where_have_I_not_been.ipynb

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   "cell_type": "code",
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   "id": "df15353a-eba5-4223-84af-a7f266321824",
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    "tags": []
   },
   "outputs": [],
   "source": [
    "# ! pip install pandas more-itertools scikit-learn geopy haversine folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "sA5ILAvjKPKd",
   "metadata": {
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    },
    "executionInfo": {
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     "status": "ok",
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     "user": {
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    "id": "sA5ILAvjKPKd",
    "outputId": "2ca29655-160b-48b5-8280-1000f27c5ab7",
    "tags": []
   },
   "outputs": [],
   "source": [
    "# from google.colab import drive\n",
    "# drive.mount('/content/drive')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c0b31ca8-4079-4ba6-925c-786ac3b7df1b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import sys, os\n",
    "sys.path.append(os.getcwd())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "AfSmJsMMNZsh",
   "metadata": {
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     "elapsed": 268,
     "status": "ok",
     "timestamp": 1678884400113,
     "user": {
      "displayName": "Tomasz Bartczak",
      "userId": "02288797238113342950"
     },
     "user_tz": -60
    },
    "id": "AfSmJsMMNZsh",
    "tags": []
   },
   "outputs": [],
   "source": [
    "DATA_DIR = \"/home/jovyan/work/data\"\n",
    "N_POINTS_TO_SHOW = 500\n",
    "MAX_REQUESTS=300\n",
    "GRID_SPACING_M = 100\n",
    "RADIUS_SIZE_KM = 9\n",
    "CENTER_POINT = (52.179574895184885, 21.022671986482695)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f925d836-17b6-4fa4-868b-a2701a61b36b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9ba0e97a-0c71-40f6-af48-4eb311649010",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import json\n",
    "from pathlib import Path\n",
    "\n",
    "from jinja2 import Template\n",
    "from folium.map import Marker\n",
    "import folium\n",
    "\n",
    "from xplore.location_history import read_location_history_dir, read_points_excluded_from_exploration\n",
    "from xplore.road_points import get_grid_and_road_points\n",
    "from xplore.xplore import create_knn, get_non_visited_road_points, show_map_with_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "WZhsUx9NKl5y",
   "metadata": {
    "id": "WZhsUx9NKl5y",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "json loaded...\n",
      "read 1003513 unique locations\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(1003513, 2)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "visited_points = read_location_history_dir(DATA_DIR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "1c5e22fe-498b-4d96-8bc8-ed79b8a57704",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "points_excluded_from_exploration = read_points_excluded_from_exploration(DATA_DIR, GRID_SPACING_M)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "b998518c-2d43-42c5-8b81-1698c9f21a74",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 52481,
     "status": "ok",
     "timestamp": 1678884715352,
     "user": {
      "displayName": "Tomasz Bartczak",
      "userId": "02288797238113342950"
     },
     "user_tz": -60
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    "outputId": "badfc2ed-4881-4a67-df99-9789fdd887fb",
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   "outputs": [],
   "source": [
    "knn = create_knn(visited_points, points_excluded_from_exploration)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "okrfwApnOCFO",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 17906,
     "status": "ok",
     "timestamp": 1678884818833,
     "user": {
      "displayName": "Tomasz Bartczak",
      "userId": "02288797238113342950"
     },
     "user_tz": -60
    },
    "id": "okrfwApnOCFO",
    "outputId": "c33bc779-9f6b-4843-cda2-3897fa954f17",
    "tags": []
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "grid from (52.179363, 21.030999) with radius 9 km and spacing 100 m has 25440 points\n",
      "have cached grid points (25440) and cached road points (18054)\n",
      "needs 0 points to be mapped to roads\n",
      "after mapping have grid points (25440) and road points (18054)\n"
     ]
    }
   ],
   "source": [
    "GOOGLE_API_KEY = json.load(open(Path(DATA_DIR) / \"gapi_key.json\", \"r\"))[\"key\"]\n",
    "grid_and_road_points = get_grid_and_road_points(CENTER_POINT, RADIUS_SIZE_KM, GRID_SPACING_M, DATA_DIR, MAX_REQUESTS, GOOGLE_API_KEY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "LAaPHdVrNr58",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 15222,
     "status": "ok",
     "timestamp": 1678884840796,
     "user": {
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     },
     "user_tz": -60
    },
    "id": "LAaPHdVrNr58",
    "outputId": "902cc9eb-c793-4bd2-8b01-a1086aeb4a3f",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "have 5623 non-visited points\n"
     ]
    }
   ],
   "source": [
    "non_visited_points = get_non_visited_road_points(knn, grid_and_road_points[\"road_points\"], CENTER_POINT, RADIUS_SIZE_KM, GRID_SPACING_M)"
   ]
  },
  {
   "cell_type": "code",
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   "id": "-I77C51MQZHn",
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     "height": 1000
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     "status": "ok",
     "timestamp": 1678884854855,
     "user": {
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    "id": "-I77C51MQZHn",
    "outputId": "0c8c16f2-e9dc-4842-eed4-426eafcbc6dc",
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       "    \n",
       "    var marker_6a9c430c4ed9805ffe6e045d1b76d483 = L.marker(\n",
       "        [52.13619692405405, 21.026604098957655],\n",
       "        {}\n",
       "    ).addTo(map_c7394b65c19dc5e864dbc4656608a708).on(&#x27;click&#x27;, onClick);\n",
       "    \n",
       "            map_c7394b65c19dc5e864dbc4656608a708.fitBounds(\n",
       "                [[52.13619692405405, 20.95350213644817], [52.21882192949303, 21.09247732795495]],\n",
       "                {}\n",
       "            );\n",
       "        \n",
       "    function onClick(e) {\n",
       "                 var point = e.latlng; alert(point)\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 0x7f438018a4a0>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "# Modify Marker template to include the onClick event\n",
    "click_template = \"\"\"{% macro script(this, kwargs) %}\n",
    "    var {{ this.get_name() }} = L.marker(\n",
    "        {{ this.location|tojson }},\n",
    "        {{ this.options|tojson }}\n",
    "    ).addTo({{ this._parent.get_name() }}).on('click', onClick);\n",
    "{% endmacro %}\"\"\"\n",
    "\n",
    "# Change template to custom template\n",
    "Marker._template = Template(click_template)\n",
    "\n",
    "m = show_map_with_points(CENTER_POINT, non_visited_points[:N_POINTS_TO_SHOW])\n",
    "\n",
    "# Create the onClick listener function as a branca element and add to the map html\n",
    "click_js = \"\"\"function onClick(e) {\n",
    "                 var point = e.latlng; alert(point)\n",
    "                 }\"\"\"\n",
    "                 \n",
    "e = folium.Element(click_js)\n",
    "html = m.get_root()\n",
    "html.script.get_root().render()\n",
    "html.script._children[e.get_name()] = e\n",
    "\n",
    "m.save('map.html')\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "948f1858-d39d-4e71-9c3c-09862281b46c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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