From cfcc69bf3183a11638566cb1cb543104ac8f4584 Mon Sep 17 00:00:00 2001
From: amsnyder <asnyder@usgs.gov>
Date: Tue, 17 Jan 2023 21:37:24 -0600
Subject: [PATCH] add initial catalog and workflows
---
.gitignore | 1 +
catalog/catalog.json | 24 +
catalog/conus404-daily/collection.json | 1307 +++++++++++++++++
.../add_zarr_asset_to_collection_zarr.ipynb | 42 +
workflows/create_catalog.ipynb | 86 ++
workflows/create_collection_opendap.ipynb | 42 +
..._exploratory_workflow_conus404-daily.ipynb | 421 ++++++
7 files changed, 1923 insertions(+)
create mode 100644 .gitignore
create mode 100644 catalog/catalog.json
create mode 100644 catalog/conus404-daily/collection.json
create mode 100644 workflows/add_zarr_asset_to_collection_zarr.ipynb
create mode 100644 workflows/create_catalog.ipynb
create mode 100644 workflows/create_collection_opendap.ipynb
create mode 100644 workflows/create_collection_zarr_exploratory_workflow_conus404-daily.ipynb
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 00000000..763513e9
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1 @@
+.ipynb_checkpoints
diff --git a/catalog/catalog.json b/catalog/catalog.json
new file mode 100644
index 00000000..ede6559c
--- /dev/null
+++ b/catalog/catalog.json
@@ -0,0 +1,24 @@
+{
+ "type": "Catalog",
+ "id": "nhgf-stac-catalog",
+ "stac_version": "1.0.0",
+ "description": "Sample NHGF STAC catalog.",
+ "links": [
+ {
+ "rel": "root",
+ "href": "./catalog.json",
+ "type": "application/json"
+ },
+ {
+ "rel": "child",
+ "href": "./conus404-daily/collection.json",
+ "type": "application/json"
+ },
+ {
+ "rel": "child",
+ "href": "./conus404-daily/collection.json",
+ "type": "application/json"
+ }
+ ],
+ "stac_extensions": []
+}
\ No newline at end of file
diff --git a/catalog/conus404-daily/collection.json b/catalog/conus404-daily/collection.json
new file mode 100644
index 00000000..bb201fbe
--- /dev/null
+++ b/catalog/conus404-daily/collection.json
@@ -0,0 +1,1307 @@
+{
+ "type": "Collection",
+ "id": "conus404-daily",
+ "stac_version": "1.0.0",
+ "description": "CONUS404 40 years of daily values for subset of model output variables derived from hourly values on cloud storage",
+ "links": [
+ {
+ "rel": "root",
+ "href": "../catalog.json",
+ "type": "application/json"
+ },
+ {
+ "rel": "parent",
+ "href": "../catalog.json",
+ "type": "application/json"
+ }
+ ],
+ "stac_extensions": [
+ "https://stac-extensions.github.io/datacube/v2.0.0/schema.json"
+ ],
+ "cube:dimensions": {
+ "time": {
+ "type": "temporal",
+ "extent": [
+ "1979-10-01T00:00:00Z",
+ "2021-09-25T00:00:00Z"
+ ]
+ },
+ "lon": {
+ "type": "spatial",
+ "axis": "x",
+ "extent": [
+ "-138.73135",
+ "-57.068634"
+ ]
+ },
+ "lat": {
+ "type": "spatial",
+ "axis": "y",
+ "extent": [
+ "17.647308",
+ "57.34342"
+ ]
+ },
+ "bottom_top_stag": {
+ "type": "spatial",
+ "axis": "z",
+ "description": ""
+ },
+ "bottom_top": {
+ "type": "spatial",
+ "axis": "z",
+ "description": ""
+ },
+ "soil_layers_stag": {
+ "type": "spatial",
+ "axis": "z",
+ "description": ""
+ },
+ "x_stag": {
+ "type": "spatial",
+ "axis": "z",
+ "description": ""
+ },
+ "y_stag": {
+ "type": "spatial",
+ "axis": "z",
+ "description": ""
+ },
+ "snow_layers_stag": {
+ "type": "spatial",
+ "axis": "z",
+ "description": ""
+ },
+ "snso_layers_stag": {
+ "type": "spatial",
+ "axis": "z",
+ "description": ""
+ }
+ },
+ "cube:variables": {
+ "ACDEWC": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACDRIPR": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACDRIPS": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACECAN": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACEDIR": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACETLSM": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACETRAN": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACEVAC": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACEVB": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACEVC": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACEVG": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACFROC": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACFRZC": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACGHB": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACGHFLSM": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACGHV": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACINTR": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACINTS": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACLHFLSM": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACLWDNB": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACLWUPB": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACMELTC": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACPONDING": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACQLAT": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACQRF": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACRAINLSM": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACRAINSNOW": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACRUNSB": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACRUNSF": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACSHFLSM": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACSNBOT": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACSNFRO": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACSNOM": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACSNOWLSM": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACSNSUB": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACSUBC": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACSWDNB": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACSWDNLSM": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACSWDNT": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACSWUPB": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACSWUPLSM": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACTHROR": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACTHROS": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ACTR": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ALBEDO": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "BF": {
+ "dimensions": [
+ "bottom_top_stag"
+ ],
+ "type": "data"
+ },
+ "BH": {
+ "dimensions": [
+ "bottom_top"
+ ],
+ "type": "data"
+ },
+ "C1F": {
+ "dimensions": [
+ "bottom_top_stag"
+ ],
+ "type": "data"
+ },
+ "C1H": {
+ "dimensions": [
+ "bottom_top"
+ ],
+ "type": "data"
+ },
+ "C2F": {
+ "dimensions": [
+ "bottom_top_stag"
+ ],
+ "type": "data"
+ },
+ "C2H": {
+ "dimensions": [
+ "bottom_top"
+ ],
+ "type": "data"
+ },
+ "C3F": {
+ "dimensions": [
+ "bottom_top_stag"
+ ],
+ "type": "data"
+ },
+ "C3H": {
+ "dimensions": [
+ "bottom_top"
+ ],
+ "type": "data"
+ },
+ "C4F": {
+ "dimensions": [
+ "bottom_top_stag"
+ ],
+ "type": "data"
+ },
+ "C4H": {
+ "dimensions": [
+ "bottom_top"
+ ],
+ "type": "data"
+ },
+ "CANWAT": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "CF1": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "CF2": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "CF3": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "CFN": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "CFN1": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "CLAT": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "COSALPHA": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "DN": {
+ "dimensions": [
+ "bottom_top"
+ ],
+ "type": "data"
+ },
+ "DNW": {
+ "dimensions": [
+ "bottom_top"
+ ],
+ "type": "data"
+ },
+ "DZS": {
+ "dimensions": [
+ "soil_layers_stag"
+ ],
+ "type": "data"
+ },
+ "E": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "E2": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ES2": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "F": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "FNM": {
+ "dimensions": [
+ "bottom_top"
+ ],
+ "type": "data"
+ },
+ "FNP": {
+ "dimensions": [
+ "bottom_top"
+ ],
+ "type": "data"
+ },
+ "GRAUPEL_ACC_NC": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "HGT": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ISLTYP": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "IVGTYP": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "LAKEMASK": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "LANDMASK": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "LU_INDEX": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "MAPFAC_M": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "MAPFAC_MX": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "MAPFAC_MY": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "MAPFAC_U": {
+ "dimensions": [
+ "y",
+ "x_stag"
+ ],
+ "type": "data"
+ },
+ "MAPFAC_UX": {
+ "dimensions": [
+ "y",
+ "x_stag"
+ ],
+ "type": "data"
+ },
+ "MAPFAC_UY": {
+ "dimensions": [
+ "y",
+ "x_stag"
+ ],
+ "type": "data"
+ },
+ "MAPFAC_V": {
+ "dimensions": [
+ "y_stag",
+ "x"
+ ],
+ "type": "data"
+ },
+ "MAPFAC_VX": {
+ "dimensions": [
+ "y_stag",
+ "x"
+ ],
+ "type": "data"
+ },
+ "MAPFAC_VY": {
+ "dimensions": [
+ "y_stag",
+ "x"
+ ],
+ "type": "data"
+ },
+ "MAX_MSTFX": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "MAX_MSTFY": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "MF_VX_INV": {
+ "dimensions": [
+ "y_stag",
+ "x"
+ ],
+ "type": "data"
+ },
+ "MLCAPE": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "MUB": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "P00": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "PB": {
+ "dimensions": [
+ "bottom_top",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "PBLH": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "PHB": {
+ "dimensions": [
+ "bottom_top_stag",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "PREC_ACC_NC": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "PSFC": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "PWAT": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "P_STRAT": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "P_TOP": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "Q2": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "QRFS": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "QSLAT": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "QSPRINGS": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "QVAPOR": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "RDN": {
+ "dimensions": [
+ "bottom_top"
+ ],
+ "type": "data"
+ },
+ "RDNW": {
+ "dimensions": [
+ "bottom_top"
+ ],
+ "type": "data"
+ },
+ "RDX": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "RDY": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "RECH": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "RH2": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SH2": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SH2O": {
+ "dimensions": [
+ "time",
+ "soil_layers_stag",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SHDMAX": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SHDMIN": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SINALPHA": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SMCWTD": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SMOIS": {
+ "dimensions": [
+ "time",
+ "soil_layers_stag",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SNICE": {
+ "dimensions": [
+ "time",
+ "snow_layers_stag",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SNLIQ": {
+ "dimensions": [
+ "time",
+ "snow_layers_stag",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SNOALB": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SNOW": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SNOWC": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SNOWENERGY": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SNOWH": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SNOW_ACC_NC": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SOILENERGY": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "SR": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "T00": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "T2": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "TD2": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "TISO": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "TK": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "TLP": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "TLP_STRAT": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "TRAD": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "TSK": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "TSLB": {
+ "dimensions": [
+ "time",
+ "soil_layers_stag",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "TSNO": {
+ "dimensions": [
+ "time",
+ "snow_layers_stag",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "TV": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "U": {
+ "dimensions": [
+ "time",
+ "y",
+ "x_stag"
+ ],
+ "type": "data"
+ },
+ "U10": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "V": {
+ "dimensions": [
+ "time",
+ "y_stag",
+ "x"
+ ],
+ "type": "data"
+ },
+ "V10": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "VAR": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "VAR_SSO": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "XLAND": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "Z": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ZETATOP": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "ZNU": {
+ "dimensions": [
+ "bottom_top"
+ ],
+ "type": "data"
+ },
+ "ZNW": {
+ "dimensions": [
+ "bottom_top_stag"
+ ],
+ "type": "data"
+ },
+ "ZS": {
+ "dimensions": [
+ "soil_layers_stag"
+ ],
+ "type": "data"
+ },
+ "ZSNSO": {
+ "dimensions": [
+ "time",
+ "snso_layers_stag",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "ZWT": {
+ "dimensions": [
+ "time",
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "crs": {
+ "dimensions": [],
+ "type": "data"
+ },
+ "lat": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "lat_u": {
+ "dimensions": [
+ "y",
+ "x_stag"
+ ],
+ "type": "data"
+ },
+ "lat_v": {
+ "dimensions": [
+ "y_stag",
+ "x"
+ ],
+ "type": "data"
+ },
+ "lon": {
+ "dimensions": [
+ "y",
+ "x"
+ ],
+ "type": "data"
+ },
+ "lon_u": {
+ "dimensions": [
+ "y",
+ "x_stag"
+ ],
+ "type": "data"
+ },
+ "lon_v": {
+ "dimensions": [
+ "y_stag",
+ "x"
+ ],
+ "type": "data"
+ },
+ "time": {
+ "dimensions": [
+ "time"
+ ],
+ "type": "data"
+ },
+ "x": {
+ "dimensions": [
+ "x"
+ ],
+ "type": "data"
+ },
+ "y": {
+ "dimensions": [
+ "y"
+ ],
+ "type": "data"
+ }
+ },
+ "extent": {
+ "spatial": {
+ "bbox": [
+ [
+ "-138.73135",
+ "17.647308",
+ "-57.068634",
+ "57.34342"
+ ]
+ ]
+ },
+ "temporal": {
+ "interval": [
+ [
+ "1979-10-01T00:00:00Z",
+ "2021-09-25T00:00:00Z"
+ ]
+ ]
+ }
+ },
+ "license": "CC0-1.0",
+ "assets": {
+ "zarr-s3": {
+ "href": "s3://nhgf-development/conus404/conus404_daily_202210.zarr/",
+ "type": "application/vnd+zarr",
+ "description": "S3 access to collection zarr group",
+ "xarray:open_kwargs": {
+ "chunks": {},
+ "engine": "zarr",
+ "consolidated": true
+ },
+ "xarray:storage_options": {
+ "requester_pays": true
+ },
+ "roles": [
+ "data",
+ "zarr",
+ "s3"
+ ]
+ }
+ }
+}
\ No newline at end of file
diff --git a/workflows/add_zarr_asset_to_collection_zarr.ipynb b/workflows/add_zarr_asset_to_collection_zarr.ipynb
new file mode 100644
index 00000000..6289aa97
--- /dev/null
+++ b/workflows/add_zarr_asset_to_collection_zarr.ipynb
@@ -0,0 +1,42 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "ca2c527c-0edc-4872-95dd-ecf31fe3396c",
+ "metadata": {},
+ "source": [
+ "# nhgf-development S3 Zarr -> Collection or Asset Exploratory Workflow\n",
+ "This is a placeholder for a workflow that will turn zarr endpoints from the nhgf-development s3 bucket into zarr collections (or assets added to existing OPeNDAP collections) for the NHGF STAC Catalog."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1fb75cca-045b-4439-999c-81ad565e8205",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/workflows/create_catalog.ipynb b/workflows/create_catalog.ipynb
new file mode 100644
index 00000000..bc6480e5
--- /dev/null
+++ b/workflows/create_catalog.ipynb
@@ -0,0 +1,86 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "e56d0e15-f009-402b-9349-0fa73d6b23ef",
+ "metadata": {},
+ "source": [
+ "# STAC Catalog Workflow\n",
+ "This workflow was used to create the NHGF [STAC Catalog](https://github.com/radiantearth/stac-spec/blob/master/catalog-spec/catalog-spec.md)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "dab9d3d8-c9fb-43f7-8395-d9c719a26377",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pystac\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "a3f5e4df-5f19-44c2-abab-fe80e7f9445a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# define folder location where you want to store STAC json files\n",
+ "catalog_path = os.path.join('..', 'catalog')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "51e81a83-11ed-4e68-a18b-937b9cd2862f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "catalog = pystac.Catalog(id='nhgf-stac-catalog', description='Sample NHGF STAC catalog.')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "5c7af496-0688-45b5-a04c-02cb5d065a1e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "catalog.normalize_hrefs(catalog_path)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "091849f9-7bec-481a-8d36-3ce4112b63e1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "catalog.save(catalog_type=pystac.CatalogType.SELF_CONTAINED)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "users-users-pangeo",
+ "language": "python",
+ "name": "conda-env-users-users-pangeo-py"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.15"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/workflows/create_collection_opendap.ipynb b/workflows/create_collection_opendap.ipynb
new file mode 100644
index 00000000..14d54082
--- /dev/null
+++ b/workflows/create_collection_opendap.ipynb
@@ -0,0 +1,42 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "397887c8-618c-460c-9f32-768ae44885e9",
+ "metadata": {},
+ "source": [
+ "# OPeNDAP Endpoint -> Collection Exploratory Workflow\n",
+ "This is a placeholder for a workflow that will turn OPeNDAP data endpoints into zarr collections for the NHGF STAC Catalog."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "0d03f3a8-9bd0-49c6-8feb-1cf937cf199f",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.10.6"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/workflows/create_collection_zarr_exploratory_workflow_conus404-daily.ipynb b/workflows/create_collection_zarr_exploratory_workflow_conus404-daily.ipynb
new file mode 100644
index 00000000..6d904087
--- /dev/null
+++ b/workflows/create_collection_zarr_exploratory_workflow_conus404-daily.ipynb
@@ -0,0 +1,421 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "6c10e07b-1e60-4926-af1d-fa75dc78e5d4",
+ "metadata": {
+ "tags": []
+ },
+ "source": [
+ "# CONUS404 Daily Zarr -> Collection Exploratory Workflow\n",
+ "This is a workflow for transforming the CONUS404 daily zarr dataset into a [STAC collection](https://github.com/radiantearth/stac-spec/blob/master/collection-spec/collection-spec.md). We use the [datacube extension](https://github.com/stac-extensions/datacube) to define the spatial and temporal dimensions of the zarr store, as well as the variables it contains.\n",
+ "\n",
+ "To simplify this workflow so that it can scale to many datasets, a few simplifying suggestions and assumptions are made:\n",
+ "1. For USGS data, we can use the CC0-1.0 license. For all other data we can use Unlicense. Ref: https://spdx.org/licenses/\n",
+ "2. I am assuming all coordinates are from the WGS84 datum if not specified.\n",
+ "\n",
+ "Note that some work needs to be done for this particular dataset's dimension metadata. I need to collect more information the z dataset dimensions. Also, I currently use lon/lat as dimensions, but x/y are also available (and are actually dataset dimensions). I am still deciding if I will use x/y or lon/lat. I will update this workflow when those details are finalized."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "201e0945-de55-45ff-b095-c2af009a4e62",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pystac\n",
+ "from pystac.extensions.datacube import CollectionDatacubeExtension, AssetDatacubeExtension, AdditionalDimension, DatacubeExtension\n",
+ "import xarray as xr\n",
+ "import os\n",
+ "import fsspec\n",
+ "import cf_xarray\n",
+ "import hvplot.xarray\n",
+ "import pandas as pd"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "20b00e88-5a13-46b3-9787-d9ac2d4e7bd6",
+ "metadata": {},
+ "source": [
+ "## Open up NHGF STAC Catalog"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "adf6c59d-58cd-48b1-a5fd-3bb205a3ef56",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# define folder location where your STAC catalog json file is\n",
+ "catalog_path = os.path.join('..', 'catalog')\n",
+ "# open catalog\n",
+ "catalog = pystac.Catalog.from_file(os.path.join(catalog_path, 'catalog.json'))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "996e60ba-13e4-453a-8534-e62ce747f0fa",
+ "metadata": {},
+ "source": [
+ "## Collection Metadata Input"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "482d204d-b5b6-40e5-ac42-55b459be1097",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# url to zarr store that you want to create a collection for\n",
+ "zarr_url = 's3://nhgf-development/conus404/conus404_daily_202210.zarr/'\n",
+ "\n",
+ "# define keyword arguments needed for opening the dataset with xarray\n",
+ "# ref: https://github.com/stac-extensions/xarray-assets\n",
+ "xarray_opendataset_kwargs = {\"xarray:open_kwargs\":{\"chunks\":{},\"engine\":\"zarr\",\"consolidated\":True},\n",
+ " \"xarray:storage_options\":{\"requester_pays\":True}}\n",
+ "# description for zarr url asset attached to collection (zarr_url)\n",
+ "asset_description = \"S3 access to collection zarr group\"\n",
+ "# roles to tag zarr url asset with\n",
+ "asset_roles = [\"data\",\"zarr\",\"s3\"]\n",
+ "\n",
+ "# name for STAC collection\n",
+ "collection_id = 'conus404-daily'\n",
+ "# description of STAC collection\n",
+ "collection_description = 'CONUS404 40 years of daily values for subset of model output variables derived from hourly values on cloud storage'\n",
+ "# license for dataset\n",
+ "collection_license = 'CC0-1.0'"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b213b74f-ad17-4774-93b6-3b62be616b45",
+ "metadata": {},
+ "source": [
+ "## Data Exploration"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "708f2cf5-79ab-49af-8067-de31d0d13ee6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# open and view zarr dataset\n",
+ "fs2 = fsspec.filesystem('s3', requester_pays=True)\n",
+ "ds = xr.open_dataset(fs2.get_mapper(zarr_url), engine='zarr', \n",
+ " backend_kwargs={'consolidated':True}, chunks={})\n",
+ "ds"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f49f6d7e-af4f-471f-9a32-5db7d3b2674b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# plot a map of a single variable\n",
+ "var_to_plot = 'SNOW'\n",
+ "da = ds[var_to_plot].sel(time='2014-03-01 00:00').load()\n",
+ "da.hvplot.quadmesh(x='lon', y='lat', rasterize=True, \n",
+ " geo=True, tiles='OSM', alpha=0.7, cmap='turbo')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a8c3ed37-8564-400b-a7fb-25bd5e43d21c",
+ "metadata": {},
+ "source": [
+ "## Create Collection Extent"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "69f0d837-68a5-4fed-9a14-5d75cfbb0da4",
+ "metadata": {},
+ "source": [
+ "### Spatial Extent"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "d46805e0-8e94-4ebe-aa01-d9a2d7051459",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# pull out lat/lon bbox for data\n",
+ "# coordiantes must be from WGS 84 datum\n",
+ "# left, bottom, right, top\n",
+ "coord_bounds = [str(ds.lon.data.min()), str(ds.lat.data.min()), str(ds.lon.data.max()), str(ds.lat.data.max())]\n",
+ "print(coord_bounds)\n",
+ "# create a spatial extent object \n",
+ "spatial_extent = pystac.SpatialExtent(bboxes=[coord_bounds])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a04c8fca-1d33-43ac-9e2b-62d7be2887f7",
+ "metadata": {},
+ "source": [
+ "### Temporal Extent"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "41a84995-867c-4152-8c57-85e3758bbb77",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# pull out first and last timestamps\n",
+ "temporal_extent_lower = pd.Timestamp(ds.time.data.min())\n",
+ "temporal_extent_upper = pd.Timestamp(ds.time.data.max())\n",
+ "print(f'min: {temporal_extent_lower} \\nmax: {temporal_extent_upper}')\n",
+ "# create a temporal extent object\n",
+ "temporal_extent = pystac.TemporalExtent(intervals=[[temporal_extent_lower, temporal_extent_upper]])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1b1e37c4-5348-46ad-abc9-e005b5d6c02b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "collection_extent = pystac.Extent(spatial=spatial_extent, temporal=temporal_extent)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "cfb71202-03df-45b5-ac2f-0dc2ee1ab780",
+ "metadata": {},
+ "source": [
+ "## Create pystac collection"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7e96811b-95ae-406a-9728-55fc429d4e1f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "collection = pystac.Collection(id=collection_id,\n",
+ " description=collection_description,\n",
+ " extent=collection_extent,\n",
+ " license=collection_license)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a21c76e8-cd57-4eb5-a33f-7c668a3b3205",
+ "metadata": {},
+ "source": [
+ "## Add zarr url asset to collection"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "094832af-d22b-4359-b0f6-cf687acce5cc",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create an asset for the zarr url attached to the collection\n",
+ "asset = pystac.Asset(href=zarr_url,\n",
+ " description=asset_description,\n",
+ " media_type=\"application/vnd+zarr\",\n",
+ " roles=asset_roles,\n",
+ " extra_fields = xarray_opendataset_kwargs)\n",
+ "collection.add_asset(\"zarr-s3\", asset)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f67cd5c9-db33-45c2-bc21-480cd67354f4",
+ "metadata": {},
+ "source": [
+ "## Add datacube extension to collection"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "fc00946d-2880-491d-9b3b-3aeeb4414d6c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# instantiate extention on collection\n",
+ "dc = DatacubeExtension.ext(collection, add_if_missing=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8bdd77a2-7587-485e-afb7-42af3a822241",
+ "metadata": {},
+ "source": [
+ "### Add cube dimensions (required field for extension)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "120a4914-3302-44a5-a282-0308ac84f040",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# list out dataset coordinates\n",
+ "dims = list(ds.dims)\n",
+ "print(dims)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "00a5e041-081d-428d-ac2e-75d16de205e6",
+ "metadata": {},
+ "source": [
+ "user input needed:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5a443497-67a9-4dce-a8e9-b08d31a88223",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# create a dictionary of datacube dimensions you would like to assign to this dataset\n",
+ "# dimension name should come from the coordinates printed above\n",
+ "# we do not recommend including redundant dimensions (do not include x,y if you have lon,lat)\n",
+ "# note that the extent of each dimension should be pulled from the dataset\n",
+ "dims_dict = {'time': pystac.extensions.datacube.Dimension({'type': 'temporal', 'extent': [temporal_extent_lower.strftime('%Y-%m-%dT%XZ'), temporal_extent_upper.strftime('%Y-%m-%dT%XZ')]}),\n",
+ " 'lon': pystac.extensions.datacube.Dimension({'type': 'spatial', 'axis': 'x', 'extent': [coord_bounds[0], coord_bounds[2]]}),\n",
+ " 'lat': pystac.extensions.datacube.Dimension({'type': 'spatial', 'axis': 'y', 'extent': [coord_bounds[1], coord_bounds[3]]}),\n",
+ " 'bottom_top_stag': pystac.extensions.datacube.Dimension({'type': 'spatial', 'axis': 'z', 'description': ''}),\n",
+ " 'bottom_top': pystac.extensions.datacube.Dimension({'type': 'spatial', 'axis': 'z', 'description': ''}),\n",
+ " 'soil_layers_stag': pystac.extensions.datacube.Dimension({'type': 'spatial', 'axis': 'z', 'description': ''}),\n",
+ " 'x_stag': pystac.extensions.datacube.Dimension({'type': 'spatial', 'axis': 'z', 'description': ''}),\n",
+ " 'y_stag': pystac.extensions.datacube.Dimension({'type': 'spatial', 'axis': 'z', 'description': ''}),\n",
+ " 'snow_layers_stag': pystac.extensions.datacube.Dimension({'type': 'spatial', 'axis': 'z', 'description': ''}),\n",
+ " 'snso_layers_stag': pystac.extensions.datacube.Dimension({'type': 'spatial', 'axis': 'z', 'description': ''}),\n",
+ " }\n",
+ "# unresolved questions:\n",
+ "# do we want other fields? https://github.com/stac-extensions/datacube\n",
+ "# are these all z spatial dimension?\n",
+ "# can i have multiple z dimensions on one collection?\n",
+ "# could i also have multiple x,y dimensions\n",
+ "# add descriptions\n",
+ "\n",
+ "# var dims x, y - I used lat, lon here because I thought it would be more intuitive \n",
+ "# but not really dims\n",
+ "# if we use x, y need to use reference_system - how to harvest from crs?\n",
+ "# options: numerical EPSG code, WKT2 (ISO 19162) string or PROJJSON object"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0f277883-a3fd-425f-966a-ca2140d0ef2f",
+ "metadata": {},
+ "source": [
+ "### Add cube variables (optional field for extension)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e9272931-fc0b-4f2a-9546-283033e9cde8",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# pull list of vars from dataset\n",
+ "vars = list(ds.variables)\n",
+ "# create dictionary of dataset variables and associated dimensions\n",
+ "vars_dict={}\n",
+ "for var in vars:\n",
+ " vars_dict[var] = pystac.extensions.datacube.Variable({'dimensions':list(ds[var].dims), 'type': 'data'})"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "11ad5352-884c-4472-8864-4570a96f66e5",
+ "metadata": {},
+ "source": [
+ "### Finalize extension"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "10141fd4-91d6-491d-878b-02653720891d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# add dimesions and variables to collection extension\n",
+ "dc.apply(dimensions=dims_dict, variables=vars_dict)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "615ca168-75fb-4135-9941-0ef5fe4fd1cb",
+ "metadata": {},
+ "source": [
+ "## Add STAC Collection to Catalog and Save"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "4b75791b-6b2d-40be-b7c6-330a60888fb5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "catalog.add_child(collection)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "65ab4190-dd2d-45bf-96bd-b6d32e5cf8fc",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "catalog.normalize_and_save(root_href=catalog_path, catalog_type=pystac.CatalogType.SELF_CONTAINED)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f94dbc67-7fff-4cd1-98f8-bc270fc3b110",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "users-users-pangeo",
+ "language": "python",
+ "name": "conda-env-users-users-pangeo-py"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.9.15"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
--
GitLab