python/other-googlebuildings.ipynb

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  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e41ef3ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.chdir(\"../\")\n",
    "\n",
    "import gzip\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import geopandas as gpd\n",
    "import shapely\n",
    "from shapely.geometry import mapping, MultiPolygon, Point, Polygon\n",
    "import h3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "94e4777e",
   "metadata": {},
   "outputs": [],
   "source": [
    "filepath = os.getcwd() + \"/data/685_buildings.csv\"\n",
    "data = pd.read_csv(filepath)\n",
    "data[\"geometry\"] = shapely.wkt.loads(data['geometry'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ae844497",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "gdf = gpd.GeoDataFrame(data, crs=\"EPSG:4326\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ffdc1a46",
   "metadata": {},
   "outputs": [],
   "source": [
    "h3_level = 6\n",
    "def lat_lng_to_h3(row):\n",
    "    return h3.geo_to_h3(row.latitude, row.longitude, h3_level)\n",
    "\n",
    "gdf['hex6'] = gdf.apply(lat_lng_to_h3, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8f345f63",
   "metadata": {},
   "outputs": [
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       "              hex6  area_in_meters  \\\n",
       "0  8672d0427ffffff      24669.8240   \n",
       "1  8672d0487ffffff       2109.6011   \n",
       "2  8672d0497ffffff       7096.1550   \n",
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       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((140.85206 -4.45146, 140.84573 -4.486...  \n",
       "1  POLYGON ((140.81407 -4.66372, 140.80774 -4.699...  \n",
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       "4  POLYGON ((140.85461 -4.61583, 140.84828 -4.651...  "
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     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ng_hex = gdf.groupby(\"hex6\")[[\"area_in_meters\"]].sum().reset_index().drop_duplicates()\n",
    "ng_hex[\"geometry\"] = [Polygon(h3.h3_to_geo_boundary(i,geo_json=True)) for i in ng_hex.hex6]\n",
    "ng_hex_gdf = gpd.GeoDataFrame(ng_hex, crs=\"EPSG:4326\")\n",
    "ng_hex_gdf.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f88b1583",
   "metadata": {},
   "outputs": [
    {
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       "\n",
       "        \n",
       "    \n",
       "    geo_json_ea9c233ededae31ed4439f770c3912d0.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;hex6&quot;, &quot;area_in_meters&quot;];\n",
       "    let aliases = [&quot;hex6&quot;, &quot;area_in_meters&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",
       "&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 0x168f60d50>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ng_hex_gdf.explore()"
   ]
  }
 ],
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