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ScottWales/climtas_climatology.ipynb

Created July 24, 2020 01:03
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climtas_climatology.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import xarray\n",
"import climtas\n",
"import climtas.nci\n",
"import os"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Setup\n",
"\n",
"I've run this on Gadi's compute queue, using the number of processes listed below"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
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"<table style=\"border: 2px solid white;\">\n",
"<tr>\n",
"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Client</h3>\n",
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" <li><b>Scheduler: </b>tcp://127.0.0.1:45179</li>\n",
" <li><b>Dashboard: </b><a href='/proxy/8787/status' target='_blank'>/proxy/8787/status</a></li>\n",
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"<td style=\"vertical-align: top; border: 0px solid white\">\n",
"<h3 style=\"text-align: left;\">Cluster</h3>\n",
"<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n",
" <li><b>Workers: </b>16</li>\n",
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"source": [
"climtas.nci.GadiClient()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"ds = xarray.open_mfdataset('/g/data/ub4/era5/netcdf/surface/slhf/*/slhf_era5_global_*.nc',\n",
" combine='nested', concat_dim='time', parallel=True,\n",
" chunks={'time': 20*24, 'latitude': 91, 'longitude': 180})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chunking\n",
"\n",
"Jupyter shows the chunk layout when you print a DataArray, this allows a big dataset to be worked on in small components one at a time."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;slhf&#x27; (time: 343368, latitude: 721, longitude: 1440)&gt;\n",
"dask.array&lt;getitem, shape=(343368, 721, 1440), dtype=float32, chunksize=(480, 91, 180), chunktype=numpy.ndarray&gt;\n",
"Coordinates:\n",
" * latitude (latitude) float32 90.0 89.75 89.5 89.25 ... -89.5 -89.75 -90.0\n",
" * longitude (longitude) float32 -180.0 -179.75 -179.5 ... 179.25 179.5 179.75\n",
" * time (time) datetime64[ns] 1979-12-01 ... 2019-01-31T23:00:00\n",
"Attributes:\n",
" units: J m**-2\n",
" long_name: Surface latent heat flux\n",
" standard_name: surface_upward_latent_heat_flux</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'slhf'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 343368</li><li><span class='xr-has-index'>latitude</span>: 721</li><li><span class='xr-has-index'>longitude</span>: 1440</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-8945c795-cd8d-437a-b2a9-79eb1a556cfe' class='xr-array-in' type='checkbox' checked><label for='section-8945c795-cd8d-437a-b2a9-79eb1a556cfe' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array&lt;chunksize=(480, 91, 180), meta=np.ndarray&gt;</span></div><div class='xr-array-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> 1.43 TB </td> <td> 31.45 MB </td></tr>\n",
" <tr><th> Shape </th><td> (343368, 721, 1440) </td> <td> (480, 91, 180) </td></tr>\n",
" <tr><th> Count </th><td> 188146 Tasks </td><td> 60160 Chunks </td></tr>\n",
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" <text x=\"35.294118\" y=\"80.706734\" font-size=\"1.0rem\" font-weight=\"100\" text-anchor=\"middle\" transform=\"rotate(45,35.294118,80.706734)\">343368</text>\n",
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"</table></div></div></li><li class='xr-section-item'><input id='section-a722c7dd-b7c6-4d5a-9139-90d4468b8c00' class='xr-section-summary-in' type='checkbox' checked><label for='section-a722c7dd-b7c6-4d5a-9139-90d4468b8c00' 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'>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-bfa45eab-4cbb-4b90-800b-dccd984a64c5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bfa45eab-4cbb-4b90-800b-dccd984a64c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2baee918-37c2-4a29-a37a-2ccef2305c9d' class='xr-var-data-in' type='checkbox'><label for='data-2baee918-37c2-4a29-a37a-2ccef2305c9d' 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'>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 -179.75 ... 179.5 179.75</div><input id='attrs-a476c8c1-8ec0-470f-bda3-b3d43541069b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a476c8c1-8ec0-470f-bda3-b3d43541069b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-75df99c0-58ae-4681-a312-fe1dce83781a' class='xr-var-data-in' type='checkbox'><label for='data-75df99c0-58ae-4681-a312-fe1dce83781a' 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'>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'>1979-12-01 ... 2019-01-31T23:00:00</div><input id='attrs-377f65c1-ac08-4bfc-a0d9-f1c353c21599' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-377f65c1-ac08-4bfc-a0d9-f1c353c21599' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-705bc826-1a02-4ac2-bd69-5f31c4193894' class='xr-var-data-in' type='checkbox'><label for='data-705bc826-1a02-4ac2-bd69-5f31c4193894' 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;1979-12-01T00:00:00.000000000&#x27;, &#x27;1979-12-01T01:00:00.000000000&#x27;,\n",
" &#x27;1979-12-01T02:00:00.000000000&#x27;, ..., &#x27;2019-01-31T21:00:00.000000000&#x27;,\n",
" &#x27;2019-01-31T22:00:00.000000000&#x27;, &#x27;2019-01-31T23:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b50bf346-fa62-480a-a6ad-e5c0356d9171' class='xr-section-summary-in' type='checkbox' checked><label for='section-b50bf346-fa62-480a-a6ad-e5c0356d9171' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>J m**-2</dd><dt><span>long_name :</span></dt><dd>Surface latent heat flux</dd><dt><span>standard_name :</span></dt><dd>surface_upward_latent_heat_flux</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'slhf' (time: 343368, latitude: 721, longitude: 1440)>\n",
"dask.array<getitem, shape=(343368, 721, 1440), dtype=float32, chunksize=(480, 91, 180), chunktype=numpy.ndarray>\n",
"Coordinates:\n",
" * latitude (latitude) float32 90.0 89.75 89.5 89.25 ... -89.5 -89.75 -90.0\n",
" * longitude (longitude) float32 -180.0 -179.75 -179.5 ... 179.25 179.5 179.75\n",
" * time (time) datetime64[ns] 1979-12-01 ... 2019-01-31T23:00:00\n",
"Attributes:\n",
" units: J m**-2\n",
" long_name: Surface latent heat flux\n",
" standard_name: surface_upward_latent_heat_flux"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"slhf = ds.slhf.sel(time=slice('19791201', '20190131'))\n",
"slhf"
]
},
{
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"metadata": {},
"source": [
"## Resample\n",
"\n",
"Resample the hourly data to daily - blocked_resample is more efficient than `slhf.resample(time='D')`, but it requires the data to be well formed with no missing timesteps"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;resample_op-9ee334c06e284491b6bc76152fd5b963&#x27; (time: 14307, latitude: 721, longitude: 1440)&gt;\n",
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"Attributes:\n",
" units: J m**-2\n",
" long_name: Surface latent heat flux\n",
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"</table></div></div></li><li class='xr-section-item'><input id='section-65367f18-cb4c-412f-a30d-a50b9305c33b' class='xr-section-summary-in' type='checkbox' checked><label for='section-65367f18-cb4c-412f-a30d-a50b9305c33b' 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'>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-82b27a06-206f-4d6d-9df0-68627c05f094' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-82b27a06-206f-4d6d-9df0-68627c05f094' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7eab0fbb-b3d6-49f4-9990-4ebac522da0a' class='xr-var-data-in' type='checkbox'><label for='data-7eab0fbb-b3d6-49f4-9990-4ebac522da0a' 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'>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 -179.75 ... 179.5 179.75</div><input id='attrs-7627693e-ec59-4eaa-b84f-a5965d9fab38' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7627693e-ec59-4eaa-b84f-a5965d9fab38' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1d66f0c3-d79f-48bf-9f1c-df00bc7aee94' class='xr-var-data-in' type='checkbox'><label for='data-1d66f0c3-d79f-48bf-9f1c-df00bc7aee94' 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'>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'>1979-12-01 ... 2019-01-31</div><input id='attrs-602f218e-3de0-4491-9456-47098c02ab7c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-602f218e-3de0-4491-9456-47098c02ab7c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0d4998eb-7c15-40a9-acc7-8c996c651dd1' class='xr-var-data-in' type='checkbox'><label for='data-0d4998eb-7c15-40a9-acc7-8c996c651dd1' 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;1979-12-01T00:00:00.000000000&#x27;, &#x27;1979-12-02T00:00:00.000000000&#x27;,\n",
" &#x27;1979-12-03T00:00:00.000000000&#x27;, ..., &#x27;2019-01-29T00:00:00.000000000&#x27;,\n",
" &#x27;2019-01-30T00:00:00.000000000&#x27;, &#x27;2019-01-31T00:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8b408fc0-7874-47b5-b9a1-5883f3c0d8cb' class='xr-section-summary-in' type='checkbox' checked><label for='section-8b408fc0-7874-47b5-b9a1-5883f3c0d8cb' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>J m**-2</dd><dt><span>long_name :</span></dt><dd>Surface latent heat flux</dd><dt><span>standard_name :</span></dt><dd>surface_upward_latent_heat_flux</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'resample_op-9ee334c06e284491b6bc76152fd5b963' (time: 14307, latitude: 721, longitude: 1440)>\n",
"dask.array<resample_op, shape=(14307, 721, 1440), dtype=float32, chunksize=(20, 91, 180), chunktype=numpy.ndarray>\n",
"Coordinates:\n",
" * latitude (latitude) float32 90.0 89.75 89.5 89.25 ... -89.5 -89.75 -90.0\n",
" * longitude (longitude) float32 -180.0 -179.75 -179.5 ... 179.25 179.5 179.75\n",
" * time (time) datetime64[ns] 1979-12-01 1979-12-02 ... 2019-01-31\n",
"Attributes:\n",
" units: J m**-2\n",
" long_name: Surface latent heat flux\n",
" standard_name: surface_upward_latent_heat_flux"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"slhf_daily = climtas.blocked_resample(slhf, time=24).mean()\n",
"slhf_daily"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Climatology\n",
"\n",
"Smooth the daily data, then calculate the mean value at each dayofyear. Again climats is a bit more efficient than Xarray's `.groupby()`"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray (time: 13514, latitude: 721, longitude: 1440)&gt;\n",
"dask.array&lt;getitem, shape=(13514, 721, 1440), dtype=float32, chunksize=(20, 91, 180), chunktype=numpy.ndarray&gt;\n",
"Coordinates:\n",
" * latitude (latitude) float32 90.0 89.75 89.5 89.25 ... -89.5 -89.75 -90.0\n",
" * longitude (longitude) float32 -180.0 -179.75 -179.5 ... 179.25 179.5 179.75\n",
" * time (time) datetime64[ns] 1982-01-01 1982-01-02 ... 2018-12-31</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'></div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 13514</li><li><span class='xr-has-index'>latitude</span>: 721</li><li><span class='xr-has-index'>longitude</span>: 1440</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-d1ab87fb-8a7f-4ef9-a775-c3e191ef5abd' class='xr-array-in' type='checkbox' checked><label for='section-d1ab87fb-8a7f-4ef9-a775-c3e191ef5abd' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array&lt;chunksize=(20, 91, 180), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
"<tr>\n",
"<td>\n",
"<table>\n",
" <thead>\n",
" <tr><td> </td><th> Array </th><th> Chunk </th></tr>\n",
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" <tbody>\n",
" <tr><th> Bytes </th><td> 56.12 GB </td> <td> 1.31 MB </td></tr>\n",
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"</table></div></div></li><li class='xr-section-item'><input id='section-06d0ea19-333a-49b3-94e7-2219ae00df49' class='xr-section-summary-in' type='checkbox' checked><label for='section-06d0ea19-333a-49b3-94e7-2219ae00df49' 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'>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-c6dacab9-b246-48fd-bd56-7834eda0ac08' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c6dacab9-b246-48fd-bd56-7834eda0ac08' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1ee0bc80-7a78-43bd-b7d7-e124d906915d' class='xr-var-data-in' type='checkbox'><label for='data-1ee0bc80-7a78-43bd-b7d7-e124d906915d' 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'>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 -179.75 ... 179.5 179.75</div><input id='attrs-6564ead4-4bc9-4f6f-b10d-f7a94c85ef78' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6564ead4-4bc9-4f6f-b10d-f7a94c85ef78' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b3fcbbb-5442-4ea3-b734-2734d0a9217c' class='xr-var-data-in' type='checkbox'><label for='data-5b3fcbbb-5442-4ea3-b734-2734d0a9217c' 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'>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'>1982-01-01 ... 2018-12-31</div><input id='attrs-621e9a4a-dc41-42c5-b012-ad453fe1bd65' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-621e9a4a-dc41-42c5-b012-ad453fe1bd65' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-707e7134-22d2-4cb9-ae56-98f106acea0b' class='xr-var-data-in' type='checkbox'><label for='data-707e7134-22d2-4cb9-ae56-98f106acea0b' 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;1982-01-01T00:00:00.000000000&#x27;, &#x27;1982-01-02T00:00:00.000000000&#x27;,\n",
" &#x27;1982-01-03T00:00:00.000000000&#x27;, ..., &#x27;2018-12-29T00:00:00.000000000&#x27;,\n",
" &#x27;2018-12-30T00:00:00.000000000&#x27;, &#x27;2018-12-31T00:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1c74bdc1-93eb-4245-9fbe-e31b4a92da74' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1c74bdc1-93eb-4245-9fbe-e31b4a92da74' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray (time: 13514, latitude: 721, longitude: 1440)>\n",
"dask.array<getitem, shape=(13514, 721, 1440), dtype=float32, chunksize=(20, 91, 180), chunktype=numpy.ndarray>\n",
"Coordinates:\n",
" * latitude (latitude) float32 90.0 89.75 89.5 89.25 ... -89.5 -89.75 -90.0\n",
" * longitude (longitude) float32 -180.0 -179.75 -179.5 ... 179.25 179.5 179.75\n",
" * time (time) datetime64[ns] 1982-01-01 1982-01-02 ... 2018-12-31"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"slhf_smooth = slhf_daily.rolling(time=15, center=True).mean().sel(time=slice('1982', '2018'))\n",
"slhf_smooth"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;stack-9b6551c81210329dc7e16038e86d2349&#x27; (dayofyear: 366, latitude: 721, longitude: 1440)&gt;\n",
"dask.array&lt;mean_agg-aggregate, shape=(366, 721, 1440), dtype=float32, chunksize=(20, 91, 180), chunktype=numpy.ndarray&gt;\n",
"Coordinates:\n",
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" * longitude (longitude) float32 -180.0 -179.75 -179.5 ... 179.25 179.5 179.75\n",
" * dayofyear (dayofyear) int64 1 2 3 4 5 6 7 8 ... 360 361 362 363 364 365 366</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'stack-9b6551c81210329dc7e16038e86d2349'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>dayofyear</span>: 366</li><li><span class='xr-has-index'>latitude</span>: 721</li><li><span class='xr-has-index'>longitude</span>: 1440</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-c693ba65-fdba-4494-8dbb-4824c1f2a678' class='xr-array-in' type='checkbox' checked><label for='section-c693ba65-fdba-4494-8dbb-4824c1f2a678' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>dask.array&lt;chunksize=(20, 91, 180), meta=np.ndarray&gt;</span></div><div class='xr-array-data'><table>\n",
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" <tbody>\n",
" <tr><th> Bytes </th><td> 1.52 GB </td> <td> 1.31 MB </td></tr>\n",
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"</table></div></div></li><li class='xr-section-item'><input id='section-5babcf6d-008f-4284-83f6-4b78cbf9c467' class='xr-section-summary-in' type='checkbox' checked><label for='section-5babcf6d-008f-4284-83f6-4b78cbf9c467' 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'>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-d5418981-2240-491e-9913-f204bd3b27c3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d5418981-2240-491e-9913-f204bd3b27c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b92b2f3c-d235-4806-9ddc-8797ff67e8e3' class='xr-var-data-in' type='checkbox'><label for='data-b92b2f3c-d235-4806-9ddc-8797ff67e8e3' 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'>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 -179.75 ... 179.5 179.75</div><input id='attrs-3fd811f9-aba8-4734-aae3-08101589385c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3fd811f9-aba8-4734-aae3-08101589385c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-061d8bb2-2924-46e2-861a-ded2c2d5871e' class='xr-var-data-in' type='checkbox'><label for='data-061d8bb2-2924-46e2-861a-ded2c2d5871e' 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'>dayofyear</span></div><div class='xr-var-dims'>(dayofyear)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>1 2 3 4 5 6 ... 362 363 364 365 366</div><input id='attrs-e132fcc9-7229-4d9a-ac30-bd4f6487546e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e132fcc9-7229-4d9a-ac30-bd4f6487546e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-90179206-d8a1-4478-8aae-6f9b336224f2' class='xr-var-data-in' type='checkbox'><label for='data-90179206-d8a1-4478-8aae-6f9b336224f2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([ 1, 2, 3, ..., 364, 365, 366])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f318cc6b-b6db-433a-b369-f01736ce8847' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f318cc6b-b6db-433a-b369-f01736ce8847' class='xr-section-summary' title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'stack-9b6551c81210329dc7e16038e86d2349' (dayofyear: 366, latitude: 721, longitude: 1440)>\n",
"dask.array<mean_agg-aggregate, shape=(366, 721, 1440), dtype=float32, chunksize=(20, 91, 180), chunktype=numpy.ndarray>\n",
"Coordinates:\n",
" * latitude (latitude) float32 90.0 89.75 89.5 89.25 ... -89.5 -89.75 -90.0\n",
" * longitude (longitude) float32 -180.0 -179.75 -179.5 ... 179.25 179.5 179.75\n",
" * dayofyear (dayofyear) int64 1 2 3 4 5 6 7 8 ... 360 361 362 363 364 365 366"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"slhf_clim = climtas.blocked_groupby(slhf_smooth, time='dayofyear').mean()\n",
"slhf_clim"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Run the Climatology\n",
"\n",
"Run the computation for the climatology. Dask data only gets computed when you save it to a file (or use the `.load()` method). The climtas to_netcdf_throttled() function computes one dask chunk at a time on each processor, which is more inefficient but saves on memory"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
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"model_id": "762acda91f7e4c64bdb9460b9132313c",
"version_major": 2,
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"text/plain": [
"HBox(children=(FloatProgress(value=0.0, max=2880.0), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"climtas.io.to_netcdf_throttled(slhf_clim.to_dataset(name='slhf_climatology'), 'slhf_clim.nc')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Reopen after computing the climatology\n",
"slhf_clim = xarray.open_dataset('slhf_clim.nc', chunks={'latitude': 100, 'longitude': 100})['slhf_climatology']\n",
"slhf_clim"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Calculate the anomaly\n",
"\n",
"Group the original daily slhf values by 'dayofyear' and subtract the climatology"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"slhf_anom = climtas.blocked_groupby(slhf_daily, time='dayofyear') - slhf_clim\n",
"slhf_anom"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Save the Anomaly\n",
"\n",
"Save the anomaly to disk, again using to_netcdf_throttled()."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"climtas.io.to_netcdf_throttled(slhf_anom.to_dataset(name='slhf_anomaly'), 'slhf_anom.nc')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:analysis3-20.07] *",
"language": "python",
"name": "conda-env-analysis3-20.07-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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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