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aradhakrishnanGFDL/S3-public-access-usage-example.ipynb

Created December 5, 2020 22:01
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S3-public-access-usage-example.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"An example from GFDL accessing S3 public datasets using xarray from the ASDI research credits. \n",
"Contact: Aparna.Radhakrishnan at noaa.gov\n",
"Contributors: Aparna Radhakrishnan, Natalie O'Leary\n",
"S3 public bucket location TBA"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (bnds: 2, lat: 180, lev: 35, lon: 360, time: 240)\n",
"Coordinates:\n",
" * lat (lat) float64 -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n",
" * lon (lon) float64 0.5 1.5 2.5 3.5 4.5 ... 356.5 357.5 358.5 359.5\n",
" * time (time) object 1708-01-16 12:00:00 ... 1727-12-16 12:00:00\n",
" * lev (lev) float64 2.5 10.0 20.0 32.5 ... 5e+03 5.5e+03 6e+03 6.5e+03\n",
"Dimensions without coordinates: bnds\n",
"Data variables:\n",
" lat_bnds (lat, bnds) float64 dask.array&lt;chunksize=(180, 2), meta=np.ndarray&gt;\n",
" lon_bnds (lon, bnds) float64 dask.array&lt;chunksize=(360, 2), meta=np.ndarray&gt;\n",
" thetao (time, lev, lat, lon) float32 dask.array&lt;chunksize=(1, 35, 180, 360), meta=np.ndarray&gt;\n",
" time_bnds (time, bnds) object dask.array&lt;chunksize=(1, 2), meta=np.ndarray&gt;\n",
" lev_bnds (lev, bnds) float64 dask.array&lt;chunksize=(35, 2), meta=np.ndarray&gt;\n",
"Attributes:\n",
" title: NOAA GFDL GFDL-CM4 model output prepared for CMIP6...\n",
" history: File was processed by fremetar (GFDL analog of CMO...\n",
" external_variables: areacello volcello\n",
" table_id: Omon\n",
" activity_id: OMIP\n",
" branch_method: none provided\n",
" branch_time_in_child: [0.]\n",
" comment: Experiment name = OM4p25_IAF_BLING_csf_rerun\\nFor ...\n",
" contact: gfdl.climate.model.info@noaa.gov\n",
" Conventions: CF-1.7 CMIP-6.0 UGRID-1.0\n",
" creation_date: 2019-06-04T20:37:54Z\n",
" data_specs_version: 01.00.27\n",
" experiment: OMIP experiment forced by CORE Inter-Annual Forcin...\n",
" experiment_id: omip1\n",
" forcing_index: [1]\n",
" frequency: mon\n",
" further_info_url: https://furtherinfo.es-doc.org/CMIP6.NOAA-GFDL.GFD...\n",
" grid: ocean data regridded from tripolar - nominal 0.25 ...\n",
" grid_label: gr\n",
" initialization_index: [1]\n",
" institution: National Oceanic and Atmospheric Administration, G...\n",
" institution_id: NOAA-GFDL\n",
" license: CMIP6 model data produced by NOAA-GFDL is licensed...\n",
" mip_era: CMIP6\n",
" nominal_resolution: 1x1 degree\n",
" parent_activity_id: no parent\n",
" parent_experiment_id: no parent\n",
" parent_mip_era: no parent\n",
" parent_source_id: no parent\n",
" parent_variant_label: no parent\n",
" physics_index: [1]\n",
" product: model-output\n",
" realization_index: [1]\n",
" realm: ocean\n",
" source: GFDL-CM4 (2018): \\naerosol: interactive\\natmos: GF...\n",
" source_id: GFDL-CM4\n",
" source_type: OGCM\n",
" sub_experiment: none\n",
" sub_experiment_id: none\n",
" tracking_id: hdl:21.14100/97e4edf3-22e7-4e5f-831a-f2a671b7094f\n",
" variable_id: thetao\n",
" variant_info: N/A\n",
" references: see further_info_url attribute\n",
" variant_label: r1i1p1f1</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-1a146b4f-f1b6-4835-b069-c28292c491df' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1a146b4f-f1b6-4835-b069-c28292c491df' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 180</li><li><span class='xr-has-index'>lev</span>: 35</li><li><span class='xr-has-index'>lon</span>: 360</li><li><span class='xr-has-index'>time</span>: 240</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-07deab45-af46-4a84-bd6f-0f24527d7a92' class='xr-section-summary-in' type='checkbox' checked><label for='section-07deab45-af46-4a84-bd6f-0f24527d7a92' class='xr-section-summary' >Coordinates: <span>(4)</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'>-89.5 -88.5 -87.5 ... 88.5 89.5</div><input id='attrs-8991c7ba-3cb7-4dfa-801d-523805a16e84' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8991c7ba-3cb7-4dfa-801d-523805a16e84' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1e34c843-fb16-4ff6-a03d-cd9547d725aa' class='xr-var-data-in' type='checkbox'><label for='data-1e34c843-fb16-4ff6-a03d-cd9547d725aa' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd></dl></div><div class='xr-var-data'><pre>array([-89.5, -88.5, -87.5, -86.5, -85.5, -84.5, -83.5, -82.5, -81.5, -80.5,\n",
" -79.5, -78.5, -77.5, -76.5, -75.5, -74.5, -73.5, -72.5, -71.5, -70.5,\n",
" -69.5, -68.5, -67.5, -66.5, -65.5, -64.5, -63.5, -62.5, -61.5, -60.5,\n",
" -59.5, -58.5, -57.5, -56.5, -55.5, -54.5, -53.5, -52.5, -51.5, -50.5,\n",
" -49.5, -48.5, -47.5, -46.5, -45.5, -44.5, -43.5, -42.5, -41.5, -40.5,\n",
" -39.5, -38.5, -37.5, -36.5, -35.5, -34.5, -33.5, -32.5, -31.5, -30.5,\n",
" -29.5, -28.5, -27.5, -26.5, -25.5, -24.5, -23.5, -22.5, -21.5, -20.5,\n",
" -19.5, -18.5, -17.5, -16.5, -15.5, -14.5, -13.5, -12.5, -11.5, -10.5,\n",
" -9.5, -8.5, -7.5, -6.5, -5.5, -4.5, -3.5, -2.5, -1.5, -0.5,\n",
" 0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5, 7.5, 8.5, 9.5,\n",
" 10.5, 11.5, 12.5, 13.5, 14.5, 15.5, 16.5, 17.5, 18.5, 19.5,\n",
" 20.5, 21.5, 22.5, 23.5, 24.5, 25.5, 26.5, 27.5, 28.5, 29.5,\n",
" 30.5, 31.5, 32.5, 33.5, 34.5, 35.5, 36.5, 37.5, 38.5, 39.5,\n",
" 40.5, 41.5, 42.5, 43.5, 44.5, 45.5, 46.5, 47.5, 48.5, 49.5,\n",
" 50.5, 51.5, 52.5, 53.5, 54.5, 55.5, 56.5, 57.5, 58.5, 59.5,\n",
" 60.5, 61.5, 62.5, 63.5, 64.5, 65.5, 66.5, 67.5, 68.5, 69.5,\n",
" 70.5, 71.5, 72.5, 73.5, 74.5, 75.5, 76.5, 77.5, 78.5, 79.5,\n",
" 80.5, 81.5, 82.5, 83.5, 84.5, 85.5, 86.5, 87.5, 88.5, 89.5])</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'>0.5 1.5 2.5 ... 357.5 358.5 359.5</div><input id='attrs-bf180bef-ec06-419f-8def-5c2cd0ba78f2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bf180bef-ec06-419f-8def-5c2cd0ba78f2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f6f914d2-2510-4972-a53a-3cd8cdf78c86' class='xr-var-data-in' type='checkbox'><label for='data-f6f914d2-2510-4972-a53a-3cd8cdf78c86' 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><dt><span>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd></dl></div><div class='xr-var-data'><pre>array([ 0.5, 1.5, 2.5, ..., 357.5, 358.5, 359.5])</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'>1708-01-16 12:00:00 ... 1727-12-...</div><input id='attrs-66916d60-0b80-44c6-a1da-bbc133b71f1e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-66916d60-0b80-44c6-a1da-bbc133b71f1e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d4b65939-d235-427f-af5e-2f4d465d5164' class='xr-var-data-in' type='checkbox'><label for='data-d4b65939-d235-427f-af5e-2f4d465d5164' 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</dd><dt><span>cartesian_axis :</span></dt><dd>T</dd><dt><span>calendar_type :</span></dt><dd>noleap</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>description :</span></dt><dd>Temporal mean</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1708, 1, 16, 12, 0, 0, 0),\n",
" cftime.DatetimeNoLeap(1708, 2, 15, 0, 0, 0, 0),\n",
" cftime.DatetimeNoLeap(1708, 3, 16, 12, 0, 0, 0), ...,\n",
" cftime.DatetimeNoLeap(1727, 10, 16, 12, 0, 0, 0),\n",
" cftime.DatetimeNoLeap(1727, 11, 16, 0, 0, 0, 0),\n",
" cftime.DatetimeNoLeap(1727, 12, 16, 12, 0, 0, 0)], dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lev</span></div><div class='xr-var-dims'>(lev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.5 10.0 20.0 ... 6e+03 6.5e+03</div><input id='attrs-f699a875-67ae-46d5-9670-aeb93ab2c915' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f699a875-67ae-46d5-9670-aeb93ab2c915' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-532b22bf-c1bc-4337-8d37-124142178331' class='xr-var-data-in' type='checkbox'><label for='data-532b22bf-c1bc-4337-8d37-124142178331' 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>ocean model level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>description :</span></dt><dd>generic ocean model vertical coordinate (nondimensional or dimensional)</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>bounds :</span></dt><dd>lev_bnds</dd></dl></div><div class='xr-var-data'><pre>array([2.5000e+00, 1.0000e+01, 2.0000e+01, 3.2500e+01, 5.1250e+01, 7.5000e+01,\n",
" 1.0000e+02, 1.2500e+02, 1.5625e+02, 2.0000e+02, 2.5000e+02, 3.1250e+02,\n",
" 4.0000e+02, 5.0000e+02, 6.0000e+02, 7.0000e+02, 8.0000e+02, 9.0000e+02,\n",
" 1.0000e+03, 1.1000e+03, 1.2000e+03, 1.3000e+03, 1.4000e+03, 1.5375e+03,\n",
" 1.7500e+03, 2.0625e+03, 2.5000e+03, 3.0000e+03, 3.5000e+03, 4.0000e+03,\n",
" 4.5000e+03, 5.0000e+03, 5.5000e+03, 6.0000e+03, 6.5000e+03])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-edb41585-d426-4f00-b59f-70590413630a' class='xr-section-summary-in' type='checkbox' checked><label for='section-edb41585-d426-4f00-b59f-70590413630a' class='xr-section-summary' >Data variables: <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>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(180, 2), meta=np.ndarray&gt;</div><input id='attrs-878932e6-09b7-4f85-a0fa-3adcedce255c' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-878932e6-09b7-4f85-a0fa-3adcedce255c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4dea0741-5bdc-45f5-8031-f5589b8cb3cf' class='xr-var-data-in' type='checkbox'><label for='data-4dea0741-5bdc-45f5-8031-f5589b8cb3cf' 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'><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> 2.88 kB </td> <td> 2.88 kB </td></tr>\n",
" <tr><th> Shape </th><td> (180, 2) </td> <td> (180, 2) </td></tr>\n",
" <tr><th> Count </th><td> 2 Tasks </td><td> 1 Chunks </td></tr>\n",
" <tr><th> Type </th><td> float64 </td><td> numpy.ndarray </td></tr>\n",
" </tbody>\n",
"</table>\n",
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"<td>\n",
"<svg width=\"75\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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"</svg>\n",
"</td>\n",
"</tr>\n",
"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(360, 2), meta=np.ndarray&gt;</div><input id='attrs-34912745-8935-49c7-9504-d146d26b6c87' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-34912745-8935-49c7-9504-d146d26b6c87' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4059b67b-84d8-4c38-82e6-fdff856e812b' class='xr-var-data-in' type='checkbox'><label for='data-4059b67b-84d8-4c38-82e6-fdff856e812b' 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'><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> 5.76 kB </td> <td> 5.76 kB </td></tr>\n",
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" <tr><th> Count </th><td> 2 Tasks </td><td> 1 Chunks </td></tr>\n",
" <tr><th> Type </th><td> float64 </td><td> numpy.ndarray </td></tr>\n",
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"</table>\n",
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"<td>\n",
"<svg width=\"75\" height=\"170\" style=\"stroke:rgb(0,0,0);stroke-width:1\" >\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>thetao</span></div><div class='xr-var-dims'>(time, lev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 35, 180, 360), meta=np.ndarray&gt;</div><input id='attrs-517c3804-4f48-43c5-8436-5b59229aebcc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-517c3804-4f48-43c5-8436-5b59229aebcc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-be3a25e4-34bf-49b3-a1ad-42c8ec18de9d' class='xr-var-data-in' type='checkbox'><label for='data-be3a25e4-34bf-49b3-a1ad-42c8ec18de9d' 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>Sea Water Potential Temperature</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>cell_methods :</span></dt><dd>area: mean where sea time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacello volume: volcello</dd><dt><span>standard_name :</span></dt><dd>sea_water_potential_temperature</dd><dt><span>interp_method :</span></dt><dd>conserve_order1</dd><dt><span>original_name :</span></dt><dd>thetao</dd><dt><span>comment :</span></dt><dd>Model data on the 1x1 grid includes values in all cells for which any ocean exists on the native grid. For mapping purposes, we recommend using a land mask such as World Ocean Atlas to cover these areas of partial land. For calculating approximate integrals, we recommend multiplying by cell volume (volcello).</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> 2.18 GB </td> <td> 9.07 MB </td></tr>\n",
" <tr><th> Shape </th><td> (240, 35, 180, 360) </td> <td> (1, 35, 180, 360) </td></tr>\n",
" <tr><th> Count </th><td> 241 Tasks </td><td> 240 Chunks </td></tr>\n",
" <tr><th> Type </th><td> float32 </td><td> numpy.ndarray </td></tr>\n",
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"</table>\n",
"</td>\n",
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"</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-8db7b07a-49e8-403f-bced-5e149d44544d' class='xr-section-summary-in' type='checkbox' ><label for='section-8db7b07a-49e8-403f-bced-5e149d44544d' class='xr-section-summary' >Attributes: <span>(44)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>title :</span></dt><dd>NOAA GFDL GFDL-CM4 model output prepared for CMIP6 OMIP experiment forced by CORE Inter-Annual Forcing (CIAF) version 2.0 and initialized with observed physical and biogeochemical ocean data</dd><dt><span>history :</span></dt><dd>File was processed by fremetar (GFDL analog of CMOR). TripleID: [exper_id_TFN7SZc1yU,realiz_id_HX30DNwWjL,run_id_aOuCxFhBdP]</dd><dt><span>external_variables :</span></dt><dd>areacello volcello</dd><dt><span>table_id :</span></dt><dd>Omon</dd><dt><span>activity_id :</span></dt><dd>OMIP</dd><dt><span>branch_method :</span></dt><dd>none provided</dd><dt><span>branch_time_in_child :</span></dt><dd>[0.]</dd><dt><span>comment :</span></dt><dd>Experiment name = OM4p25_IAF_BLING_csf_rerun\n",
"For more information please refer to the\n",
"&lt;a href=&quot;https://github.com/NOAA-GFDL/MOM6-examples/wiki&quot;&gt; MOM6 Wiki. &lt;/a&gt;</dd><dt><span>contact :</span></dt><dd>gfdl.climate.model.info@noaa.gov</dd><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.0 UGRID-1.0</dd><dt><span>creation_date :</span></dt><dd>2019-06-04T20:37:54Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.27</dd><dt><span>experiment :</span></dt><dd>OMIP experiment forced by CORE Inter-Annual Forcing (CIAF) version 2.0 and initialized with observed physical and biogeochemical ocean data</dd><dt><span>experiment_id :</span></dt><dd>omip1</dd><dt><span>forcing_index :</span></dt><dd>[1]</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.NOAA-GFDL.GFDL-CM4.omip1.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>ocean data regridded from tripolar - nominal 0.25 deg latitude/longitude to 180,360; interpolation method: conserve_order1</dd><dt><span>grid_label :</span></dt><dd>gr</dd><dt><span>initialization_index :</span></dt><dd>[1]</dd><dt><span>institution :</span></dt><dd>National Oceanic and Atmospheric Administration, Geophysical Fluid Dynamics Laboratory, Princeton, NJ 08540, USA</dd><dt><span>institution_id :</span></dt><dd>NOAA-GFDL</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by NOAA-GFDL is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License (https://creativecommons.org/licenses/). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment. Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file). The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>1x1 degree</dd><dt><span>parent_activity_id :</span></dt><dd>no parent</dd><dt><span>parent_experiment_id :</span></dt><dd>no parent</dd><dt><span>parent_mip_era :</span></dt><dd>no parent</dd><dt><span>parent_source_id :</span></dt><dd>no parent</dd><dt><span>parent_variant_label :</span></dt><dd>no parent</dd><dt><span>physics_index :</span></dt><dd>[1]</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>[1]</dd><dt><span>realm :</span></dt><dd>ocean</dd><dt><span>source :</span></dt><dd>GFDL-CM4 (2018): \n",
"aerosol: interactive\n",
"atmos: GFDL-AM4.0.1 (Cubed-sphere (c96) - 1 degree nominal horizontal resolution; 360 x 180 longitude/latitude; 33 levels; top level 1 hPa)\n",
"atmosChem: fast chemistry, aerosol only\n",
"land: GFDL-LM4.0.1 (1 degree nominal horizontal resolution; 360 x 180 longitude/latitude; 20 levels; bot level 10m); land:Veg:unnamed (dynamic vegetation, dynamic land use); land:Hydro:unnamed (soil water and ice, multi-layer snow, rivers and lakes)\n",
"landIce: GFDL-LM4.0.1\n",
"ocean: GFDL-OM4p25 (GFDL-MOM6, tripolar - nominal 0.25 deg; 1440 x 1080 longitude/latitude; 75 levels; top grid cell 0-2 m)\n",
"ocnBgchem: GFDL-BLINGv2\n",
"seaIce: GFDL-SIM4p25 (GFDL-SIS2.0, tripolar - nominal 0.25 deg; 1440 x 1080 longitude/latitude; 5 layers; 5 thickness categories)\n",
"(GFDL ID: 2019_0285)</dd><dt><span>source_id :</span></dt><dd>GFDL-CM4</dd><dt><span>source_type :</span></dt><dd>OGCM</dd><dt><span>sub_experiment :</span></dt><dd>none</dd><dt><span>sub_experiment_id :</span></dt><dd>none</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/97e4edf3-22e7-4e5f-831a-f2a671b7094f</dd><dt><span>variable_id :</span></dt><dd>thetao</dd><dt><span>variant_info :</span></dt><dd>N/A</dd><dt><span>references :</span></dt><dd>see further_info_url attribute</dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (bnds: 2, lat: 180, lev: 35, lon: 360, time: 240)\n",
"Coordinates:\n",
" * lat (lat) float64 -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n",
" * lon (lon) float64 0.5 1.5 2.5 3.5 4.5 ... 356.5 357.5 358.5 359.5\n",
" * time (time) object 1708-01-16 12:00:00 ... 1727-12-16 12:00:00\n",
" * lev (lev) float64 2.5 10.0 20.0 32.5 ... 5e+03 5.5e+03 6e+03 6.5e+03\n",
"Dimensions without coordinates: bnds\n",
"Data variables:\n",
" lat_bnds (lat, bnds) float64 dask.array<chunksize=(180, 2), meta=np.ndarray>\n",
" lon_bnds (lon, bnds) float64 dask.array<chunksize=(360, 2), meta=np.ndarray>\n",
" thetao (time, lev, lat, lon) float32 dask.array<chunksize=(1, 35, 180, 360), meta=np.ndarray>\n",
" time_bnds (time, bnds) object dask.array<chunksize=(1, 2), meta=np.ndarray>\n",
" lev_bnds (lev, bnds) float64 dask.array<chunksize=(35, 2), meta=np.ndarray>\n",
"Attributes:\n",
" title: NOAA GFDL GFDL-CM4 model output prepared for CMIP6...\n",
" history: File was processed by fremetar (GFDL analog of CMO...\n",
" external_variables: areacello volcello\n",
" table_id: Omon\n",
" activity_id: OMIP\n",
" branch_method: none provided\n",
" branch_time_in_child: [0.]\n",
" comment: Experiment name = OM4p25_IAF_BLING_csf_rerun\\nFor ...\n",
" contact: gfdl.climate.model.info@noaa.gov\n",
" Conventions: CF-1.7 CMIP-6.0 UGRID-1.0\n",
" creation_date: 2019-06-04T20:37:54Z\n",
" data_specs_version: 01.00.27\n",
" experiment: OMIP experiment forced by CORE Inter-Annual Forcin...\n",
" experiment_id: omip1\n",
" forcing_index: [1]\n",
" frequency: mon\n",
" further_info_url: https://furtherinfo.es-doc.org/CMIP6.NOAA-GFDL.GFD...\n",
" grid: ocean data regridded from tripolar - nominal 0.25 ...\n",
" grid_label: gr\n",
" initialization_index: [1]\n",
" institution: National Oceanic and Atmospheric Administration, G...\n",
" institution_id: NOAA-GFDL\n",
" license: CMIP6 model data produced by NOAA-GFDL is licensed...\n",
" mip_era: CMIP6\n",
" nominal_resolution: 1x1 degree\n",
" parent_activity_id: no parent\n",
" parent_experiment_id: no parent\n",
" parent_mip_era: no parent\n",
" parent_source_id: no parent\n",
" parent_variant_label: no parent\n",
" physics_index: [1]\n",
" product: model-output\n",
" realization_index: [1]\n",
" realm: ocean\n",
" source: GFDL-CM4 (2018): \\naerosol: interactive\\natmos: GF...\n",
" source_id: GFDL-CM4\n",
" source_type: OGCM\n",
" sub_experiment: none\n",
" sub_experiment_id: none\n",
" tracking_id: hdl:21.14100/97e4edf3-22e7-4e5f-831a-f2a671b7094f\n",
" variable_id: thetao\n",
" variant_info: N/A\n",
" references: see further_info_url attribute\n",
" variant_label: r1i1p1f1"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import s3fs \n",
"import xarray as xr\n",
"%matplotlib inline\n",
"fs_s3 = s3fs.S3FileSystem(anon=True)\n",
"s3path = 's3://esgf-world/CMIP6/OMIP/NOAA-GFDL/GFDL-CM4/omip1/r1i1p1f1/Omon/thetao/gr/v20180701/thetao_Omon_GFDL-CM4_omip1_r1i1p1f1_gr_170801-172712.nc'\n",
"remote_file_obj = fs_s3.open(s3path, mode='rb')\n",
"\n",
"ds = xr.open_dataset(remote_file_obj, chunks={'time': 1}) \n",
"\n",
"ds"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"fs_s3 = s3fs.S3FileSystem(anon=True)\n",
"dataset = []\n",
"s3path = 's3://esgf-world/CMIP6/OMIP/NOAA-GFDL/GFDL-CM4/omip1/r1i1p1f1/Omon/thetao/gr/v20180701/thetao_Omon_GFDL-CM4_omip1_r1i1p1f1_gr_170801-172712.nc'\n",
"remote_file_obj = fs_s3.open(s3path, mode='rb')\n",
"dataset.append(remote_file_obj)\n",
"index1 = 170801\n",
"index2 = 172712\n",
"while index1 <= 198801:\n",
" index1 += 2000\n",
" if index1 > 198801:\n",
" break\n",
" index2 += 2000\n",
" s3path = 's3://esgf-world/CMIP6/OMIP/NOAA-GFDL/GFDL-CM4/omip1/r1i1p1f1/Omon/thetao/gr/v20180701/thetao_Omon_GFDL-CM4_omip1_r1i1p1f1_gr_' + str(index1) + '-' + str(index2) + '.nc'\n",
" remote_file = fs_s3.open(s3path, mode='rb')\n",
" dataset.append(remote_file)\n",
"ds = xr.open_mfdataset(dataset, chunks={'time': 1}, combine='by_coords'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (bnds: 2, lat: 180, lev: 35, lon: 360, time: 3600)\n",
"Coordinates:\n",
" * lon (lon) float64 0.5 1.5 2.5 3.5 4.5 ... 356.5 357.5 358.5 359.5\n",
" * lat (lat) float64 -89.5 -88.5 -87.5 -86.5 ... 86.5 87.5 88.5 89.5\n",
" * lev (lev) float64 2.5 10.0 20.0 32.5 ... 5e+03 5.5e+03 6e+03 6.5e+03\n",
" * time (time) object 1708-01-16 12:00:00 ... 2007-12-16 12:00:00\n",
"Dimensions without coordinates: bnds\n",
"Data variables:\n",
" lat_bnds (time, lat, bnds) float64 dask.array&lt;chunksize=(240, 180, 2), meta=np.ndarray&gt;\n",
" lon_bnds (time, lon, bnds) float64 dask.array&lt;chunksize=(240, 360, 2), meta=np.ndarray&gt;\n",
" thetao (time, lev, lat, lon) float32 dask.array&lt;chunksize=(1, 35, 180, 360), meta=np.ndarray&gt;\n",
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" lev_bnds (time, lev, bnds) float64 dask.array&lt;chunksize=(240, 35, 2), meta=np.ndarray&gt;\n",
"Attributes:\n",
" title: NOAA GFDL GFDL-CM4 model output prepared for CMIP6...\n",
" history: File was processed by fremetar (GFDL analog of CMO...\n",
" external_variables: areacello volcello\n",
" table_id: Omon\n",
" activity_id: OMIP\n",
" branch_method: none provided\n",
" branch_time_in_child: [0.]\n",
" comment: Experiment name = OM4p25_IAF_BLING_csf_rerun\\nFor ...\n",
" contact: gfdl.climate.model.info@noaa.gov\n",
" Conventions: CF-1.7 CMIP-6.0 UGRID-1.0\n",
" creation_date: 2019-06-04T20:37:54Z\n",
" data_specs_version: 01.00.27\n",
" experiment: OMIP experiment forced by CORE Inter-Annual Forcin...\n",
" experiment_id: omip1\n",
" forcing_index: [1]\n",
" frequency: mon\n",
" further_info_url: https://furtherinfo.es-doc.org/CMIP6.NOAA-GFDL.GFD...\n",
" grid: ocean data regridded from tripolar - nominal 0.25 ...\n",
" grid_label: gr\n",
" initialization_index: [1]\n",
" institution: National Oceanic and Atmospheric Administration, G...\n",
" institution_id: NOAA-GFDL\n",
" license: CMIP6 model data produced by NOAA-GFDL is licensed...\n",
" mip_era: CMIP6\n",
" nominal_resolution: 1x1 degree\n",
" parent_activity_id: no parent\n",
" parent_experiment_id: no parent\n",
" parent_mip_era: no parent\n",
" parent_source_id: no parent\n",
" parent_variant_label: no parent\n",
" physics_index: [1]\n",
" product: model-output\n",
" realization_index: [1]\n",
" realm: ocean\n",
" source: GFDL-CM4 (2018): \\naerosol: interactive\\natmos: GF...\n",
" source_id: GFDL-CM4\n",
" source_type: OGCM\n",
" sub_experiment: none\n",
" sub_experiment_id: none\n",
" tracking_id: hdl:21.14100/97e4edf3-22e7-4e5f-831a-f2a671b7094f\n",
" variable_id: thetao\n",
" variant_info: N/A\n",
" references: see further_info_url attribute\n",
" variant_label: r1i1p1f1</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-ed4f61fd-b22e-4452-95d5-be07a04f36a0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-ed4f61fd-b22e-4452-95d5-be07a04f36a0' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span>bnds</span>: 2</li><li><span class='xr-has-index'>lat</span>: 180</li><li><span class='xr-has-index'>lev</span>: 35</li><li><span class='xr-has-index'>lon</span>: 360</li><li><span class='xr-has-index'>time</span>: 3600</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-a3fdb234-69d1-436a-9982-9cad8c69ccc1' class='xr-section-summary-in' type='checkbox' checked><label for='section-a3fdb234-69d1-436a-9982-9cad8c69ccc1' class='xr-section-summary' >Coordinates: <span>(4)</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'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.5 1.5 2.5 ... 357.5 358.5 359.5</div><input id='attrs-281ddc8d-e3c3-4348-abb6-12e7783d6249' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-281ddc8d-e3c3-4348-abb6-12e7783d6249' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5bdaf2d4-11e3-40f8-a5d9-8dde20a44c9c' class='xr-var-data-in' type='checkbox'><label for='data-5bdaf2d4-11e3-40f8-a5d9-8dde20a44c9c' 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><dt><span>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd></dl></div><div class='xr-var-data'><pre>array([ 0.5, 1.5, 2.5, ..., 357.5, 358.5, 359.5])</pre></div></li><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'>-89.5 -88.5 -87.5 ... 88.5 89.5</div><input id='attrs-3e443e1a-390c-4a8d-b594-39021b5428cd' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3e443e1a-390c-4a8d-b594-39021b5428cd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7073b604-94bd-43e5-a753-5e8e87b80fbc' class='xr-var-data-in' type='checkbox'><label for='data-7073b604-94bd-43e5-a753-5e8e87b80fbc' 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>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd></dl></div><div class='xr-var-data'><pre>array([-89.5, -88.5, -87.5, -86.5, -85.5, -84.5, -83.5, -82.5, -81.5, -80.5,\n",
" -79.5, -78.5, -77.5, -76.5, -75.5, -74.5, -73.5, -72.5, -71.5, -70.5,\n",
" -69.5, -68.5, -67.5, -66.5, -65.5, -64.5, -63.5, -62.5, -61.5, -60.5,\n",
" -59.5, -58.5, -57.5, -56.5, -55.5, -54.5, -53.5, -52.5, -51.5, -50.5,\n",
" -49.5, -48.5, -47.5, -46.5, -45.5, -44.5, -43.5, -42.5, -41.5, -40.5,\n",
" -39.5, -38.5, -37.5, -36.5, -35.5, -34.5, -33.5, -32.5, -31.5, -30.5,\n",
" -29.5, -28.5, -27.5, -26.5, -25.5, -24.5, -23.5, -22.5, -21.5, -20.5,\n",
" -19.5, -18.5, -17.5, -16.5, -15.5, -14.5, -13.5, -12.5, -11.5, -10.5,\n",
" -9.5, -8.5, -7.5, -6.5, -5.5, -4.5, -3.5, -2.5, -1.5, -0.5,\n",
" 0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5, 7.5, 8.5, 9.5,\n",
" 10.5, 11.5, 12.5, 13.5, 14.5, 15.5, 16.5, 17.5, 18.5, 19.5,\n",
" 20.5, 21.5, 22.5, 23.5, 24.5, 25.5, 26.5, 27.5, 28.5, 29.5,\n",
" 30.5, 31.5, 32.5, 33.5, 34.5, 35.5, 36.5, 37.5, 38.5, 39.5,\n",
" 40.5, 41.5, 42.5, 43.5, 44.5, 45.5, 46.5, 47.5, 48.5, 49.5,\n",
" 50.5, 51.5, 52.5, 53.5, 54.5, 55.5, 56.5, 57.5, 58.5, 59.5,\n",
" 60.5, 61.5, 62.5, 63.5, 64.5, 65.5, 66.5, 67.5, 68.5, 69.5,\n",
" 70.5, 71.5, 72.5, 73.5, 74.5, 75.5, 76.5, 77.5, 78.5, 79.5,\n",
" 80.5, 81.5, 82.5, 83.5, 84.5, 85.5, 86.5, 87.5, 88.5, 89.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lev</span></div><div class='xr-var-dims'>(lev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.5 10.0 20.0 ... 6e+03 6.5e+03</div><input id='attrs-9156af1e-c55d-421e-952f-1aaef0d8e1fc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9156af1e-c55d-421e-952f-1aaef0d8e1fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-58f6d049-72a6-4576-9df3-bf37a8a30b0e' class='xr-var-data-in' type='checkbox'><label for='data-58f6d049-72a6-4576-9df3-bf37a8a30b0e' 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>ocean model level</dd><dt><span>units :</span></dt><dd>m</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>description :</span></dt><dd>generic ocean model vertical coordinate (nondimensional or dimensional)</dd><dt><span>axis :</span></dt><dd>Z</dd><dt><span>bounds :</span></dt><dd>lev_bnds</dd></dl></div><div class='xr-var-data'><pre>array([2.5000e+00, 1.0000e+01, 2.0000e+01, 3.2500e+01, 5.1250e+01, 7.5000e+01,\n",
" 1.0000e+02, 1.2500e+02, 1.5625e+02, 2.0000e+02, 2.5000e+02, 3.1250e+02,\n",
" 4.0000e+02, 5.0000e+02, 6.0000e+02, 7.0000e+02, 8.0000e+02, 9.0000e+02,\n",
" 1.0000e+03, 1.1000e+03, 1.2000e+03, 1.3000e+03, 1.4000e+03, 1.5375e+03,\n",
" 1.7500e+03, 2.0625e+03, 2.5000e+03, 3.0000e+03, 3.5000e+03, 4.0000e+03,\n",
" 4.5000e+03, 5.0000e+03, 5.5000e+03, 6.0000e+03, 6.5000e+03])</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'>1708-01-16 12:00:00 ... 2007-12-...</div><input id='attrs-39a4e6cb-5044-4814-a79b-7680b7f38b53' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-39a4e6cb-5044-4814-a79b-7680b7f38b53' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6cfee655-90b0-4262-92e0-22b05113d50e' class='xr-var-data-in' type='checkbox'><label for='data-6cfee655-90b0-4262-92e0-22b05113d50e' 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</dd><dt><span>cartesian_axis :</span></dt><dd>T</dd><dt><span>calendar_type :</span></dt><dd>noleap</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>description :</span></dt><dd>Temporal mean</dd><dt><span>axis :</span></dt><dd>T</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1708, 1, 16, 12, 0, 0, 0),\n",
" cftime.DatetimeNoLeap(1708, 2, 15, 0, 0, 0, 0),\n",
" cftime.DatetimeNoLeap(1708, 3, 16, 12, 0, 0, 0), ...,\n",
" cftime.DatetimeNoLeap(2007, 10, 16, 12, 0, 0, 0),\n",
" cftime.DatetimeNoLeap(2007, 11, 16, 0, 0, 0, 0),\n",
" cftime.DatetimeNoLeap(2007, 12, 16, 12, 0, 0, 0)], dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8bc72c5a-8299-49d3-a824-8559759242b9' class='xr-section-summary-in' type='checkbox' checked><label for='section-8bc72c5a-8299-49d3-a824-8559759242b9' class='xr-section-summary' >Data variables: <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>lat_bnds</span></div><div class='xr-var-dims'>(time, lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(240, 180, 2), meta=np.ndarray&gt;</div><input id='attrs-da6069b4-f3b1-4b13-9788-0440b2a2fccb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-da6069b4-f3b1-4b13-9788-0440b2a2fccb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72e93e4a-e417-43db-b857-558da7ff0e76' class='xr-var-data-in' type='checkbox'><label for='data-72e93e4a-e417-43db-b857-558da7ff0e76' 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'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>thetao</span></div><div class='xr-var-dims'>(time, lev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 35, 180, 360), meta=np.ndarray&gt;</div><input id='attrs-34be6744-c66b-48d9-99a5-d2126bc6b028' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-34be6744-c66b-48d9-99a5-d2126bc6b028' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c1b552c5-3356-46ff-b2f4-396accf1ed69' class='xr-var-data-in' type='checkbox'><label for='data-c1b552c5-3356-46ff-b2f4-396accf1ed69' 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>Sea Water Potential Temperature</dd><dt><span>units :</span></dt><dd>degC</dd><dt><span>cell_methods :</span></dt><dd>area: mean where sea time: mean</dd><dt><span>cell_measures :</span></dt><dd>area: areacello volume: volcello</dd><dt><span>standard_name :</span></dt><dd>sea_water_potential_temperature</dd><dt><span>interp_method :</span></dt><dd>conserve_order1</dd><dt><span>original_name :</span></dt><dd>thetao</dd><dt><span>comment :</span></dt><dd>Model data on the 1x1 grid includes values in all cells for which any ocean exists on the native grid. For mapping purposes, we recommend using a land mask such as World Ocean Atlas to cover these areas of partial land. For calculating approximate integrals, we recommend multiplying by cell volume (volcello).</dd></dl></div><div class='xr-var-data'><table>\n",
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"</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1, 2), meta=np.ndarray&gt;</div><input id='attrs-21a41ef0-3585-49eb-a947-db71d1027492' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-21a41ef0-3585-49eb-a947-db71d1027492' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e207b2e8-fd88-4a8a-8b54-1b2a93eed6b3' class='xr-var-data-in' type='checkbox'><label for='data-e207b2e8-fd88-4a8a-8b54-1b2a93eed6b3' 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 axis boundaries</dd></dl></div><div class='xr-var-data'><table>\n",
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"For more information please refer to the\n",
"&lt;a href=&quot;https://github.com/NOAA-GFDL/MOM6-examples/wiki&quot;&gt; MOM6 Wiki. &lt;/a&gt;</dd><dt><span>contact :</span></dt><dd>gfdl.climate.model.info@noaa.gov</dd><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.0 UGRID-1.0</dd><dt><span>creation_date :</span></dt><dd>2019-06-04T20:37:54Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.27</dd><dt><span>experiment :</span></dt><dd>OMIP experiment forced by CORE Inter-Annual Forcing (CIAF) version 2.0 and initialized with observed physical and biogeochemical ocean data</dd><dt><span>experiment_id :</span></dt><dd>omip1</dd><dt><span>forcing_index :</span></dt><dd>[1]</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.NOAA-GFDL.GFDL-CM4.omip1.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>ocean data regridded from tripolar - nominal 0.25 deg latitude/longitude to 180,360; interpolation method: conserve_order1</dd><dt><span>grid_label :</span></dt><dd>gr</dd><dt><span>initialization_index :</span></dt><dd>[1]</dd><dt><span>institution :</span></dt><dd>National Oceanic and Atmospheric Administration, Geophysical Fluid Dynamics Laboratory, Princeton, NJ 08540, USA</dd><dt><span>institution_id :</span></dt><dd>NOAA-GFDL</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by NOAA-GFDL is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License (https://creativecommons.org/licenses/). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment. Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file). The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>1x1 degree</dd><dt><span>parent_activity_id :</span></dt><dd>no parent</dd><dt><span>parent_experiment_id :</span></dt><dd>no parent</dd><dt><span>parent_mip_era :</span></dt><dd>no parent</dd><dt><span>parent_source_id :</span></dt><dd>no parent</dd><dt><span>parent_variant_label :</span></dt><dd>no parent</dd><dt><span>physics_index :</span></dt><dd>[1]</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>[1]</dd><dt><span>realm :</span></dt><dd>ocean</dd><dt><span>source :</span></dt><dd>GFDL-CM4 (2018): \n",
"aerosol: interactive\n",
"atmos: GFDL-AM4.0.1 (Cubed-sphere (c96) - 1 degree nominal horizontal resolution; 360 x 180 longitude/latitude; 33 levels; top level 1 hPa)\n",
"atmosChem: fast chemistry, aerosol only\n",
"land: GFDL-LM4.0.1 (1 degree nominal horizontal resolution; 360 x 180 longitude/latitude; 20 levels; bot level 10m); land:Veg:unnamed (dynamic vegetation, dynamic land use); land:Hydro:unnamed (soil water and ice, multi-layer snow, rivers and lakes)\n",
"landIce: GFDL-LM4.0.1\n",
"ocean: GFDL-OM4p25 (GFDL-MOM6, tripolar - nominal 0.25 deg; 1440 x 1080 longitude/latitude; 75 levels; top grid cell 0-2 m)\n",
"ocnBgchem: GFDL-BLINGv2\n",
"seaIce: GFDL-SIM4p25 (GFDL-SIS2.0, tripolar - nominal 0.25 deg; 1440 x 1080 longitude/latitude; 5 layers; 5 thickness categories)\n",
"(GFDL ID: 2019_0285)</dd><dt><span>source_id :</span></dt><dd>GFDL-CM4</dd><dt><span>source_type :</span></dt><dd>OGCM</dd><dt><span>sub_experiment :</span></dt><dd>none</dd><dt><span>sub_experiment_id :</span></dt><dd>none</dd><dt><span>tracking_id :</span></dt><dd>hdl:21.14100/97e4edf3-22e7-4e5f-831a-f2a671b7094f</dd><dt><span>variable_id :</span></dt><dd>thetao</dd><dt><span>variant_info :</span></dt><dd>N/A</dd><dt><span>references :</span></dt><dd>see further_info_url attribute</dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd></dl></div></li></ul></div></div>"
],
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"Data variables:\n",
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" lon_bnds (time, lon, bnds) float64 dask.array<chunksize=(240, 360, 2), meta=np.ndarray>\n",
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"Attributes:\n",
" title: NOAA GFDL GFDL-CM4 model output prepared for CMIP6...\n",
" history: File was processed by fremetar (GFDL analog of CMO...\n",
" external_variables: areacello volcello\n",
" table_id: Omon\n",
" activity_id: OMIP\n",
" branch_method: none provided\n",
" branch_time_in_child: [0.]\n",
" comment: Experiment name = OM4p25_IAF_BLING_csf_rerun\\nFor ...\n",
" contact: gfdl.climate.model.info@noaa.gov\n",
" Conventions: CF-1.7 CMIP-6.0 UGRID-1.0\n",
" creation_date: 2019-06-04T20:37:54Z\n",
" data_specs_version: 01.00.27\n",
" experiment: OMIP experiment forced by CORE Inter-Annual Forcin...\n",
" experiment_id: omip1\n",
" forcing_index: [1]\n",
" frequency: mon\n",
" further_info_url: https://furtherinfo.es-doc.org/CMIP6.NOAA-GFDL.GFD...\n",
" grid: ocean data regridded from tripolar - nominal 0.25 ...\n",
" grid_label: gr\n",
" initialization_index: [1]\n",
" institution: National Oceanic and Atmospheric Administration, G...\n",
" institution_id: NOAA-GFDL\n",
" license: CMIP6 model data produced by NOAA-GFDL is licensed...\n",
" mip_era: CMIP6\n",
" nominal_resolution: 1x1 degree\n",
" parent_activity_id: no parent\n",
" parent_experiment_id: no parent\n",
" parent_mip_era: no parent\n",
" parent_source_id: no parent\n",
" parent_variant_label: no parent\n",
" physics_index: [1]\n",
" product: model-output\n",
" realization_index: [1]\n",
" realm: ocean\n",
" source: GFDL-CM4 (2018): \\naerosol: interactive\\natmos: GF...\n",
" source_id: GFDL-CM4\n",
" source_type: OGCM\n",
" sub_experiment: none\n",
" sub_experiment_id: none\n",
" tracking_id: hdl:21.14100/97e4edf3-22e7-4e5f-831a-f2a671b7094f\n",
" variable_id: thetao\n",
" variant_info: N/A\n",
" references: see further_info_url attribute\n",
" variant_label: r1i1p1f1"
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