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287 lines
181 KiB
287 lines
181 KiB
{ |
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"cells": [ |
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{ |
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"cell_type": "code", |
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"execution_count": 1, |
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"metadata": { |
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"ExecuteTime": { |
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"end_time": "2019-06-03T15:36:41.380974Z", |
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"start_time": "2019-06-03T15:36:40.811967Z" |
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}, |
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"scrolled": false |
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}, |
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"outputs": [ |
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{ |
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"data": { |
|
"image/png": 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\n", |
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"text/plain": [ |
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"<Figure size 600x400 with 1 Axes>" |
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] |
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}, |
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"metadata": { |
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"needs_background": "light" |
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}, |
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"output_type": "display_data" |
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} |
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], |
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"source": [ |
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"import cartopy.crs as ccrs\n", |
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"import matplotlib.pyplot as plt\n", |
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"import numpy as np\n", |
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"import h5py as h5py\n", |
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"import cartopy.feature as cfeature\n", |
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"from cartopy.io.shapereader import Reader\n", |
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"from cartopy.feature import ShapelyFeature\n", |
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"from osgeo import gdal, osr\n", |
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"\n", |
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"%matplotlib inline\n", |
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"\n", |
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"fig = plt.figure(dpi=100)\n", |
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"\n", |
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"ax = plt.axes()\n", |
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"\n", |
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"#ax.coastlines('10m')\n", |
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"#ax.gridlines()\n", |
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"\n", |
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"extent = [-44.996, -44.009, -2.805, -1.809]\n", |
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"\n", |
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"#ax.set_extent(extent)" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 2, |
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"metadata": { |
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"ExecuteTime": { |
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"end_time": "2019-06-03T15:36:51.507924Z", |
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"start_time": "2019-06-03T15:36:51.226119Z" |
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} |
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}, |
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"outputs": [ |
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{ |
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"data": { |
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"text/plain": [ |
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"0" |
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] |
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}, |
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"execution_count": 2, |
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"metadata": {}, |
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"output_type": "execute_result" |
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} |
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], |
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"source": [ |
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"# First: read the geotiff image with GDAL.\n", |
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"\n", |
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"gdal.UseExceptions()\n", |
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"\n", |
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"fname = './resources/T23MNT_20190525T132241_TCI_60m.jp2'\n", |
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"\n", |
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"ds = gdal.Open(fname)\n", |
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"data = ds.ReadAsArray()\n", |
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"gt = ds.GetGeoTransform()\n", |
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"proj = ds.GetProjection()\n", |
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"\n", |
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"inproj = osr.SpatialReference()\n", |
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"inproj.ImportFromWkt(proj)\n", |
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"\n", |
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"# print('\\n\\n## ds ##:\\n\\n' + str(ds))\n", |
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"# print('\\n\\n## data ##:\\n\\n' + str(data))\n", |
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"# print('\\n\\n## gt ##:\\n\\n' + str(gt))\n", |
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"# print('\\n\\n## proj ##:\\n\\n' + str(proj))\n", |
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"# print('\\n\\n## inproj ##:\\n\\n' + str(inproj))" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 3, |
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"metadata": { |
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"ExecuteTime": { |
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"end_time": "2019-06-03T15:36:52.299009Z", |
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"start_time": "2019-06-03T15:36:52.296671Z" |
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} |
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}, |
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"outputs": [], |
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"source": [ |
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"projcs = inproj.GetAuthorityCode('PROJCS')\n", |
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"# print('\\n\\n## projcs ##:\\n\\n' + str(projcs))\n", |
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"\n", |
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"# image_projection = ccrs.epsg(projcs)\n", |
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"# print('\\n\\n## image_projection ##:\\n\\n' + str(image_projection))" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 4, |
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"metadata": { |
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"ExecuteTime": { |
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"end_time": "2019-06-03T15:36:54.127761Z", |
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"start_time": "2019-06-03T15:36:53.393362Z" |
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} |
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}, |
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"outputs": [], |
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"source": [ |
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"img = plt.imread(fname)" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 5, |
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"metadata": { |
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"ExecuteTime": { |
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"end_time": "2019-06-03T15:37:31.418553Z", |
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"start_time": "2019-06-03T15:37:30.318656Z" |
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} |
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}, |
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"outputs": [ |
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{ |
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"data": { |
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"text/plain": [ |
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"Text(-44.23, -2.54, 'São Luíz')" |
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] |
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}, |
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"execution_count": 5, |
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"metadata": {}, |
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"output_type": "execute_result" |
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}, |
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{ |
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"data": { |
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"image/png": 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\n", |
|
"text/plain": [ |
|
"<Figure size 432x288 with 1 Axes>" |
|
] |
|
}, |
|
"metadata": { |
|
"needs_background": "light" |
|
}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"source": [ |
|
"#projection = ccrs.PlateCarree()\n", |
|
"\n", |
|
"# fig = plt.figure(dpi=100)\n", |
|
"\n", |
|
"ax = plt.axes()\n", |
|
"\n", |
|
"#ax.coastlines('10m')\n", |
|
"#ax.gridlines()\n", |
|
"\n", |
|
"#ax.set_extent(extent, crs=ccrs.PlateCarree())\n", |
|
"img = plt.imread(fname)\n", |
|
"ax.imshow(img, extent=extent)\n", |
|
"\n", |
|
"# mark a known place to help us geo-locate ourselves\n", |
|
"ax.plot(-44.243317, -2.565823, 'bo', markersize=7, color='red')\n", |
|
"ax.text(-44.23, -2.54, 'São Luíz', color='black', size=10)" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 6, |
|
"metadata": { |
|
"ExecuteTime": { |
|
"end_time": "2019-06-03T15:39:10.777218Z", |
|
"start_time": "2019-06-03T15:39:08.072224Z" |
|
} |
|
}, |
|
"outputs": [ |
|
{ |
|
"name": "stderr", |
|
"output_type": "stream", |
|
"text": [ |
|
"/usr/local/lib/python3.5/dist-packages/matplotlib/figure.py:98: MatplotlibDeprecationWarning: \n", |
|
"Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n", |
|
" \"Adding an axes using the same arguments as a previous axes \"\n" |
|
] |
|
}, |
|
{ |
|
"data": { |
|
"text/plain": [ |
|
"<matplotlib.colorbar.Colorbar at 0x7fc5b0655160>" |
|
] |
|
}, |
|
"execution_count": 6, |
|
"metadata": {}, |
|
"output_type": "execute_result" |
|
}, |
|
{ |
|
"data": { |
|
"image/png": 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\n", |
|
"text/plain": [ |
|
"<Figure size 432x288 with 2 Axes>" |
|
] |
|
}, |
|
"metadata": { |
|
"needs_background": "light" |
|
}, |
|
"output_type": "display_data" |
|
} |
|
], |
|
"source": [ |
|
"# fig = plt.figure(dpi=100)\n", |
|
"\n", |
|
"hdf5 = './resources/3B-MO.MS.MRG.3IMERG.20190101-S000000-E235959.01.V06A.HDF5'\n", |
|
"dataset = h5py.File(hdf5,'r')\n", |
|
"\n", |
|
"precip = dataset['Grid/precipitation'][:]\n", |
|
"precip = np.transpose(precip[0])\n", |
|
"\n", |
|
"theLats = dataset['Grid/lat'][:]\n", |
|
"theLons = dataset['Grid/lon'][:]\n", |
|
"\n", |
|
"clevs = np.arange(0,0.1,0.01)\n", |
|
"\n", |
|
"x, y = np.float32(np.meshgrid(theLons, theLats))\n", |
|
"\n", |
|
"masked_array = np.ma.masked_where(precip < 0,precip)\n", |
|
"\n", |
|
"cmap = 'nipy_spectral'\n", |
|
"\n", |
|
"plt.title('January 2019 Monthly Average Rain Rate')\n", |
|
"\n", |
|
"font = {'weight' : 'bold', 'size' : 3}\n", |
|
"\n", |
|
"plt.rc('font', **font)\n", |
|
"\n", |
|
"plt.xlim(-2.805, -1.809)\n", |
|
"plt.ylim(-45, -44)\n", |
|
"\n", |
|
"ax = plt.axes()\n", |
|
"\n", |
|
"cs = ax.contourf(x, y, precip, clevs, alpha=0.4, cmap=cmap)\n", |
|
"\n", |
|
"sm = plt.cm.ScalarMappable(cmap=cmap,norm=plt.Normalize(0,1))\n", |
|
"sm._A = []\n", |
|
"plt.colorbar(sm, ax=ax, label='mm/h', shrink=0.5)" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": null, |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [] |
|
} |
|
], |
|
"metadata": { |
|
"kernelspec": { |
|
"display_name": "Python 3", |
|
"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": "3.5.2" |
|
} |
|
}, |
|
"nbformat": 4, |
|
"nbformat_minor": 2 |
|
}
|
|
|