Day #41 Placekey_Samples.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/skyprince999/100-Days-Of-ML/blob/master/Day_41_Placekey_Samples.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mdR3d99RCHux"
   },
   "source": [
    "Samples copied from the following notebooks: \n",
    "\n",
    "https://github.com/Placekey/placekey-py\n",
    "\n",
    "https://placekey.github.io/placekey-notebooks/basic_functionality.html\n",
    "\n",
    "https://placekey.github.io/placekey-notebooks/advanced_functionality.html\n",
    "\n",
    "https://github.com/Placekey/placekey-notebooks/blob/main/notebooks/Adding_Placekey_to_your_POI_dataset_using_python_and_the_Placekey_API.ipynb\n",
    "\n",
    "\n",
    "Placekey API: ##########################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 173
    },
    "id": "I4uliqk2BNej",
    "outputId": "1a5a24dc-ebb2-46b3-e381-960525502fed"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting placekey\n",
      "  Downloading https://files.pythonhosted.org/packages/41/29/deb0504e1b5189084933341cce094fe92d569c5c9b641ae4e905e19ed13f/placekey-0.0.4-py3-none-any.whl\n",
      "Collecting h3\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/62/9b/426e47f1a569dd37a6b6026b61a7926557d5c3222da28bcc991618a66a17/h3-3.7.0-cp36-cp36m-manylinux2010_x86_64.whl (792kB)\n",
      "\u001b[K     |████████████████████████████████| 798kB 3.9MB/s \n",
      "\u001b[?25hRequirement already satisfied: shapely in /usr/local/lib/python3.6/dist-packages (from placekey) (1.7.1)\n",
      "Installing collected packages: h3, placekey\n",
      "Successfully installed h3-3.7.0 placekey-0.0.4\n"
     ]
    }
   ],
   "source": [
    "!pip install placekey"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 119
    },
    "id": "aLJc0zVUBqxP",
    "outputId": "c7aefddd-ee4b-4465-bf8a-1471bddddc39"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cloning into 'placekey-notebooks'...\n",
      "remote: Enumerating objects: 39, done.\u001b[K\n",
      "remote: Counting objects: 100% (39/39), done.\u001b[K\n",
      "remote: Compressing objects: 100% (27/27), done.\u001b[K\n",
      "remote: Total 39 (delta 15), reused 26 (delta 9), pack-reused 0\u001b[K\n",
      "Unpacking objects: 100% (39/39), done.\n"
     ]
    }
   ],
   "source": [
    "!git clone https://github.com/Placekey/placekey-notebooks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "mEAYzXnEB65O"
   },
   "outputs": [],
   "source": [
    "import placekey as pk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "kfEvCcU8CcvW",
    "outputId": "da40338f-98ca-4ae4-813b-4dbd176b3ea6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "@dvt-smp-tvz\n"
     ]
    }
   ],
   "source": [
    "lat, long = 0.0, 0.0\n",
    "\n",
    "print(pk.geo_to_placekey(lat, long))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "Q5437p0kClzb",
    "outputId": "39422556-5359-4043-86b7-3d68a6481cb6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.00018033323813651316, -0.00018985758738881587)"
      ]
     },
     "execution_count": 7,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_to_geo('@dvt-smp-tvz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "id": "AL0DWu7wCpQF",
    "outputId": "6aaa5c5e-7045-4d53-c682-70f4bd107f65"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.google.colaboratory.intrinsic+json": {
       "type": "string"
      },
      "text/plain": [
       "'8a754e64992ffff'"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_to_h3('@dvt-smp-tvz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "id": "HpL6Rv62C2Bz",
    "outputId": "e4502800-4593-4c33-c6b9-42a23be7cce6"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.google.colaboratory.intrinsic+json": {
       "type": "string"
      },
      "text/plain": [
       "'@dvt-smp-tvz'"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.h3_to_placekey('8a754e64992ffff')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "1L7KpDWKDkIC",
    "outputId": "4768f8e4-17e5-452d-a4b4-aebfef1a36f1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12795124.895573696"
      ]
     },
     "execution_count": 10,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_distance('@dvt-smp-tvz', '@5vg-7gq-tjv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 187
    },
    "id": "2GkbINxsDnQ3",
    "outputId": "fc99b342-30e7-4fc9-d059-5e06f39c0d89"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 20040000.0,\n",
       " 1: 20040000.0,\n",
       " 2: 2777000.0,\n",
       " 3: 1065000.0,\n",
       " 4: 152400.0,\n",
       " 5: 21770.0,\n",
       " 6: 8227.0,\n",
       " 7: 1176.0,\n",
       " 8: 444.3,\n",
       " 9: 63.47}"
      ]
     },
     "execution_count": 11,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    " pk.get_prefix_distance_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "22yUEI8HEEwp",
    "outputId": "9db10cfa-67e2-4495-afb9-68e9fb67e22b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 12,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_format_is_valid('222-227@dvt-smp-tvz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "dRW5C-7fEQOw",
    "outputId": "3829a065-485a-4d90-cfb2-b57521e41132"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 13,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_format_is_valid('@123-456-789')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "o9fNUY0IET1G",
    "outputId": "67646bc1-739e-4a9f-af5f-a62442f46e30"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: placekey in /usr/local/lib/python3.6/dist-packages (from -r placekey-notebooks/requirements.txt (line 1)) (0.0.4)\n",
      "Requirement already satisfied: jupyter in /usr/local/lib/python3.6/dist-packages (from -r placekey-notebooks/requirements.txt (line 2)) (1.0.0)\n",
      "Requirement already satisfied: folium in /usr/local/lib/python3.6/dist-packages (from -r placekey-notebooks/requirements.txt (line 3)) (0.8.3)\n",
      "Requirement already satisfied: shapely in /usr/local/lib/python3.6/dist-packages (from -r placekey-notebooks/requirements.txt (line 4)) (1.7.1)\n",
      "Collecting geopandas\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/f7/a4/e66aafbefcbb717813bf3a355c8c4fc3ed04ea1dd7feb2920f2f4f868921/geopandas-0.8.1-py2.py3-none-any.whl (962kB)\n",
      "\u001b[K     |████████████████████████████████| 972kB 2.8MB/s \n",
      "\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from -r placekey-notebooks/requirements.txt (line 6)) (1.18.5)\n",
      "Requirement already satisfied: h3 in /usr/local/lib/python3.6/dist-packages (from placekey->-r placekey-notebooks/requirements.txt (line 1)) (3.7.0)\n",
      "Requirement already satisfied: qtconsole in /usr/local/lib/python3.6/dist-packages (from jupyter->-r placekey-notebooks/requirements.txt (line 2)) (4.7.7)\n",
      "Requirement already satisfied: notebook in /usr/local/lib/python3.6/dist-packages (from jupyter->-r placekey-notebooks/requirements.txt (line 2)) (5.3.1)\n",
      "Requirement already satisfied: jupyter-console in /usr/local/lib/python3.6/dist-packages (from jupyter->-r placekey-notebooks/requirements.txt (line 2)) (5.2.0)\n",
      "Requirement already satisfied: ipywidgets in /usr/local/lib/python3.6/dist-packages (from jupyter->-r placekey-notebooks/requirements.txt (line 2)) (7.5.1)\n",
      "Requirement already satisfied: ipykernel in /usr/local/lib/python3.6/dist-packages (from jupyter->-r placekey-notebooks/requirements.txt (line 2)) (4.10.1)\n",
      "Requirement already satisfied: nbconvert in /usr/local/lib/python3.6/dist-packages (from jupyter->-r placekey-notebooks/requirements.txt (line 2)) (5.6.1)\n",
      "Requirement already satisfied: requests in /usr/local/lib/python3.6/dist-packages (from folium->-r placekey-notebooks/requirements.txt (line 3)) (2.23.0)\n",
      "Requirement already satisfied: branca>=0.3.0 in /usr/local/lib/python3.6/dist-packages (from folium->-r placekey-notebooks/requirements.txt (line 3)) (0.4.1)\n",
      "Requirement already satisfied: jinja2 in /usr/local/lib/python3.6/dist-packages (from folium->-r placekey-notebooks/requirements.txt (line 3)) (2.11.2)\n",
      "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from folium->-r placekey-notebooks/requirements.txt (line 3)) (1.15.0)\n",
      "Collecting fiona\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/36/8b/e8b2c11bed5373c8e98edb85ce891b09aa1f4210fd451d0fb3696b7695a2/Fiona-1.8.17-cp36-cp36m-manylinux1_x86_64.whl (14.8MB)\n",
      "\u001b[K     |████████████████████████████████| 14.8MB 297kB/s \n",
      "\u001b[?25hRequirement already satisfied: pandas>=0.23.0 in /usr/local/lib/python3.6/dist-packages (from geopandas->-r placekey-notebooks/requirements.txt (line 5)) (1.1.2)\n",
      "Collecting pyproj>=2.2.0\n",
      "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/e5/c3/071e080230ac4b6c64f1a2e2f9161c9737a2bc7b683d2c90b024825000c0/pyproj-2.6.1.post1-cp36-cp36m-manylinux2010_x86_64.whl (10.9MB)\n",
      "\u001b[K     |████████████████████████████████| 10.9MB 17.1MB/s \n",
      "\u001b[?25hRequirement already satisfied: jupyter-client>=4.1 in /usr/local/lib/python3.6/dist-packages (from qtconsole->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (5.3.5)\n",
      "Requirement already satisfied: qtpy in /usr/local/lib/python3.6/dist-packages (from qtconsole->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (1.9.0)\n",
      "Requirement already satisfied: ipython-genutils in /usr/local/lib/python3.6/dist-packages (from qtconsole->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (0.2.0)\n",
      "Requirement already satisfied: pyzmq>=17.1 in /usr/local/lib/python3.6/dist-packages (from qtconsole->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (19.0.2)\n",
      "Requirement already satisfied: traitlets in /usr/local/lib/python3.6/dist-packages (from qtconsole->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (4.3.3)\n",
      "Requirement already satisfied: jupyter-core in /usr/local/lib/python3.6/dist-packages (from qtconsole->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (4.6.3)\n",
      "Requirement already satisfied: pygments in /usr/local/lib/python3.6/dist-packages (from qtconsole->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (2.6.1)\n",
      "Requirement already satisfied: Send2Trash in /usr/local/lib/python3.6/dist-packages (from notebook->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (1.5.0)\n",
      "Requirement already satisfied: terminado>=0.8.1 in /usr/local/lib/python3.6/dist-packages (from notebook->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (0.9.1)\n",
      "Requirement already satisfied: nbformat in /usr/local/lib/python3.6/dist-packages (from notebook->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (5.0.7)\n",
      "Requirement already satisfied: tornado>=4 in /usr/local/lib/python3.6/dist-packages (from notebook->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (5.1.1)\n",
      "Requirement already satisfied: ipython in /usr/local/lib/python3.6/dist-packages (from jupyter-console->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (5.5.0)\n",
      "Requirement already satisfied: prompt-toolkit<2.0.0,>=1.0.0 in /usr/local/lib/python3.6/dist-packages (from jupyter-console->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (1.0.18)\n",
      "Requirement already satisfied: widgetsnbextension~=3.5.0 in /usr/local/lib/python3.6/dist-packages (from ipywidgets->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (3.5.1)\n",
      "Requirement already satisfied: mistune<2,>=0.8.1 in /usr/local/lib/python3.6/dist-packages (from nbconvert->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (0.8.4)\n",
      "Requirement already satisfied: entrypoints>=0.2.2 in /usr/local/lib/python3.6/dist-packages (from nbconvert->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (0.3)\n",
      "Requirement already satisfied: defusedxml in /usr/local/lib/python3.6/dist-packages (from nbconvert->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (0.6.0)\n",
      "Requirement already satisfied: bleach in /usr/local/lib/python3.6/dist-packages (from nbconvert->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (3.2.1)\n",
      "Requirement already satisfied: pandocfilters>=1.4.1 in /usr/local/lib/python3.6/dist-packages (from nbconvert->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (1.4.2)\n",
      "Requirement already satisfied: testpath in /usr/local/lib/python3.6/dist-packages (from nbconvert->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (0.4.4)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests->folium->-r placekey-notebooks/requirements.txt (line 3)) (3.0.4)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests->folium->-r placekey-notebooks/requirements.txt (line 3)) (2.10)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests->folium->-r placekey-notebooks/requirements.txt (line 3)) (2020.6.20)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests->folium->-r placekey-notebooks/requirements.txt (line 3)) (1.24.3)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.6/dist-packages (from jinja2->folium->-r placekey-notebooks/requirements.txt (line 3)) (1.1.1)\n",
      "Requirement already satisfied: attrs>=17 in /usr/local/lib/python3.6/dist-packages (from fiona->geopandas->-r placekey-notebooks/requirements.txt (line 5)) (20.2.0)\n",
      "Collecting click-plugins>=1.0\n",
      "  Downloading https://files.pythonhosted.org/packages/e9/da/824b92d9942f4e472702488857914bdd50f73021efea15b4cad9aca8ecef/click_plugins-1.1.1-py2.py3-none-any.whl\n",
      "Requirement already satisfied: click<8,>=4.0 in /usr/local/lib/python3.6/dist-packages (from fiona->geopandas->-r placekey-notebooks/requirements.txt (line 5)) (7.1.2)\n",
      "Collecting munch\n",
      "  Downloading https://files.pythonhosted.org/packages/cc/ab/85d8da5c9a45e072301beb37ad7f833cd344e04c817d97e0cc75681d248f/munch-2.5.0-py2.py3-none-any.whl\n",
      "Collecting cligj>=0.5\n",
      "  Downloading https://files.pythonhosted.org/packages/e4/be/30a58b4b0733850280d01f8bd132591b4668ed5c7046761098d665ac2174/cligj-0.5.0-py3-none-any.whl\n",
      "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.23.0->geopandas->-r placekey-notebooks/requirements.txt (line 5)) (2018.9)\n",
      "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.23.0->geopandas->-r placekey-notebooks/requirements.txt (line 5)) (2.8.1)\n",
      "Requirement already satisfied: decorator in /usr/local/lib/python3.6/dist-packages (from traitlets->qtconsole->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (4.4.2)\n",
      "Requirement already satisfied: ptyprocess; os_name != \"nt\" in /usr/local/lib/python3.6/dist-packages (from terminado>=0.8.1->notebook->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (0.6.0)\n",
      "Requirement already satisfied: jsonschema!=2.5.0,>=2.4 in /usr/local/lib/python3.6/dist-packages (from nbformat->notebook->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (2.6.0)\n",
      "Requirement already satisfied: pexpect; sys_platform != \"win32\" in /usr/local/lib/python3.6/dist-packages (from ipython->jupyter-console->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (4.8.0)\n",
      "Requirement already satisfied: simplegeneric>0.8 in /usr/local/lib/python3.6/dist-packages (from ipython->jupyter-console->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (0.8.1)\n",
      "Requirement already satisfied: pickleshare in /usr/local/lib/python3.6/dist-packages (from ipython->jupyter-console->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (0.7.5)\n",
      "Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.6/dist-packages (from ipython->jupyter-console->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (50.3.0)\n",
      "Requirement already satisfied: wcwidth in /usr/local/lib/python3.6/dist-packages (from prompt-toolkit<2.0.0,>=1.0.0->jupyter-console->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (0.2.5)\n",
      "Requirement already satisfied: webencodings in /usr/local/lib/python3.6/dist-packages (from bleach->nbconvert->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (0.5.1)\n",
      "Requirement already satisfied: packaging in /usr/local/lib/python3.6/dist-packages (from bleach->nbconvert->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (20.4)\n",
      "Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.6/dist-packages (from packaging->bleach->nbconvert->jupyter->-r placekey-notebooks/requirements.txt (line 2)) (2.4.7)\n",
      "Installing collected packages: click-plugins, munch, cligj, fiona, pyproj, geopandas\n",
      "Successfully installed click-plugins-1.1.1 cligj-0.5.0 fiona-1.8.17 geopandas-0.8.1 munch-2.5.0 pyproj-2.6.1.post1\n"
     ]
    }
   ],
   "source": [
    "!pip install -r placekey-notebooks/requirements.txt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_Pg3IVY8KHm2"
   },
   "source": [
    "#######################################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "XNh9YpSxEtJe"
   },
   "outputs": [],
   "source": [
    "import placekey as pk\n",
    "import h3 as h3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 51
    },
    "id": "RhgCBvAYE3z2",
    "outputId": "3c1cd106-dd25-4cee-e852-43be31378b0f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Placekey for the location of SF City Hall is \"@5vg-7gq-tjv\".\n",
      "The latitude and longitude for the center of \"@5vg-7gq-tjv\" is (37.77988951810222, -122.41864762076004).\n"
     ]
    }
   ],
   "source": [
    "geo = (37.779351, -122.418655)  # The front door of SF City Hall\n",
    "\n",
    "placekey = pk.geo_to_placekey(*geo)\n",
    "print('The Placekey for the location of SF City Hall is \"{}\".'.format(placekey))\n",
    "\n",
    "centroid_lat, centroid_long = pk.placekey_to_geo(placekey)\n",
    "print('The latitude and longitude for the center of \"{}\" is ({}, {}).'.format(placekey, centroid_lat, centroid_long))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "id": "4VwMHzXhFApo",
    "outputId": "99ca1b87-0ee5-4f41-acd8-934a1ead6a8c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The H3 index corresponding to \"@5vg-7gq-tjv\" is \"8a2830828747fff\".\n",
      "\"8a2830828747fff\" has resolution 10.\n",
      "The integer H3 index corresponding to \"@5vg-7gq-tjv\" is 622203769592250367.\n"
     ]
    }
   ],
   "source": [
    "h3_for_placekey = pk.placekey_to_h3(placekey)\n",
    "print('The H3 index corresponding to \"{}\" is \"{}\".'.format(placekey, h3_for_placekey))\n",
    "print('\"{}\" has resolution {}.'.format(h3_for_placekey, h3.h3_get_resolution(h3_for_placekey)))\n",
    "\n",
    "h3_int_for_placekey = pk.placekey_to_h3_int(placekey)\n",
    "print('The integer H3 index corresponding to \"{}\" is {}.'.format(placekey, h3_int_for_placekey))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 119
    },
    "id": "m32_3zuVHaQr",
    "outputId": "cd1c4b16-527a-4d63-8a6c-d48f5722581c"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((37.77921928451977, -122.41844077039543),\n",
       " (37.77972548542876, -122.41780166521563),\n",
       " (37.78039571852498, -122.41800851332172),\n",
       " (37.780559746916104, -122.41885447351558),\n",
       " (37.78005354361958, -122.41949357434298),\n",
       " (37.77938331431949, -122.41928671932915))"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_to_hex_boundary(placekey)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 52
    },
    "id": "PKgMdIkkJfjt",
    "outputId": "42bf2887-67a4-4c93-e254-bb1ecdd23409"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.google.colaboratory.intrinsic+json": {
       "type": "string"
      },
      "text/plain": [
       "'POLYGON ((37.77921928451977 -122.4184407703954, 37.77938331431949 -122.4192867193292, 37.78005354361958 -122.419493574343, 37.7805597469161 -122.4188544735156, 37.78039571852498 -122.4180085133217, 37.77972548542876 -122.4178016652156, 37.77921928451977 -122.4184407703954))'"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_to_wkt(placekey)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 153
    },
    "id": "OmELXNSkJm3U",
    "outputId": "58ac57fd-7334-4e6f-f63c-b5cefdeb15f0"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'coordinates': (((-122.41844077039543, 37.77921928451977),\n",
       "   (-122.41780166521563, 37.77972548542876),\n",
       "   (-122.41800851332172, 37.78039571852498),\n",
       "   (-122.41885447351558, 37.780559746916104),\n",
       "   (-122.41949357434298, 37.78005354361958),\n",
       "   (-122.41928671932915, 37.77938331431949),\n",
       "   (-122.41844077039543, 37.77921928451977)),),\n",
       " 'type': 'Polygon'}"
      ]
     },
     "execution_count": 10,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_to_geojson(placekey)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 121
    },
    "id": "_B3U1SbtJwki",
    "outputId": "e5659b1d-a5ce-4171-dbc8-92787627e18b"
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"37.77915160815468 -122.41956125070807 0.0014758151265183983 0.0018272618575281285\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,-244.8372952395586)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.654523715056257e-05\" opacity=\"0.6\" d=\"M 37.77921928451977,-122.41844077039543 L 37.77938331431949,-122.41928671932915 L 37.78005354361958,-122.41949357434298 L 37.780559746916104,-122.41885447351558 L 37.78039571852498,-122.41800851332172 L 37.77972548542876,-122.41780166521563 L 37.77921928451977,-122.41844077039543 z\" /></g></svg>"
      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x7f0e3e694c50>"
      ]
     },
     "execution_count": 11,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_to_polygon(placekey)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eZNfIRytJ-0f"
   },
   "source": [
    "#######################################################################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "DY4SNWyuJ402"
   },
   "outputs": [],
   "source": [
    "import placekey as pk\n",
    "import geopandas as gpd\n",
    "import numpy as np\n",
    "import folium"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 235
    },
    "id": "-biYl7AiJ8tU",
    "outputId": "917c49f4-537e-4f39-f433-a42b2c540289"
   },
   "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>STATEFP</th>\n",
       "      <th>COUNTYFP</th>\n",
       "      <th>TRACTCE</th>\n",
       "      <th>BLKGRPCE</th>\n",
       "      <th>NAMELSAD</th>\n",
       "      <th>MTFCC</th>\n",
       "      <th>FUNCSTAT</th>\n",
       "      <th>ALAND</th>\n",
       "      <th>AWATER</th>\n",
       "      <th>INTPTLAT</th>\n",
       "      <th>INTPTLON</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GEOID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>060750122012</th>\n",
       "      <td>06</td>\n",
       "      <td>075</td>\n",
       "      <td>012201</td>\n",
       "      <td>2</td>\n",
       "      <td>Block Group 2</td>\n",
       "      <td>G5030</td>\n",
       "      <td>S</td>\n",
       "      <td>30528</td>\n",
       "      <td>0</td>\n",
       "      <td>+37.7849116</td>\n",
       "      <td>-122.4161659</td>\n",
       "      <td>POLYGON ((-122.41790 37.78517, -122.41626 37.7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>060750124012</th>\n",
       "      <td>06</td>\n",
       "      <td>075</td>\n",
       "      <td>012401</td>\n",
       "      <td>2</td>\n",
       "      <td>Block Group 2</td>\n",
       "      <td>G5030</td>\n",
       "      <td>S</td>\n",
       "      <td>45978</td>\n",
       "      <td>0</td>\n",
       "      <td>+37.7831562</td>\n",
       "      <td>-122.4149685</td>\n",
       "      <td>POLYGON ((-122.41607 37.78445, -122.41478 37.7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>060750124023</th>\n",
       "      <td>06</td>\n",
       "      <td>075</td>\n",
       "      <td>012402</td>\n",
       "      <td>3</td>\n",
       "      <td>Block Group 3</td>\n",
       "      <td>G5030</td>\n",
       "      <td>S</td>\n",
       "      <td>62826</td>\n",
       "      <td>0</td>\n",
       "      <td>+37.7830940</td>\n",
       "      <td>-122.4192115</td>\n",
       "      <td>POLYGON ((-122.42107 37.78382, -122.42093 37.7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>060750126021</th>\n",
       "      <td>06</td>\n",
       "      <td>075</td>\n",
       "      <td>012602</td>\n",
       "      <td>1</td>\n",
       "      <td>Block Group 1</td>\n",
       "      <td>G5030</td>\n",
       "      <td>S</td>\n",
       "      <td>248192</td>\n",
       "      <td>544217</td>\n",
       "      <td>+37.8064743</td>\n",
       "      <td>-122.4356584</td>\n",
       "      <td>POLYGON ((-122.44308 37.80973, -122.43008 37.8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>060750129011</th>\n",
       "      <td>06</td>\n",
       "      <td>075</td>\n",
       "      <td>012901</td>\n",
       "      <td>1</td>\n",
       "      <td>Block Group 1</td>\n",
       "      <td>G5030</td>\n",
       "      <td>S</td>\n",
       "      <td>90524</td>\n",
       "      <td>0</td>\n",
       "      <td>+37.8010280</td>\n",
       "      <td>-122.4270595</td>\n",
       "      <td>POLYGON ((-122.42967 37.80165, -122.42802 37.8...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             STATEFP  ...                                           geometry\n",
       "GEOID                 ...                                                   \n",
       "060750122012      06  ...  POLYGON ((-122.41790 37.78517, -122.41626 37.7...\n",
       "060750124012      06  ...  POLYGON ((-122.41607 37.78445, -122.41478 37.7...\n",
       "060750124023      06  ...  POLYGON ((-122.42107 37.78382, -122.42093 37.7...\n",
       "060750126021      06  ...  POLYGON ((-122.44308 37.80973, -122.43008 37.8...\n",
       "060750129011      06  ...  POLYGON ((-122.42967 37.80165, -122.42802 37.8...\n",
       "\n",
       "[5 rows x 12 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cbgs = gpd.read_file('placekey-notebooks/data/CA_2019_census_block_groups_sample/').set_index('GEOID')\n",
    "cbgs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 121
    },
    "id": "k1TGB7GTKfPp",
    "outputId": "0491d096-9d5a-41ad-c2bd-dc8be1132ca4"
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"-122.42097575999999 37.77492324 0.0049705199999863225 0.007742520000000752\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,75.55758900000001)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"0.00015485040000001504\" opacity=\"0.6\" d=\"M -122.420689,37.781954999999996 L -122.420541,37.781973 L -122.418993,37.782168999999996 L -122.417339,37.782379 L -122.417146,37.781447 L -122.41694799999999,37.78047 L -122.41676799999999,37.779584 L -122.41658,37.778658 L -122.41640100000001,37.777723 L -122.416292,37.777494 L -122.417615,37.7766 L -122.41870399999999,37.775645 L -122.419219,37.775316 L -122.41931,37.775233 L -122.41933399999999,37.77521 L -122.419359,37.775431999999995 L -122.419432,37.775908 L -122.419542,37.776364 L -122.419765,37.777291 L -122.419788,37.777387 L -122.41985700000001,37.777732 L -122.419934,37.77812 L -122.419943,37.778238 L -122.420358,37.780072 L -122.420542,37.781017999999996 L -122.420689,37.781954999999996 z\" /></g></svg>"
      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x7f0e36f9bfd0>"
      ]
     },
     "execution_count": 17,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cbg_geometry = cbgs.loc['060750124022']['geometry']\n",
    "cbg_geometry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 811
    },
    "id": "bq4ljXTAYuRR",
    "outputId": "2df421cd-d895-403b-af75-bf8fc6220df1"
   },
   "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 src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=PCFET0NUWVBFIGh0bWw+CjxoZWFkPiAgICAKICAgIDxtZXRhIGh0dHAtZXF1aXY9ImNvbnRlbnQtdHlwZSIgY29udGVudD0idGV4dC9odG1sOyBjaGFyc2V0PVVURi04IiAvPgogICAgPHNjcmlwdD5MX1BSRUZFUl9DQU5WQVM9ZmFsc2U7IExfTk9fVE9VQ0g9ZmFsc2U7IExfRElTQUJMRV8zRD1mYWxzZTs8L3NjcmlwdD4KICAgIDxzY3JpcHQgc3JjPSJodHRwczovL2Nkbi5qc2RlbGl2ci5uZXQvbnBtL2xlYWZsZXRAMS40LjAvZGlzdC9sZWFmbGV0LmpzIj48L3NjcmlwdD4KICAgIDxzY3JpcHQgc3JjPSJodHRwczovL2NvZGUuanF1ZXJ5LmNvbS9qcXVlcnktMS4xMi40Lm1pbi5qcyI+PC9zY3JpcHQ+CiAgICA8c2NyaXB0IHNyYz0iaHR0cHM6Ly9tYXhjZG4uYm9vdHN0cmFwY2RuLmNvbS9ib290c3RyYXAvMy4yLjAvanMvYm9vdHN0cmFwLm1pbi5qcyI+PC9zY3JpcHQ+CiAgICA8c2NyaXB0IHNyYz0iaHR0cHM6Ly9jZG5qcy5jbG91ZGZsYXJlLmNvbS9hamF4L2xpYnMvTGVhZmxldC5hd2Vzb21lLW1hcmtlcnMvMi4wLjIvbGVhZmxldC5hd2Vzb21lLW1hcmtlcnMuanMiPjwvc2NyaXB0PgogICAgPGxpbmsgcmVsPSJzdHlsZXNoZWV0IiBocmVmPSJodHRwczovL2Nkbi5qc2RlbGl2ci5uZXQvbnBtL2xlYWZsZXRAMS40LjAvZGlzdC9sZWFmbGV0LmNzcyIvPgogICAgPGxpbmsgcmVsPSJzdHlsZXNoZWV0IiBocmVmPSJodHRwczovL21heGNkbi5ib290c3RyYXBjZG4uY29tL2Jvb3RzdHJhcC8zLjIuMC9jc3MvYm9vdHN0cmFwLm1pbi5jc3MiLz4KICAgIDxsaW5rIHJlbD0ic3R5bGVzaGVldCIgaHJlZj0iaHR0cHM6Ly9tYXhjZG4uYm9vdHN0cmFwY2RuLmNvbS9ib290c3RyYXAvMy4yLjAvY3NzL2Jvb3RzdHJhcC10aGVtZS5taW4uY3NzIi8+CiAgICA8bGluayByZWw9InN0eWxlc2hlZXQiIGhyZWY9Imh0dHBzOi8vbWF4Y2RuLmJvb3RzdHJhcGNkbi5jb20vZm9udC1hd2Vzb21lLzQuNi4zL2Nzcy9mb250LWF3ZXNvbWUubWluLmNzcyIvPgogICAgPGxpbmsgcmVsPSJzdHlsZXNoZWV0IiBocmVmPSJodHRwczovL2NkbmpzLmNsb3VkZmxhcmUuY29tL2FqYXgvbGlicy9MZWFmbGV0LmF3ZXNvbWUtbWFya2Vycy8yLjAuMi9sZWFmbGV0LmF3ZXNvbWUtbWFya2Vycy5jc3MiLz4KICAgIDxsaW5rIHJlbD0ic3R5bGVzaGVldCIgaHJlZj0iaHR0cHM6Ly9yYXdjZG4uZ2l0aGFjay5jb20vcHl0aG9uLXZpc3VhbGl6YXRpb24vZm9saXVtL21hc3Rlci9mb2xpdW0vdGVtcGxhdGVzL2xlYWZsZXQuYXdlc29tZS5yb3RhdGUuY3NzIi8+CiAgICA8c3R5bGU+aHRtbCwgYm9keSB7d2lkdGg6IDEwMCU7aGVpZ2h0OiAxMDAlO21hcmdpbjogMDtwYWRkaW5nOiAwO308L3N0eWxlPgogICAgPHN0eWxlPiNtYXAge3Bvc2l0aW9uOmFic29sdXRlO3RvcDowO2JvdHRvbTowO3JpZ2h0OjA7bGVmdDowO308L3N0eWxlPgogICAgCiAgICA8bWV0YSBuYW1lPSJ2aWV3cG9ydCIgY29udGVudD0id2lkdGg9ZGV2aWNlLXdpZHRoLAogICAgICAgIGluaXRpYWwtc2NhbGU9MS4wLCBtYXhpbXVtLXNjYWxlPTEuMCwgdXNlci1zY2FsYWJsZT1ubyIgLz4KICAgIDxzdHlsZT4jbWFwXzAxNjliZDgyNDQzNDQ0NTA5NTEyZmIyOTc3NTg4OTNlIHsKICAgICAgICBwb3NpdGlvbjogcmVsYXRpdmU7CiAgICAgICAgd2lkdGg6IDEwMC4wJTsKICAgICAgICBoZWlnaHQ6IDEwMC4wJTsKICAgICAgICBsZWZ0OiAwLjAlOwogICAgICAgIHRvcDogMC4wJTsKICAgICAgICB9CiAgICA8L3N0eWxlPgo8L2hlYWQ+Cjxib2R5PiAgICAKICAgIAogICAgPGRpdiBjbGFzcz0iZm9saXVtLW1hcCIgaWQ9Im1hcF8wMTY5YmQ4MjQ0MzQ0NDUwOTUxMmZiMjk3NzU4ODkzZSIgPjwvZGl2Pgo8L2JvZHk+CjxzY3JpcHQ+ICAgIAogICAgCiAgICAKICAgICAgICB2YXIgYm91bmRzID0gbnVsbDsKICAgIAoKICAgIHZhciBtYXBfMDE2OWJkODI0NDM0NDQ1MDk1MTJmYjI5Nzc1ODg5M2UgPSBMLm1hcCgKICAgICAgICAnbWFwXzAxNjliZDgyNDQzNDQ0NTA5NTEyZmIyOTc3NTg4OTNlJywgewogICAgICAgIGNlbnRlcjogWzM3Ljc3OTIzNjA2NTc5ODY3LCAtMTIyLjQxODUyMDU4MjUxNDIyXSwKICAgICAgICB6b29tOiAxNiwKICAgICAgICBtYXhCb3VuZHM6IGJvdW5kcywKICAgICAgICBsYXllcnM6IFtdLAogICAgICAgIHdvcmxkQ29weUp1bXA6IGZhbHNlLAogICAgICAgIGNyczogTC5DUlMuRVBTRzM4NTcsCiAgICAgICAgem9vbUNvbnRyb2w6IHRydWUsCiAgICAgICAgfSk7CgoKICAgIAogICAgdmFyIHRpbGVfbGF5ZXJfYjJiYzQzOTI1OGI0NDg3Yjk2YzMzMzMwNTMzYTE4NDggPSBMLnRpbGVMYXllcigKICAgICAgICAnaHR0cHM6Ly9jYXJ0b2RiLWJhc2VtYXBzLXtzfS5nbG9iYWwuc3NsLmZhc3RseS5uZXQvbGlnaHRfYWxsL3t6fS97eH0ve3l9LnBuZycsCiAgICAgICAgewogICAgICAgICJhdHRyaWJ1dGlvbiI6IG51bGwsCiAgICAgICAgImRldGVjdFJldGluYSI6IGZhbHNlLAogICAgICAgICJtYXhOYXRpdmVab29tIjogMTgsCiAgICAgICAgIm1heFpvb20iOiAxOCwKICAgICAgICAibWluWm9vbSI6IDAsCiAgICAgICAgIm5vV3JhcCI6IGZhbHNlLAogICAgICAgICJvcGFjaXR5IjogMSwKICAgICAgICAic3ViZG9tYWlucyI6ICJhYmMiLAogICAgICAgICJ0bXMiOiBmYWxzZQp9KS5hZGRUbyhtYXBfMDE2OWJkODI0NDM0NDQ1MDk1MTJmYjI5Nzc1ODg5M2UpOwogICAgCiAgICAgICAgdmFyIGdlb19qc29uXzY2OTc0NDE0Yjc1NDRmZTM4YTdmODliYmM5NzAyYTFjID0gTC5nZW9Kc29uKAogICAgICAgICAgICB7ImZlYXR1cmVzIjogW3siZ2VvbWV0cnkiOiB7ImNvb3JkaW5hdGVzIjogW1tbLTEyMi40MjA2ODksIDM3Ljc4MTk1NDk5OTk5OTk5Nl0sIFstMTIyLjQyMDU0MSwgMzcuNzgxOTczXSwgWy0xMjIuNDE4OTkzLCAzNy43ODIxNjg5OTk5OTk5OTZdLCBbLTEyMi40MTczMzksIDM3Ljc4MjM3OV0sIFstMTIyLjQxNzE0NiwgMzcuNzgxNDQ3XSwgWy0xMjIuNDE2OTQ3OTk5OTk5OTksIDM3Ljc4MDQ3XSwgWy0xMjIuNDE2NzY3OTk5OTk5OTksIDM3Ljc3OTU4NF0sIFstMTIyLjQxNjU4LCAzNy43Nzg2NThdLCBbLTEyMi40MTY0MDEwMDAwMDAwMSwgMzcuNzc3NzIzXSwgWy0xMjIuNDE2MjkyLCAzNy43Nzc0OTRdLCBbLTEyMi40MTc2MTUsIDM3Ljc3NjZdLCBbLTEyMi40MTg3MDM5OTk5OTk5OSwgMzcuNzc1NjQ1XSwgWy0xMjIuNDE5MjE5LCAzNy43NzUzMTZdLCBbLTEyMi40MTkzMSwgMzcuNzc1MjMzXSwgWy0xMjIuNDE5MzMzOTk5OTk5OTksIDM3Ljc3NTIxXSwgWy0xMjIuNDE5MzU5LCAzNy43NzU0MzE5OTk5OTk5OTVdLCBbLTEyMi40MTk0MzIsIDM3Ljc3NTkwOF0sIFstMTIyLjQxOTU0MiwgMzcuNzc2MzY0XSwgWy0xMjIuNDE5NzY1LCAzNy43NzcyOTFdLCBbLTEyMi40MTk3ODgsIDM3Ljc3NzM4N10sIFstMTIyLjQxOTg1NzAwMDAwMDAxLCAzNy43Nzc3MzJdLCBbLTEyMi40MTk5MzQsIDM3Ljc3ODEyXSwgWy0xMjIuNDE5OTQzLCAzNy43NzgyMzhdLCBbLTEyMi40MjAzNTgsIDM3Ljc4MDA3Ml0sIFstMTIyLjQyMDU0MiwgMzcuNzgxMDE3OTk5OTk5OTk2XSwgWy0xMjIuNDIwNjg5LCAzNy43ODE5NTQ5OTk5OTk5OTZdXV0sICJ0eXBlIjogIlBvbHlnb24ifSwgInByb3BlcnRpZXMiOiB7ImhpZ2hsaWdodCI6IHt9LCAic3R5bGUiOiB7fX0sICJ0eXBlIjogIkZlYXR1cmUifV0sICJ0eXBlIjogIkZlYXR1cmVDb2xsZWN0aW9uIn0sCiAgICAgICAgICAgIHsKICAgICAgICAgICAgfQogICAgICAgICkuYWRkVG8obWFwXzAxNjliZDgyNDQzNDQ0NTA5NTEyZmIyOTc3NTg4OTNlICk7CiAgICAgICAgZ2VvX2pzb25fNjY5NzQ0MTRiNzU0NGZlMzhhN2Y4OWJiYzk3MDJhMWMuc2V0U3R5bGUoZnVuY3Rpb24oZmVhdHVyZSkge3JldHVybiBmZWF0dXJlLnByb3BlcnRpZXMuc3R5bGU7fSk7CiAgICAgICAgCjwvc2NyaXB0Pg== onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f0e3e694a90>"
      ]
     },
     "execution_count": 18,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cbg_centroid = next(zip(*cbg_geometry.centroid.xy))  # This is a (long, lat) tuple\n",
    "cbg_map = folium.Map(cbg_centroid[::-1], zoom_start=16, tiles='cartodbpositron')\n",
    "folium.GeoJson(cbg_geometry).add_to(cbg_map)\n",
    "cbg_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 391
    },
    "id": "wYBulklEY5vW",
    "outputId": "b5efdb66-7714-4927-c67b-4d043be7fb0f"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'boundary': ('@5vg-7gq-t7q',\n",
       "  '@5vg-7gq-7wk',\n",
       "  '@5vg-7gq-7kf',\n",
       "  '@5vg-7gq-r8v',\n",
       "  '@5vg-7gq-tn5',\n",
       "  '@5vg-7gq-qpv',\n",
       "  '@5vg-7gq-ty9',\n",
       "  '@5vg-7gq-t9z',\n",
       "  '@5vg-7gq-syv',\n",
       "  '@5vg-7gq-7yv',\n",
       "  '@5vg-7gq-rff',\n",
       "  '@5vg-7gq-tqf',\n",
       "  '@5vg-7gq-dn5',\n",
       "  '@5vg-7gq-d9z',\n",
       "  '@5vg-7gq-gx5',\n",
       "  '@5vg-7gq-7nq',\n",
       "  '@5vg-7gq-7qz'),\n",
       " 'interior': ('@5vg-7gq-tvz',\n",
       "  '@5vg-7gq-tjv',\n",
       "  '@5vg-7gq-v2k',\n",
       "  '@5vg-7gq-tsq',\n",
       "  '@5vg-7gq-7t9')}"
      ]
     },
     "execution_count": 20,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covering_placekeys = pk.polygon_to_placekeys(cbg_geometry, geo_json=True)\n",
    "covering_placekeys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "id": "Yb0hdjcaZDYU"
   },
   "outputs": [],
   "source": [
    "def draw_placekeys(placekey_values, zoom_start=18, folium_map=None, hex_color='lightblue', weight=2, labels=False):\n",
    "    \"\"\"\n",
    "    :param placekey_values: A list of Placekey strings\n",
    "    :param zoom_start: Folium zoom level. 18 is suitable for neighboring resolution 10 H3s.\n",
    "    :folium_map: A Folium map object to add the Placekeys to\n",
    "    :labels: Whether or not to add labels for Placekeys\n",
    "    :return: a Folium map object\n",
    "    \n",
    "    \"\"\"\n",
    "    geos = [pk.placekey_to_geo(p) for p in placekey_values]\n",
    "    hexagons = [pk.placekey_to_hex_boundary(p) for p in placekey_values]\n",
    "\n",
    "    if folium_map is None:\n",
    "        centroid = np.mean(geos, axis=0)\n",
    "        folium_map = folium.Map((centroid[0], centroid[1]), zoom_start=zoom_start, tiles='cartodbpositron')\n",
    "\n",
    "    for h in hexagons:\n",
    "        folium.Polygon(\n",
    "            locations=h,\n",
    "            weight=weight,\n",
    "            color=hex_color\n",
    "        ).add_to(folium_map)\n",
    "        \n",
    "    if labels:\n",
    "        for p, g in zip(placekey_values, geos):\n",
    "            icon = folium.features.DivIcon(\n",
    "                icon_size=(120, 36),\n",
    "                icon_anchor=(60, 15),\n",
    "                html='<div style=\"align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px\">{}</div>'.format(p),\n",
    "            )\n",
    "            \n",
    "            folium.map.Marker(\n",
    "                [g[0], g[1]],\n",
    "                icon=icon\n",
    "            ).add_to(folium_map)\n",
    "        \n",
    "    return folium_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 811
    },
    "id": "IE_3pltvZQX7",
    "outputId": "8a685a3d-c834-4bf9-9b93-1ba816367a91"
   },
   "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 src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS=false; L_NO_TOUCH=false; L_DISABLE_3D=false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.4.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.4.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
    <meta name="viewport" content="width=device-width,
        initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
    <style>#map_0169bd82443444509512fb297758893e {
        position: relative;
        width: 100.0%;
        height: 100.0%;
        left: 0.0%;
        top: 0.0%;
        }
    </style>
</head>
<body>    
    
    <div class="folium-map" id="map_0169bd82443444509512fb297758893e" ></div>
</body>
<script>    
    
    
        var bounds = null;
    

    var map_0169bd82443444509512fb297758893e = L.map(
        'map_0169bd82443444509512fb297758893e', {
        center: [37.77923606579867, -122.41852058251422],
        zoom: 16,
        maxBounds: bounds,
        layers: [],
        worldCopyJump: false,
        crs: L.CRS.EPSG3857,
        zoomControl: true,
        });


    
    var tile_layer_b2bc439258b4487b96c33330533a1848 = L.tileLayer(
        'https://cartodb-basemaps-{s}.global.ssl.fastly.net/light_all/{z}/{x}/{y}.png',
        {
        "attribution": null,
        "detectRetina": false,
        "maxNativeZoom": 18,
        "maxZoom": 18,
        "minZoom": 0,
        "noWrap": false,
        "opacity": 1,
        "subdomains": "abc",
        "tms": false
}).addTo(map_0169bd82443444509512fb297758893e);
    
        var geo_json_66974414b7544fe38a7f89bbc9702a1c = L.geoJson(
            {"features": [{"geometry": {"coordinates": [[[-122.420689, 37.781954999999996], [-122.420541, 37.781973], [-122.418993, 37.782168999999996], [-122.417339, 37.782379], [-122.417146, 37.781447], [-122.41694799999999, 37.78047], [-122.41676799999999, 37.779584], [-122.41658, 37.778658], [-122.41640100000001, 37.777723], [-122.416292, 37.777494], [-122.417615, 37.7766], [-122.41870399999999, 37.775645], [-122.419219, 37.775316], [-122.41931, 37.775233], [-122.41933399999999, 37.77521], [-122.419359, 37.775431999999995], [-122.419432, 37.775908], [-122.419542, 37.776364], [-122.419765, 37.777291], [-122.419788, 37.777387], [-122.41985700000001, 37.777732], [-122.419934, 37.77812], [-122.419943, 37.778238], [-122.420358, 37.780072], [-122.420542, 37.781017999999996], [-122.420689, 37.781954999999996]]], "type": "Polygon"}, "properties": {"highlight": {}, "style": {}}, "type": "Feature"}], "type": "FeatureCollection"},
            {
            }
        ).addTo(map_0169bd82443444509512fb297758893e );
        geo_json_66974414b7544fe38a7f89bbc9702a1c.setStyle(function(feature) {return feature.properties.style;});
        
    

            var polygon_781e31a71d784a6a959afd38516c4eca = L.polygon(
                [[37.776716384288484, -122.4152824169248], [37.77722257803395, -122.414643298691], [37.77789283828116, -122.41485012567573], [37.77805690098709, -122.41569607780278], [37.77755070485361, -122.4163351916858], [37.77688044840226, -122.41612835779266]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_4dd0ddd773ca4c9ba78a148d2ab12589 = L.polygon(
                [[37.77485562832883, -122.418684715606], [37.775361838385955, -122.41804563945517], [37.77603209629467, -122.41825248012375], [37.7761961403497, -122.41909840385036], [37.77568992790474, -122.41973747564904], [37.775019673792606, -122.41953062807339]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_5ee69f910b704e958ba2ffce735bc9e8 = L.polygon(
                [[37.77603209629467, -122.41825248012375], [37.776538302507134, -122.41761339284625], [37.777208555162396, -122.41782023364726], [37.77737259780883, -122.41866616863327], [37.77686638920857, -122.41930525155871], [37.7761961403497, -122.41909840385036]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_38b8a203a2ae4b7ea92fde7bf3d37a27 = L.polygon(
                [[37.7812299709612, -122.41906132866212], [37.781736170411136, -122.418422216707], [37.7824063892008, -122.41862907198617], [37.78257040474453, -122.41947504612843], [37.78206420290728, -122.42011415373072], [37.78139398791363, -122.41990729154374]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_4f7fb4ee46d74e91a83a350568fbdac5 = L.polygon(
                [[37.78005354361958, -122.41949357434298], [37.780559746916104, -122.41885447351558], [37.7812299709612, -122.41906132866212], [37.78139398791363, -122.41990729154374], [37.78088778222973, -122.42054638801821], [37.78021756198081, -122.42033952596417]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_4ae1ea7527d04b3c886683eb82aa2252 = L.polygon(
                [[37.78073787716598, -122.41652342824882], [37.78124406799366, -122.4158842964618], [37.78191429963032, -122.41609113779175], [37.78207833664372, -122.41693711781748], [37.781572143428434, -122.41757624525282], [37.78090191558741, -122.41736939701431]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_fc7130a40715425a82c1d401e7f1026e = L.polygon(
                [[37.778877107176974, -122.41992580902914], [37.77938331431949, -122.41928671932915], [37.78005354361958, -122.41949357434298], [37.78021756198081, -122.42033952596417], [37.77971135245088, -122.42097861131113], [37.77904112694716, -122.42077174939007]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_d79cacfcf7dd4fa383bc0d9a1314b890 = L.polygon(
                [[37.77755070485361, -122.4163351916858], [37.77805690098709, -122.41569607780278], [37.778727152184345, -122.41590291182797], [37.778891203452226, -122.4167488666445], [37.778385004930925, -122.41738797617619], [37.777714757529594, -122.4171811352428]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_4364d28f157941e9aaf46e212aa1217b = L.polygon(
                [[37.778727152184345, -122.41590291182797], [37.77923334447135, -122.4152637868175], [37.77990359041401, -122.41547062097472], [37.78006764027395, -122.41631658705096], [37.779561445599136, -122.41695570771019], [37.778891203452226, -122.4167488666445]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_573c4e219aca47a580359567d767838e = L.polygon(
                [[37.77568992790474, -122.41973747564904], [37.7761961403497, -122.41909840385036], [37.77686638920857, -122.41930525155871], [37.77703042182584, -122.42015117797274], [37.77652420699321, -122.42079024541876], [37.775853961931, -122.42058339080354]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_2ffd05fd7b6b4c3ca86e59629d9f5bb8 = L.polygon(
                [[37.781572143428434, -122.41757624525282], [37.78207833664372, -122.41693711781748], [37.78274855922909, -122.41714396618836], [37.7829125848035, -122.41798994890301], [37.7824063892008, -122.41862907198617], [37.781736170411136, -122.418422216707]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_e01bee4dc9ca4dd198914a1a33805812 = L.polygon(
                [[37.779561445599136, -122.41695570771019], [37.78006764027395, -122.41631658705096], [37.78073787716598, -122.41652342824882], [37.78090191558741, -122.41736939701431], [37.78039571852498, -122.41800851332172], [37.77972548542876, -122.41780166521563]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_f0c8d4efddb64cc890a82108acfbcc82 = L.polygon(
                [[37.77971135245088, -122.42097861131113], [37.78021756198081, -122.42033952596417], [37.78088778222973, -122.42054638801821], [37.781051789152286, -122.42139234232633], [37.78054557723508, -122.42203142331972], [37.77987536078263, -122.42182455435872]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_41cd1ebde5c84bb892fd2a152570387f = L.polygon(
                [[37.78088778222973, -122.42054638801821], [37.78139398791363, -122.41990729154374], [37.78206420290728, -122.42011415373072], [37.782228208420754, -122.42096011929956], [37.78172200034964, -122.42159921142058], [37.781051789152286, -122.42139234232633]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_d1b2321576144400869808e4849e0d00 = L.polygon(
                [[37.77770066163448, -122.42035803272094], [37.77820687262237, -122.41971895414808], [37.778877107176974, -122.41992580902914], [37.77904112694716, -122.42077174939007], [37.77853491357182, -122.42141082360982], [37.77786468281377, -122.42120396182186]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_7428638351e84053b253ca9ce22655dd = L.polygon(
                [[37.77686638920857, -122.41930525155871], [37.77737259780883, -122.41866616863327], [37.77804284141393, -122.41887301647432], [37.77820687262237, -122.41971895414808], [37.77770066163448, -122.42035803272094], [37.77703042182584, -122.42015117797274]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_792022f3899e4e67811629541e4c38fe = L.polygon(
                [[37.77637424842294, -122.41676746054853], [37.77688044840226, -122.41612835779266], [37.77755070485361, -122.4163351916858], [37.777714757529594, -122.4171811352428], [37.777208555162396, -122.41782023364726], [37.776538302507134, -122.41761339284625]],
                {
  "bubblingMouseEvents": true,
  "color": "orange",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "orange",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_0bab4a586e864732a799ee7b19b58a0b = L.polygon(
                [[37.77804284141393, -122.41887301647432], [37.77854904616886, -122.41823392242185], [37.77921928451977, -122.41844077039543], [37.77938331431949, -122.41928671932915], [37.778877107176974, -122.41992580902914], [37.77820687262237, -122.41971895414808]],
                {
  "bubblingMouseEvents": true,
  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "red",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_f241a98f60e14cf3854e9b5e75fcce26 = L.polygon(
                [[37.77921928451977, -122.41844077039543], [37.77972548542876, -122.41780166521563], [37.78039571852498, -122.41800851332172], [37.780559746916104, -122.41885447351558], [37.78005354361958, -122.41949357434298], [37.77938331431949, -122.41928671932915]],
                {
  "bubblingMouseEvents": true,
  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "red",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_7a0d704b9c41482e91f0cf7e799309c9 = L.polygon(
                [[37.778385004930925, -122.41738797617619], [37.778891203452226, -122.4167488666445], [37.779561445599136, -122.41695570771019], [37.77972548542876, -122.41780166521563], [37.77921928451977, -122.41844077039543], [37.77854904616886, -122.41823392242185]],
                {
  "bubblingMouseEvents": true,
  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "red",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_a72c8026c0d34f90bcc794dd75625e99 = L.polygon(
                [[37.78039571852498, -122.41800851332172], [37.78090191558741, -122.41736939701431], [37.781572143428434, -122.41757624525282], [37.781736170411136, -122.418422216707], [37.7812299709612, -122.41906132866212], [37.780559746916104, -122.41885447351558]],
                {
  "bubblingMouseEvents": true,
  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "red",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
    

            var polygon_d3671f8cb8a545ec8bb5f4ae8daad9a6 = L.polygon(
                [[37.777208555162396, -122.41782023364726], [37.777714757529594, -122.4171811352428], [37.778385004930925, -122.41738797617619], [37.77854904616886, -122.41823392242185], [37.77804284141393, -122.41887301647432], [37.77737259780883, -122.41866616863327]],
                {
  "bubblingMouseEvents": true,
  "color": "red",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "red",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_0169bd82443444509512fb297758893e);
            
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f0e3e694a90>"
      ]
     },
     "execution_count": 22,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk_cbg_map = draw_placekeys(covering_placekeys['boundary'], folium_map=cbg_map, hex_color='orange')\n",
    "pk_cbg_map = draw_placekeys(covering_placekeys['interior'], folium_map=pk_cbg_map, hex_color='red')\n",
    "\n",
    "pk_cbg_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 811
    },
    "id": "DnL5GKIGZTRx",
    "outputId": "0c253415-1658-4ed6-c946-b1f943a53f3e"
   },
   "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 src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" data-html=<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    <script>L_PREFER_CANVAS=false; L_NO_TOUCH=false; L_DISABLE_3D=false;</script>
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.4.0/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.4.0/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
    <meta name="viewport" content="width=device-width,
        initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
    <style>#map_adf4b8b95b964f779f788838f4836aa2 {
        position: relative;
        width: 100.0%;
        height: 100.0%;
        left: 0.0%;
        top: 0.0%;
        }
    </style>
</head>
<body>    
    
    <div class="folium-map" id="map_adf4b8b95b964f779f788838f4836aa2" ></div>
</body>
<script>    
    
    
        var bounds = null;
    

    var map_adf4b8b95b964f779f788838f4836aa2 = L.map(
        'map_adf4b8b95b964f779f788838f4836aa2', {
        center: [37.779142775897675, -122.41848946348992],
        zoom: 17,
        maxBounds: bounds,
        layers: [],
        worldCopyJump: false,
        crs: L.CRS.EPSG3857,
        zoomControl: true,
        });


    
    var tile_layer_410ce9e806d24ea29df5dec1adde7cf3 = L.tileLayer(
        'https://cartodb-basemaps-{s}.global.ssl.fastly.net/light_all/{z}/{x}/{y}.png',
        {
        "attribution": null,
        "detectRetina": false,
        "maxNativeZoom": 18,
        "maxZoom": 18,
        "minZoom": 0,
        "noWrap": false,
        "opacity": 1,
        "subdomains": "abc",
        "tms": false
}).addTo(map_adf4b8b95b964f779f788838f4836aa2);
    

            var polygon_c81cedb368dc46fd8a5b79f166efe58d = L.polygon(
                [[37.77804284141393, -122.41887301647432], [37.77854904616886, -122.41823392242185], [37.77921928451977, -122.41844077039543], [37.77938331431949, -122.41928671932915], [37.778877107176974, -122.41992580902914], [37.77820687262237, -122.41971895414808]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_ebfa619f0b38458ba68d2b8a65f5a5e4 = L.polygon(
                [[37.77921928451977, -122.41844077039543], [37.77972548542876, -122.41780166521563], [37.78039571852498, -122.41800851332172], [37.780559746916104, -122.41885447351558], [37.78005354361958, -122.41949357434298], [37.77938331431949, -122.41928671932915]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_ff5ec4709a234607ab3ce1f4e5a558bb = L.polygon(
                [[37.778385004930925, -122.41738797617619], [37.778891203452226, -122.4167488666445], [37.779561445599136, -122.41695570771019], [37.77972548542876, -122.41780166521563], [37.77921928451977, -122.41844077039543], [37.77854904616886, -122.41823392242185]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_fe538b9a12f24defbd8b4ee02062b742 = L.polygon(
                [[37.78039571852498, -122.41800851332172], [37.78090191558741, -122.41736939701431], [37.781572143428434, -122.41757624525282], [37.781736170411136, -122.418422216707], [37.7812299709612, -122.41906132866212], [37.780559746916104, -122.41885447351558]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_960d9309147b44a99da55d75a97759f3 = L.polygon(
                [[37.777208555162396, -122.41782023364726], [37.777714757529594, -122.4171811352428], [37.778385004930925, -122.41738797617619], [37.77854904616886, -122.41823392242185], [37.77804284141393, -122.41887301647432], [37.77737259780883, -122.41866616863327]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_9cd2f2a196fc403397b55030f37ad1d1 = L.polygon(
                [[37.776716384288484, -122.4152824169248], [37.77722257803395, -122.414643298691], [37.77789283828116, -122.41485012567573], [37.77805690098709, -122.41569607780278], [37.77755070485361, -122.4163351916858], [37.77688044840226, -122.41612835779266]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_1986655371f94b5c8e3cbcd339c1f15d = L.polygon(
                [[37.77485562832883, -122.418684715606], [37.775361838385955, -122.41804563945517], [37.77603209629467, -122.41825248012375], [37.7761961403497, -122.41909840385036], [37.77568992790474, -122.41973747564904], [37.775019673792606, -122.41953062807339]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_a704b8a2c6644499aeeaa50f90d8879f = L.polygon(
                [[37.77603209629467, -122.41825248012375], [37.776538302507134, -122.41761339284625], [37.777208555162396, -122.41782023364726], [37.77737259780883, -122.41866616863327], [37.77686638920857, -122.41930525155871], [37.7761961403497, -122.41909840385036]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_6aed19b4b56d435dbf0a2490f9a22d58 = L.polygon(
                [[37.7812299709612, -122.41906132866212], [37.781736170411136, -122.418422216707], [37.7824063892008, -122.41862907198617], [37.78257040474453, -122.41947504612843], [37.78206420290728, -122.42011415373072], [37.78139398791363, -122.41990729154374]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_ea80308f453248ba8e293c84e85eb93f = L.polygon(
                [[37.78005354361958, -122.41949357434298], [37.780559746916104, -122.41885447351558], [37.7812299709612, -122.41906132866212], [37.78139398791363, -122.41990729154374], [37.78088778222973, -122.42054638801821], [37.78021756198081, -122.42033952596417]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_bbf0b2e07fe24ce3b5fac86bc50f1188 = L.polygon(
                [[37.78073787716598, -122.41652342824882], [37.78124406799366, -122.4158842964618], [37.78191429963032, -122.41609113779175], [37.78207833664372, -122.41693711781748], [37.781572143428434, -122.41757624525282], [37.78090191558741, -122.41736939701431]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_5f3eeffeae4b4739ac4b4d4da5ed4adc = L.polygon(
                [[37.778877107176974, -122.41992580902914], [37.77938331431949, -122.41928671932915], [37.78005354361958, -122.41949357434298], [37.78021756198081, -122.42033952596417], [37.77971135245088, -122.42097861131113], [37.77904112694716, -122.42077174939007]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_3c364f35dd2548048576045aa51f203e = L.polygon(
                [[37.77755070485361, -122.4163351916858], [37.77805690098709, -122.41569607780278], [37.778727152184345, -122.41590291182797], [37.778891203452226, -122.4167488666445], [37.778385004930925, -122.41738797617619], [37.777714757529594, -122.4171811352428]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_210baa57bcf5499884a92fbc9cb8c166 = L.polygon(
                [[37.778727152184345, -122.41590291182797], [37.77923334447135, -122.4152637868175], [37.77990359041401, -122.41547062097472], [37.78006764027395, -122.41631658705096], [37.779561445599136, -122.41695570771019], [37.778891203452226, -122.4167488666445]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_717ef3d1f9d34a619e01dee8dba1668c = L.polygon(
                [[37.77568992790474, -122.41973747564904], [37.7761961403497, -122.41909840385036], [37.77686638920857, -122.41930525155871], [37.77703042182584, -122.42015117797274], [37.77652420699321, -122.42079024541876], [37.775853961931, -122.42058339080354]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_9778aaaa97d14b83b805d73d45afb7c1 = L.polygon(
                [[37.781572143428434, -122.41757624525282], [37.78207833664372, -122.41693711781748], [37.78274855922909, -122.41714396618836], [37.7829125848035, -122.41798994890301], [37.7824063892008, -122.41862907198617], [37.781736170411136, -122.418422216707]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_f63dc5d9c9e741129635085dc6e0821b = L.polygon(
                [[37.779561445599136, -122.41695570771019], [37.78006764027395, -122.41631658705096], [37.78073787716598, -122.41652342824882], [37.78090191558741, -122.41736939701431], [37.78039571852498, -122.41800851332172], [37.77972548542876, -122.41780166521563]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_408b763197f84199a6b35ebc1809746b = L.polygon(
                [[37.77971135245088, -122.42097861131113], [37.78021756198081, -122.42033952596417], [37.78088778222973, -122.42054638801821], [37.781051789152286, -122.42139234232633], [37.78054557723508, -122.42203142331972], [37.77987536078263, -122.42182455435872]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_9956860440854cd49b3459bed5dbafbc = L.polygon(
                [[37.78088778222973, -122.42054638801821], [37.78139398791363, -122.41990729154374], [37.78206420290728, -122.42011415373072], [37.782228208420754, -122.42096011929956], [37.78172200034964, -122.42159921142058], [37.781051789152286, -122.42139234232633]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_1bad97aa08e14b559dbd932b4a045d7e = L.polygon(
                [[37.77770066163448, -122.42035803272094], [37.77820687262237, -122.41971895414808], [37.778877107176974, -122.41992580902914], [37.77904112694716, -122.42077174939007], [37.77853491357182, -122.42141082360982], [37.77786468281377, -122.42120396182186]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_3219936b2f9d4807b009e7266861e85a = L.polygon(
                [[37.77686638920857, -122.41930525155871], [37.77737259780883, -122.41866616863327], [37.77804284141393, -122.41887301647432], [37.77820687262237, -122.41971895414808], [37.77770066163448, -122.42035803272094], [37.77703042182584, -122.42015117797274]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    

            var polygon_323ed6a9d6a8495481222bba3a19fe76 = L.polygon(
                [[37.77637424842294, -122.41676746054853], [37.77688044840226, -122.41612835779266], [37.77755070485361, -122.4163351916858], [37.777714757529594, -122.4171811352428], [37.777208555162396, -122.41782023364726], [37.776538302507134, -122.41761339284625]],
                {
  "bubblingMouseEvents": true,
  "color": "lightblue",
  "dashArray": null,
  "dashOffset": null,
  "fill": false,
  "fillColor": "lightblue",
  "fillOpacity": 0.2,
  "fillRule": "evenodd",
  "lineCap": "round",
  "lineJoin": "round",
  "noClip": false,
  "opacity": 1.0,
  "smoothFactor": 1.0,
  "stroke": true,
  "weight": 2
}
                )
                .addTo(map_adf4b8b95b964f779f788838f4836aa2);
            
    
        var marker_8de9602c26e742898724e2eb06452928 = L.marker(
            [37.77871308025089, -122.41907986670626],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_ee712ced243644129b4c4aa6ac317938 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-tvz</div>`,
                    });
                marker_8de9602c26e742898724e2eb06452928.setIcon(div_icon_ee712ced243644129b4c4aa6ac317938);
            
    
        var marker_f9c5ca9e0f4f453a9e7e0d5bf2c7ce47 = L.marker(
            [37.77988951810222, -122.41864762076004],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_3261975bf09c4c899ca504ba4e289f2c = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-tjv</div>`,
                    });
                marker_f9c5ca9e0f4f453a9e7e0d5bf2c7ce47.setIcon(div_icon_3261975bf09c4c899ca504ba4e289f2c);
            
    
        var marker_5c916b7eab614b67a681cf0bd7f8f955 = L.marker(
            [37.77905524756403, -122.41759481950044],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_dd98564b296b4d9c965817d94bbc2062 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-v2k</div>`,
                    });
                marker_5c916b7eab614b67a681cf0bd7f8f955.setIcon(div_icon_dd98564b296b4d9c965817d94bbc2062);
            
    
        var marker_85a3a31141d441edbef4f700e4b0e6f5 = L.marker(
            [37.78106594685247, -122.41821536381887],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_6788980b18394f8fa1953acb81b6e064 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-tsq</div>`,
                    });
                marker_85a3a31141d441edbef4f700e4b0e6f5.setIcon(div_icon_6788980b18394f8fa1953acb81b6e064);
            
    
        var marker_aa29a9f13d254acc912e31466b079ab1 = L.marker(
            [37.77787880304969, -122.41802707683912],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_9cdffd6776bb42eeb03723a10a458e29 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-7t9</div>`,
                    });
                marker_aa29a9f13d254acc912e31466b079ab1.setIcon(div_icon_9cdffd6776bb42eeb03723a10a458e29);
            
    
        var marker_64eb22c8c7b049b8b358ce37d4621913 = L.marker(
            [37.77738664502175, -122.41548924616838],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_95561b5b0fa74da59e600c005373b3f7 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-t7q</div>`,
                    });
                marker_64eb22c8c7b049b8b358ce37d4621913.setIcon(div_icon_95561b5b0fa74da59e600c005373b3f7);
            
    
        var marker_3f4e57c54d004416b41e55663c907c45 = L.marker(
            [37.77552588672307, -122.41889155853279],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_7078266b0d3f4046b75b5fb370ab5d26 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-7wk</div>`,
                    });
                marker_3f4e57c54d004416b41e55663c907c45.setIcon(div_icon_7078266b0d3f4046b75b5fb370ab5d26);
            
    
        var marker_4d780c0961ae45c4bac73a875550ae98 = L.marker(
            [37.77670234943567, -122.41845932318311],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_dfa3e84250e544e294722d09aa375261 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-7kf</div>`,
                    });
                marker_4d780c0961ae45c4bac73a875550ae98.setIcon(div_icon_dfa3e84250e544e294722d09aa375261);
            
    
        var marker_bbd68ede25b04747ae82803c5467fdc6 = L.marker(
            [37.78190019023741, -122.41926818619972],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_e24ee00d91204a5ea13b3f121f51f6a0 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-r8v</div>`,
                    });
                marker_bbd68ede25b04747ae82803c5467fdc6.setIcon(div_icon_e24ee00d91204a5ea13b3f121f51f6a0);
            
    
        var marker_bd9012051b15413c8a8dc4646dced2b0 = L.marker(
            [37.78072376815101, -122.41970043174783],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_004116c6582a4aabbc3603a6bc9aa59c = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-tn5</div>`,
                    });
                marker_bd9012051b15413c8a8dc4646dced2b0.setIcon(div_icon_004116c6582a4aabbc3603a6bc9aa59c);
            
    
        var marker_d6062cd25572498ea41365254585b148 = L.marker(
            [37.781408109289295, -122.41673027183764],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_5de53857d05f4c02ab0e6ea8719711af = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-qpv</div>`,
                    });
                marker_d6062cd25572498ea41365254585b148.setIcon(div_icon_5de53857d05f4c02ab0e6ea8719711af);
            
    
        var marker_d2d013568c1c481397783cea3b75aa86 = L.marker(
            [37.779547336963184, -122.42013266630114],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_85481f15552a4de1a2cc95e6621301eb = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-ty9</div>`,
                    });
                marker_d2d013568c1c481397783cea3b75aa86.setIcon(div_icon_85481f15552a4de1a2cc95e6621301eb);
            
    
        var marker_a183527b9ec9408681d255cadf8d5394 = L.marker(
            [37.778220956537, -122.41654202796973],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_a88ba0bb249a44cf8fb56cf3f62a8d75 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-t9z</div>`,
                    });
                marker_a183527b9ec9408681d255cadf8d5394.setIcon(div_icon_a88ba0bb249a44cf8fb56cf3f62a8d75);
            
    
        var marker_6dd1ac9f872e417589d10221f53356d4 = L.marker(
            [37.779397398613334, -122.41610974824401],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_e6d6665383c947dfb1f9b480f082e2f0 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-syv</div>`,
                    });
                marker_6dd1ac9f872e417589d10221f53356d4.setIcon(div_icon_e6d6665383c947dfb1f9b480f082e2f0);
            
    
        var marker_86da60c560d34ccdbce08b26e08275db = L.marker(
            [37.77636017724921, -122.41994432561546],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_baa48c71c68c4fec9dd77a31e698157e = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-7yv</div>`,
                    });
                marker_86da60c560d34ccdbce08b26e08275db.setIcon(div_icon_baa48c71c68c4fec9dd77a31e698157e);
            
    
        var marker_87e4937b69db4dfbb7ce4c411e35093d = L.marker(
            [37.78224236650052, -122.4177830958824],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_ab432d7ff43d47aaaaad427021848c30 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-rff</div>`,
                    });
                marker_87e4937b69db4dfbb7ce4c411e35093d.setIcon(div_icon_ab432d7ff43d47aaaaad427021848c30);
            
    
        var marker_27665a54bc514ba68e9374020c17df66 = L.marker(
            [37.780231682977586, -122.41716255116675],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_58c623963f1844edbf2a3f3f15767040 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-tqf</div>`,
                    });
                marker_27665a54bc514ba68e9374020c17df66.setIcon(div_icon_58c623963f1844edbf2a3f3f15767040);
            
    
        var marker_96f65544d9264e048f1ad15bad156108 = L.marker(
            [37.78038157318596, -122.42118547562319],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_e04dd5f0346b4f57b24780f0ee98fed0 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-dn5</div>`,
                    });
                marker_96f65544d9264e048f1ad15bad156108.setIcon(div_icon_e04dd5f0346b4f57b24780f0ee98fed0);
            
    
        var marker_ee522099dde7430abf9b182ed9a92d78 = L.marker(
            [37.78155799770977, -122.42075325246334],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_5ea81b19075c48bab3fc62c322733107 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-d9z</div>`,
                    });
                marker_ee522099dde7430abf9b182ed9a92d78.setIcon(div_icon_5ea81b19075c48bab3fc62c322733107);
            
    
        var marker_c962ccfebc95444d86fdb4458835287e = L.marker(
            [37.77837089667497, -122.42056488986005],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_b92be8ba7c7e4c049ce3482f15775784 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-gx5</div>`,
                    });
                marker_c962ccfebc95444d86fdb4458835287e.setIcon(div_icon_b92be8ba7c7e4c049ce3482f15775784);
            
    
        var marker_bfb62dd5cf30463e965d1c451912cc69 = L.marker(
            [37.77753663329951, -122.41951210165794],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_c671da9ce6134076b9ca52ff18de0dd5 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-7nq</div>`,
                    });
                marker_bfb62dd5cf30463e965d1c451912cc69.setIcon(div_icon_c671da9ce6134076b9ca52ff18de0dd5);
            
    
        var marker_2993f7e54fb04089af64709142a0ab4e = L.marker(
            [37.77704450536023, -122.41697429670026],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_adf4b8b95b964f779f788838f4836aa2);
        
    

                var div_icon_eb4c0b55d30d4c47977d8cf8ece720b8 = L.divIcon({
                    iconSize: [120,36],
                    iconAnchor: [60,15],
                    
                    className: 'empty',
                    html: `<div style="align: center; font-size: 12pt; background-color: lightblue; border-radius: 5px; padding: 2px">@5vg-7gq-7qz</div>`,
                    });
                marker_2993f7e54fb04089af64709142a0ab4e.setIcon(div_icon_eb4c0b55d30d4c47977d8cf8ece720b8);
            
</script> onload=\"this.contentDocument.open();this.contentDocument.write(atob(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f0e37035080>"
      ]
     },
     "execution_count": 23,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "draw_placekeys(\n",
    "    covering_placekeys['interior'] + covering_placekeys['boundary'],\n",
    "    zoom_start=17, labels=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "4tAZn4vOZfSf",
    "outputId": "31705396-f5a6-4656-bd21-4cc4c975bfa6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "473.5610104598311"
      ]
     },
     "execution_count": 24,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_distance('@5vg-7gq-dn5', '@5vg-7gq-t9z')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 187
    },
    "id": "_Gt0o5V-ZjMl",
    "outputId": "1f7fa6f4-4e2b-4e8b-ee07-d03cbaa33624"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 20040000.0,\n",
       " 1: 20040000.0,\n",
       " 2: 2777000.0,\n",
       " 3: 1065000.0,\n",
       " 4: 152400.0,\n",
       " 5: 21770.0,\n",
       " 6: 8227.0,\n",
       " 7: 1176.0,\n",
       " 8: 444.3,\n",
       " 9: 63.47}"
      ]
     },
     "execution_count": 25,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.get_prefix_distance_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 119
    },
    "id": "unZ-JjsQZmyn",
    "outputId": "7f2c83ec-9ba5-43f8-8dce-87c3365546a4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((37.77921928451977, -122.41844077039543),\n",
       " (37.77972548542876, -122.41780166521563),\n",
       " (37.78039571852498, -122.41800851332172),\n",
       " (37.780559746916104, -122.41885447351558),\n",
       " (37.78005354361958, -122.41949357434298),\n",
       " (37.77938331431949, -122.41928671932915))"
      ]
     },
     "execution_count": 26,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_to_hex_boundary('@5vg-7gq-tjv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 136
    },
    "id": "t8WERyeMZzGP",
    "outputId": "fdca5ffb-665f-49e1-a22a-efed8aa7b513"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((-122.41844077039543, 37.77921928451977),\n",
       " (-122.41780166521563, 37.77972548542876),\n",
       " (-122.41800851332172, 37.78039571852498),\n",
       " (-122.41885447351558, 37.780559746916104),\n",
       " (-122.41949357434298, 37.78005354361958),\n",
       " (-122.41928671932915, 37.77938331431949),\n",
       " (-122.41844077039543, 37.77921928451977))"
      ]
     },
     "execution_count": 27,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_to_hex_boundary('@5vg-7gq-tjv', geo_json=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 121
    },
    "id": "9VJcQcqraONn",
    "outputId": "73c588fb-2cab-46fc-c00c-3db2cf438748"
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"100.0\" height=\"100.0\" viewBox=\"37.77915160815468 -122.41956125070807 0.0014758151265183983 0.0018272618575281285\" preserveAspectRatio=\"xMinYMin meet\"><g transform=\"matrix(1,0,0,-1,0,-244.8372952395586)\"><path fill-rule=\"evenodd\" fill=\"#66cc99\" stroke=\"#555555\" stroke-width=\"3.654523715056257e-05\" opacity=\"0.6\" d=\"M 37.77921928451977,-122.41844077039543 L 37.77938331431949,-122.41928671932915 L 37.78005354361958,-122.41949357434298 L 37.780559746916104,-122.41885447351558 L 37.78039571852498,-122.41800851332172 L 37.77972548542876,-122.41780166521563 L 37.77921928451977,-122.41844077039543 z\" /></g></svg>"
      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x7f0e37035588>"
      ]
     },
     "execution_count": 28,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_to_polygon('@5vg-7gq-tjv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 52
    },
    "id": "uh65EtrOaSD5",
    "outputId": "1a6c4e80-5bb2-4896-ce31-3d01d4916987"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.google.colaboratory.intrinsic+json": {
       "type": "string"
      },
      "text/plain": [
       "'POLYGON ((37.77921928451977 -122.4184407703954, 37.77938331431949 -122.4192867193292, 37.78005354361958 -122.419493574343, 37.7805597469161 -122.4188544735156, 37.78039571852498 -122.4180085133217, 37.77972548542876 -122.4178016652156, 37.77921928451977 -122.4184407703954))'"
      ]
     },
     "execution_count": 29,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_to_wkt('@5vg-7gq-tjv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 153
    },
    "id": "vudZ1c3LaUMM",
    "outputId": "1c3cc8e0-ab29-4a37-b7a3-b991c1b2343a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'coordinates': (((-122.41844077039543, 37.77921928451977),\n",
       "   (-122.41780166521563, 37.77972548542876),\n",
       "   (-122.41800851332172, 37.78039571852498),\n",
       "   (-122.41885447351558, 37.780559746916104),\n",
       "   (-122.41949357434298, 37.78005354361958),\n",
       "   (-122.41928671932915, 37.77938331431949),\n",
       "   (-122.41844077039543, 37.77921928451977)),),\n",
       " 'type': 'Polygon'}"
      ]
     },
     "execution_count": 30,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_to_geojson('@5vg-7gq-tjv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "n1xM_9uOaWLC",
    "outputId": "4b517e7c-6d46-4420-8c2e-410d44300c54"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 31,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_format_is_valid(\"223-227@5vg-7gq-tjv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "_9DQeT_xaaXU",
    "outputId": "d4c69239-7573-463a-bd0d-ce6c3a1aeaaa"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 32,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pk.placekey_format_is_valid(\"223-227@ima-bad-key\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "id": "XIBFCBugack9",
    "outputId": "a228a027-f9aa-4a48-f975-13f85587e5e4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1000, 11)"
      ]
     },
     "execution_count": 36,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "dutch_tweets = pd.read_excel(\"Dutch tweets.xlsx\")\n",
    "dutch_tweets.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 68
    },
    "id": "eYkMLWSPalLr",
    "outputId": "3be9fc9a-f007-4ca8-d097-c497102479c2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['full_text', 'created_at', 'screen_name', 'description', 'location',\n",
       "       'Industry', 'text Translation', 'Day', 'Weekday', 'Month', 'Year'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 37,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dutch_tweets.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Lh4B6dJgaqzp"
   },
   "outputs": [],
   "source": [
    "pk."
   ]
  }
 ],
 "metadata": {
  "colab": {
   "authorship_tag": "ABX9TyOGjnxSpi/Ab3iAuRKiR/wF",
   "collapsed_sections": [],
   "include_colab_link": true,
   "name": "Day 41# Placekey Samples.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}