From 39dde23a48b0ed3554a7155f2812e566e9afbc0c Mon Sep 17 00:00:00 2001 From: Tom Augspurger Date: Thu, 26 Jan 2023 06:17:05 -0600 Subject: [PATCH] Tom/fix/noaa climate normals tabular fix (#245) * fixed noaa-climate-normals-tabular * fixed noaa-climate-normals-tabular --- ...noaa-climate-normals-tabular-example.ipynb | 803 +----------------- 1 file changed, 4 insertions(+), 799 deletions(-) diff --git a/datasets/noaa-climate-normals/noaa-climate-normals-tabular-example.ipynb b/datasets/noaa-climate-normals/noaa-climate-normals-tabular-example.ipynb index 59cba3f4..901d8c99 100755 --- a/datasets/noaa-climate-normals/noaa-climate-normals-tabular-example.ipynb +++ b/datasets/noaa-climate-normals/noaa-climate-normals-tabular-example.ipynb @@ -46,801 +46,7 @@ "execution_count": 1, "id": "6589465d-240b-4eb6-98f6-fa677a886b85", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "
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ID: noaa-climate-normals-tabular
Title: NOAA US Tabular Climate Normals
Description: The [NOAA United States Climate Normals](https://www.ncei.noaa.gov/products/land-based-station/us-climate-normals) provide information about typical climate conditions for thousands of weather station locations across the United States. Normals act both as a ruler to compare current weather and as a predictor of conditions in the near future. The official normals are calculated for a uniform 30 year period, and consist of annual/seasonal, monthly, daily, and hourly averages and statistics of temperature, precipitation, and other climatological variables for each weather station. \n", - "\n", - "NOAA produces Climate Normals in accordance with the [World Meteorological Organization](https://public.wmo.int/en) (WMO), of which the United States is a member. The WMO requires each member nation to compute 30-year meteorological quantity averages at least every 30 years, and recommends an update each decade, in part to incorporate newer weather stations. The 1991–2020 U.S. Climate Normals are the latest in a series of decadal normals first produced in the 1950s. \n", - "\n", - "This Collection contains tabular weather variable data at weather station locations in GeoParquet format. Data are provided for annual/seasonal, monthly, daily, and hourly frequencies for the following time periods:\n", - "\n", - "- Conventional 30-year normals (1991–2020)\n", - "- Legacy 30-year normals (1981–2010)\n", - "- Supplemental 15-year normals (2006–2020)\n", - "
Providers:\n", - " \n", - "
type: Collection
title: NOAA US Tabular Climate Normals
assets: {'thumbnail': {'href': 'https://ai4edatasetspublicassets.blob.core.windows.net/assets/pc_thumbnails/noaa-climate-normals-tabular-thumb.png', 'type': 'image/png', 'roles': ['thumbnail'], 'title': 'NOAA U.S. Tabular Climate Normals Thumbnail'}, 'geoparquet-items': {'href': 'abfs://items/noaa-climate-normals-tabular.parquet', 'type': 'application/x-parquet', 'roles': ['stac-items'], 'title': 'GeoParquet STAC items', 'description': \"Snapshot of the collection's STAC items exported to GeoParquet format.\", 'msft:partition_info': {'is_partitioned': False}, 'table:storage_options': {'account_name': 'pcstacitems', 'credential': 'st=2023-01-12T21%3A21%3A19Z&se=2023-01-20T21%3A21%3A20Z&sp=rl&sv=2021-06-08&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2023-01-13T21%3A21%3A18Z&ske=2023-01-20T21%3A21%3A18Z&sks=b&skv=2021-06-08&sig=vDoScOCntdyRyakGmuI48/0gHptx0fuaQUZ/rOXv2v0%3D'}}}
keywords: ['NOAA', 'Climate Normals', 'Weather', 'Surface Observations', 'Climatology', 'CONUS']
providers: [{'url': 'https://www.ncei.noaa.gov/', 'name': 'NOAA National Centers for Environmental Information', 'roles': ['producer', 'processor', 'licensor']}, {'url': 'https://planetarycomputer.microsoft.com', 'name': 'Microsoft', 'roles': ['processor', 'host']}]
summaries: {'noaa_climate_normals:period': ['1981-2010', '1991-2020', '2006-2020'], 'noaa_climate_normals:frequency': ['hourly', 'daily', 'monthly', 'annualseasonal']}
item_assets: {'geoparquet': {'type': 'application/x-parquet', 'roles': ['data'], 'title': 'Dataset root', 'table:storage_options': {'account_name': 'noaanormals'}}}
table:tables: [{'name': '1981_2010-hourly', 'description': 'Hourly Climate Normals for Period 1981-2010'}, {'name': '1981_2010-daily', 'description': 'Daily Climate Normals for Period 1981-2010'}, {'name': '1981_2010-monthly', 'description': 'Monthly Climate Normals for Period 1981-2010'}, {'name': '1981_2010-annualseasonal', 'description': 'Annual/Seasonal Climate Normals for Period 1981-2010'}, {'name': '1991_2020-hourly', 'description': 'Hourly Climate Normals for Period 1991-2020'}, {'name': '1991_2020-daily', 'description': 'Daily Climate Normals for Period 1991-2020'}, {'name': '1991_2020-monthly', 'description': 'Monthly Climate Normals for Period 1991-2020'}, {'name': '1991_2020-annualseasonal', 'description': 'Annual/Seasonal Climate Normals for Period 1991-2020'}, {'name': '2006_2020-hourly', 'description': 'Hourly Climate Normals for Period 2006-2020'}, {'name': '2006_2020-daily', 'description': 'Daily Climate Normals for Period 2006-2020'}, {'name': '2006_2020-monthly', 'description': 'Monthly Climate Normals for Period 2006-2020'}, {'name': '2006_2020-annualseasonal', 'description': 'Annual/Seasonal Climate Normals for Period 2006-2020'}]
msft:group_id: noaa-climate-normals
msft:container: climate-normals-geoparquet
stac_extensions: ['https://stac-extensions.github.io/scientific/v1.0.0/schema.json', 'https://stac-extensions.github.io/item-assets/v1.0.0/schema.json', 'https://stac-extensions.github.io/table/v1.2.0/schema.json']
sci:publications: [{'doi': '10.1175/BAMS-D-11-00197.1', 'citation': \"Arguez, A., I. Durre, S. Applequist, R. Vose, M. Squires, X. Yin, R. Heim, and T. Owen, 2012: NOAA's 1981-2010 climate normals: An overview. Bull. Amer. Meteor. Soc., 93, 1687-1697. DOI: 10.1175/BAMS-D-11-00197.1.\"}, {'doi': '10.1175/BAMS-D-11-00173.1', 'citation': 'Applequist, S., A. Arguez, I. Durre, M. Squires, R. Vose, and X. Yin, 2012: 1981-2010 U.S. Hourly Normals. Bulletin of the American Meteorological Society, 93, 1637-1640. DOI: 10.1175/BAMS-D-11-00173.1.'}]
msft:storage_account: noaanormals
msft:short_description: Tabular Climate Normal data for over 15,000 United States weather station locations in GeoParquet format.
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Item: 2006_2020-monthly

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ID: 2006_2020-monthly
Bounding Box: [-170.7136, -14.3306, 171.3833, 71.3214]
title: Monthly Climate Normals for Period 2006-2020
created: 2023-01-13T17:12:43.569562Z
datetime: None
proj:epsg: 4269
end_datetime: 2020-12-31T23:59:59Z
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'double', 'unit': 'degree Fahrenheit', 'description': 'Long-term averages of monthly heating degree days with base 65F'}, {'name': 'comp_flag_MLY-HTDD-NORMAL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-HTDD-NORMAL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-HTDD-NORMAL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-20PCTL', 'type': 'double', 'unit': 'inch', 'description': 'First quintile of monthly nonzero precipitation totals'}, {'name': 'comp_flag_MLY-PRCP-20PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-20PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-20PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-25PCTL', 'type': 'double', 'unit': 'inch', 'description': 'First quartile of monthly nonzero precipitation totals'}, {'name': 'comp_flag_MLY-PRCP-25PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-25PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-25PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-33PCTL', 'type': 'double', 'unit': 'inch', 'description': 'First tercile of monthly nonzero precipitation totals'}, {'name': 'comp_flag_MLY-PRCP-33PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-33PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-33PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-40PCTL', 'type': 'double', 'unit': 'inch', 'description': 'Second quintile of monthly nonzero precipitation totals'}, {'name': 'comp_flag_MLY-PRCP-40PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-40PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-40PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-50PCTL', 'type': 'double', 'unit': 'inch', 'description': 'Second quartile of monthly nonzero precipitation totals'}, {'name': 'comp_flag_MLY-PRCP-50PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-50PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-50PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-60PCTL', 'type': 'double', 'unit': 'inch', 'description': 'Third quintile of monthly nonzero precipitation totals'}, {'name': 'comp_flag_MLY-PRCP-60PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-60PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-60PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-67PCTL', 'type': 'double', 'unit': 'inch', 'description': 'Second tercile of monthly nonzero precipitation totals'}, {'name': 'comp_flag_MLY-PRCP-67PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-67PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-67PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-75PCTL', 'type': 'double', 'unit': 'inch', 'description': 'Third quartile of monthly nonzero precipitation totals'}, {'name': 'comp_flag_MLY-PRCP-75PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-75PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-75PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-80PCTL', 'type': 'double', 'unit': 'inch', 'description': 'Fourth quintile of monthly nonzero precipitation totals'}, {'name': 'comp_flag_MLY-PRCP-80PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-80PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-80PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-AVGNDS-GE001HI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with precipitation >= 0.01 inches'}, {'name': 'comp_flag_MLY-PRCP-AVGNDS-GE001HI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-AVGNDS-GE001HI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-AVGNDS-GE001HI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-AVGNDS-GE010HI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with precipitation >= 0.10 inches'}, {'name': 'comp_flag_MLY-PRCP-AVGNDS-GE010HI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-AVGNDS-GE010HI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-AVGNDS-GE010HI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-AVGNDS-GE025HI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with precipitation >= 0.25 inches'}, {'name': 'comp_flag_MLY-PRCP-AVGNDS-GE025HI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-AVGNDS-GE025HI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-AVGNDS-GE025HI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-AVGNDS-GE050HI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with precipitation >= 0.50 inches'}, {'name': 'comp_flag_MLY-PRCP-AVGNDS-GE050HI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-AVGNDS-GE050HI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-AVGNDS-GE050HI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-AVGNDS-GE100HI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with precipitation >= 1.00 inches'}, {'name': 'comp_flag_MLY-PRCP-AVGNDS-GE100HI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-AVGNDS-GE100HI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-AVGNDS-GE100HI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-AVGNDS-GE200HI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with precipitation >= 2.00 inches'}, {'name': 'comp_flag_MLY-PRCP-AVGNDS-GE200HI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-AVGNDS-GE200HI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-AVGNDS-GE200HI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-AVGNDS-GE400HI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with precipitation >= 4.00 inches'}, {'name': 'comp_flag_MLY-PRCP-AVGNDS-GE400HI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-AVGNDS-GE400HI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-AVGNDS-GE400HI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-AVGNDS-GE600HI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with precipitation >= 6.00 inches'}, {'name': 'comp_flag_MLY-PRCP-AVGNDS-GE600HI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-AVGNDS-GE600HI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-AVGNDS-GE600HI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-PRCP-NORMAL', 'type': 'double', 'unit': 'inch', 'description': 'Long-term averages of monthly precipitation total'}, {'name': 'comp_flag_MLY-PRCP-NORMAL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-PRCP-NORMAL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-PRCP-NORMAL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-20PCTL', 'type': 'double', 'unit': 'inch', 'description': 'First quintile of monthly nonzero snowfall totals'}, {'name': 'comp_flag_MLY-SNOW-20PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-20PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-20PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-25PCTL', 'type': 'double', 'unit': 'inch', 'description': 'First quartile of monthly nonzero snowfall totals'}, {'name': 'comp_flag_MLY-SNOW-25PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-25PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-25PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-33PCTL', 'type': 'double', 'unit': 'inch', 'description': 'First tercile of monthly nonzero snowfall totals'}, {'name': 'comp_flag_MLY-SNOW-33PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-33PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-33PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-40PCTL', 'type': 'double', 'unit': 'inch', 'description': 'Second quintile of monthly nonzero snowfall totals'}, {'name': 'comp_flag_MLY-SNOW-40PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-40PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-40PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-50PCTL', 'type': 'double', 'unit': 'inch', 'description': 'Second quartile of monthly nonzero snowfall totals'}, {'name': 'comp_flag_MLY-SNOW-50PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-50PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-50PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-60PCTL', 'type': 'double', 'unit': 'inch', 'description': 'Third quintile of monthly nonzero snowfall totals'}, {'name': 'comp_flag_MLY-SNOW-60PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-60PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-60PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-67PCTL', 'type': 'double', 'unit': 'inch', 'description': 'Second tercile of monthly nonzero snowfall totals'}, {'name': 'comp_flag_MLY-SNOW-67PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-67PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-67PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-75PCTL', 'type': 'double', 'unit': 'inch', 'description': 'Third quartile of monthly nonzero snowfall totals'}, {'name': 'comp_flag_MLY-SNOW-75PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-75PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-75PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-80PCTL', 'type': 'double', 'unit': 'inch', 'description': 'Fourth quintile of monthly nonzero snowfall totals'}, {'name': 'comp_flag_MLY-SNOW-80PCTL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-80PCTL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-80PCTL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-AVGNDS-GE001TI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with snowfall >= 0.1 inch'}, {'name': 'comp_flag_MLY-SNOW-AVGNDS-GE001TI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-AVGNDS-GE001TI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-AVGNDS-GE001TI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-AVGNDS-GE010TI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with snowfall >= 1.0 inch'}, {'name': 'comp_flag_MLY-SNOW-AVGNDS-GE010TI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-AVGNDS-GE010TI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-AVGNDS-GE010TI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-AVGNDS-GE020TI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with snowfall >= 2.0 inches'}, {'name': 'comp_flag_MLY-SNOW-AVGNDS-GE020TI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-AVGNDS-GE020TI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-AVGNDS-GE020TI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-AVGNDS-GE030TI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with snowfall >= 3.0 inches'}, {'name': 'comp_flag_MLY-SNOW-AVGNDS-GE030TI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-AVGNDS-GE030TI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-AVGNDS-GE030TI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-AVGNDS-GE040TI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with snowfall >= 4.0 inches'}, {'name': 'comp_flag_MLY-SNOW-AVGNDS-GE040TI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-AVGNDS-GE040TI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-AVGNDS-GE040TI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-AVGNDS-GE050TI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with snowfall >= 5.0 inches'}, {'name': 'comp_flag_MLY-SNOW-AVGNDS-GE050TI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-AVGNDS-GE050TI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-AVGNDS-GE050TI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-AVGNDS-GE100TI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with snowfall >= 10 inches'}, {'name': 'comp_flag_MLY-SNOW-AVGNDS-GE100TI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-AVGNDS-GE100TI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-AVGNDS-GE100TI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-AVGNDS-GE200TI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with snowfall >= 20 inches'}, {'name': 'comp_flag_MLY-SNOW-AVGNDS-GE200TI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-AVGNDS-GE200TI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-AVGNDS-GE200TI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNOW-NORMAL', 'type': 'double', 'unit': 'inch', 'description': 'Long-term averages of monthly snowfall total'}, {'name': 'comp_flag_MLY-SNOW-NORMAL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNOW-NORMAL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNOW-NORMAL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNWD-AVGNDS-GE001WI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with snow depth >= 1 inch'}, {'name': 'comp_flag_MLY-SNWD-AVGNDS-GE001WI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNWD-AVGNDS-GE001WI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNWD-AVGNDS-GE001WI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNWD-AVGNDS-GE002WI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with snow depth >= 2 inches'}, {'name': 'comp_flag_MLY-SNWD-AVGNDS-GE002WI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNWD-AVGNDS-GE002WI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNWD-AVGNDS-GE002WI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNWD-AVGNDS-GE003WI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with snow depth >= 3 inches'}, {'name': 'comp_flag_MLY-SNWD-AVGNDS-GE003WI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNWD-AVGNDS-GE003WI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNWD-AVGNDS-GE003WI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNWD-AVGNDS-GE004WI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with snow depth >= 4 inches'}, {'name': 'comp_flag_MLY-SNWD-AVGNDS-GE004WI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNWD-AVGNDS-GE004WI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNWD-AVGNDS-GE004WI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNWD-AVGNDS-GE005WI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with snow depth >= 5 inches'}, {'name': 'comp_flag_MLY-SNWD-AVGNDS-GE005WI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNWD-AVGNDS-GE005WI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNWD-AVGNDS-GE005WI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNWD-AVGNDS-GE010WI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with snow depth >= 10 inches'}, {'name': 'comp_flag_MLY-SNWD-AVGNDS-GE010WI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNWD-AVGNDS-GE010WI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNWD-AVGNDS-GE010WI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-SNWD-AVGNDS-GE020WI', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with snow depth >= 20 inches'}, {'name': 'comp_flag_MLY-SNWD-AVGNDS-GE020WI', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-SNWD-AVGNDS-GE020WI', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-SNWD-AVGNDS-GE020WI', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-TAVG-NORMAL', 'type': 'double', 'unit': 'degree Fahrenheit', 'description': 'Long-term averages of monthly average temperature'}, {'name': 'comp_flag_MLY-TAVG-NORMAL', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-TAVG-NORMAL', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-TAVG-NORMAL', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-TAVG-STDDEV', 'type': 'double', 'unit': 'degree Fahrenheit', 'description': 'Long-term standard deviations of monthly average temperature'}, {'name': 'comp_flag_MLY-TAVG-STDDEV', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-TAVG-STDDEV', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-TAVG-STDDEV', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-TMAX-AVGNDS-GRTH032', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with maximum temperature >= 32F'}, {'name': 'comp_flag_MLY-TMAX-AVGNDS-GRTH032', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-TMAX-AVGNDS-GRTH032', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-TMAX-AVGNDS-GRTH032', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-TMAX-AVGNDS-GRTH040', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with maximum temperature >= 40F'}, {'name': 'comp_flag_MLY-TMAX-AVGNDS-GRTH040', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-TMAX-AVGNDS-GRTH040', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-TMAX-AVGNDS-GRTH040', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-TMAX-AVGNDS-GRTH050', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with maximum temperature >= 50F'}, {'name': 'comp_flag_MLY-TMAX-AVGNDS-GRTH050', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-TMAX-AVGNDS-GRTH050', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-TMAX-AVGNDS-GRTH050', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-TMAX-AVGNDS-GRTH060', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with maximum temperature >= 60F'}, {'name': 'comp_flag_MLY-TMAX-AVGNDS-GRTH060', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-TMAX-AVGNDS-GRTH060', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-TMAX-AVGNDS-GRTH060', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-TMAX-AVGNDS-GRTH070', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with maximum temperature >= 70F'}, {'name': 'comp_flag_MLY-TMAX-AVGNDS-GRTH070', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-TMAX-AVGNDS-GRTH070', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-TMAX-AVGNDS-GRTH070', 'type': 'double', 'description': 'Number of years used'}, {'name': 'MLY-TMAX-AVGNDS-GRTH080', 'type': 'double', 'unit': 'day', 'description': 'Monthly number of days with maximum temperature >= 80F'}, {'name': 'comp_flag_MLY-TMAX-AVGNDS-GRTH080', 'type': 'byte_array', 'description': 'Data record completeness flag'}, {'name': 'meas_flag_MLY-TMAX-AVGNDS-GRTH080', 'type': 'byte_array', 'description': 'Data record measurement flag'}, {'name': 'years_MLY-TMAX-AVGNDS-GRTH080', 'type': 'double', 'description': 'Number of years 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start_datetime: 2006-01-01T00:00:00Z
table:row_count: 161652
sci:publications: [{'doi': '10.1175/BAMS-D-11-00197.1', 'citation': \"Arguez, A., I. Durre, S. Applequist, R. Vose, M. Squires, X. Yin, R. Heim, and T. Owen, 2012: NOAA's 1981-2010 climate normals: An overview. Bull. Amer. Meteor. Soc., 93, 1687-1697. DOI: 10.1175/BAMS-D-11-00197.1.\"}]
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Asset: GeoParquet STAC items

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href: abfs://items/noaa-climate-normals-tabular.parquet
Title: GeoParquet STAC items
Description: Snapshot of the collection's STAC items exported to GeoParquet format.
Media type: application/x-parquet
Roles: ['stac-items']
Owner:
msft:partition_info: {'is_partitioned': False}
table:storage_options: {'account_name': 'pcstacitems', 'credential': 'st=2023-01-12T21%3A21%3A19Z&se=2023-01-20T21%3A21%3A20Z&sp=rl&sv=2021-06-08&sr=c&skoid=c85c15d6-d1ae-42d4-af60-e2ca0f81359b&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2023-01-13T21%3A21%3A18Z&ske=2023-01-20T21%3A21%3A18Z&sks=b&skv=2021-06-08&sig=vDoScOCntdyRyakGmuI48/0gHptx0fuaQUZ/rOXv2v0%3D'}
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" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "import planetary_computer\n", "import pystac_client\n", @@ -851,8 +57,7 @@ " modifier=planetary_computer.sign_inplace,\n", ")\n", "\n", - "collection = catalog.get_collection(\"noaa-climate-normals-tabular\")\n", - "collection" + "collection = catalog.get_collection(\"noaa-climate-normals-tabular\")" ] }, { @@ -1059,7 +264,7 @@ "" ], "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1069,7 +274,7 @@ "source": [ "import contextily\n", "\n", - "ax = df.cx[-125:24, -65:50.5].plot(figsize=(24, 24), column=\"MLY-PRCP-NORMAL\")\n", + "ax = df.cx[-125:24, -65:50.5].plot(figsize=(18, 18), column=\"MLY-PRCP-NORMAL\")\n", "contextily.add_basemap(\n", " ax, crs=df.crs.to_string(), source=contextily.providers.OpenStreetMap.Mapnik\n", ")"