891], [84.0666, 29.2878], [84.0666, 29.2878], [84.0667, 29.2877], [84.067, 29.2874], [84.068, 29.2864], [84.068, 29.2864], [84.0682, 29.2862], [84.0683, 29.2862], [84.0683, 29.2861], [84.0685, 29.286], [84.0686, 29.2859], [84.0687, 29.2859], [84.0689, 29.2859], [84.0693, 29.2858], [84.0696, 29.2858], [84.0698, 29.2858], [84.0699, 29.2858], [84.0701, 29.2858], [84.0703, 29.2858], [84.0708, 29.2858], [84.0713, 29.2859], [84.0715, 29.2859], [84.0717, 29.286], [84.0721, 29.2862], [84.0721, 29.2862], [84.074, 29.2867], [84.074, 29.2867], [84.0742, 29.2868], [84.0745, 29.2869], [84.0747, 29.287], [84.0755, 29.2872], [84.0755, 29.2872], [84.0756, 29.2873], [84.0761, 29.2874], [84.0765, 29.2875], [84.0771, 29.2876], [84.0775, 29.2878], [84.0781, 29.2882], [84.0781, 29.2882], [84.0796, 29.2887], [84.0796, 29.2887], [84.08, 29.289], [84.0804, 29.2891], [84.0805, 29.2892], [84.0808, 29.2893], [84.0809, 29.2895], [84.0812, 29.2898], [84.0815, 29.2901], [84.0816, 29.2903], [84.0817, 29.2905], [84.0818, 29.2906], [84.082, 29.2908], [84.082, 29.2908], [84.083, 29.2924], [84.083, 29.2924], [84.083, 29.2924], [84.0841, 29.2936], [84.0841, 29.2936], [84.0843, 29.2938], [84.0845, 29.294], [84.0847, 29.2942], [84.0848, 29.2943], [84.085, 29.2945], [84.0851, 29.2947], [84.0852, 29.2947], [84.086, 29.2952], [84.086, 29.2952], [84.0882, 29.2951], [84.0885, 29.295], [84.0887, 29.295], [84.089, 29.2949], [84.0892, 29.2949], [84.0894, 29.2948], [84.0897, 29.2948], [84.0913, 29.2942], [84.0919, 29.294], [84.092, 29.2939], [84.0927, 29.2937], [84.0929, 29.2935], [84.0932, 29.2935], [84.0932, 29.2935], [84.0932, 29.2935], [84.0935, 29.2934], [84.094, 29.2932], [84.0944, 29.2931], [84.0946, 29.2931], [84.0955, 29.2928], [84.0967, 29.2923], [84.0967, 29.2923], [84.0971, 29.2921], [84.0971, 29.2921], [84.0978, 29.2918], [84.0981, 29.2917], [84.0984, 29.2916], [84.0988, 29.2915], [84.0988, 29.2915], [84.1009, 29.29], [84.1014, 29.2888], [84.1014, 29.2887], [84.1015, 29.2885], [84.1016, 29.2883], [84.1017, 29.2881], [84.1017, 29.288], [84.1018, 29.2879], [84.1019, 29.2878], [84.1019, 29.2878], [84.1019, 29.2878], [84.1021, 29.2876], [84.1022, 29.2875], [84.1023, 29.2875], [84.1023, 29.2875], [84.1025, 29.2874], [84.1027, 29.2873], [84.1029, 29.2871], [84.1032, 29.287], [84.1034, 29.2869], [84.1036, 29.2868], [84.1039, 29.2868], [84.1042, 29.2867], [84.1044, 29.2867], [84.1048, 29.2866], [84.1052, 29.2865], [84.1057, 29.2864], [84.1061, 29.2863], [84.1064, 29.2862], [84.1064, 29.2862], [84.1067, 29.2861], [84.1069, 29.2861], [84.1071, 29.286], [84.1075, 29.2859], [84.108, 29.2858], [84.1083, 29.2858], [84.109, 29.2852], [84.1091, 29.2851], [84.1092, 29.285], [84.1092, 29.285], [84.1098, 29.2845], [84.11, 29.2844], [84.11, 29.2844], [84.1101, 29.2844], [84.1102, 29.2842], [84.1104, 29.284], [84.1106, 29.2839], [84.1119, 29.2827], [84.1119, 29.2827], [84.1121, 29.2825], [84.1125, 29.2822], [84.1129, 29.2819], [84.1132, 29.2817], [84.1133, 29.2816], [84.1136, 29.2814], [84.1136, 29.2814], [84.1136, 29.2814], [84.1138, 29.2812], [84.1139, 29.2811], [84.1141, 29.281], [84.1144, 29.2809], [84.1145, 29.2808], [84.1147, 29.2808], [84.1147, 29.2808], [84.1149, 29.2807], [84.1151, 29.2806], [84.1153, 29.2805], [84.1159, 29.2803], [84.1164, 29.2801], [84.1165, 29.28], [84.1172, 29.2799], [84.1174, 29.2799], [84.1177, 29.2799], [84.1179, 29.2799], [84.1182, 29.2799], [84.1183, 29.2799], [84.1187, 29.2799], [84.1189, 29.2799], [84.1191, 29.2799], [84.1194, 29.28], [84.1195, 29.2801], [84.1196, 29.2802], [84.1201, 29.2801], [84.1189, 29.2793], [84.1189, 29.2793], [84.1185, 29.2792], [84.1185, 29.2791], [84.1183, 29.279], [84.1181, 29.2789], [84.1179, 29.2788], [84.1177, 29.2786], [84.1177, 29.2786], [84.1177, 29.2786], [84.1176, 29.2786], [84.1175, 29.2784], [84.1173, 29.2782], [84.1173, 29.2782], [84.1173, 29.278], [84.1173, 29.2779], [84.1173, 29.2779], [84.1173, 29.2779], [84.1173, 29.2777], [84.1173, 29.2776], [84.1173, 29.2774], [84.1174, 29.2773], [84.1175, 29.2771], [84.1175, 29.277], [84.1175, 29.277], [84.1175, 29.277], [84.1176, 29.2768], [84.1178, 29.2765], [84.1179, 29.2764], [84.118, 29.2763], [84.1181, 29.2762], [84.1182, 29.2761], [84.1182, 29.2761], [84.119, 29.2754], [84.119, 29.2754], [84.1192, 29.2753], [84.1192, 29.2753], [84.1192, 29.2753], [84.1194, 29.2752], [84.1196, 29.2751], [84.1197, 29.2751], [84.1201, 29.2749], [84.1203, 29.2749], [84.1205, 29.2748], [84.1214, 29.2745], [84.1218, 29.2734], [84.1217, 29.272], [84.1214, 29.2708], [84.1211, 29.2704], [84.1211, 29.2704], [84.1209, 29.2701], [84.1208, 29.2701], [84.1206, 29.2699], [84.1206, 29.2697], [84.1206, 29.2697], [84.1206, 29.2697], [84.1205, 29.2696], [84.1203, 29.2693], [84.1202, 29.2692], [84.1201, 29.269], [84.12, 29.2689], [84.12, 29.2687], [84.12, 29.2687], [84.12, 29.2687], [84.1199, 29.2686], [84.1197, 29.2683], [84.1196, 29.2681], [84.1196, 29.268], [84.1196, 29.2679], [84.1195, 29.2677], [84.1195, 29.2677], [84.1191, 29.2663], [84.1181, 29.2655], [84.1164, 29.2648], [84.115, 29.2644], [84.115, 29.2644], [84.1149, 29.2644], [84.1145, 29.2643], [84.1144, 29.2642], [84.1143, 29.2642], [84.1139, 29.2641], [84.1138, 29.2641], [84.1138, 29.264], [84.1138, 29.264], [84.1136, 29.264], [84.1134, 29.2639], [84.1134, 29.2639], [84.1129, 29.2636], [84.1129, 29.2636], [84.1127, 29.2636], [84.1125, 29.2637], [84.1123, 29.2637], [84.1122, 29.2636], [84.1121, 29.2636], [84.1122, 29.2636], [84.1127, 29.2631], [84.1127, 29.2618], [84.1127, 29.2618], [84.1127, 29.2617], [84.1127, 29.2617], [84.1126, 29.2616], [84.1126, 29.2615], [84.1127, 29.2614], [84.1127, 29.2613], [84.1127, 29.2613], [84.1129, 29.2611], [84.113, 29.2611], [84.1131, 29.2609], [84.1132, 29.2609], [84.1139, 29.2602], [84.1141, 29.26], [84.1142, 29.26], [84.1142, 29.26], [84.1147, 29.2594], [84.1144, 29.2584], [84.1144, 29.2584], [84.1141, 29.258], [84.114, 29.2578], [84.1139, 29.2577], [84.1139, 29.2576], [84.1136, 29.2571], [84.1133, 29.2566], [84.1133, 29.2566], [84.1124, 29.2553], [84.1121, 29.2551], [84.1121, 29.255], [84.1121, 29.255], [84.1121, 29.255], [84.1119, 29.2548], [84.1119, 29.2547], [84.1118, 29.2547], [84.1118, 29.2546], [84.1118, 29.2546], [84.1117, 29.2545], [84.1116, 29.2544], [84.1116, 29.2542], [84.1116, 29.2541], [84.1116, 29.254], [84.1117, 29.2539], [84.1117, 29.2539], [84.1117, 29.2537], [84.1119, 29.2536], [84.112, 29.2535], [84.1123, 29.2533], [84.1126, 29.2531], [84.1126, 29.2531], [84.1126, 29.2531], [84.1135, 29.2525], [84.1133, 29.2517], [84.1133, 29.2517], [84.1128, 29.2507], [84.1126, 29.2501], [84.1123, 29.2495], [84.1122, 29.2493], [84.1121, 29.2488], [84.1123, 29.2485], [84.1123, 29.2485], [84.113, 29.2477], [84.1134, 29.2473], [84.1135, 29.2472], [84.1143, 29.2465], [84.1151, 29.2458], [84.1161, 29.2448], [84.1162, 29.2448], [84.1165, 29.2449], [84.1171, 29.2451], [84.1174, 29.2453], [84.1193, 29.246], [84.1193, 29.246], [84.1199, 29.2458], [84.1206, 29.2455], [84.1215, 29.2451], [84.1227, 29.2447], [84.1239, 29.2443], [84.1247, 29.2442], [84.1298, 29.243], [84.1348, 29.2401], [84.14, 29.2373], [84.1407, 29.2369], [84.141, 29.2368], [84.1414, 29.2368], [84.1418, 29.237], [84.1427, 29.2375], [84.1431, 29.2377], [84.1431, 29.2377], [84.1483, 29.2401], [84.1483, 29.2401], [84.1483, 29.2401], [84.1542, 29.2421], [84.1542, 29.2421], [84.1542, 29.2421], [84.1607, 29.2421], [84.1614, 29.2421], [84.1622, 29.242], [84.1632, 29.2419], [84.1643, 29.2418], [84.1653, 29.2418], [84.1662, 29.2418], [84.1717, 29.2406], [84.1719, 29.2404], [84.1722, 29.2398], [84.1726, 29.2395], [84.1732, 29.2394], [84.1736, 29.2392], [84.1744, 29.2391], [84.1753, 29.2389], [84.1759, 29.2387], [84.1768, 29.2385], [84.1775, 29.2384], [84.1784, 29.2383], [84.1787, 29.2383], [84.1792, 29.2384], [84.1795, 29.2388], [84.1798, 29.239], [84.1803, 29.2398], [84.1807, 29.2405], [84.181, 29.2411], [84.1862, 29.2432], [84.1862, 29.2432], [84.1862, 29.2432], [84.1916, 29.2448], [84.1916, 29.2448], [84.1952, 29.2432], [84.1957, 29.2427], [84.1962, 29.2425], [84.1982, 29.2419], [84.1984, 29.2418], [84.2005, 29.241], [84.201, 29.2401], [84.2011, 29.2396], [84.2012, 29.239], [84.2015, 29.2386], [84.2024, 29.2377], [84.2024, 29.2377], [84.1992, 29.2322], [84.1992, 29.2322], [84.1988, 29.2316], [84.1984, 29.2307], [84.1981, 29.2294], [84.1979, 29.2288], [84.1978, 29.2279], [84.1978, 29.2271], [84.1978, 29.2271], [84.1978, 29.2271], [84.1976, 29.226], [84.1978, 29.2255], [84.1978, 29.2225], [84.1975, 29.2219], [84.1974, 29.2214], [84.1982, 29.2206], [84.1986, 29.2199], [84.1987, 29.2196], [84.199, 29.2187], [84.1992, 29.2144], [84.1992, 29.2144], [84.1974, 29.2139], [84.1962, 29.2134], [84.1958, 29.2131], [84.1947, 29.2124], [84.1935, 29.2115], [84.1927, 29.2109], [84.1927, 29.2109], [84.1927, 29.2109], [84.1918, 29.2101], [84.191, 29.2092], [84.1909, 29.2091], [84.1881, 29.2064], [84.1842, 29.2072], [84.1836, 29.2075], [84.1823, 29.208], [84.1816, 29.2084], [84.181, 29.2085], [84.1805, 29.2083], [84.1799, 29.2081], [84.1799, 29.2081], [84.179, 29.2079], [84.1778, 29.2077], [84.1773, 29.2074], [84.1772, 29.2068], [84.1771, 29.2064], [84.1768, 29.2058], [84.1768, 29.2058], [84.1768, 29.2057], [84.1759, 29.2049], [84.1759, 29.2048], [84.1749, 29.2037], [84.1745, 29.2035], [84.1737, 29.2026], [84.1737, 29.2025], [84.1729, 29.2017], [84.1696, 29.2008], [84.1689, 29.2008], [84.1684, 29.2005], [84.1677, 29.1997], [84.1669, 29.1987], [84.1665, 29.1982], [84.166, 29.1975], [84.166, 29.1975], [84.166, 29.1975], [84.1654, 29.1968], [84.1652, 29.1965], [84.1641, 29.1955], [84.1637, 29.1947], [84.1638, 29.1945], [84.1643, 29.1941], [84.1664, 29.19], [84.1634, 29.1867], [84.1626, 29.1862], [84.1621, 29.1859], [84.1623, 29.1855], [84.1625, 29.1851], [84.163, 29.184], [84.1636, 29.1827], [84.1636, 29.1827], [84.1636, 29.1827], [84.164, 29.182], [84.1644, 29.1814], [84.1645, 29.1809], [84.1646, 29.1805], [84.1649, 29.1799], [84.1664, 29.1787], [84.1667, 29.1766], [84.1667, 29.176], [84.1667, 29.1747], [84.167, 29.1744], [84.1687, 29.1717], [84.1687, 29.1717], [84.1685, 29.1711], [84.1682, 29.1704], [84.168, 29.1697], [84.1675, 29.1685], [84.1673, 29.1679], [84.1671, 29.1669], [84.1671, 29.1669], [84.1671, 29.1669], [84.1665, 29.166], [84.166, 29.1653], [84.1658, 29.1648], [84.1659, 29.1645], [84.1661, 29.1639], [84.1663, 29.1634], [84.1663, 29.1634], [84.1665, 29.1627], [84.1666, 29.1624], [84.1671, 29.1597], [84.1672, 29.1586], [84.1674, 29.1581], [84.1674, 29.158], [84.1674, 29.158], [84.1677, 29.1576], [84.168, 29.1573], [84.1682, 29.1571], [84.171, 29.1538], [84.171, 29.1538], [84.1711, 29.1533], [84.1712, 29.1532], [84.1733, 29.1483], [84.1733, 29.1483], [84.1733, 29.1475], [84.1734, 29.1473], [84.1737, 29.1444], [84.1737, 29.1444], [84.1735, 29.1437], [84.1729, 29.1425], [84.1726, 29.1417], [84.1726, 29.1413], [84.1727, 29.1411], [84.1729, 29.1404], [84.1729, 29.1404], [84.1737, 29.1346], [84.1737, 29.1346], [84.1738, 29.1339], [84.1741, 29.133], [84.1743, 29.1324], [84.1746, 29.1315], [84.1752, 29.1309], [84.1756, 29.1306], [84.1756, 29.1306], [84.1761, 29.1303], [84.177, 29.13], [84.1776, 29.1298], [84.1783, 29.1296], [84.1792, 29.1292], [84.1805, 29.1289], [84.1805, 29.1289], [84.1809, 29.1287], [84.1818, 29.1284], [84.1826, 29.1282], [84.1843, 29.1276], [84.185, 29.1273], [84.1857, 29.1272], [84.1857, 29.1272], [84.1863, 29.127], [84.1873, 29.1267], [84.1881, 29.1266], [84.1888, 29.1264], [84.1899, 29.1262], [84.1907, 29.126], [84.1917, 29.1259], [84.1929, 29.1257], [84.1941, 29.1257], [84.1942, 29.1257], [84.197, 29.1254], [84.2004, 29.1238], [84.2002, 29.1206], [84.2001, 29.1195], [84.2002, 29.1187], [84.2001, 29.117], [84.2001, 29.117], [84.2001, 29.1162], [84.2, 29.1152], [84.1999, 29.1143], [84.1997, 29.1133], [84.1998, 29.1129], [84.2003, 29.1118], [84.2003, 29.1118], [84.2014, 29.1071], [84.2014, 29.1071], [84.2016, 29.1064], [84.2016, 29.1063], [84.1999, 29.1028], [84.1999, 29.1028], [84.1992, 29.1022], [84.1989, 29.1018], [84.1986, 29.1014], [84.1985, 29.1009], [84.1979, 29.1002], [84.1979, 29.1002], [84.1974, 29.0999], [84.1969, 29.0998], [84.1964, 29.0998], [84.1958, 29.0997], [84.1955, 29.0993], [84.1952, 29.0986], [84.1952, 29.0986], [84.1951, 29.0977], [84.195, 29.0972], [84.1952, 29.0962], [84.1955, 29.0958], [84.1956, 29.0936], [84.195, 29.0925], [84.1948, 29.0922], [84.1942, 29.0914], [84.1939, 29.0908], [84.193, 29.0891], [84.1925, 29.0881], [84.1925, 29.0881], [84.189, 29.0839], [84.189, 29.0839], [84.1885, 29.0834], [84.188, 29.0831], [84.1871, 29.0823], [84.1859, 29.0814], [84.1865, 29.0806], [84.1871, 29.0797], [84.1869, 29.0765], [84.1869, 29.0765], [84.1864, 29.0755], [84.1862, 29.0751], [84.1861, 29.0745], [84.1862, 29.0739], [84.1863, 29.0731], [84.1863, 29.0719], [84.1863, 29.0719], [84.1865, 29.0694], [84.1863, 29.0689], [84.1864, 29.0685], [84.1865, 29.0681], [84.1865, 29.0681], [84.1886, 29.0643], [84.1883, 29.0591], [84.1883, 29.059], [84.1883, 29.0578], [84.1886, 29.0566], [84.1889, 29.0557], [84.1889, 29.0553], [84.1892, 29.0541], [84.1894, 29.0533], [84.1895, 29.048], [84.1895, 29.0476], [84.1899, 29.0475], [84.1907, 29.0475], [84.1914, 29.0475], [84.1927, 29.0474], [84.193, 29.0473], [84.1937, 29.0472], [84.1949, 29.0471], [84.1956, 29.0471], [84.1963, 29.0472], [84.197, 29.0478], [84.1974, 29.048], [84.1979, 29.0483], [84.1988, 29.0488], [84.1997, 29.0493], [84.2002, 29.0496], [84.2023, 29.0508], [84.2023, 29.0508], [84.2023, 29.0508], [84.203, 29.051], [84.2037, 29.0512], [84.2045, 29.0515], [84.2053, 29.0518], [84.2058, 29.052], [84.2062, 29.0522], [84.2069, 29.0525], [84.2074, 29.0528], [84.2081, 29.0533], [84.2086, 29.0538], [84.2086, 29.0538], [84.2092, 29.0543], [84.2101, 29.0542], [84.2117, 29.054], [84.2125, 29.0541], [84.214, 29.0542], [84.2154, 29.0543], [84.2168, 29.0543], [84.2168, 29.0543], [84.2168, 29.0543], [84.2214, 29.0541], [84.2214, 29.0541], [84.2258, 29.0525], [84.2306, 29.049], [84.2306, 29.049], [84.2315, 29.0481], [84.2324, 29.0474], [84.2333, 29.0469], [84.2343, 29.0462], [84.235, 29.0456], [84.2358, 29.0452], [84.2358, 29.0452], [84.2363, 29.045], [84.2371, 29.0449], [84.2377, 29.0449], [84.2384, 29.0451], [84.239, 29.0454], [84.2398, 29.0455], [84.2437, 29.0434], [84.2455, 29.0408], [84.2459, 29.0398], [84.2462, 29.0392], [84.2468, 29.0385], [84.2473, 29.0381], [84.2483, 29.0345], [84.2483, 29.0345], [84.2478, 29.0335], [84.2477, 29.0333], [84.2473, 29.0326], [84.247, 29.032], [84.2467, 29.0309], [84.2465, 29.0298], [84.2465, 29.0298], [84.2465, 29.0298], [84.2466, 29.0295], [84.2471, 29.0289], [84.2477, 29.0284], [84.2484, 29.0276], [84.2492, 29.0268], [84.2498, 29.0261], [84.2499, 29.026], [84.2522, 29.0208], [84.2509, 29.0173], [84.2509, 29.0173], [84.2506, 29.0169], [84.2503, 29.0165], [84.25, 29.0161], [84.2498, 29.0158], [84.2493, 29.0152], [84.2488, 29.0145], [84.2488, 29.0144], [84.246, 29.0118], [84.246, 29.0118], [84.245, 29.011], [84.2442, 29.0102], [84.2436, 29.0097], [84.2433, 29.0091], [84.243, 29.0084], [84.2427, 29.0078], [84.2427, 29.0078], [84.2427, 29.0078], [84.2426, 29.0075], [84.2424, 29.007], [84.2422, 29.0062], [84.2419, 29.0047], [84.2419, 29.0046], [84.2417, 29.004], [84.2417, 29.004], [84.2415, 29.0034], [84.2414, 29.003], [84.2414, 29.0029], [84.2407, 29.0007], [84.2407, 29.0007], [84.2399, 28.9995], [84.2395, 28.9986], [84.2394, 28.9982], [84.2393, 28.998], [84.2393, 28.9977], [84.2394, 28.997], [84.2394, 28.997], [84.2394, 28.997], [84.2395, 28.9966], [84.2398, 28.9961], [84.2401, 28.9954], [84.2405, 28.9946], [84.2407, 28.9945], [84.2408, 28.9942], [84.2398, 28.9911], [84.2398, 28.9911], [84.2394, 28.9906], [84.2391, 28.9902], [84.2387, 28.9896], [84.2385, 28.9893], [84.2383, 28.9888], [84.2381, 28.9883], [84.2381, 28.9883], [84.2381, 28.9883], [84.2381, 28.9878], [84.2382, 28.9874], [84.2384, 28.9869], [84.2388, 28.9862], [84.2389, 28.986], [84.239, 28.9856], [84.239, 28.9856], [84.2385, 28.9833], [84.2384, 28.9829], [84.2384, 28.9826], [84.2388, 28.9818], [84.239, 28.9816], [84.2397, 28.9804], [84.2403, 28.9797], [84.2403, 28.9797], [84.2416, 28.9768], [84.2415, 28.9765], [84.2413, 28.9762], [84.2409, 28.9758], [84.2407, 28.9755], [84.2405, 28.9749], [84.2403, 28.9743], [84.2403, 28.9743], [84.2395, 28.973], [84.2392, 28.9727], [84.239, 28.9724], [84.2389, 28.9721], [84.2389, 28.9721], [84.2389, 28.9721], [84.2389, 28.9715], [84.2389, 28.9712], [84.239, 28.9712], [84.2391, 28.9697], [84.2363, 28.9691], [84.2354, 28.9692], [84.2352, 28.969], [84.2351, 28.9688], [84.2351, 28.9686], [84.235, 28.9681], [84.2347, 28.9675], [84.2347, 28.9675], [84.2347, 28.9675], [84.2346, 28.9671], [84.2345, 28.9664], [84.2346, 28.9659], [84.2347, 28.9655], [84.235, 28.9651], [84.2351, 28.9649], [84.2351, 28.9649], [84.232, 28.962], [84.232, 28.962], [84.2319, 28.9618], [84.2315, 28.9609], [84.2313, 28.9603], [84.2312, 28.9597], [84.2311, 28.9595], [84.2307, 28.9584], [84.2307, 28.9584], [84.2306, 28.9581], [84.2306, 28.9574], [84.2308, 28.9566], [84.2309, 28.9554], [84.2307, 28.954], [84.2306, 28.9537], [84.2306, 28.9534], [84.2305, 28.9525], [84.2305, 28.9525], [84.2296, 28.949], [84.2296, 28.949], [84.2295, 28.9487], [84.2294, 28.9484], [84.2288, 28.9465], [84.2287, 28.9464], [84.2285, 28.9458], [84.2283, 28.945], [84.2283, 28.945], [84.2264, 28.9426], [84.2259, 28.9426], [84.2256, 28.9425], [84.2254, 28.9424], [84.2255, 28.9421], [84.2257, 28.9415], [84.2258, 28.9411], [84.2252, 28.9374], [84.2252, 28.9374], [84.2251, 28.937], [84.2249, 28.9361], [84.2249, 28.9355], [84.2248, 28.9347], [84.2247, 28.9343], [84.2247, 28.9337], [84.2247, 28.9337], [84.2247, 28.9336], [84.2247, 28.9329], [84.2247, 28.9327], [84.2248, 28.9318], [84.2248, 28.9317], [84.2247, 28.9307], [84.2248, 28.9299], [84.2249, 28.9292], [84.2242, 28.926], [84.2231, 28.9246], [84.2228, 28.9243], [84.2225, 28.9242], [84.2224, 28.9241], [84.2225, 28.9237], [84.2227, 28.9203], [84.2219, 28.919], [84.2216, 28.9187], [84.2213, 28.9183], [84.221, 28.9178], [84.2205, 28.9169], [84.2205, 28.9169], [84.2205, 28.9169], [84.2203, 28.9163], [84.2202, 28.9156], [84.2202, 28.9148], [84.2205, 28.9136], [84.2207, 28.9127], [84.221, 28.9121], [84.221, 28.9121], [84.2221, 28.9099], [84.2223, 28.9094], [84.2226, 28.9085], [84.2232, 28.9076], [84.2236, 28.907], [84.2236, 28.907], [84.2253, 28.9034], [84.2249, 28.8999], [84.2249, 28.8999], [84.2247, 28.8993], [84.2246, 28.8986], [84.2245, 28.898], [84.2247, 28.8971], [84.225, 28.896], [84.2256, 28.8949], [84.2256, 28.8949], [84.2257, 28.8946], [84.226, 28.8945], [84.2264, 28.8941], [84.2268, 28.8937], [84.2272, 28.8934], [84.2276, 28.8933], [84.2283, 28.8931], [84.2295, 28.8929], [84.2303, 28.8929], [84.2307, 28.893], [84.2313, 28.8931], [84.234, 28.8932], [84.234, 28.8932], [84.2368, 28.8923], [84.2374, 28.8919], [84.2381, 28.8917], [84.2382, 28.8918], [84.2386, 28.8918], [84.2393, 28.8918], [84.2396, 28.8919], [84.2416, 28.8919], [84.2416, 28.8919], [84.2424, 28.8918], [84.2431, 28.8915], [84.2437, 28.8913], [84.2443, 28.8912], [84.2451, 28.8911], [84.246, 28.8911], [84.246, 28.8911], [84.2507, 28.8912], [84.2507, 28.8912], [84.2514, 28.8911], [84.2518, 28.891], [84.2522, 28.8909], [84.2527, 28.8909], [84.2536, 28.8909], [84.2541, 28.891], [84.2544, 28.8911], [84.2546, 28.8914], [84.255, 28.8919], [84.2551, 28.8923], [84.2554, 28.8928], [84.2556, 28.8931], [84.2559, 28.8935], [84.2562, 28.8939], [84.2577, 28.8958], [84.2577, 28.8958], [84.2607, 28.8974], [84.2607, 28.8974], [84.2607, 28.8974], [84.2638, 28.8984], [84.2638, 28.8984], [84.2671, 28.8971], [84.2682, 28.8957], [84.2683, 28.8956], [84.2684, 28.8953], [84.2685, 28.8951], [84.2687, 28.8951], [84.2708, 28.8941], [84.2708, 28.8941], [84.2712, 28.894], [84.2713, 28.8939], [84.2721, 28.892], [84.2721, 28.892], [84.2722, 28.8914], [84.2723, 28.8912], [84.2723, 28.8909], [84.2724, 28.8905], [84.2724, 28.8902], [84.2726, 28.8899], [84.2729, 28.8892], [84.273, 28.8889], [84.2732, 28.8883], [84.2733, 28.888], [84.2735, 28.8877], [84.2735, 28.8877], [84.2738, 28.8873], [84.2743, 28.8871], [84.2747, 28.887], [84.275, 28.8869], [84.2753, 28.8869], [84.2757, 28.8868], [84.276, 28.8867], [84.2762, 28.8867], [84.2788, 28.886], [84.2788, 28.886], [84.2792, 28.8858], [84.2798, 28.8854], [84.2803, 28.8852], [84.2808, 28.885], [84.2809, 28.8849], [84.2813, 28.8847], [84.2817, 28.8845], [84.2817, 28.8845], [84.2849, 28.8824], [84.2864, 28.8801], [84.2864, 28.8801], [84.2865, 28.8795], [84.2866, 28.8791], [84.2868, 28.8786], [84.2869, 28.8782], [84.2872, 28.8778], [84.2876, 28.8776], [84.2877, 28.8776], [84.2881, 28.8773], [84.2882, 28.8773], [84.2889, 28.8769], [84.2894, 28.8766], [84.2899, 28.8764], [84.2902, 28.8762], [84.2906, 28.876], [84.291, 28.8758], [84.291, 28.8758], [84.291, 28.8758], [84.2918, 28.8753], [84.2923, 28.875], [84.2927, 28.8749], [84.2939, 28.8745], [84.2948, 28.8742], [84.2958, 28.8739], [84.2988, 28.8727], [84.2988, 28.8727], [84.2991, 28.8726], [84.2991, 28.8726], [84.3027, 28.872], [84.3034, 28.8719], [84.3038, 28.8719], [84.305, 28.8714], [84.3056, 28.8709], [84.3062, 28.8706], [84.3071, 28.8704], [84.3077, 28.8703], [84.3081, 28.8701], [84.3085, 28.87], [84.3091, 28.8699], [84.3096, 28.8698], [84.3103, 28.8697], [84.3108, 28.8697], [84.3112, 28.8698], [84.3118, 28.8699], [84.3118, 28.8699], [84.3123, 28.87], [84.3125, 28.87], [84.3128, 28.8701], [84.3135, 28.8702], [84.3135, 28.8702], [84.3165, 28.8698], [84.3165, 28.8698], [84.3168, 28.8696], [84.3175, 28.8693], [84.3181, 28.869], [84.3188, 28.8688], [84.3191, 28.8687], [84.3195, 28.8687], [84.3214, 28.8668], [84.322, 28.8655], [84.3221, 28.8653], [84.3222, 28.8647], [84.3226, 28.8642], [84.3226, 28.8642], [84.3231, 28.8636], [84.3234, 28.8633], [84.324, 28.8633], [84.3248, 28.8632], [84.3251, 28.8632], [84.3259, 28.8631], [84.3261, 28.8631], [84.3265, 28.863], [84.327, 28.8631], [84.3273, 28.8633], [84.3277, 28.8635], [84.3282, 28.8638], [84.3309, 28.8648], [84.3309, 28.8648], [84.3318, 28.8649], [84.3325, 28.8651], [84.3331, 28.8653], [84.3336, 28.8656], [84.3341, 28.8661], [84.3344, 28.8663], [84.3346, 28.8666], [84.3346, 28.8669], [84.3347, 28.8672], [84.3347, 28.8677], [84.3346, 28.8682], [84.3346, 28.8686], [84.3346, 28.8686], [84.3346, 28.8686], [84.337, 28.8707], [84.337, 28.8707], [84.337, 28.8707], [84.3405, 28.8731], [84.3405, 28.8731], [84.344, 28.8731], [84.3449, 28.8719], [84.345, 28.8717], [84.3454, 28.8711], [84.3458, 28.8704], [84.3462, 28.87], [84.3462, 28.87], [84.3462, 28.87], [84.3465, 28.8697], [84.3473, 28.869], [84.3479, 28.8686], [84.3483, 28.8683], [84.3487, 28.868], [84.3491, 28.8678], [84.3491, 28.8678], [84.3505, 28.8665], [84.3505, 28.8664], [84.3507, 28.8663], [84.3528, 28.865], [84.3547, 28.8631], [84.355, 28.8628], [84.3554, 28.8625], [84.3554, 28.8625], [84.3566, 28.8604], [84.3566, 28.8601], [84.3568, 28.86], [84.3571, 28.86], [84.3572, 28.86], [84.3599, 28.8601], [84.3599, 28.8601], [84.3603, 28.8601], [84.3607, 28.8602], [84.3611, 28.8603], [84.3615, 28.8605], [84.3621, 28.8608], [84.3628, 28.8611], [84.3628, 28.8611], [84.3659, 28.8623], [84.3674, 28.8618], [84.3677, 28.8616], [84.3681, 28.8614], [84.3685, 28.8614], [84.369, 28.8615], [84.3694, 28.8616], [84.37, 28.8619], [84.3704, 28.8622], [84.3707, 28.8625], [84.3711, 28.8629], [84.3718, 28.8633], [84.3722, 28.8633], [84.3725, 28.8635], [84.3727, 28.8636], [84.3736, 28.8642], [84.3764, 28.8648], [84.3773, 28.8645], [84.3775, 28.8644], [84.3778, 28.8643], [84.3784, 28.8641], [84.3785, 28.8641], [84.3795, 28.8637], [84.3806, 28.8632], [84.3809, 28.863], [84.3812, 28.8628], [84.3815, 28.8627], [84.3819, 28.8625], [84.3822, 28.8623], [84.3822, 28.8623], [84.3829, 28.8622], [84.3839, 28.862], [84.3843, 28.8619], [84.3849, 28.8619], [84.3856, 28.8619], [84.3865, 28.8619], [84.3908, 28.8614], [84.3934, 28.8605], [84.3935, 28.8604], [84.3941, 28.8602], [84.3946, 28.86], [84.3947, 28.86], [84.3981, 28.8586], [84.3993, 28.8577], [84.3995, 28.8576], [84.4001, 28.8571], [84.4007, 28.8567], [84.4015, 28.8562], [84.4023, 28.8557], [84.4023, 28.8557], [84.403, 28.8553], [84.4038, 28.8549], [84.4044, 28.8547], [84.4049, 28.8546], [84.4056, 28.8545], [84.4068, 28.8545], [84.4091, 28.8525], [84.4091, 28.8525], [84.409, 28.8519], [84.4087, 28.8513], [84.4086, 28.8509], [84.4087, 28.8505], [84.4089, 28.8498], [84.4089, 28.8494], [84.4089, 28.8494], [84.4089, 28.8494], [84.4088, 28.8488], [84.4088, 28.8484], [84.4088, 28.8481], [84.4089, 28.8479], [84.4088, 28.8469], [84.4088, 28.8469], [84.4086, 28.8465], [84.4084, 28.8462], [84.408, 28.8457], [84.4079, 28.8453], [84.408, 28.845], [84.4079, 28.8444], [84.4079, 28.8444], [84.4051, 28.8418], [84.405, 28.8418], [84.4042, 28.8415], [84.4036, 28.8414], [84.4032, 28.8414], [84.4028, 28.8413], [84.4023, 28.841], [84.4018, 28.8406], [84.4018, 28.8406], [84.4003, 28.8391], [84.4003, 28.8391], [84.3997, 28.8387], [84.3994, 28.8383], [84.3992, 28.8379], [84.3992, 28.8379], [84.3992, 28.8379], [84.3991, 28.8374], [84.3994, 28.8369], [84.3997, 28.8364], [84.3999, 28.836], [84.4003, 28.835], [84.4004, 28.8339], [84.4003, 28.833], [84.4004, 28.8326], [84.4005, 28.8321], [84.4006, 28.8317], [84.4006, 28.8316], [84.4006, 28.8314], [84.4004, 28.8309], [84.4005, 28.8308], [84.4009, 28.8306], [84.4016, 28.8305], [84.4026, 28.8305], [84.4052, 28.8296], [84.4056, 28.8294], [84.406, 28.8294], [84.4066, 28.8293], [84.4075, 28.8293], [84.4082, 28.8293], [84.4092, 28.8295], [84.4099, 28.8297], [84.4107, 28.8299], [84.4114, 28.83], [84.4121, 28.8303], [84.4128, 28.8306], [84.4132, 28.8307], [84.4137, 28.8309], [84.4141, 28.831], [84.4147, 28.8313], [84.4152, 28.8316], [84.4162, 28.832], [84.4162, 28.832], [84.4198, 28.8318], [84.4211, 28.8302], [84.4211, 28.8302], [84.4214, 28.8299], [84.4216, 28.8297], [84.4232, 28.8283], [84.4232, 28.8283], [84.4234, 28.8278], [84.4236, 28.8276], [84.4238, 28.8273], [84.4241, 28.8269], [84.4246, 28.8264], [84.425, 28.826], [84.425, 28.826], [84.425, 28.826], [84.4257, 28.8254], [84.4263, 28.8249], [84.4269, 28.8245], [84.4273, 28.8242], [84.4278, 28.8239], [84.4282, 28.8237], [84.4282, 28.8237], [84.4311, 28.8231], [84.4343, 28.8217], [84.4349, 28.8208], [84.4348, 28.8208], [84.4344, 28.8203], [84.4342, 28.8201], [84.4338, 28.8196], [84.4331, 28.8189], [84.4328, 28.8184], [84.4323, 28.8178], [84.4323, 28.8177], [84.4323, 28.8177], [84.4319, 28.8173], [84.4316, 28.8169], [84.4314, 28.8166], [84.431, 28.8161], [84.4308, 28.8157], [84.4305, 28.8152], [84.4305, 28.8152], [84.4299, 28.8144], [84.4299, 28.8144], [84.4296, 28.8141], [84.4294, 28.8139], [84.4295, 28.8138], [84.4301, 28.8115], [84.4301, 28.8114], [84.4303, 28.8108], [84.4303, 28.8106], [84.4305, 28.8098], [84.4306, 28.8095], [84.4307, 28.8091], [84.4308, 28.8085], [84.431, 28.8082], [84.431, 28.8081], [84.4311, 28.807], [84.4311, 28.807], [84.431, 28.8062], [84.431, 28.8057], [84.431, 28.8053], [84.4312, 28.8048], [84.4312, 28.8048], [84.4318, 28.8024], [84.4319, 28.8021], [84.432, 28.8018], [84.4322, 28.8015], [84.4327, 28.8011], [84.433, 28.8008], [84.4334, 28.8004], [84.4334, 28.8004], [84.4339, 28.8001], [84.4344, 28.7996], [84.4348, 28.7994], [84.4353, 28.7991], [84.4359, 28.7988], [84.4364, 28.7986], [84.4364, 28.7986], [84.4364, 28.7985], [84.4368, 28.7982], [84.4374, 28.7978], [84.4378, 28.7973], [84.4382, 28.797], [84.4387, 28.7967], [84.4392, 28.7964], [84.4392, 28.7964], [84.4398, 28.7961], [84.4403, 28.7959], [84.4411, 28.7955], [84.4415, 28.7954], [84.4425, 28.795], [84.4427, 28.7949], [84.4432, 28.7946], [84.4438, 28.7944], [84.4443, 28.7942], [84.4446, 28.7941], [84.4449, 28.7941], [84.4445, 28.7921], [84.4445, 28.7921], [84.4444, 28.7917], [84.4443, 28.7914], [84.4441, 28.791], [84.444, 28.7906], [84.444, 28.7901], [84.4439, 28.7895], [84.4439, 28.7895], [84.4439, 28.7895], [84.4438, 28.7888], [84.4438, 28.7884], [84.4438, 28.7877], [84.4438, 28.7873], [84.444, 28.7868], [84.4442, 28.7862], [84.4442, 28.7862], [84.4458, 28.7839], [84.4444, 28.7814], [84.4414, 28.7786], [84.4404, 28.7778], [84.4403, 28.7777], [84.4401, 28.7775], [84.4398, 28.7773], [84.4396, 28.7771], [84.4396, 28.7771], [84.4378, 28.7742], [84.4378, 28.7742], [84.4375, 28.7738], [84.4373, 28.7734], [84.4372, 28.7728], [84.4371, 28.7721], [84.437, 28.7717], [84.4369, 28.7712], [84.4368, 28.7711], [84.4357, 28.7697], [84.432, 28.7694], [84.4316, 28.7697], [84.4315, 28.7697], [84.4284, 28.7713], [84.4284, 28.7713], [84.4282, 28.7715], [84.4279, 28.7716], [84.4271, 28.7717], [84.4263, 28.7718], [84.426, 28.7719], [84.4256, 28.772], [84.4247, 28.7722], [84.4247, 28.7722], [84.424, 28.7722], [84.4231, 28.7723], [84.4221, 28.7724], [84.4219, 28.7723], [84.4215, 28.7722], [84.421, 28.7721], [84.421, 28.7721], [84.4209, 28.772], [84.4204, 28.7716], [84.4197, 28.7711], [84.4188, 28.7704], [84.4181, 28.7699], [84.4177, 28.7697], [84.4171, 28.769], [84.4171, 28.769], [84.4171, 28.769], [84.4167, 28.7686], [84.4163, 28.7682], [84.416, 28.768], [84.4159, 28.7678], [84.4158, 28.7675], [84.4157, 28.7672], [84.4157, 28.7672], [84.4157, 28.7646], [84.4157, 28.7646], [84.4155, 28.7641], [84.4153, 28.7636], [84.4152, 28.7632], [84.4151, 28.7628], [84.415, 28.7623], [84.415, 28.7618], [84.415, 28.7618], [84.415, 28.7618], [84.4151, 28.7613], [84.4153, 28.7605], [84.4153, 28.7601], [84.4156, 28.7597], [84.4157, 28.7594], [84.4158, 28.759], [84.4157, 28.758], [84.4157, 28.7579], [84.4156, 28.7576], [84.4157, 28.7575], [84.4183, 28.7565], [84.4207, 28.7536], [84.4207, 28.7536], [84.4211, 28.7529], [84.4213, 28.7525], [84.4218, 28.7521], [84.4223, 28.7515], [84.4225, 28.7513], [84.423, 28.7507], [84.423, 28.7507], [84.423, 28.7507], [84.4213, 28.7485], [84.421, 28.7481], [84.421, 28.7479], [84.4208, 28.7475], [84.4206, 28.7471], [84.4204, 28.7466], [84.4204, 28.7466], [84.4204, 28.7466], [84.4201, 28.7461], [84.4193, 28.7451], [84.4191, 28.7442], [84.4189, 28.7439], [84.4189, 28.7436], [84.4187, 28.7433], [84.4187, 28.7433], [84.4186, 28.7427], [84.4186, 28.7427], [84.4185, 28.7424], [84.4183, 28.7419], [84.4182, 28.7416], [84.4183, 28.7412], [84.4183, 28.7412], [84.4183, 28.7412], [84.4182, 28.7401], [84.4182, 28.74], [84.4182, 28.7399], [84.4181, 28.7397], [84.418, 28.739], [84.4182, 28.7388], [84.4181, 28.7384], [84.4143, 28.7372], [84.414, 28.7372], [84.4134, 28.7369], [84.4129, 28.7367], [84.4123, 28.7363], [84.4119, 28.7361], [84.4117, 28.7359], [84.4117, 28.7359], [84.4114, 28.7359], [84.4104, 28.7354], [84.4099, 28.7352], [84.4096, 28.735], [84.4093, 28.7349], [84.4088, 28.7346], [84.4087, 28.7346], [84.4059, 28.7341], [84.4059, 28.7341], [84.4054, 28.7341], [84.4051, 28.7342], [84.4044, 28.7342], [84.4039, 28.7342], [84.4028, 28.734], [84.4027, 28.7339], [84.4027, 28.7339], [84.4024, 28.7338], [84.4023, 28.7338], [84.4013, 28.7336], [84.4013, 28.7336], [84.4012, 28.7336], [84.3983, 28.7331], [84.397, 28.7285], [84.3993, 28.7245], [84.4045, 28.7184], [84.4088, 28.713], [84.4143, 28.7078], [84.4232, 28.7017], [84.4299, 28.6918], [84.4343, 28.6851], [84.4387, 28.6788], [84.4456, 28.6685], [84.4543, 28.6552], [84.4606, 28.644], [84.4647, 28.632], [84.469, 28.6224], [84.4684, 28.6115], [84.4606, 28.6023], [84.449, 28.5968], [84.4386, 28.5975], [84.4287, 28.5961], [84.4159, 28.5862], [84.4111, 28.576], [84.4018, 28.5642], [84.3929, 28.5562], [84.3834, 28.5476], [84.3743, 28.5425], [84.3663, 28.5355], [84.3586, 28.5282], [84.3561, 28.5247], [84.3561, 28.5247], [84.3561, 28.5243], [84.3562, 28.5233], [84.3563, 28.523], [84.3571, 28.5222], [84.3572, 28.522], [84.3576, 28.5216], [84.3589, 28.5175], [84.3584, 28.509], [84.3613, 28.5017], [84.3635, 28.4944], [84.369, 28.4865], [84.3715, 28.4782], [84.3728, 28.4666], [84.3707, 28.4606], [84.3713, 28.4597], [84.3712, 28.4596], [84.3716, 28.4592], [84.3719, 28.4588], [84.3723, 28.4583], [84.3723, 28.4583], [84.3739, 28.4557], [84.3739, 28.4556], [84.374, 28.4553], [84.374, 28.4548], [84.3741, 28.4546], [84.3741, 28.4545]]]], &quot;type&quot;: &quot;MultiPolygon&quot;}, &quot;id&quot;: &quot;0&quot;, &quot;properties&quot;: {&quot;Area&quot;: 0, &quot;Area_1&quot;: 7661, &quot;Area_Sq_km&quot;: 7660.54732, &quot;COUNT&quot;: 1, &quot;PA_Name&quot;: &quot;Annapurna CA&quot;, &quot;__folium_color&quot;: &quot;red&quot;, &quot;fid&quot;: 1, &quot;id&quot;: &quot;Annapurna_Conservation_Area__ACA_.1&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_fd7e5a4d325c02574041df8c03741d76.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;id&quot;, &quot;fid&quot;, &quot;COUNT&quot;, &quot;Area&quot;, &quot;Area_1&quot;, &quot;PA_Name&quot;, &quot;Area_Sq_km&quot;];\n",
       "    let aliases = [&quot;id&quot;, &quot;fid&quot;, &quot;COUNT&quot;, &quot;Area&quot;, &quot;Area_1&quot;, &quot;PA_Name&quot;, &quot;Area_Sq_km&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
       "                     \n",
       "    \n",
       "            geo_json_fd7e5a4d325c02574041df8c03741d76.addTo(map_c328c920f8c53842c87783fb6840fa7d);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" 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 0x303b18c40>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read and plot ACA GeoJSON file\n",
    "aca = gpd.read_file(\"polygons/aca.json\")\n",
    "aca.explore(color=\"red\", alpha=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9856f712",
   "metadata": {},
   "source": [
    "We will now search for all the GEDI L4A granules overlapping the ACA boundary polygon using the [Earthaccess](https://nsidc.github.io/earthaccess/) Python library. We will also limit the period of our search to the year 2020 (Jan 1 to Dec 31, 2020). The earthaccess's search_data allows searching dataset granules using NASA's [CMR API](https://cmr.earthdata.nasa.gov/search/site/docs/search/api.html). It requires the dataset digital object identifier (DOI), time, and the polygon coordinates as tuples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c601914d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total granules found: 60\n"
     ]
    }
   ],
   "source": [
    "# GEDI L4A DOI \n",
    "DOI = '10.3334/ORNLDAAC/2056'\n",
    "\n",
    "# time-bound for the year 2020\n",
    "DATE1 = \"2020-01-01\" # specify your start date\n",
    "DATE2 = \"2020-12-31\"  # specify your end date\n",
    "\n",
    "# bounding lon, lat as a list of tuples\n",
    "aca.geometry = aca.geometry.apply(orient, args=(1,))\n",
    "# simplifying the polygon to bypass the coordinates \n",
    "# limit of the CMR with a tolerance of .005 degrees\n",
    "xy = aca.geometry.simplify(0.005).get_coordinates()\n",
    "coord_list = [(x,y) for x,y in zip(xy.x , xy.y)]\n",
    "\n",
    "granules = earthaccess.search_data(\n",
    "    doi=DOI,\n",
    "    polygon=coord_list,\n",
    "    temporal=(DATE1, DATE2)\n",
    ")\n",
    "total_granules = len(granules)\n",
    "print(f\"Total granules found: {total_granules}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f182b0e",
   "metadata": {},
   "source": [
    "Now, the GEDI L4A granule information, including data URLs, is stored in `granule_arr`, from which we can create OPeNDAP URLs. We will use NetCDF-4 encoding in the HTTP requests as an NC4 file representation. Let's print the first three granules from the list."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec11cd1e",
   "metadata": {},
   "source": [
    "## 2. Access the variables of interest for the subset area via OPeNDAP\n",
    "Access to NASA OPeNDAP requires NASA Earthdata authentication. Please set up a new account if you do not already have a NASA Earthdata account. We will use `earthaccess` module to set up the authentication and return a session instance with an authorized bearer token."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fec4052b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Setting up the python session \n",
    "session = earthaccess.get_requests_https_session()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fde8a6a2",
   "metadata": {},
   "source": [
    "OPeNDAP allows access to the dataset of interest, so you can only download the variables you are interested in and, by doing so, save the download bandwidth. We are interested in the following selected science variables for all the eight GEDI beams for this tutorial."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0a1508ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "# variables of interests\n",
    "variables = ['agbd', 'l4_quality_flag', 'land_cover_data/pft_class']\n",
    "\n",
    "# beams of interest\n",
    "BEAMS = ['BEAM0000', 'BEAM0001', 'BEAM0010', 'BEAM0011', 'BEAM0101', 'BEAM0110', 'BEAM1000', 'BEAM1011']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c18f38f0",
   "metadata": {},
   "source": [
    "We will save the data retrieved from OPeNDAP into a pandas dataframe. Let's first define the headers for the dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "603f74b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# setting header variables\n",
    "headers = ['lat_lowestmode', 'lon_lowestmode', 'elev_lowestmode', 'shot_number']\n",
    "headers.extend(variables)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a68ab72",
   "metadata": {},
   "source": [
    "Now, we will retrieve the dataset from the OPeNDAP Hyrax server.  We will use the following approach to access the dataset. First, we will access the geographic variables (`lat_lowestmode`, `lon_lowestmode`) of all the GEDI shots within the beam to identify the shots overlapping the area of interest. We will then retrieve the science variables of interest (`agbd`, `agbd_t`, etc.) for the area of interest.\n",
    "\n",
    "The following step will take time to run. The figure below will update to indicate the files being downloaded."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "673d8946",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "df18392d91b4485c9e0ee734b617a663",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "QUEUEING TASKS | :   0%|          | 0/60 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e0d66b5c835c4a42b3eb32c1bdd4f7f0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "PROCESSING TASKS | :   0%|          | 0/60 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d1a0a6b3c4894b309e09f967fa3d248c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "COLLECTING RESULTS | :   0%|          | 0/60 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# setting up maximum retries to get around Hyrax 500 error\n",
    "retries = Retry(total=3, backoff_factor=0.1, status_forcelist=[ 500, 502, 503, 504 ])\n",
    "session.mount('https://', HTTPAdapter(max_retries=retries))\n",
    "\n",
    "def gedi_l4a_subset(gr):\n",
    "    \"\"\"retrieves gedi shots within the polygon \"\"\"\n",
    "    g_name = gr._filter_related_links('USE SERVICE API')[0]\n",
    "    dfs = []\n",
    "    # loop over all beams\n",
    "    for beam in BEAMS:\n",
    "        # 1. Retrieving lat, lon coordinates for the file\n",
    "        hyrax_url = f\"{g_name}.dap.nc4?dap4.ce=/{beam}/lon_lowestmode;/{beam}/lat_lowestmode\"\n",
    "        r = session.get(hyrax_url)\n",
    "        if r.status_code != 400:\n",
    "            ds = nc.Dataset('hyrax', memory=r.content)\n",
    "            # creating pandas dataframe\n",
    "            df = pd.DataFrame({'lat_lowestmode': ds[beam]['lat_lowestmode'][:],\n",
    "                               'lon_lowestmode': ds[beam]['lon_lowestmode'][:]})\n",
    "            ds.close()\n",
    "\n",
    "            # 2. Subsetting by bounds of the area of interest\n",
    "            # converting to geopandas dataframe\n",
    "            gdf = gpd.GeoDataFrame(df, crs=\"EPSG:4326\",\n",
    "                                   geometry=gpd.points_from_xy(df.lon_lowestmode,\n",
    "                                                               df.lat_lowestmode))\n",
    "            gdf_aca = gpd.sjoin(gdf, aca[['geometry']], predicate='within')\n",
    "            # gdf_aca = gdf[gdf['geometry'].within(aca.geometry[0])]   \n",
    "            if not gdf_aca.empty:\n",
    "                # creating empty columns for variables\n",
    "                for v in headers[2:]:\n",
    "                    gdf_aca[v] = None\n",
    "                # 3. retrieving variables of interest, agbd, agbd_t in this case.\n",
    "                # We are only retriving the shots within subset area.\n",
    "                for _, df_gr in gdf_aca.groupby((gdf_aca.index.to_series().diff() > 1).cumsum()):\n",
    "                    i = df_gr.index.min()\n",
    "                    j = df_gr.index.max()\n",
    "                    for v in headers[2:]:\n",
    "                        var_s = f\"/{beam}/{v}%5B{i}:{j}%5D\"\n",
    "                        hyrax_url = f\"{g_name}.dap.nc4?dap4.ce={var_s}\"\n",
    "                        r = session.get(hyrax_url)\n",
    "                        if r.status_code != 400:\n",
    "                            ds = nc.Dataset('hyrax', memory=r.content)\n",
    "                            gdf_aca.loc[i:j, (v)] = ds[beam][v][:]\n",
    "                            ds.close()\n",
    "                dfs.append(gdf_aca)\n",
    "                # saving the output file\n",
    "                # gdf_aca.to_csv('subsets/aca_gedi_l4a.csv', mode=\"a\", index=False, header=False, columns=headers)\n",
    "    return pd.concat(dfs)\n",
    "\n",
    "result = pqdm(granules, gedi_l4a_subset, n_jobs=8)\n",
    "l4a_gdf = pd.concat([x for x in result if x is not None])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "169ef099",
   "metadata": {},
   "source": [
    "We have saved the subset data for the GEDI shots within the ACA boundary `l4a_gdf` geopandas dataframe. Let's print the first few rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3de8e37d",
   "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>lat_lowestmode</th>\n",
       "      <th>lon_lowestmode</th>\n",
       "      <th>geometry</th>\n",
       "      <th>index_right</th>\n",
       "      <th>elev_lowestmode</th>\n",
       "      <th>shot_number</th>\n",
       "      <th>agbd</th>\n",
       "      <th>l4_quality_flag</th>\n",
       "      <th>land_cover_data/pft_class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>69739</th>\n",
       "      <td>28.556318</td>\n",
       "      <td>83.640563</td>\n",
       "      <td>POINT (83.64056 28.55632)</td>\n",
       "      <td>0</td>\n",
       "      <td>1499.914551</td>\n",
       "      <td>60970000200161597</td>\n",
       "      <td>69.627037</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69740</th>\n",
       "      <td>28.556688</td>\n",
       "      <td>83.640953</td>\n",
       "      <td>POINT (83.64095 28.55669)</td>\n",
       "      <td>0</td>\n",
       "      <td>1527.894043</td>\n",
       "      <td>60970000200161598</td>\n",
       "      <td>129.620163</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69741</th>\n",
       "      <td>28.557050</td>\n",
       "      <td>83.641339</td>\n",
       "      <td>POINT (83.64134 28.55705)</td>\n",
       "      <td>0</td>\n",
       "      <td>1577.479492</td>\n",
       "      <td>60970000200161599</td>\n",
       "      <td>84.354469</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69742</th>\n",
       "      <td>28.557416</td>\n",
       "      <td>83.641727</td>\n",
       "      <td>POINT (83.64173 28.55742)</td>\n",
       "      <td>0</td>\n",
       "      <td>1614.483643</td>\n",
       "      <td>60970000200161600</td>\n",
       "      <td>89.133476</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69743</th>\n",
       "      <td>28.557779</td>\n",
       "      <td>83.642113</td>\n",
       "      <td>POINT (83.64211 28.55778)</td>\n",
       "      <td>0</td>\n",
       "      <td>1663.564453</td>\n",
       "      <td>60970000200161601</td>\n",
       "      <td>12.651321</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       lat_lowestmode  lon_lowestmode                   geometry  index_right  \\\n",
       "69739       28.556318       83.640563  POINT (83.64056 28.55632)            0   \n",
       "69740       28.556688       83.640953  POINT (83.64095 28.55669)            0   \n",
       "69741       28.557050       83.641339  POINT (83.64134 28.55705)            0   \n",
       "69742       28.557416       83.641727  POINT (83.64173 28.55742)            0   \n",
       "69743       28.557779       83.642113  POINT (83.64211 28.55778)            0   \n",
       "\n",
       "      elev_lowestmode        shot_number        agbd l4_quality_flag  \\\n",
       "69739     1499.914551  60970000200161597   69.627037               0   \n",
       "69740     1527.894043  60970000200161598  129.620163               0   \n",
       "69741     1577.479492  60970000200161599   84.354469               0   \n",
       "69742     1614.483643  60970000200161600   89.133476               0   \n",
       "69743     1663.564453  60970000200161601   12.651321               0   \n",
       "\n",
       "      land_cover_data/pft_class  \n",
       "69739                         4  \n",
       "69740                         4  \n",
       "69741                         6  \n",
       "69742                         6  \n",
       "69743                         6  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l4a_gdf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d02781ee",
   "metadata": {},
   "source": [
    "We can now plot the distribution of the AGBD by plant functional types (PFTs) for the good quality shots in the ACA region."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "95a3d3c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# MCD12Q1 PFT types\n",
    "pft_legend = {0 : 'Water Bodies', 1: 'Evergreen Needleleaf Trees', 2: 'Evergreen Broadleaf Trees',\n",
    "              3: 'Deciduous Needleleaf Trees',  4: 'Deciduous Broadleaf Trees', 5: 'Shrub', 6: 'Grass',\n",
    "              7: 'Cereal Croplands', 8: 'Broadleaf Croplands', 9: 'Urban and Built-up Lands',\n",
    "              10: 'Permanent Snow and Ice', 11: 'Barren', 255: 'Unclassified'}\n",
    "\n",
    "# creating mask with good quality shots and trees/shrubs pft class\n",
    "mask = (l4a_gdf['l4_quality_flag']==1) & (l4a_gdf['land_cover_data/pft_class'] <= 5 ) \n",
    "plt.figure(figsize=(15,5))\n",
    "ax = l4a_gdf[mask].groupby('land_cover_data/pft_class')['agbd'].\\\n",
    "            apply(lambda x: sns.histplot(x, label = pft_legend[x.name], kde=True))\n",
    "plt.xlabel('agbd (Mg / ha)')\n",
    "plt.title('Distribution of GEDI L4A AGBD estimates by PFTs (Plant Functional Types) in ACA in 2020')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b74326c6",
   "metadata": {},
   "source": [
    "Let's also plot how the AGBD is distributed across elevation ranges for different PFTs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "640b41f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1512.22x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "l4a_gdf['elev_bin']=pd.cut(l4a_gdf['elev_lowestmode'], bins =range(0, 5000, 500))\n",
    "g = sns.catplot(x = \"elev_bin\", y = \"agbd\", data = l4a_gdf[mask], col=\"land_cover_data/pft_class\", kind=\"box\")\n",
    "g.set_xticklabels(rotation=90)\n",
    "g.set_titles(\"{col_name}\")\n",
    "for ax in g.axes.flat:\n",
    "    ax.set_title(pft_legend[int(float(ax.get_title()))])\n",
    "g.set_axis_labels(\"Elevation (m)\")\n",
    "sns.despine(top=False, right=False, left=False, bottom=False, offset=None, trim=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bdad2444",
   "metadata": {},
   "source": [
    "Hyrax in its current form has some limitations. It does not support the subsetting of a string array, so GEDI L4A variables such as `predict_stratum` can not be accessed using the approach described above.\n",
    "\n",
    "## References\n",
    "```{bibliography}\n",
    ":style: plain\n",
    ":filter: docname in docnames\n",
    "```"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}