示例#1
0
    def from_id(cls, scene_id, metadata_client=None):
        """
        Return the metadata for a Descartes Labs scene ID as a Scene object.

        Also returns a :class:`~descarteslabs.scenes.geocontext.GeoContext`
        for loading the Scene's original, unwarped data.

        Parameters
        ----------
        scene_id: str
            Descartes Labs scene ID,
            e.g. "landsat:LC08:PRE:TOAR:meta_LC80270312016188_v1"
        metadata_client : Metadata, optional
            Unneeded in general use; lets you use a specific client instance
            with non-default auth and parameters.

        Returns
        -------
        scene: Scene
            Scene instance with metadata loaded from the Descartes Labs catalog
        ctx: AOI
            A :class:`~descarteslabs.scenes.geocontext.GeoContext`for loading this Scene's original data.
            The defaults used are described in `Scene.default_ctx`.

        Example
        -------
        >>> import descarteslabs as dl
        >>> scene, ctx = dl.scenes.Scene.from_id("landsat:LC08:PRE:TOAR:meta_LC80260322016197_v1")  # doctest: +SKIP
        >>> ctx  # doctest: +SKIP
        AOI(geometry=None,
            resolution=15.0,
            crs='EPSG:32615',
            align_pixels=False,
            bounds=(348592.5, 4345567.5, 581632.5, 4582807.5),
            bounds_crs='EPSG:32615',
            shape=None)
        >>> scene.properties.date  # doctest: +SKIP
        datetime.datetime(2016, 7, 15, 16, 53, 59, 495435)

        Raises
        ------
        NotFoundError
            If the ``scene_id`` cannot be found in the Descartes Labs catalog
        """
        if metadata_client is None:
            metadata_client = Metadata()

        metadata = metadata_client.get(scene_id)
        metadata = {
            "type": "Feature",
            "geometry": metadata.pop("geometry"),
            "id": metadata.pop("id"),
            "key": metadata.pop("key"),
            "properties": metadata
        }

        bands = metadata_client.get_bands_by_id(scene_id)
        scene = cls(metadata, bands)

        return scene, scene.default_ctx()
示例#2
0
    def from_id(cls, scene_id, metadata_client=None):
        """
        Return the metadata for a Descartes Labs scene ID as a Scene object.

        Also returns a GeoContext with reasonable defaults to use
        when loading the Scene's ndarray.

        Parameters
        ----------
        scene_id: str
            Descartes Labs scene ID,
            e.g. "landsat:LC08:PRE:TOAR:meta_LC80270312016188_v1"
        metadata_client : Metadata, optional
            Unneeded in general use; lets you use a specific client instance
            with non-default auth and parameters.

        Returns
        -------
        scene: Scene
            Scene instance with metadata loaded from the Descartes Labs catalog
        ctx: AOI
            A default GeoContext useful for loading this Scene.
            These defaults are used:

            * bounds: bounds of the Scene's geometry
            * resolution: the finest resolution of any band in the scene
            * crs: native CRS of the Scene (generally, a UTM CRS)
            * align_pixels: True

        Example
        -------
        >>> import descarteslabs as dl
        >>> scene, ctx = dl.scenes.Scene.from_id("landsat:LC08:PRE:TOAR:meta_LC80260322016197_v1")
        >>> ctx
        AOI(geometry=None,
            resolution=15,
            crs='EPSG:32615',
            align_pixels=True,
            bounds=(-94.724166, 39.2784859, -92.0686956, 41.3717716),
            shape=None)
        >>> scene.properties.date
        datetime.datetime(2016, 7, 15, 16, 53, 59, 495435)

        Raises
        ------
        NotFoundError
            If the ``scene_id`` cannot be found in the Descartes Labs catalog
        """
        if metadata_client is None:
            metadata_client = Metadata()

        metadata = metadata_client.get(scene_id)
        metadata = {
            "type": "Feature",
            "geometry": metadata.pop("geometry"),
            "id": metadata.pop("id"),
            "key": metadata.pop("key"),
            "properties": metadata
        }

        bands = metadata_client.get_bands_by_id(scene_id)
        scene = cls(metadata, bands)

        # TODO: not sure what default res should be
        try:
            default_resolution = min(
                filter(None,
                       [b.get("resolution") for b in six.itervalues(bands)]))
        except ValueError:
            default_resolution = 100

        # QUESTION: default bounds will now be in WGS84, not UTM
        # indeed, there's no way to give bounds in UTM besides with a DLTile,
        # which means you could get off-by-one issues with loading an entire scene
        # at native resolution, where the WGS84 bounds result in a slightly differently
        # sized raster than native UTM bounds would with reprojection errors
        try:
            bounds = scene.geometry.bounds
        except AttributeError:
            xs, ys = zip(*scene.geometry["coordinates"][0])
            bounds = (min(xs), min(ys), max(xs), max(ys))

        default_ctx = geocontext.AOI(bounds=bounds,
                                     resolution=default_resolution,
                                     crs=scene.properties["crs"])

        return scene, default_ctx