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Extract_WEIO_coastal_time-lat.ipynb copy
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"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/bem/miniconda3/envs/unidata/lib/python3.7/site-packages/xarray/core/merge.py:10: FutureWarning: The Panel class is removed from pandas. Accessing it from the top-level namespace will also be removed in the next version\n",
" PANDAS_TYPES = (pd.Series, pd.DataFrame, pd.Panel)\n"
]
},
{
"ename": "ModuleNotFoundError",
"evalue": "No module named 'dask'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-1-c19f40b5cf01>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolors\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mdask\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mda\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mdatetime\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mdatetime\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtimedelta\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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"source": [
"import sys\n",
"import os\n",
"import xarray as xr\n",
"from glob import glob\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.colors\n",
"import dask.array as da\n",
"import matplotlib.colors\n",
"\n",
"from datetime import datetime, timedelta\n",
"import cartopy.crs as ccrs\n",
"import cartopy.feature as cfeat\n",
"from cartopy.util import add_cyclic_point\n",
"from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"warnings.filterwarnings('ignore')"
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},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"MERRA2_dir = '/data2/willytsai/MERRA2/inst_2d_hourly/'\n",
"# os.chdir(MERRA2_dir)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"files = glob(MERRA2_dir+'*201[4,5]01*')\n",
"files"
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},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"files = glob(MERRA2_dir+'*201[4,5,6,7,8]*') #+glob('*2015*')+glob('*2016*')+glob('*2017*')+glob('*2018*') # selecting 2014-2018\n",
"cwv_data = xr.open_mfdataset(files) # merging data files in one"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"cwv_data"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"lon = cwv_data.lon\n",
"lat = cwv_data.lat\n",
"\n",
"TQV = cwv_data.TQV"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"fig = plt.figure(figsize=(12,10))\n",
"plt.pcolor(lon,lat,TQV[0,:,:])\n",
"plt.xlim(30,100)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# from xmovie import Movie\n",
"\n",
"# mov = Movie(TQV)\n",
"# mov.save('/data2/brian/TQV.mp4')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Land mask "
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
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" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
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".xr-dim-list li {\n",
" display: inline-block;\n",
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".xr-dim-list:before {\n",
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".xr-dim-list:after {\n",
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".xr-dim-list li:not(:last-child):after {\n",
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"\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",
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"\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",
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".xr-attrs dt {\n",
" white-space: nowrap;\n",
" overflow: hidden;\n",
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".xr-var-name:hover,\n",
".xr-var-dims:hover,\n",
".xr-var-dtype:hover,\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",
".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
".xr-var-data-in:checked ~ .xr-var-data {\n",
" display: block;\n",
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"\n",
".xr-var-data > table {\n",
" float: right;\n",
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".xr-var-name span,\n",
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".xr-attrs,\n",
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".xr-icon-database,\n",
".xr-icon-file-text2 {\n",
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"</style><pre class='xr-text-repr-fallback'><xarray.DataArray 'lsm' (lat: 121, lon: 576)>\n",
"array([[0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" ...,\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.]], dtype=float32)\n",
"Coordinates:\n",
" * lon (lon) float64 -180.0 -179.4 -178.8 -178.1 ... 178.1 178.8 179.4\n",
" * lat (lat) float64 -30.0 -29.5 -29.0 -28.5 -28.0 ... 28.5 29.0 29.5 30.0\n",
" time datetime64[ns] 1989-01-01T12:00:00\n",
"Attributes:\n",
" standard_name: land_binary_mask\n",
" long_name: Land-sea mask\n",
" units: (0 - 1)</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'lsm'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>lat</span>: 121</li><li><span class='xr-has-index'>lon</span>: 576</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-1041fe69-fcbb-45cf-9b14-e5aa9227378b' class='xr-array-in' type='checkbox' checked><label for='section-1041fe69-fcbb-45cf-9b14-e5aa9227378b' 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>0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0</span></div><div class='xr-array-data'><pre>array([[0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" ...,\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-8e97660d-6dc4-46f5-9cc9-7b422118e8b1' class='xr-section-summary-in' type='checkbox' checked><label for='section-8e97660d-6dc4-46f5-9cc9-7b422118e8b1' 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'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-180.0 -179.4 ... 178.8 179.4</div><input id='attrs-5f5a7b76-2be5-49bd-97b6-e13b3c1c207b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5f5a7b76-2be5-49bd-97b6-e13b3c1c207b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08ecf159-9acc-4164-8395-86c4743fb156' class='xr-var-data-in' type='checkbox'><label for='data-08ecf159-9acc-4164-8395-86c4743fb156' 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>standard_name :</span></dt><dd>longitude</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd><dt><span>axis :</span></dt><dd>X</dd></dl></div><div class='xr-var-data'><pre>array([-180. , -179.375, -178.75 , ..., 178.125, 178.75 , 179.375])</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 -29.5 -29.0 ... 29.5 30.0</div><input id='attrs-b4ce0ffd-2a15-41e4-b8b8-f1fe86add83d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b4ce0ffd-2a15-41e4-b8b8-f1fe86add83d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7727d68a-dfd2-4326-a446-0dc12c524e75' class='xr-var-data-in' type='checkbox'><label for='data-7727d68a-dfd2-4326-a446-0dc12c524e75' 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>standard_name :</span></dt><dd>latitude</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></dl></div><div class='xr-var-data'><pre>array([-30. , -29.5, -29. , -28.5, -28. , -27.5, -27. , -26.5, -26. , -25.5,\n",
" -25. , -24.5, -24. , -23.5, -23. , -22.5, -22. , -21.5, -21. , -20.5,\n",
" -20. , -19.5, -19. , -18.5, -18. , -17.5, -17. , -16.5, -16. , -15.5,\n",
" -15. , -14.5, -14. , -13.5, -13. , -12.5, -12. , -11.5, -11. , -10.5,\n",
" -10. , -9.5, -9. , -8.5, -8. , -7.5, -7. , -6.5, -6. , -5.5,\n",
" -5. , -4.5, -4. , -3.5, -3. , -2.5, -2. , -1.5, -1. , -0.5,\n",
" 0. , 0.5, 1. , 1.5, 2. , 2.5, 3. , 3.5, 4. , 4.5,\n",
" 5. , 5.5, 6. , 6.5, 7. , 7.5, 8. , 8.5, 9. , 9.5,\n",
" 10. , 10.5, 11. , 11.5, 12. , 12.5, 13. , 13.5, 14. , 14.5,\n",
" 15. , 15.5, 16. , 16.5, 17. , 17.5, 18. , 18.5, 19. , 19.5,\n",
" 20. , 20.5, 21. , 21.5, 22. , 22.5, 23. , 23.5, 24. , 24.5,\n",
" 25. , 25.5, 26. , 26.5, 27. , 27.5, 28. , 28.5, 29. , 29.5,\n",
" 30. ])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>1989-01-01T12:00:00</div><input id='attrs-23df6311-ce92-4dd7-b497-f5a65a9c960c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-23df6311-ce92-4dd7-b497-f5a65a9c960c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6f7b79d4-d1bc-4936-8465-ad42d0ce5c67' class='xr-var-data-in' type='checkbox'><label for='data-6f7b79d4-d1bc-4936-8465-ad42d0ce5c67' 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>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array('1989-01-01T12:00:00.000000000', dtype='datetime64[ns]')</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-01aca92d-c411-4626-8964-091d4e387620' class='xr-section-summary-in' type='checkbox' checked><label for='section-01aca92d-c411-4626-8964-091d4e387620' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>land_binary_mask</dd><dt><span>long_name :</span></dt><dd>Land-sea mask</dd><dt><span>units :</span></dt><dd>(0 - 1)</dd></dl></div></li></ul></div></div>"
],
"text/plain": [
"<xarray.DataArray 'lsm' (lat: 121, lon: 576)>\n",
"array([[0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" ...,\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.],\n",
" [0., 0., 0., ..., 0., 0., 0.]], dtype=float32)\n",
"Coordinates:\n",
" * lon (lon) float64 -180.0 -179.4 -178.8 -178.1 ... 178.1 178.8 179.4\n",
" * lat (lat) float64 -30.0 -29.5 -29.0 -28.5 -28.0 ... 28.5 29.0 29.5 30.0\n",
" time datetime64[ns] 1989-01-01T12:00:00\n",
"Attributes:\n",
" standard_name: land_binary_mask\n",
" long_name: Land-sea mask\n",
" units: (0 - 1)"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"land_msk = xr.open_dataset(MERRA2_dir+'/../landmask_MERRA2.nc')\n",
"lsm = land_msk.sel(lat=slice(-30,30)).lsm[0,:,:] # landmask, 30N-30S\n",
"lsm "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [],
"source": [
"# maskout \n",
"TQV_land = np.copy(TQV[0,:,:]) # TQV over land only\n",
"TQV_land[lsm==0] = np.nan"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PolyCollection at 0x2ae92f9d65b0>"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(14,5))\n",
"plt.pcolor(lon,lat,TQV_land[:,:])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Find the east coast of equatorial Africa \n",
"### x-derivative of land mask, in 36-55 longitudes "
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x2ae9324008b0>"
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(14,5))\n",
"plt.pcolor(lon,lat,lsm.diff(\"lon\"))\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x2ae933eba940>"
]
},
"execution_count": 119,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Jzk6yfEid/zfJ2iQ/atX5RpLDFnI/M0hpRux+2lEj1XtoxfqR6r16n4tHqidN0WrgZcDBwJ3ACcA5Sfaqqn7fCHcCxwPfAR4E/jNwSpI7quqzg25mgJQkdZjFUaxJdgaOAF5TVee3jh0C3AgcCJzbq15V/XPXoRNbGeR+wMAAaRerJKlDVcayjdlewLbAeRvaWTcDVwP7LuQCabwIeAZw0bDyZpCSpMWyJMnatv01VbVmxGstA9YD67qO39Y611cr+/w+sF3rGr9fVZ8bdkMDpCRpXtVYR7Guq6qVgwokOR5425DrHDDoEjSDbwf5MbAn8DjgRcAJSW6oqgsHVZpKgExyLPAKmjT3J8ClwLFVddWAOiuA63uc+s2q+qfFaKckbY0mvBbrauDjQ8rcBOwNbAMsAe5oO7eUId2lVfUw8K+t3W8k2QP4E2D2AiSwP/Bh4Ks00f/PgAuS/GJV/XBI3RcD32zbH1ZekjSjqmodG3ebbiTJ5TSjUFcBp7eOLQf2ADZ1SPajaLpbB5pKgKyq32jfb41Euhv4j8BnhlS/s6puXay2SdLWbhZHsVbV3UlOAd6f5HY2TPO4ArhgrlySC4HLqurY1v7bgK8A19EExZcAhwBHD7vnrDyDfDxNRL9rAWU/lWR74FrgL6rqrEVtmSRtZWZ4JZ1jgIeAM4EdaLpID+2aA7kbcHPb/uOAk4HlwP008yEPrapPDLvZrATIE4FvAJcMKHMP8GbgyzQf0G8BZyY5rKo26r9OciRwJMCuT56VL1OT9q0H7xu57hHfOnSkepfuOdnf2Z7/7H8bqd67l/Z95K+tWLEoUzTGoqoeoMn8+mZ/VbWia/9Y4NhR7jf1yJHkBOBXgV8dsBLCXD/1B9sOrU2yBHgrPR7wtoYSrwFY+dztZ7DDQJI0y6a6UECSv6BZMujXquq6ES7xFeDp422VJG3dakzb5m5qGWSSE4GDgP2r6jsjXmZP4Adja5Qkbe3GOw9yszateZAfohlF9HLgriRzqyDcU1X3tMq8F/jlqnpRa/8wmiG+XwceBl4K/D7wR5NtvSRpazCtDPL1rT+7J2m+Cziu9fddaEYjtXs78BSapYK+C/xurwE6kqRHYEvoHx2Dac2DHJq/V9XhXfunAactVpskSQ27WBu+zUOSpB6mPs1DkjRbZnElnWkwQEqS5hV2sc4xQGqLdsZdvzxy3Z1fcu1oFW8Zrdp3Dzt5tIqSFoUBUpK0QQFmkIABUpLUxWeQDUexSpLUgxmkJKmTGSRggJQkdZjd111Nml2skiT1YAYpSepkFytggJQktfN1V/MMkNosvOq6F41U79uf2X3ke+742TtGrPnNke8paXYYICVJnexiBQyQkqSN2MUKjmKVJKknM0hJUie7WAEDpCSpmwESsItVkqSezCAlSRv4uqt5BkhJUgdfd9Wwi1WSpB7MIDVR77j9WSPV++qVu41U79FPGKkaAFfuedbolaXNmRkkYICUJHXzGSRgF6skST2ZQUqSOsQuVsAAKUlqV/gMssUuVkmSejCDlCS1iYN0WswgJUmdakzbmCXZLslJSdYluTfJ2UmWb0L9g5NUknMWUt4AKUnaXKwGXgkcDOwH7ASck2SbYRWTPA14P/Clhd7MAClJ6jSDGWSSnYEjgLdU1flV9TXgEOA5wIFD6m4LfAJ4G3DdQu/pM0hN1Kc/sd9I9XYc8X5XvvHkEWtKW7HZHMW6F7AtcN7cgaq6OcnVwL7AuQPqvge4oapOS3LAQm9ogJQkLZYlSda27a+pqjUjXmsZsB5Y13X8tta5npL8OvAqYM9NvaEBUpK0wXhfd7WuqlYOKpDkeJquz0EGZX2hT86bZAlwKvA7VXXXkHtsxAApSeow4ZV0VgMfH1LmJmBvYBtgCXBH27mlwEV96j0L2AW4IJkP+o8CSPIQ8MyquqbfTac6SCfJ65Ncn+SBJJcnGfiAKsmzk3wxyf1Jvp/kT9P2VUuSNi9Vta6qvjNkuw+4HHgQWDVXtzXFYw/g4j6X/yrwbJru1bntbJqRrHsC1w9q29QyyCSvAk4EXg/8S+vPzyX5xaq6qUf5nYDzaX5TeD7wDJrU+V7ggxNqtiRt+WZwkE5V3Z3kFOD9SW4H7gROAK4ALpgrl+RC4LKqOraq7gWuar9Okh8Bj66qjuO9TDODfBNwalX9bVVdXVVHAz8AjupT/tXAY4HDquqqqvok8D7gTWaRkrRVOAb4FHAm8GXgHuClVbW+rcxuNN2qj9hUMsgkj6EZsvuBrlPn0QzX7WUf4EtVdX/bsXOBdwMrGJIqS5I2b1X1AHB0a+tXZsWQaxy+0PtNK4NcQvOw9bau44OG6y7rU37unCRpDFLj2TZ30x7F2v0R9h2uO6B8r+MkORI4EmDXJ0/7y9zy7H5av57wwR5asX54oR5evU+/Z/CSxs7FyoHpZZDraCZ8dmd+S9k4S5xza5/y9KpTVWuqamVVrfzZJw1dpk+SpA5TCZBV9VOaIburuk6tov9w3UuA/ZJs31X+FuCGcbdRkrZK41qHdQvoYp3mKNYTgMOTvDbJHklOBH4O+GuAJO9tDdedczpwH3BqkmcleQXwx8AJVbUF/FNI0owwQAJTfAZZVWcmeRLwdpohuVcBL6mqG1tFdqEZrjtX/u4kq4APAWuBu2jmP54w0YZL0hZuSxhgMw5THb1SVR8GPtzn3OE9jl0JvGCRmyVJ0tRHsUqSZo0ZJGCAlCR1M0ACU16sXJKkWWUGKUmat6WsgjMOBsit3N7f+C8j1dvuR6Pd73n7/dtI9d69dOjC+5LGxZV0ALtYJUnqyQxSktTJLlbAAClJ6uIzyIZdrJIk9WAGKUnqZAYJGCAlSe2c5jHPLlZJknowg5QkdTKDBAyQW72dX3LtSPVWfeM7I9Vzwr+0GTBAAnaxSpLUkxmkJKmDg3QaZpCSJPVggJQkqQe7WCVJnexiBQyQkqR2LhQwzy5WSZJ6MIOUJHUygwQMkJKkbgZIwAA5U86454kj1fvABw8a+Z6P/uwdI9U76IkfHfGOjx2xniRNlgFSkjQvOEhnjgFSktTJAAk4ilWSpJ7MICVJGzgPcp4ZpCSpU41pG7Mk2yU5Kcm6JPcmOTvJ8iF1Dk9SPbbth93PAClJ2lysBl4JHAzsB+wEnJNkmyH17gN2ad+q6oFhN7OLVZLUaQa7WJPsDBwBvKaqzm8dOwS4ETgQOHdA9aqqWzf1nmaQkqQOqfFsY7YXsC1w3tyBqroZuBrYd0jdHZLcmOR7Sc5J8ryF3NAMchGMOuH/HZf/1kj1dh6pVuPSPc8asaYT/iUNtSTJ2rb9NVW1ZsRrLQPWA+u6jt/WOtfPNcDvAt8EHg+8EfhykudW1bWDbmiAlCR1Gl/2t66qVg4qkOR44G1DrnPAoEswoMVVdQlwSdv9Lga+ARwNvGHQTQ2QkqQNFmkE6gCrgY8PKXMTsDewDbAEaF8jcylw0UJvVlXrW1nt04eVNUBKkqamqtaxcbfpRpJcDjwIrAJObx1bDuwBXLzQ+yUJ8ByaLteBDJCSpA6zuFBAVd2d5BTg/UluB+4ETgCuAC6YK5fkQuCyqjq2tf9O4FLgWpppIW+gCZBHDbvnxEexJvmZ1kTP7yS5P8nNSU5O8qQh9Uae7ClJ2gQzulAAcAzwKeBM4MvAPcBLq2p9W5ndaOY6znkCsIZmtOt5wJOBF1TVZcNuNo0M8udoGvhW4Nutv38Y+ATw60Pq3kfzxc9byGRPSdLmr/Xz/ujW1q/Miq79Y2gC6yabeICsqquAV7Qd+tckb6FZDWGnqvr3wdU3fbKnJGnhZrGLdRpmZaGAnYCf0GSIg4w02VOStAlmt4t1oqYeIJM8AXg38LdV9dCAonOTPV9Gsw7fAzSTPXsO1U1yZJK1Sdbecef6XkUkSeprbF2sC53sWVVfaKuzI/AZ4Ps0zyT72tTJnq3VGtYArHzu9hP9XWbUFXGe8pFh6+32dsHHTh6pniRtZAvJ/sZhnM8gV7OwyZ4AJHkc8NnW7n/e1ME2mzLZU5K0MGltGmOAXOhkT4Akjwc+R/Pv8OKqumdT77cpkz0lSdpUEx/F2gqO59EMzHk5sGOrqxXgh1X101a5sU32lCRtArtYgenMg9yLZk09gO92nTsA+ELr77sBN7edewLNM8VlwN3A11ngZE9J0sI5zaMxjXmQX2ABXdzjnOwpSdKmci1WSVInM0jAAClJ6maABGZgoQBJkmaRGaQkaYNykM4cA6QkqZMBEjBASpK6mEE2fAYpSVIPZpCSpE5mkIABUpLUxS7Whl2skiT1YAYpSdrA90HOM0BKkjoZIAG7WCVJ6skMcoB33P6skeqt/9F2I9W76cBtRqonSeMSHKQzxwApSepkgATsYpUkqSczSElSh5QpJBggJUntnOYxzy5WSZJ6MIOUJHVwFGvDAClJ6mSABOxilSSpJzPIAT79if1GqrfjiPe78o0nj1hTksbHLtaGAVKS1MkACdjFKklSTwZISdIG1XSxjmMbtyTbJTkpybok9yY5O8nyBdTbKclfJrklyU+S/GuS/zqsnl2skqROs9vFuhp4GXAwcCdwAnBOkr2qan2vCkm2Bc4D7gL+K/A9YDnwk2E3M0BKkmZekp2BI4DXVNX5rWOHADcCBwLn9qn6GmAp8IKq+mnr2A0LuaddrJKkeXOvu5rBLta9gLlsEICquhm4Gth3QL2XA18GTkpya5JvJzmulVkOZAYpSeo0vsXKlyRZ27a/pqrWjHitZcB6YF3X8dta5/p5GvBrwOnAfwJWAB8CHge8edANDZCSpMWyrqpWDiqQ5HjgbUOuc8CgSzD4qemjgNuB17WeU16e5EnAXyR5S1X/3wYMkJKkDhNeKGA18PEhZW4C9ga2AZYAd7SdWwpcNKDuD4AHuwbxXA08tse1OhggJUkbTPh1V1W1jo27TTeS5HLgQWAVTXcprSkeewAXD6j6ZeB3kjyqqh5uHdsduG/YfR2kI0maeVV1N3AK8P4kByZ5HvAx4ArggrlySS5M8t62qicDPwOcmOQZSX4DeBfw4UHdq2AGKUnqkoeHl5mSY4CHgDOBHYALgUO7uk93A26e26mqm5P8Os2cyW8AtwL/Czh+2M0MkJKkTjO6UEBVPQAc3dr6lVnR49ilDJ4K0pNdrJIk9TCVAJnkC0mqaztjAfVe2Zrk+ZPWn789ifZK0tZkRhcKmLhpZpD/G9ilbfu9QYWT7EPT7/x3wJ6tP/8hya8sbjMlaStSNAsFjGPbzE3zGeR9VXXrJpT/78Dnq+o9rf33JDmgdfzgMbdNkrSVm2YGeVDrlSXfSvKBJI8fUn4f2tbgazmXER68SpL6s4u1Ma0M8nSaFdhvAZ4JvBd4Ls0E0H6W0ay5167vGnxJjgSOBNj1yQ7WlaQF2wKC2ziMLYNMcnyPgTfd2/4AVbWmqs6tqiur6gzgVcCBSX5pyG26/9n6rsHXusfKqlr5s0/a5hF+dZKkrc04U6vVLGw9vV7W0qzS/nTga33K3MrG2eJSNs4qJUkjmnvdlcYYIBe6nl4fz6ZZhPYHA8pcQtMF+/62Y6sYvAafJGlTbCEjUMdh4g/nkuwGvBr4LE1A/UXgg8DXaRaVnSt3IXBZVR3bOnQicFGSY4H/H/htmleg/OrkWi9J2lpMYxTrT4EX0YxAvQb4S5rRqQf2WE9vl7mdqroYOAg4jGZx2kOBV1XVVybUbknaKjiKtTHxDLKqbgZeuIByK3ocOws4axGaJUmaswUEt3FwLVZJknpwgqAkqcOW0D06DgZISdIGBTxshAS7WCVJ6skMUpLUyQQSMEBKkrr4DLJhF6skST2YQUqSOrnUHGCAlCR1sYu1YRerJEk9mEFKkjYoHMXaYoCUJM1r3gdphAQDpCSp28PTbsBs8BmkJEk9mEFKkjrYxdowQEqSNnCQzjy7WCVJ6sEMUpLUplxJp8UAKUnq4Eo6DbtYJUnqwQxSktTJLlbAAClJalcQFwoA7GKVJKknA6QkqVPVeLYxS7JdkpOSrEtyb5KzkywfUucLSarH9q1h9zNASpI61Zi28VsNvBI4GNgP2Ak4J8k2A+q8AtilbVsB/Bj4+2E38xmkJGnmJdkZOAJ4TVWd3zp2CHAjcCBwbq96VfXDruu8GtgR+F/D7mkGKUnqkKqxbGO2F7AtcN7cgaq6Gbga2HcTrvM64HOtugOZQUqSOo0vuC1JsrZtf01VrRnxWsuA9cC6ruO3tc4NlWR34IXAyxdS3gApSVos66pq5aACSY4H3jbkOgcMugQLf+L5OuAHwD8upLABUpK0QTHpFyavBj4+pMxNwN7ANsAS4I62c0uBi4bdJMljgMOAv62qhxbSMAOkJGleWJTnh31V1To27jbdSJLLgQeBVcDprWPLgT2Aixdwq5fTBNdTFto2A6QkaeZV1d1JTgHen+R24E7gBOAK4IK5ckkuBC6rqmO7LnEkcGFVXbfQexogJUmdZnct1mOAh4AzgR2AC4FDq2p9W5ndgI4RqkmeBvwacNCm3MwAKUnqNKMBsqoeAI5ubf3KrOhx7DpGmNboPEhJknowg5QkbTD5Uawza+IZZJIVfRaOrSRvGVDv8D51tp9k+yVpSzejK+lM3DQyyJtpFoxt99vAh4CzhtS9j+YB7LxWn7QkSWM18QDZGm10a/uxJK8ALqiq64dXr1uHlJEkPRJbQPY3DlMfpJPkqcCLgIWsz7dDkhuTfC/JOUmet8jNk6StzJjeBbkFBNmpB0iatfHWAf9nSLlrgN8FXkbzLrAHgC8neXqvwkmOTLI2ydo77lzfq4gkSX2NLUAmOX7A4Ju5bf+uOo8GDgdOraoHB12/qi6pqtOq6htV9SXgVcC/0Wc+TFWtqaqVVbXyZ5806F2akqR5hRlkyzifQa5mYQvOtnspzYCdj2zqzapqfes1Kj0zSEnSiJzmAYwxQC50wdkurwO+WFXf3dT7JQnwHOCbm1pXkqRhprZQQJJdgd8ADu1zvmPB2STvBC4FrgV2At5AEyCPmkiDJWkrsSXMYRyHaa6kcwRwN/DJPue7F5x9As1I12Wtel8HXlBVly1iGyVp62OABKYYIKvqncA7B5xf0bV/DM1K7pIkLTrXYpUkbVDAw2aQYICUJHXYMqZojMMsLBQgSdLMMYOUJHUygwQMkJKkbgZIwC5WSZJ6MoOUJG3gKNZ5BkhJUpuCcjFWsItVkqSezCAlSZ0cpAMYICVJ7XwGOc8uVkmSejCDlCR1sosVMEBKkroZIAG7WCVJ6skMUpLUxrd5zDFASpI2KOBhFwoAu1glSerJDFKS1MkuVsAAKUnqZoAEDJCSpA7lSjotPoOUJG0WkmyX5KQk65Lcm+TsJMsXUO+NSb6T5P4k30vyoSSPG1bPDHKAlx/8pZHq/d0l+45Ub/fTjhqp3ncPO3mkepK0kYKa3dddrQZeBhwM3AmcAJyTZK+qWt+rQpLfAf4ceC3wJeBpwCnA9sARg25mgJQkdZrBLtYkO9MEtNdU1fmtY4cANwIHAuf2qbovcGlVfay1f0OSjwKvHHZPu1glSZuDvYBtgfPmDlTVzcDVNEGwn38B9kyyN0CSXYHfAj477IZmkJKkTrM5inUZsB5Y13X8tta5nqrqjCRPAi5KEpq49zHgj4bd0AxSkrRBVbOSzjg2WJJkbdt2ZPftkhyfpIZs+w9ocWjW/+l9Mnkh8A7g9cAvAa8A9gfeNeyjMIOUJC2WdVW1ckiZ1cDHh5S5Cdgb2AZYAtzRdm4pcNGAuscDn6iqj7T2r0yyI/CRJH9WVQ/1q2iAlCR1mmAXa1WtY+Nu040kuRx4EFgFnN46thzYA7h4QNXH0nTNtltPk3kOZICUJHWoGVysvKruTnIK8P4kt7NhmscVwAVz5ZJcCFxWVce2Dn0GeFOStcBXgJ8H3g2cMyh7BAOkJGnzcQzwEHAmsANwIXBo1xzI3YCb2/aPp3lG+W5gOU22+hngbcNuZoCUJLWZ3fdBVtUDwNGtrV+ZFV37D9EMyBk6KKebAXKAdy+9aqR6Zzxhr5Hq7XrWNiPV47DRqknSRoqZXChgGpzmIUlSD2aQkqROs7sW60QZICVJ8woou1gBu1glSepp7AEyyZFJPp/kR60lglb0KPPEJB9Lcndr+1iSJyzg2q9Pcn2SB5JcnmS/cbdfkrZqVU0X6zi2zdxiZJCPpVlt/bgBZU6nWRPvN4EXt/7+sQHlSfIq4ETgfwDPo1k54XOtldklSWNSD9dYts3d2J9BVtVqgCQ9199LsgdNUPzVqrq4dez3gC8leUZVXdPn0m8CTq2qv23tH53kxcBRwLF96kiSNJJpPIPcB7iHzrXzvgzcS593eiV5DM27wM7rOnVevzqSpBHZxQpMZxTrMuCOqg1LNVRVtdbW6/dOryU0q7jf1nX8Npo3SW+k9VqVuVer3LPNLtf2y0wXwdtHqnVd88cSFrBwb7ttdhnpduO0yW2eEZtju23z5GxO7X7KuC70Y+4694I6a8mYLre5fH49LShAJjme4evWHVBVX1jgfXt1Tg98p1efen3rVNUaYM0C2zMzkqxdwOthZsrm2GbYPNttmydnc233I1VVL552G2bFQjPI1SzsfV0LcSuwNEnmssjWW55/lo0zxDnraF5P0p1hLh1QR5KkkS0oQC70fV0LdAnwOJpnkXPPIfcBdqTPO72q6qetd4GtAv6h7dQq4JNjapckSfMWYx7ksiR7Aru3Dv1ikj2T/AxAVV0N/BPwN0n2TrIP8Dc07+a6pu0630nyB22XPgE4PMlrk+yR5ETg54C/HvfXMGWbXbcwm2ebYfNst22enM213RqT1Jhfa5LkOOCdPU69pqpObZX5GeAvgd9qnTsb+IOq+lHbdQp4V1Ud13bs9cBbgV2Aq4BjquqisX4BkiSxCAFSkqQtgWuxSpLUgwFyipL8SWu92r9qO5YkxyW5Jcn9Sb6Q5JnTbGe37nYn2TbJ+5JckeTeJD9IcvosLQPY67PuOr+mdf7Nk27bIP3anWT3JJ9qrXl8X5KvtVapmro+/68fl+SkJN9r/b++JskxU27nca12tm+3tp2f+e9FLS4D5JQk2Rt4HXBF16m3An8IHA08H7gdOD/J4yfbwt76tPuxNOvpvqf158uA/wD8U5Kpv1JtwGc9d/6/0HzWt0yyXcP0a3eSp9KsPnU98GvAs2hWp7hn0m3sNuCzPgH4T8AhwB40/1f+Z5JDJtvCjVxDM6Zhbnt227mZ/l7U4jNATkGSnYG/A44A7mo7HuC/A/+zqj5ZVVcBhwGPB35nCk3t0K/dVXV3Va2qqjOr6pqqugz4PZofhFPNavq1ue38U2gWwf8d4MHJtq6/Ie1+D3BeVf1hVX2tqq6rqs9W1c0Tb2ibIW3eF/hYVX2+qm6oqo8ClwK/MuFmdnuoqm5t2+6A2f9e1GQYIKdjDXBWVf1z1/Gn0iyGML/mbFXdD1zEbKw526/dvezU+nOjoDRhfdvcym4/ARzfmn40S3q2O8mjgJcC307yT0nuSPLV1ttupm3Q/49/AV6a5D8AJNkX2JNmytc0PS3J99O8Ru+MJE9rHZ/170VNwNS7v7Y2SV4H/DxNV1O3uZWCeq05++TFbNcwQ9rdXfYxwAeBz1TV9xa7bQPaMazN7wLurKqTJ9eq4Ya0eynNQht/ArwD+GOabta/S3JvVZ0zsYa2WcBn/QaaOcs3JXmodezoabW35SvA4cB3aD7XtwMXt54zzuz3oibHADlBSZ5B8z7L/arqpwOKLnjN2UnYhHbPZWUfB57AhnmuEzeszUleSPPDcc/JtmywBXzWc70+/6eqTmj9/RtpXi/3+8DEA84C/38cDfxHmv8TNwIvAD6Q5IaqmkoWWVWfa99PcinNOwMOo+n+hRn7XtRk2cU6WfvQvCHgqiQPtX6TfiHw+tbf72yVm7U1Zwe2O8l20NFl+RzgRVV1Z98rLr5hn/WLaQZl/KDt/FOA9yWZWtbLwv6PPAR8u6ve1cC0Rg0P+/+xM/Be4K1V9ZmquqKq/go4A5iZUcNVdQ/wLeDpNGtGw+x9L2qCzCAn69PA2q5j/xu4luY38O/SfGOuAr4KkGR7YD/gLRNr5cY+zeB2/zTJtjQ/8J4F7F9VtzJdn2Zwm++gGVDS7lyaAP+3TM+nGfJZ0/zfeEZXmd1pMrNp+DSD2wywLc0LB9qtZ4Z+SW99r/0C8HmaEcKz+L2oCTJATlBrKb0ftR9Lci/ww9YoOZKsBt6W5Ds0AXNu+P7pk2xru2HtbmWO/0AzFP6lQCWZ+8377tbgholayGdNVyaQ5EHg1vY1gSdtgf9H/hz4+yRfAv4ZOAA4CHj5JNs6Z4Ft/iLNtI57aAL5C4FDaaZSTEWSDwCfoXkT0VKaZ7o7Aqe13lG7mhn7XtRkGSBnz58DOwAfAp5IM5Dg16vqx1Nt1WDLaeY+Alzede41wKkTbc0Wrqo+neaF4H9CM0XlWuDQqvrH6bZsoINouln/DvgZmiD5DqDnwg0Tspymx2AJTY/CpcDeVTWXiW+O34saI9dilSSph5np/5ckaZYYICVJ6sEAKUlSDwZISZJ6MEBKktSDAVKSpB4MkJIk9WCAlCSpBwOkJEk9/F9q3RxavTH6EAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 504x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(7,7))\n",
"plt.pcolor(lon.sel(lon=slice(38,52)),lat.sel(lat=slice(-10,10)), \n",
" lsm.sel(lon=slice(38,52),lat=slice(-10,10)).diff(\"lon\") )\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x2ae9325527c0>]"
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAARsAAAD8CAYAAABHGwCvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAOoklEQVR4nO3dfbAd9V3H8fe3pBUsFGsTJmU6IdBSeRBL2ysYlKfRVEGtFWqhttqM00SKIowoamEKzHSKD63CdOzY0LF0qJR26DjSJ0nLNJYhMcxNW5WH0mohIA/hRlSewlP8+sdu6MnJvclNcva7h5v3a+bMvWf3d3a/v927n7tn95zdyEwkqWsv6bsASXsHw0ZSCcNGUgnDRlIJw0ZSiXl9F7Cr5s+fn4sXL+67DGmvs379+k2ZuWB3X/+iC5vFixczOTnZdxnSXiciNuzJ630bJamEYSOphGEjqYRhI6mEYSOpRCdhExEnRcSNEfFARGRELBsaHxFxWUQ8GBGbI2J1RBzdRS2SxkNXezb7A7cD5wObpxl/EXAhcB7wk8AjwFcj4oCO6pHUs07CJjO/nJnvz8wbgP8bHBcRAVwA/Glmfj4zbwfeAxwA/HoX9ah/l3/hDi7/wh19l6Ee9XHM5lBgIbBq64DM3Ax8AzhhuhdExIqImIyIyampqZoqNVJ3PvgYdz74WN9lqEd9hM3C9ufGoeEbB8ZtIzNXZuZEZk4sWLDbn5aW1KM+z0YNXyIwphkmaY7oI2webn8O78UcxPZ7O5LmiD7C5h6awFm6dUBE7AucCKzpoR5JBTr51ndE7A+8rn36EmBRRBwLPJqZ90XElcDFEfEd4LvAJcATwHVd1COpf11dYmIC+PrA88vbx6eAZcCfA/sBfw28ElgHvCUzH++oHkk96yRsMnM1zQHfmcYncFn7kLQX8LtRkkoYNpJKGDaSShg2kkoYNpJKGDaSShg2kkoYNpJKGDaSShg2kkoYNpJKGDaSShg2kkoYNpJKGDaSShg2kkoYNpJKGDaSShg2kkoYNpJKGDaSShg2kkoYNpJKGDaSShg2kkoYNpJKGDaSShg2kkoYNpJKGDaSShg2kkoYNpJKGDaSShg2kkoYNpJKGDaSShg2kkoYNpJK9BI2EXFZROTQ4+E+apFUY16P874bOGXg+Zae6pBUoM+weT4z3ZuR9hJ9HrM5LCIeiIh7IuL6iDisx1okdayvsFkHLANOA5YDC4E1EfGq6RpHxIqImIyIyampqboqJY1ML2GTmV/JzM9l5r9m5teAX2prec8M7Vdm5kRmTixYsKC0VkmjMRanvjPzCeAO4PC+a5HUjbEIm4jYFzgCeKjvWiR1o6/P2Xw4Ik6OiEMj4njgBuDlwKf6qEdS9/o69f0a4DPAfGAK+GfgpzJzQ0/1SOpYL2GTmWf3MV9J/RmLYzaS5j7DRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlKJXsMmIs6NiHsi4umIWB8RJ/ZZj6Tu9BY2EXEWcBXwIeCNwBrgKxGxqK+aJHWnzz2b3weuycyrM/OuzDwPeAh4X481SepIL2ETES8D3gysGhq1CjihviJJXetrz2Y+sA+wcWj4RmDhcOOIWBERkxExOTU1VVGfpBHr+2xUDj2PaYaRmSszcyIzJxYsWFBTmaSR6itsNgFb2H4v5iC239uRNAf0EjaZ+SywHlg6NGopzVkpSXPMvB7n/ZfAtRFxG3ArcA5wMPA3PdYkqSO9hU1mfjYiXgVcArwauB04PTM39FWTpO70uWdDZn4M+FifNUiq0ffZKEl7CcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlIJw0ZSCcNGUgnDRlKJXsImIlZHRA49ru+jFkk15vU4708C7x94vrmvQiR1r8+weSozH+5x/pIK9XnM5uyI2BQRd0TEhyPigJkaRsSKiJiMiMmpqanKGiWNSF97NtcBG4AHgaOBK4A3AEuna5yZK4GVABMTE1lUo6QRGlnYRMQHgYt30uzUzFzdhsdW/xYR3wfWRcSbMvObo6pJ0vgY5Z7NlcCnd9LmvhmGTwJbgMMBw0aag0YWNpm5Cdi0my8/BtgHeGhU9UgaL+XHbCLitcC7gC/ThNNRwEeAbwG3VtcjqUYfB4ifBX4WOB/YH7gf+BJweWZu6aEeSQXKwyYz7wdOrp6vpH753ShJJQwbSSUMG0klDBtJJQwbSSUMG0klDBtJJQwbSSUMG0klDBtJJQwbSSUMG0klDBtJJQwbSSUMG0klDBtJJQwbSSUMG0klDBtJJQwbSSUMG0klDBtJJQwbSSUMG0klDBtJJQwbSSUMG0klDBtJJQwbSSUMG0klDBtJJQwbSSUMG0klDBtJJQwbSSUMG0klDBtJJQwbSSVGHjYRsSIivh4R/xMRGRGLp2nzyoi4NiL+t31cGxE/MupaJI2PLvZsfhhYBVy2gzbXAW8CTgN+of392g5qkTQm5o16gpl5JUBETEw3PiKOpAmYn8nMNe2w3wZuiYgfy8y7R12TpP71ccxmCfAEsGZg2K3Ak8AJPdQjqcDI92xmYSEwlZm5dUBmZkQ80o7bTkSsAFYALFq0qKRIjdZRB7+i7xLUs1mFTUR8ELh4J81OzczVs5xvTjMsZhhOZq4EVgJMTExM20bj7dJfPrrvEtSz2e7ZXAl8eidt7pvltB4GDoqI2Lp3ExEBLAA2znIakl5kZhU2mbkJ2DSiea4F9qc5drP1uM0S4OVsexxH0hwy8mM2EbGQ5tjL69tBR7WfobkvMx/NzLsi4h+Bj0fEcpq3Tx8HvuiZKGnu6uJs1DnAt4C/a59/qX3+1oE27wL+hebzODe1v/9GB7VIGhNdfM7mMnb8gT4y81Hg3aOet6Tx5XejJJUwbCSVMGwklYiBD/K+KETEFLBhFk3nM7rT9X2bK32ZK/2AvbMvh2Tmgt2dyYsubGYrIiYzc9ovg77YzJW+zJV+gH3ZHb6NklTCsJFUYi6Hzcq+CxihudKXudIPsC+7bM4es5E0Xubyno2kMWLYSCph2EgqMZZhExHnRsQ9EfF0RKyPiBN30v4dEfHtiHgqIjZExB8OjT+lva3M8OOIoXZnRsSdEfFM+/NXx6wf18zQjycH2iyboc2+e9CPkyLixoh4oJ3Wslm85piI+KeI2Ny+7gPtRdIG25zcLpenI+L7EXHONNMZ9ToZeV8i4oyIWBURUxHxeESsi4i3Dk1jpOulo350u51k5lg9gLOA54DlwJHAR2kukL5ohvanAc8D5wKHAb8IPAj87kCbU2guOXoUzbV2tj72GWizpJ3Oxe18L26fHz9G/ThwqP6FwH8Anxxos4zm4vHbtNvDdXI68CHg7cBTwLKdtH8FzRUZPwf8OHAm8Dhw4UCbQ9s6P9oun+Xt8jqzq3XSYV+uAv4YOA54HXApsAU4sav10lE/Ot1OeguVHSyUdcDVQ8O+B1wxQ/vrgL8fGnYecD8/ONu2dSHO38F8Pwt8dWjY14DPjEs/pnnNT7f9OmHoj/qJDtfPE7P4w34f8Biw38CwS4AHBtbJnwHfG3rdJ4C1Xa2Trvoyw+tuAz5SsV5GuE463U7G6m1URLwMeDPNRbUGrWLm27z8EPD00LDNwGuAQ4aGT0bEQxFxc0ScOjRuyTTzvWkH851RQT+2Wg7cke39twbs174N+8+I+GJEvHH21Y/EEuCWzNw8MOwm4GBg8UCb6Zb3RES8dCdtKm/5M5u+TOcA4L+HhvW5XnalH51sJ2MVNjRfCNuH7S98vpEZbvNC09G3RcRbIuIlEfF64MJ23Kvbnw/RJPuZwBnA3cDNEXHSwHQW7uJ8++jHCyLiQODXgKuHRt0N/BbwK8A7aQLs1og4fDf6sbtmWpZbx+2ozTya5bejNruzTnbXbPqyjYj4HZp/EoN3ee17vcymH51uJ33cN2o2hj9pOONtXmg2ttcC/wC8lGZX8SqaqwVuAcjm2saD1zdeG809yP8A+MZuznc2RtqPIe+mCbRtblucmWtpLirfzDBiDfBtmrdkv7eL9e+J6fo+PHx321R/EnU2dTYjIs4E/gI4OzNfuDrBmKyXHfaj6+1k3PZsNtFsWMMpeRAz3OYlG39Ec8eGQ9rX3taOvncH81oHDP5XeXhX5rsTFf1YDnw+m0uszigztwCTbNvXrs20LOEH/Z+pzfPAf+2kTeUtf2bTF+CFoLkW+M3MvHFHE+1hvcy6H0NGtp2MVdhk5rPAemDp0Kil7OQ2L5m5JTMfaKfxTpoDjY/s4CXH0uw2brV2d+Y7Qy2d9iMijgPewPZvobbTntr8Cbbta9fWAicOndZdSnN27d6BNj839LqlwGRmPjfQZiTrZA/Mpi9ExDto7q22LDNv2NlEe1gvs+rHNI5lVNtJF0fH9/DI+lnAs8B7aU6tXUVztP2QdvwVwM0D7efTvM88sl0wV9EcWD1uoM0FwNtoEvrodhoJnDHQ5gSa/6p/AhzR/nyOPTv1PdJ+DLT9BPBdpjkbQnPa9edpTp8fC/xt24/tprMLfdm/ndaxNKdZP9D+vmiGvhxI8x/weprTrGfQvC2c7tT3lW2f39sur8FT3yNdJx325ey2rvPZ9pTxj3a1XjrqxwV0uJ30Hi4zLMhzadL2GZo9hJMGxl0D3Du0ka6l2ZCfpDkNd/zQ9C4C/p1m430UuAU4fZr5vh34TvtHf9fgQh6HfrTtDmjbXDTDPP+K5kqGzwCP0Bx4XrKH/Til/aMbflwzXV/aYcfQvM9/muY/46UMhSNwMvDNttZ7gHMK1snI+wKsnmGaq7taLx31o9PtxG99SyoxVsdsJM1dho2kEoaNpBKGjaQSho2kEoaNpBKGjaQSho2kEv8POeDq0/0jpsYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Do the -diff() values add up to 1 like wieghts? Answer: yes \n",
"maskweight = -lsm.sel(lon=slice(38,52),lat=slice(-10,10)).diff(\"lon\")\n",
"\n",
"fig = plt.figure(figsize=(4,4))\n",
"plt.plot(maskweight.sum(dim=\"lon\"), \n",
" lat.sel(lat=slice(-10,10)))\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Time-latitude plot of TQV > 50 along African coast "
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [],
"source": [
"# lsm.sel(lon=slice(38,52),lat=slice(-10,10)).diff(\"lon\") )\n",
"\n",
"TQV_WEIO = (TQV.sel( lon=slice(38,52),lat=slice(-10,10) ) * maskweight).sum(dim=\"lon\")"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.contour.QuadContourSet at 0x2ae932b919d0>"
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#fig = plt.figure(figsize=(20,5))\n",
"#TQV_WEIO.transpose().plot.contour(vmin=46,vmax=50,levels=3, add_colorbar=True)\n",
"#plt.title('Latitude-time contours along Africa east coast')"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [],
"source": [
"TQV_WEIO.to_netcdf('/data2/brian/WEIO_timelat_2014-8.nc')"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div><svg style=\"position: absolute; width: 0; height: 0; overflow: hidden\">\n",
"<defs>\n",
"<symbol id=\"icon-database\" viewBox=\"0 0 32 32\">\n",
"<path d=\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\"></path>\n",
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"</defs>\n",
"</svg>\n",
"<style>/* CSS stylesheet for displaying xarray objects in jupyterlab.\n",
" *\n",
" */\n",
"\n",
":root {\n",
" --xr-font-color0: var(--jp-content-font-color0, rgba(0, 0, 0, 1));\n",
" --xr-font-color2: var(--jp-content-font-color2, rgba(0, 0, 0, 0.54));\n",
" --xr-font-color3: var(--jp-content-font-color3, rgba(0, 0, 0, 0.38));\n",
" --xr-border-color: var(--jp-border-color2, #e0e0e0);\n",
" --xr-disabled-color: var(--jp-layout-color3, #bdbdbd);\n",
" --xr-background-color: var(--jp-layout-color0, white);\n",
" --xr-background-color-row-even: var(--jp-layout-color1, white);\n",
" --xr-background-color-row-odd: var(--jp-layout-color2, #eeeeee);\n",
"}\n",
"\n",
"html[theme=dark],\n",
"body.vscode-dark {\n",
" --xr-font-color0: rgba(255, 255, 255, 1);\n",
" --xr-font-color2: rgba(255, 255, 255, 0.54);\n",
" --xr-font-color3: rgba(255, 255, 255, 0.38);\n",
" --xr-border-color: #1F1F1F;\n",
" --xr-disabled-color: #515151;\n",
" --xr-background-color: #111111;\n",
" --xr-background-color-row-even: #111111;\n",
" --xr-background-color-row-odd: #313131;\n",
"}\n",
"\n",
".xr-wrap {\n",
" display: block;\n",
" min-width: 300px;\n",
" max-width: 700px;\n",
"}\n",
"\n",
".xr-text-repr-fallback {\n",
" /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\n",
" display: none;\n",
"}\n",
"\n",
".xr-header {\n",
" padding-top: 6px;\n",
" padding-bottom: 6px;\n",
" margin-bottom: 4px;\n",
" border-bottom: solid 1px var(--xr-border-color);\n",
"}\n",
"\n",
".xr-header > div,\n",
".xr-header > ul {\n",
" display: inline;\n",
" margin-top: 0;\n",
" margin-bottom: 0;\n",
"}\n",
"\n",
".xr-obj-type,\n",
".xr-array-name {\n",
" margin-left: 2px;\n",
" margin-right: 10px;\n",
"}\n",
"\n",
".xr-obj-type {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-sections {\n",
" padding-left: 0 !important;\n",
" display: grid;\n",
" grid-template-columns: 150px auto auto 1fr 20px 20px;\n",
"}\n",
"\n",
".xr-section-item {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-section-item input {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-item input + label {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label {\n",
" cursor: pointer;\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-item input:enabled + label:hover {\n",
" color: var(--xr-font-color0);\n",
"}\n",
"\n",
".xr-section-summary {\n",
" grid-column: 1;\n",
" color: var(--xr-font-color2);\n",
" font-weight: 500;\n",
"}\n",
"\n",
".xr-section-summary > span {\n",
" display: inline-block;\n",
" padding-left: 0.5em;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label {\n",
" color: var(--xr-font-color2);\n",
"}\n",
"\n",
".xr-section-summary-in + label:before {\n",
" display: inline-block;\n",
" content: '►';\n",
" font-size: 11px;\n",
" width: 15px;\n",
" text-align: center;\n",
"}\n",
"\n",
".xr-section-summary-in:disabled + label:before {\n",
" color: var(--xr-disabled-color);\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label:before {\n",
" content: '▼';\n",
"}\n",
"\n",
".xr-section-summary-in:checked + label > span {\n",
" display: none;\n",
"}\n",
"\n",
".xr-section-summary,\n",
".xr-section-inline-details {\n",
" padding-top: 4px;\n",
" padding-bottom: 4px;\n",
"}\n",
"\n",
".xr-section-inline-details {\n",
" grid-column: 2 / -1;\n",
"}\n",
"\n",
".xr-section-details {\n",
" display: none;\n",
" grid-column: 1 / -1;\n",
" margin-bottom: 5px;\n",
"}\n",
"\n",
".xr-section-summary-in:checked ~ .xr-section-details {\n",
" display: contents;\n",
"}\n",
"\n",
".xr-array-wrap {\n",
" grid-column: 1 / -1;\n",
" display: grid;\n",
" grid-template-columns: 20px auto;\n",
"}\n",
"\n",
".xr-array-wrap > label {\n",
" grid-column: 1;\n",
" vertical-align: top;\n",
"}\n",
"\n",
".xr-preview {\n",
" color: var(--xr-font-color3);\n",
"}\n",
"\n",
".xr-array-preview,\n",
".xr-array-data {\n",
" padding: 0 5px !important;\n",
" grid-column: 2;\n",
"}\n",
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".xr-array-data,\n",
".xr-array-in:checked ~ .xr-array-preview {\n",
" display: none;\n",
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".xr-array-in:checked ~ .xr-array-data,\n",
".xr-array-preview {\n",
" display: inline-block;\n",
"}\n",
"\n",
".xr-dim-list {\n",
" display: inline-block !important;\n",
" list-style: none;\n",
" padding: 0 !important;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list li {\n",
" display: inline-block;\n",
" padding: 0;\n",
" margin: 0;\n",
"}\n",
"\n",
".xr-dim-list:before {\n",
" content: '(';\n",