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{
"cells": [
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2019-06-03T15:36:41.380974Z",
"start_time": "2019-06-03T15:36:40.811967Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import cartopy.crs as ccrs\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import h5py as h5py\n",
"import cartopy.feature as cfeature\n",
"from cartopy.io.shapereader import Reader\n",
"from cartopy.feature import ShapelyFeature\n",
"from osgeo import gdal, osr\n",
"\n",
"%matplotlib inline\n",
"\n",
"fig = plt.figure(dpi=100)\n",
"\n",
"ax = plt.axes()\n",
"\n",
"#ax.coastlines('10m')\n",
"#ax.gridlines()\n",
"\n",
"extent = [-44.996, -44.009, -2.805, -1.809]\n",
"\n",
"#ax.set_extent(extent)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2019-06-03T15:36:51.507924Z",
"start_time": "2019-06-03T15:36:51.226119Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"0"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# First: read the geotiff image with GDAL.\n",
"\n",
"gdal.UseExceptions()\n",
"\n",
"fname = './resources/T23MNT_20190525T132241_TCI_60m.jp2'\n",
"\n",
"ds = gdal.Open(fname)\n",
"data = ds.ReadAsArray()\n",
"gt = ds.GetGeoTransform()\n",
"proj = ds.GetProjection()\n",
"\n",
"inproj = osr.SpatialReference()\n",
"inproj.ImportFromWkt(proj)\n",
"\n",
"# print('\\n\\n## ds ##:\\n\\n' + str(ds))\n",
"# print('\\n\\n## data ##:\\n\\n' + str(data))\n",
"# print('\\n\\n## gt ##:\\n\\n' + str(gt))\n",
"# print('\\n\\n## proj ##:\\n\\n' + str(proj))\n",
"# print('\\n\\n## inproj ##:\\n\\n' + str(inproj))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2019-06-03T15:36:52.299009Z",
"start_time": "2019-06-03T15:36:52.296671Z"
}
},
"outputs": [],
"source": [
"projcs = inproj.GetAuthorityCode('PROJCS')\n",
"# print('\\n\\n## projcs ##:\\n\\n' + str(projcs))\n",
"\n",
"# image_projection = ccrs.epsg(projcs)\n",
"# print('\\n\\n## image_projection ##:\\n\\n' + str(image_projection))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2019-06-03T15:36:54.127761Z",
"start_time": "2019-06-03T15:36:53.393362Z"
}
},
"outputs": [],
"source": [
"img = plt.imread(fname)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2019-06-03T15:37:31.418553Z",
"start_time": "2019-06-03T15:37:30.318656Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"Text(-44.23, -2.54, 'São Luíz')"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"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": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2019-06-03T15:39:10.777218Z",
"start_time": "2019-06-03T15:39:08.072224Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f19f8b2aa58>"
]
},
"execution_count": 16,
"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
}