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andersy005/cesm1-le-on-stratus.ipynb

Created August 10, 2021 17:24
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Accessing data on NCAR Stratus Object Storage
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cesm1-le-on-stratus.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "71aade19-5a47-4fe2-9352-113211c62077",
"metadata": {},
"outputs": [],
"source": [
"import fsspec\n",
"import xarray as xr"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "34b3fef9-c40c-43aa-8448-7b3a3dcb7139",
"metadata": {},
"outputs": [],
"source": [
"fs = fsspec.filesystem('s3', anon=True, client_kwargs={'endpoint_url': 'https://stratus.ucar.edu'})"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "3ee0dd40-a3be-4f5a-98d8-ebacb9f028df",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['ncar-cesm-lens/atm',\n",
" 'ncar-cesm-lens/ice_nh',\n",
" 'ncar-cesm-lens/ice_sh',\n",
" 'ncar-cesm-lens/lnd',\n",
" 'ncar-cesm-lens/ocn']"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fs.ls('ncar-cesm-lens')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "0e467685-6da2-4fbc-8b8b-99ac68c92cbd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['ncar-cesm-lens/atm/monthly/cesmLE-20C-FLNS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-FLNSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-FLUT.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-FSNS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-FSNSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-FSNTOA.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-ICEFRAC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-LHFLX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-PRECC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-PRECL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-PRECSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-PRECSL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-PSL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-Q.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-SHFLX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-T.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-TMQ.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-TREFHT.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-TREFHTMN.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-TREFHTMX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C-TS.zarr',\n",
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" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-FSNTOA.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-ICEFRAC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-LHFLX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-PRECC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-PRECL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-PRECSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-PRECSL.zarr',\n",
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" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-Q.zarr',\n",
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" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-TMQ.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-TREFHT.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-TREFHTMN.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-TREFHTMX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-TS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-U.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-V.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-20C_185001_191912-Z3.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-FLNS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-FLNSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-FLUT.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-FSNS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-FSNSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-FSNTOA.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-ICEFRAC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-LHFLX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-PRECC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-PRECL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-PRECSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-PRECSL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-PS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-PSL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-Q.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-SHFLX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-T.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-TMQ.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-TREFHT.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-TREFHTMN.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-TREFHTMX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-TS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-U.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-V.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL-Z3.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-FLNS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-FLNSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-FLUT.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-FSNS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-FSNSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-FSNTOA.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-ICEFRAC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-LHFLX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-PRECC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-PRECL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-PRECSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-PRECSL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-PSL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-Q.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-SHFLX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-T.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-TMQ.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-TREFHT.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-TREFHTMN.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-TREFHTMX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-TS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-U.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-V.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-CTRL_AMIP-Z3.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-FLNS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-FLNSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-FLUT.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-FSNS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-FSNSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-FSNTOA.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-ICEFRAC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-LHFLX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-PRECC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-PRECL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-PRECSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-PRECSL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-PSL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-Q.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-SHFLX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-T.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-TMQ.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-TREFHT.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-TREFHTMN.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-TREFHTMX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-TS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-U.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-HIST-Z3.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-FLNS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-FLNSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-FLUT.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-FSNS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-FSNSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-FSNTOA.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-ICEFRAC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-LHFLX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-PRECC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-PRECL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-PRECSC.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-PRECSL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-PS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-PSL.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-Q.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-SHFLX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-T.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-TMQ.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-TREFHT.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-TREFHTMN.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-TREFHTMX.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-TS.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-U.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-V.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-RCP85-Z3.zarr',\n",
" 'ncar-cesm-lens/atm/monthly/cesmLE-TEST.zarr']"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fs.ls('ncar-cesm-lens/atm/monthly')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "0734054e-a5f3-491d-8d14-9fc99a6bfa38",
"metadata": {},
"outputs": [],
"source": [
"mapper = fs.get_mapper('ncar-cesm-lens/atm/monthly/cesmLE-RCP85-FLNS.zarr')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "3fbc55a9-f00a-4a7b-914a-166acaa6dd23",
"metadata": {},
"outputs": [
{
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" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
"}\n",
"\n",
".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (lat: 192, lon: 288, member_id: 40, nbnd: 2, time: 1140)\n",
"Coordinates:\n",
" * lat (lat) float64 -90.0 -89.06 -88.12 -87.17 ... 88.12 89.06 90.0\n",
" * lon (lon) float64 0.0 1.25 2.5 3.75 5.0 ... 355.0 356.2 357.5 358.8\n",
" * member_id (member_id) int64 1 2 3 4 5 6 7 8 ... 34 35 101 102 103 104 105\n",
" * time (time) object 2006-01-16 12:00:00 ... 2100-12-16 12:00:00\n",
" time_bnds (time, nbnd) object dask.array&lt;chunksize=(1140, 2), meta=np.ndarray&gt;\n",
"Dimensions without coordinates: nbnd\n",
"Data variables:\n",
" FLNS (member_id, time, lat, lon) float32 dask.array&lt;chunksize=(1, 576, 192, 288), meta=np.ndarray&gt;\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" NCO: 4.3.4\n",
" Version: $Name$\n",
" host: tcs-f02n07\n",
" important_note: This data is part of the project &#x27;Blind Evalua...\n",
" initial_file: b.e11.B20TRC5CNBDRD.f09_g16.105.cam.i.2006-01-...\n",
" logname: mudryk\n",
" nco_openmp_thread_number: 1\n",
" revision_Id: $Id$\n",
" source: CAM\n",
" title: UNSET\n",
" topography_file: /scratch/p/pjk/mudryk/cesm1_1_2_LENS/inputdata...</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-23d6d676-4fea-41aa-95fc-3c6fd573796e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-23d6d676-4fea-41aa-95fc-3c6fd573796e' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 192</li><li><span class='xr-has-index'>lon</span>: 288</li><li><span class='xr-has-index'>member_id</span>: 40</li><li><span>nbnd</span>: 2</li><li><span class='xr-has-index'>time</span>: 1140</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-d990c4f6-dfa7-4bbe-a960-026954c0f8ab' class='xr-section-summary-in' type='checkbox' checked><label for='section-d990c4f6-dfa7-4bbe-a960-026954c0f8ab' class='xr-section-summary' >Coordinates: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -89.06 -88.12 ... 89.06 90.0</div><input id='attrs-64e0173d-1805-4407-a7e7-453d7b2963ce' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-64e0173d-1805-4407-a7e7-453d7b2963ce' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f10c25f-a408-4195-91a6-f67594654fd6' class='xr-var-data-in' type='checkbox'><label for='data-5f10c25f-a408-4195-91a6-f67594654fd6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-90. , -89.057594, -88.115181, -87.172775, -86.23037 , -85.287956,\n",
" -84.345551, -83.403145, -82.460732, -81.518326, -80.575912, -79.633507,\n",
" -78.691101, -77.748688, -76.806282, -75.863876, -74.921463, -73.979057,\n",
" -73.036652, -72.094238, -71.151833, -70.209427, -69.267014, -68.324608,\n",
" -67.382202, -66.439789, -65.497383, -64.554977, -63.612564, -62.670158,\n",
" -61.727749, -60.785339, -59.842934, -58.900524, -57.958115, -57.015705,\n",
" -56.073299, -55.13089 , -54.18848 , -53.246075, -52.303665, -51.361256,\n",
" -50.41885 , -49.47644 , -48.534031, -47.591621, -46.649216, -45.706806,\n",
" -44.764397, -43.821991, -42.879581, -41.937172, -40.994766, -40.052357,\n",
" -39.109947, -38.167538, -37.225132, -36.282722, -35.340313, -34.397907,\n",
" -33.455498, -32.513088, -31.570681, -30.628273, -29.685863, -28.743456,\n",
" -27.801046, -26.858639, -25.916231, -24.973822, -24.031414, -23.089005,\n",
" -22.146597, -21.204189, -20.26178 , -19.319372, -18.376963, -17.434555,\n",
" -16.492147, -15.549738, -14.607329, -13.664922, -12.722513, -11.780105,\n",
" -10.837696, -9.895288, -8.95288 , -8.010471, -7.068063, -6.125654,\n",
" -5.183246, -4.240838, -3.298429, -2.356021, -1.413613, -0.471204,\n",
" 0.471204, 1.413613, 2.356021, 3.298429, 4.240838, 5.183246,\n",
" 6.125654, 7.068063, 8.010471, 8.95288 , 9.895288, 10.837696,\n",
" 11.780105, 12.722513, 13.664922, 14.607329, 15.549738, 16.492147,\n",
" 17.434555, 18.376963, 19.319372, 20.26178 , 21.204189, 22.146597,\n",
" 23.089005, 24.031414, 24.973822, 25.916231, 26.858639, 27.801046,\n",
" 28.743456, 29.685863, 30.628273, 31.570681, 32.513088, 33.455498,\n",
" 34.397907, 35.340313, 36.282722, 37.225132, 38.167538, 39.109947,\n",
" 40.052357, 40.994766, 41.937172, 42.879581, 43.821991, 44.764397,\n",
" 45.706806, 46.649216, 47.591621, 48.534031, 49.47644 , 50.41885 ,\n",
" 51.361256, 52.303665, 53.246075, 54.18848 , 55.13089 , 56.073299,\n",
" 57.015705, 57.958115, 58.900524, 59.842934, 60.785339, 61.727749,\n",
" 62.670158, 63.612564, 64.554977, 65.497383, 66.439789, 67.382202,\n",
" 68.324608, 69.267014, 70.209427, 71.151833, 72.094238, 73.036652,\n",
" 73.979057, 74.921463, 75.863876, 76.806282, 77.748688, 78.691101,\n",
" 79.633507, 80.575912, 81.518326, 82.460732, 83.403145, 84.345551,\n",
" 85.287956, 86.23037 , 87.172775, 88.115181, 89.057594, 90. ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 1.25 2.5 ... 356.2 357.5 358.8</div><input id='attrs-a99a65b3-e194-40b5-aa06-9e81285854ec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a99a65b3-e194-40b5-aa06-9e81285854ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-385a4533-209d-4551-a35b-0f4d8c8cd741' class='xr-var-data-in' type='checkbox'><label for='data-385a4533-209d-4551-a35b-0f4d8c8cd741' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([ 0. , 1.25, 2.5 , ..., 356.25, 357.5 , 358.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>member_id</span></div><div class='xr-var-dims'>(member_id)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 ... 101 102 103 104 105</div><input id='attrs-85237c0e-ad37-479d-8c71-0d16721083c1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-85237c0e-ad37-479d-8c71-0d16721083c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-629450ef-b06b-4538-b8ee-5ee868a6f13e' class='xr-var-data-in' type='checkbox'><label for='data-629450ef-b06b-4538-b8ee-5ee868a6f13e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14,\n",
" 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28,\n",
" 29, 30, 31, 32, 33, 34, 35, 101, 102, 103, 104, 105])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>2006-01-16 12:00:00 ... 2100-12-...</div><input id='attrs-17362ed2-3f7b-4748-8007-2fc5145e3933' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-17362ed2-3f7b-4748-8007-2fc5145e3933' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-244c3786-d0b3-4a91-a29b-ad342ab73e8f' class='xr-var-data-in' type='checkbox'><label for='data-244c3786-d0b3-4a91-a29b-ad342ab73e8f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(2006, 1, 16, 12, 0, 0, 0, has_year_zero=True),\n",
" cftime.DatetimeNoLeap(2006, 2, 15, 0, 0, 0, 0, has_year_zero=True),\n",
" cftime.DatetimeNoLeap(2006, 3, 16, 12, 0, 0, 0, has_year_zero=True),\n",
" ...,\n",
" cftime.DatetimeNoLeap(2100, 10, 16, 12, 0, 0, 0, has_year_zero=True),\n",
" cftime.DatetimeNoLeap(2100, 11, 16, 0, 0, 0, 0, has_year_zero=True),\n",
" cftime.DatetimeNoLeap(2100, 12, 16, 12, 0, 0, 0, has_year_zero=True)],\n",
" dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, nbnd)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1140, 2), meta=np.ndarray&gt;</div><input id='attrs-11f8659f-602d-4a7e-a63b-37d33c882d18' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-11f8659f-602d-4a7e-a63b-37d33c882d18' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-97715c5e-3f70-42e6-ad3d-a39447a6f38e' class='xr-var-data-in' type='checkbox'><label for='data-97715c5e-3f70-42e6-ad3d-a39447a6f38e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time interval endpoints</dd></dl></div><div class='xr-var-data'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr><th> Bytes </th><td> 17.81 kiB </td> <td> 17.81 kiB </td></tr>\n",
" <tr><th> Shape </th><td> (1140, 2) </td> <td> (1140, 2) </td></tr>\n",
" <tr><th> Count </th><td> 2 Tasks </td><td> 1 Chunks </td></tr>\n",
" <tr><th> Type </th><td> object </td><td> numpy.ndarray </td></tr>\n",
" </tbody>\n",
"</table>\n",
"</td>\n",
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},
"execution_count": 8,
"metadata": {},
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}
],
"source": [
"ds = xr.open_zarr(mapper, consolidated=True)\n",
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]
},
{
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"id": "89416a90-36c4-43d9-be97-d4dde6c06087",
"metadata": {},
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"source": []
}
],
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