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Versão preliminar do cálculo da evapotranspiração de referência aplicada ao zoneamento de risco climático do milho no estado da Bahia. Imagens no final denotam a média por decêndio ao longo de dez anos para um setor específico, bem como a visualização 3D da soma da evapotranspiração para um decêndio específico no estado (notar que a borda zerada…
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main.ipynb
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"metadata": {
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"source": [
"#!pip install \"xarray[complete]\"\n",
"import pandas as pd\n",
"import xarray as xr\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"id": "0JhPRlqWBDq1"
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"outputs": [],
"source": [
"import dask\n",
"dask.config.set({\n",
" \"array.slicing.split_large_chunks\": False,\n",
" \"num_workers\": 32,\n",
"})\n",
"\n",
"from dask.diagnostics import ProgressBar\n",
"pbar = ProgressBar()\n",
"pbar.register()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
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"height": 543
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"source": [
"# https://www.fao.org/fileadmin/user_upload/faowater/docs/ReferenceManualETo.pdf\n",
"\n",
"#!wget http://research.jisao.washington.edu/data_sets/elevation/elev.0.5-deg.nc -P '/content/drive/MyDrive/kaori/elev'"
]
},
{
"cell_type": "code",
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"metadata": {},
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"source": [
"# atmospheric_pressure = 101.3 * (((293 - (0.0065 * ds5.data)) / 293) ** 5.26)\n",
"# psychrometric_constant = (0.664742 * 10**-3) * atmospheric_pressure\n",
"# psychrometric_constant\n",
"# ------------------------------------\n",
"\n",
"# atmospheric_pressure [kPa]\n",
"atmospheric_pressure = lambda elev: 101.3 * (((293 - (0.0065 * elev)) / 293) ** 5.26)\n",
"\n",
"# psychrometric_constant [kPa °C**-1]\n",
"psychrometric_constant = lambda elev: (0.664742 * 10**-3) * atmospheric_pressure(elev)\n",
"\n",
"# saturation vapour pressure as a function of air temperature [kPa]\n",
"e_0_T = lambda t_c: (0.6108 * np.exp((17.27 * t_c) / (t_c + 237.3)))\n",
"\n",
"# actual vapour pressure [kPa]\n",
"e_a = lambda d2m_c: e_0_T(d2m_c)\n",
"\n",
"# saturation vapour pressure [kPa]\n",
"e_s = lambda t2m_c: e_0_T(t2m_c)\n",
"\n",
"# slope of saturation vapour pressure curve [kPa °C**-1]\n",
"delta = lambda t_c: 4098 * e_0_T(t_c) / ((t_c + 237.3)**2)\n",
"\n",
"# net radiation at the crop surface [MJ m**-2 day**-1]\n",
"R_n = lambda ssr, str_: (ssr - str_)/10**6\n",
"\n",
"# soil heat flux density [MJ m**-2 day**-1]\n",
"G = 0\n",
"\n",
"# wind speed to standard height (2m) [m s**-1]\n",
"u2 = lambda uz, h=10: uz * 4.87 / np.log(67.7 * h - 5.42)\n",
"\n",
"# reference evapotranspiration [mm day**-1]\n",
"ETo = lambda t2m_c, d2m_c, ssr, str_, elev, uz_10: (\n",
" (\n",
" (\n",
" 0.408 * delta(t2m_c) * (R_n(ssr, str_) - G)\n",
" ) + (\n",
" psychrometric_constant(elev) * (900 / (t2m_c + 273)) * u2(uz_10, 10) * (e_s(t2m_c) - e_a(d2m_c))\n",
" )\n",
" ) / (\n",
" delta(t2m_c) + (psychrometric_constant(elev) * (1 + (0.34 * u2(uz_10))))\n",
" )\n",
")\n",
"\n",
"ETo_2 = lambda t2m_c, d2m_c, rn, elev, uz_10: (\n",
" (\n",
" (\n",
" 0.408 * delta(t2m_c) * (rn - G)\n",
" ) + (\n",
" psychrometric_constant(elev) * (900 / (t2m_c + 273)) * u2(uz_10, 10) * (e_s(t2m_c) - e_a(d2m_c))\n",
" )\n",
" ) / (\n",
" delta(t2m_c) + (psychrometric_constant(elev) * (1 + (0.34 * u2(uz_10))))\n",
" )\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (longitude: 101, latitude: 106, time: 87648)\n",
"Coordinates:\n",
" * longitude (longitude) float32 -47.0 -46.9 -46.8 -46.7 ... -37.2 -37.1 -37.0\n",
" * latitude (latitude) float32 -18.5 -18.4 -18.3 -18.2 ... -8.2 -8.1 -8.0\n",
" * time (time) datetime64[ns] 1993-01-01 ... 2002-12-31T23:00:00\n",
"Data variables:\n",
" d2m (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
" ssr (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
" str (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
" t2m (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
" u10 (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
" v10 (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
"Attributes:\n",
" Conventions: CF-1.6\n",
" history: 2021-09-27 02:44:23 GMT by grib_to_netcdf-2.20.0: /opt/ecmw...</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-29481fd2-3827-4c4a-bcf0-a51ca7d96c80' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-29481fd2-3827-4c4a-bcf0-a51ca7d96c80' 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>: 101</li><li><span class='xr-has-index'>latitude</span>: 106</li><li><span class='xr-has-index'>time</span>: 87648</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9c316767-f674-4cc5-9a47-4142fab03bee' class='xr-section-summary-in' type='checkbox' checked><label for='section-9c316767-f674-4cc5-9a47-4142fab03bee' 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'>-47.0 -46.9 -46.8 ... -37.1 -37.0</div><input id='attrs-647865d0-f1c0-495b-9a71-c435eb7eebda' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-647865d0-f1c0-495b-9a71-c435eb7eebda' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a8b140e8-e807-4e9a-b254-838079954ebe' class='xr-var-data-in' type='checkbox'><label for='data-a8b140e8-e807-4e9a-b254-838079954ebe' 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([-47. , -46.9, -46.8, -46.7, -46.6, -46.5, -46.4, -46.3, -46.2, -46.1,\n",
" -46. , -45.9, -45.8, -45.7, -45.6, -45.5, -45.4, -45.3, -45.2, -45.1,\n",
" -45. , -44.9, -44.8, -44.7, -44.6, -44.5, -44.4, -44.3, -44.2, -44.1,\n",
" -44. , -43.9, -43.8, -43.7, -43.6, -43.5, -43.4, -43.3, -43.2, -43.1,\n",
" -43. , -42.9, -42.8, -42.7, -42.6, -42.5, -42.4, -42.3, -42.2, -42.1,\n",
" -42. , -41.9, -41.8, -41.7, -41.6, -41.5, -41.4, -41.3, -41.2, -41.1,\n",
" -41. , -40.9, -40.8, -40.7, -40.6, -40.5, -40.4, -40.3, -40.2, -40.1,\n",
" -40. , -39.9, -39.8, -39.7, -39.6, -39.5, -39.4, -39.3, -39.2, -39.1,\n",
" -39. , -38.9, -38.8, -38.7, -38.6, -38.5, -38.4, -38.3, -38.2, -38.1,\n",
" -38. , -37.9, -37.8, -37.7, -37.6, -37.5, -37.4, -37.3, -37.2, -37.1,\n",
" -37. ], 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'>-18.5 -18.4 -18.3 ... -8.1 -8.0</div><input id='attrs-81f98808-01dd-484f-bea9-290853cdc1b1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-81f98808-01dd-484f-bea9-290853cdc1b1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-57660040-afa8-4a76-9f4a-ecf8142fb2f3' class='xr-var-data-in' type='checkbox'><label for='data-57660040-afa8-4a76-9f4a-ecf8142fb2f3' 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([-18.5, -18.4, -18.3, -18.2, -18.1, -18. , -17.9, -17.8, -17.7, -17.6,\n",
" -17.5, -17.4, -17.3, -17.2, -17.1, -17. , -16.9, -16.8, -16.7, -16.6,\n",
" -16.5, -16.4, -16.3, -16.2, -16.1, -16. , -15.9, -15.8, -15.7, -15.6,\n",
" -15.5, -15.4, -15.3, -15.2, -15.1, -15. , -14.9, -14.8, -14.7, -14.6,\n",
" -14.5, -14.4, -14.3, -14.2, -14.1, -14. , -13.9, -13.8, -13.7, -13.6,\n",
" -13.5, -13.4, -13.3, -13.2, -13.1, -13. , -12.9, -12.8, -12.7, -12.6,\n",
" -12.5, -12.4, -12.3, -12.2, -12.1, -12. , -11.9, -11.8, -11.7, -11.6,\n",
" -11.5, -11.4, -11.3, -11.2, -11.1, -11. , -10.9, -10.8, -10.7, -10.6,\n",
" -10.5, -10.4, -10.3, -10.2, -10.1, -10. , -9.9, -9.8, -9.7, -9.6,\n",
" -9.5, -9.4, -9.3, -9.2, -9.1, -9. , -8.9, -8.8, -8.7, -8.6,\n",
" -8.5, -8.4, -8.3, -8.2, -8.1, -8. ], 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'>1993-01-01 ... 2002-12-31T23:00:00</div><input id='attrs-dfb37333-30fe-4f80-a145-9e1de0b9f4a2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dfb37333-30fe-4f80-a145-9e1de0b9f4a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-dfe07890-a8a6-4b6f-a816-47cf1223106a' class='xr-var-data-in' type='checkbox'><label for='data-dfe07890-a8a6-4b6f-a816-47cf1223106a' 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;1993-01-01T00:00:00.000000000&#x27;, &#x27;1993-01-01T01:00:00.000000000&#x27;,\n",
" &#x27;1993-01-01T02:00:00.000000000&#x27;, ..., &#x27;2002-12-31T21:00:00.000000000&#x27;,\n",
" &#x27;2002-12-31T22:00:00.000000000&#x27;, &#x27;2002-12-31T23:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a781cef1-adf4-4c74-a00e-b53075fe9ad3' class='xr-section-summary-in' type='checkbox' checked><label for='section-a781cef1-adf4-4c74-a00e-b53075fe9ad3' class='xr-section-summary' >Data variables: <span>(6)</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>d2m</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'>dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;</div><input id='attrs-c143d1dd-03e1-44bd-b78c-f35e7083f9fc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c143d1dd-03e1-44bd-b78c-f35e7083f9fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-870873c3-2f7e-4e14-b1af-7d4066f5bd6f' class='xr-var-data-in' type='checkbox'><label for='data-870873c3-2f7e-4e14-b1af-7d4066f5bd6f' 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>2 metre dewpoint temperature</dd></dl></div><div class='xr-var-data'><table>\n",
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"text/plain": [
"<xarray.Dataset>\n",
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".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",
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".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
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"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
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"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
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"\n",
".xr-var-name:hover,\n",
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".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
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"\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",
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"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (longitude: 101, latitude: 106, time: 87648)\n",
"Coordinates:\n",
" * longitude (longitude) float32 -47.0 -46.9 -46.8 -46.7 ... -37.2 -37.1 -37.0\n",
" * latitude (latitude) float32 -18.5 -18.4 -18.3 -18.2 ... -8.2 -8.1 -8.0\n",
" * time (time) datetime64[ns] 1993-01-01 ... 2002-12-31T23:00:00\n",
"Data variables:\n",
" d2m (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
" ssr (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
" str (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
" t2m (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
" u10 (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
" v10 (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
" t2m_c (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
" d2m_c (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
" vv (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
" ur (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
" rn (time, latitude, longitude) float64 dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;\n",
"Attributes:\n",
" Conventions: CF-1.6\n",
" history: 2021-09-27 02:44:23 GMT by grib_to_netcdf-2.20.0: /opt/ecmw...</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-701cd4d4-9cea-4f03-9fd3-fe70b3ef8558' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-701cd4d4-9cea-4f03-9fd3-fe70b3ef8558' 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>: 101</li><li><span class='xr-has-index'>latitude</span>: 106</li><li><span class='xr-has-index'>time</span>: 87648</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-58cbde73-7b3a-4a8b-a1e3-127545c12bee' class='xr-section-summary-in' type='checkbox' checked><label for='section-58cbde73-7b3a-4a8b-a1e3-127545c12bee' 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'>-47.0 -46.9 -46.8 ... -37.1 -37.0</div><input id='attrs-d2472e1c-4287-40f8-8849-ca8063756ff8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d2472e1c-4287-40f8-8849-ca8063756ff8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-98d8a106-a2d1-4fdb-91ce-d265bcabf0d5' class='xr-var-data-in' type='checkbox'><label for='data-98d8a106-a2d1-4fdb-91ce-d265bcabf0d5' 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([-47. , -46.9, -46.8, -46.7, -46.6, -46.5, -46.4, -46.3, -46.2, -46.1,\n",
" -46. , -45.9, -45.8, -45.7, -45.6, -45.5, -45.4, -45.3, -45.2, -45.1,\n",
" -45. , -44.9, -44.8, -44.7, -44.6, -44.5, -44.4, -44.3, -44.2, -44.1,\n",
" -44. , -43.9, -43.8, -43.7, -43.6, -43.5, -43.4, -43.3, -43.2, -43.1,\n",
" -43. , -42.9, -42.8, -42.7, -42.6, -42.5, -42.4, -42.3, -42.2, -42.1,\n",
" -42. , -41.9, -41.8, -41.7, -41.6, -41.5, -41.4, -41.3, -41.2, -41.1,\n",
" -41. , -40.9, -40.8, -40.7, -40.6, -40.5, -40.4, -40.3, -40.2, -40.1,\n",
" -40. , -39.9, -39.8, -39.7, -39.6, -39.5, -39.4, -39.3, -39.2, -39.1,\n",
" -39. , -38.9, -38.8, -38.7, -38.6, -38.5, -38.4, -38.3, -38.2, -38.1,\n",
" -38. , -37.9, -37.8, -37.7, -37.6, -37.5, -37.4, -37.3, -37.2, -37.1,\n",
" -37. ], 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'>-18.5 -18.4 -18.3 ... -8.1 -8.0</div><input id='attrs-a671e4a6-6a82-4a89-b803-68e19f4c7fb9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a671e4a6-6a82-4a89-b803-68e19f4c7fb9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13385f8c-2f59-475e-8a87-f0e8f7494dbf' class='xr-var-data-in' type='checkbox'><label for='data-13385f8c-2f59-475e-8a87-f0e8f7494dbf' 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([-18.5, -18.4, -18.3, -18.2, -18.1, -18. , -17.9, -17.8, -17.7, -17.6,\n",
" -17.5, -17.4, -17.3, -17.2, -17.1, -17. , -16.9, -16.8, -16.7, -16.6,\n",
" -16.5, -16.4, -16.3, -16.2, -16.1, -16. , -15.9, -15.8, -15.7, -15.6,\n",
" -15.5, -15.4, -15.3, -15.2, -15.1, -15. , -14.9, -14.8, -14.7, -14.6,\n",
" -14.5, -14.4, -14.3, -14.2, -14.1, -14. , -13.9, -13.8, -13.7, -13.6,\n",
" -13.5, -13.4, -13.3, -13.2, -13.1, -13. , -12.9, -12.8, -12.7, -12.6,\n",
" -12.5, -12.4, -12.3, -12.2, -12.1, -12. , -11.9, -11.8, -11.7, -11.6,\n",
" -11.5, -11.4, -11.3, -11.2, -11.1, -11. , -10.9, -10.8, -10.7, -10.6,\n",
" -10.5, -10.4, -10.3, -10.2, -10.1, -10. , -9.9, -9.8, -9.7, -9.6,\n",
" -9.5, -9.4, -9.3, -9.2, -9.1, -9. , -8.9, -8.8, -8.7, -8.6,\n",
" -8.5, -8.4, -8.3, -8.2, -8.1, -8. ], 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'>1993-01-01 ... 2002-12-31T23:00:00</div><input id='attrs-1e0b5b59-779a-4373-852f-6b4a13e29cf8' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1e0b5b59-779a-4373-852f-6b4a13e29cf8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b758189f-419a-4971-bbf6-24726e7ebe31' class='xr-var-data-in' type='checkbox'><label for='data-b758189f-419a-4971-bbf6-24726e7ebe31' 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;1993-01-01T00:00:00.000000000&#x27;, &#x27;1993-01-01T01:00:00.000000000&#x27;,\n",
" &#x27;1993-01-01T02:00:00.000000000&#x27;, ..., &#x27;2002-12-31T21:00:00.000000000&#x27;,\n",
" &#x27;2002-12-31T22:00:00.000000000&#x27;, &#x27;2002-12-31T23:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a247a46f-1ca8-4c7a-b734-e965ab27eb5b' class='xr-section-summary-in' type='checkbox' checked><label for='section-a247a46f-1ca8-4c7a-b734-e965ab27eb5b' class='xr-section-summary' >Data variables: <span>(11)</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>d2m</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'>dask.array&lt;chunksize=(240, 106, 101), meta=np.ndarray&gt;</div><input id='attrs-aa3583fe-bdf6-42ec-b9ce-d57bfbb06c84' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aa3583fe-bdf6-42ec-b9ce-d57bfbb06c84' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f5bdb14-a349-4ed0-8013-c27277f8d0e5' class='xr-var-data-in' type='checkbox'><label for='data-0f5bdb14-a349-4ed0-8013-c27277f8d0e5' 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>2 metre dewpoint temperature</dd></dl></div><div class='xr-var-data'><table>\n",
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" \n",
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"<xarray.Dataset>\n",
"Dimensions: (longitude: 101, latitude: 106, time: 87648)\n",
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" vv (time, latitude, longitude) float32 dask.array<chunksize=(240, 106, 101), meta=np.ndarray>\n",
" ur (time, latitude, longitude) float32 dask.array<chunksize=(240, 106, 101), meta=np.ndarray>\n",
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]
},
"execution_count": 6,
"metadata": {},
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}
],
"source": [
"ds = ds.assign({\n",
" 't2m_c': lambda dsi: dsi.t2m - 273.15,\n",
" 'd2m_c': lambda dsi: dsi.d2m - 273.15,\n",
"})\n",
"\n",
"ds = ds.assign({\n",
" 'vv': lambda dsi: np.sqrt((dsi.u10 ** 2) + (dsi.v10 ** 2)),\n",
" 'ur': lambda dsi: (0.6108 * np.exp((17.27 * dsi.d2m_c) / (dsi.d2m_c + 237.3))) / (0.6108 * np.exp((17.27 * dsi.t2m_c) / (dsi.t2m_c + 237.3))) * 100,\n",
" 'rn': lambda dsi: (dsi.ssr - dsi['str'])/10**6, #megajoule/metro/dia\n",
"})\n",
"\n",
"dsx = ds\n",
"dsx"
]
},
{
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"execution_count": 7,
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"\n",
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"\n",
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"\n",
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"\n",
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"\n",
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"\n",
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"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
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"\n",
".xr-dim-list:before {\n",
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"\n",
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"\n",
".xr-dim-list li:not(:last-child):after {\n",
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"\n",
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"\n",
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"\n",
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".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
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"\n",
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"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
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"\n",
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".xr-var-dtype {\n",
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" display: block;\n",
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"\n",
".xr-var-data > table {\n",
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"\n",
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"\n",
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"\n",
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (time: 87648, latitude: 21, longitude: 20)\n",
"Coordinates:\n",
" * longitude (longitude) float32 -46.75 -46.25 -45.75 ... -38.25 -37.75 -37.25\n",
" * latitude (latitude) float32 -18.25 -17.75 -17.25 ... -9.25 -8.75 -8.25\n",
" * time (time) datetime64[ns] 1993-01-01 ... 2002-12-31T23:00:00\n",
"Data variables:\n",
" d2m (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 21, 20), meta=np.ndarray&gt;\n",
" ssr (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 21, 20), meta=np.ndarray&gt;\n",
" str (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 21, 20), meta=np.ndarray&gt;\n",
" t2m (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 21, 20), meta=np.ndarray&gt;\n",
" u10 (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 21, 20), meta=np.ndarray&gt;\n",
" v10 (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 21, 20), meta=np.ndarray&gt;\n",
" t2m_c (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 21, 20), meta=np.ndarray&gt;\n",
" d2m_c (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 21, 20), meta=np.ndarray&gt;\n",
" vv (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 21, 20), meta=np.ndarray&gt;\n",
" ur (time, latitude, longitude) float32 dask.array&lt;chunksize=(240, 21, 20), meta=np.ndarray&gt;\n",
" rn (time, latitude, longitude) float64 dask.array&lt;chunksize=(240, 21, 20), meta=np.ndarray&gt;\n",
"Attributes:\n",
" Conventions: CF-1.6\n",
" history: 2021-09-27 02:44:23 GMT by grib_to_netcdf-2.20.0: /opt/ecmw...</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-a8ce129b-ca77-431e-a66d-c5a02f06126a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a8ce129b-ca77-431e-a66d-c5a02f06126a' 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'>time</span>: 87648</li><li><span class='xr-has-index'>latitude</span>: 21</li><li><span class='xr-has-index'>longitude</span>: 20</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-0dda4b83-2570-492e-8c0b-91855fbcd6d4' class='xr-section-summary-in' type='checkbox' checked><label for='section-0dda4b83-2570-492e-8c0b-91855fbcd6d4' 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'>-46.75 -46.25 ... -37.75 -37.25</div><input id='attrs-aebdabcb-2479-43bd-b71c-2c3402d3d5ee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-aebdabcb-2479-43bd-b71c-2c3402d3d5ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d46d5b65-9fc5-4628-8196-a17d04008948' class='xr-var-data-in' type='checkbox'><label for='data-d46d5b65-9fc5-4628-8196-a17d04008948' 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([-46.75, -46.25, -45.75, -45.25, -44.75, -44.25, -43.75, -43.25, -42.75,\n",
" -42.25, -41.75, -41.25, -40.75, -40.25, -39.75, -39.25, -38.75, -38.25,\n",
" -37.75, -37.25], 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'>-18.25 -17.75 ... -8.75 -8.25</div><input id='attrs-c92afb84-962f-464b-8c8e-764d5c2b87a2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c92afb84-962f-464b-8c8e-764d5c2b87a2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e3971a77-e70d-4063-aac7-3ec6478213af' class='xr-var-data-in' type='checkbox'><label for='data-e3971a77-e70d-4063-aac7-3ec6478213af' 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([-18.25, -17.75, -17.25, -16.75, -16.25, -15.75, -15.25, -14.75, -14.25,\n",
" -13.75, -13.25, -12.75, -12.25, -11.75, -11.25, -10.75, -10.25, -9.75,\n",
" -9.25, -8.75, -8.25], 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'>1993-01-01 ... 2002-12-31T23:00:00</div><input id='attrs-73135fd0-56a7-458c-8ca6-b267ec8fc0cb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-73135fd0-56a7-458c-8ca6-b267ec8fc0cb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7a7867c0-849e-4043-b010-d16aa64373e3' class='xr-var-data-in' type='checkbox'><label for='data-7a7867c0-849e-4043-b010-d16aa64373e3' 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;1993-01-01T00:00:00.000000000&#x27;, &#x27;1993-01-01T01:00:00.000000000&#x27;,\n",
" &#x27;1993-01-01T02:00:00.000000000&#x27;, ..., &#x27;2002-12-31T21:00:00.000000000&#x27;,\n",
" &#x27;2002-12-31T22:00:00.000000000&#x27;, &#x27;2002-12-31T23:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-80962f48-d8c5-450f-b2a3-c33ca7dc4b58' class='xr-section-summary-in' type='checkbox' checked><label for='section-80962f48-d8c5-450f-b2a3-c33ca7dc4b58' class='xr-section-summary' >Data variables: <span>(11)</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>d2m</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'>dask.array&lt;chunksize=(240, 21, 20), meta=np.ndarray&gt;</div><input id='attrs-08441590-87b6-4058-bfaa-6267685e870c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-08441590-87b6-4058-bfaa-6267685e870c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-39c34b86-00c1-4fe7-a9c8-0d502ed1b4e0' class='xr-var-data-in' type='checkbox'><label for='data-39c34b86-00c1-4fe7-a9c8-0d502ed1b4e0' 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>2 metre dewpoint temperature</dd></dl></div><div class='xr-var-data'><table>\n",
" <tr>\n",
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},
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"source": [
"grouped_spacing = dsx.coarsen(latitude=5, longitude=5, boundary='trim').mean()\n",
"grouped_spacing = grouped_spacing.assign(\n",
" latitude = grouped_spacing.latitude + 0.05,\n",
" longitude = grouped_spacing.longitude + 0.05,\n",
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"grouped_spacing"
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},
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (time: 3652, longitude: 20, latitude: 21)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 1993-01-01 1993-01-02 ... 2002-12-31\n",
" * longitude (longitude) float32 -46.75 -46.25 -45.75 ... -37.75 -37.25\n",
" * latitude (latitude) float32 -18.25 -17.75 -17.25 ... -9.25 -8.75 -8.25\n",
"Data variables:\n",
" t2m_c.mean (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" t2m_c.min (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" t2m_c.max (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" d2m_c.mean (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" d2m_c.min (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" d2m_c.max (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" ur.mean (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" ur.min (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" ur.max (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" vv.mean (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" rn.last (time, latitude, longitude) float64 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;</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-a647d668-150c-4fd4-9260-b299d9f0cc39' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a647d668-150c-4fd4-9260-b299d9f0cc39' 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'>time</span>: 3652</li><li><span class='xr-has-index'>longitude</span>: 20</li><li><span class='xr-has-index'>latitude</span>: 21</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-19035e8b-320c-4e80-87ad-c5ed76ea75bd' class='xr-section-summary-in' type='checkbox' checked><label for='section-19035e8b-320c-4e80-87ad-c5ed76ea75bd' 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'>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'>1993-01-01 ... 2002-12-31</div><input id='attrs-e547b993-50d9-435b-bedb-0e0ab468919e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e547b993-50d9-435b-bedb-0e0ab468919e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-663fa2bb-6705-4d71-b75b-53392c7285e2' class='xr-var-data-in' type='checkbox'><label for='data-663fa2bb-6705-4d71-b75b-53392c7285e2' 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([&#x27;1993-01-01T00:00:00.000000000&#x27;, &#x27;1993-01-02T00:00:00.000000000&#x27;,\n",
" &#x27;1993-01-03T00:00:00.000000000&#x27;, ..., &#x27;2002-12-29T00:00:00.000000000&#x27;,\n",
" &#x27;2002-12-30T00:00:00.000000000&#x27;, &#x27;2002-12-31T00:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</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'>-46.75 -46.25 ... -37.75 -37.25</div><input id='attrs-4270a059-2aff-40d4-97df-b7aa8fecc0dc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-4270a059-2aff-40d4-97df-b7aa8fecc0dc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff45b19b-0895-4273-98ae-a9fa1c953865' class='xr-var-data-in' type='checkbox'><label for='data-ff45b19b-0895-4273-98ae-a9fa1c953865' 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([-46.75, -46.25, -45.75, -45.25, -44.75, -44.25, -43.75, -43.25, -42.75,\n",
" -42.25, -41.75, -41.25, -40.75, -40.25, -39.75, -39.25, -38.75, -38.25,\n",
" -37.75, -37.25], 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'>-18.25 -17.75 ... -8.75 -8.25</div><input id='attrs-50ca9f9c-356a-4ea2-8488-46cb3fbe5bfd' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-50ca9f9c-356a-4ea2-8488-46cb3fbe5bfd' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-59869ebb-be4f-40e4-bd03-2e0d5700e017' class='xr-var-data-in' type='checkbox'><label for='data-59869ebb-be4f-40e4-bd03-2e0d5700e017' 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([-18.25, -17.75, -17.25, -16.75, -16.25, -15.75, -15.25, -14.75, -14.25,\n",
" -13.75, -13.25, -12.75, -12.25, -11.75, -11.25, -10.75, -10.25, -9.75,\n",
" -9.25, -8.75, -8.25], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c71b13c9-9798-426e-a471-690e72dd212f' class='xr-section-summary-in' type='checkbox' checked><label for='section-c71b13c9-9798-426e-a471-690e72dd212f' class='xr-section-summary' >Data variables: <span>(11)</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>t2m_c.mean</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'>dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;</div><input id='attrs-cc2b5e21-2013-4113-94fa-9c2f2bbd741b' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cc2b5e21-2013-4113-94fa-9c2f2bbd741b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6bdfecad-ab89-47c0-aaef-b37af59a6165' class='xr-var-data-in' type='checkbox'><label for='data-6bdfecad-ab89-47c0-aaef-b37af59a6165' 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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],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (time: 3652, longitude: 20, latitude: 21)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 1993-01-01 1993-01-02 ... 2002-12-31\n",
" * longitude (longitude) float32 -46.75 -46.25 -45.75 ... -37.75 -37.25\n",
" * latitude (latitude) float32 -18.25 -17.75 -17.25 ... -9.25 -8.75 -8.25\n",
"Data variables:\n",
" t2m_c.mean (time, latitude, longitude) float32 dask.array<chunksize=(1, 21, 20), meta=np.ndarray>\n",
" t2m_c.min (time, latitude, longitude) float32 dask.array<chunksize=(1, 21, 20), meta=np.ndarray>\n",
" t2m_c.max (time, latitude, longitude) float32 dask.array<chunksize=(1, 21, 20), meta=np.ndarray>\n",
" d2m_c.mean (time, latitude, longitude) float32 dask.array<chunksize=(1, 21, 20), meta=np.ndarray>\n",
" d2m_c.min (time, latitude, longitude) float32 dask.array<chunksize=(1, 21, 20), meta=np.ndarray>\n",
" d2m_c.max (time, latitude, longitude) float32 dask.array<chunksize=(1, 21, 20), meta=np.ndarray>\n",
" ur.mean (time, latitude, longitude) float32 dask.array<chunksize=(1, 21, 20), meta=np.ndarray>\n",
" ur.min (time, latitude, longitude) float32 dask.array<chunksize=(1, 21, 20), meta=np.ndarray>\n",
" ur.max (time, latitude, longitude) float32 dask.array<chunksize=(1, 21, 20), meta=np.ndarray>\n",
" vv.mean (time, latitude, longitude) float32 dask.array<chunksize=(1, 21, 20), meta=np.ndarray>\n",
" rn.last (time, latitude, longitude) float64 dask.array<chunksize=(1, 21, 20), meta=np.ndarray>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#!del .\\tmp\\generic_nc\\grouped_spacing.nc\n",
"#grouped_spacing.to_netcdf('./tmp/generic_nc/grouped_spacing.nc')\n",
" \n",
"#!del .\\tmp\\tmp0\\*.nc\n",
"#grouped_spacing = xr.open_dataset('./tmp/generic_nc/grouped_spacing.nc')\n",
"\n",
"# grouped_spacing.t2m_c.resample(time='1D').mean().rename('t2m_c.mean').to_netcdf('./tmp/tmp0/t2m_c.mean.nc')\n",
"# grouped_spacing.t2m_c.resample(time='1D').min().rename('t2m_c.min').to_netcdf('./tmp/tmp0/t2m_c.min.nc')\n",
"# grouped_spacing.t2m_c.resample(time='1D').max().rename('t2m_c.max').to_netcdf('./tmp/tmp0/t2m_c.max.nc')\n",
"# grouped_spacing.d2m_c.resample(time='1D').mean().rename('d2m_c.mean').to_netcdf('./tmp/tmp0/d2m_c.mean.nc')\n",
"# grouped_spacing.d2m_c.resample(time='1D').min().rename('d2m_c.min').to_netcdf('./tmp/tmp0/d2m_c.min.nc')\n",
"# grouped_spacing.d2m_c.resample(time='1D').max().rename('d2m_c.max').to_netcdf('./tmp/tmp0/d2m_c.max.nc')\n",
"# grouped_spacing.ur.resample(time='1D').mean().rename('ur.mean').to_netcdf('./tmp/tmp0/ur.mean.nc')\n",
"# grouped_spacing.ur.resample(time='1D').min().rename('ur.min').to_netcdf('./tmp/tmp0/ur.min.nc')\n",
"# grouped_spacing.ur.resample(time='1D').max().rename('ur.max').to_netcdf('./tmp/tmp0/ur.max.nc')\n",
"# grouped_spacing.vv.resample(time='1D').mean().rename('vv.mean').to_netcdf('./tmp/tmp0/vv.mean.nc')\n",
"# grouped_spacing.rn.resample(time='1D').last(skipna=False).rename('rn.last').to_netcdf('./tmp/tmp0/rn.last.nc')\n",
"\n",
"all = xr.merge([\n",
" grouped_spacing.t2m_c.resample(time='1D').mean().rename('t2m_c.mean'),\n",
" grouped_spacing.t2m_c.resample(time='1D').min().rename('t2m_c.min'),\n",
" grouped_spacing.t2m_c.resample(time='1D').max().rename('t2m_c.max'),\n",
" grouped_spacing.d2m_c.resample(time='1D').mean().rename('d2m_c.mean'),\n",
" grouped_spacing.d2m_c.resample(time='1D').min().rename('d2m_c.min'),\n",
" grouped_spacing.d2m_c.resample(time='1D').max().rename('d2m_c.max'),\n",
" grouped_spacing.ur.resample(time='1D').mean().rename('ur.mean'),\n",
" grouped_spacing.ur.resample(time='1D').min().rename('ur.min'),\n",
" grouped_spacing.ur.resample(time='1D').max().rename('ur.max'),\n",
" grouped_spacing.vv.resample(time='1D').mean().rename('vv.mean'),\n",
" grouped_spacing.rn.resample(time='1D').last(skipna=False).rename('rn.last'),\n",
"])\n",
"all"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
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"base_uri": "https://localhost:8080/",
"height": 418
},
"id": "z3styx2aCvpR",
"outputId": "07c9cf96-89a8-468a-8b4d-cd5ba656db9b"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[########################################] | 100% Completed | 0.3s\n"
]
},
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (latitude: 360, longitude: 720, time: 6210)\n",
"Coordinates:\n",
" * latitude (latitude) float32 -89.75 -89.25 -88.75 ... 88.75 89.25 89.75\n",
" * longitude (longitude) float32 -179.8 -179.2 -178.8 ... 178.8 179.2 179.8\n",
" * time (time) datetime64[ns] 2000-01-01 2000-01-02 ... 2016-12-31\n",
"Data variables:\n",
" precip (time, latitude, longitude) float32 dask.array&lt;chunksize=(366, 360, 720), meta=np.ndarray&gt;\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" version: V1.0\n",
" history: created 9/2016 by CAS NOAA/ESRL PSD\n",
" title: CPC GLOBAL PRCP V1.0\n",
" dataset_title: CPC GLOBAL PRCP V1.0\n",
" Source: ftp://ftp.cpc.ncep.noaa.gov/precip/CPC_UNI_PRCP/\n",
" References: https://www.psl.noaa.gov/data/gridded/data.cpc.globalprec...</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-b5851ebe-ab19-4fa1-b8cc-e1470ebfe931' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-b5851ebe-ab19-4fa1-b8cc-e1470ebfe931' 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'>latitude</span>: 360</li><li><span class='xr-has-index'>longitude</span>: 720</li><li><span class='xr-has-index'>time</span>: 6210</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-372b5ba6-0b6d-41ca-9714-a7348b844170' class='xr-section-summary-in' type='checkbox' checked><label for='section-372b5ba6-0b6d-41ca-9714-a7348b844170' 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'>-89.75 -89.25 ... 89.25 89.75</div><input id='attrs-b0050441-0a23-45df-ba32-078ee39db17d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b0050441-0a23-45df-ba32-078ee39db17d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b94c124f-4819-40cb-8cd1-5df9860a744a' class='xr-var-data-in' type='checkbox'><label for='data-b94c124f-4819-40cb-8cd1-5df9860a744a' 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>actual_range :</span></dt><dd>[ 89.75 -89.75]</dd><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>standard_name :</span></dt><dd>latitude</dd><dt><span>coordinate_defines :</span></dt><dd>center</dd></dl></div><div class='xr-var-data'><pre>array([-89.75, -89.25, -88.75, ..., 88.75, 89.25, 89.75], 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'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-64e9eb18-ca74-4011-ac75-6b0922670f50' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-64e9eb18-ca74-4011-ac75-6b0922670f50' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-361bc4b2-d394-4b3f-bee0-2b584a606322' class='xr-var-data-in' type='checkbox'><label for='data-361bc4b2-d394-4b3f-bee0-2b584a606322' 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([-179.75, -179.25, -178.75, ..., 178.75, 179.25, 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'>2000-01-01 ... 2016-12-31</div><input id='attrs-701e53e2-2fcb-4739-9f8b-75868e8a0362' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-701e53e2-2fcb-4739-9f8b-75868e8a0362' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff632e6e-cb71-4d20-9850-08de60124170' class='xr-var-data-in' type='checkbox'><label for='data-ff632e6e-cb71-4d20-9850-08de60124170' 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>axis :</span></dt><dd>T</dd><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>coordinate_defines :</span></dt><dd>start</dd><dt><span>actual_range :</span></dt><dd>[876576. 885336.]</dd><dt><span>delta_t :</span></dt><dd>0000-00-01 00:00:00</dd><dt><span>avg_period :</span></dt><dd>0000-00-01 00:00:00</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2000-01-01T00:00:00.000000000&#x27;, &#x27;2000-01-02T00:00:00.000000000&#x27;,\n",
" &#x27;2000-01-03T00:00:00.000000000&#x27;, ..., &#x27;2016-12-29T00:00:00.000000000&#x27;,\n",
" &#x27;2016-12-30T00:00:00.000000000&#x27;, &#x27;2016-12-31T00:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-d19c9da8-266a-4f5b-beac-1214dbfa1efd' class='xr-section-summary-in' type='checkbox' checked><label for='section-d19c9da8-266a-4f5b-beac-1214dbfa1efd' 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>precip</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'>dask.array&lt;chunksize=(366, 360, 720), meta=np.ndarray&gt;</div><input id='attrs-399e3e57-ddd3-49d5-888e-0be13e4d5175' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-399e3e57-ddd3-49d5-888e-0be13e4d5175' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3cc4c074-c279-4b30-ad5b-3e9d1645fd6d' class='xr-var-data-in' type='checkbox'><label for='data-3cc4c074-c279-4b30-ad5b-3e9d1645fd6d' 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>var_desc :</span></dt><dd>Precipitation</dd><dt><span>level_desc :</span></dt><dd>Surface</dd><dt><span>statistic :</span></dt><dd>Total</dd><dt><span>parent_stat :</span></dt><dd>Other</dd><dt><span>long_name :</span></dt><dd>Daily total of precipitation</dd><dt><span>cell_methods :</span></dt><dd>time: sum</dd><dt><span>avg_period :</span></dt><dd>0000-00-01 00:00:00</dd><dt><span>actual_range :</span></dt><dd>[ 0. 482.55536]</dd><dt><span>units :</span></dt><dd>mm</dd><dt><span>valid_range :</span></dt><dd>[ 0. 1000.]</dd><dt><span>dataset :</span></dt><dd>CPC Global Precipitation</dd></dl></div><div class='xr-var-data'><table>\n",
" <tr>\n",
" <td>\n",
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" <th> Chunk </th>\n",
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" <tr>\n",
" <th> Bytes </th>\n",
" <td> 6.00 GiB </td>\n",
" <td> 361.89 MiB </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <th> Shape </th>\n",
" <td> (6210, 360, 720) </td>\n",
" <td> (366, 360, 720) </td>\n",
" </tr>\n",
" <tr>\n",
" <th> Count </th>\n",
" <td> 85 Tasks </td>\n",
" <td> 17 Chunks </td>\n",
" </tr>\n",
" <tr>\n",
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"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (latitude: 360, longitude: 720, time: 6210)\n",
"Coordinates:\n",
" * latitude (latitude) float32 -89.75 -89.25 -88.75 ... 88.75 89.25 89.75\n",
" * longitude (longitude) float32 -179.8 -179.2 -178.8 ... 178.8 179.2 179.8\n",
" * time (time) datetime64[ns] 2000-01-01 2000-01-02 ... 2016-12-31\n",
"Data variables:\n",
" precip (time, latitude, longitude) float32 dask.array<chunksize=(366, 360, 720), meta=np.ndarray>\n",
"Attributes:\n",
" Conventions: CF-1.0\n",
" version: V1.0\n",
" history: created 9/2016 by CAS NOAA/ESRL PSD\n",
" title: CPC GLOBAL PRCP V1.0\n",
" dataset_title: CPC GLOBAL PRCP V1.0\n",
" Source: ftp://ftp.cpc.ncep.noaa.gov/precip/CPC_UNI_PRCP/\n",
" References: https://www.psl.noaa.gov/data/gridded/data.cpc.globalprec..."
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},
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"source": [
"ds2 = xr.open_mfdataset(\n",
" './precip/precip.*.nc',\n",
" parallel=True,\n",
")\n",
"\n",
"# converte as latitude de (0, 360) pra (-180, 180)\n",
"ds2 = ds2.assign_coords(lon=(((ds2.lon + 180) % 360) - 180))\n",
"\n",
"ds2 = (\n",
" ds2\n",
" .rename(lat='latitude', lon='longitude')\n",
" .sortby(['latitude', 'longitude'])\n",
")\n",
"\n",
"ds2"
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{
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" t2m_c.min (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" t2m_c.max (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" d2m_c.mean (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" d2m_c.min (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" d2m_c.max (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" ur.mean (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" ur.min (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" ur.max (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" vv.mean (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" rn.last (time, latitude, longitude) float64 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" precip (time, latitude, longitude) float32 dask.array&lt;chunksize=(2922, 21, 20), meta=np.ndarray&gt;</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-2825aaee-d3e4-43cb-8b59-cc78d7b0381f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2825aaee-d3e4-43cb-8b59-cc78d7b0381f' 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'>time</span>: 3652</li><li><span class='xr-has-index'>longitude</span>: 20</li><li><span class='xr-has-index'>latitude</span>: 21</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-45dfae3e-8359-4867-8cd8-0982509cc0c9' class='xr-section-summary-in' type='checkbox' checked><label for='section-45dfae3e-8359-4867-8cd8-0982509cc0c9' 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'>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'>1993-01-01 ... 2002-12-31</div><input id='attrs-3c588878-4493-4bf5-810e-a09b7a887b94' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3c588878-4493-4bf5-810e-a09b7a887b94' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fbeb4828-6c33-4580-9603-2b015f87da7b' class='xr-var-data-in' type='checkbox'><label for='data-fbeb4828-6c33-4580-9603-2b015f87da7b' 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([&#x27;1993-01-01T00:00:00.000000000&#x27;, &#x27;1993-01-02T00:00:00.000000000&#x27;,\n",
" &#x27;1993-01-03T00:00:00.000000000&#x27;, ..., &#x27;2002-12-29T00:00:00.000000000&#x27;,\n",
" &#x27;2002-12-30T00:00:00.000000000&#x27;, &#x27;2002-12-31T00:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</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'>float64</div><div class='xr-var-preview xr-preview'>-46.75 -46.25 ... -37.75 -37.25</div><input id='attrs-3d4b0518-801a-45ef-acb3-fc615b526da3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3d4b0518-801a-45ef-acb3-fc615b526da3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f640cb9-dd32-4910-9762-749b67c69841' class='xr-var-data-in' type='checkbox'><label for='data-5f640cb9-dd32-4910-9762-749b67c69841' 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([-46.75, -46.25, -45.75, -45.25, -44.75, -44.25, -43.75, -43.25, -42.75,\n",
" -42.25, -41.75, -41.25, -40.75, -40.25, -39.75, -39.25, -38.75, -38.25,\n",
" -37.75, -37.25])</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'>float64</div><div class='xr-var-preview xr-preview'>-18.25 -17.75 ... -8.75 -8.25</div><input id='attrs-3367f51a-0d27-48a6-82fa-92eb7bea1f72' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3367f51a-0d27-48a6-82fa-92eb7bea1f72' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2a311f53-52e4-471a-957c-a387c912b362' class='xr-var-data-in' type='checkbox'><label for='data-2a311f53-52e4-471a-957c-a387c912b362' 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([-18.25, -17.75, -17.25, -16.75, -16.25, -15.75, -15.25, -14.75, -14.25,\n",
" -13.75, -13.25, -12.75, -12.25, -11.75, -11.25, -10.75, -10.25, -9.75,\n",
" -9.25, -8.75, -8.25])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2961dca8-fc89-4f42-ac4e-4feef176465f' class='xr-section-summary-in' type='checkbox' checked><label for='section-2961dca8-fc89-4f42-ac4e-4feef176465f' class='xr-section-summary' >Data variables: <span>(12)</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>t2m_c.mean</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'>dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;</div><input id='attrs-3145811c-af0b-4adf-86cb-f386b0e5fdc8' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-3145811c-af0b-4adf-86cb-f386b0e5fdc8' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-71ad353f-bba8-49bc-9b9c-07d8a72d3530' class='xr-var-data-in' type='checkbox'><label for='data-71ad353f-bba8-49bc-9b9c-07d8a72d3530' 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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"<xarray.Dataset>\n",
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"all = all.merge(ds2.precip, join='left')\n",
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{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (latitude: 360, longitude: 720)\n",
"Coordinates:\n",
" * latitude (latitude) float32 -89.75 -89.25 -88.75 ... 88.75 89.25 89.75\n",
" * longitude (longitude) float32 -179.8 -179.2 -178.8 ... 178.8 179.2 179.8\n",
"Data variables:\n",
" elev (latitude, longitude) float32 ...\n",
"Attributes:\n",
" history: \\nElevations calculated from the TBASE 5-minute\\nlatitude-longi...</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-2b4a0699-6fbd-4f45-a628-f85ec6b0c396' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2b4a0699-6fbd-4f45-a628-f85ec6b0c396' 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'>latitude</span>: 360</li><li><span class='xr-has-index'>longitude</span>: 720</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-edb87e65-1ab8-4475-93db-f5ef24ceb9a7' class='xr-section-summary-in' type='checkbox' checked><label for='section-edb87e65-1ab8-4475-93db-f5ef24ceb9a7' class='xr-section-summary' >Coordinates: <span>(2)</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'>-89.75 -89.25 ... 89.25 89.75</div><input id='attrs-216ce050-cc13-4edf-a6f4-6e58d899a79d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-216ce050-cc13-4edf-a6f4-6e58d899a79d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b9349aec-97c3-4832-a33b-f4c9c7459047' class='xr-var-data-in' type='checkbox'><label for='data-b9349aec-97c3-4832-a33b-f4c9c7459047' 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>title :</span></dt><dd>Latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.75, -89.25, -88.75, ..., 88.75, 89.25, 89.75], 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'>-179.8 -179.2 ... 179.2 179.8</div><input id='attrs-8db0c1ff-f0df-46ce-822e-a4bd8a8873c0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-8db0c1ff-f0df-46ce-822e-a4bd8a8873c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f78b333-a3fc-4cbf-a9ce-1d41532441d8' class='xr-var-data-in' type='checkbox'><label for='data-0f78b333-a3fc-4cbf-a9ce-1d41532441d8' 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([-179.75, -179.25, -178.75, ..., 178.75, 179.25, 179.75],\n",
" dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-67847327-7cb3-4cb7-8fc0-2c701eb41c59' class='xr-section-summary-in' type='checkbox' checked><label for='section-67847327-7cb3-4cb7-8fc0-2c701eb41c59' 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>elev</span></div><div class='xr-var-dims'>(latitude, longitude)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>...</div><input id='attrs-c5fe2027-4ccc-49f8-a4a5-1a340d1a4f87' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c5fe2027-4ccc-49f8-a4a5-1a340d1a4f87' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-17a1e4ce-e2bc-4710-a67f-153d21a46ad6' class='xr-var-data-in' type='checkbox'><label for='data-17a1e4ce-e2bc-4710-a67f-153d21a46ad6' 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>meters, from 5-min data</dd><dt><span>units :</span></dt><dd>meters, from 5-min data</dd></dl></div><div class='xr-var-data'><pre>[259200 values with dtype=float32]</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-272cda24-b73f-43ff-b365-ae7fc17ed54f' class='xr-section-summary-in' type='checkbox' checked><label for='section-272cda24-b73f-43ff-b365-ae7fc17ed54f' class='xr-section-summary' >Attributes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>history :</span></dt><dd>\n",
"Elevations calculated from the TBASE 5-minute\n",
"latitude-longitude resolution elevation data set.\n",
"TBASE is available from the NCAR data archive at \n",
"ftp://ncardata.ucar.edu/datasets/ds759.2/ \n",
"Calculation and netCDF file written by Todd Mitchell in August 2000.\n",
"The file is written in COARDS-compliant netCDF:\n",
"http://ferret.wrc.noaa.gov/noaa_coop/coop_cdf_profile.html\n",
"The file was written at the JISAO at the University of Washington.\n",
"http://jisao.washington.edu</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (latitude: 360, longitude: 720)\n",
"Coordinates:\n",
" * latitude (latitude) float32 -89.75 -89.25 -88.75 ... 88.75 89.25 89.75\n",
" * longitude (longitude) float32 -179.8 -179.2 -178.8 ... 178.8 179.2 179.8\n",
"Data variables:\n",
" elev (latitude, longitude) float32 ...\n",
"Attributes:\n",
" history: \\nElevations calculated from the TBASE 5-minute\\nlatitude-longi..."
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds5 = xr.open_dataset(\n",
" './elev/elev.0.5-deg.nc',\n",
" decode_times=False,\n",
")\n",
"\n",
"# converte as latitude de (0, 360) pra (-180, 180)\n",
"ds5 = ds5.assign_coords(lon=(((ds5.lon + 180) % 360) - 180))\n",
"\n",
"ds5 = (\n",
" ds5\n",
" .rename(lat='latitude', lon='longitude', data='elev')\n",
" .sortby(['latitude', 'longitude'])\n",
" .drop('time')\n",
")\n",
"\n",
"#ds5_corte = ds5.sel(latitude= -7.25, longitude= slice(-36.25, -35.25))\n",
"ds5 = ds5.isel(time=0)\n",
"ds5"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
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".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",
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"\n",
".xr-var-name {\n",
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"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
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" color: var(--xr-font-color2);\n",
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"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
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"\n",
".xr-var-name,\n",
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" z-index: 1;\n",
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"\n",
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".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
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"\n",
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".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
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"\n",
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"\n",
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"\n",
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"\n",
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" font-weight: normal;\n",
" grid-column: 1;\n",
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"\n",
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"\n",
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (longitude: 20, latitude: 21, time: 3652)\n",
"Coordinates:\n",
" * longitude (longitude) float64 -46.75 -46.25 -45.75 ... -37.75 -37.25\n",
" * latitude (latitude) float64 -18.25 -17.75 -17.25 ... -9.25 -8.75 -8.25\n",
" * time (time) datetime64[ns] 1993-01-01 1993-01-02 ... 2002-12-31\n",
"Data variables: (12/13)\n",
" t2m_c.mean (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" t2m_c.min (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" t2m_c.max (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" d2m_c.mean (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" d2m_c.min (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" d2m_c.max (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" ... ...\n",
" ur.min (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" ur.max (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" vv.mean (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" rn.last (time, latitude, longitude) float64 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" precip (time, latitude, longitude) float32 dask.array&lt;chunksize=(2922, 21, 20), meta=np.ndarray&gt;\n",
" elev (latitude, longitude) float32 930.0 946.0 766.0 ... 523.0 603.0</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-99b08c58-d155-4072-8e2b-0939db4f61f3' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-99b08c58-d155-4072-8e2b-0939db4f61f3' 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>: 20</li><li><span class='xr-has-index'>latitude</span>: 21</li><li><span class='xr-has-index'>time</span>: 3652</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-bbf25ef8-6895-433e-80cc-ab984625ec9b' class='xr-section-summary-in' type='checkbox' checked><label for='section-bbf25ef8-6895-433e-80cc-ab984625ec9b' 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'>float64</div><div class='xr-var-preview xr-preview'>-46.75 -46.25 ... -37.75 -37.25</div><input id='attrs-7a516133-8f67-4467-afe1-b264b937d8a1' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7a516133-8f67-4467-afe1-b264b937d8a1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b856fa0-860d-4025-ab0d-fcbd8525013a' class='xr-var-data-in' type='checkbox'><label for='data-5b856fa0-860d-4025-ab0d-fcbd8525013a' 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([-46.75, -46.25, -45.75, -45.25, -44.75, -44.25, -43.75, -43.25, -42.75,\n",
" -42.25, -41.75, -41.25, -40.75, -40.25, -39.75, -39.25, -38.75, -38.25,\n",
" -37.75, -37.25])</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'>float64</div><div class='xr-var-preview xr-preview'>-18.25 -17.75 ... -8.75 -8.25</div><input id='attrs-e0e21b8c-39a4-4dd5-89e0-c3d09af95dfb' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e0e21b8c-39a4-4dd5-89e0-c3d09af95dfb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-2e9b051d-8f31-40a1-9219-5ccd65976b14' class='xr-var-data-in' type='checkbox'><label for='data-2e9b051d-8f31-40a1-9219-5ccd65976b14' 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([-18.25, -17.75, -17.25, -16.75, -16.25, -15.75, -15.25, -14.75, -14.25,\n",
" -13.75, -13.25, -12.75, -12.25, -11.75, -11.25, -10.75, -10.25, -9.75,\n",
" -9.25, -8.75, -8.25])</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'>1993-01-01 ... 2002-12-31</div><input id='attrs-6f7d70db-17a3-4de4-9088-61f0c9e2140d' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6f7d70db-17a3-4de4-9088-61f0c9e2140d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-886fcc2f-085b-470b-9cea-ce0e487d65c3' class='xr-var-data-in' type='checkbox'><label for='data-886fcc2f-085b-470b-9cea-ce0e487d65c3' 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([&#x27;1993-01-01T00:00:00.000000000&#x27;, &#x27;1993-01-02T00:00:00.000000000&#x27;,\n",
" &#x27;1993-01-03T00:00:00.000000000&#x27;, ..., &#x27;2002-12-29T00:00:00.000000000&#x27;,\n",
" &#x27;2002-12-30T00:00:00.000000000&#x27;, &#x27;2002-12-31T00:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-36714fac-f775-44fc-aa19-efdae9239079' class='xr-section-summary-in' type='checkbox' checked><label for='section-36714fac-f775-44fc-aa19-efdae9239079' class='xr-section-summary' >Data variables: <span>(13)</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>t2m_c.mean</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'>dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;</div><input id='attrs-61a6c4d3-363b-477b-8004-403b22a602ad' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-61a6c4d3-363b-477b-8004-403b22a602ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-95affe21-7328-4af1-acc1-3162c5ca0345' class='xr-var-data-in' type='checkbox'><label for='data-95affe21-7328-4af1-acc1-3162c5ca0345' 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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],
"text/plain": [
"<xarray.Dataset>\n",
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"Coordinates:\n",
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" elev (latitude, longitude) float32 ..."
]
},
"execution_count": 12,
"metadata": {},
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}
],
"source": [
"all = all.merge(ds5.elev, join='left')\n",
"all"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
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"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (longitude: 20, latitude: 21, time: 3652)\n",
"Coordinates:\n",
" * longitude (longitude) float64 -46.75 -46.25 -45.75 ... -37.75 -37.25\n",
" * latitude (latitude) float64 -18.25 -17.75 -17.25 ... -9.25 -8.75 -8.25\n",
" * time (time) datetime64[ns] 1993-01-01 1993-01-02 ... 2002-12-31\n",
"Data variables: (12/14)\n",
" t2m_c.mean (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" t2m_c.min (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" t2m_c.max (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" d2m_c.mean (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" d2m_c.min (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" d2m_c.max (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" ... ...\n",
" ur.max (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" vv.mean (time, latitude, longitude) float32 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" rn.last (time, latitude, longitude) float64 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;\n",
" precip (time, latitude, longitude) float32 dask.array&lt;chunksize=(2922, 21, 20), meta=np.ndarray&gt;\n",
" elev (latitude, longitude) float32 930.0 946.0 766.0 ... 523.0 603.0\n",
" et0 (time, latitude, longitude) float64 dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;</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-1eb554be-d9f7-4391-8de2-a3752fd3c687' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-1eb554be-d9f7-4391-8de2-a3752fd3c687' 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>: 20</li><li><span class='xr-has-index'>latitude</span>: 21</li><li><span class='xr-has-index'>time</span>: 3652</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-752291e9-e433-4fe6-a7bf-5689a34388c6' class='xr-section-summary-in' type='checkbox' checked><label for='section-752291e9-e433-4fe6-a7bf-5689a34388c6' 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'>float64</div><div class='xr-var-preview xr-preview'>-46.75 -46.25 ... -37.75 -37.25</div><input id='attrs-2598b361-12ba-4786-83c8-1273a48f1b44' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2598b361-12ba-4786-83c8-1273a48f1b44' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab2b9894-f54c-49b1-98c9-5f16f64a64ca' class='xr-var-data-in' type='checkbox'><label for='data-ab2b9894-f54c-49b1-98c9-5f16f64a64ca' 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([-46.75, -46.25, -45.75, -45.25, -44.75, -44.25, -43.75, -43.25, -42.75,\n",
" -42.25, -41.75, -41.25, -40.75, -40.25, -39.75, -39.25, -38.75, -38.25,\n",
" -37.75, -37.25])</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'>float64</div><div class='xr-var-preview xr-preview'>-18.25 -17.75 ... -8.75 -8.25</div><input id='attrs-fb9e8b14-bdd3-46af-ba8b-cbcc7ef8ff04' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fb9e8b14-bdd3-46af-ba8b-cbcc7ef8ff04' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b8a742f9-1fd2-4915-a8b9-4f238ec41e84' class='xr-var-data-in' type='checkbox'><label for='data-b8a742f9-1fd2-4915-a8b9-4f238ec41e84' 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([-18.25, -17.75, -17.25, -16.75, -16.25, -15.75, -15.25, -14.75, -14.25,\n",
" -13.75, -13.25, -12.75, -12.25, -11.75, -11.25, -10.75, -10.25, -9.75,\n",
" -9.25, -8.75, -8.25])</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'>1993-01-01 ... 2002-12-31</div><input id='attrs-7454e197-8ebd-487f-bc7d-e061fd6b4c92' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7454e197-8ebd-487f-bc7d-e061fd6b4c92' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9188a145-5503-4180-b1f5-199b2071a7e9' class='xr-var-data-in' type='checkbox'><label for='data-9188a145-5503-4180-b1f5-199b2071a7e9' 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([&#x27;1993-01-01T00:00:00.000000000&#x27;, &#x27;1993-01-02T00:00:00.000000000&#x27;,\n",
" &#x27;1993-01-03T00:00:00.000000000&#x27;, ..., &#x27;2002-12-29T00:00:00.000000000&#x27;,\n",
" &#x27;2002-12-30T00:00:00.000000000&#x27;, &#x27;2002-12-31T00:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-21f220b8-9581-475d-8c97-2fb2f42fbca9' class='xr-section-summary-in' type='checkbox' checked><label for='section-21f220b8-9581-475d-8c97-2fb2f42fbca9' class='xr-section-summary' >Data variables: <span>(14)</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>t2m_c.mean</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'>dask.array&lt;chunksize=(1, 21, 20), meta=np.ndarray&gt;</div><input id='attrs-49e79490-3e7b-459f-8114-3dcf66eaf1b2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-49e79490-3e7b-459f-8114-3dcf66eaf1b2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-387d185c-2c09-411d-a5ee-7a26ae802e3c' class='xr-var-data-in' type='checkbox'><label for='data-387d185c-2c09-411d-a5ee-7a26ae802e3c' 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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{
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"text": [
"[ ] | 0% Completed | 2.9s"
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"name": "stderr",
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{
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"[########################################] | 100% Completed | 1min 30.1s\n"
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" content: '(';\n",
"}\n",
"\n",
".xr-dim-list:after {\n",
" content: ')';\n",
"}\n",
"\n",
".xr-dim-list li:not(:last-child):after {\n",
" content: ',';\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-has-index {\n",
" font-weight: bold;\n",
"}\n",
"\n",
".xr-var-list,\n",
".xr-var-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-var-item > div,\n",
".xr-var-item label,\n",
".xr-var-item > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-even);\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-var-item > .xr-var-name:hover span {\n",
" padding-right: 5px;\n",
"}\n",
"\n",
".xr-var-list > li:nth-child(odd) > div,\n",
".xr-var-list > li:nth-child(odd) > label,\n",
".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
" background-color: var(--xr-background-color-row-odd);\n",
"}\n",
"\n",
".xr-var-name {\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-var-dims {\n",
" grid-column: 2;\n",
"}\n",
"\n",
".xr-var-dtype {\n",
" grid-column: 3;\n",
" text-align: right;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-var-preview {\n",
" grid-column: 4;\n",
"}\n",
"\n",
".xr-var-name,\n",
".xr-var-dims,\n",
".xr-var-dtype,\n",
".xr-preview,\n",
".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
" text-overflow: ellipsis;\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\n",
".xr-attrs dt:hover {\n",
" overflow: visible;\n",
" width: auto;\n",
" z-index: 1;\n",
"}\n",
"\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" display: none;\n",
" background-color: var(--xr-background-color) !important;\n",
" padding-bottom: 5px !important;\n",
"}\n",
"\n",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
"}\n",
"\n",
".xr-var-data > table {\n",
" float: right;\n",
"}\n",
"\n",
".xr-var-name span,\n",
".xr-var-data,\n",
".xr-attrs {\n",
" padding-left: 25px !important;\n",
"}\n",
"\n",
".xr-attrs,\n",
".xr-var-attrs,\n",
".xr-var-data {\n",
" grid-column: 1 / -1;\n",
"}\n",
"\n",
"dl.xr-attrs {\n",
" padding: 0;\n",
" margin: 0;\n",
" display: grid;\n",
" grid-template-columns: 125px auto;\n",
"}\n",
"\n",
".xr-attrs dt,\n",
".xr-attrs dd {\n",
" padding: 0;\n",
" margin: 0;\n",
" float: left;\n",
" padding-right: 10px;\n",
" width: auto;\n",
"}\n",
"\n",
".xr-attrs dt {\n",
" font-weight: normal;\n",
" grid-column: 1;\n",
"}\n",
"\n",
".xr-attrs dt:hover span {\n",
" display: inline-block;\n",
" background: var(--xr-background-color);\n",
" padding-right: 10px;\n",
"}\n",
"\n",
".xr-attrs dd {\n",
" grid-column: 2;\n",
" white-space: pre-wrap;\n",
" word-break: break-all;\n",
"}\n",
"\n",
".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
" display: inline-block;\n",
" vertical-align: middle;\n",
" width: 1em;\n",
" height: 1.5em !important;\n",
" stroke-width: 0;\n",
" stroke: currentColor;\n",
" fill: currentColor;\n",
"}\n",
"</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
"Dimensions: (longitude: 20, latitude: 21, time: 3652)\n",
"Coordinates:\n",
" * longitude (longitude) float64 -46.75 -46.25 -45.75 ... -37.75 -37.25\n",
" * latitude (latitude) float64 -18.25 -17.75 -17.25 ... -9.25 -8.75 -8.25\n",
" * time (time) datetime64[ns] 1993-01-01 1993-01-02 ... 2002-12-31\n",
"Data variables: (12/14)\n",
" t2m_c.mean (time, latitude, longitude) float32 22.78 22.72 ... 27.7 27.09\n",
" t2m_c.min (time, latitude, longitude) float32 17.53 16.93 ... 21.23 20.43\n",
" t2m_c.max (time, latitude, longitude) float32 28.5 28.1 ... 34.73 34.43\n",
" d2m_c.mean (time, latitude, longitude) float32 15.13 15.19 ... 14.82 14.11\n",
" d2m_c.min (time, latitude, longitude) float32 14.09 14.22 ... 10.51 9.263\n",
" d2m_c.max (time, latitude, longitude) float32 16.78 16.69 ... 18.13 17.91\n",
" ... ...\n",
" ur.max (time, latitude, longitude) float32 84.5 88.59 ... 81.35 80.93\n",
" vv.mean (time, latitude, longitude) float32 2.502 2.534 ... 3.37 3.522\n",
" rn.last (time, latitude, longitude) float64 33.07 33.21 ... 30.86 31.07\n",
" precip (time, latitude, longitude) float32 nan nan nan ... 0.0 0.0 0.0\n",
" elev (latitude, longitude) float32 930.0 946.0 766.0 ... 523.0 603.0\n",
" et0 (time, latitude, longitude) float64 9.889 9.756 ... 11.24 11.27</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-8616cead-57ce-451f-8b49-3ee29bbc12ee' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-8616cead-57ce-451f-8b49-3ee29bbc12ee' 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>: 20</li><li><span class='xr-has-index'>latitude</span>: 21</li><li><span class='xr-has-index'>time</span>: 3652</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-9e1c9602-e97e-43f0-aa30-360b95f56a0d' class='xr-section-summary-in' type='checkbox' checked><label for='section-9e1c9602-e97e-43f0-aa30-360b95f56a0d' 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'>float64</div><div class='xr-var-preview xr-preview'>-46.75 -46.25 ... -37.75 -37.25</div><input id='attrs-cb0c1aed-5115-4bc9-98c0-e8161ca87094' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-cb0c1aed-5115-4bc9-98c0-e8161ca87094' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9c633399-69af-43e3-857f-32df11c25cf1' class='xr-var-data-in' type='checkbox'><label for='data-9c633399-69af-43e3-857f-32df11c25cf1' 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([-46.75, -46.25, -45.75, -45.25, -44.75, -44.25, -43.75, -43.25, -42.75,\n",
" -42.25, -41.75, -41.25, -40.75, -40.25, -39.75, -39.25, -38.75, -38.25,\n",
" -37.75, -37.25])</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'>float64</div><div class='xr-var-preview xr-preview'>-18.25 -17.75 ... -8.75 -8.25</div><input id='attrs-b5f8a262-1462-4bd3-9015-694b71621db6' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-b5f8a262-1462-4bd3-9015-694b71621db6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-37e94371-927c-418a-acce-eb9b2260f6f2' class='xr-var-data-in' type='checkbox'><label for='data-37e94371-927c-418a-acce-eb9b2260f6f2' 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([-18.25, -17.75, -17.25, -16.75, -16.25, -15.75, -15.25, -14.75, -14.25,\n",
" -13.75, -13.25, -12.75, -12.25, -11.75, -11.25, -10.75, -10.25, -9.75,\n",
" -9.25, -8.75, -8.25])</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'>1993-01-01 ... 2002-12-31</div><input id='attrs-40d39403-c845-44a9-a1f1-00198e1ed547' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-40d39403-c845-44a9-a1f1-00198e1ed547' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-505e7816-6658-4546-bc7c-80720f8346ea' class='xr-var-data-in' type='checkbox'><label for='data-505e7816-6658-4546-bc7c-80720f8346ea' 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([&#x27;1993-01-01T00:00:00.000000000&#x27;, &#x27;1993-01-02T00:00:00.000000000&#x27;,\n",
" &#x27;1993-01-03T00:00:00.000000000&#x27;, ..., &#x27;2002-12-29T00:00:00.000000000&#x27;,\n",
" &#x27;2002-12-30T00:00:00.000000000&#x27;, &#x27;2002-12-31T00:00:00.000000000&#x27;],\n",
" dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-659fbb75-2450-450f-8669-e93bf8526f68' class='xr-section-summary-in' type='checkbox' checked><label for='section-659fbb75-2450-450f-8669-e93bf8526f68' class='xr-section-summary' >Data variables: <span>(14)</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>t2m_c.mean</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'>22.78 22.72 22.77 ... 27.7 27.09</div><input id='attrs-c6b36656-269a-4700-92a5-6e0adfc7ed5f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c6b36656-269a-4700-92a5-6e0adfc7ed5f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6b3acc7a-50d8-4690-b162-a400e4291c53' class='xr-var-data-in' type='checkbox'><label for='data-6b3acc7a-50d8-4690-b162-a400e4291c53' 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([[[22.779448, 22.715448, 22.774954, ..., nan, nan,\n",
" nan],\n",
" [23.929483, 23.717392, 23.081108, ..., nan, nan,\n",
" nan],\n",
" [24.07702 , 24.6621 , 24.177696, ..., nan, nan,\n",
" nan],\n",
" ...,\n",
" [24.718714, 24.598793, 24.663973, ..., 25.842287, 26.058699,\n",
" 25.737648],\n",
" [24.777582, 24.749765, 24.92315 , ..., 26.282286, 25.212532,\n",
" 24.285728],\n",
" [25.206696, 24.922728, 24.917658, ..., 26.910019, 25.78726 ,\n",
" 24.554445]],\n",
"\n",
" [[23.235392, 23.755173, 23.946974, ..., nan, nan,\n",
" nan],\n",
" [24.479593, 24.072882, 23.441246, ..., nan, nan,\n",
" nan],\n",
" [25.025742, 24.839897, 24.258432, ..., nan, nan,\n",
" nan],\n",
"...\n",
" [24.252258, 24.239573, 24.662104, ..., 26.367014, 26.644127,\n",
" 26.630041],\n",
" [23.900452, 23.887384, 24.62764 , ..., 27.121527, 26.567446,\n",
" 26.331038],\n",
" [24.17306 , 23.90345 , 24.526594, ..., 28.33512 , 27.492823,\n",
" 27.14351 ]],\n",
"\n",
" [[22.150305, 22.019018, 22.373766, ..., nan, nan,\n",
" nan],\n",
" [23.489187, 23.08286 , 22.623756, ..., nan, nan,\n",
" nan],\n",
" [23.933762, 24.159792, 23.508081, ..., nan, nan,\n",
" nan],\n",
" ...,\n",
" [25.077559, 25.486198, 25.708387, ..., 26.235304, 26.737747,\n",
" 26.791618],\n",
" [25.285162, 25.561287, 26.129797, ..., 26.95432 , 26.641237,\n",
" 26.27302 ],\n",
" [25.484484, 25.405058, 26.182009, ..., 28.22149 , 27.699997,\n",
" 27.093597]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t2m_c.min</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'>17.53 16.93 16.82 ... 21.23 20.43</div><input id='attrs-ee28d68f-2a95-4e04-9a35-2f374dcd15fc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ee28d68f-2a95-4e04-9a35-2f374dcd15fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d93ac861-9224-48e7-a84e-4ade7537d0be' class='xr-var-data-in' type='checkbox'><label for='data-d93ac861-9224-48e7-a84e-4ade7537d0be' 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([[[17.531242, 16.929764, 16.822502, ..., nan, nan,\n",
" nan],\n",
" [17.561647, 18.151888, 16.970592, ..., nan, nan,\n",
" nan],\n",
" [17.413818, 18.43126 , 18.160463, ..., nan, nan,\n",
" nan],\n",
" ...,\n",
" [20.2329 , 20.25213 , 20.246496, ..., 20.965117, 21.461538,\n",
" 21.552654],\n",
" [20.413862, 20.675753, 20.38401 , ..., 20.967413, 19.841164,\n",
" 19.550644],\n",
" [20.765451, 20.91654 , 20.402111, ..., 21.03807 , 19.884115,\n",
" 19.150396]],\n",
"\n",
" [[16.509233, 17.918882, 18.795649, ..., nan, nan,\n",
" nan],\n",
" [19.072596, 17.926966, 17.369553, ..., nan, nan,\n",
" nan],\n",
" [19.554436, 19.079374, 18.327644, ..., nan, nan,\n",
" nan],\n",
"...\n",
" [21.081642, 21.22499 , 21.435078, ..., 21.81296 , 21.951698,\n",
" 22.040756],\n",
" [21.122875, 21.221796, 21.644093, ..., 22.187645, 20.790499,\n",
" 20.513145],\n",
" [21.874975, 21.600195, 21.613985, ..., 22.741304, 20.982378,\n",
" 20.46717 ]],\n",
"\n",
" [[20.124283, 19.814316, 19.867023, ..., nan, nan,\n",
" nan],\n",
" [20.924433, 20.385147, 19.895353, ..., nan, nan,\n",
" nan],\n",
" [20.993034, 21.18545 , 20.67672 , ..., nan, nan,\n",
" nan],\n",
" ...,\n",
" [22.572388, 22.322739, 22.561026, ..., 21.82559 , 22.1792 ,\n",
" 22.104319],\n",
" [22.504732, 22.273848, 22.645424, ..., 21.869507, 20.631363,\n",
" 20.223269],\n",
" [22.176905, 21.993341, 22.377447, ..., 22.586197, 21.231426,\n",
" 20.432259]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>t2m_c.max</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'>28.5 28.1 27.76 ... 34.73 34.43</div><input id='attrs-fbb903d1-9dab-430b-80bb-3a52e6dccbca' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-fbb903d1-9dab-430b-80bb-3a52e6dccbca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc3ddff2-931e-494a-83a1-3b52f21185be' class='xr-var-data-in' type='checkbox'><label for='data-bc3ddff2-931e-494a-83a1-3b52f21185be' 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([[[28.49985 , 28.101103, 27.758518, ..., nan, nan,\n",
" nan],\n",
" [29.540815, 29.320093, 28.4985 , ..., nan, nan,\n",
" nan],\n",
" [29.14552 , 30.068438, 29.544228, ..., nan, nan,\n",
" nan],\n",
" ...,\n",
" [29.211206, 29.204706, 29.488686, ..., 31.38751 , 31.177895,\n",
" 30.965172],\n",
" [29.050465, 29.137867, 29.684189, ..., 31.790054, 30.475332,\n",
" 29.630598],\n",
" [29.560888, 29.219013, 29.671104, ..., 32.98865 , 31.164858,\n",
" 29.880825]],\n",
"\n",
" [[29.151226, 29.250229, 28.934536, ..., nan, nan,\n",
" nan],\n",
" [29.852394, 29.942158, 29.345161, ..., nan, nan,\n",
" nan],\n",
" [29.766338, 30.667751, 30.240807, ..., nan, nan,\n",
" nan],\n",
"...\n",
" [28.620234, 28.96541 , 29.427656, ..., 31.571861, 32.52429 ,\n",
" 32.880722],\n",
" [27.344505, 27.155947, 28.413324, ..., 32.76145 , 33.10356 ,\n",
" 33.14242 ],\n",
" [27.34845 , 26.97432 , 28.428848, ..., 34.580185, 34.5061 ,\n",
" 34.358795]],\n",
"\n",
" [[25.620405, 26.194172, 26.749094, ..., nan, nan,\n",
" nan],\n",
" [27.236988, 27.552465, 26.91042 , ..., nan, nan,\n",
" nan],\n",
" [27.854738, 28.39458 , 27.57226 , ..., nan, nan,\n",
" nan],\n",
" ...,\n",
" [29.296595, 30.12968 , 30.422136, ..., 31.68193 , 32.489567,\n",
" 32.91229 ],\n",
" [29.675417, 30.575562, 31.185165, ..., 33.218185, 33.688618,\n",
" 33.298492],\n",
" [30.112549, 30.193798, 31.336153, ..., 35.200123, 34.728508,\n",
" 34.433575]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>d2m_c.mean</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'>15.13 15.19 15.92 ... 14.82 14.11</div><input id='attrs-41d8f3dc-7461-4665-95b6-91bbc17916ee' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-41d8f3dc-7461-4665-95b6-91bbc17916ee' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bf23eaf6-95cf-4ece-83bc-7fa1fa52e560' class='xr-var-data-in' type='checkbox'><label for='data-bf23eaf6-95cf-4ece-83bc-7fa1fa52e560' 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([[[15.125344 , 15.190516 , 15.919974 , ..., nan,\n",
" nan, nan],\n",
" [16.432138 , 16.048891 , 15.761082 , ..., nan,\n",
" nan, nan],\n",
" [16.464384 , 16.837854 , 16.42148 , ..., nan,\n",
" nan, nan],\n",
" ...,\n",
" [18.209795 , 17.978365 , 17.938759 , ..., 17.112917 ,\n",
" 17.222387 , 17.561914 ],\n",
" [18.026783 , 17.94238 , 18.191769 , ..., 16.422293 ,\n",
" 16.244183 , 16.499762 ],\n",
" [18.330492 , 18.227955 , 18.366726 , ..., 15.202927 ,\n",
" 15.527195 , 15.933614 ]],\n",
"\n",
" [[15.526848 , 15.142609 , 15.420681 , ..., nan,\n",
" nan, nan],\n",
" [16.538523 , 16.264158 , 15.525638 , ..., nan,\n",
" nan, nan],\n",
" [16.283623 , 16.79794 , 16.06322 , ..., nan,\n",
" nan, nan],\n",
"...\n",
" [21.54236 , 21.431002 , 21.248575 , ..., 18.636734 ,\n",
" 18.609833 , 18.429392 ],\n",
" [21.272625 , 21.225119 , 21.134237 , ..., 17.750895 ,\n",
" 16.634384 , 15.686788 ],\n",
" [21.258844 , 21.21657 , 21.290792 , ..., 15.804667 ,\n",
" 15.286756 , 14.504256 ]],\n",
"\n",
" [[19.75761 , 19.496004 , 19.717524 , ..., nan,\n",
" nan, nan],\n",
" [20.528997 , 20.314825 , 19.973555 , ..., nan,\n",
" nan, nan],\n",
" [20.555368 , 20.911695 , 20.683043 , ..., nan,\n",
" nan, nan],\n",
" ...,\n",
" [21.95494 , 21.711243 , 21.979689 , ..., 17.944263 ,\n",
" 17.618532 , 17.260729 ],\n",
" [21.596292 , 21.434732 , 21.604614 , ..., 17.18746 ,\n",
" 15.839139 , 15.088714 ],\n",
" [21.807325 , 21.713789 , 21.784912 , ..., 15.592045 ,\n",
" 14.820704 , 14.11023 ]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>d2m_c.min</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'>14.09 14.22 15.21 ... 10.51 9.263</div><input id='attrs-6d4072f2-69d1-4905-9f5a-96123f62f475' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-6d4072f2-69d1-4905-9f5a-96123f62f475' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-390965aa-f83c-4616-8448-3b8dc3aa2905' class='xr-var-data-in' type='checkbox'><label for='data-390965aa-f83c-4616-8448-3b8dc3aa2905' 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([[[14.090632 , 14.220506 , 15.211195 , ..., nan,\n",
" nan, nan],\n",
" [15.245227 , 14.687603 , 14.664043 , ..., nan,\n",
" nan, nan],\n",
" [15.149519 , 15.598976 , 15.134785 , ..., nan,\n",
" nan, nan],\n",
" ...,\n",
" [16.958754 , 16.43141 , 16.290813 , ..., 14.414647 ,\n",
" 14.993579 , 16.079689 ],\n",
" [17.212622 , 16.840748 , 16.802017 , ..., 13.999665 ,\n",
" 14.207078 , 15.167454 ],\n",
" [17.683172 , 17.26958 , 17.265026 , ..., 12.300424 ,\n",
" 13.313767 , 14.034602 ]],\n",
"\n",
" [[14.222444 , 13.626086 , 13.756421 , ..., nan,\n",
" nan, nan],\n",
" [15.294031 , 14.980408 , 13.770372 , ..., nan,\n",
" nan, nan],\n",
" [15.300942 , 14.957415 , 14.248048 , ..., nan,\n",
" nan, nan],\n",
"...\n",
" [20.785454 , 20.680676 , 20.350574 , ..., 15.81537 ,\n",
" 15.564418 , 15.434462 ],\n",
" [20.685396 , 20.82709 , 19.856565 , ..., 15.44483 ,\n",
" 13.468971 , 11.853538 ],\n",
" [20.772324 , 20.603828 , 20.588463 , ..., 12.905906 ,\n",
" 11.328761 , 9.574921 ]],\n",
"\n",
" [[19.09854 , 18.997032 , 19.223965 , ..., nan,\n",
" nan, nan],\n",
" [19.897638 , 19.818296 , 19.42761 , ..., nan,\n",
" nan, nan],\n",
" [20.196638 , 20.453999 , 20.182226 , ..., nan,\n",
" nan, nan],\n",
" ...,\n",
" [21.10047 , 20.857056 , 21.430021 , ..., 15.090302 ,\n",
" 14.476009 , 13.968374 ],\n",
" [21.201426 , 20.518227 , 20.643843 , ..., 13.830762 ,\n",
" 12.047953 , 11.021122 ],\n",
" [21.01451 , 21.122234 , 20.79209 , ..., 11.259874 ,\n",
" 10.506863 , 9.263449 ]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>d2m_c.max</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'>16.78 16.69 17.06 ... 18.13 17.91</div><input id='attrs-f2a15d04-f232-4d2d-a433-78832f32d943' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f2a15d04-f232-4d2d-a433-78832f32d943' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-72976644-91ac-4858-ae47-5059f0b627db' class='xr-var-data-in' type='checkbox'><label for='data-72976644-91ac-4858-ae47-5059f0b627db' 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([[[16.782776, 16.694212, 17.055288, ..., nan, nan,\n",
" nan],\n",
" [19.339127, 17.401848, 17.260073, ..., nan, nan,\n",
" nan],\n",
" [20.071695, 18.898584, 18.27685 , ..., nan, nan,\n",
" nan],\n",
" ...,\n",
" [19.636143, 19.113562, 19.090425, ..., 19.351873, 19.244404,\n",
" 19.196419],\n",
" [19.178953, 18.856834, 19.427443, ..., 18.324625, 17.902264,\n",
" 17.610006],\n",
" [19.358932, 19.254436, 19.730005, ..., 17.300615, 17.399826,\n",
" 17.617971]],\n",
"\n",
" [[17.555157, 17.313345, 17.513725, ..., nan, nan,\n",
" nan],\n",
" [19.363825, 19.102226, 17.519138, ..., nan, nan,\n",
" nan],\n",
" [19.536808, 20.10335 , 19.302374, ..., nan, nan,\n",
" nan],\n",
"...\n",
" [22.497246, 22.4271 , 22.030806, ..., 20.154726, 20.123936,\n",
" 20.091255],\n",
" [22.165014, 22.140617, 21.760168, ..., 19.516708, 18.425602,\n",
" 17.933561],\n",
" [21.99146 , 22.082558, 22.117413, ..., 17.739456, 17.87573 ,\n",
" 17.740803]],\n",
"\n",
" [[20.60897 , 20.079622, 20.360498, ..., nan, nan,\n",
" nan],\n",
" [21.045256, 20.898657, 20.650898, ..., nan, nan,\n",
" nan],\n",
" [21.188906, 21.629753, 21.566809, ..., nan, nan,\n",
" nan],\n",
" ...,\n",
" [22.889309, 22.24189 , 22.910694, ..., 20.148867, 20.0062 ,\n",
" 19.902145],\n",
" [21.969332, 22.003809, 22.900957, ..., 19.757586, 18.92562 ,\n",
" 18.388092],\n",
" [22.587759, 22.75853 , 22.9469 , ..., 18.50081 , 18.128565,\n",
" 17.912527]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ur.mean</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'>64.45 64.85 67.2 ... 50.42 50.8</div><input id='attrs-865fbdd3-6426-4207-a4e2-88d42c0af7e0' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-865fbdd3-6426-4207-a4e2-88d42c0af7e0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fad6b32f-b8da-43fa-8423-49eb7ffd66e7' class='xr-var-data-in' type='checkbox'><label for='data-fad6b32f-b8da-43fa-8423-49eb7ffd66e7' 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([[[64.45298 , 64.85391 , 67.19958 , ..., nan, nan,\n",
" nan],\n",
" [65.32479 , 64.682846, 65.73162 , ..., nan, nan,\n",
" nan],\n",
" [64.28776 , 63.925922, 64.08783 , ..., nan, nan,\n",
" nan],\n",
" ...,\n",
" [68.06377 , 67.71719 , 67.342575, ..., 61.93884 , 61.122375,\n",
" 63.001804],\n",
" [67.26696 , 66.98937 , 67.61088 , ..., 57.78549 , 60.445126,\n",
" 64.24748 ],\n",
" [66.96364 , 67.51562 , 68.32239 , ..., 52.02007 , 56.252518,\n",
" 61.689716]],\n",
"\n",
" [[64.095535, 60.706554, 60.82556 , ..., nan, nan,\n",
" nan],\n",
" [63.01038 , 64.19984 , 63.97652 , ..., nan, nan,\n",
" nan],\n",
" [60.026947, 63.660355, 63.225895, ..., nan, nan,\n",
" nan],\n",
"...\n",
" [85.86908 , 85.48602 , 82.92346 , ..., 65.297424, 64.43044 ,\n",
" 63.977783],\n",
" [85.956665, 85.831024, 82.373215, ..., 59.479492, 58.19543 ,\n",
" 56.440826],\n",
" [84.41253 , 85.55244 , 83.405876, ..., 49.492596, 51.54948 ,\n",
" 51.461857]],\n",
"\n",
" [[86.79362 , 86.30349 , 85.75851 , ..., nan, nan,\n",
" nan],\n",
" [84.15011 , 85.30481 , 85.9345 , ..., nan, nan,\n",
" nan],\n",
" [82.478836, 83.20732 , 85.15671 , ..., nan, nan,\n",
" nan],\n",
" ...,\n",
" [83.46165 , 80.8655 , 80.893486, ..., 63.807117, 61.264835,\n",
" 60.142933],\n",
" [81.107216, 79.51773 , 77.5785 , ..., 59.229977, 56.798985,\n",
" 55.6085 ],\n",
" [81.379585, 81.50769 , 78.34865 , ..., 50.545685, 50.420715,\n",
" 50.80012 ]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ur.min</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'>41.33 42.69 46.88 ... 23.24 21.52</div><input id='attrs-50afb5bd-82d6-46c7-9f4f-168f2789da16' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-50afb5bd-82d6-46c7-9f4f-168f2789da16' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-169661cf-99f2-43db-8f1a-6816e81d8988' class='xr-var-data-in' type='checkbox'><label for='data-169661cf-99f2-43db-8f1a-6816e81d8988' 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([[[41.326767, 42.69446 , 46.882084, ..., nan, nan,\n",
" nan],\n",
" [42.152416, 40.9737 , 43.429234, ..., nan, nan,\n",
" nan],\n",
" [44.334785, 41.699898, 41.636288, ..., nan, nan,\n",
" nan],\n",
" ...,\n",
" [51.840687, 50.304153, 49.356564, ..., 35.77798 , 37.58229 ,\n",
" 40.94792 ],\n",
" [50.27267 , 49.816406, 48.677834, ..., 34.16833 , 37.28396 ,\n",
" 41.740273],\n",
" [49.679985, 50.751865, 49.951645, ..., 28.69195 , 33.783424,\n",
" 38.72691 ]],\n",
"\n",
" [[42.035797, 38.942516, 39.43589 , ..., nan, nan,\n",
" nan],\n",
" [43.247646, 40.557987, 38.78141 , ..., nan, nan,\n",
" nan],\n",
" [41.5387 , 38.592377, 37.78285 , ..., nan, nan,\n",
" nan],\n",
"...\n",
" [65.00023 , 61.063927, 59.448254, ..., 38.83263 , 37.096764,\n",
" 35.23336 ],\n",
" [69.13195 , 68.894226, 60.053356, ..., 36.162037, 31.078506,\n",
" 27.781715],\n",
" [68.38331 , 69.78408 , 62.6063 , ..., 27.739033, 25.14807 ,\n",
" 22.405312]],\n",
"\n",
" [[71.42316 , 67.35619 , 64.610245, ..., nan, nan,\n",
" nan],\n",
" [68.372765, 66.37932 , 67.90661 , ..., nan, nan,\n",
" nan],\n",
" [64.395096, 64.278076, 67.22238 , ..., nan, nan,\n",
" nan],\n",
" ...,\n",
" [67.443504, 61.405346, 61.13097 , ..., 36.882393, 33.962757,\n",
" 31.938267],\n",
" [61.598633, 56.008427, 53.62191 , ..., 31.550928, 27.182201,\n",
" 25.911772],\n",
" [59.33822 , 58.409454, 53.870815, ..., 23.5154 , 23.244778,\n",
" 21.515484]]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ur.max</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'>84.5 88.59 90.24 ... 81.35 80.93</div><input id='attrs-62b62b87-b8a8-40bd-a2e1-f1e4ffec2d44' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-62b62b87-b8a8-40bd-a2e1-f1e4ffec2d44' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5626dccf-4fd3-4fc6-8f95-9a6d0be57e52' class='xr-var-data-in' type='checkbox'><label for='data-5626dccf-4fd3-4fc6-8f95-9a6d0be57e52' 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([[[84.504906, 88.58546 , 90.23998 , ..., nan, nan,\n",
" nan],\n",
" [87.69492 , 86.178246, 89.20637 , ..., nan, nan,\n",
" nan],\n",
" [88.08025 , 87.49055 , 86.118034, ..., nan, nan,\n",
" nan],\n",
" ...,\n",
" [81.54417 , 80.70225 , 79.51068 , ..., 90.38034 , 87.12314 ,\n",
" 85.880066],\n",
" [84.26496 , 82.09379 , 83.82367 , ..., 84.50992 , 88.20725 ,\n",
" 88.44468 ],\n",
" [84.209984, 82.91257 , 84.58727 , ..., 77.327545, 83.25622 ,\n",
" 87.49487 ]],\n",
"\n",
" [[86.39763 , 85.65973 , 85.51372 , ..., nan, nan,\n",
" nan],\n",
" [85.02646 , 86.66995 , 85.511444, ..., nan, nan,\n",
" nan],\n",
" [84.60446 , 85.68999 , 87.050316, ..., nan, nan,\n",
" nan],\n",
"...\n",
" [98.25843 , 98.463104, 98.02438 , ..., 90.23526 , 88.07705 ,\n",
" 85.33289 ],\n",
" [97.34936 , 97.758446, 97.23451 , ..., 83.518005, 84.27912 ,\n",
" 83.80381 ],\n",
" [93.47646 , 94.65611 , 96.264336, ..., 73.215706, 81.806595,\n",
" 83.73689 ]],\n",
"\n",
" [[96.10602 , 96.41627 , 96.08666 , ..., nan, nan,\n",
" nan],\n",
" [95.503975, 97.33409 , 98.028 , ..., nan, nan,\n",
" nan],\n",
" [95.62855 , 95.96086 , 97.07679 , ..., nan, nan,\n",
" nan],\n",
" ...,\n",
" [92.67518 , 93.60792 , 93.41647 , ..., 89.54188 , 86.62301 ,\n
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