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        "!pip install earthengine-api\n",
        "!pip install geemap\n",
        "!pip install geopy  # Install geopy for geocoding location names\n",
        "!pip install meteostat  # Install meteostat for weather data\n"
      ],
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              "                    --jp-ui-font-color1: white;\n",
              "                    --jp-layout-color2: #454545;\n",
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              "                }\n",
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              "                .geemap-dark .jupyter-button {\n",
              "                    --jp-layout-color3: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-colab {\n",
              "                    background-color: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "\n",
              "                .geemap-colab .jupyter-button {\n",
              "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
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              "            </style>\n",
              "            "
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          "text": [
            "Requirement already satisfied: earthengine-api in /usr/local/lib/python3.10/dist-packages (1.0.0)\n",
            "Requirement already satisfied: google-cloud-storage in /usr/local/lib/python3.10/dist-packages (from earthengine-api) (2.8.0)\n",
            "Requirement already satisfied: google-api-python-client>=1.12.1 in /usr/local/lib/python3.10/dist-packages (from earthengine-api) (2.137.0)\n",
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            "Requirement already satisfied: google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0.dev0,>=1.31.5 in /usr/local/lib/python3.10/dist-packages (from google-api-python-client>=1.12.1->earthengine-api) (2.19.2)\n",
            "Requirement already satisfied: uritemplate<5,>=3.0.1 in /usr/local/lib/python3.10/dist-packages (from google-api-python-client>=1.12.1->earthengine-api) (4.1.1)\n",
            "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from google-auth>=1.4.1->earthengine-api) (5.5.0)\n",
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            "Requirement already satisfied: google-cloud-core<3.0dev,>=2.3.0 in /usr/local/lib/python3.10/dist-packages (from google-cloud-storage->earthengine-api) (2.4.1)\n",
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            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->earthengine-api) (2024.8.30)\n",
            "Requirement already satisfied: googleapis-common-protos<2.0.dev0,>=1.56.2 in /usr/local/lib/python3.10/dist-packages (from google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0.dev0,>=1.31.5->google-api-python-client>=1.12.1->earthengine-api) (1.65.0)\n",
            "Requirement already satisfied: protobuf!=3.20.0,!=3.20.1,!=4.21.0,!=4.21.1,!=4.21.2,!=4.21.3,!=4.21.4,!=4.21.5,<6.0.0.dev0,>=3.19.5 in /usr/local/lib/python3.10/dist-packages (from google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0.dev0,>=1.31.5->google-api-python-client>=1.12.1->earthengine-api) (3.20.3)\n",
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            "Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in /usr/local/lib/python3.10/dist-packages (from google-resumable-media>=2.3.2->google-cloud-storage->earthengine-api) (1.6.0)\n",
            "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth>=1.4.1->earthengine-api) (0.6.1)\n",
            "Requirement already satisfied: geemap in /usr/local/lib/python3.10/dist-packages (0.34.1)\n",
            "Requirement already satisfied: bqplot in /usr/local/lib/python3.10/dist-packages (from geemap) (0.12.43)\n",
            "Requirement already satisfied: colour in /usr/local/lib/python3.10/dist-packages (from geemap) (0.1.5)\n",
            "Requirement already satisfied: earthengine-api>=0.1.347 in /usr/local/lib/python3.10/dist-packages (from geemap) (1.0.0)\n",
            "Requirement already satisfied: eerepr>=0.0.4 in /usr/local/lib/python3.10/dist-packages (from geemap) (0.0.4)\n",
            "Requirement already satisfied: folium>=0.13.0 in /usr/local/lib/python3.10/dist-packages (from geemap) (0.17.0)\n",
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            "Requirement already satisfied: anyio<4,>=3.1.0 in /usr/local/lib/python3.10/dist-packages (from jupyter-server<3,>=1.8->notebook-shim>=0.2.3->nbclassic>=0.4.7->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets->ipyfilechooser>=0.6.0->geemap) (3.7.1)\n",
            "Requirement already satisfied: websocket-client in /usr/local/lib/python3.10/dist-packages (from jupyter-server<3,>=1.8->notebook-shim>=0.2.3->nbclassic>=0.4.7->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets->ipyfilechooser>=0.6.0->geemap) (1.8.0)\n",
            "Requirement already satisfied: sniffio>=1.1 in /usr/local/lib/python3.10/dist-packages (from anyio<4,>=3.1.0->jupyter-server<3,>=1.8->notebook-shim>=0.2.3->nbclassic>=0.4.7->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets->ipyfilechooser>=0.6.0->geemap) (1.3.1)\n",
            "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<4,>=3.1.0->jupyter-server<3,>=1.8->notebook-shim>=0.2.3->nbclassic>=0.4.7->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets->ipyfilechooser>=0.6.0->geemap) (1.2.2)\n",
            "Requirement already satisfied: geopy in /usr/local/lib/python3.10/dist-packages (2.4.1)\n",
            "Requirement already satisfied: geographiclib<3,>=1.52 in /usr/local/lib/python3.10/dist-packages (from geopy) (2.0)\n",
            "Collecting meteostat\n",
            "  Downloading meteostat-1.6.8-py3-none-any.whl.metadata (4.6 kB)\n",
            "Requirement already satisfied: pandas>=1.1 in /usr/local/lib/python3.10/dist-packages (from meteostat) (2.1.4)\n",
            "Requirement already satisfied: pytz in /usr/local/lib/python3.10/dist-packages (from meteostat) (2024.2)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from meteostat) (1.26.4)\n",
            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.1->meteostat) (2.8.2)\n",
            "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.1->meteostat) (2024.1)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas>=1.1->meteostat) (1.16.0)\n",
            "Downloading meteostat-1.6.8-py3-none-any.whl (31 kB)\n",
            "Installing collected packages: meteostat\n",
            "Successfully installed meteostat-1.6.8\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!earthengine authenticate"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 53
        },
        "id": "pDodqPy7cTFG",
        "outputId": "93e3cebb-4f31-49ea-f232-486c5d8c0127"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "            <style>\n",
              "                .geemap-dark {\n",
              "                    --jp-widgets-color: white;\n",
              "                    --jp-widgets-label-color: white;\n",
              "                    --jp-ui-font-color1: white;\n",
              "                    --jp-layout-color2: #454545;\n",
              "                    background-color: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-dark .jupyter-button {\n",
              "                    --jp-layout-color3: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-colab {\n",
              "                    background-color: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "\n",
              "                .geemap-colab .jupyter-button {\n",
              "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "            </style>\n",
              "            "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Authenticate: Limited support in Colab. Use ee.Authenticate() or --auth_mode=notebook instead.\n",
            "Authenticate: Credentials already exist.  Use --force to refresh.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import ee\n",
        "import geemap\n",
        "import requests\n",
        "import json\n",
        "from geopy.geocoders import Nominatim  # Import geopy to get lat/long\n",
        "from meteostat import Point, Daily\n",
        "from datetime import datetime\n",
        "\n",
        "# Initialize the Earth Engine module\n",
        "ee.Initialize()\n",
        "\n",
        "# Load the UHI dataset\n",
        "dataset = ee.ImageCollection('YALE/YCEO/UHI/Summer_UHI_yearly_pixel/v4')\n",
        "\n",
        "# Set visualization parameters\n",
        "visualization = {\n",
        "  'bands': ['Daytime'],\n",
        "  'min': -1.5,\n",
        "  'max': 7.5,\n",
        "  'palette': ['313695', '74add1', 'fed976', 'feb24c', 'fd8d3c', 'fc4e2a', 'e31a1c', 'b10026']\n",
        "}\n",
        "\n",
        "# Define the location to center the map\n",
        "Map = geemap.Map(center=[40.6, -74.7], zoom=7)\n",
        "\n",
        "# Add the layer to the map\n",
        "Map.addLayer(dataset, visualization, 'Daytime UHI')\n",
        "\n",
        "# Display the map\n",
        "Map\n"
      ],
      "metadata": {
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        "id": "jtr7sq9rRL__",
        "outputId": "196c18f8-9ad9-43fb-a970-656d679fb8dc"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "            <style>\n",
              "                .geemap-dark {\n",
              "                    --jp-widgets-color: white;\n",
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              "                    --jp-ui-font-color1: white;\n",
              "                    --jp-layout-color2: #454545;\n",
              "                    background-color: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-dark .jupyter-button {\n",
              "                    --jp-layout-color3: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-colab {\n",
              "                    background-color: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "\n",
              "                .geemap-colab .jupyter-button {\n",
              "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
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              "            </style>\n",
              "            "
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        {
          "output_type": "display_data",
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            "text/plain": [
              "Map(center=[40.6, -74.7], controls=(WidgetControl(options=['position', 'transparent_bg'], widget=SearchDataGUI…"
            ],
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    },
    {
      "cell_type": "code",
      "source": [
        "# Function to get coordinates (lat, long) for each location using geopy\n",
        "def get_coordinates(location_name):\n",
        "    geolocator = Nominatim(user_agent=\"maxiattiogbe@gmail.com\")\n",
        "    location = geolocator.geocode(location_name)\n",
        "    if location:\n",
        "        return location.latitude, location.longitude\n",
        "    else:\n",
        "        print(f\"Location not found: {location_name}\")\n",
        "        return None, None  # Return None if location not found\n",
        "\n",
        "# Function to convert Celsius to Fahrenheit\n",
        "def c_to_f(celsius):\n",
        "    return (celsius * 9/5) + 32\n",
        "\n",
        "# Placeholder function to calculate average day/night temperatures (replace with actual logic)\n",
        "def get_average_temperatures(lat, long):\n",
        "    try:\n",
        "        # Define the location for Meteostat\n",
        "        location = Point(lat, long)\n",
        "\n",
        "        # Define the date ranges for summer and winter\n",
        "        summer_start = datetime(2022, 6, 1)\n",
        "        summer_end = datetime(2022, 8, 31)\n",
        "        winter_start = datetime(2022, 12, 1)\n",
        "        winter_end = datetime(2023, 2, 28)\n",
        "\n",
        "        # Fetch daily temperature data for summer\n",
        "        summer_data = Daily(location, summer_start, summer_end)\n",
        "        summer_data = summer_data.fetch()\n",
        "\n",
        "        # Fetch daily temperature data for winter\n",
        "        winter_data = Daily(location, winter_start, winter_end)\n",
        "        winter_data = winter_data.fetch()\n",
        "\n",
        "        # Calculate average summer and winter temperatures in Celsius\n",
        "        avg_summer_day_temp_c = summer_data['tmax'].mean()  # Max temp (day)\n",
        "        avg_summer_night_temp_c = summer_data['tmin'].mean()  # Min temp (night)\n",
        "        avg_winter_day_temp_c = winter_data['tmax'].mean()  # Max temp (day)\n",
        "        avg_winter_night_temp_c = winter_data['tmin'].mean()  # Min temp (night)\n",
        "\n",
        "        # Convert temperatures to Fahrenheit\n",
        "        avg_summer_day_temp_f = c_to_f(avg_summer_day_temp_c)\n",
        "        avg_summer_night_temp_f = c_to_f(avg_summer_night_temp_c)\n",
        "        avg_winter_day_temp_f = c_to_f(avg_winter_day_temp_c)\n",
        "        avg_winter_night_temp_f = c_to_f(avg_winter_night_temp_c)\n",
        "\n",
        "        # Calculate annual averages as the average of summer and winter temperatures\n",
        "        annual_day_temp_f = (avg_summer_day_temp_f + avg_winter_day_temp_f) / 2\n",
        "        annual_night_temp_f = (avg_summer_night_temp_f + avg_winter_night_temp_f) / 2\n",
        "\n",
        "        return {\n",
        "            \"Annual daytime SUHI\": f\"{annual_day_temp_f:.2f} °F\",\n",
        "            \"Annual nighttime SUHI\": f\"{annual_night_temp_f:.2f} °F\",\n",
        "            \"Summer daytime SUHI\": f\"{avg_summer_day_temp_f:.2f} °F\",\n",
        "            \"Summer nighttime SUHI\": f\"{avg_summer_night_temp_f:.2f} °F\",\n",
        "            \"Winter daytime SUHI\": f\"{avg_winter_day_temp_f:.2f} °F\",\n",
        "            \"Winter nighttime SUHI\": f\"{avg_winter_night_temp_f:.2f} °F\"\n",
        "        }\n",
        "\n",
        "    except Exception as e:\n",
        "        print(f\"Error fetching data for coordinates {lat}, {long}: {e}\")\n",
        "        return {\n",
        "            \"Annual daytime SUHI\": \"N/A\",\n",
        "            \"Annual nighttime SUHI\": \"N/A\",\n",
        "            \"Summer daytime SUHI\": \"N/A\",\n",
        "            \"Summer nighttime SUHI\": \"N/A\",\n",
        "            \"Winter daytime SUHI\": \"N/A\",\n",
        "            \"Winter nighttime SUHI\": \"N/A\"\n",
        "        }\n",
        "\n",
        "# Function to create the JSON data\n",
        "def create_data_json(location_names):\n",
        "    data = []\n",
        "\n",
        "    for location_name in location_names:\n",
        "        lat, long = get_coordinates(location_name)\n",
        "\n",
        "        if lat is not None and long is not None:\n",
        "            # Get averaged day/night temperatures\n",
        "            temperatures = get_average_temperatures(lat, long)\n",
        "\n",
        "            # Add location data to the JSON structure\n",
        "            new_data = {\n",
        "                'locationName': location_name,\n",
        "                'lat': lat,\n",
        "                'long': long,\n",
        "            }\n",
        "            for key,value in temperatures.items():\n",
        "              new_data[key] = value\n",
        "            data.append(new_data)\n",
        "\n",
        "    # Save the data to a JSON file\n",
        "    with open('data.json', 'w') as outfile:\n",
        "        json.dump(data, outfile, indent=2)\n",
        "\n",
        "    print(\"Data saved to data.json\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "4KPs_U9felqm",
        "outputId": "8d943ef7-d573-4775-af6b-52414668d5e4"
      },
      "execution_count": 52,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "            <style>\n",
              "                .geemap-dark {\n",
              "                    --jp-widgets-color: white;\n",
              "                    --jp-widgets-label-color: white;\n",
              "                    --jp-ui-font-color1: white;\n",
              "                    --jp-layout-color2: #454545;\n",
              "                    background-color: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-dark .jupyter-button {\n",
              "                    --jp-layout-color3: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-colab {\n",
              "                    background-color: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "\n",
              "                .geemap-colab .jupyter-button {\n",
              "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "            </style>\n",
              "            "
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define a list of location names\n",
        "location_names = [\n",
        "    \"Harvard Yard, Cambridge, MA\",\n",
        "    \"Northeastern University Snell Library, Boston, MA\",\n",
        "    \"Massachusetts College of Art and Design, Boston, MA\",\n",
        "    \"Cambridge College, Cambridge, MA\",\n",
        "    \"Fenway Park, Fenway-Kenmore, Boston, MA\",\n",
        "    \"Back Bay Station, Boston, MA\",\n",
        "    \"Kendall/MIT Station, Cambridge, MA\",\n",
        "    \"Harvard Art Museums, Cambridge, MA\",\n",
        "    \"Suffolk University 73 Tremont Street, Boston, MA\",\n",
        "    \"Boston Public Library, Back Bay, Boston, MA\",\n",
        "    \"Museum of Fine Arts, Boston, MA\",\n",
        "    \"Boston Public Garden, Boston, MA\",\n",
        "    \"MIT Stata Center, Cambridge, MA\",\n",
        "    \"Harvard Science Center, Cambridge, MA\",\n",
        "    \"Prudential Tower, Boston, MA\",\n",
        "    \"Charles River Esplanade, Boston, MA\",\n",
        "    \"Longfellow Bridge, Cambridge, MA\",\n",
        "    \"Harvard Kennedy School, Cambridge, MA\",\n",
        "    \"MIT Museum, Cambridge, MA\",\n",
        "    \"Boston Common, Boston, MA\",\n",
        "    \"Copley Square, Boston, MA\",\n",
        "    \"Massachusetts General Hospital, Boston, MA\",\n",
        "    \"John F. Kennedy Presidential Library, Boston, MA\",\n",
        "    \"CambridgeSide Galleria, Cambridge, MA\",\n",
        "    \"Newbury Street, Back Bay, Boston, MA\",\n",
        "    \"Lechmere Canal Park, Cambridge, MA\",\n",
        "    \"Simmons University, Boston, MA\",\n",
        "    \"Seaport District, Boston, MA\",\n",
        "    \"Harvard Divinity School, Cambridge, MA\",\n",
        "    \"Harvard Law School, Cambridge, MA\",\n",
        "    \"Boston Children's Hospital, Boston, MA\"\n",
        "]\n",
        "\n",
        "# Call the function to create the data.json file\n",
        "create_data_json(location_names)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "6VpN3T-hemp4",
        "outputId": "49ad0b5f-b8dc-4e1d-9242-38c82a5a5856"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "            <style>\n",
              "                .geemap-dark {\n",
              "                    --jp-widgets-color: white;\n",
              "                    --jp-widgets-label-color: white;\n",
              "                    --jp-ui-font-color1: white;\n",
              "                    --jp-layout-color2: #454545;\n",
              "                    background-color: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-dark .jupyter-button {\n",
              "                    --jp-layout-color3: #383838;\n",
              "                }\n",
              "\n",
              "                .geemap-colab {\n",
              "                    background-color: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "\n",
              "                .geemap-colab .jupyter-button {\n",
              "                    --jp-layout-color3: var(--colab-primary-surface-color, white);\n",
              "                }\n",
              "            </style>\n",
              "            "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Data saved to data.json\n"
          ]
        }
      ]
    }
  ]
}