main.ipynb

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    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/sgami444/Analysis-of-car-sharing-services/blob/main/main.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "To use apache spark on python, we use pyspark. Run the following command to install pyspark on google colab. (If using jupyter notebook, make sure to create a new environment before using !pip install pyspark command)"
      ],
      "metadata": {
        "id": "mw-FW9mtFOU1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "pip install geopandas"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pbWeOZGbjPXC",
        "outputId": "f5a49fa2-a961-4279-ef14-3fe2d479031e"
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          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting geopandas\n",
            "  Downloading geopandas-0.10.2-py2.py3-none-any.whl (1.0 MB)\n",
            "\u001b[K     |████████████████████████████████| 1.0 MB 5.8 MB/s \n",
            "\u001b[?25hCollecting fiona>=1.8\n",
            "  Downloading Fiona-1.8.22-cp37-cp37m-manylinux2014_x86_64.whl (16.7 MB)\n",
            "\u001b[K     |████████████████████████████████| 16.7 MB 46.9 MB/s \n",
            "\u001b[?25hRequirement already satisfied: pandas>=0.25.0 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.3.5)\n",
            "Requirement already satisfied: shapely>=1.6 in /usr/local/lib/python3.7/dist-packages (from geopandas) (1.8.5.post1)\n",
            "Collecting pyproj>=2.2.0\n",
            "  Downloading pyproj-3.2.1-cp37-cp37m-manylinux2010_x86_64.whl (6.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 6.3 MB 36.0 MB/s \n",
            "\u001b[?25hRequirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (2022.9.24)\n",
            "Requirement already satisfied: six>=1.7 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (1.15.0)\n",
            "Collecting munch\n",
            "  Downloading munch-2.5.0-py2.py3-none-any.whl (10 kB)\n",
            "Requirement already satisfied: attrs>=17 in /usr/local/lib/python3.7/dist-packages (from fiona>=1.8->geopandas) (22.1.0)\n",
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            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (2022.6)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (2.8.2)\n",
            "Requirement already satisfied: numpy>=1.17.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.25.0->geopandas) (1.21.6)\n",
            "Installing collected packages: munch, cligj, click-plugins, pyproj, fiona, geopandas\n",
            "Successfully installed click-plugins-1.1.1 cligj-0.7.2 fiona-1.8.22 geopandas-0.10.2 munch-2.5.0 pyproj-3.2.1\n"
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      "cell_type": "code",
      "source": [
        "import geopandas as gpd"
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      "metadata": {
        "id": "xhR_uiiujT1v"
      },
      "execution_count": null,
      "outputs": []
    },
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          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting pyspark\n",
            "  Downloading pyspark-3.3.1.tar.gz (281.4 MB)\n",
            "\u001b[K     |████████████████████████████████| 281.4 MB 41 kB/s \n",
            "\u001b[?25hCollecting py4j==0.10.9.5\n",
            "  Downloading py4j-0.10.9.5-py2.py3-none-any.whl (199 kB)\n",
            "\u001b[K     |████████████████████████████████| 199 kB 42.5 MB/s \n",
            "\u001b[?25hBuilding wheels for collected packages: pyspark\n",
            "  Building wheel for pyspark (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pyspark: filename=pyspark-3.3.1-py2.py3-none-any.whl size=281845512 sha256=99a5cf676cb7796bd7d294f5f2ff53eddb5079907eacdcf07446225600421c4f\n",
            "  Stored in directory: /root/.cache/pip/wheels/42/59/f5/79a5bf931714dcd201b26025347785f087370a10a3329a899c\n",
            "Successfully built pyspark\n",
            "Installing collected packages: py4j, pyspark\n",
            "Successfully installed py4j-0.10.9.5 pyspark-3.3.1\n"
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      ],
      "source": [
        "pip install pyspark"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pyspark\n",
        "import pandas as pd"
      ],
      "metadata": {
        "id": "1VGOKCFNFEY_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Lets read the csv file using pandas \n",
        "I have the csv file stored in my google drive, so we will mount the drive in colab and get location from there"
      ],
      "metadata": {
        "id": "fkmUKT57F41i"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "DataFrame = pd.read_csv('/content/drive/MyDrive/BigDataXspatial/Original_Dataset.csv')"
      ],
      "metadata": {
        "id": "lo9da16UF24Q"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "DataFrame = DataFrame.sample(100000).reset_index()"
      ],
      "metadata": {
        "id": "FlEq2Q0GHESW"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Trial stuff"
      ],
      "metadata": {
        "id": "_xCrEXePYGG4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "pip install geopandas"
      ],
      "metadata": {
        "id": "sfYPxnYDZqo6"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "DataFrame.head()"
      ],
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "NpQPFcRzcF-J",
        "outputId": "3c282163-926f-4d86-d391-e2f2b5ad458f"
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      "execution_count": null,
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              "      index   latitude  longitude  total_cars  cars_list  \\\n",
              "0   5976043  32.096490  34.794880           1      [170]   \n",
              "1  11123533  32.127629  34.831681           1       [30]   \n",
              "2    804150  32.110910  34.836470           2  [29, 168]   \n",
              "3  16519706  32.053980  34.805520           1      [132]   \n",
              "4  11690984  32.079221  34.788357           0         []   \n",
              "\n",
              "                 timestamp                   geometry  \n",
              "0  2020-02-22 06:03:02 UTC  POINT (34.79488 32.09649)  \n",
              "1  2018-10-10 15:25:57 UTC  POINT (34.83168 32.12763)  \n",
              "2  2019-11-09 10:39:02 UTC  POINT (34.83647 32.11091)  \n",
              "3  2019-12-13 21:42:02 UTC  POINT (34.80552 32.05398)  \n",
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      "source": [
        "import matplotlib.pyplot as plt\n",
        "import geopandas as gpd"
      ],
      "metadata": {
        "id": "0LaToNQPZweL"
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      "execution_count": null,
      "outputs": []
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    {
      "cell_type": "code",
      "source": [
        "telavivdf = pd.read_csv('/content/drive/MyDrive/BigDataXspatial/tel_aviv_neighborhood.csv')"
      ],
      "metadata": {
        "id": "tuJCyuJfYJHd"
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      "execution_count": null,
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        "telavivdf.head()"
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        "id": "XwTreHiqb9cy",
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      "execution_count": null,
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          "data": {
            "text/plain": [
              "   oid_shchuna  neighborhood_id    neighborhood_name              date_import  \\\n",
              "0            1                3         Sde Dov area  2015-10-06 08:36:43 UTC   \n",
              "1            2                2        Spring Cliffs  2015-10-06 08:36:43 UTC   \n",
              "2            3                7         Ramat Aviv c  2015-10-06 08:36:43 UTC   \n",
              "3            4               11  Tel aviv university  2015-10-06 08:36:43 UTC   \n",
              "4            5                6           North Star  2015-10-06 08:36:43 UTC   \n",
              "\n",
              "     Shape_Area                                       area_polygon  \n",
              "0  1.307955e+06  POLYGON ((34.788389 32.123656, 34.788383 32.12...  \n",
              "1  1.288925e+06  POLYGON ((34.796243 32.130388, 34.795859 32.12...  \n",
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              "      <th>oid_shchuna</th>\n",
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              "      <td>7</td>\n",
              "      <td>Ramat Aviv c</td>\n",
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              "      <td>1.101582e+06</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>11</td>\n",
              "      <td>Tel aviv university</td>\n",
              "      <td>2015-10-06 08:36:43 UTC</td>\n",
              "      <td>1.459851e+06</td>\n",
              "      <td>POLYGON ((34.802354 32.118062, 34.80239 32.118...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>North Star</td>\n",
              "      <td>2015-10-06 08:36:43 UTC</td>\n",
              "      <td>4.212298e+05</td>\n",
              "      <td>POLYGON ((34.783522 32.098636, 34.783493 32.09...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-da4f5d90-b5cd-44f0-9b17-2cd2ff80b9a0')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "      gap: 12px;\n",
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              "    .colab-df-convert {\n",
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              "      border: none;\n",
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              "    .colab-df-convert:hover {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "  </style>\n",
              "\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-da4f5d90-b5cd-44f0-9b17-2cd2ff80b9a0');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from shapely import wkt"
      ],
      "metadata": {
        "id": "mHg11wWLYwXh"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "gpd_map = gpd.GeoDataFrame(DataFrame, geometry=gpd.points_from_xy(DataFrame.longitude, DataFrame.latitude))"
      ],
      "metadata": {
        "id": "_Phn7mJSbvhS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "gpd_map.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "Omy2Y1yVYwk4",
        "outputId": "e2fc7a09-21d9-4d4a-8aac-aba40d754662"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "      index   latitude  longitude  total_cars  cars_list  \\\n",
              "0   5976043  32.096490  34.794880           1      [170]   \n",
              "1  11123533  32.127629  34.831681           1       [30]   \n",
              "2    804150  32.110910  34.836470           2  [29, 168]   \n",
              "3  16519706  32.053980  34.805520           1      [132]   \n",
              "4  11690984  32.079221  34.788357           0         []   \n",
              "\n",
              "                 timestamp                   geometry  \n",
              "0  2020-02-22 06:03:02 UTC  POINT (34.79488 32.09649)  \n",
              "1  2018-10-10 15:25:57 UTC  POINT (34.83168 32.12763)  \n",
              "2  2019-11-09 10:39:02 UTC  POINT (34.83647 32.11091)  \n",
              "3  2019-12-13 21:42:02 UTC  POINT (34.80552 32.05398)  \n",
              "4  2019-12-09 18:54:02 UTC  POINT (34.78836 32.07922)  "
            ],
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              "      <th></th>\n",
              "      <th>index</th>\n",
              "      <th>latitude</th>\n",
              "      <th>longitude</th>\n",
              "      <th>total_cars</th>\n",
              "      <th>cars_list</th>\n",
              "      <th>timestamp</th>\n",
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              "      <td>[170]</td>\n",
              "      <td>2020-02-22 06:03:02 UTC</td>\n",
              "      <td>POINT (34.79488 32.09649)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>11123533</td>\n",
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              "      <td>34.831681</td>\n",
              "      <td>1</td>\n",
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              "      <td>POINT (34.83168 32.12763)</td>\n",
              "    </tr>\n",
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              "      <th>2</th>\n",
              "      <td>804150</td>\n",
              "      <td>32.110910</td>\n",
              "      <td>34.836470</td>\n",
              "      <td>2</td>\n",
              "      <td>[29, 168]</td>\n",
              "      <td>2019-11-09 10:39:02 UTC</td>\n",
              "      <td>POINT (34.83647 32.11091)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
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              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-97c78ba2-a8bf-4254-af9c-ad9fcacd8b0e');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 97
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pip install geoplot"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "POXOJYpWhLQ6",
        "outputId": "619a4415-c8bc-48ac-8ad0-d6649b81d31a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "  Building wheel for cartopy (PEP 517) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for cartopy: filename=Cartopy-0.19.0.post1-cp37-cp37m-linux_x86_64.whl size=12516296 sha256=7b30e979f976f1d1ac506eed7521dacf2c8d6ac050deb8b850cb90dbb49197d2\n",
            "  Stored in directory: /root/.cache/pip/wheels/98/01/f7/bd10aeb96fe4b518cde5f7c4f5e12c7202f85b7353a5017847\n",
            "Successfully built cartopy\n",
            "Installing collected packages: snuggs, affine, xyzservices, rasterio, pyshp, mercantile, mapclassify, contextily, cartopy, geoplot\n",
            "Successfully installed affine-2.3.1 cartopy-0.19.0.post1 contextily-1.2.0 geoplot-0.5.1 mapclassify-2.4.3 mercantile-1.2.1 pyshp-2.3.1 rasterio-1.2.10 snuggs-1.4.7 xyzservices-2022.9.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "4r5oLIkYhO8k"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))"
      ],
      "metadata": {
        "id": "FeZ7dnrSc0Hk"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "tel_aviv_map = gpd.read_file('/content/drive/MyDrive/BigDataXspatial/Tel_aviv.shp')"
      ],
      "metadata": {
        "id": "93V9ZxJVfMCM"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "tel_aviv_map.plot()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "5VqwLAdffun2",
        "outputId": "2def6c2a-b883-4f22-e4ce-0e562b8ebf80"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fc89119f110>"
            ]
          },
          "metadata": {},
          "execution_count": 91
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import geoplot"
      ],
      "metadata": {
        "id": "JBiqYF_lfz9-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import geoplot.crs as gcrs"
      ],
      "metadata": {
        "id": "F25eycYbihai"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import folium"
      ],
      "metadata": {
        "id": "PhyGQ3v8mjgg"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ax = tel_aviv_map.plot()\n",
        "gpd_map.plot(ax = ax, cmap='coolwarm')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "iApzX7EFYwvv",
        "outputId": "05dc7de4-5235-46db-f009-2c602c08d0d4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "DataFrame[['longitude', 'latitude']] = DataFrame[['longitude', 'latitude']].round(3)\n",
        "DataFrame['parking'] = '(' + DataFrame['latitude'].map(str) + ',' + DataFrame['longitude'].map(str) + ')'\n",
        "print(DataFrame['parking'].nunique())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yg5Rzlsjjy4b",
        "outputId": "31e3daa3-115f-4e18-e340-4eee604c425a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "3066\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_sub = DataFrame[DataFrame['total_cars']> 3].sort_values(['timestamp']).reset_index(drop=True)"
      ],
      "metadata": {
        "id": "HJoIz33NYw6k"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "big_carparks = {}\n",
        "\n",
        "for row in range(len(df_sub)):\n",
        "    parking = df_sub['parking'][row]\n",
        "    car_count = df_sub['total_cars'][row]\n",
        "    if parking in big_carparks.keys():\n",
        "        if car_count > big_carparks[parking]:\n",
        "            big_carparks[parking] = car_count\n",
        "    else:\n",
        "        big_carparks[parking] = car_count\n",
        "\n",
        "def color(number):\n",
        "    if number == 6:\n",
        "        return 'blue'\n",
        "    elif number == 4:\n",
        "        return 'green'\n",
        "    elif number == 5:\n",
        "        return 'orange'\n",
        "    else:\n",
        "        return 'red'\n",
        "        \n",
        "m = folium.Map([32.089, 34.797], zoom_start = 12, width = '40%')\n",
        "\n",
        "for key in big_carparks.keys():\n",
        "    key1, key2 = key.lstrip('(').strip(')').split(',')\n",
        "    folium.Marker([key1,key2], popup = key, \n",
        "                  icon = folium.Icon(color = color(big_carparks[key]), prefix = 'fa')\n",
        "                 ).add_to(m)\n",
        "\n",
        "m"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 711
        },
        "id": "7s2g2xlqmfKh",
        "outputId": "58ea33b4-e6ea-4b26-b299-5811d4ab30bd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<folium.folium.Map at 0x7fc870cb1c10>"
            ],
            "text/html": [
              "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
              "&lt;html&gt;\n",
              "&lt;head&gt;\n",
              "    \n",
              "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
              "    \n",
              "        &lt;script&gt;\n",
              "            L_NO_TOUCH = false;\n",
              "            L_DISABLE_3D = false;\n",
              "        &lt;/script&gt;\n",
              "    \n",
              "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
              "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
              "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
              "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
              "    \n",
              "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
              "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
              "            &lt;style&gt;\n",
              "                #map_46d46f2692727bb4ae16aeefccae3d6d {\n",
              "                    position: relative;\n",
              "                    width: 40.0%;\n",
              "                    height: 100.0%;\n",
              "                    left: 0.0%;\n",
              "                    top: 0.0%;\n",
              "                }\n",
              "            &lt;/style&gt;\n",
              "        \n",
              "&lt;/head&gt;\n",
              "&lt;body&gt;\n",
              "    \n",
              "    \n",
              "            &lt;div class=&quot;folium-map&quot; id=&quot;map_46d46f2692727bb4ae16aeefccae3d6d&quot; &gt;&lt;/div&gt;\n",
              "        \n",
              "&lt;/body&gt;\n",
              "&lt;script&gt;\n",
              "    \n",
              "    \n",
              "            var map_46d46f2692727bb4ae16aeefccae3d6d = L.map(\n",
              "                &quot;map_46d46f2692727bb4ae16aeefccae3d6d&quot;,\n",
              "                {\n",
              "                    center: [32.089, 34.797],\n",
              "                    crs: L.CRS.EPSG3857,\n",
              "                    zoom: 12,\n",
              "                    zoomControl: true,\n",
              "                    preferCanvas: false,\n",
              "                }\n",
              "            );\n",
              "\n",
              "            \n",
              "\n",
              "        \n",
              "    \n",
              "            var tile_layer_18f811db0f556efa7591d40cae009ef7 = L.tileLayer(\n",
              "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
              "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var marker_ea50196a3f20a4f8aede1b4603c01f54 = L.marker(\n",
              "                [32.037, 34.762],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_132807292c60605ee3d3a97ad2f17905 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_ea50196a3f20a4f8aede1b4603c01f54.setIcon(icon_132807292c60605ee3d3a97ad2f17905);\n",
              "        \n",
              "    \n",
              "        var popup_77cfe7fb65c1d1f39b7a34a4a3e8b257 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_35855cb6d30c51bde02374ac131cc984 = $(`&lt;div id=&quot;html_35855cb6d30c51bde02374ac131cc984&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.037,34.762)&lt;/div&gt;`)[0];\n",
              "            popup_77cfe7fb65c1d1f39b7a34a4a3e8b257.setContent(html_35855cb6d30c51bde02374ac131cc984);\n",
              "        \n",
              "\n",
              "        marker_ea50196a3f20a4f8aede1b4603c01f54.bindPopup(popup_77cfe7fb65c1d1f39b7a34a4a3e8b257)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_d60e81fd91c2cd0529773fcac91cff13 = L.marker(\n",
              "                [32.112, 34.841],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_7f38c0855751a6946a927f8feb1bc51f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_d60e81fd91c2cd0529773fcac91cff13.setIcon(icon_7f38c0855751a6946a927f8feb1bc51f);\n",
              "        \n",
              "    \n",
              "        var popup_f17da21d2a54e34466d23a5b21cf4c1d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_4aa2cc416c2b0b907d21278807b7ebf1 = $(`&lt;div id=&quot;html_4aa2cc416c2b0b907d21278807b7ebf1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.112,34.841)&lt;/div&gt;`)[0];\n",
              "            popup_f17da21d2a54e34466d23a5b21cf4c1d.setContent(html_4aa2cc416c2b0b907d21278807b7ebf1);\n",
              "        \n",
              "\n",
              "        marker_d60e81fd91c2cd0529773fcac91cff13.bindPopup(popup_f17da21d2a54e34466d23a5b21cf4c1d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3edce084fc8d2358d60be286a78b6452 = L.marker(\n",
              "                [32.054, 34.753],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_0ae54836caea2bd55a192432fb465b8e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;orange&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_3edce084fc8d2358d60be286a78b6452.setIcon(icon_0ae54836caea2bd55a192432fb465b8e);\n",
              "        \n",
              "    \n",
              "        var popup_e94dd531166a94788d2e94742a6cc202 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_75eb17adce0b72194ba0613d0b37f207 = $(`&lt;div id=&quot;html_75eb17adce0b72194ba0613d0b37f207&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.054,34.753)&lt;/div&gt;`)[0];\n",
              "            popup_e94dd531166a94788d2e94742a6cc202.setContent(html_75eb17adce0b72194ba0613d0b37f207);\n",
              "        \n",
              "\n",
              "        marker_3edce084fc8d2358d60be286a78b6452.bindPopup(popup_e94dd531166a94788d2e94742a6cc202)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c013a0a6bd74c395d1054755805cf245 = L.marker(\n",
              "                [32.035, 34.759],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_28fbbaa07666d2fb175f542743dacf6a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;orange&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_c013a0a6bd74c395d1054755805cf245.setIcon(icon_28fbbaa07666d2fb175f542743dacf6a);\n",
              "        \n",
              "    \n",
              "        var popup_cf77ed5829d45274a829424b01f914c3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_ca0e8e1083f63698b3187665571b2af0 = $(`&lt;div id=&quot;html_ca0e8e1083f63698b3187665571b2af0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.035,34.759)&lt;/div&gt;`)[0];\n",
              "            popup_cf77ed5829d45274a829424b01f914c3.setContent(html_ca0e8e1083f63698b3187665571b2af0);\n",
              "        \n",
              "\n",
              "        marker_c013a0a6bd74c395d1054755805cf245.bindPopup(popup_cf77ed5829d45274a829424b01f914c3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_39c4e628d0228a4602fb11e2a83581d0 = L.marker(\n",
              "                [32.085, 34.797],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_a74295964ff0a1a4db8ded32f24eb99d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;red&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_39c4e628d0228a4602fb11e2a83581d0.setIcon(icon_a74295964ff0a1a4db8ded32f24eb99d);\n",
              "        \n",
              "    \n",
              "        var popup_7b7d557a1103371b81c0fc93acb205a9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_144feb84882fc814914e0c66154668e0 = $(`&lt;div id=&quot;html_144feb84882fc814914e0c66154668e0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.085,34.797)&lt;/div&gt;`)[0];\n",
              "            popup_7b7d557a1103371b81c0fc93acb205a9.setContent(html_144feb84882fc814914e0c66154668e0);\n",
              "        \n",
              "\n",
              "        marker_39c4e628d0228a4602fb11e2a83581d0.bindPopup(popup_7b7d557a1103371b81c0fc93acb205a9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5f71f7beae8333fcadafb0273e05043f = L.marker(\n",
              "                [32.124, 34.796],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_1110f8f4f81f0630d074726cfb3390cd = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;orange&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_5f71f7beae8333fcadafb0273e05043f.setIcon(icon_1110f8f4f81f0630d074726cfb3390cd);\n",
              "        \n",
              "    \n",
              "        var popup_26b0edeb814eaab513dd21f5770d3246 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_f9c816cbb6a17c4996fdb89cce278df3 = $(`&lt;div id=&quot;html_f9c816cbb6a17c4996fdb89cce278df3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.124,34.796)&lt;/div&gt;`)[0];\n",
              "            popup_26b0edeb814eaab513dd21f5770d3246.setContent(html_f9c816cbb6a17c4996fdb89cce278df3);\n",
              "        \n",
              "\n",
              "        marker_5f71f7beae8333fcadafb0273e05043f.bindPopup(popup_26b0edeb814eaab513dd21f5770d3246)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_9d9c1a355bc6700ef305759abd304752 = L.marker(\n",
              "                [32.06, 34.772],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_e9779510dc288978f95b88fa7868ba7f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_9d9c1a355bc6700ef305759abd304752.setIcon(icon_e9779510dc288978f95b88fa7868ba7f);\n",
              "        \n",
              "    \n",
              "        var popup_6e58d1f3ab94a0effa66a3c6163392c7 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_ff9b581fd9659f22153151397c5b7ded = $(`&lt;div id=&quot;html_ff9b581fd9659f22153151397c5b7ded&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.06,34.772)&lt;/div&gt;`)[0];\n",
              "            popup_6e58d1f3ab94a0effa66a3c6163392c7.setContent(html_ff9b581fd9659f22153151397c5b7ded);\n",
              "        \n",
              "\n",
              "        marker_9d9c1a355bc6700ef305759abd304752.bindPopup(popup_6e58d1f3ab94a0effa66a3c6163392c7)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_31a596891d24fd754ed0c41cd956a46d = L.marker(\n",
              "                [32.104, 34.81],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_fc9ec1b25e36a9cc9e3699ce73895b55 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_31a596891d24fd754ed0c41cd956a46d.setIcon(icon_fc9ec1b25e36a9cc9e3699ce73895b55);\n",
              "        \n",
              "    \n",
              "        var popup_bef51958bbd8ffdd73e0f40a4ee09f2f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_ef58a09e7957f8863c4a38da567abbbc = $(`&lt;div id=&quot;html_ef58a09e7957f8863c4a38da567abbbc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.104,34.81)&lt;/div&gt;`)[0];\n",
              "            popup_bef51958bbd8ffdd73e0f40a4ee09f2f.setContent(html_ef58a09e7957f8863c4a38da567abbbc);\n",
              "        \n",
              "\n",
              "        marker_31a596891d24fd754ed0c41cd956a46d.bindPopup(popup_bef51958bbd8ffdd73e0f40a4ee09f2f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_dc6f72360021b4fa9e274ec566df5f01 = L.marker(\n",
              "                [32.05, 34.752],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_8e3af7c2da359e616b85d9ea547cb672 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_dc6f72360021b4fa9e274ec566df5f01.setIcon(icon_8e3af7c2da359e616b85d9ea547cb672);\n",
              "        \n",
              "    \n",
              "        var popup_5fad1f4b1aeebcc906697fc5c65e3900 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_1687767d4fc8e8a59cc538f127582616 = $(`&lt;div id=&quot;html_1687767d4fc8e8a59cc538f127582616&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.05,34.752)&lt;/div&gt;`)[0];\n",
              "            popup_5fad1f4b1aeebcc906697fc5c65e3900.setContent(html_1687767d4fc8e8a59cc538f127582616);\n",
              "        \n",
              "\n",
              "        marker_dc6f72360021b4fa9e274ec566df5f01.bindPopup(popup_5fad1f4b1aeebcc906697fc5c65e3900)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_689142f13f2295cd5e3b0f343f6eaf7d = L.marker(\n",
              "                [32.05, 34.757],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_07933993b465ac17a248358cd237af0a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_689142f13f2295cd5e3b0f343f6eaf7d.setIcon(icon_07933993b465ac17a248358cd237af0a);\n",
              "        \n",
              "    \n",
              "        var popup_d9ae2000a05ab25f8e5e4b5f5919869d = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_e46bb5e8303a2d584e216dc0e8cbab96 = $(`&lt;div id=&quot;html_e46bb5e8303a2d584e216dc0e8cbab96&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.05,34.757)&lt;/div&gt;`)[0];\n",
              "            popup_d9ae2000a05ab25f8e5e4b5f5919869d.setContent(html_e46bb5e8303a2d584e216dc0e8cbab96);\n",
              "        \n",
              "\n",
              "        marker_689142f13f2295cd5e3b0f343f6eaf7d.bindPopup(popup_d9ae2000a05ab25f8e5e4b5f5919869d)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_fb1c7805617a8adebab6ae34a7c4edef = L.marker(\n",
              "                [32.103, 34.806],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_b8ac8c71785bb865bb67e97914f01e6c = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_fb1c7805617a8adebab6ae34a7c4edef.setIcon(icon_b8ac8c71785bb865bb67e97914f01e6c);\n",
              "        \n",
              "    \n",
              "        var popup_e003aa12137019029f81c4d09d0ca502 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_1586a944309006d32ad5b24e97013f91 = $(`&lt;div id=&quot;html_1586a944309006d32ad5b24e97013f91&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.103,34.806)&lt;/div&gt;`)[0];\n",
              "            popup_e003aa12137019029f81c4d09d0ca502.setContent(html_1586a944309006d32ad5b24e97013f91);\n",
              "        \n",
              "\n",
              "        marker_fb1c7805617a8adebab6ae34a7c4edef.bindPopup(popup_e003aa12137019029f81c4d09d0ca502)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a37562f54b51dfe5d482b0ff94f43773 = L.marker(\n",
              "                [32.044, 34.77],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_30f2f52323fff9152b98be603010dcbd = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_a37562f54b51dfe5d482b0ff94f43773.setIcon(icon_30f2f52323fff9152b98be603010dcbd);\n",
              "        \n",
              "    \n",
              "        var popup_f083dbb54f4d15360ed44b6b64ab6572 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_dd36fe9322691bbc23393e0e59e87a29 = $(`&lt;div id=&quot;html_dd36fe9322691bbc23393e0e59e87a29&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.044,34.77)&lt;/div&gt;`)[0];\n",
              "            popup_f083dbb54f4d15360ed44b6b64ab6572.setContent(html_dd36fe9322691bbc23393e0e59e87a29);\n",
              "        \n",
              "\n",
              "        marker_a37562f54b51dfe5d482b0ff94f43773.bindPopup(popup_f083dbb54f4d15360ed44b6b64ab6572)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_dd04a9094827a2988b77bbbb23d23d63 = L.marker(\n",
              "                [32.117, 34.843],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_75026221b7561a88bf0f41cfb3a27610 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_dd04a9094827a2988b77bbbb23d23d63.setIcon(icon_75026221b7561a88bf0f41cfb3a27610);\n",
              "        \n",
              "    \n",
              "        var popup_9b8407d98d63f34d66b63d773c2f6465 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_a2280ba1a86761169bd4cf7980188065 = $(`&lt;div id=&quot;html_a2280ba1a86761169bd4cf7980188065&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.117,34.843)&lt;/div&gt;`)[0];\n",
              "            popup_9b8407d98d63f34d66b63d773c2f6465.setContent(html_a2280ba1a86761169bd4cf7980188065);\n",
              "        \n",
              "\n",
              "        marker_dd04a9094827a2988b77bbbb23d23d63.bindPopup(popup_9b8407d98d63f34d66b63d773c2f6465)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_8246d66bf57482a6f3d6bc32cd91f9f6 = L.marker(\n",
              "                [32.125, 34.802],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_48852557bd32f3ece07cda973cb62241 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_8246d66bf57482a6f3d6bc32cd91f9f6.setIcon(icon_48852557bd32f3ece07cda973cb62241);\n",
              "        \n",
              "    \n",
              "        var popup_577faa69f78c4bd2fee42cf1ef086cb1 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_d39f5f3ab779e08a282f9dd65e52aede = $(`&lt;div id=&quot;html_d39f5f3ab779e08a282f9dd65e52aede&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.125,34.802)&lt;/div&gt;`)[0];\n",
              "            popup_577faa69f78c4bd2fee42cf1ef086cb1.setContent(html_d39f5f3ab779e08a282f9dd65e52aede);\n",
              "        \n",
              "\n",
              "        marker_8246d66bf57482a6f3d6bc32cd91f9f6.bindPopup(popup_577faa69f78c4bd2fee42cf1ef086cb1)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b6b006687ee802f197170eb7719d0570 = L.marker(\n",
              "                [32.052, 34.757],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_42262c48c0c50814e2b4a1342d6e8447 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;blue&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_b6b006687ee802f197170eb7719d0570.setIcon(icon_42262c48c0c50814e2b4a1342d6e8447);\n",
              "        \n",
              "    \n",
              "        var popup_b6155bba3348424ee5a232003aa1ca90 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_65e757bc7d7004da6e73277bc5aee732 = $(`&lt;div id=&quot;html_65e757bc7d7004da6e73277bc5aee732&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.052,34.757)&lt;/div&gt;`)[0];\n",
              "            popup_b6155bba3348424ee5a232003aa1ca90.setContent(html_65e757bc7d7004da6e73277bc5aee732);\n",
              "        \n",
              "\n",
              "        marker_b6b006687ee802f197170eb7719d0570.bindPopup(popup_b6155bba3348424ee5a232003aa1ca90)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0b1b29ec74f281ffa8fec9a6722fca8d = L.marker(\n",
              "                [32.107, 34.836],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_d3b5f7b57fd82861932caec77e2e7d8b = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_0b1b29ec74f281ffa8fec9a6722fca8d.setIcon(icon_d3b5f7b57fd82861932caec77e2e7d8b);\n",
              "        \n",
              "    \n",
              "        var popup_34b42681c9182270248d6f07ec1fed9e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_34a6909d9bc7526421372b226e46d676 = $(`&lt;div id=&quot;html_34a6909d9bc7526421372b226e46d676&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.107,34.836)&lt;/div&gt;`)[0];\n",
              "            popup_34b42681c9182270248d6f07ec1fed9e.setContent(html_34a6909d9bc7526421372b226e46d676);\n",
              "        \n",
              "\n",
              "        marker_0b1b29ec74f281ffa8fec9a6722fca8d.bindPopup(popup_34b42681c9182270248d6f07ec1fed9e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_28cdb22ec12d37a3b4fc9e769d8039d1 = L.marker(\n",
              "                [32.062, 34.781],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_ee9c2d8f875340c0ac9357a02a7447b1 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_28cdb22ec12d37a3b4fc9e769d8039d1.setIcon(icon_ee9c2d8f875340c0ac9357a02a7447b1);\n",
              "        \n",
              "    \n",
              "        var popup_1e5aa7a51ada7b58e2f9ccbe373d9db2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_131e557974a1b0204ee026c045a1ffc1 = $(`&lt;div id=&quot;html_131e557974a1b0204ee026c045a1ffc1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.062,34.781)&lt;/div&gt;`)[0];\n",
              "            popup_1e5aa7a51ada7b58e2f9ccbe373d9db2.setContent(html_131e557974a1b0204ee026c045a1ffc1);\n",
              "        \n",
              "\n",
              "        marker_28cdb22ec12d37a3b4fc9e769d8039d1.bindPopup(popup_1e5aa7a51ada7b58e2f9ccbe373d9db2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_4dd8350bfbdb04457d5e933da97eba69 = L.marker(\n",
              "                [32.107, 34.833],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_4b99389773f1217c8fe487109de6bf07 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_4dd8350bfbdb04457d5e933da97eba69.setIcon(icon_4b99389773f1217c8fe487109de6bf07);\n",
              "        \n",
              "    \n",
              "        var popup_4b4e4648241bab71704b7297e5d6b1c6 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_56dbee0934c6e7fe24152d000176a7a0 = $(`&lt;div id=&quot;html_56dbee0934c6e7fe24152d000176a7a0&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.107,34.833)&lt;/div&gt;`)[0];\n",
              "            popup_4b4e4648241bab71704b7297e5d6b1c6.setContent(html_56dbee0934c6e7fe24152d000176a7a0);\n",
              "        \n",
              "\n",
              "        marker_4dd8350bfbdb04457d5e933da97eba69.bindPopup(popup_4b4e4648241bab71704b7297e5d6b1c6)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_117c953f1f152423bec6fda3896c701d = L.marker(\n",
              "                [32.06, 34.762],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_64788fe8a0175c2dd776854c23b4036a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_117c953f1f152423bec6fda3896c701d.setIcon(icon_64788fe8a0175c2dd776854c23b4036a);\n",
              "        \n",
              "    \n",
              "        var popup_c0f515c25d1d8e149a855dc896f66f0b = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_714fcbe4f3c44a50c94b2117cf38e792 = $(`&lt;div id=&quot;html_714fcbe4f3c44a50c94b2117cf38e792&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.06,34.762)&lt;/div&gt;`)[0];\n",
              "            popup_c0f515c25d1d8e149a855dc896f66f0b.setContent(html_714fcbe4f3c44a50c94b2117cf38e792);\n",
              "        \n",
              "\n",
              "        marker_117c953f1f152423bec6fda3896c701d.bindPopup(popup_c0f515c25d1d8e149a855dc896f66f0b)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_c808af6bbc12ec3cbb8f28a8025bedc9 = L.marker(\n",
              "                [32.075, 34.798],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_75e40761c53dbfa8a3c00da26fd58231 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_c808af6bbc12ec3cbb8f28a8025bedc9.setIcon(icon_75e40761c53dbfa8a3c00da26fd58231);\n",
              "        \n",
              "    \n",
              "        var popup_903ee75e275fea7e987557f16cff04b3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_765f5ba6d35ede41454131243e97a3a6 = $(`&lt;div id=&quot;html_765f5ba6d35ede41454131243e97a3a6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.075,34.798)&lt;/div&gt;`)[0];\n",
              "            popup_903ee75e275fea7e987557f16cff04b3.setContent(html_765f5ba6d35ede41454131243e97a3a6);\n",
              "        \n",
              "\n",
              "        marker_c808af6bbc12ec3cbb8f28a8025bedc9.bindPopup(popup_903ee75e275fea7e987557f16cff04b3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_bb4515036d88ebfcb339f76bfb784267 = L.marker(\n",
              "                [32.122, 34.818],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_7634355f4b6541014a129e65f78e5a9e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_bb4515036d88ebfcb339f76bfb784267.setIcon(icon_7634355f4b6541014a129e65f78e5a9e);\n",
              "        \n",
              "    \n",
              "        var popup_7383c2236b770ab7d7ba36b38bfaa7ab = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_48f5a732cda8b3e5d1718f9e7b0eb9f1 = $(`&lt;div id=&quot;html_48f5a732cda8b3e5d1718f9e7b0eb9f1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.122,34.818)&lt;/div&gt;`)[0];\n",
              "            popup_7383c2236b770ab7d7ba36b38bfaa7ab.setContent(html_48f5a732cda8b3e5d1718f9e7b0eb9f1);\n",
              "        \n",
              "\n",
              "        marker_bb4515036d88ebfcb339f76bfb784267.bindPopup(popup_7383c2236b770ab7d7ba36b38bfaa7ab)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_921e6df8b3d0df692d66836b59d25fd4 = L.marker(\n",
              "                [32.143, 34.792],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_113bd0c7a47983efd4d1b7db991bd116 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;orange&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_921e6df8b3d0df692d66836b59d25fd4.setIcon(icon_113bd0c7a47983efd4d1b7db991bd116);\n",
              "        \n",
              "    \n",
              "        var popup_3413cba191f4bb3f9708a237a2f8becd = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_79d064d3c007177f55c025a0d7881590 = $(`&lt;div id=&quot;html_79d064d3c007177f55c025a0d7881590&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.143,34.792)&lt;/div&gt;`)[0];\n",
              "            popup_3413cba191f4bb3f9708a237a2f8becd.setContent(html_79d064d3c007177f55c025a0d7881590);\n",
              "        \n",
              "\n",
              "        marker_921e6df8b3d0df692d66836b59d25fd4.bindPopup(popup_3413cba191f4bb3f9708a237a2f8becd)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5beb7a16035e0671a6429b9767598680 = L.marker(\n",
              "                [32.048, 34.765],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_2682056ce59e38fddd07d126cb05ba3e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;orange&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_5beb7a16035e0671a6429b9767598680.setIcon(icon_2682056ce59e38fddd07d126cb05ba3e);\n",
              "        \n",
              "    \n",
              "        var popup_4f010c86a22cfac819287f0d3f47bd9e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_8ff182702e542189268cc1f260e1c19b = $(`&lt;div id=&quot;html_8ff182702e542189268cc1f260e1c19b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.048,34.765)&lt;/div&gt;`)[0];\n",
              "            popup_4f010c86a22cfac819287f0d3f47bd9e.setContent(html_8ff182702e542189268cc1f260e1c19b);\n",
              "        \n",
              "\n",
              "        marker_5beb7a16035e0671a6429b9767598680.bindPopup(popup_4f010c86a22cfac819287f0d3f47bd9e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_73fbc91383f9c78b3fe99fa0240d9672 = L.marker(\n",
              "                [32.124, 34.812],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_3efe18f144123461b953253a69da6a94 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_73fbc91383f9c78b3fe99fa0240d9672.setIcon(icon_3efe18f144123461b953253a69da6a94);\n",
              "        \n",
              "    \n",
              "        var popup_05728854909d23280f26d40090722cb5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_883a9edc8b2df9912df5a63b0f90691e = $(`&lt;div id=&quot;html_883a9edc8b2df9912df5a63b0f90691e&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.124,34.812)&lt;/div&gt;`)[0];\n",
              "            popup_05728854909d23280f26d40090722cb5.setContent(html_883a9edc8b2df9912df5a63b0f90691e);\n",
              "        \n",
              "\n",
              "        marker_73fbc91383f9c78b3fe99fa0240d9672.bindPopup(popup_05728854909d23280f26d40090722cb5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_60bd8753af15923e308b6242575112aa = L.marker(\n",
              "                [32.057, 34.767],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_bd8523ea3dbb8da1867a9ba1a826bfcd = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;orange&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_60bd8753af15923e308b6242575112aa.setIcon(icon_bd8523ea3dbb8da1867a9ba1a826bfcd);\n",
              "        \n",
              "    \n",
              "        var popup_dce421674a6f1e98963ed3635b0647f3 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_6f6c473b274f262c60adf913d397c6b4 = $(`&lt;div id=&quot;html_6f6c473b274f262c60adf913d397c6b4&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.057,34.767)&lt;/div&gt;`)[0];\n",
              "            popup_dce421674a6f1e98963ed3635b0647f3.setContent(html_6f6c473b274f262c60adf913d397c6b4);\n",
              "        \n",
              "\n",
              "        marker_60bd8753af15923e308b6242575112aa.bindPopup(popup_dce421674a6f1e98963ed3635b0647f3)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_1ec7d6a63cab6fe4cfe255c4cd6b4216 = L.marker(\n",
              "                [32.14, 34.792],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_8102c8cc204d235dc92940c1579ff398 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_1ec7d6a63cab6fe4cfe255c4cd6b4216.setIcon(icon_8102c8cc204d235dc92940c1579ff398);\n",
              "        \n",
              "    \n",
              "        var popup_67c7db5af70dc4dd7c2abee13e9dcdf9 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_d2f1c86852da1bd8f84e3ceb1077a1c3 = $(`&lt;div id=&quot;html_d2f1c86852da1bd8f84e3ceb1077a1c3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.14,34.792)&lt;/div&gt;`)[0];\n",
              "            popup_67c7db5af70dc4dd7c2abee13e9dcdf9.setContent(html_d2f1c86852da1bd8f84e3ceb1077a1c3);\n",
              "        \n",
              "\n",
              "        marker_1ec7d6a63cab6fe4cfe255c4cd6b4216.bindPopup(popup_67c7db5af70dc4dd7c2abee13e9dcdf9)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_10caec6826983fc0f9c6f5c8cc95d9bc = L.marker(\n",
              "                [32.062, 34.767],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_218fb277d14d188843808f06b886b1b9 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;orange&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_10caec6826983fc0f9c6f5c8cc95d9bc.setIcon(icon_218fb277d14d188843808f06b886b1b9);\n",
              "        \n",
              "    \n",
              "        var popup_8145f9a1443cf4db04d289361c7f3c59 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_d818355f3d09abb9781aa5a7fd3359d1 = $(`&lt;div id=&quot;html_d818355f3d09abb9781aa5a7fd3359d1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.062,34.767)&lt;/div&gt;`)[0];\n",
              "            popup_8145f9a1443cf4db04d289361c7f3c59.setContent(html_d818355f3d09abb9781aa5a7fd3359d1);\n",
              "        \n",
              "\n",
              "        marker_10caec6826983fc0f9c6f5c8cc95d9bc.bindPopup(popup_8145f9a1443cf4db04d289361c7f3c59)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_aea4ae7a7958ececb5147cd0135fc54e = L.marker(\n",
              "                [32.058, 34.81],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_46cc0ca8e1e3280ed4b0db4ad5f0b2c0 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;orange&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_aea4ae7a7958ececb5147cd0135fc54e.setIcon(icon_46cc0ca8e1e3280ed4b0db4ad5f0b2c0);\n",
              "        \n",
              "    \n",
              "        var popup_62827ec9a27ae3aa3ae11cf475a56b4f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_235194529cc1e513ece44cc0056bed8a = $(`&lt;div id=&quot;html_235194529cc1e513ece44cc0056bed8a&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.058,34.81)&lt;/div&gt;`)[0];\n",
              "            popup_62827ec9a27ae3aa3ae11cf475a56b4f.setContent(html_235194529cc1e513ece44cc0056bed8a);\n",
              "        \n",
              "\n",
              "        marker_aea4ae7a7958ececb5147cd0135fc54e.bindPopup(popup_62827ec9a27ae3aa3ae11cf475a56b4f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_bbfd936ec9eb94a25141dc07821e7322 = L.marker(\n",
              "                [32.053, 34.781],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_3e8731cb57850112a06804b734413835 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_bbfd936ec9eb94a25141dc07821e7322.setIcon(icon_3e8731cb57850112a06804b734413835);\n",
              "        \n",
              "    \n",
              "        var popup_ee7c2d5bf418925d44323131ef47166c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_4410322d74b4b4c02470b98d0fd20afc = $(`&lt;div id=&quot;html_4410322d74b4b4c02470b98d0fd20afc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.053,34.781)&lt;/div&gt;`)[0];\n",
              "            popup_ee7c2d5bf418925d44323131ef47166c.setContent(html_4410322d74b4b4c02470b98d0fd20afc);\n",
              "        \n",
              "\n",
              "        marker_bbfd936ec9eb94a25141dc07821e7322.bindPopup(popup_ee7c2d5bf418925d44323131ef47166c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_84821802ca3d817869174390826ddf69 = L.marker(\n",
              "                [32.114, 34.842],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_047fe893d8c54da7f8646235477b824d = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;orange&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_84821802ca3d817869174390826ddf69.setIcon(icon_047fe893d8c54da7f8646235477b824d);\n",
              "        \n",
              "    \n",
              "        var popup_b9c33d4e620ac9007745c8bfd03eebe0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_1cb17d04539b9b0ad750725f04cb2af8 = $(`&lt;div id=&quot;html_1cb17d04539b9b0ad750725f04cb2af8&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.114,34.842)&lt;/div&gt;`)[0];\n",
              "            popup_b9c33d4e620ac9007745c8bfd03eebe0.setContent(html_1cb17d04539b9b0ad750725f04cb2af8);\n",
              "        \n",
              "\n",
              "        marker_84821802ca3d817869174390826ddf69.bindPopup(popup_b9c33d4e620ac9007745c8bfd03eebe0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b9a01d4b4562e977f4efab6e22fd70cd = L.marker(\n",
              "                [32.107, 34.821],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_8136cfb7f54c4cabcec4cbaf101e84eb = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_b9a01d4b4562e977f4efab6e22fd70cd.setIcon(icon_8136cfb7f54c4cabcec4cbaf101e84eb);\n",
              "        \n",
              "    \n",
              "        var popup_54b1f629d483bb104ba906eb02e8391a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_3e5fdef0b8444330d3d98d12c927a9a2 = $(`&lt;div id=&quot;html_3e5fdef0b8444330d3d98d12c927a9a2&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.107,34.821)&lt;/div&gt;`)[0];\n",
              "            popup_54b1f629d483bb104ba906eb02e8391a.setContent(html_3e5fdef0b8444330d3d98d12c927a9a2);\n",
              "        \n",
              "\n",
              "        marker_b9a01d4b4562e977f4efab6e22fd70cd.bindPopup(popup_54b1f629d483bb104ba906eb02e8391a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_35ea452d123524d4cd0cb40656c2d957 = L.marker(\n",
              "                [32.114, 34.819],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_1a72fc16bf47e34dd2a2b2d48dd74d71 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;orange&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_35ea452d123524d4cd0cb40656c2d957.setIcon(icon_1a72fc16bf47e34dd2a2b2d48dd74d71);\n",
              "        \n",
              "    \n",
              "        var popup_004a60affc6c040337e4a1f362e3fc65 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_9570b099fbbd4e157d95806d3315bbab = $(`&lt;div id=&quot;html_9570b099fbbd4e157d95806d3315bbab&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.114,34.819)&lt;/div&gt;`)[0];\n",
              "            popup_004a60affc6c040337e4a1f362e3fc65.setContent(html_9570b099fbbd4e157d95806d3315bbab);\n",
              "        \n",
              "\n",
              "        marker_35ea452d123524d4cd0cb40656c2d957.bindPopup(popup_004a60affc6c040337e4a1f362e3fc65)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0785a89c5c4a57018977871b83b85f4a = L.marker(\n",
              "                [32.056, 34.784],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_48733d967d1c239ea3830c14901801b8 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_0785a89c5c4a57018977871b83b85f4a.setIcon(icon_48733d967d1c239ea3830c14901801b8);\n",
              "        \n",
              "    \n",
              "        var popup_ab434ecd9afaed4c60e6dec8002e886e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_3cd4acbcfdb5e8c06ec84da3afcb424b = $(`&lt;div id=&quot;html_3cd4acbcfdb5e8c06ec84da3afcb424b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.056,34.784)&lt;/div&gt;`)[0];\n",
              "            popup_ab434ecd9afaed4c60e6dec8002e886e.setContent(html_3cd4acbcfdb5e8c06ec84da3afcb424b);\n",
              "        \n",
              "\n",
              "        marker_0785a89c5c4a57018977871b83b85f4a.bindPopup(popup_ab434ecd9afaed4c60e6dec8002e886e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f3a998e28d68f0882f4244cf81c55cf4 = L.marker(\n",
              "                [32.117, 34.797],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_980cbe68a07c1ad0d41729635c6e0510 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_f3a998e28d68f0882f4244cf81c55cf4.setIcon(icon_980cbe68a07c1ad0d41729635c6e0510);\n",
              "        \n",
              "    \n",
              "        var popup_a5530d4e91f5bc24936f93393d71d3c2 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_abe8e56bcdc42c3aa5d5e631a5bb9a98 = $(`&lt;div id=&quot;html_abe8e56bcdc42c3aa5d5e631a5bb9a98&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.117,34.797)&lt;/div&gt;`)[0];\n",
              "            popup_a5530d4e91f5bc24936f93393d71d3c2.setContent(html_abe8e56bcdc42c3aa5d5e631a5bb9a98);\n",
              "        \n",
              "\n",
              "        marker_f3a998e28d68f0882f4244cf81c55cf4.bindPopup(popup_a5530d4e91f5bc24936f93393d71d3c2)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_f753cbe2e755085f7484f398cc32f86c = L.marker(\n",
              "                [32.116, 34.807],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_9397ea7202fb710b5643a04196aee78e = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_f753cbe2e755085f7484f398cc32f86c.setIcon(icon_9397ea7202fb710b5643a04196aee78e);\n",
              "        \n",
              "    \n",
              "        var popup_1b51a9c5dbe3a99aeba849731b74a94a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_c95d4a935b43eb4a6394de57ce01a2f1 = $(`&lt;div id=&quot;html_c95d4a935b43eb4a6394de57ce01a2f1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.116,34.807)&lt;/div&gt;`)[0];\n",
              "            popup_1b51a9c5dbe3a99aeba849731b74a94a.setContent(html_c95d4a935b43eb4a6394de57ce01a2f1);\n",
              "        \n",
              "\n",
              "        marker_f753cbe2e755085f7484f398cc32f86c.bindPopup(popup_1b51a9c5dbe3a99aeba849731b74a94a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b5c477a2ad2b5b2b9dd44653a8d4a6e4 = L.marker(\n",
              "                [32.058, 34.764],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_061ddf0f276a96070a6b3e1387bb5e05 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_b5c477a2ad2b5b2b9dd44653a8d4a6e4.setIcon(icon_061ddf0f276a96070a6b3e1387bb5e05);\n",
              "        \n",
              "    \n",
              "        var popup_31aad19deadee9f52598272f1c1483f0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_b379dc23880c25497d33e16318f6d5dc = $(`&lt;div id=&quot;html_b379dc23880c25497d33e16318f6d5dc&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.058,34.764)&lt;/div&gt;`)[0];\n",
              "            popup_31aad19deadee9f52598272f1c1483f0.setContent(html_b379dc23880c25497d33e16318f6d5dc);\n",
              "        \n",
              "\n",
              "        marker_b5c477a2ad2b5b2b9dd44653a8d4a6e4.bindPopup(popup_31aad19deadee9f52598272f1c1483f0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_78f27f60c9fade4933ff7663494d9ac3 = L.marker(\n",
              "                [32.111, 34.802],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_38275341ada8edf987240cb1857d5a54 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_78f27f60c9fade4933ff7663494d9ac3.setIcon(icon_38275341ada8edf987240cb1857d5a54);\n",
              "        \n",
              "    \n",
              "        var popup_7b2ce3507241001a3b255382f97f7857 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_29e9110b04e7885c13dd05d1daf1c536 = $(`&lt;div id=&quot;html_29e9110b04e7885c13dd05d1daf1c536&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.111,34.802)&lt;/div&gt;`)[0];\n",
              "            popup_7b2ce3507241001a3b255382f97f7857.setContent(html_29e9110b04e7885c13dd05d1daf1c536);\n",
              "        \n",
              "\n",
              "        marker_78f27f60c9fade4933ff7663494d9ac3.bindPopup(popup_7b2ce3507241001a3b255382f97f7857)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_1af09409df263b5773f1c1a924089931 = L.marker(\n",
              "                [32.121, 34.794],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_7d5454cb1aab015c7b56a38492e99c97 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_1af09409df263b5773f1c1a924089931.setIcon(icon_7d5454cb1aab015c7b56a38492e99c97);\n",
              "        \n",
              "    \n",
              "        var popup_18f8d4337b245251cb5ac6a8c4292867 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_dadcfc0e99969fa6c09d8a94bc79c623 = $(`&lt;div id=&quot;html_dadcfc0e99969fa6c09d8a94bc79c623&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.121,34.794)&lt;/div&gt;`)[0];\n",
              "            popup_18f8d4337b245251cb5ac6a8c4292867.setContent(html_dadcfc0e99969fa6c09d8a94bc79c623);\n",
              "        \n",
              "\n",
              "        marker_1af09409df263b5773f1c1a924089931.bindPopup(popup_18f8d4337b245251cb5ac6a8c4292867)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_b2f6fc7f6f67790b32b0d864e2f5d15e = L.marker(\n",
              "                [32.113, 34.796],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_c3aed28c77660be04afb35ade58b6358 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;orange&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_b2f6fc7f6f67790b32b0d864e2f5d15e.setIcon(icon_c3aed28c77660be04afb35ade58b6358);\n",
              "        \n",
              "    \n",
              "        var popup_11f22a3e6b1436119d1987a311376c07 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_1a1aea201b2ae6ea4068f776be2d4982 = $(`&lt;div id=&quot;html_1a1aea201b2ae6ea4068f776be2d4982&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.113,34.796)&lt;/div&gt;`)[0];\n",
              "            popup_11f22a3e6b1436119d1987a311376c07.setContent(html_1a1aea201b2ae6ea4068f776be2d4982);\n",
              "        \n",
              "\n",
              "        marker_b2f6fc7f6f67790b32b0d864e2f5d15e.bindPopup(popup_11f22a3e6b1436119d1987a311376c07)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_39f95681935d7487b41fc119599451ab = L.marker(\n",
              "                [32.12, 34.821],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_77aaba6411f8e55196898eabb835a009 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_39f95681935d7487b41fc119599451ab.setIcon(icon_77aaba6411f8e55196898eabb835a009);\n",
              "        \n",
              "    \n",
              "        var popup_b9f64ba7e8be1aa2c611f80c56919477 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_0c410fe3bc4f1fea2cfc16e277623d99 = $(`&lt;div id=&quot;html_0c410fe3bc4f1fea2cfc16e277623d99&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.12,34.821)&lt;/div&gt;`)[0];\n",
              "            popup_b9f64ba7e8be1aa2c611f80c56919477.setContent(html_0c410fe3bc4f1fea2cfc16e277623d99);\n",
              "        \n",
              "\n",
              "        marker_39f95681935d7487b41fc119599451ab.bindPopup(popup_b9f64ba7e8be1aa2c611f80c56919477)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_301e632aecb04b305b3c79e06e719438 = L.marker(\n",
              "                [32.055, 34.768],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_76ceb2227bb0504226e1a978879fd550 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_301e632aecb04b305b3c79e06e719438.setIcon(icon_76ceb2227bb0504226e1a978879fd550);\n",
              "        \n",
              "    \n",
              "        var popup_7c2fb3bdafc515d4be87e4ecb83c7d05 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_e9c8bfb27c54fbe99348892f25f4f846 = $(`&lt;div id=&quot;html_e9c8bfb27c54fbe99348892f25f4f846&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.055,34.768)&lt;/div&gt;`)[0];\n",
              "            popup_7c2fb3bdafc515d4be87e4ecb83c7d05.setContent(html_e9c8bfb27c54fbe99348892f25f4f846);\n",
              "        \n",
              "\n",
              "        marker_301e632aecb04b305b3c79e06e719438.bindPopup(popup_7c2fb3bdafc515d4be87e4ecb83c7d05)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_a1755f3596fdda2226cb22899bba158d = L.marker(\n",
              "                [32.115, 34.791],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_f719f69c7c288d9f15f2c3d46f9fff50 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_a1755f3596fdda2226cb22899bba158d.setIcon(icon_f719f69c7c288d9f15f2c3d46f9fff50);\n",
              "        \n",
              "    \n",
              "        var popup_1a2ee291a62b8c2fbc6a29861b74213e = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_53c7df204a44489f29c0a7fb547c0ede = $(`&lt;div id=&quot;html_53c7df204a44489f29c0a7fb547c0ede&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.115,34.791)&lt;/div&gt;`)[0];\n",
              "            popup_1a2ee291a62b8c2fbc6a29861b74213e.setContent(html_53c7df204a44489f29c0a7fb547c0ede);\n",
              "        \n",
              "\n",
              "        marker_a1755f3596fdda2226cb22899bba158d.bindPopup(popup_1a2ee291a62b8c2fbc6a29861b74213e)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_28f8eafa5f76c799c3b6e12e129d5ceb = L.marker(\n",
              "                [32.118, 34.839],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_8f4ec09b096a3d52f9a4838b1ed9d963 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;orange&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_28f8eafa5f76c799c3b6e12e129d5ceb.setIcon(icon_8f4ec09b096a3d52f9a4838b1ed9d963);\n",
              "        \n",
              "    \n",
              "        var popup_901390399387aad0847dabd0a877fd0c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_41ebb75e0a24b17f525d77596911b5a3 = $(`&lt;div id=&quot;html_41ebb75e0a24b17f525d77596911b5a3&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.118,34.839)&lt;/div&gt;`)[0];\n",
              "            popup_901390399387aad0847dabd0a877fd0c.setContent(html_41ebb75e0a24b17f525d77596911b5a3);\n",
              "        \n",
              "\n",
              "        marker_28f8eafa5f76c799c3b6e12e129d5ceb.bindPopup(popup_901390399387aad0847dabd0a877fd0c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5ceab46a7f12de1cc896b1f840722255 = L.marker(\n",
              "                [32.067, 34.783],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_0ac8e834739b93ecd1f26e112da00fd5 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_5ceab46a7f12de1cc896b1f840722255.setIcon(icon_0ac8e834739b93ecd1f26e112da00fd5);\n",
              "        \n",
              "    \n",
              "        var popup_0240907ac2b1c63c3e09b97d38ff04fc = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_87fd941d8407020695fbcb81a4b757fb = $(`&lt;div id=&quot;html_87fd941d8407020695fbcb81a4b757fb&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.067,34.783)&lt;/div&gt;`)[0];\n",
              "            popup_0240907ac2b1c63c3e09b97d38ff04fc.setContent(html_87fd941d8407020695fbcb81a4b757fb);\n",
              "        \n",
              "\n",
              "        marker_5ceab46a7f12de1cc896b1f840722255.bindPopup(popup_0240907ac2b1c63c3e09b97d38ff04fc)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_34b40f126ca034a33d64a526910fbf8c = L.marker(\n",
              "                [32.11, 34.841],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_382432b0304281a14b95e3989824d8fb = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_34b40f126ca034a33d64a526910fbf8c.setIcon(icon_382432b0304281a14b95e3989824d8fb);\n",
              "        \n",
              "    \n",
              "        var popup_0f41b62ff610bbe712ac2fc7f1450ff5 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_8b1289f278094b87e164a56d4b337c95 = $(`&lt;div id=&quot;html_8b1289f278094b87e164a56d4b337c95&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.11,34.841)&lt;/div&gt;`)[0];\n",
              "            popup_0f41b62ff610bbe712ac2fc7f1450ff5.setContent(html_8b1289f278094b87e164a56d4b337c95);\n",
              "        \n",
              "\n",
              "        marker_34b40f126ca034a33d64a526910fbf8c.bindPopup(popup_0f41b62ff610bbe712ac2fc7f1450ff5)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_383e2fafc32a184e2c5a2d6dbef2864f = L.marker(\n",
              "                [32.11, 34.815],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_ac2a01bc8426deec7b0d2f3a3448444f = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;orange&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_383e2fafc32a184e2c5a2d6dbef2864f.setIcon(icon_ac2a01bc8426deec7b0d2f3a3448444f);\n",
              "        \n",
              "    \n",
              "        var popup_265e1a8c5d5e1edf2e510c3e5f3dcb49 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_6aeee1553fb6cebcbdf567f02808740b = $(`&lt;div id=&quot;html_6aeee1553fb6cebcbdf567f02808740b&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.11,34.815)&lt;/div&gt;`)[0];\n",
              "            popup_265e1a8c5d5e1edf2e510c3e5f3dcb49.setContent(html_6aeee1553fb6cebcbdf567f02808740b);\n",
              "        \n",
              "\n",
              "        marker_383e2fafc32a184e2c5a2d6dbef2864f.bindPopup(popup_265e1a8c5d5e1edf2e510c3e5f3dcb49)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_0c5c3e4c41e8421d2e81063c099a071b = L.marker(\n",
              "                [32.116, 34.794],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_36aaf34f1bf52fbc8d30236c6e845af2 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_0c5c3e4c41e8421d2e81063c099a071b.setIcon(icon_36aaf34f1bf52fbc8d30236c6e845af2);\n",
              "        \n",
              "    \n",
              "        var popup_9d81d97311c0deb2096347f3eec66859 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_92c49c2df1d66b57c1ec8642a3a250d6 = $(`&lt;div id=&quot;html_92c49c2df1d66b57c1ec8642a3a250d6&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.116,34.794)&lt;/div&gt;`)[0];\n",
              "            popup_9d81d97311c0deb2096347f3eec66859.setContent(html_92c49c2df1d66b57c1ec8642a3a250d6);\n",
              "        \n",
              "\n",
              "        marker_0c5c3e4c41e8421d2e81063c099a071b.bindPopup(popup_9d81d97311c0deb2096347f3eec66859)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_5c162dbafeb92e7fbddd0aa8948b6dd3 = L.marker(\n",
              "                [32.106, 34.818],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_cd26b973491722f87cd6cf4e95ee8fec = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_5c162dbafeb92e7fbddd0aa8948b6dd3.setIcon(icon_cd26b973491722f87cd6cf4e95ee8fec);\n",
              "        \n",
              "    \n",
              "        var popup_c5a4fec33c7e047bbf99dfd0794a2e9c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_403741b8ecb586a49499e5ab7457e0e9 = $(`&lt;div id=&quot;html_403741b8ecb586a49499e5ab7457e0e9&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.106,34.818)&lt;/div&gt;`)[0];\n",
              "            popup_c5a4fec33c7e047bbf99dfd0794a2e9c.setContent(html_403741b8ecb586a49499e5ab7457e0e9);\n",
              "        \n",
              "\n",
              "        marker_5c162dbafeb92e7fbddd0aa8948b6dd3.bindPopup(popup_c5a4fec33c7e047bbf99dfd0794a2e9c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3d8be7c29a52437cc102dcce7e3e1b6f = L.marker(\n",
              "                [32.14, 34.791],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_ece4ff0c75f2453f2f73a231db29fc6a = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_3d8be7c29a52437cc102dcce7e3e1b6f.setIcon(icon_ece4ff0c75f2453f2f73a231db29fc6a);\n",
              "        \n",
              "    \n",
              "        var popup_e1d449ad4f3dbd11efe0dd183428f0f0 = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_3ea14569cfcbe961ba095a2078a923f1 = $(`&lt;div id=&quot;html_3ea14569cfcbe961ba095a2078a923f1&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.14,34.791)&lt;/div&gt;`)[0];\n",
              "            popup_e1d449ad4f3dbd11efe0dd183428f0f0.setContent(html_3ea14569cfcbe961ba095a2078a923f1);\n",
              "        \n",
              "\n",
              "        marker_3d8be7c29a52437cc102dcce7e3e1b6f.bindPopup(popup_e1d449ad4f3dbd11efe0dd183428f0f0)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_05f5b6a44e3065d92476cc4c45347ffc = L.marker(\n",
              "                [32.07, 34.766],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_a3312d98e47d36e9a81e361fb2c09abb = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_05f5b6a44e3065d92476cc4c45347ffc.setIcon(icon_a3312d98e47d36e9a81e361fb2c09abb);\n",
              "        \n",
              "    \n",
              "        var popup_6d852141562c30921d14f47a1197899c = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_1a619f22e5eff67d9796c22e54072c76 = $(`&lt;div id=&quot;html_1a619f22e5eff67d9796c22e54072c76&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.07,34.766)&lt;/div&gt;`)[0];\n",
              "            popup_6d852141562c30921d14f47a1197899c.setContent(html_1a619f22e5eff67d9796c22e54072c76);\n",
              "        \n",
              "\n",
              "        marker_05f5b6a44e3065d92476cc4c45347ffc.bindPopup(popup_6d852141562c30921d14f47a1197899c)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_69df9b87ec835a7388e124c055cca58e = L.marker(\n",
              "                [32.107, 34.804],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_c31175c016bc7598c253530410f23662 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_69df9b87ec835a7388e124c055cca58e.setIcon(icon_c31175c016bc7598c253530410f23662);\n",
              "        \n",
              "    \n",
              "        var popup_ad5ec7b1ca7f9ec11a8b188e5cc2c04a = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_bc3e03f0b047ce2e3711f844b4b6f962 = $(`&lt;div id=&quot;html_bc3e03f0b047ce2e3711f844b4b6f962&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.107,34.804)&lt;/div&gt;`)[0];\n",
              "            popup_ad5ec7b1ca7f9ec11a8b188e5cc2c04a.setContent(html_bc3e03f0b047ce2e3711f844b4b6f962);\n",
              "        \n",
              "\n",
              "        marker_69df9b87ec835a7388e124c055cca58e.bindPopup(popup_ad5ec7b1ca7f9ec11a8b188e5cc2c04a)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "    \n",
              "            var marker_3575b23edf78ab2ec084649faaa2b3f1 = L.marker(\n",
              "                [32.113, 34.808],\n",
              "                {}\n",
              "            ).addTo(map_46d46f2692727bb4ae16aeefccae3d6d);\n",
              "        \n",
              "    \n",
              "            var icon_2c02523777e430a9a619a7f5a0a02059 = L.AwesomeMarkers.icon(\n",
              "                {&quot;extraClasses&quot;: &quot;fa-rotate-0&quot;, &quot;icon&quot;: &quot;info-sign&quot;, &quot;iconColor&quot;: &quot;white&quot;, &quot;markerColor&quot;: &quot;green&quot;, &quot;prefix&quot;: &quot;fa&quot;}\n",
              "            );\n",
              "            marker_3575b23edf78ab2ec084649faaa2b3f1.setIcon(icon_2c02523777e430a9a619a7f5a0a02059);\n",
              "        \n",
              "    \n",
              "        var popup_4baa9df57ab9fb28e9f89aa49a6bf36f = L.popup({&quot;maxWidth&quot;: &quot;100%&quot;});\n",
              "\n",
              "        \n",
              "            var html_9d50bb8ff2888641cf6227ca9cfc7804 = $(`&lt;div id=&quot;html_9d50bb8ff2888641cf6227ca9cfc7804&quot; style=&quot;width: 100.0%; height: 100.0%;&quot;&gt;(32.113,34.808)&lt;/div&gt;`)[0];\n",
              "            popup_4baa9df57ab9fb28e9f89aa49a6bf36f.setContent(html_9d50bb8ff2888641cf6227ca9cfc7804);\n",
              "        \n",
              "\n",
              "        marker_3575b23edf78ab2ec084649faaa2b3f1.bindPopup(popup_4baa9df57ab9fb28e9f89aa49a6bf36f)\n",
              "        ;\n",
              "\n",
              "        \n",
              "    \n",
              "&lt;/script&gt;\n",
              "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
            ]
          },
          "metadata": {},
          "execution_count": 110
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pip install meteostat"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "agOJ8Iu-mfDL",
        "outputId": "48d3e956-5653-4cd1-e239-dcbfab43d9cb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: meteostat in /usr/local/lib/python3.7/dist-packages (1.6.5)\n",
            "Requirement already satisfied: pandas>=1.1 in /usr/local/lib/python3.7/dist-packages (from meteostat) (1.3.5)\n",
            "Requirement already satisfied: pytz in /usr/local/lib/python3.7/dist-packages (from meteostat) (2022.6)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from meteostat) (1.21.6)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=1.1->meteostat) (2.8.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas>=1.1->meteostat) (1.15.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from meteostat import Point, Hourly"
      ],
      "metadata": {
        "id": "NKCHveRqme53"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def get_temp(lati, longi, time):\n",
        "  location = Point(lati, longi)\n",
        "  print(time)\n",
        "  # print(time + datetime.timedelta(hours=1))  \n",
        "  data = Hourly(location, time, time) #srat time and end time, hence two time\n",
        "  data = data.fetch()\n",
        "  return float(data['temp'][0])"
      ],
      "metadata": {
        "id": "EvnugQgfYxFR"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import random"
      ],
      "metadata": {
        "id": "l_ewR5pDrL1D"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "temp = []\n",
        "for i in range(0,len(df_sub)):\n",
        "  temp.append(random.randrange(10,40))"
      ],
      "metadata": {
        "id": "m3lg9vnWpcWz"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_sub['temp']=temp"
      ],
      "metadata": {
        "id": "mBxecLJTpcSL"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "x = df_sub.latitude\n",
        "y = df_sub.longitude\n",
        "plt.scatter(x, y, c = temp, cmap='coolwarm')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "Lzq1RtAipcLR",
        "outputId": "3e8b8f2d-fffb-4c51-e658-ce0866ee4443"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x = df_sub.latitude\n",
        "y = df_sub.longitude\n",
        "plt.scatter(x, y, c = df_sub.total_cars, cmap='viridis')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "eRYZiUn9YxQ1",
        "outputId": "14968d50-db4f-49dc-bee7-52e06fd593d8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "ynHzZc7GYxbZ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "FDlqMaAhYxmj"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "To work with Spark we always need s spark session, so now we will create a spark session"
      ],
      "metadata": {
        "id": "Szx7Smm7HRPt"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Working with pyspark"
      ],
      "metadata": {
        "id": "4WJxXp8dQZdt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from pyspark.sql import SparkSession"
      ],
      "metadata": {
        "id": "Iwpxm0EAHNyV"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Here we will keep the session name as our team's name - 'BigShenenigans'"
      ],
      "metadata": {
        "id": "c9di_wjUHonE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "spark = SparkSession.builder.appName('BigShenenigans').getOrCreate()"
      ],
      "metadata": {
        "id": "VMtbPFaVHcko"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "A spark session of name 'BigShenenigans' has been created"
      ],
      "metadata": {
        "id": "zI8ag4FBH2JY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "spark"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 219
        },
        "id": "zATi-ILsHzOC",
        "outputId": "70ca9e92-5fe7-426e-b339-07a9861b0704"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<pyspark.sql.session.SparkSession at 0x7fc89bcdd0d0>"
            ],
            "text/html": [
              "\n",
              "            <div>\n",
              "                <p><b>SparkSession - in-memory</b></p>\n",
              "                \n",
              "        <div>\n",
              "            <p><b>SparkContext</b></p>\n",
              "\n",
              "            <p><a href=\"http://d76712f204d1:4040\">Spark UI</a></p>\n",
              "\n",
              "            <dl>\n",
              "              <dt>Version</dt>\n",
              "                <dd><code>v3.3.1</code></dd>\n",
              "              <dt>Master</dt>\n",
              "                <dd><code>local[*]</code></dd>\n",
              "              <dt>AppName</dt>\n",
              "                <dd><code>BigShenenigans</code></dd>\n",
              "            </dl>\n",
              "        </div>\n",
              "        \n",
              "            </div>\n",
              "        "
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now we will read a file in spark like we did for pandas"
      ],
      "metadata": {
        "id": "Wi5HpzN8IYiS"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Importing Data"
      ],
      "metadata": {
        "id": "eA502KS7QcvE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# df_spark = spark.read.csv('/content/drive/MyDrive/BigDataXspatial/Original_Dataset.csv')\n",
        "# We want to make Latitude, longitude and all as our main column names instead of c0, c1 and all. So we will do the following\n",
        "df_spark = spark.read.csv('/content/drive/MyDrive/BigDataXspatial/Original_Dataset.csv', header=True, inferSchema=True)"
      ],
      "metadata": {
        "id": "-0pBPpZqIFOw"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "It takes a while to lead the csv file in the spark dataframe. (more than a min)"
      ],
      "metadata": {
        "id": "NE9mzWbyL1TY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "type(df_spark)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2axI2ebaLQNZ",
        "outputId": "63ff8c52-d2fb-4f10-ac55-efd45bf50446"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "pyspark.sql.dataframe.DataFrame"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_spark.show(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8qSAZhcqKo44",
        "outputId": "cfc5da7d-d591-46f0-dba2-fbb6c65f59be"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+------------------+------------------+----------+---------+-------------------+\n",
            "|          latitude|         longitude|total_cars|cars_list|          timestamp|\n",
            "+------------------+------------------+----------+---------+-------------------+\n",
            "|          32.09004|          34.79679|         1|    [138]|2020-02-25 10:48:02|\n",
            "|          32.11614|          34.79464|         1|     [64]|2020-02-25 10:48:02|\n",
            "|32.118759999999995|          34.82229|         1|    [120]|2020-02-25 10:48:02|\n",
            "|          32.11226|34.837990000000005|         1|    [110]|2020-02-25 10:48:02|\n",
            "|32.142790000000005|          34.79343|         1|    [190]|2020-02-25 10:48:02|\n",
            "+------------------+------------------+----------+---------+-------------------+\n",
            "only showing top 5 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_spark.head(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LYRZ_DQ8I2-x",
        "outputId": "bc3ce533-c5d3-48fe-ec53-1785dd6d112b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Row(latitude=32.09004, longitude=34.79679, total_cars=1, cars_list='[138]', timestamp=datetime.datetime(2020, 2, 25, 10, 48, 2)),\n",
              " Row(latitude=32.11614, longitude=34.79464, total_cars=1, cars_list='[64]', timestamp=datetime.datetime(2020, 2, 25, 10, 48, 2)),\n",
              " Row(latitude=32.118759999999995, longitude=34.82229, total_cars=1, cars_list='[120]', timestamp=datetime.datetime(2020, 2, 25, 10, 48, 2)),\n",
              " Row(latitude=32.11226, longitude=34.837990000000005, total_cars=1, cars_list='[110]', timestamp=datetime.datetime(2020, 2, 25, 10, 48, 2)),\n",
              " Row(latitude=32.142790000000005, longitude=34.79343, total_cars=1, cars_list='[190]', timestamp=datetime.datetime(2020, 2, 25, 10, 48, 2))]"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_spark.printSchema()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Gsccb5JlI7Ds",
        "outputId": "8f19b61d-f901-49c7-a3bd-bbab92bc7068"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "root\n",
            " |-- latitude: double (nullable = true)\n",
            " |-- longitude: double (nullable = true)\n",
            " |-- total_cars: integer (nullable = true)\n",
            " |-- cars_list: string (nullable = true)\n",
            " |-- timestamp: timestamp (nullable = true)\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Select columns"
      ],
      "metadata": {
        "id": "SNaIqg-FOogE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Selecting only some particular columns\n",
        "df_spark.select('latitude', 'longitude').show(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YdfFgSU5LfWt",
        "outputId": "eab1b235-c4b0-42cc-9848-c83c54ddce6f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+------------------+------------------+\n",
            "|          latitude|         longitude|\n",
            "+------------------+------------------+\n",
            "|          32.09004|          34.79679|\n",
            "|          32.11614|          34.79464|\n",
            "|32.118759999999995|          34.82229|\n",
            "|          32.11226|34.837990000000005|\n",
            "|32.142790000000005|          34.79343|\n",
            "+------------------+------------------+\n",
            "only showing top 5 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Add columns"
      ],
      "metadata": {
        "id": "ejRHdpItOv1b"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# df_spark = df_spark.withColumn('New Columns Name', df_spark['total_cars']+2)\n",
        "# After the New column name, you can have any function or any value that is related to that particular information of the row"
      ],
      "metadata": {
        "id": "kIP6kWmLNXd2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Drop columns"
      ],
      "metadata": {
        "id": "9Mb1seWVP19t"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# df_spark = df_spark.drop('Columns Name')"
      ],
      "metadata": {
        "id": "QIy9AjhrPbJ1"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Rename a column"
      ],
      "metadata": {
        "id": "k9jm4moBQAa8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# df_spark = df_spark.withColumn('Old name', 'New name')"
      ],
      "metadata": {
        "id": "85ol6CZYP_G8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Lets try to add a column 'weekday' in the table"
      ],
      "metadata": {
        "id": "VfhwPG0URCIp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import datetime"
      ],
      "metadata": {
        "id": "fJFly1WPQMSG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# In python, weekday 0 starts from Monday\n",
        "day = [\"Monday\", \"Tuesday\", \"Wednesday\", \"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"]"
      ],
      "metadata": {
        "id": "Ffo1oGeWR2hh"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "sample = datetime.datetime(2020, 2, 26, 10, 48, 2)\n",
        "day[sample.weekday()]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "ZppyyoelRLq8",
        "outputId": "fe02275d-2d61-4fd8-a0bd-2f7010deee31"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'Wednesday'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from pyspark.sql.functions import udf"
      ],
      "metadata": {
        "id": "_0_eGc7SVqMO"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "@udf\n",
        "def get_weekday(sample):\n",
        "  return day[sample.weekday()]\n",
        "\n",
        "# If you don't want the full day name, remove day[] from return line"
      ],
      "metadata": {
        "id": "OzcmVce0T958"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "get_weekday(datetime.datetime.today())"
      ],
      "metadata": {
        "id": "5DSmpRKAUwHM"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_spark_day = df_spark.withColumn('weekday', get_weekday(df_spark['timestamp']))"
      ],
      "metadata": {
        "id": "QIOPboraRhyw"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_spark_day.show(5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f3SRLBNQSyqj",
        "outputId": "b83dd2bf-1db1-4bba-fbed-afe78d731ad1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+------------------+------------------+----------+---------+-------------------+-------+\n",
            "|          latitude|         longitude|total_cars|cars_list|          timestamp|weekday|\n",
            "+------------------+------------------+----------+---------+-------------------+-------+\n",
            "|          32.09004|          34.79679|         1|    [138]|2020-02-25 10:48:02|Tuesday|\n",
            "|          32.11614|          34.79464|         1|     [64]|2020-02-25 10:48:02|Tuesday|\n",
            "|32.118759999999995|          34.82229|         1|    [120]|2020-02-25 10:48:02|Tuesday|\n",
            "|          32.11226|34.837990000000005|         1|    [110]|2020-02-25 10:48:02|Tuesday|\n",
            "|32.142790000000005|          34.79343|         1|    [190]|2020-02-25 10:48:02|Tuesday|\n",
            "+------------------+------------------+----------+---------+-------------------+-------+\n",
            "only showing top 5 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Adding Average Temp information"
      ],
      "metadata": {
        "id": "QlbdgiBYYzkl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "pip install meteostat"
      ],
      "metadata": {
        "id": "ko6Z0EpTX7m7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d3e5245e-c4af-45e3-de7e-3cea82578a8a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting meteostat\n",
            "  Downloading meteostat-1.6.5-py3-none-any.whl (31 kB)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from meteostat) (1.21.6)\n",
            "Requirement already satisfied: pytz in /usr/local/lib/python3.7/dist-packages (from meteostat) (2022.6)\n",
            "Requirement already satisfied: pandas>=1.1 in /usr/local/lib/python3.7/dist-packages (from meteostat) (1.3.5)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=1.1->meteostat) (2.8.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas>=1.1->meteostat) (1.15.0)\n",
            "Installing collected packages: meteostat\n",
            "Successfully installed meteostat-1.6.5\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from meteostat import Point, Hourly"
      ],
      "metadata": {
        "id": "8lMykXPqDSeH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# from meteostat.interface.hourly import Hourly\n",
        "# Import Meteostat library and dependencies\n",
        "from meteostat import Point, Daily, Hourly\n",
        "\n",
        "# Set time period\n",
        "start = datetime(2018, 1, 1, 10, 0, 0)\n",
        "end = datetime(2018, 1, 1, 11, 0, 0)\n",
        "\n",
        "# Create Point for Vancouver, BC\n",
        "vancouver = Point(49.2497, -123.1193)\n",
        "\n",
        "# Get daily data for 2018\n",
        "data = Hourly(vancouver, start, end)\n",
        "data = data.fetch()"
      ],
      "metadata": {
        "id": "5spq3pGaWEmt"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data['temp'][0]"
      ],
      "metadata": {
        "id": "MaSjNW3eX1IE"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Our part of code"
      ],
      "metadata": {
        "id": "2chSjLyOelNF"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "@udf\n",
        "def get_temp(lati, longi, time):\n",
        "  location = Point(lati, longi)\n",
        "  print(time)\n",
        "  print(time + datetime.timedelta(hours=1))  \n",
        "  data = Hourly(location, time, time + datetime.timedelta(hours=1)) #srat time and end time, hence two time\n",
        "  data = data.fetch()\n",
        "  return float(data['temp'][0])"
      ],
      "metadata": {
        "id": "FhBXVd1WY-uL"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "get_temp(32.09004, 34.79679, datetime.datetime(2020, 2, 25, 10, 59, 1))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zRqr5nT6bBll",
        "outputId": "552a84cf-dc49-44da-fc4d-6886a89debfa"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "17.0"
            ]
          },
          "metadata": {},
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_spark_temp = df_spark_day.withColumn('temp', get_temp(df_spark['latitude'], df_spark['longitude'], df_spark['timestamp']))"
      ],
      "metadata": {
        "id": "0IsCBXkwYBCj"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_spark_temp.printSchema()"
      ],
      "metadata": {
        "id": "PO3nG8oug4YT",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "49193685-4cd0-4d9d-e236-24781def87d8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "root\n",
            " |-- latitude: double (nullable = true)\n",
            " |-- longitude: double (nullable = true)\n",
            " |-- total_cars: integer (nullable = true)\n",
            " |-- cars_list: string (nullable = true)\n",
            " |-- timestamp: timestamp (nullable = true)\n",
            " |-- weekday: string (nullable = true)\n",
            " |-- temp: string (nullable = true)\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# df_spark_temp.select('temp').show()"
      ],
      "metadata": {
        "id": "ZMJVC3d0FOyT"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now that we have these information added, we will now try to remove some duplicated rows and clean the data (Add missing values and so on)"
      ],
      "metadata": {
        "id": "RumkM5JTHD--"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Removing Null values"
      ],
      "metadata": {
        "id": "XsNc9BDvKOvD"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_spark_temp.na.drop()"
      ],
      "metadata": {
        "id": "CBJ_00pxGeJf",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0c4ce82f-e2db-4d11-8c9e-35fcfc9517e4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DataFrame[latitude: double, longitude: double, total_cars: int, cars_list: string, timestamp: timestamp, weekday: string, temp: string]"
            ]
          },
          "metadata": {},
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_spark_temp.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6VcvnZY9KcR6",
        "outputId": "572750e5-8412-4467-d091-ac25a3b48850"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+------------------+------------------+----------+----------+-------------------+-------+----+-------+\n",
            "|          latitude|         longitude|total_cars| cars_list|          timestamp|weekday|temp|car_num|\n",
            "+------------------+------------------+----------+----------+-------------------+-------+----+-------+\n",
            "|          32.09004|          34.79679|         1|     [138]|2020-02-25 10:48:02|Tuesday|17.0|      1|\n",
            "|          32.11614|          34.79464|         1|      [64]|2020-02-25 10:48:02|Tuesday|17.0|      1|\n",
            "|32.118759999999995|          34.82229|         1|     [120]|2020-02-25 10:48:02|Tuesday|17.0|      1|\n",
            "|          32.11226|34.837990000000005|         1|     [110]|2020-02-25 10:48:02|Tuesday|17.0|      1|\n",
            "|32.142790000000005|          34.79343|         1|     [190]|2020-02-25 10:48:02|Tuesday|17.0|      1|\n",
            "|32.089715000000005|34.779953000000006|         0|        []|2020-02-25 10:48:02|Tuesday|17.0|      0|\n",
            "|         32.079074|         34.783401|         0|        []|2020-02-25 10:48:02|Tuesday|17.0|      0|\n",
            "|         32.079825|          34.77445|         0|        []|2020-02-25 10:48:02|Tuesday|17.0|      0|\n",
            "|         32.081213|34.791709999999995|         0|        []|2020-02-25 10:48:02|Tuesday|17.0|      0|\n",
            "|32.082190999999995|34.771215999999995|         0|        []|2020-02-25 10:48:02|Tuesday|17.0|      0|\n",
            "|          32.09478|          34.79728|         0|        []|2020-02-25 10:48:02|Tuesday|17.0|      0|\n",
            "|         32.102224|         34.785543|         0|        []|2020-02-25 10:48:02|Tuesday|17.0|      0|\n",
            "|          32.06645|         34.786325|         0|        []|2020-02-25 10:48:02|Tuesday|17.0|      0|\n",
            "|         32.059834|         34.772457|         0|        []|2020-02-25 10:48:02|Tuesday|17.0|      0|\n",
            "|         32.120495|           34.7926|         0|        []|2020-02-25 10:48:02|Tuesday|17.0|      0|\n",
            "|           32.0698|           34.7913|         1|     [159]|2020-02-25 10:48:02|Tuesday|17.0|      1|\n",
            "|          32.06879|34.796904999999995|         1|     [107]|2020-02-25 10:48:02|Tuesday|17.0|      1|\n",
            "|         32.061717| 34.76710300000001|         1|     [152]|2020-02-25 10:48:02|Tuesday|17.0|      1|\n",
            "|         32.095042|         34.792425|         2|[227, 243]|2020-02-25 10:48:02|Tuesday|17.0|      2|\n",
            "|         32.111344|34.801714000000004|         2|[246, 272]|2020-02-25 10:48:02|Tuesday|17.0|      2|\n",
            "+------------------+------------------+----------+----------+-------------------+-------+----+-------+\n",
            "only showing top 20 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "y3vbXLHTNn3Z"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "-bE94a5iNtKU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Print locations which has more than a certain number of cars"
      ],
      "metadata": {
        "id": "GEwhoO2oNtjy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "## Use the filter attribute\n",
        "df_spark_temp.filter(\"total_cars>=5\").select(['latitude', 'longitude', 'weekday', 'temp']).show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bFwlCZBmNyDj",
        "outputId": "0501d3d1-fe84-4c46-d4c1-2b195a37eff7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+---------+---------+-------+----+\n",
            "| latitude|longitude|weekday|temp|\n",
            "+---------+---------+-------+----+\n",
            "|  32.1034|  34.8059|Tuesday|17.0|\n",
            "|  32.0849|  34.7966|Tuesday|16.9|\n",
            "|  32.0849|  34.7966|Tuesday|37.9|\n",
            "|  32.0849|  34.7966|Tuesday|37.0|\n",
            "|  32.0849|  34.7966|Tuesday|37.0|\n",
            "|  32.0849|  34.7966|Tuesday|37.0|\n",
            "|  32.0849|  34.7966|Tuesday|37.0|\n",
            "|  32.0849|  34.7966|Tuesday|37.9|\n",
            "|  32.0849|  34.7966|Tuesday|37.0|\n",
            "|  32.0849|  34.7966|Tuesday|37.0|\n",
            "|  32.0849|  34.7966|Tuesday|37.9|\n",
            "|  32.0849|  34.7966|Tuesday|37.9|\n",
            "|32.111506|34.840876|Tuesday|37.9|\n",
            "|32.111506|34.840876|Tuesday|38.0|\n",
            "|  32.0849|  34.7966|Tuesday|37.9|\n",
            "|  32.0849|  34.7966|Tuesday|37.9|\n",
            "|32.111506|34.840876|Tuesday|37.9|\n",
            "|  32.0849|  34.7966|Tuesday|37.0|\n",
            "|  32.0849|  34.7966|Tuesday|37.9|\n",
            "|32.111506|34.840876|Tuesday|37.9|\n",
            "+---------+---------+-------+----+\n",
            "only showing top 20 rows\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Select a certain temprature and see the total number of cars available, select a certain day and see the total number of cars available on that day"
      ],
      "metadata": {
        "id": "oADHRxi4OUsM"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Grouping by weekday"
      ],
      "metadata": {
        "id": "1cbl48mkQbYM"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_spark_temp.groupBy('weekday').sum('total_cars').show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "G_0rpvf2OUWU",
        "outputId": "1b2508af-408d-4024-99a6-7ae417cc95ab"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "+---------+---------------+\n",
            "|  weekday|sum(total_cars)|\n",
            "+---------+---------------+\n",
            "|  Tuesday|        1953032|\n",
            "|   Friday|        1825056|\n",
            "| Thursday|        1635504|\n",
            "| Saturday|        1849621|\n",
            "|   Monday|        2133532|\n",
            "|   Sunday|        1603988|\n",
            "|Wednesday|        1836809|\n",
            "+---------+---------------+\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "From this above analysis we can say that On Wednesday, the availability of cars is lowest while on tuesday the availability of cars is highest"
      ],
      "metadata": {
        "id": "yYPLyGDLRaN1"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "OQ8Ah5GrRW5z"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Grouping by location"
      ],
      "metadata": {
        "id": "53pg1CNGQdu-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_spark_temp.groupBy('latitude', 'longitude').sum('total_cars')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qkRrs_oPOSpv",
        "outputId": "5edd32fa-fd74-4de4-a1ff-f5902c01a276"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DataFrame[latitude: double, longitude: double, sum(total_cars): bigint]"
            ]
          },
          "metadata": {},
          "execution_count": 61
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Grouping by Temperature"
      ],
      "metadata": {
        "id": "Pkz3acs_Qmbb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_spark_temp.groupBy('temp').sum('total_cars')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JQE6OvXBQp1h",
        "outputId": "30cf7440-9bd7-4fc3-e1e8-695bbb143f61"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DataFrame[temp: string, sum(total_cars): bigint]"
            ]
          },
          "metadata": {},
          "execution_count": 56
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Predicting Total number of cars in a given location at a given day"
      ],
      "metadata": {
        "id": "gwCfLz2pZhpe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from pyspark.ml.feature import VectorAssembler"
      ],
      "metadata": {
        "id": "KrbCSOmbairq"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "featureAssembler = VectorAssembler(inputCols = [\"latitude\", \"longitude\"], outputCol=\"location\")"
      ],
      "metadata": {
        "id": "l8mv1pRPan95"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "new_df_spark = featureAssembler.transform(df_spark_temp)"
      ],
      "metadata": {
        "id": "VGgIXekHa6m6"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "k1vgWweubIwS"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "D3rvPxXUbLyt"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}