Placeholder method to get data for the chart.

Returns the DataTable instance containing the chart data.

Fetches JSON STAC description for the given Earth Engine dataset id.

Gets the dataset type of the collection. Returns: The dataset type of the collection.

Get the Earth Engine asset ID of an example dataset. Args: name (str): The name of the dataset, such as contents, countries, us_cities, u

Get Earth Engine token. Returns: dict: The Earth Engine token.

Lazily create and return the extra_tools list.

Returns the coordinates ('x' or 'y') of edges of a Polygon exterior. row (GeoPandas Series): The row of each of the GeoPandas DataFrame. geom

Returns the Google Maps API key from the environment or Colab user data. Args: key: The name of the environment variable or Colab user da

Fetches from Earth Engine the content of the given URL as bytes.

Download all images in an image collection and generate a gif/video. Args: ee_ic (object): ee.ImageCollection. out_dir: The outpu

Print out the information for an Earth Engine object using a tree structure. The source code was adapted from https://github.com/google/earthengi

Get a list of HTTP URLs to the example datasets. Returns: list: A list of HTTP URLs to the example datasets.

Lazily create and return the main_tools list.

Displays metadata about an Earth Engine asset. Args: asset_id: The Earth Engine asset id. source: 'ee', 'community' or 'all'.

Get a list of names of the example datasets. Returns: list: A list of names of the example datasets.

Get a list of palettable color palettes. Args: types (list, optional): A list of palettable types to return, e.g., types=['matplotlib', '

Returns a list of hex colors in a palette from a matplotlib colormap. See the list of colormaps at https://matplotlib.org/stable/tutorials/colors

Get the HTTP URL to an example dataset. Args: name (str): The name of the dataset. Raises: ValueError: If the dataset name i

Returns the approximate pixel scale of the current map view in meters.

Returns the temporary directory.

Returns a list of WMS layers from a WMS service. Args: url: The URL of the WMS service. return_titles: If True, the titles of the

Returns the current zoom level of the map.

Create a timelapse of GOES fire data. The code is adapted from Justin Braaten's code: https://code.earthengine.google.com/8a083a7fb13b95ad4ba148ed9b65

Create a timelapse of GOES data. The code is adapted from Justin Braaten's code: * https://code.earthengine.google.com/57245f2d3d04233765c42

Handles data update events. Args: _ (Any): Unused parameter.

Handles draw events. Args: _ (Any): Unused parameter. action: The action performed (created, edited, dele

Returns the current height of the map.

Returns the current height of the map.

Converts hex color to RGB color. Args: value: Hex color code as a string. Defaults to 'FFFFFF'. Returns: RGB color as a tupl

Converts a hex color code to an RGBA color string. Args: hex_color: The hex color code to convert. It can be in the format '#

Create a line chart with plotly.express, Args: data: DataFrame | array-like | dict | str (local file path or HTTP URL) This a

Converts the map to an HTML string that can be used in Gradio. Removes unsupported elements, such as attribution and any code blocks containin

Renders an HTML file as a Streamlit component. Args: filename: The filename of the HTML file. width: Width of the map. Defaults to

Calculates the area of each class of an image. Args: img (object): ee.Image groups (object, optional): The groups to use for the

Gets image band names. Args: img (ee.Image): The input image. Returns: ee.List: The returned list of image band names.

Returns the number of bands in an image. Args: image: The input image filepath or URL.

Returns a Chart from an image by class. Extracts and plots band values by class. Args: image: Image to extract band values from.

Generates a Chart from an image. Extracts and plots band values in one or more regions in the image, with each band in a separate series.

Retrieves the image cell size (e.g., spatial resolution) Args: img (object): ee.Image Returns: float: The nominal scale in m

Get the center of an image. Args: image: The input image filepath or URL. Returns: tuple: A tuple of (latitude, longitude).

Get a LocalTileserver TileClient from an image. Args: image (str): The input image filepath or URL. Returns: TileClient: A L

Performs a convolution on an image. Args: image (ee.Image | ee.ImageCollection): The image to convolve. kernel (ee.Kernel, option

Create an image with the number of available images for a specific region. Args: collection (ee.ImageCollection): The collection to be que

Retrieves the image acquisition date. Args: img (object): ee.Image date_format (str, optional): The date format to use. Defaults

Returns a time series chart days of the year. For an image collection for a specific region. Args: image_collection: The image colle

Generates a time series chart of an image collection for multiple regions over a range of days of the year. Args: image_collecti

Returns the list geotransform values of an image. Args: image: The input image filepath or URL.

Create a histogram of an image. Args: img (ee.Image): The image to calculate the histogram. region (ee.Geometry | ee.FeatureColle

Creates a histogram for each band of the specified image within the given region. Args: image: The EE image for which to create histogram

Returns a dictionary of the metadata of an image. Args: image: The input image filepath or URL.

Returns the URL of the preview image for the collection. Raises: ValueError: If no preview image is found.

Returns the projection of an image. Args: image: The input image filepath or URL.

Gets image properties. Args: img: The input image. date_format: The output date format. Defaults to 'YYYY-MM-dd HH:mm:ss'. R

Reclassify an image. Args: img (object): The image to which the remapping is applied. in_list (list): The source values (numbers

Generates a Chart from an image by regions. Extracts and plots band values in multiple regions. Args: image: Image to extract band v

Returns the resolution of an image. Args: image: The input image filepath or URL.

Generates a time series chart of an image collection for a specific region. Args: image_collection: The image collection to analyze.

Generates a time series chart of an image collection for multiple regions. Args: image_collection: The image collection to analyze.

Define the CRS of an image. Args: image: The input image filepath epsg: The EPSG code of the CRS to set.

Returns the size (width, height) of an image. Args: image: The input image filepath or URL.

Smooths an image. Args: img (object): The image to be smoothed. reducer (object): ee.Reducer kernel (object): ee.Kernel

Gets image descriptive statistics. Args: img: The input image to calculate descriptive statistics. region (object, optional): The

Calculate statistics for an image by zone. Args: image (ee.Image): The image to calculate statistics for. zones (ee.Image): The z

Converts an image to a numpy array. Args: image (str): A dataset path, URL or rasterio.io.DatasetReader object. Raises: File

Sends the current thinking of the LLM model to the user so that they are aware of what the model is thinking between function calls.

Install a Python package. Args: package: Package name or a GitHub URL or a list of package names or GitHub URLs.

Returns True if Google Drive is mounted, False otherwise.

Returns True if the bounding box is global, False otherwise.

Checks whether a pair of coordinates is valid. Args: location: A pair of latlon coordinates separated by comma or space. Returns:

Convert a list of jpg images to gif. Args: in_dir (str): The input directory containing jpg images. out_gif (str): The output fil

Create a JRC monthly history plot. Args: collection (ee.ImageCollection, optional): The image collection of JRC surface water monthly his

Link a slider and a label.

Jumps the map to a specified location. This function jumps the map to the specified location with the specified options. Additional k

Converts a KML to shapefile. Args: in_kml (str): The file path to the input KML. out_shp (str): The file path to the output shape

Converts a KMZ to ee.FeatureCollection. Args: in_kmz: The file path to the input KMZ. Raises: FileNotFoundError: The input K

Apply scaling factors to a Landsat image. Example https://developers.google.com/earth-engine/datasets/catalog/LANDSAT_LC09_C02_T1_L2

Generates a Landsat timelapse GIF image. Adapted from https://emaprlab.users.earthengine.app/view/lt-gee-time-series-animator by Justin Braaten.

Create a Landsat timelapse with optional sample points and time series chart. Args: roi (ee.Geometry): The region to use to filter the co

Generates an annual Landsat ImageCollection. Adapted from https://gist.github.com/jdbcode/76b9ac49faf51627ebd3ff988e10adbc by Justin Braaten.

Returns the last feature created.