Windowed aggregate= — a monthly NDVI series¶

download(aggregate=AggregationConfig(freq='1MS', op='mean')) loops one render per month, writing one GeoTIFF per window named {key}_{freq}_{YYYYMMDD}.tif (the same shape as the ECMWF / CMEMS backends).

Credentials guard¶

In [ ]:

import os
from pathlib import Path


def has_sh_credentials() -> bool:
    """Whether Sentinel Hub OAuth client-credentials are available."""
    return bool(
        os.environ.get("SENTINELHUB_CLIENT_ID")
        and os.environ.get("SENTINELHUB_CLIENT_SECRET")
    )


def run_or_skip(facade, **download_kwargs):
    """Run the live download when credentials exist, else print a skip note.

    Keeps the notebook executing top-to-bottom with no errors whether or not
    Sentinel Hub credentials are configured (so the docs build never needs
    secrets). Set SENTINELHUB_CLIENT_ID / SENTINELHUB_CLIENT_SECRET to run the cell for real.
    """
    if not has_sh_credentials():
        print(
            "No Sentinel Hub credentials found - skipping the live download.\n"
            "Mint an OAuth client_credentials pair in the CDSE Dashboard and set\n"
            "SENTINELHUB_CLIENT_ID / SENTINELHUB_CLIENT_SECRET (see the Authentication page)."
        )
        return []
    results = facade.download(**download_kwargs)
    for item in results:
        print(item)
    return results

import os from pathlib import Path def has_sh_credentials() -> bool: """Whether Sentinel Hub OAuth client-credentials are available.""" return bool( os.environ.get("SENTINELHUB_CLIENT_ID") and os.environ.get("SENTINELHUB_CLIENT_SECRET") ) def run_or_skip(facade, **download_kwargs): """Run the live download when credentials exist, else print a skip note. Keeps the notebook executing top-to-bottom with no errors whether or not Sentinel Hub credentials are configured (so the docs build never needs secrets). Set SENTINELHUB_CLIENT_ID / SENTINELHUB_CLIENT_SECRET to run the cell for real. """ if not has_sh_credentials(): print( "No Sentinel Hub credentials found - skipping the live download.\n" "Mint an OAuth client_credentials pair in the CDSE Dashboard and set\n" "SENTINELHUB_CLIENT_ID / SENTINELHUB_CLIENT_SECRET (see the Authentication page)." ) return [] results = facade.download(**download_kwargs) for item in results: print(item) return results

A 3-month NDVI series¶

In [ ]:

from earthlens import EarthLens
from earthlens.aggregate import AggregationConfig

facade = EarthLens(
    data_source='sentinel-hub',
    dataset='sentinel-2-l2a-ndvi',
    variables=[],
    start='2020-04-01',
    end='2020-06-30',
    aoi=[14.24, 40.80, 14.27, 40.83],
    path='data/sh-monthly',
    resolution=20,
)
paths = run_or_skip(facade, aggregate=AggregationConfig(freq='1MS', op='mean'))
paths

from earthlens import EarthLens from earthlens.aggregate import AggregationConfig facade = EarthLens( data_source='sentinel-hub', dataset='sentinel-2-l2a-ndvi', variables=[], start='2020-04-01', end='2020-06-30', aoi=[14.24, 40.80, 14.27, 40.83], path='data/sh-monthly', resolution=20, ) paths = run_or_skip(facade, aggregate=AggregationConfig(freq='1MS', op='mean')) paths