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# Create Monthly NDVI composites using Harmonized Landsat Sentinel (HLS) data from NASA CMR STAC api using `pystac_client` & `stackstac`
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2022-02-07_cmr-stac-api.ipynb
{
"cells": [
{
"cell_type": "markdown",
"id": "3b95e237-ebd3-4b47-90fa-a414e3a421dd",
"metadata": {},
"source": [
"# Create Monthly NDVI composites using Harmonized Landsat Sentinel (HLS) data from NASA CMR STAC api using `pystac_client` & `stackstac` "
]
},
{
"cell_type": "markdown",
"id": "04fed57d-56a5-497f-84cf-d9f093c28b5c",
"metadata": {},
"source": [
"In this tutorial we will do the following tasks:\n",
"\n",
"1. Use leafmap to select an Area of Interest (AOI) and save it as a geojson\n",
"2. Explore NASA CMR STAC API using `pystac_client` CLI & Python API\n",
"3. Understand & visualize the availability of Harmonized Landsat Sentinel (HLS) data for an AOI, in our case near Thoska Projekt, Egypt\n",
"4. Use `dask` and `stackstac` to pull data efficiently\n",
"5. Load the data as lazy `xarrays`, filter by cloudcover, compute NDVI & compute monthly composites.\n",
"6. Visualize the evolution of beautiful crop circles over time"
]
},
{
"cell_type": "markdown",
"id": "e6fac036-9b4f-4a31-9c6f-f32fe055a95a",
"metadata": {},
"source": [
"Before starting this tutorial make sure you signed-up for https://urs.earthdata.nasa.gov/ & have a `.netrc` file configured. If not please [run this script](https://git.earthdata.nasa.gov/projects/LPDUR/repos/daac_data_download_python/browse/EarthdataLoginSetup.py) before proceeding any further."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "e572e203-49eb-479d-84ef-ef3290f6eeda",
"metadata": {},
"outputs": [],
"source": [
"# Import all the packages we will be using in our workflow\n",
"import json\n",
"import warnings\n",
"import os\n",
"from pathlib import Path\n",
"\n",
"import leafmap\n",
"import geopandas as gpd\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import rasterio as rio\n",
"import stackstac\n",
"import xarray as xr\n",
"from dask import distributed\n",
"from geojson_rewind import rewind\n",
"from osgeo import gdal\n",
"from pystac_client import Client\n",
"from IPython import display\n",
"\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "markdown",
"id": "c3cc3d09-c369-4159-9d50-c4e14cd10fc0",
"metadata": {},
"source": [
"### Set GDAL configuration to successfully access LP DAAC Cloud Assets"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "29b2155c-fd9e-406f-ab00-81cd9ea4fb67",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<rasterio.env.Env at 0x1038177c0>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rio_env = rio.Env(GDAL_DISABLE_READDIR_ON_OPEN='TRUE',\n",
" GDAL_HTTP_COOKIEFILE=os.path.expanduser('~/cookies.txt'),\n",
" GDAL_HTTP_COOKIEJAR=os.path.expanduser('~/cookies.txt'))\n",
"rio_env.__enter__()"
]
},
{
"cell_type": "markdown",
"id": "fec9d985-8da9-4b1b-a5a2-be0083322c7e",
"metadata": {},
"source": [
"Create a `path` object to `DATA` and look what we have inside it. We have a default `aoi.geojson` file that points to somewhere near Egypt's Thoshka Projekt. You can choose to use the default file or select one from the map rendered inside the notebook next."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "0990c762-c452-4350-96ad-d4159ee46d12",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"egypt-thoska-project.geojson\n"
]
}
],
"source": [
"DATA = Path('data')\n",
"!ls {DATA}"
]
},
{
"cell_type": "markdown",
"id": "9f0bab0f-0c10-46c9-b4ba-b4df93b22f15",
"metadata": {},
"source": [
"# Select an AOI\n",
"\n",
"We will use `leafmap` to select any AOI of our choice & save it as a GeoJSON inside the `data/` folder. For reference on how you can select an area & save as GeoJSON please check the create_vector notebook: https://leafmap.org/notebooks/45_create_vector/"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "84632fde-c1e0-4751-b3f7-b09d4026941b",
"metadata": {},
"outputs": [],
"source": [
"import leafmap.leafmap as leafmap"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "8d481b0c-6201-4a2c-96e9-6910a5917def",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a7af2bb7ccb44751b0562cf6c1bf71d1",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Map(center=[31.5, 22.5], controls=(ZoomControl(options=['position', 'zoom_in_text', 'zoom_in_title', 'zoom_out…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"m = leafmap.Map(center=(31.5, 22.5), zoom=8, \n",
" draw_control=True, measure_control=False, fullscreen_control=False, attribution_control=True)\n",
"m"
]
},
{
"cell_type": "markdown",
"id": "2c81816e-1529-4bd8-a227-da4adb2c8850",
"metadata": {},
"source": [
"We can check if our newly created aoi is saved inside the `data/` folder & peek inside. Here I have created a new aoi named `aoi.geojson` as an example. "
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1411f76d-4f40-4f10-a707-03ec5933fa4b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"aoi.geojson egypt-thoska-project.geojson\n"
]
}
],
"source": [
"!ls {DATA}"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "334247c5-9ef3-4ca1-b520-07b987c5d8d6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'type': 'FeatureCollection',\n",
" 'features': [{'type': 'Feature',\n",
" 'properties': {},\n",
" 'geometry': {'type': 'Polygon',\n",
" 'coordinates': [[[31.198854, 22.476446],\n",
" [31.460311, 22.476446],\n",
" [31.460311, 22.707661],\n",
" [31.198854, 22.707661],\n",
" [31.198854, 22.476446]]]}}]}"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Hack: Leaflet doesn't obey the right hand rule while saving polygons as Feature Collection. \n",
"# We use geojson rewind to fix that here.\n",
"aoi = json.load((DATA/\"aoi.geojson\").open(\"r\"))\n",
"aoi = rewind(aoi)\n",
"json.dump(aoi, (DATA/\"aoi.geojson\").open(\"w\"))\n",
"aoi"
]
},
{
"cell_type": "markdown",
"id": "e18dccca-dff4-493c-9079-cc4fd32879dc",
"metadata": {},
"source": [
"# NASA CMR STAC\n",
"\n",
"NASA's Common Metadata Repository (CMR) is a metadata catalog of NASA Earth Science data. STAC, or SpatioTemporal Asset Catalog, is a specification for describing geospatial data with JSON and GeoJSON. The related STAC-API specification defines an API for searching and browsing STAC catalogs.\n",
"\n",
"To know more about STAC & ARCO data formats please visit https://stacindex.org/ and https://pangeo-forge.readthedocs.io/en/latest/"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "d61c9bd2-be1d-4e79-b610-58fbce7d6d53",
"metadata": {},
"outputs": [],
"source": [
"# NASA CMR STAC URL\n",
"CMR_STAC_URL = \"https://cmr.earthdata.nasa.gov/stac\"\n",
"providers = Client.open(CMR_STAC_URL)"
]
},
{
"cell_type": "markdown",
"id": "f04d1ef9-2030-4c23-8b3e-1eab78440d30",
"metadata": {},
"source": [
"### Sub Catalog\n",
"\n",
"NASA CMR STAC base catalog has a list of sub-catalog such as NOAA, JAXA, LPCLOUD etc. Let us list them down here for reference."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "c69234cf-4035-4823-89c0-9117a4ebc6f7",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'LARC_ASDC :: USGS_EROS :: ESA :: GHRC :: LAADS :: OBPG :: OB_DAAC :: ECHO :: ISRO :: LPCUMULUS :: EDF_DEV04 :: GES_DISC :: ASF :: OMINRT :: EUMETSAT :: NCCS :: NSIDCV0 :: PODAAC :: LARC :: USGS :: SCIOPS :: LANCEMODIS :: CDDIS :: JAXA :: AU_AADC :: ECHO10_OPS :: LPDAAC_ECS :: NSIDC_ECS :: ORNL_DAAC :: LM_FIRMS :: SEDAC :: LANCEAMSR2 :: NOAA_NCEI :: USGS_LTA :: GESDISCCLD :: GHRSSTCWIC :: ASIPS :: ESDIS :: POCLOUD :: NSIDC_CPRD :: ORNL_CLOUD :: FEDEO :: MLHUB :: XYZ_PROV :: GHRC_DAAC :: CSDA :: NRSCC :: CEOS_EXTRA :: MOPITT :: GHRC_CLOUD :: LPCLOUD :: CCMEO'"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"\" :: \".join([provider.title for provider in providers.get_children()])"
]
},
{
"cell_type": "markdown",
"id": "bdd694f9-843f-4522-afe4-3ed66c4bf335",
"metadata": {},
"source": [
"### We will use the Harmonised Landsat Sentinel (HLS) data available under `LPCLOUD` Sub-Catalog\n",
"\n",
"HLS consists of input data from the joint NASA/USGS Landsat 8 and the ESA (European Space Agency) Sentinel-2A and Sentinel-2B satellites to generate a harmonized, analysis-ready surface reflectance data product with observations every two to three days."
]
},
{
"cell_type": "markdown",
"id": "d0267e6e-ac95-465a-bbc7-5a919f64eea7",
"metadata": {},
"source": [
"# Access NASA CMR STAC LPCLOUD API using `pystac_client`\n",
"\n",
"We will look at using both the python-client & CLI of `pystac_client` to access STAC data. "
]
},
{
"cell_type": "markdown",
"id": "7b2dece8-49c4-455c-b768-8de9082f11ae",
"metadata": {},
"source": [
"## 1. `pystac_client` CLI\n",
"\n",
"Here we are searching for tiles in collection \"HLSS30.v2.0\" & \"HLSL30.v2.0\" that intersects our defined AOI. We are defining the date-range between Jan-2019 to Jan-2022 & saving the results inside `data/aoi-catalog.json`"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "69b1096c-f27e-48cc-9a02-d705b0ccb4d4",
"metadata": {},
"outputs": [],
"source": [
"!stac-client search 'https://cmr.earthdata.nasa.gov/stac/LPCLOUD' \\\n",
" --collection HLSS30.v2.0 HLSL30.v2.0 \\\n",
" --intersects {DATA/'aoi.geojson'} \\\n",
" --datetime 2019-01-01/2022-01-31 > data/aoi-catalog.json"
]
},
{
"cell_type": "markdown",
"id": "fff16d87-c8a0-4914-9d56-5779f6aff735",
"metadata": {},
"source": [
"Now, we can look manually inside the raw json file which has details about each tile like properties, bounds, assets etc.\n",
"\n",
"We can also use [`stacterm`](https://github.com/stac-utils/stac-terminal) which is a library for displaying information (tables, calendars, plots, histograms) about STAC Items in the terminal to get a sense of the data coverage in our AOI."
]
},
{
"cell_type": "markdown",
"id": "97bb98c1-36a0-49b7-a2a1-a09fb7f4fefa",
"metadata": {},
"source": [
"### List down the days on which we have HLS data available "
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "2e16fe14-29b4-4a35-bd99-8740726c5630",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 2019 \n",
"\n",
" January February March \n",
"Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su\n",
" \u001b[41m 1\u001b[0m 2 3 4 5 6 1 \u001b[41m 2\u001b[0m 3 1 2 3 \n",
" 7 8 9 10 11 12 13 4 5 6 7 8 9 10 4 5 \u001b[41m 6\u001b[0m 7 8 9 10 \n",
"14 15 16 \u001b[41m17\u001b[0m 18 19 20 11 12 13 14 15 16 17 11 12 13 14 15 16 17 \n",
"21 22 23 24 25 26 27 \u001b[41m18\u001b[0m 19 20 21 22 23 24 18 19 20 21 \u001b[41m22\u001b[0m 23 24 \n",
"28 29 30 31 25 26 27 28 25 26 27 28 29 30 31 \n",
"\n",
" April May June \n",
"Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su\n",
" 1 2 3 4 5 6 \u001b[41m 7\u001b[0m 1 2 3 4 5 1 2 \n",
" 8 9 10 11 12 13 14 6 7 8 \u001b[41m 9\u001b[0m 10 11 12 3 4 5 6 7 8 9 \n",
"15 16 17 18 19 20 21 13 14 15 16 17 18 19 \u001b[41m10\u001b[0m 11 12 13 14 15 16 \n",
"22 \u001b[41m23\u001b[0m 24 25 26 27 28 20 21 22 23 24 \u001b[41m25\u001b[0m 26 17 18 19 20 21 22 23 \n",
"29 30 27 28 29 30 31 24 25 \u001b[41m26\u001b[0m 27 28 29 30 \n",
"\n",
" July August September \n",
"Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su\n",
" 1 2 3 4 5 6 7 1 2 3 4 1 \n",
" 8 9 10 11 \u001b[41m12\u001b[0m 13 14 5 6 7 8 9 10 11 2 3 4 5 6 7 8 \n",
"15 16 17 18 19 20 21 12 \u001b[41m13\u001b[0m 14 15 16 17 18 9 10 11 12 13 \u001b[41m14\u001b[0m 15 \n",
"22 23 24 25 26 27 \u001b[41m28\u001b[0m 19 20 21 22 23 24 25 16 17 18 19 20 21 22 \n",
"29 30 31 26 27 28 \u001b[41m29\u001b[0m 30 31 23 24 25 26 27 28 29 \n",
"\n",
" October November December \n",
"Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su\n",
" 1 2 3 4 5 6 \u001b[41m 1\u001b[0m 2 3 1 \n",
" 7 8 9 10 11 12 13 4 5 6 7 8 9 10 2 \u001b[41m 3\u001b[0m 4 5 6 7 8 \n",
"14 15 \u001b[41m16\u001b[0m 17 18 19 20 11 12 13 14 15 16 \u001b[41m17\u001b[0m 9 10 11 12 13 14 15 \n",
"21 22 23 24 25 26 27 18 19 20 21 22 23 24 16 17 18 \u001b[41m19\u001b[0m 20 21 22 \n",
"28 29 30 31 25 26 27 28 29 30 23 24 25 26 27 28 29 \n",
"\n",
" 2020 \n",
"\n",
" January February March \n",
"Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su\n",
" 1 2 3 \u001b[41m 4\u001b[0m 5 1 2 1 \n",
" 6 7 8 9 10 11 12 3 4 \u001b[41m 5\u001b[0m 6 7 8 9 2 3 4 5 6 7 \u001b[41m 8\u001b[0m \n",
"13 14 15 16 17 18 19 10 11 12 13 14 15 16 9 10 11 12 13 14 15 \n",
"\u001b[41m20\u001b[0m 21 22 23 24 25 26 17 18 19 20 \u001b[41m21\u001b[0m 22 23 16 17 18 19 20 21 22 \n",
"27 28 29 30 31 24 25 26 27 28 29 23 \u001b[41m24\u001b[0m 25 26 27 28 29 \n",
"\n",
" April May June \n",
"Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su\n",
" 1 2 3 4 5 1 2 3 1 2 3 4 5 6 7 \n",
" 6 7 8 \u001b[41m 9\u001b[0m 10 11 12 4 5 6 7 8 9 10 8 9 10 11 \u001b[41m12\u001b[0m 13 14 \n",
"13 14 15 16 17 18 19 \u001b[41m11\u001b[0m 12 13 14 15 16 17 15 16 17 18 19 20 21 \n",
"20 21 22 23 24 \u001b[41m25\u001b[0m 26 18 19 20 21 22 23 24 22 23 24 25 26 27 \u001b[41m28\u001b[0m \n",
"27 28 29 30 25 26 \u001b[41m27\u001b[0m 28 29 30 31 29 30 \n",
"\n",
" July August September \n",
"Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su\n",
" 1 2 3 4 5 1 2 1 2 3 4 5 6 \n",
" 6 7 8 9 10 11 12 3 4 5 6 7 8 9 7 8 9 10 11 12 13 \n",
"13 \u001b[41m14\u001b[0m 15 16 17 18 19 10 11 12 13 14 \u001b[41m15\u001b[0m 16 14 15 \u001b[41m16\u001b[0m 17 18 19 20 \n",
"20 21 22 23 24 25 26 17 18 19 20 21 22 23 21 22 23 24 25 26 27 \n",
"27 28 29 \u001b[41m30\u001b[0m 31 24 25 26 27 28 29 30 28 29 \u001b[42m30\u001b[0m \n",
"\n",
" October November December \n",
"Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su\n",
" 1 \u001b[43m 2\u001b[0m 3 4 \u001b[42m 1\u001b[0m \u001b[42m 1\u001b[0m 2 3 \u001b[42m 4\u001b[0m \u001b[41m 5\u001b[0m \u001b[42m 6\u001b[0m \n",
"\u001b[42m 5\u001b[0m 6 \u001b[42m 7\u001b[0m 8 9 \u001b[42m10\u001b[0m 11 2 3 \u001b[42m 4\u001b[0m 5 \u001b[42m 6\u001b[0m 7 8 7 8 \u001b[42m 9\u001b[0m 10 \u001b[42m11\u001b[0m 12 13 \n",
"\u001b[42m12\u001b[0m 13 14 \u001b[42m15\u001b[0m 16 \u001b[42m17\u001b[0m \u001b[41m18\u001b[0m \u001b[42m 9\u001b[0m 10 \u001b[42m11\u001b[0m 12 13 \u001b[42m14\u001b[0m 15 \u001b[42m14\u001b[0m 15 \u001b[42m16\u001b[0m 17 18 \u001b[42m19\u001b[0m 20 \n",
"19 \u001b[42m20\u001b[0m 21 \u001b[42m22\u001b[0m 23 24 \u001b[42m25\u001b[0m \u001b[42m16\u001b[0m 17 18 \u001b[43m19\u001b[0m 20 \u001b[42m21\u001b[0m 22 \u001b[43m21\u001b[0m 22 23 \u001b[42m24\u001b[0m 25 \u001b[42m26\u001b[0m 27 \n",
"26 \u001b[42m27\u001b[0m 28 29 \u001b[42m30\u001b[0m 31 23 \u001b[42m24\u001b[0m 25 \u001b[42m26\u001b[0m 27 28 \u001b[42m29\u001b[0m 28 \u001b[42m29\u001b[0m 30 \u001b[42m31\u001b[0m \n",
"\n",
" 2021 \n",
"\n",
" January February March \n",
"Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su\n",
" 1 2 \u001b[42m 3\u001b[0m 1 \u001b[42m 2\u001b[0m 3 \u001b[42m 4\u001b[0m 5 6 \u001b[43m 7\u001b[0m \u001b[42m 1\u001b[0m 2 3 \u001b[42m 4\u001b[0m 5 \u001b[42m 6\u001b[0m 7 \n",
" 4 \u001b[42m 5\u001b[0m \u001b[41m 6\u001b[0m 7 \u001b[42m 8\u001b[0m 9 \u001b[42m10\u001b[0m 8 \u001b[42m 9\u001b[0m 10 11 \u001b[42m12\u001b[0m 13 \u001b[42m14\u001b[0m 8 \u001b[42m 9\u001b[0m 10 \u001b[43m11\u001b[0m 12 13 \u001b[42m14\u001b[0m \n",
"11 12 \u001b[42m13\u001b[0m 14 \u001b[42m15\u001b[0m 16 17 15 16 \u001b[42m17\u001b[0m 18 \u001b[42m19\u001b[0m 20 21 15 \u001b[42m16\u001b[0m 17 18 \u001b[42m19\u001b[0m 20 \u001b[42m21\u001b[0m \n",
"\u001b[42m18\u001b[0m 19 \u001b[42m20\u001b[0m 21 \u001b[41m22\u001b[0m \u001b[42m23\u001b[0m 24 \u001b[42m22\u001b[0m \u001b[41m23\u001b[0m \u001b[42m24\u001b[0m 25 26 \u001b[42m27\u001b[0m 28 22 23 \u001b[42m24\u001b[0m 25 \u001b[42m26\u001b[0m \u001b[41m27\u001b[0m 28 \n",
"\u001b[42m25\u001b[0m 26 27 \u001b[42m28\u001b[0m 29 \u001b[42m30\u001b[0m 31 \u001b[42m29\u001b[0m 30 \u001b[42m31\u001b[0m \n",
"\n",
" April May June \n",
"Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su\n",
" 1 2 \u001b[42m 3\u001b[0m 4 1 2 1 \u001b[42m 2\u001b[0m 3 \u001b[42m 4\u001b[0m 5 6 \n",
"\u001b[42m 5\u001b[0m 6 7 \u001b[42m 8\u001b[0m 9 \u001b[42m10\u001b[0m 11 \u001b[42m 3\u001b[0m 4 \u001b[42m 5\u001b[0m 6 7 \u001b[42m 8\u001b[0m 9 \u001b[42m 7\u001b[0m 8 \u001b[42m 9\u001b[0m 10 11 \u001b[42m12\u001b[0m 13 \n",
"\u001b[41m12\u001b[0m \u001b[42m13\u001b[0m 14 \u001b[42m15\u001b[0m 16 17 \u001b[42m18\u001b[0m \u001b[42m10\u001b[0m 11 12 \u001b[42m13\u001b[0m \u001b[41m14\u001b[0m \u001b[42m15\u001b[0m 16 \u001b[42m14\u001b[0m \u001b[41m15\u001b[0m 16 \u001b[42m17\u001b[0m 18 \u001b[42m19\u001b[0m 20 \n",
"19 \u001b[42m20\u001b[0m 21 22 \u001b[42m23\u001b[0m 24 \u001b[42m25\u001b[0m 17 \u001b[42m18\u001b[0m 19 \u001b[42m20\u001b[0m 21 22 \u001b[42m23\u001b[0m 21 \u001b[42m22\u001b[0m 23 \u001b[42m24\u001b[0m 25 26 \u001b[42m27\u001b[0m \n",
"26 27 \u001b[43m28\u001b[0m 29 \u001b[42m30\u001b[0m 24 \u001b[42m25\u001b[0m 26 27 \u001b[42m28\u001b[0m 29 \u001b[43m30\u001b[0m 28 \u001b[42m29\u001b[0m 30 \n",
"\n",
" July August September \n",
"Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su\n",
" \u001b[41m 1\u001b[0m \u001b[42m 2\u001b[0m 3 \u001b[42m 4\u001b[0m \u001b[42m 1\u001b[0m 1 \u001b[42m 2\u001b[0m \u001b[41m 3\u001b[0m 4 \u001b[42m 5\u001b[0m \n",
" 5 6 \u001b[42m 7\u001b[0m 8 \u001b[42m 9\u001b[0m 10 11 \u001b[41m 2\u001b[0m \u001b[42m 3\u001b[0m 4 5 \u001b[42m 6\u001b[0m 7 \u001b[42m 8\u001b[0m 6 \u001b[42m 7\u001b[0m 8 9 \u001b[42m10\u001b[0m 11 \u001b[42m12\u001b[0m \n",
"\u001b[42m12\u001b[0m 13 \u001b[42m14\u001b[0m 15 16 \u001b[43m17\u001b[0m 18 9 10 \u001b[42m11\u001b[0m 12 \u001b[42m13\u001b[0m 14 15 13 14 \u001b[42m15\u001b[0m 16 \u001b[42m17\u001b[0m 18 \u001b[41m19\u001b[0m \n",
"\u001b[42m19\u001b[0m 20 21 \u001b[42m22\u001b[0m 23 \u001b[42m24\u001b[0m 25 \u001b[42m16\u001b[0m 17 \u001b[43m18\u001b[0m 19 20 \u001b[42m21\u001b[0m 22 \u001b[42m20\u001b[0m 21 \u001b[42m22\u001b[0m 23 24 \u001b[42m25\u001b[0m 26 \n",
"26 \u001b[42m27\u001b[0m 28 \u001b[42m29\u001b[0m 30 31 \u001b[42m23\u001b[0m 24 25 \u001b[42m26\u001b[0m 27 \u001b[42m28\u001b[0m 29 \u001b[42m27\u001b[0m 28 29 \u001b[42m30\u001b[0m \n",
"\n",
" October November December \n",
"Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su\n",
" 1 \u001b[42m 2\u001b[0m 3 \u001b[42m 1\u001b[0m 2 3 \u001b[42m 4\u001b[0m 5 \u001b[43m 6\u001b[0m 7 \u001b[42m 1\u001b[0m 2 3 \u001b[42m 4\u001b[0m 5 \n",
" 4 \u001b[43m 5\u001b[0m 6 \u001b[42m 7\u001b[0m 8 9 \u001b[42m10\u001b[0m 8 9 10 \u001b[42m11\u001b[0m 12 13 \u001b[42m14\u001b[0m \u001b[42m 6\u001b[0m 7 \u001b[41m 8\u001b[0m \u001b[42m 9\u001b[0m 10 \u001b[42m11\u001b[0m 12 \n",
"11 \u001b[42m12\u001b[0m 13 14 \u001b[42m15\u001b[0m 16 \u001b[42m17\u001b[0m 15 \u001b[42m16\u001b[0m 17 18 \u001b[42m19\u001b[0m 20 \u001b[42m21\u001b[0m 13 14 15 \u001b[42m16\u001b[0m 17 18 \u001b[42m19\u001b[0m \n",
"18 19 \u001b[42m20\u001b[0m \u001b[41m21\u001b[0m \u001b[42m22\u001b[0m 23 24 \u001b[41m22\u001b[0m 23 \u001b[42m24\u001b[0m 25 \u001b[42m26\u001b[0m 27 28 20 \u001b[42m21\u001b[0m 22 23 \u001b[43m24\u001b[0m 25 \u001b[42m26\u001b[0m \n",
"\u001b[42m25\u001b[0m 26 \u001b[42m27\u001b[0m 28 29 \u001b[42m30\u001b[0m 31 \u001b[42m29\u001b[0m 30 27 28 \u001b[42m29\u001b[0m 30 \u001b[42m31\u001b[0m \n",
"\n",
" 2022 \n",
"\n",
" January February March \n",
"Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su Mo Tu We Th Fr Sa Su\n",
" 1 2 1 2 3 4 5 6 1 2 3 4 5 6 \n",
"\u001b[42m 3\u001b[0m 4 \u001b[42m 5\u001b[0m 6 7 \u001b[42m 8\u001b[0m \u001b[41m 9\u001b[0m 7 8 9 10 11 12 13 7 8 9 10 11 12 13 \n",
"\u001b[42m10\u001b[0m 11 12 \u001b[42m13\u001b[0m 14 \u001b[42m15\u001b[0m 16 14 15 16 17 18 19 20 14 15 16 17 18 19 20 \n",
"17 \u001b[42m18\u001b[0m 19 \u001b[42m20\u001b[0m 21 22 \u001b[42m23\u001b[0m 21 22 23 24 25 26 27 21 22 23 24 25 26 27 \n",
"24 \u001b[43m25\u001b[0m 26 27 \u001b[42m28\u001b[0m 29 \u001b[42m30\u001b[0m 28 28 29 30 31 \n",
"31 \n",
"\n",
"collection:\n",
" \u001b[41mHLSL30.v2.0 \u001b[0m\n",
" \u001b[42mHLSS30.v2.0 \u001b[0m\n",
" \u001b[43mMultiple \u001b[0m\n",
"\n"
]
}
],
"source": [
"!cat data/aoi-catalog.json | stacterm cal"
]
},
{
"cell_type": "markdown",
"id": "cd670328-412b-466f-9beb-3858fca5d764",
"metadata": {},
"source": [
"> We have data from only HLSL30 (Landsat) collection available till Aug 2020, HLSS30 (Sentinel) collection starts appearing from Sept, 2020. We can also represent the same data in a tabular manner by applying filter & sort functions."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "5d0c9240-d029-40ed-abb8-6990811344b4",
"metadata": {
"collapsed": true,
"jupyter": {
"outputs_hidden": true
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"| collection | date | eo:cloud_cover |\n",
"|-------------|------------|----------------|\n",
"| HLSS30.v2.0 | 2022-01-30 | 0 |\n",
"| HLSS30.v2.0 | 2021-12-01 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-31 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-31 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-29 | 0 |\n",
"| HLSS30.v2.0 | 2021-12-04 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-26 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-26 | 0 |\n",
"| HLSS30.v2.0 | 2021-12-04 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-21 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-21 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-19 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-19 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-16 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-11 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-11 | 0 |\n",
"| HLSL30.v2.0 | 2021-03-11 | 0 |\n",
"| HLSL30.v2.0 | 2021-03-11 | 0 |\n",
"| HLSS30.v2.0 | 2021-04-05 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-09 | 0 |\n",
"| HLSS30.v2.0 | 2021-04-05 | 0 |\n",
"| HLSL30.v2.0 | 2021-04-12 | 0 |\n",
"| HLSS30.v2.0 | 2021-05-05 | 0 |\n",
"| HLSS30.v2.0 | 2021-11-19 | 0 |\n",
"| HLSS30.v2.0 | 2021-04-30 | 0 |\n",
"| HLSS30.v2.0 | 2021-04-30 | 0 |\n",
"| HLSS30.v2.0 | 2021-11-21 | 0 |\n",
"| HLSS30.v2.0 | 2021-11-21 | 0 |\n",
"| HLSS30.v2.0 | 2021-04-25 | 0 |\n",
"| HLSS30.v2.0 | 2021-04-25 | 0 |\n",
"| HLSL30.v2.0 | 2021-11-22 | 0 |\n",
"| HLSL30.v2.0 | 2021-11-22 | 0 |\n",
"| HLSS30.v2.0 | 2021-11-24 | 0 |\n",
"| HLSS30.v2.0 | 2021-11-24 | 0 |\n",
"| HLSS30.v2.0 | 2021-11-26 | 0 |\n",
"| HLSS30.v2.0 | 2021-11-26 | 0 |\n",
"| HLSS30.v2.0 | 2021-04-15 | 0 |\n",
"| HLSS30.v2.0 | 2021-04-15 | 0 |\n",
"| HLSS30.v2.0 | 2021-11-29 | 0 |\n",
"| HLSS30.v2.0 | 2021-04-10 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-06 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-06 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-01 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-28 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-25 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-25 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-23 | 0 |\n",
"| HLSL30.v2.0 | 2021-01-22 | 0 |\n",
"| HLSL30.v2.0 | 2021-01-22 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-20 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-20 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-18 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-18 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-15 | 0 |\n",
"| HLSS30.v2.0 | 2021-12-21 | 0 |\n",
"| HLSL30.v2.0 | 2021-12-24 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-10 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-10 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-08 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-08 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-28 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-30 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-30 | 0 |\n",
"| HLSS30.v2.0 | 2021-12-21 | 0 |\n",
"| HLSS30.v2.0 | 2021-03-01 | 0 |\n",
"| HLSS30.v2.0 | 2021-02-27 | 0 |\n",
"| HLSS30.v2.0 | 2021-02-27 | 0 |\n",
"| HLSS30.v2.0 | 2021-02-24 | 0 |\n",
"| HLSL30.v2.0 | 2021-02-23 | 0 |\n",
"| HLSL30.v2.0 | 2021-02-23 | 0 |\n",
"| HLSS30.v2.0 | 2021-02-22 | 0 |\n",
"| HLSS30.v2.0 | 2021-12-06 | 0 |\n",
"| HLSS30.v2.0 | 2021-05-05 | 0 |\n",
"| HLSS30.v2.0 | 2021-02-14 | 0 |\n",
"| HLSS30.v2.0 | 2021-02-09 | 0 |\n",
"| HLSS30.v2.0 | 2021-02-09 | 0 |\n",
"| HLSS30.v2.0 | 2021-02-07 | 0 |\n",
"| HLSS30.v2.0 | 2021-02-07 | 0 |\n",
"| HLSL30.v2.0 | 2021-02-07 | 0 |\n",
"| HLSL30.v2.0 | 2021-02-07 | 0 |\n",
"| HLSS30.v2.0 | 2021-02-04 | 0 |\n",
"| HLSS30.v2.0 | 2021-09-12 | 0 |\n",
"| HLSS30.v2.0 | 2021-02-14 | 0 |\n",
"| HLSS30.v2.0 | 2021-11-14 | 0 |\n",
"| HLSS30.v2.0 | 2021-05-10 | 0 |\n",
"| HLSS30.v2.0 | 2021-05-10 | 0 |\n",
"| HLSL30.v2.0 | 2021-08-02 | 0 |\n",
"| HLSL30.v2.0 | 2021-08-02 | 0 |\n",
"| HLSS30.v2.0 | 2021-09-25 | 0 |\n",
"| HLSS30.v2.0 | 2021-09-27 | 0 |\n",
"| HLSS30.v2.0 | 2021-07-29 | 0 |\n",
"| HLSS30.v2.0 | 2021-09-27 | 0 |\n",
"| HLSS30.v2.0 | 2021-09-30 | 0 |\n",
"| HLSS30.v2.0 | 2021-07-24 | 0 |\n",
"| HLSS30.v2.0 | 2021-07-24 | 0 |\n",
"| HLSS30.v2.0 | 2021-07-19 | 0 |\n",
"| HLSL30.v2.0 | 2021-10-05 | 0 |\n",
"| HLSL30.v2.0 | 2021-10-05 | 0 |\n",
"| HLSS30.v2.0 | 2021-07-14 | 0 |\n",
"| HLSS30.v2.0 | 2021-07-14 | 0 |\n",
"| HLSS30.v2.0 | 2021-10-05 | 0 |\n",
"| HLSS30.v2.0 | 2021-07-09 | 0 |\n",
"| HLSS30.v2.0 | 2021-07-09 | 0 |\n",
"| HLSS30.v2.0 | 2021-08-03 | 0 |\n",
"| HLSS30.v2.0 | 2021-08-03 | 0 |\n",
"| HLSS30.v2.0 | 2021-09-22 | 0 |\n",
"| HLSS30.v2.0 | 2021-09-22 | 0 |\n",
"| HLSS30.v2.0 | 2021-09-02 | 0 |\n",
"| HLSS30.v2.0 | 2021-09-02 | 0 |\n",
"| HLSS30.v2.0 | 2021-09-12 | 0 |\n",
"| HLSS30.v2.0 | 2021-08-28 | 0 |\n",
"| HLSS30.v2.0 | 2021-08-28 | 0 |\n",
"| HLSS30.v2.0 | 2021-09-15 | 0 |\n",
"| HLSS30.v2.0 | 2021-08-23 | 0 |\n",
"| HLSS30.v2.0 | 2021-08-23 | 0 |\n",
"| HLSS30.v2.0 | 2021-10-05 | 0 |\n",
"| HLSS30.v2.0 | 2021-08-18 | 0 |\n",
"| HLSL30.v2.0 | 2021-08-18 | 0 |\n",
"| HLSL30.v2.0 | 2021-08-18 | 0 |\n",
"| HLSL30.v2.0 | 2021-09-19 | 0 |\n",
"| HLSL30.v2.0 | 2021-09-19 | 0 |\n",
"| HLSS30.v2.0 | 2021-08-13 | 0 |\n",
"| HLSS30.v2.0 | 2021-08-13 | 0 |\n",
"| HLSS30.v2.0 | 2021-09-20 | 0 |\n",
"| HLSS30.v2.0 | 2021-08-08 | 0 |\n",
"| HLSS30.v2.0 | 2021-08-18 | 0 |\n",
"| HLSL30.v2.0 | 2021-01-06 | 0 |\n",
"| HLSS30.v2.0 | 2021-10-07 | 0 |\n",
"| HLSS30.v2.0 | 2021-07-04 | 0 |\n",
"| HLSS30.v2.0 | 2021-10-30 | 0 |\n",
"| HLSS30.v2.0 | 2021-11-01 | 0 |\n",
"| HLSS30.v2.0 | 2021-11-04 | 0 |\n",
"| HLSS30.v2.0 | 2021-05-25 | 0 |\n",
"| HLSS30.v2.0 | 2021-05-25 | 0 |\n",
"| HLSS30.v2.0 | 2021-11-04 | 0 |\n",
"| HLSL30.v2.0 | 2021-11-06 | 0 |\n",
"| HLSS30.v2.0 | 2021-05-20 | 0 |\n",
"| HLSS30.v2.0 | 2021-05-20 | 0 |\n",
"| HLSL30.v2.0 | 2021-11-06 | 0 |\n",
"| HLSS30.v2.0 | 2021-11-06 | 0 |\n",
"| HLSS30.v2.0 | 2021-05-15 | 0 |\n",
"| HLSS30.v2.0 | 2021-05-15 | 0 |\n",
"| HLSL30.v2.0 | 2021-05-14 | 0 |\n",
"| HLSL30.v2.0 | 2021-05-14 | 0 |\n",
"| HLSS30.v2.0 | 2021-11-06 | 0 |\n",
"| HLSS30.v2.0 | 2021-11-14 | 0 |\n",
"| HLSS30.v2.0 | 2021-10-25 | 0 |\n",
"| HLSS30.v2.0 | 2021-10-25 | 0 |\n",
"| HLSS30.v2.0 | 2021-10-22 | 0 |\n",
"| HLSS30.v2.0 | 2021-10-22 | 0 |\n",
"| HLSS30.v2.0 | 2021-10-07 | 0 |\n",
"| HLSS30.v2.0 | 2021-06-29 | 0 |\n",
"| HLSS30.v2.0 | 2021-06-29 | 0 |\n",
"| HLSS30.v2.0 | 2021-06-24 | 0 |\n",
"| HLSS30.v2.0 | 2021-06-24 | 0 |\n",
"| HLSS30.v2.0 | 2021-10-15 | 0 |\n",
"| HLSS30.v2.0 | 2021-10-15 | 0 |\n",
"| HLSS30.v2.0 | 2021-10-17 | 0 |\n",
"| HLSS30.v2.0 | 2021-07-04 | 0 |\n",
"| HLSS30.v2.0 | 2021-10-17 | 0 |\n",
"| HLSL30.v2.0 | 2021-06-15 | 0 |\n",
"| HLSS30.v2.0 | 2021-10-20 | 0 |\n",
"| HLSS30.v2.0 | 2021-06-09 | 0 |\n",
"| HLSS30.v2.0 | 2021-06-09 | 0 |\n",
"| HLSL30.v2.0 | 2021-10-21 | 0 |\n",
"| HLSL30.v2.0 | 2021-10-21 | 0 |\n",
"| HLSS30.v2.0 | 2021-06-04 | 0 |\n",
"| HLSS30.v2.0 | 2021-06-04 | 0 |\n",
"| HLSL30.v2.0 | 2021-06-15 | 0 |\n",
"| HLSL30.v2.0 | 2021-01-06 | 0 |\n",
"| HLSS30.v2.0 | 2021-02-04 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-05 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-15 | 0 |\n",
"| HLSL30.v2.0 | 2020-02-21 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-17 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-17 | 0 |\n",
"| HLSL30.v2.0 | 2020-10-18 | 0 |\n",
"| HLSL30.v2.0 | 2020-10-18 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-20 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-20 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-22 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-22 | 0 |\n",
"| HLSL30.v2.0 | 2019-09-14 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-25 | 0 |\n",
"| HLSL30.v2.0 | 2020-02-05 | 0 |\n",
"| HLSL30.v2.0 | 2019-08-13 | 0 |\n",
"| HLSL30.v2.0 | 2020-02-05 | 0 |\n",
"| HLSL30.v2.0 | 2020-01-20 | 0 |\n",
"| HLSL30.v2.0 | 2019-03-06 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-27 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-27 | 0 |\n",
"| HLSL30.v2.0 | 2020-01-20 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-30 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-30 | 0 |\n",
"| HLSL30.v2.0 | 2019-03-06 | 0 |\n",
"| HLSS30.v2.0 | 2021-12-26 | 0 |\n",
"| HLSS30.v2.0 | 2022-01-03 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-04 | 0 |\n",
"| HLSL30.v2.0 | 2019-02-18 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-06 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-06 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-12 | 0 |\n",
"| HLSL30.v2.0 | 2020-02-21 | 0 |\n",
"| HLSL30.v2.0 | 2019-07-28 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-12 | 0 |\n",
"| HLSL30.v2.0 | 2019-05-25 | 0 |\n",
"| HLSS30.v2.0 | 2022-01-20 | 0 |\n",
"| HLSS30.v2.0 | 2022-01-23 | 0 |\n",
"| HLSL30.v2.0 | 2020-04-09 | 0 |\n",
"| HLSL30.v2.0 | 2019-04-23 | 0 |\n",
"| HLSL30.v2.0 | 2020-06-12 | 0 |\n",
"| HLSL30.v2.0 | 2019-04-23 | 0 |\n",
"| HLSS30.v2.0 | 2022-01-20 | 0 |\n",
"| HLSL30.v2.0 | 2020-07-14 | 0 |\n",
"| HLSL30.v2.0 | 2020-07-14 | 0 |\n",
"| HLSS30.v2.0 | 2021-12-31 | 0 |\n",
"| HLSL30.v2.0 | 2020-03-24 | 0 |\n",
"| HLSS30.v2.0 | 2021-12-29 | 0 |\n",
"| HLSS30.v2.0 | 2021-12-26 | 0 |\n",
"| HLSL30.v2.0 | 2019-05-25 | 0 |\n",
"| HLSL30.v2.0 | 2020-08-31 | 0 |\n",
"| HLSS30.v2.0 | 2022-01-23 | 0 |\n",
"| HLSS30.v2.0 | 2020-09-30 | 0 |\n",
"| HLSS30.v2.0 | 2020-09-30 | 0 |\n",
"| HLSL30.v2.0 | 2022-01-25 | 0 |\n",
"| HLSL30.v2.0 | 2019-07-12 | 0 |\n",
"| HLSL30.v2.0 | 2022-01-25 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-05 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-05 | 0 |\n",
"| HLSL30.v2.0 | 2019-07-12 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-07 | 0 |\n",
"| HLSL30.v2.0 | 2019-07-28 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-07 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-10 | 0 |\n",
"| HLSS30.v2.0 | 2020-10-10 | 0 |\n",
"| HLSL30.v2.0 | 2020-09-16 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-09 | 0 |\n",
"| HLSL30.v2.0 | 2019-08-13 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-11 | 0 |\n",
"| HLSL30.v2.0 | 2020-12-05 | 0 |\n",
"| HLSL30.v2.0 | 2020-12-05 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-06 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-06 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-09 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-09 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-11 | 0 |\n",
"| HLSS30.v2.0 | 2022-01-28 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-14 | 0 |\n",
"| HLSS30.v2.0 | 2022-01-05 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-16 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-16 | 0 |\n",
"| HLSS30.v2.0 | 2022-01-15 | 0 |\n",
"| HLSS30.v2.0 | 2021-12-24 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-09 | 0 |\n",
"| HLSS30.v2.0 | 2022-01-18 | 0 |\n",
"| HLSL30.v2.0 | 2020-12-21 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-21 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-21 | 0 |\n",
"| HLSS30.v2.0 | 2021-12-24 | 0 |\n",
"| HLSL30.v2.0 | 2021-12-24 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-26 | 0 |\n",
"| HLSL30.v2.0 | 2019-09-14 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-26 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-29 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-29 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-31 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-31 | 0 |\n",
"| HLSS30.v2.0 | 2021-01-03 | 0 |\n",
"| HLSL30.v2.0 | 2019-09-30 | 0 |\n",
"| HLSL30.v2.0 | 2020-12-21 | 0 |\n",
"| HLSL30.v2.0 | 2019-11-01 | 0 |\n",
"| HLSL30.v2.0 | 2019-11-01 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-04 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-11 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-14 | 0 |\n",
"| HLSS30.v2.0 | 2022-01-25 | 0 |\n",
"| HLSS30.v2.0 | 2022-01-03 | 0 |\n",
"| HLSL30.v2.0 | 2019-08-29 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-16 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-16 | 0 |\n",
"| HLSL30.v2.0 | 2020-11-19 | 0 |\n",
"| HLSL30.v2.0 | 2020-11-19 | 0 |\n",
"| HLSL30.v2.0 | 2019-08-29 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-19 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-19 | 0 |\n",
"| HLSL30.v2.0 | 2019-01-17 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-21 | 0 |\n",
"| HLSL30.v2.0 | 2019-12-19 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-24 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-01 | 0 |\n",
"| HLSL30.v2.0 | 2019-11-17 | 0 |\n",
"| HLSS30.v2.0 | 2020-12-01 | 0 |\n",
"| HLSS30.v2.0 | 2022-01-25 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-29 | 0 |\n",
"| HLSL30.v2.0 | 2019-11-17 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-21 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-29 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-26 | 0 |\n",
"| HLSL30.v2.0 | 2019-12-03 | 0 |\n",
"| HLSS30.v2.0 | 2020-11-26 | 0 |\n",
"| HLSL30.v2.0 | 2019-12-03 | 0 |\n",
"| HLSS30.v2.0 | 2021-12-31 | 0 |\n",
"| HLSL30.v2.0 | 2019-12-19 | 1 |\n",
"| HLSS30.v2.0 | 2021-10-12 | 1 |\n",
"| HLSS30.v2.0 | 2022-01-18 | 1 |\n",
"| HLSS30.v2.0 | 2021-10-10 | 1 |\n",
"| HLSS30.v2.0 | 2021-10-20 | 1 |\n",
"| HLSS30.v2.0 | 2021-09-30 | 1 |\n",
"| HLSS30.v2.0 | 2021-11-29 | 1 |\n",
"| HLSL30.v2.0 | 2020-06-12 | 1 |\n",
"| HLSS30.v2.0 | 2020-11-14 | 1 |\n",
"| HLSS30.v2.0 | 2021-03-09 | 1 |\n",
"| HLSS30.v2.0 | 2021-03-04 | 1 |\n",
"| HLSS30.v2.0 | 2021-03-04 | 1 |\n",
"| HLSS30.v2.0 | 2020-11-24 | 1 |\n",
"| HLSS30.v2.0 | 2021-02-24 | 1 |\n",
"| HLSS30.v2.0 | 2021-02-22 | 1 |\n",
"| HLSS30.v2.0 | 2021-03-14 | 1 |\n",
"| HLSS30.v2.0 | 2021-12-09 | 1 |\n",
"| HLSS30.v2.0 | 2020-12-04 | 1 |\n",
"| HLSL30.v2.0 | 2019-01-17 | 1 |\n",
"| HLSS30.v2.0 | 2020-12-14 | 1 |\n",
"| HLSS30.v2.0 | 2020-12-19 | 1 |\n",
"| HLSS30.v2.0 | 2021-01-23 | 1 |\n",
"| HLSS30.v2.0 | 2021-01-15 | 1 |\n",
"| HLSS30.v2.0 | 2021-01-03 | 1 |\n",
"| HLSS30.v2.0 | 2021-02-12 | 1 |\n",
"| HLSS30.v2.0 | 2021-03-14 | 1 |\n",
"| HLSS30.v2.0 | 2021-07-19 | 1 |\n",
"| HLSS30.v2.0 | 2020-11-04 | 1 |\n",
"| HLSL30.v2.0 | 2020-06-28 | 1 |\n",
"| HLSS30.v2.0 | 2021-12-29 | 1 |\n",
"| HLSL30.v2.0 | 2020-08-31 | 1 |\n",
"| HLSL30.v2.0 | 2019-04-07 | 1 |\n",
"| HLSS30.v2.0 | 2020-10-02 | 1 |\n",
"| HLSS30.v2.0 | 2020-10-05 | 1 |\n",
"| HLSS30.v2.0 | 2021-11-19 | 1 |\n",
"| HLSL30.v2.0 | 2021-04-28 | 1 |\n",
"| HLSL30.v2.0 | 2021-04-28 | 1 |\n",
"| HLSS30.v2.0 | 2020-10-15 | 1 |\n",
"| HLSL30.v2.0 | 2021-04-12 | 1 |\n",
"| HLSS30.v2.0 | 2020-10-25 | 1 |\n",
"| HLSS30.v2.0 | 2021-04-10 | 1 |\n",
"| HLSS30.v2.0 | 2021-12-01 | 1 |\n",
"| HLSS30.v2.0 | 2021-03-29 | 1 |\n",
"| HLSL30.v2.0 | 2020-05-27 | 1 |\n",
"| HLSS30.v2.0 | 2021-07-29 | 2 |\n",
"| HLSS30.v2.0 | 2021-09-15 | 2 |\n",
"| HLSL30.v2.0 | 2019-02-18 | 2 |\n",
"| HLSS30.v2.0 | 2021-11-16 | 2 |\n",
"| HLSS30.v2.0 | 2020-11-01 | 2 |\n",
"| HLSS30.v2.0 | 2021-04-08 | 2 |\n",
"| HLSS30.v2.0 | 2020-10-02 | 2 |\n",
"| HLSL30.v2.0 | 2020-10-02 | 2 |\n",
"| HLSL30.v2.0 | 2020-10-02 | 2 |\n",
"| HLSL30.v2.0 | 2020-06-28 | 2 |\n",
"| HLSS30.v2.0 | 2021-10-30 | 2 |\n",
"| HLSL30.v2.0 | 2020-03-08 | 2 |\n",
"| HLSS30.v2.0 | 2021-06-14 | 2 |\n",
"| HLSL30.v2.0 | 2020-05-27 | 2 |\n",
"| HLSS30.v2.0 | 2021-12-06 | 2 |\n",
"| HLSL30.v2.0 | 2020-05-11 | 2 |\n",
"| HLSS30.v2.0 | 2021-03-24 | 3 |\n",
"| HLSS30.v2.0 | 2021-09-20 | 3 |\n",
"| HLSS30.v2.0 | 2021-08-08 | 3 |\n",
"| HLSL30.v2.0 | 2020-05-11 | 3 |\n",
"| HLSL30.v2.0 | 2019-05-09 | 3 |\n",
"| HLSS30.v2.0 | 2021-08-31 | 3 |\n",
"| HLSL30.v2.0 | 2020-03-08 | 3 |\n",
"| HLSS30.v2.0 | 2021-06-19 | 3 |\n",
"| HLSS30.v2.0 | 2021-10-12 | 3 |\n",
"| HLSL30.v2.0 | 2021-03-27 | 3 |\n",
"| HLSS30.v2.0 | 2021-06-14 | 4 |\n",
"| HLSS30.v2.0 | 2021-06-19 | 4 |\n",
"| HLSS30.v2.0 | 2021-08-26 | 4 |\n",
"| HLSS30.v2.0 | 2020-12-11 | 4 |\n",
"| HLSL30.v2.0 | 2021-07-01 | 4 |\n",
"| HLSS30.v2.0 | 2021-10-02 | 4 |\n",
"| HLSL30.v2.0 | 2020-04-25 | 4 |\n",
"| HLSS30.v2.0 | 2021-12-11 | 5 |\n",
"| HLSS30.v2.0 | 2021-02-02 | 5 |\n",
"| HLSL30.v2.0 | 2021-07-17 | 5 |\n",
"| HLSS30.v2.0 | 2021-10-02 | 5 |\n",
"| HLSL30.v2.0 | 2020-04-09 | 5 |\n",
"| HLSL30.v2.0 | 2020-03-24 | 5 |\n",
"| HLSS30.v2.0 | 2021-04-03 | 5 |\n",
"| HLSL30.v2.0 | 2020-09-16 | 6 |\n",
"| HLSS30.v2.0 | 2021-03-16 | 6 |\n",
"| HLSL30.v2.0 | 2019-06-10 | 6 |\n",
"| HLSL30.v2.0 | 2021-07-01 | 6 |\n",
"| HLSS30.v2.0 | 2021-07-12 | 6 |\n",
"| HLSS30.v2.0 | 2021-09-07 | 6 |\n",
"| HLSS30.v2.0 | 2021-09-17 | 7 |\n",
"| HLSS30.v2.0 | 2021-04-18 | 7 |\n",
"| HLSL30.v2.0 | 2021-03-27 | 7 |\n",
"| HLSS30.v2.0 | 2021-08-01 | 7 |\n",
"| HLSS30.v2.0 | 2021-06-22 | 7 |\n",
"| HLSS30.v2.0 | 2021-05-13 | 7 |\n",
"| HLSS30.v2.0 | 2021-06-07 | 7 |\n",
"| HLSS30.v2.0 | 2021-04-28 | 8 |\n",
"| HLSS30.v2.0 | 2021-06-17 | 8 |\n",
"| HLSS30.v2.0 | 2021-07-07 | 8 |\n",
"| HLSS30.v2.0 | 2021-06-27 | 8 |\n",
"| HLSS30.v2.0 | 2021-08-21 | 8 |\n",
"| HLSS30.v2.0 | 2021-05-08 | 8 |\n",
"| HLSS30.v2.0 | 2022-01-15 | 8 |\n",
"| HLSL30.v2.0 | 2019-09-30 | 8 |\n",
"| HLSS30.v2.0 | 2021-09-07 | 8 |\n",
"| HLSS30.v2.0 | 2021-07-17 | 8 |\n",
"| HLSS30.v2.0 | 2021-05-18 | 9 |\n",
"| HLSS30.v2.0 | 2021-07-02 | 9 |\n",
"| HLSS30.v2.0 | 2021-06-12 | 9 |\n",
"| HLSS30.v2.0 | 2021-08-11 | 9 |\n",
"| HLSS30.v2.0 | 2021-04-23 | 9 |\n",
"| HLSS30.v2.0 | 2021-05-23 | 9 |\n",
"| HLSL30.v2.0 | 2019-03-22 | 9 |\n",
"| HLSS30.v2.0 | 2021-07-27 | 9 |\n",
"| HLSS30.v2.0 | 2021-06-02 | 9 |\n",
"| HLSS30.v2.0 | 2021-08-16 | 9 |\n",
"| HLSS30.v2.0 | 2021-05-03 | 10 |\n",
"| HLSL30.v2.0 | 2020-04-25 | 10 |\n",
"| HLSS30.v2.0 | 2021-08-26 | 10 |\n",
"| HLSS30.v2.0 | 2021-09-17 | 10 |\n",
"| HLSS30.v2.0 | 2021-09-05 | 11 |\n",
"| HLSS30.v2.0 | 2021-05-13 | 11 |\n",
"| HLSS30.v2.0 | 2021-05-28 | 11 |\n",
"| HLSS30.v2.0 | 2021-02-12 | 11 |\n",
"| HLSL30.v2.0 | 2020-08-15 | 12 |\n",
"| HLSS30.v2.0 | 2021-08-16 | 12 |\n",
"| HLSS30.v2.0 | 2022-01-05 | 12 |\n",
"| HLSS30.v2.0 | 2021-04-08 | 12 |\n",
"| HLSL30.v2.0 | 2021-07-17 | 13 |\n",
"| HLSS30.v2.0 | 2021-07-17 | 13 |\n",
"| HLSS30.v2.0 | 2021-07-22 | 13 |\n",
"| HLSS30.v2.0 | 2021-06-22 | 13 |\n",
"| HLSS30.v2.0 | 2021-08-31 | 13 |\n",
"| HLSS30.v2.0 | 2021-04-18 | 13 |\n",
"| HLSS30.v2.0 | 2021-03-24 | 15 |\n",
"| HLSL30.v2.0 | 2021-12-08 | 15 |\n",
"| HLSS30.v2.0 | 2020-11-01 | 15 |\n",
"| HLSS30.v2.0 | 2021-09-05 | 15 |\n",
"| HLSS30.v2.0 | 2021-08-11 | 15 |\n",
"| HLSS30.v2.0 | 2021-07-22 | 15 |\n",
"| HLSS30.v2.0 | 2021-08-01 | 15 |\n",
"| HLSS30.v2.0 | 2021-07-12 | 16 |\n",
"| HLSS30.v2.0 | 2021-04-03 | 16 |\n",
"| HLSS30.v2.0 | 2021-07-07 | 16 |\n",
"| HLSS30.v2.0 | 2021-10-10 | 16 |\n",
"| HLSS30.v2.0 | 2021-06-27 | 16 |\n",
"| HLSS30.v2.0 | 2021-07-27 | 16 |\n",
"| HLSS30.v2.0 | 2021-08-21 | 16 |\n",
"| HLSS30.v2.0 | 2021-04-23 | 17 |\n",
"| HLSS30.v2.0 | 2021-04-28 | 17 |\n",
"| HLSS30.v2.0 | 2021-05-03 | 17 |\n",
"| HLSS30.v2.0 | 2021-05-08 | 17 |\n",
"| HLSS30.v2.0 | 2021-06-17 | 17 |\n",
"| HLSS30.v2.0 | 2021-06-12 | 17 |\n",
"| HLSS30.v2.0 | 2021-06-07 | 17 |\n",
"| HLSS30.v2.0 | 2021-05-18 | 17 |\n",
"| HLSS30.v2.0 | 2021-06-02 | 17 |\n",
"| HLSS30.v2.0 | 2021-05-23 | 17 |\n",
"| HLSL30.v2.0 | 2019-06-26 | 17 |\n",
"| HLSL30.v2.0 | 2019-06-26 | 19 |\n",
"| HLSS30.v2.0 | 2021-04-20 | 19 |\n",
"| HLSS30.v2.0 | 2022-01-30 | 20 |\n",
"| HLSL30.v2.0 | 2019-05-09 | 21 |\n",
"| HLSS30.v2.0 | 2022-01-28 | 21 |\n",
"| HLSS30.v2.0 | 2021-07-02 | 22 |\n",
"| HLSS30.v2.0 | 2021-04-20 | 22 |\n",
"| HLSS30.v2.0 | 2021-01-13 | 22 |\n",
"| HLSS30.v2.0 | 2021-10-27 | 23 |\n",
"| HLSL30.v2.0 | 2019-04-07 | 23 |\n",
"| HLSS30.v2.0 | 2021-09-25 | 23 |\n",
"| HLSS30.v2.0 | 2022-01-13 | 25 |\n",
"| HLSL30.v2.0 | 2021-09-03 | 25 |\n",
"| HLSS30.v2.0 | 2021-12-16 | 26 |\n",
"| HLSS30.v2.0 | 2021-11-01 | 26 |\n",
"| HLSS30.v2.0 | 2020-12-19 | 28 |\n",
"| HLSS30.v2.0 | 2021-04-13 | 30 |\n",
"| HLSS30.v2.0 | 2021-09-10 | 31 |\n",
"| HLSS30.v2.0 | 2021-10-27 | 31 |\n",
"| HLSL30.v2.0 | 2020-01-04 | 33 |\n",
"| HLSS30.v2.0 | 2020-12-24 | 34 |\n",
"| HLSS30.v2.0 | 2021-08-06 | 34 |\n",
"| HLSS30.v2.0 | 2021-02-19 | 34 |\n",
"| HLSS30.v2.0 | 2021-09-10 | 37 |\n",
"| HLSL30.v2.0 | 2019-06-10 | 38 |\n",
"| HLSS30.v2.0 | 2021-12-09 | 38 |\n",
"| HLSS30.v2.0 | 2021-12-16 | 40 |\n",
"| HLSS30.v2.0 | 2021-02-19 | 40 |\n",
"| HLSL30.v2.0 | 2019-03-22 | 42 |\n",
"| HLSS30.v2.0 | 2021-04-13 | 43 |\n",
"| HLSL30.v2.0 | 2020-07-30 | 43 |\n",
"| HLSS30.v2.0 | 2021-02-17 | 45 |\n",
"| HLSL30.v2.0 | 2021-12-08 | 45 |\n",
"| HLSL30.v2.0 | 2019-02-02 | 45 |\n",
"| HLSS30.v2.0 | 2021-05-28 | 48 |\n",
"| HLSS30.v2.0 | 2021-11-16 | 49 |\n",
"| HLSS30.v2.0 | 2021-12-11 | 50 |\n",
"| HLSS30.v2.0 | 2022-01-10 | 53 |\n",
"| HLSL30.v2.0 | 2020-08-15 | 53 |\n",
"| HLSS30.v2.0 | 2022-01-13 | 58 |\n",
"| HLSL30.v2.0 | 2021-09-03 | 58 |\n",
"| HLSL30.v2.0 | 2021-05-30 | 59 |\n",
"| HLSS30.v2.0 | 2021-02-02 | 60 |\n",
"| HLSS30.v2.0 | 2021-05-30 | 60 |\n",
"| HLSS30.v2.0 | 2020-12-24 | 64 |\n",
"| HLSS30.v2.0 | 2021-11-11 | 65 |\n",
"| HLSS30.v2.0 | 2022-01-08 | 67 |\n",
"| HLSL30.v2.0 | 2019-01-01 | 72 |\n",
"| HLSS30.v2.0 | 2022-01-10 | 72 |\n",
"| HLSS30.v2.0 | 2021-08-06 | 78 |\n",
"| HLSL30.v2.0 | 2019-02-02 | 81 |\n",
"| HLSS30.v2.0 | 2022-01-08 | 87 |\n",
"| HLSS30.v2.0 | 2021-05-30 | 87 |\n",
"| HLSL30.v2.0 | 2019-01-01 | 88 |\n",
"| HLSL30.v2.0 | 2021-05-30 | 89 |\n",
"| HLSL30.v2.0 | 2020-07-30 | 90 |\n",
"| HLSL30.v2.0 | 2022-01-09 | 92 |\n",
"| HLSL30.v2.0 | 2019-10-16 | 92 |\n",
"| HLSS30.v2.0 | 2021-11-11 | 92 |\n",
"| HLSS30.v2.0 | 2021-01-13 | 93 |\n",
"| HLSS30.v2.0 | 2021-12-19 | 94 |\n",
"| HLSL30.v2.0 | 2022-01-09 | 97 |\n",
"| HLSL30.v2.0 | 2020-01-04 | 97 |\n",
"| HLSS30.v2.0 | 2021-12-19 | 100 |\n",
"| HLSL30.v2.0 | 2019-10-16 | 100 |\n"
]
}
],
"source": [
"!cat data/aoi-catalog.json | stacterm table \\\n",
" --fields collection date eo:cloud_cover \\\n",
" --sort eo:cloud_cover"
]
},
{
"cell_type": "markdown",
"id": "6fdef0d5-6f62-433e-9314-9d161778452d",
"metadata": {},
"source": [
"## 2. `pystac_client` Python API"
]
},
{
"cell_type": "markdown",
"id": "02245d6b-7782-4c31-bfd0-79c08921e09b",
"metadata": {},
"source": [
"Connect to the LPCLOUD CMR catalog & look at the list of available collections."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "b0e0dd63-0b36-4d24-806d-bc60c5dcf540",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ASTGTM.v003 ASTER Global Digital Elevation Model V003\n",
"HLSL30.v2.0 HLS Landsat Operational Land Imager Surface Reflectance and TOA Brightness Daily Global 30m v2.0\n",
"HLSS30.v2.0 HLS Sentinel-2 Multi-spectral Instrument Surface Reflectance Daily Global 30m v2.0\n"
]
}
],
"source": [
"catalog = Client.open(f'{CMR_STAC_URL}/LPCLOUD')\n",
"\n",
"collections = catalog.get_children()\n",
"for collection in collections:\n",
" print(collection.id, collection.title)"
]
},
{
"cell_type": "markdown",
"id": "895e5091-769a-44fc-a08c-929f0a684acd",
"metadata": {},
"source": [
"> We will be using the HLSL30.v2.0 & HLSS30.v2.0 collections in this notebook"
]
},
{
"cell_type": "markdown",
"id": "5e649826-f050-448c-89a5-9cbb29f49599",
"metadata": {},
"source": [
"### Query the STAC catalog to access HLS data separately for Sentinel & Landsat data\n",
"\n",
"We can also pass in a `query` or `filter` parameter to the `search` function to further filter down the item search results. STAC catalog search API gives us options to filter results based on spatio-temporal factors. "
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "93fe52b1-e659-47ea-b001-4b532b909b40",
"metadata": {},
"outputs": [],
"source": [
"s30 = catalog.search(\n",
" collections=['HLSS30.v2.0'],\n",
" intersects=aoi['features'][0]['geometry'],\n",
" datetime='2019-01-01/2022-01-31',\n",
")\n",
"l30 = catalog.search(\n",
" collections=['HLSL30.v2.0'],\n",
" intersects=aoi['features'][0]['geometry'],\n",
" datetime='2019-01-01/2022-01-31',\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "fe7df9d9-a76d-4d19-bcae-7db2710d6416",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(387, 140)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"s30.matched(), l30.matched()"
]
},
{
"cell_type": "markdown",
"id": "a4a7dcfd-a3ab-406b-a750-f5da995a6552",
"metadata": {},
"source": [
"> 387 tiles of HLSS30 collection available for our AOI between Jan-2019 - Jan-2022 \n",
"> 140 tiles of HLSL30 collection available for our AOI between Jan-2019 - Jan-2022 "
]
},
{
"cell_type": "markdown",
"id": "492c456d-b51f-403e-b58c-d56d6610930b",
"metadata": {},
"source": [
"Read the filtered results & call `to_dict()` on them that stores them as `feature collections`"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "7807ce7e-8ffc-4a98-8122-8ce6965a3e41",
"metadata": {},
"outputs": [],
"source": [
"s30_tiles, l30_tiles = s30.get_all_items(), l30.get_all_items()\n",
"s30_tiles_json, l30_tiles_json = s30_tiles.to_dict(), l30_tiles.to_dict()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "b46f5462-1c27-45cd-8af2-498252187fb0",
"metadata": {},
"outputs": [
{
"data": {
"application/json": {
"features": [
{
"assets": {
"B01": {
"href": "https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSS30.020/HLS.S30.T36QUL.2020274T082739.v2.0/HLS.S30.T36QUL.2020274T082739.v2.0.B01.tif",
"title": "Download HLS.S30.T36QUL.2020274T082739.v2.0.B01.tif"
},
"B02": {
"href": "https://data.lpdaac.earthdatacloud.nasa.gov/lp-prod-protected/HLSS30.020/HLS.S30.T36QUL.2020274T082739.v2.0/HLS.S30.T36QUL.2020274T082739.v2.0.B02.tif",
"title": "Download HLS.S30.T36QUL.2020274T082739.v2.0.B02.tif"
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