{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Global Forecasting System - Meteorological forecast"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import xarray\n",
"import pandas as pd\n",
"import mikeio"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The file `gfs_wind.nc` contains a small sample of the [GFS](https://nomads.ncep.noaa.gov/) forecast data downloaded via their OpenDAP service"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"ds = xarray.open_dataset('../tests/testdata/gfs_wind.nc')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Running a Mike 21 HD model, needs at least three variables of meteorological forcing\n",
"* Mean Sea Level Pressure\n",
"* U 10m\n",
"* V 10m"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
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"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'msletmsl' (time: 3, lat: 41, lon: 21)>\n",
"array([[[101116.35 , 101134.555, ..., 101474.15 , 101485.35 ],\n",
" [101122.95 , 101141.75 , ..., 101498.35 , 101509.15 ],\n",
" ...,\n",
" [101972.555, 102048.35 , ..., 101975.15 , 101966.15 ],\n",
" [102029.555, 102074.95 , ..., 101970.75 , 101953.15 ]],\n",
"\n",
" [[100923.02 , 100932.43 , ..., 101305.43 , 101316.43 ],\n",
" [100940.625, 100945.625, ..., 101329.83 , 101343.625],\n",
" ...,\n",
" [101875.43 , 101861.83 , ..., 101870.83 , 101875.83 ],\n",
" [101912.43 , 101898.02 , ..., 101860.83 , 101876.83 ]],\n",
"\n",
" [[101001.36 , 101014.555, ..., 101453.76 , 101465.555],\n",
" [101002.96 , 101017.96 , ..., 101513.36 , 101522.76 ],\n",
" ...,\n",
" [101853.36 , 101859.16 , ..., 101855.555, 101863.555],\n",
" [101870.36 , 101869.96 , ..., 101866.36 , 101870.96 ]]], dtype=float32)\n",
"Coordinates:\n",
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" * lat (lat) float64 30.0 30.25 30.5 30.75 31.0 ... 39.25 39.5 39.75 40.0\n",
" * lon (lon) float64 10.0 10.25 10.5 10.75 11.0 ... 14.25 14.5 14.75 15.0\n",
"Attributes:\n",
" long_name: ** mean sea level mslp (eta model reduction) [pa] </pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'msletmsl'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 3</li><li><span class='xr-has-index'>lat</span>: 41</li><li><span class='xr-has-index'>lon</span>: 21</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-ccc8d6ba-563b-47e9-9e15-56752ed945a1' class='xr-array-in' type='checkbox' checked><label for='section-ccc8d6ba-563b-47e9-9e15-56752ed945a1' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1.011e+05 1.011e+05 1.011e+05 ... 1.018e+05 1.019e+05 1.019e+05</span></div><div class='xr-array-data'><pre>array([[[101116.35 , 101134.555, ..., 101474.15 , 101485.35 ],\n",
" [101122.95 , 101141.75 , ..., 101498.35 , 101509.15 ],\n",
" ...,\n",
" [101972.555, 102048.35 , ..., 101975.15 , 101966.15 ],\n",
" [102029.555, 102074.95 , ..., 101970.75 , 101953.15 ]],\n",
"\n",
" [[100923.02 , 100932.43 , ..., 101305.43 , 101316.43 ],\n",
" [100940.625, 100945.625, ..., 101329.83 , 101343.625],\n",
" ...,\n",
" [101875.43 , 101861.83 , ..., 101870.83 , 101875.83 ],\n",
" [101912.43 , 101898.02 , ..., 101860.83 , 101876.83 ]],\n",
"\n",
" [[101001.36 , 101014.555, ..., 101453.76 , 101465.555],\n",
" [101002.96 , 101017.96 , ..., 101513.36 , 101522.76 ],\n",
" ...,\n",
" [101853.36 , 101859.16 , ..., 101855.555, 101863.555],\n",
" [101870.36 , 101869.96 , ..., 101866.36 , 101870.96 ]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-025e894b-1250-40f7-813b-f3180fd8532d' class='xr-section-summary-in' type='checkbox' checked><label for='section-025e894b-1250-40f7-813b-f3180fd8532d' 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'>2021-09-02T12:00:00 ... 2021-09-...</div><input id='attrs-b4926ad5-43a1-438a-869d-5d52f70cb244' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b4926ad5-43a1-438a-869d-5d52f70cb244' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4305f14a-55c5-4ddd-964f-da45cb81f755' class='xr-var-data-in' type='checkbox'><label for='data-4305f14a-55c5-4ddd-964f-da45cb81f755' 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>grads_dim :</span></dt><dd>t</dd><dt><span>grads_mapping :</span></dt><dd>linear</dd><dt><span>grads_size :</span></dt><dd>129</dd><dt><span>grads_min :</span></dt><dd>12z02sep2021</dd><dt><span>grads_step :</span></dt><dd>3hr</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>minimum :</span></dt><dd>12z02sep2021</dd><dt><span>maximum :</span></dt><dd>12z18sep2021</dd><dt><span>resolution :</span></dt><dd>0.125</dd></dl></div><div class='xr-var-data'><pre>array(['2021-09-02T12:00:00.000000000', '2021-09-02T15:00:00.000000000',\n",
" '2021-09-02T18:00:00.000000000'], dtype='datetime64[ns]')</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>30.0 30.25 30.5 ... 39.5 39.75 40.0</div><input id='attrs-2f7b13fc-42fa-491d-9dca-89a35514224a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2f7b13fc-42fa-491d-9dca-89a35514224a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07a33edd-fc33-493f-9746-a973215e0625' class='xr-var-data-in' type='checkbox'><label for='data-07a33edd-fc33-493f-9746-a973215e0625' 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>grads_dim :</span></dt><dd>y</dd><dt><span>grads_mapping :</span></dt><dd>linear</dd><dt><span>grads_size :</span></dt><dd>721</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>minimum :</span></dt><dd>-90.0</dd><dt><span>maximum :</span></dt><dd>90.0</dd><dt><span>resolution :</span></dt><dd>0.25</dd></dl></div><div class='xr-var-data'><pre>array([30. , 30.25, 30.5 , 30.75, 31. , 31.25, 31.5 , 31.75, 32. , 32.25,\n",
" 32.5 , 32.75, 33. , 33.25, 33.5 , 33.75, 34. , 34.25, 34.5 , 34.75,\n",
" 35. , 35.25, 35.5 , 35.75, 36. , 36.25, 36.5 , 36.75, 37. , 37.25,\n",
" 37.5 , 37.75, 38. , 38.25, 38.5 , 38.75, 39. , 39.25, 39.5 , 39.75,\n",
" 40. ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0 10.25 10.5 ... 14.5 14.75 15.0</div><input id='attrs-fbe8de50-0af3-4be4-8eee-0fb263d1eb70' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fbe8de50-0af3-4be4-8eee-0fb263d1eb70' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-49636cff-6297-4689-904b-f78dc4cfa5db' class='xr-var-data-in' type='checkbox'><label for='data-49636cff-6297-4689-904b-f78dc4cfa5db' 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>grads_dim :</span></dt><dd>x</dd><dt><span>grads_mapping :</span></dt><dd>linear</dd><dt><span>grads_size :</span></dt><dd>1440</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>minimum :</span></dt><dd>0.0</dd><dt><span>maximum :</span></dt><dd>359.75</dd><dt><span>resolution :</span></dt><dd>0.25</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.25, 10.5 , 10.75, 11. , 11.25, 11.5 , 11.75, 12. , 12.25,\n",
" 12.5 , 12.75, 13. , 13.25, 13.5 , 13.75, 14. , 14.25, 14.5 , 14.75,\n",
" 15. ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-84caa854-3af1-43c6-aff9-6d4643415545' class='xr-section-summary-in' type='checkbox' checked><label for='section-84caa854-3af1-43c6-aff9-6d4643415545' 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>long_name :</span></dt><dd>** mean sea level mslp (eta model reduction) [pa] </dd></dl></div></li></ul></div></div>"
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"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'ugrd10m' (time: 3, lat: 41, lon: 21)>\n",
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" [-0.516663, -0.106663, ..., -4.476663, -4.386662],\n",
" ...,\n",
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"\n",
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" long_name: ** 10 m above ground u-component of wind [m/s] </pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'ugrd10m'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 3</li><li><span class='xr-has-index'>lat</span>: 41</li><li><span class='xr-has-index'>lon</span>: 21</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-7978dbea-cba4-4f47-b909-f01ba528b653' class='xr-array-in' type='checkbox' checked><label for='section-7978dbea-cba4-4f47-b909-f01ba528b653' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>1.022 1.152 2.212 1.782 0.8518 1.172 ... 2.79 3.63 3.99 2.93 2.62 2.8</span></div><div class='xr-array-data'><pre>array([[[ 1.021836, 1.151836, ..., -4.318164, -4.228164],\n",
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" ...,\n",
" [-2.629988, -3.189988, ..., 2.280012, 2.160012],\n",
" [-1.719988, -2.939988, ..., 2.620012, 2.800012]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-fe308d7a-cdf5-4c72-b458-6448136351ba' class='xr-section-summary-in' type='checkbox' checked><label for='section-fe308d7a-cdf5-4c72-b458-6448136351ba' 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'>2021-09-02T12:00:00 ... 2021-09-...</div><input id='attrs-55acf008-7c23-44b7-b3e1-bc62fbd83d1b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-55acf008-7c23-44b7-b3e1-bc62fbd83d1b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-497fb037-5eab-4230-a795-834bd31f9556' class='xr-var-data-in' type='checkbox'><label for='data-497fb037-5eab-4230-a795-834bd31f9556' 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>grads_dim :</span></dt><dd>t</dd><dt><span>grads_mapping :</span></dt><dd>linear</dd><dt><span>grads_size :</span></dt><dd>129</dd><dt><span>grads_min :</span></dt><dd>12z02sep2021</dd><dt><span>grads_step :</span></dt><dd>3hr</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>minimum :</span></dt><dd>12z02sep2021</dd><dt><span>maximum :</span></dt><dd>12z18sep2021</dd><dt><span>resolution :</span></dt><dd>0.125</dd></dl></div><div class='xr-var-data'><pre>array(['2021-09-02T12:00:00.000000000', '2021-09-02T15:00:00.000000000',\n",
" '2021-09-02T18:00:00.000000000'], dtype='datetime64[ns]')</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>30.0 30.25 30.5 ... 39.5 39.75 40.0</div><input id='attrs-aab7925e-643f-46cd-8425-92f4c5b50af1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-aab7925e-643f-46cd-8425-92f4c5b50af1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1432ee11-ab65-4fa0-b8fc-c83582188e3f' class='xr-var-data-in' type='checkbox'><label for='data-1432ee11-ab65-4fa0-b8fc-c83582188e3f' 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>grads_dim :</span></dt><dd>y</dd><dt><span>grads_mapping :</span></dt><dd>linear</dd><dt><span>grads_size :</span></dt><dd>721</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>minimum :</span></dt><dd>-90.0</dd><dt><span>maximum :</span></dt><dd>90.0</dd><dt><span>resolution :</span></dt><dd>0.25</dd></dl></div><div class='xr-var-data'><pre>array([30. , 30.25, 30.5 , 30.75, 31. , 31.25, 31.5 , 31.75, 32. , 32.25,\n",
" 32.5 , 32.75, 33. , 33.25, 33.5 , 33.75, 34. , 34.25, 34.5 , 34.75,\n",
" 35. , 35.25, 35.5 , 35.75, 36. , 36.25, 36.5 , 36.75, 37. , 37.25,\n",
" 37.5 , 37.75, 38. , 38.25, 38.5 , 38.75, 39. , 39.25, 39.5 , 39.75,\n",
" 40. ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0 10.25 10.5 ... 14.5 14.75 15.0</div><input id='attrs-4b829f85-ff73-464a-a154-0727fda45451' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-4b829f85-ff73-464a-a154-0727fda45451' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5f76e1be-18f5-499f-9173-1bcd21e4ce54' class='xr-var-data-in' type='checkbox'><label for='data-5f76e1be-18f5-499f-9173-1bcd21e4ce54' 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>grads_dim :</span></dt><dd>x</dd><dt><span>grads_mapping :</span></dt><dd>linear</dd><dt><span>grads_size :</span></dt><dd>1440</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>minimum :</span></dt><dd>0.0</dd><dt><span>maximum :</span></dt><dd>359.75</dd><dt><span>resolution :</span></dt><dd>0.25</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.25, 10.5 , 10.75, 11. , 11.25, 11.5 , 11.75, 12. , 12.25,\n",
" 12.5 , 12.75, 13. , 13.25, 13.5 , 13.75, 14. , 14.25, 14.5 , 14.75,\n",
" 15. ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-3e35da23-c476-4eaf-84ac-f726feadfe87' class='xr-section-summary-in' type='checkbox' checked><label for='section-3e35da23-c476-4eaf-84ac-f726feadfe87' 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>long_name :</span></dt><dd>** 10 m above ground u-component of wind [m/s] </dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'ugrd10m' (time: 3, lat: 41, lon: 21)>\n",
"array([[[ 1.021836, 1.151836, ..., -4.318164, -4.228164],\n",
" [ 1.731836, 1.361836, ..., -4.408164, -4.138164],\n",
" ...,\n",
" [-2.328164, -0.578164, ..., 0.111836, 1.381836],\n",
" [-1.368164, -0.248164, ..., 2.521836, 3.361836]],\n",
"\n",
" [[-1.186663, -0.896663, ..., -4.376663, -4.216662],\n",
" [-0.516663, -0.106663, ..., -4.476663, -4.386662],\n",
" ...,\n",
" [-2.176662, -3.376662, ..., 2.673337, 3.193337],\n",
" [-1.596663, -2.376662, ..., 2.923337, 3.493337]],\n",
"\n",
" [[-3.289988, -3.199988, ..., -5.399988, -5.479988],\n",
" [-3.449988, -3.719988, ..., -7.419988, -6.809988],\n",
" ...,\n",
" [-2.629988, -3.189988, ..., 2.280012, 2.160012],\n",
" [-1.719988, -2.939988, ..., 2.620012, 2.800012]]], dtype=float32)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2021-09-02T12:00:00 ... 2021-09-02T18:00:00\n",
" * lat (lat) float64 30.0 30.25 30.5 30.75 31.0 ... 39.25 39.5 39.75 40.0\n",
" * lon (lon) float64 10.0 10.25 10.5 10.75 11.0 ... 14.25 14.5 14.75 15.0\n",
"Attributes:\n",
" long_name: ** 10 m above ground u-component of wind [m/s] "
]
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"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'vgrd10m' (time: 3, lat: 41, lon: 21)>\n",
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" [-1.427568, -1.767568, ..., -5.827568, -6.177568],\n",
" ...,\n",
" [-1.707568, -1.177568, ..., -2.307568, -2.357568],\n",
" [-2.577568, -1.327568, ..., -2.947568, -3.897568]]], dtype=float32)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2021-09-02T12:00:00 ... 2021-09-02T18:00:00\n",
" * lat (lat) float64 30.0 30.25 30.5 30.75 31.0 ... 39.25 39.5 39.75 40.0\n",
" * lon (lon) float64 10.0 10.25 10.5 10.75 11.0 ... 14.25 14.5 14.75 15.0\n",
"Attributes:\n",
" long_name: ** 10 m above ground v-component of wind [m/s] </pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'vgrd10m'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 3</li><li><span class='xr-has-index'>lat</span>: 41</li><li><span class='xr-has-index'>lon</span>: 21</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-dd022b2d-9fa5-4fa3-a7d3-1d1d24bc0231' class='xr-array-in' type='checkbox' checked><label for='section-dd022b2d-9fa5-4fa3-a7d3-1d1d24bc0231' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>-0.4749 -0.6349 -0.9649 -0.3649 1.155 ... -0.9676 -1.868 -2.948 -3.898</span></div><div class='xr-array-data'><pre>array([[[-0.474941, -0.634941, ..., -1.244941, -1.254941],\n",
" [-1.124941, -0.504941, ..., -1.014941, -1.224941],\n",
" ...,\n",
" [-0.454941, 1.145059, ..., 1.505059, 1.635059],\n",
" [ 1.695059, 2.595058, ..., 1.645059, 1.805059]],\n",
"\n",
" [[-4.673393, -3.993393, ..., -2.993393, -3.323394],\n",
" [-4.393394, -4.633393, ..., -2.723393, -3.213393],\n",
" ...,\n",
" [-0.593394, 0.456606, ..., 0.616606, -0.323394],\n",
" [ 0.046606, 1.156606, ..., 0.066606, -1.213394]],\n",
"\n",
" [[-2.777568, -3.487568, ..., -4.187568, -4.807568],\n",
" [-1.427568, -1.767568, ..., -5.827568, -6.177568],\n",
" ...,\n",
" [-1.707568, -1.177568, ..., -2.307568, -2.357568],\n",
" [-2.577568, -1.327568, ..., -2.947568, -3.897568]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-d2f321f7-9fee-46f3-a665-27607ff958f2' class='xr-section-summary-in' type='checkbox' checked><label for='section-d2f321f7-9fee-46f3-a665-27607ff958f2' 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'>2021-09-02T12:00:00 ... 2021-09-...</div><input id='attrs-15c7bbed-17a5-48eb-9b75-a9730ef2fb9d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-15c7bbed-17a5-48eb-9b75-a9730ef2fb9d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-da9cd9a5-7494-49af-b905-0d2a3c1c049d' class='xr-var-data-in' type='checkbox'><label for='data-da9cd9a5-7494-49af-b905-0d2a3c1c049d' 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>grads_dim :</span></dt><dd>t</dd><dt><span>grads_mapping :</span></dt><dd>linear</dd><dt><span>grads_size :</span></dt><dd>129</dd><dt><span>grads_min :</span></dt><dd>12z02sep2021</dd><dt><span>grads_step :</span></dt><dd>3hr</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>minimum :</span></dt><dd>12z02sep2021</dd><dt><span>maximum :</span></dt><dd>12z18sep2021</dd><dt><span>resolution :</span></dt><dd>0.125</dd></dl></div><div class='xr-var-data'><pre>array(['2021-09-02T12:00:00.000000000', '2021-09-02T15:00:00.000000000',\n",
" '2021-09-02T18:00:00.000000000'], dtype='datetime64[ns]')</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>30.0 30.25 30.5 ... 39.5 39.75 40.0</div><input id='attrs-d26fbb38-5ca3-4fdb-8a11-fcb42011f38a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d26fbb38-5ca3-4fdb-8a11-fcb42011f38a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc3868dd-0c7a-482a-b36b-6fd9c900caa8' class='xr-var-data-in' type='checkbox'><label for='data-fc3868dd-0c7a-482a-b36b-6fd9c900caa8' 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>grads_dim :</span></dt><dd>y</dd><dt><span>grads_mapping :</span></dt><dd>linear</dd><dt><span>grads_size :</span></dt><dd>721</dd><dt><span>units :</span></dt><dd>degrees_north</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>minimum :</span></dt><dd>-90.0</dd><dt><span>maximum :</span></dt><dd>90.0</dd><dt><span>resolution :</span></dt><dd>0.25</dd></dl></div><div class='xr-var-data'><pre>array([30. , 30.25, 30.5 , 30.75, 31. , 31.25, 31.5 , 31.75, 32. , 32.25,\n",
" 32.5 , 32.75, 33. , 33.25, 33.5 , 33.75, 34. , 34.25, 34.5 , 34.75,\n",
" 35. , 35.25, 35.5 , 35.75, 36. , 36.25, 36.5 , 36.75, 37. , 37.25,\n",
" 37.5 , 37.75, 38. , 38.25, 38.5 , 38.75, 39. , 39.25, 39.5 , 39.75,\n",
" 40. ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>10.0 10.25 10.5 ... 14.5 14.75 15.0</div><input id='attrs-f41667d8-823d-433d-a293-60071bdb8f6f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f41667d8-823d-433d-a293-60071bdb8f6f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ff94d698-4098-4123-83fd-a0e93c100810' class='xr-var-data-in' type='checkbox'><label for='data-ff94d698-4098-4123-83fd-a0e93c100810' 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>grads_dim :</span></dt><dd>x</dd><dt><span>grads_mapping :</span></dt><dd>linear</dd><dt><span>grads_size :</span></dt><dd>1440</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>minimum :</span></dt><dd>0.0</dd><dt><span>maximum :</span></dt><dd>359.75</dd><dt><span>resolution :</span></dt><dd>0.25</dd></dl></div><div class='xr-var-data'><pre>array([10. , 10.25, 10.5 , 10.75, 11. , 11.25, 11.5 , 11.75, 12. , 12.25,\n",
" 12.5 , 12.75, 13. , 13.25, 13.5 , 13.75, 14. , 14.25, 14.5 , 14.75,\n",
" 15. ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a22a56e0-53ff-4f62-98ca-69bb094bff80' class='xr-section-summary-in' type='checkbox' checked><label for='section-a22a56e0-53ff-4f62-98ca-69bb094bff80' 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>long_name :</span></dt><dd>** 10 m above ground v-component of wind [m/s] </dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'vgrd10m' (time: 3, lat: 41, lon: 21)>\n",
"array([[[-0.474941, -0.634941, ..., -1.244941, -1.254941],\n",
" [-1.124941, -0.504941, ..., -1.014941, -1.224941],\n",
" ...,\n",
" [-0.454941, 1.145059, ..., 1.505059, 1.635059],\n",
" [ 1.695059, 2.595058, ..., 1.645059, 1.805059]],\n",
"\n",
" [[-4.673393, -3.993393, ..., -2.993393, -3.323394],\n",
" [-4.393394, -4.633393, ..., -2.723393, -3.213393],\n",
" ...,\n",
" [-0.593394, 0.456606, ..., 0.616606, -0.323394],\n",
" [ 0.046606, 1.156606, ..., 0.066606, -1.213394]],\n",
"\n",
" [[-2.777568, -3.487568, ..., -4.187568, -4.807568],\n",
" [-1.427568, -1.767568, ..., -5.827568, -6.177568],\n",
" ...,\n",
" [-1.707568, -1.177568, ..., -2.307568, -2.357568],\n",
" [-2.577568, -1.327568, ..., -2.947568, -3.897568]]], dtype=float32)\n",
"Coordinates:\n",
" * time (time) datetime64[ns] 2021-09-02T12:00:00 ... 2021-09-02T18:00:00\n",
" * lat (lat) float64 30.0 30.25 30.5 30.75 31.0 ... 39.25 39.5 39.75 40.0\n",
" * lon (lon) float64 10.0 10.25 10.5 10.75 11.0 ... 14.25 14.5 14.75 15.0\n",
"Attributes:\n",
" long_name: ** 10 m above ground v-component of wind [m/s] "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ds.vgrd10m"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds.ugrd10m[0].plot();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Convert to dfs2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Time"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DatetimeIndex(['2021-09-02 12:00:00', '2021-09-02 15:00:00',\n",
" '2021-09-02 18:00:00'],\n",
" dtype='datetime64[ns]', freq=None)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"time = pd.DatetimeIndex(ds.time)\n",
"time"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Variable types"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Air Pressure"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mikeio.EUMType.Air_Pressure"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[hectopascal, millibar]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mikeio.EUMType.Air_Pressure.units"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Wind Velocity"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mikeio.EUMType.Wind_Velocity"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[meter per sec, feet per sec, miles per hour, km per hour, knot]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mikeio.EUMType.Wind_Velocity.units"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"mslp = ds.msletmsl.values / 100 # conversion from Pa to hPa\n",
"u = ds.ugrd10m.values\n",
"v = ds.vgrd10m.values"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<mikeio.Grid2D>\n",
"x: [10, 10.25, ..., 15] (nx=21, dx=0.25)\n",
"y: [30, 30.25, ..., 40] (ny=41, dy=0.25)\n",
"projection: LONG/LAT"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"geometry = mikeio.Grid2D(x=ds.lon.values, y=ds.lat.values, projection=\"LONG/LAT\")\n",
"geometry"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"from mikeio import ItemInfo, EUMType, EUMUnit\n",
"\n",
"mslp_da = mikeio.DataArray(data=mslp,time=time, geometry=geometry, item=ItemInfo(\"Mean Sea Level Pressure\", EUMType.Air_Pressure, EUMUnit.hectopascal))\n",
"u_da = mikeio.DataArray(data=u,time=time, geometry=geometry, item=ItemInfo(\"Wind U\", EUMType.Wind_Velocity, EUMUnit.meter_per_sec))\n",
"v_da = mikeio.DataArray(data=v,time=time, geometry=geometry, item=ItemInfo(\"Wind V\", EUMType.Wind_Velocity, EUMUnit.meter_per_sec))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<mikeio.Dataset>\n",
"dims: (time:3, y:41, x:21)\n",
"time: 2021-09-02 12:00:00 - 2021-09-02 18:00:00 (3 records)\n",
"geometry: Grid2D (ny=41, nx=21)\n",
"items:\n",
" 0: Mean Sea Level Pressure <Air Pressure> (hectopascal)\n",
" 1: Wind U <Wind Velocity> (meter per sec)\n",
" 2: Wind V <Wind Velocity> (meter per sec)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mds = mikeio.Dataset([mslp_da, u_da, v_da])\n",
"mds"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"mds.to_dfs(\"gfs.dfs2\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Clean up (don't run this)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"os.remove(\"gfs.dfs2\")"
]
}
],
"metadata": {
"interpreter": {
"hash": "f4041ee05ab07c15354d6207e763f17a216c3f5ccf08906343c2b4fd3fa7a6fb"
},
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.10"
}
},
"nbformat": 4,
"nbformat_minor": 4
}