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452 lines
142 KiB
452 lines
142 KiB
{ |
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"cells": [ |
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{ |
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"cell_type": "code", |
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"execution_count": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# pip install colorcet" |
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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": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"import folium\n", |
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"import matplotlib\n", |
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"import numpy as np\n", |
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"import colorcet\n", |
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"from matplotlib.pyplot import imread\n", |
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"from matplotlib.colors import Normalize\n", |
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"from matplotlib.colors import ListedColormap\n", |
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"from folium import raster_layers\n", |
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"from folium import plugins\n", |
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"from folium import branca" |
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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": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"image = '/notebooks/resources/gpm/gpm_1d.20190531.tif'" |
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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": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"from osgeo import gdal,ogr,osr\n", |
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"\n", |
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"def GetExtent(gt,cols,rows):\n", |
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" ''' Return list of corner coordinates from a geotransform\n", |
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"\n", |
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" @type gt: C{tuple/list}\n", |
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" @param gt: geotransform\n", |
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" @type cols: C{int}\n", |
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" @param cols: number of columns in the dataset\n", |
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" @type rows: C{int}\n", |
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" @param rows: number of rows in the dataset\n", |
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" @rtype: C{[float,...,float]}\n", |
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" @return: coordinates of each corner\n", |
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" '''\n", |
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" ext=[]\n", |
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" xarr=[0,cols]\n", |
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" yarr=[0,rows]\n", |
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"\n", |
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" for px in xarr:\n", |
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" for py in yarr:\n", |
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" x=gt[0]+(px*gt[1])+(py*gt[2])\n", |
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" y=gt[3]+(px*gt[4])+(py*gt[5])\n", |
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" ext.append([y,x])\n", |
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" print (y,x)\n", |
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" yarr.reverse()\n", |
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" return ext\n", |
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"\n", |
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"def ReprojectCoords(coords,src_srs,tgt_srs):\n", |
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" ''' Reproject a list of x,y coordinates.\n", |
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"\n", |
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" @type geom: C{tuple/list}\n", |
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" @param geom: List of [[x,y],...[x,y]] coordinates\n", |
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" @type src_srs: C{osr.SpatialReference}\n", |
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" @param src_srs: OSR SpatialReference object\n", |
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" @type tgt_srs: C{osr.SpatialReference}\n", |
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" @param tgt_srs: OSR SpatialReference object\n", |
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" @rtype: C{tuple/list}\n", |
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" @return: List of transformed [[x,y],...[x,y]] coordinates\n", |
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" '''\n", |
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" trans_coords=[]\n", |
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" transform = osr.CoordinateTransformation( src_srs, tgt_srs)\n", |
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" for x,y in coords:\n", |
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" x,y,z = transform.TransformPoint(x,y)\n", |
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" trans_coords.append([x,y])\n", |
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" return trans_coords\n", |
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"\n", |
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"raster=image\n", |
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"ds=gdal.Open(raster)\n", |
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"\n", |
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"gt=ds.GetGeoTransform()\n", |
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"cols = ds.RasterXSize\n", |
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"rows = ds.RasterYSize\n", |
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"\n", |
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"ext=GetExtent(gt,cols,rows)\n", |
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"print(\"ext = \" + str(ext))\n", |
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"\n", |
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"src_srs=osr.SpatialReference()\n", |
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"src_srs.ImportFromWkt(ds.GetProjection())\n", |
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"# tgt_srs=osr.SpatialReference()\n", |
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"# tgt_srs.ImportFromEPSG(3857)\n", |
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"tgt_srs = src_srs.CloneGeogCS()\n", |
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"\n", |
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"geo_ext=ReprojectCoords(ext,src_srs,tgt_srs)\n", |
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"print(\"geo_ext = \" + str(geo_ext))" |
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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": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"!gdalinfo '/notebooks/resources/gpm/gpm_1d.20190531.tif'" |
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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": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# !gdal_edit -colorinterp_1 alpha /notebooks/resources/gpm/gpm_1d.20190531.tif" |
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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": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# Choose colormap\n", |
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"cmap = colorcet.cm.fire\n", |
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"\n", |
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"# Get the colormap colors\n", |
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"my_cmap = cmap(np.arange(cmap.N))\n", |
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"\n", |
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"\n", |
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"# Set alpha\n", |
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"my_cmap[:,-1] = np.linspace(0, 1, cmap.N)\n", |
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"\n", |
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"# Create new colormap\n", |
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"my_cmap = ListedColormap(my_cmap)\n", |
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"\n" |
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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": null, |
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"metadata": { |
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"scrolled": false |
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}, |
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"outputs": [], |
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"source": [ |
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"m = folium.Map(\n", |
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" location = [-22, -114]\n", |
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" , zoom_start = 2\n", |
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" , control_scale = True \n", |
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" , tiles = 'Stamen Terrain'\n", |
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")\n", |
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"\n", |
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"data = matplotlib.pyplot.imread(image)\n", |
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"\n", |
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"# Image bounds on the map in the form\n", |
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"# [[lat_min, lon_min], [lat_max, lon_max]]\n", |
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"m.add_child(raster_layers.ImageOverlay(\n", |
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" data\n", |
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" , opacity = 0.7\n", |
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" , bounds = [ext[2], ext[0]]\n", |
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" , mercator_project = True\n", |
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"# , colormap = lambda x: (1, 0, 0, x)\n", |
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" , colormap = colorcet.cm.fire\n", |
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"# , colormap = branca.colormap.linear.PuBuGn_07.scale(0,700)\n", |
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"# , colormap = my_cmap\n", |
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")\n", |
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" )\n", |
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"\n", |
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"folium.Marker(\n", |
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" ext[2]\n", |
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" , popup = str(ext[2])\n", |
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" , tooltip = str(ext[2])\n", |
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").add_to(m)\n", |
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"\n", |
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"folium.Marker(\n", |
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" ext[0]\n", |
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" , popup = str(ext[0])\n", |
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" , tooltip = str(ext[0])\n", |
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").add_to(m)\n", |
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"\n", |
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"m" |
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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": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"vars(m)" |
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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": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"print(data)\n", |
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"print(data.shape)\n", |
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"# data = data.transpose()\n", |
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"# print(data)\n", |
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"# print(data.shape)" |
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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": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# First: read the geotiff image with GDAL.\n", |
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"from osgeo import gdal, osr\n", |
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"\n", |
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"gdal.UseExceptions()\n", |
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"\n", |
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"ds = gdal.Open(image)\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": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"q = lambda x: (0, 0, 0, 0)\n", |
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"print(q(0))" |
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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": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"cmap = colorcet.cm.bmw\n", |
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"\n", |
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"rgba = cmap(0.5)\n", |
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"print(rgba) # (0.99807766255210428, 0.99923106502084169, 0.74602077638401709, 1.0\n", |
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"print(rgba[:-1])\n", |
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"\n" |
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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": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"import numpy as np\n", |
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"import matplotlib.pylab as pl\n", |
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"from matplotlib.colors import ListedColormap\n", |
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"\n", |
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"# Random data\n", |
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"data1 = np.random.random((4,4))\n", |
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"\n", |
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"# Choose colormap\n", |
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"cmap = pl.cm.RdBu\n", |
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"\n", |
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"# Get the colormap colors\n", |
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"my_cmap = cmap(np.arange(cmap.N))\n", |
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"\n", |
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"# Set alpha\n", |
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"my_cmap[:,-1] = np.linspace(0, 1, cmap.N)\n", |
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"\n", |
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"# Create new colormap\n", |
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"my_cmap = ListedColormap(my_cmap)\n", |
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"\n", |
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"pl.figure()\n", |
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"pl.subplot(121)\n", |
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"pl.pcolormesh(data1, cmap=pl.cm.RdBu)\n", |
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"pl.colorbar()\n", |
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"\n", |
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"pl.subplot(122)\n", |
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"pl.pcolormesh(data1, cmap=my_cmap)\n", |
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"pl.colorbar()" |
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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": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# Choose colormap\n", |
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"cmap = colorcet.cm.fire\n", |
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"\n", |
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"# Get the colormap colors\n", |
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"my_cmap = cmap(np.arange(cmap.N))\n", |
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"\n", |
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"print(my_cmap)\n", |
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"\n", |
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"# Set alpha\n", |
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"my_cmap[:,-1] = np.linspace(0, 1, cmap.N)\n", |
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"\n", |
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"# Create new colormap\n", |
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"my_cmap = ListedColormap(my_cmap)\n", |
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"\n", |
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"pl.figure()\n", |
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"pl.subplot(121)\n", |
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"pl.pcolormesh(data1, cmap=colorcet.cm.fire)\n", |
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"pl.colorbar()\n", |
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"\n", |
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"pl.subplot(122)\n", |
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"pl.pcolormesh(data1, cmap=my_cmap)\n", |
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"pl.colorbar()" |
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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": 22, |
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"metadata": { |
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"scrolled": false |
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}, |
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"outputs": [ |
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{ |
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"data": { |
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"text/html": [ |
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style=\"stroke:#2b83ba;stroke-width:3;\" /><line x1=\"496\" y1=\"0\" x2=\"496\" y2=\"20\" style=\"stroke:#2b83ba;stroke-width:3;\" /><line x1=\"497\" y1=\"0\" x2=\"497\" y2=\"20\" style=\"stroke:#2b83ba;stroke-width:3;\" /><line x1=\"498\" y1=\"0\" x2=\"498\" y2=\"20\" style=\"stroke:#2b83ba;stroke-width:3;\" /><line x1=\"499\" y1=\"0\" x2=\"499\" y2=\"20\" style=\"stroke:#2b83ba;stroke-width:3;\" /><text x=\"0\" y=\"35\">0</text><text x=\"500\" y=\"35\" style=\"text-anchor:end;\">10000</text></svg>" |
|
], |
|
"text/plain": [ |
|
"<branca.colormap.StepColormap at 0x7f8b84ca5da0>" |
|
] |
|
}, |
|
"execution_count": 22, |
|
"metadata": {}, |
|
"output_type": "execute_result" |
|
} |
|
], |
|
"source": [ |
|
"import branca\n", |
|
"# branca.colormap.linear.Spectral_04\n", |
|
"colormap = branca.colormap.linear.Spectral_04.scale(0, 10000)\n", |
|
"colormap = colormap.to_step(index=[0, 25, 50, 100, 250, 500, 1000, 2500, 5000, 10000])\n", |
|
"colormap.caption = 'mm'\n", |
|
"colormap" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 39, |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
|
"data": { |
|
"text/html": [ |
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style=\"stroke:#d7191c;stroke-width:3;\" /><line x1=\"496\" y1=\"0\" x2=\"496\" y2=\"20\" style=\"stroke:#d7191c;stroke-width:3;\" /><line x1=\"497\" y1=\"0\" x2=\"497\" y2=\"20\" style=\"stroke:#d7191c;stroke-width:3;\" /><line x1=\"498\" y1=\"0\" x2=\"498\" y2=\"20\" style=\"stroke:#d7191c;stroke-width:3;\" /><line x1=\"499\" y1=\"0\" x2=\"499\" y2=\"20\" style=\"stroke:#d7191c;stroke-width:3;\" /><text x=\"0\" y=\"35\">0</text><text x=\"500\" y=\"35\" style=\"text-anchor:end;\">10000</text></svg>" |
|
], |
|
"text/plain": [ |
|
"<branca.colormap.StepColormap at 0x7f8b84ca9a58>" |
|
] |
|
}, |
|
"execution_count": 39, |
|
"metadata": {}, |
|
"output_type": "execute_result" |
|
} |
|
], |
|
"source": [ |
|
"import branca\n", |
|
"\n", |
|
"\n", |
|
"colormap = branca.colormap.StepColormap(\n", |
|
" ['#64abb0','#9dd3a7', '#c7e9ad', '#edf8b9', '#ffedaa', '#fec980', '#f99e59', '#e85b3a', '#d7191c'],\n", |
|
" vmin=0, vmax=10000,\n", |
|
" index=[0, 25, 50, 100, 250, 500, 1000, 2500, 5000, 10000],\n", |
|
" caption='step'\n", |
|
")\n", |
|
"\n", |
|
"colormap" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 32, |
|
"metadata": { |
|
"scrolled": false |
|
}, |
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], |
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"text/plain": [ |
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"<branca.colormap.StepColormap at 0x7f8b84c8f358>" |
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] |
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}, |
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"execution_count": 32, |
|
"metadata": {}, |
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"output_type": "execute_result" |
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} |
|
], |
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"source": [ |
|
"cm.StepColormap(['#64abb0'])" |
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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": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
|
"ftp://jsimpson.pps.eosdis.nasa.gov/NRTPUB/imerg/gis/README.GIS.pdf" |
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] |
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} |
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], |
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