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@dsroberts
Created June 20, 2024 07:25
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{
"cells": [
{
"cell_type": "markdown",
"id": "d1419bd0-504d-41b9-bca3-7143db1e1755",
"metadata": {},
"source": [
"### An example of loading netCDF data stored as int16 and having it cast to float32 instead of float64.\n",
"\n",
"This should also work with zarr data as the [Zarr backend](https://docs.xarray.dev/en/latest/generated/xarray.backends.ZarrBackendEntrypoint.open_dataset.html) also has a `mask_and_scale` flag"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "a61baa5e-1c1c-41a5-b8d5-67ecee1dbdd8",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import xarray as xr"
]
},
{
"cell_type": "markdown",
"id": "937c9b24-b2be-4e93-b701-dd0086491cf0",
"metadata": {},
"source": [
"Start with a random ERA5 field. Note the `mask_and_scale` argument. This controls whether `xarray` will apply the scale and offset factors that take the int16 data and cast it to floats. However, it also takes care of the NaN masking, so we'll need to do both of these manually"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "44637d0f-a338-4d24-8956-5bd22945606d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x147567198190>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ds = xr.open_dataset('/g/data/rt52/era5/single-levels/reanalysis/sst/2023/sst_era5_oper_sfc_20230101-20230131.nc',mask_and_scale=False)\n",
"ds['sst'][0].plot()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "a835225a-b884-4532-9498-86f83870028c",
"metadata": {},
"outputs": [
{
"data": {
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"\n",
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" --xr-background-color: var(--jp-layout-color0, white);\n",
" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
"}\n",
"\n",
"html[theme=dark],\n",
"body[data-theme=dark],\n",
"body.vscode-dark {\n",
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" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
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" --xr-disabled-color: #515151;\n",
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" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
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" border-bottom: solid 1px var(--xr-border-color);\n",
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"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
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" margin-left: 2px;\n",
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".xr-sections {\n",
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"\n",
".xr-section-item input {\n",
" display: none;\n",
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"\n",
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"\n",
".xr-section-item input:enabled + label {\n",
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" color: var(--xr-font-color2);\n",
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"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
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" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
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"\n",
".xr-section-summary-in:disabled + label:before {\n",
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"\n",
".xr-section-summary-in:checked + label > span {\n",
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"\n",
".xr-section-summary,\n",
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" padding-bottom: 4px;\n",
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"\n",
".xr-section-inline-details {\n",
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"\n",
".xr-section-details {\n",
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"\n",
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" padding: 0 5px !important;\n",
" grid-column: 2;\n",
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"\n",
".xr-array-data,\n",
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" display: none;\n",
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"\n",
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".xr-dim-list li {\n",
" display: inline-block;\n",
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" margin: 0;\n",
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"\n",
".xr-dim-list:before {\n",
" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
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"\n",
".xr-dim-list li:not(:last-child):after {\n",
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"\n",
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".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
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".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
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" background-color: var(--xr-background-color) !important;\n",
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"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data,\n",
".xr-index-data-in:checked ~ .xr-index-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
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"\n",
".xr-var-name span,\n",
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".xr-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
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"\n",
".xr-attrs,\n",
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"\n",
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"\n",
".xr-attrs dt,\n",
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"\n",
".xr-attrs dt {\n",
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"\n",
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"\n",
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".xr-icon-database,\n",
".xr-icon-file-text2,\n",
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" display: inline-block;\n",
" vertical-align: middle;\n",
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"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt; Size: 2GB\n",
"Dimensions: (longitude: 1440, latitude: 721, time: 744)\n",
"Coordinates:\n",
" * longitude (longitude) float32 6kB -180.0 -179.8 -179.5 ... 179.5 179.8\n",
" * latitude (latitude) float32 3kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n",
" * time (time) datetime64[ns] 6kB 2023-01-01 ... 2023-01-31T23:00:00\n",
"Data variables:\n",
" sst (time, latitude, longitude) int16 2GB ...\n",
"Attributes:\n",
" Conventions: CF-1.6\n",
" history: 2023-05-01 14:41:22 UTC+1000 by era5_replication_tools-1.12...\n",
" license: Licence to use Copernicus Products: https://apps.ecmwf.int/...\n",
" summary: ERA5 is the fifth generation ECMWF atmospheric reanalysis o...\n",
" title: ERA5 single-levels reanalysis sea_surface_temperature 20230...</pre><div class='xr-wrap' style='display:none'><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-3b8516dd-419a-4952-a068-a3e6c1e96a86' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-3b8516dd-419a-4952-a068-a3e6c1e96a86' 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'>longitude</span>: 1440</li><li><span class='xr-has-index'>latitude</span>: 721</li><li><span class='xr-has-index'>time</span>: 744</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-cd1408e4-f0a4-40e7-9c90-817908a4d77e' class='xr-section-summary-in' type='checkbox' checked><label for='section-cd1408e4-f0a4-40e7-9c90-817908a4d77e' class='xr-section-summary' >Coordinates: <span>(3)</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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-180.0 -179.8 ... 179.5 179.8</div><input id='attrs-4bd7b2bc-edd9-4007-8f03-6538fa0645f3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4bd7b2bc-edd9-4007-8f03-6538fa0645f3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0b4708cf-dbfc-4d0b-bc36-11f50bd078e3' class='xr-var-data-in' type='checkbox'><label for='data-0b4708cf-dbfc-4d0b-bc36-11f50bd078e3' 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>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-180. , -179.75, -179.5 , ..., 179.25, 179.5 , 179.75],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>90.0 89.75 89.5 ... -89.75 -90.0</div><input id='attrs-8ca7148f-be58-4945-8730-a9ad033fb081' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ca7148f-be58-4945-8730-a9ad033fb081' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f5b34b98-1764-47b9-86f7-f75e26f120c0' class='xr-var-data-in' type='checkbox'><label for='data-f5b34b98-1764-47b9-86f7-f75e26f120c0' 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>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([ 90. , 89.75, 89.5 , ..., -89.5 , -89.75, -90. ], dtype=float32)</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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-01 ... 2023-01-31T23:00:00</div><input id='attrs-8645f74c-8217-4836-9dfa-bb794eb6cab6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8645f74c-8217-4836-9dfa-bb794eb6cab6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17d6cb31-0cab-4d9c-a6a3-88577e687fd9' class='xr-var-data-in' type='checkbox'><label for='data-17d6cb31-0cab-4d9c-a6a3-88577e687fd9' 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></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-01T01:00:00.000000000&#x27;,\n",
" &#x27;2023-01-01T02:00:00.000000000&#x27;, ..., &#x27;2023-01-31T21:00:00.000000000&#x27;,\n",
" &#x27;2023-01-31T22:00:00.000000000&#x27;, &#x27;2023-01-31T23:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-01e99b9e-5dff-47e1-93ba-c47fa776c24e' class='xr-section-summary-in' type='checkbox' checked><label for='section-01e99b9e-5dff-47e1-93ba-c47fa776c24e' class='xr-section-summary' >Data variables: <span>(1)</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>sst</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-fa19e60a-4b34-494a-89ec-dea1025f5fd6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fa19e60a-4b34-494a-89ec-dea1025f5fd6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6c27a3c7-d47b-48cc-a615-93bb21b27a44' class='xr-var-data-in' type='checkbox'><label for='data-6c27a3c7-d47b-48cc-a615-93bb21b27a44' 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>scale_factor :</span></dt><dd>0.0006035209300562312</dd><dt><span>add_offset :</span></dt><dd>289.41534765359745</dd><dt><span>_FillValue :</span></dt><dd>-32767</dd><dt><span>missing_value :</span></dt><dd>-32767</dd><dt><span>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>Sea surface temperature</dd></dl></div><div class='xr-var-data'><pre>[772450560 values with dtype=int16]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-ad8e88f5-74d9-485a-bbef-0140b1abeed2' class='xr-section-summary-in' type='checkbox' ><label for='section-ad8e88f5-74d9-485a-bbef-0140b1abeed2' class='xr-section-summary' >Indexes: <span>(3)</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-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4284ec64-ed71-4fa1-bff9-9030d7fe3548' class='xr-index-data-in' type='checkbox'/><label for='index-4284ec64-ed71-4fa1-bff9-9030d7fe3548' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ -180.0, -179.75, -179.5, -179.25, -179.0, -178.75, -178.5, -178.25,\n",
" -178.0, -177.75,\n",
" ...\n",
" 177.5, 177.75, 178.0, 178.25, 178.5, 178.75, 179.0, 179.25,\n",
" 179.5, 179.75],\n",
" dtype=&#x27;float32&#x27;, name=&#x27;longitude&#x27;, length=1440))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-28ef344c-f7d9-4c0f-a354-6f3886dc00ba' class='xr-index-data-in' type='checkbox'/><label for='index-28ef344c-f7d9-4c0f-a354-6f3886dc00ba' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 90.0, 89.75, 89.5, 89.25, 89.0, 88.75, 88.5, 88.25, 88.0,\n",
" 87.75,\n",
" ...\n",
" -87.75, -88.0, -88.25, -88.5, -88.75, -89.0, -89.25, -89.5, -89.75,\n",
" -90.0],\n",
" dtype=&#x27;float32&#x27;, name=&#x27;latitude&#x27;, length=721))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f1e6f0bb-db6f-4a2c-8075-3d9539fa1774' class='xr-index-data-in' type='checkbox'/><label for='index-f1e6f0bb-db6f-4a2c-8075-3d9539fa1774' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2023-01-01 00:00:00&#x27;, &#x27;2023-01-01 01:00:00&#x27;,\n",
" &#x27;2023-01-01 02:00:00&#x27;, &#x27;2023-01-01 03:00:00&#x27;,\n",
" &#x27;2023-01-01 04:00:00&#x27;, &#x27;2023-01-01 05:00:00&#x27;,\n",
" &#x27;2023-01-01 06:00:00&#x27;, &#x27;2023-01-01 07:00:00&#x27;,\n",
" &#x27;2023-01-01 08:00:00&#x27;, &#x27;2023-01-01 09:00:00&#x27;,\n",
" ...\n",
" &#x27;2023-01-31 14:00:00&#x27;, &#x27;2023-01-31 15:00:00&#x27;,\n",
" &#x27;2023-01-31 16:00:00&#x27;, &#x27;2023-01-31 17:00:00&#x27;,\n",
" &#x27;2023-01-31 18:00:00&#x27;, &#x27;2023-01-31 19:00:00&#x27;,\n",
" &#x27;2023-01-31 20:00:00&#x27;, &#x27;2023-01-31 21:00:00&#x27;,\n",
" &#x27;2023-01-31 22:00:00&#x27;, &#x27;2023-01-31 23:00:00&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=744, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-914ee1aa-0f10-4442-9cc6-8b4a84ee820c' class='xr-section-summary-in' type='checkbox' checked><label for='section-914ee1aa-0f10-4442-9cc6-8b4a84ee820c' class='xr-section-summary' >Attributes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>2023-05-01 14:41:22 UTC+1000 by era5_replication_tools-1.12.0: mv /g/data/rt52/admin/incoming/era5/single-levels/reanalysis/sst/2023/sst_era5_oper_sfc_20230101-20230131.tmp /g/data/rt52/era5/single-levels/reanalysis/sst/2023/sst_era5_oper_sfc_20230101-20230131.nc\n",
"2023-05-01 14:41:08 UTC+1000 by era5_replication_tools-1.12.0: nccopy -ctime/93,latitude/91,longitude/180 -m2G -h2G -k4 -d2 -s /g/data/id28/admin/incoming/era5/single-levels/reanalysis/sst/2023/sst_era5_oper_sfc_20230101-20230131.nc /g/data/rt52/admin/incoming/era5/single-levels/reanalysis/sst/2023/sst_era5_oper_sfc_20230101-20230131.tmp\n",
"2023-05-01 14:29:35 UTC+1000 by era5_replication_tools-1.12.0: curl --connect-timeout 20 --show-error --silent --max-time 36000 -o /g/data/id28/admin/incoming/era5/single-levels/reanalysis/sst/2023/sst_era5_oper_sfc_20230101-20230131.nc https://download-0018.copernicus-climate.eu/cache-compute-0018/cache/data2/adaptor.mars.internal-1682915323.682986-3220-16-3f2a5941-a758-4bf7-be18-995858226e99.nc\n",
"2023-05-01 04:29:09 GMT by grib_to_netcdf-2.25.1: /opt/ecmwf/mars-client/bin/grib_to_netcdf.bin -S param -o /cache/data2/adaptor.mars.internal-1682915323.682986-3220-16-3f2a5941-a758-4bf7-be18-995858226e99.nc /cache/tmp/3f2a5941-a758-4bf7-be18-995858226e99-adaptor.mars.internal-1682915276.9482653-3220-29-tmp.grib</dd><dt><span>license :</span></dt><dd>Licence to use Copernicus Products: https://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>summary :</span></dt><dd>ERA5 is the fifth generation ECMWF atmospheric reanalysis of the global climate. This file is part of the ERA5 replica hosted at NCI Australia. For more information please see http://dx.doi.org/10.25914/5f48874388857</dd><dt><span>title :</span></dt><dd>ERA5 single-levels reanalysis sea_surface_temperature 20230101-20230131</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset> Size: 2GB\n",
"Dimensions: (longitude: 1440, latitude: 721, time: 744)\n",
"Coordinates:\n",
" * longitude (longitude) float32 6kB -180.0 -179.8 -179.5 ... 179.5 179.8\n",
" * latitude (latitude) float32 3kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n",
" * time (time) datetime64[ns] 6kB 2023-01-01 ... 2023-01-31T23:00:00\n",
"Data variables:\n",
" sst (time, latitude, longitude) int16 2GB ...\n",
"Attributes:\n",
" Conventions: CF-1.6\n",
" history: 2023-05-01 14:41:22 UTC+1000 by era5_replication_tools-1.12...\n",
" license: Licence to use Copernicus Products: https://apps.ecmwf.int/...\n",
" summary: ERA5 is the fifth generation ECMWF atmospheric reanalysis o...\n",
" title: ERA5 single-levels reanalysis sea_surface_temperature 20230..."
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds"
]
},
{
"cell_type": "markdown",
"id": "c5438cb7-395c-4906-8b0d-7cfed2f09200",
"metadata": {},
"source": [
"This function is adapted from [here](https://github.com/pydata/xarray/blob/3fd162e42bb309cfab03c2c18b037d1ad3cd3193/xarray/coding/variables.py#L354). Note that this is _not_ a lazy function and will draw the dataset into memory - proceed with caution."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "b163f9d1-9e66-42c5-ad09-17f921cf770d",
"metadata": {},
"outputs": [],
"source": [
"def decode_mask(da: xr.DataArray) -> xr.DataArray:\n",
" fill_vals = set()\n",
" if \"_FillValue\" in da.attrs:\n",
" fill_vals.add(da.attrs[\"_FillValue\"])\n",
" del(da.attrs['_FillValue'])\n",
"\n",
" if \"missing_value\" in da.attrs:\n",
" fill_vals.add(da.attrs[\"missing_value\"])\n",
" del(da.attrs['missing_value'])\n",
" \n",
" if len(fill_vals) > 1:\n",
" print(f\"{da.name} Field has multiple fill values - setting all to NaN\")\n",
" \n",
" ### Keep attrs applies to the true condition, so have to use not equals\n",
" for fv in fill_vals:\n",
" da = da.where(da!=fv)\n",
" return da"
]
},
{
"cell_type": "markdown",
"id": "39940e8c-1e92-4f03-949b-23b099402b1c",
"metadata": {},
"source": [
"And this function adapted from [here](https://github.com/pydata/xarray/blob/3fd162e42bb309cfab03c2c18b037d1ad3cd3193/xarray/coding/variables.py#L478)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "a22462ec-20ca-4041-87db-bcd2daad90d3",
"metadata": {},
"outputs": [],
"source": [
"def decode_scale_and_offset(da: xr.DataArray) -> xr.DataArray:\n",
" if \"scale_factor\" not in da.attrs and \"add_offset\" not in da.attrs:\n",
" print(f\"{da.name} has no scale_factor or add_offset - skipping\")\n",
" return da\n",
"\n",
" if \"scale_factor\" in da.attrs:\n",
" scale_factor = da.attrs[\"scale_factor\"]\n",
" del(da.attrs[\"scale_factor\"])\n",
" else:\n",
" scale_factor = 1.0\n",
" if \"add_offset\" in da.attrs:\n",
" offset = da.attrs[\"add_offset\"]\n",
" del(da.attrs[\"add_offset\"])\n",
" else:\n",
" offset = 0.0\n",
" \n",
" attrs=da.attrs\n",
" ### These operations drop attributes\n",
" da = da.astype(np.float32) * scale_factor + offset\n",
" da.attrs = attrs\n",
" return da"
]
},
{
"cell_type": "markdown",
"id": "0613ba94-aa7e-4600-ac59-3f69de0aa2df",
"metadata": {},
"source": [
"Running these functions on every dataarray in the dataset gives what we'd expect with a `float32` dtype."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "dd1a3091-7558-4115-b5ea-b223d91cd00d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x147567247880>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for da in ds:\n",
" ds[da] = decode_mask(ds[da])\n",
" ds[da] = decode_scale_and_offset(ds[da])\n",
"ds['sst'][0].plot()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "1b8541b3-f10b-429b-b98a-bcbddf816cfa",
"metadata": {},
"outputs": [
{
"data": {
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" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
" --xr-background-color: var(--jp-layout-color0, white);\n",
" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
"}\n",
"\n",
"html[theme=dark],\n",
"body[data-theme=dark],\n",
"body.vscode-dark {\n",
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
" --xr-border-color: #1F1F1F;\n",
" --xr-disabled-color: #515151;\n",
" --xr-background-color: #111111;\n",
" --xr-background-color-row-even: #111111;\n",
" --xr-background-color-row-odd: #313131;\n",
"}\n",
"\n",
".xr-wrap {\n",
" display: block !important;\n",
" min-width: 300px;\n",
" max-width: 700px;\n",
"}\n",
"\n",
".xr-text-repr-fallback {\n",
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" display: none;\n",
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"\n",
".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
" margin-bottom: 4px;\n",
" border-bottom: solid 1px var(--xr-border-color);\n",
"}\n",
"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
" margin-top: 0;\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-obj-type,\n",
".xr-array-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
"}\n",
"\n",
".xr-obj-type {\n",
" color: var(--xr-font-color2);\n",
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"\n",
".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
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"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
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"}\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",
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"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
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"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
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"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
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"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
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"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
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"\n",
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"\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",
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"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
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"\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",
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"\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",
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"\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-index-preview {\n",
" grid-column: 2 / 5;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
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".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
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" padding-right: 10px;\n",
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"\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",
".xr-index-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",
".xr-index-data-in:checked ~ .xr-index-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-index-name div,\n",
".xr-index-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data,\n",
".xr-index-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",
".xr-no-icon {\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; Size: 3GB\n",
"Dimensions: (longitude: 1440, latitude: 721, time: 744)\n",
"Coordinates:\n",
" * longitude (longitude) float32 6kB -180.0 -179.8 -179.5 ... 179.5 179.8\n",
" * latitude (latitude) float32 3kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n",
" * time (time) datetime64[ns] 6kB 2023-01-01 ... 2023-01-31T23:00:00\n",
"Data variables:\n",
" sst (time, latitude, longitude) float32 3GB 271.5 271.5 ... nan nan\n",
"Attributes:\n",
" Conventions: CF-1.6\n",
" history: 2023-05-01 14:41:22 UTC+1000 by era5_replication_tools-1.12...\n",
" license: Licence to use Copernicus Products: https://apps.ecmwf.int/...\n",
" summary: ERA5 is the fifth generation ECMWF atmospheric reanalysis o...\n",
" title: ERA5 single-levels reanalysis sea_surface_temperature 20230...</pre><div class='xr-wrap' style='display:none'><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-5385f50a-7bda-40de-96a9-59fa4b2d31bd' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-5385f50a-7bda-40de-96a9-59fa4b2d31bd' 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'>longitude</span>: 1440</li><li><span class='xr-has-index'>latitude</span>: 721</li><li><span class='xr-has-index'>time</span>: 744</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-90ad4974-93da-4034-9026-e62dcd9b0b07' class='xr-section-summary-in' type='checkbox' checked><label for='section-90ad4974-93da-4034-9026-e62dcd9b0b07' class='xr-section-summary' >Coordinates: <span>(3)</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'>longitude</span></div><div class='xr-var-dims'>(longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-180.0 -179.8 ... 179.5 179.8</div><input id='attrs-43a9305d-e0e7-4b33-8d6a-c46f7659b172' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-43a9305d-e0e7-4b33-8d6a-c46f7659b172' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-64917250-7c87-434b-8722-40ed37788835' class='xr-var-data-in' type='checkbox'><label for='data-64917250-7c87-434b-8722-40ed37788835' 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>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd></dl></div><div class='xr-var-data'><pre>array([-180. , -179.75, -179.5 , ..., 179.25, 179.5 , 179.75],\n",
" dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>latitude</span></div><div class='xr-var-dims'>(latitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>90.0 89.75 89.5 ... -89.75 -90.0</div><input id='attrs-55cdc779-6ce1-4649-b3bd-cacb8d0b2ca1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-55cdc779-6ce1-4649-b3bd-cacb8d0b2ca1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb23c584-9f8c-4cfc-a3ab-4665a049eced' class='xr-var-data-in' type='checkbox'><label for='data-cb23c584-9f8c-4cfc-a3ab-4665a049eced' 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>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd></dl></div><div class='xr-var-data'><pre>array([ 90. , 89.75, 89.5 , ..., -89.5 , -89.75, -90. ], dtype=float32)</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'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2023-01-01 ... 2023-01-31T23:00:00</div><input id='attrs-ce2dc2f6-751d-41bc-a23e-7943ff7a1665' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ce2dc2f6-751d-41bc-a23e-7943ff7a1665' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6c557db8-02bb-4a9c-893b-be39d23e16a2' class='xr-var-data-in' type='checkbox'><label for='data-6c557db8-02bb-4a9c-893b-be39d23e16a2' 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></dl></div><div class='xr-var-data'><pre>array([&#x27;2023-01-01T00:00:00.000000000&#x27;, &#x27;2023-01-01T01:00:00.000000000&#x27;,\n",
" &#x27;2023-01-01T02:00:00.000000000&#x27;, ..., &#x27;2023-01-31T21:00:00.000000000&#x27;,\n",
" &#x27;2023-01-31T22:00:00.000000000&#x27;, &#x27;2023-01-31T23:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-69fc7f8d-457f-4d20-9b1f-b2c24ff5ada4' class='xr-section-summary-in' type='checkbox' checked><label for='section-69fc7f8d-457f-4d20-9b1f-b2c24ff5ada4' class='xr-section-summary' >Data variables: <span>(1)</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>sst</span></div><div class='xr-var-dims'>(time, latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>271.5 271.5 271.5 ... nan nan nan</div><input id='attrs-efe4b041-c77d-42a5-842b-1a6f4994d7ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-efe4b041-c77d-42a5-842b-1a6f4994d7ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cbd20093-4875-4025-a31a-725a1d5e67f6' class='xr-var-data-in' type='checkbox'><label for='data-cbd20093-4875-4025-a31a-725a1d5e67f6' 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>units :</span></dt><dd>K</dd><dt><span>long_name :</span></dt><dd>Sea surface temperature</dd></dl></div><div class='xr-var-data'><pre>array([[[271.46 , 271.46 , 271.46 , ..., 271.46 , 271.46 ,\n",
" 271.46 ],\n",
" [271.46 , 271.46 , 271.46 , ..., 271.46 , 271.46 ,\n",
" 271.46 ],\n",
" [271.46 , 271.46 , 271.46 , ..., 271.46 , 271.46 ,\n",
" 271.46 ],\n",
" ...,\n",
" [ nan, nan, nan, ..., nan, nan,\n",
" nan],\n",
" [ nan, nan, nan, ..., nan, nan,\n",
" nan],\n",
" [ nan, nan, nan, ..., nan, nan,\n",
" nan]],\n",
"\n",
" [[271.46 , 271.46 , 271.46 , ..., 271.46 , 271.46 ,\n",
" 271.46 ],\n",
" [271.46 , 271.46 , 271.46 , ..., 271.46 , 271.46 ,\n",
" 271.46 ],\n",
" [271.46 , 271.46 , 271.46 , ..., 271.46 , 271.46 ,\n",
" 271.46 ],\n",
"...\n",
" [ nan, nan, nan, ..., nan, nan,\n",
" nan],\n",
" [ nan, nan, nan, ..., nan, nan,\n",
" nan],\n",
" [ nan, nan, nan, ..., nan, nan,\n",
" nan]],\n",
"\n",
" [[271.4606, 271.4606, 271.4606, ..., 271.4606, 271.4606,\n",
" 271.4606],\n",
" [271.4606, 271.4606, 271.4606, ..., 271.4606, 271.4606,\n",
" 271.4606],\n",
" [271.4606, 271.4606, 271.4606, ..., 271.4606, 271.4606,\n",
" 271.4606],\n",
" ...,\n",
" [ nan, nan, nan, ..., nan, nan,\n",
" nan],\n",
" [ nan, nan, nan, ..., nan, nan,\n",
" nan],\n",
" [ nan, nan, nan, ..., nan, nan,\n",
" nan]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a1673304-33b9-47fc-a1a0-8d19cff7e798' class='xr-section-summary-in' type='checkbox' ><label for='section-a1673304-33b9-47fc-a1a0-8d19cff7e798' class='xr-section-summary' >Indexes: <span>(3)</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-index-name'><div>longitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-9a409016-a639-439f-9bb3-2e84beda407e' class='xr-index-data-in' type='checkbox'/><label for='index-9a409016-a639-439f-9bb3-2e84beda407e' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ -180.0, -179.75, -179.5, -179.25, -179.0, -178.75, -178.5, -178.25,\n",
" -178.0, -177.75,\n",
" ...\n",
" 177.5, 177.75, 178.0, 178.25, 178.5, 178.75, 179.0, 179.25,\n",
" 179.5, 179.75],\n",
" dtype=&#x27;float32&#x27;, name=&#x27;longitude&#x27;, length=1440))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>latitude</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b551cc86-06aa-46bc-8f77-ea8fa3d76bac' class='xr-index-data-in' type='checkbox'/><label for='index-b551cc86-06aa-46bc-8f77-ea8fa3d76bac' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ 90.0, 89.75, 89.5, 89.25, 89.0, 88.75, 88.5, 88.25, 88.0,\n",
" 87.75,\n",
" ...\n",
" -87.75, -88.0, -88.25, -88.5, -88.75, -89.0, -89.25, -89.5, -89.75,\n",
" -90.0],\n",
" dtype=&#x27;float32&#x27;, name=&#x27;latitude&#x27;, length=721))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-01f8966c-57f0-4b5f-a023-a786d169fe99' class='xr-index-data-in' type='checkbox'/><label for='index-01f8966c-57f0-4b5f-a023-a786d169fe99' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2023-01-01 00:00:00&#x27;, &#x27;2023-01-01 01:00:00&#x27;,\n",
" &#x27;2023-01-01 02:00:00&#x27;, &#x27;2023-01-01 03:00:00&#x27;,\n",
" &#x27;2023-01-01 04:00:00&#x27;, &#x27;2023-01-01 05:00:00&#x27;,\n",
" &#x27;2023-01-01 06:00:00&#x27;, &#x27;2023-01-01 07:00:00&#x27;,\n",
" &#x27;2023-01-01 08:00:00&#x27;, &#x27;2023-01-01 09:00:00&#x27;,\n",
" ...\n",
" &#x27;2023-01-31 14:00:00&#x27;, &#x27;2023-01-31 15:00:00&#x27;,\n",
" &#x27;2023-01-31 16:00:00&#x27;, &#x27;2023-01-31 17:00:00&#x27;,\n",
" &#x27;2023-01-31 18:00:00&#x27;, &#x27;2023-01-31 19:00:00&#x27;,\n",
" &#x27;2023-01-31 20:00:00&#x27;, &#x27;2023-01-31 21:00:00&#x27;,\n",
" &#x27;2023-01-31 22:00:00&#x27;, &#x27;2023-01-31 23:00:00&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=744, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5661cbe5-0219-44e0-8c69-df1faf8f0d59' class='xr-section-summary-in' type='checkbox' checked><label for='section-5661cbe5-0219-44e0-8c69-df1faf8f0d59' class='xr-section-summary' >Attributes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.6</dd><dt><span>history :</span></dt><dd>2023-05-01 14:41:22 UTC+1000 by era5_replication_tools-1.12.0: mv /g/data/rt52/admin/incoming/era5/single-levels/reanalysis/sst/2023/sst_era5_oper_sfc_20230101-20230131.tmp /g/data/rt52/era5/single-levels/reanalysis/sst/2023/sst_era5_oper_sfc_20230101-20230131.nc\n",
"2023-05-01 14:41:08 UTC+1000 by era5_replication_tools-1.12.0: nccopy -ctime/93,latitude/91,longitude/180 -m2G -h2G -k4 -d2 -s /g/data/id28/admin/incoming/era5/single-levels/reanalysis/sst/2023/sst_era5_oper_sfc_20230101-20230131.nc /g/data/rt52/admin/incoming/era5/single-levels/reanalysis/sst/2023/sst_era5_oper_sfc_20230101-20230131.tmp\n",
"2023-05-01 14:29:35 UTC+1000 by era5_replication_tools-1.12.0: curl --connect-timeout 20 --show-error --silent --max-time 36000 -o /g/data/id28/admin/incoming/era5/single-levels/reanalysis/sst/2023/sst_era5_oper_sfc_20230101-20230131.nc https://download-0018.copernicus-climate.eu/cache-compute-0018/cache/data2/adaptor.mars.internal-1682915323.682986-3220-16-3f2a5941-a758-4bf7-be18-995858226e99.nc\n",
"2023-05-01 04:29:09 GMT by grib_to_netcdf-2.25.1: /opt/ecmwf/mars-client/bin/grib_to_netcdf.bin -S param -o /cache/data2/adaptor.mars.internal-1682915323.682986-3220-16-3f2a5941-a758-4bf7-be18-995858226e99.nc /cache/tmp/3f2a5941-a758-4bf7-be18-995858226e99-adaptor.mars.internal-1682915276.9482653-3220-29-tmp.grib</dd><dt><span>license :</span></dt><dd>Licence to use Copernicus Products: https://apps.ecmwf.int/datasets/licences/copernicus/</dd><dt><span>summary :</span></dt><dd>ERA5 is the fifth generation ECMWF atmospheric reanalysis of the global climate. This file is part of the ERA5 replica hosted at NCI Australia. For more information please see http://dx.doi.org/10.25914/5f48874388857</dd><dt><span>title :</span></dt><dd>ERA5 single-levels reanalysis sea_surface_temperature 20230101-20230131</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset> Size: 3GB\n",
"Dimensions: (longitude: 1440, latitude: 721, time: 744)\n",
"Coordinates:\n",
" * longitude (longitude) float32 6kB -180.0 -179.8 -179.5 ... 179.5 179.8\n",
" * latitude (latitude) float32 3kB 90.0 89.75 89.5 ... -89.5 -89.75 -90.0\n",
" * time (time) datetime64[ns] 6kB 2023-01-01 ... 2023-01-31T23:00:00\n",
"Data variables:\n",
" sst (time, latitude, longitude) float32 3GB 271.5 271.5 ... nan nan\n",
"Attributes:\n",
" Conventions: CF-1.6\n",
" history: 2023-05-01 14:41:22 UTC+1000 by era5_replication_tools-1.12...\n",
" license: Licence to use Copernicus Products: https://apps.ecmwf.int/...\n",
" summary: ERA5 is the fifth generation ECMWF atmospheric reanalysis o...\n",
" title: ERA5 single-levels reanalysis sea_surface_temperature 20230..."
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:analysis3-24.04]",
"language": "python",
"name": "conda-env-analysis3-24.04-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.14"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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