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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# pip install colorcet"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import folium\n",
"import matplotlib\n",
"import colorcet\n",
"from matplotlib.pyplot import imread\n",
"from matplotlib.colors import Normalize\n",
"from folium import raster_layers"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"image = '/notebooks/resources/gpm/gpm_1d.20190531.tif'"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"10.0 -180.0\n",
"-60.0 -180.0\n",
"-60.0 -30.0\n",
"10.0 -30.0\n",
"ext = [[10.0, -180.0], [-60.0, -180.0], [-60.0, -30.0], [10.0, -30.0]]\n",
"geo_ext = [[10.0, -180.0], [-60.0, -180.0], [-60.0, -30.0], [10.0, -30.0]]\n"
]
}
],
"source": [
"from osgeo import gdal,ogr,osr\n",
"\n",
"def GetExtent(gt,cols,rows):\n",
" ''' Return list of corner coordinates from a geotransform\n",
"\n",
" @type gt: C{tuple/list}\n",
" @param gt: geotransform\n",
" @type cols: C{int}\n",
" @param cols: number of columns in the dataset\n",
" @type rows: C{int}\n",
" @param rows: number of rows in the dataset\n",
" @rtype: C{[float,...,float]}\n",
" @return: coordinates of each corner\n",
" '''\n",
" ext=[]\n",
" xarr=[0,cols]\n",
" yarr=[0,rows]\n",
"\n",
" for px in xarr:\n",
" for py in yarr:\n",
" x=gt[0]+(px*gt[1])+(py*gt[2])\n",
" y=gt[3]+(px*gt[4])+(py*gt[5])\n",
" ext.append([y,x])\n",
" print (y,x)\n",
" yarr.reverse()\n",
" return ext\n",
"\n",
"def ReprojectCoords(coords,src_srs,tgt_srs):\n",
" ''' Reproject a list of x,y coordinates.\n",
"\n",
" @type geom: C{tuple/list}\n",
" @param geom: List of [[x,y],...[x,y]] coordinates\n",
" @type src_srs: C{osr.SpatialReference}\n",
" @param src_srs: OSR SpatialReference object\n",
" @type tgt_srs: C{osr.SpatialReference}\n",
" @param tgt_srs: OSR SpatialReference object\n",
" @rtype: C{tuple/list}\n",
" @return: List of transformed [[x,y],...[x,y]] coordinates\n",
" '''\n",
" trans_coords=[]\n",
" transform = osr.CoordinateTransformation( src_srs, tgt_srs)\n",
" for x,y in coords:\n",
" x,y,z = transform.TransformPoint(x,y)\n",
" trans_coords.append([x,y])\n",
" return trans_coords\n",
"\n",
"raster=image\n",
"ds=gdal.Open(raster)\n",
"\n",
"gt=ds.GetGeoTransform()\n",
"cols = ds.RasterXSize\n",
"rows = ds.RasterYSize\n",
"\n",
"ext=GetExtent(gt,cols,rows)\n",
"print(\"ext = \" + str(ext))\n",
"\n",
"src_srs=osr.SpatialReference()\n",
"src_srs.ImportFromWkt(ds.GetProjection())\n",
"# tgt_srs=osr.SpatialReference()\n",
"# tgt_srs.ImportFromEPSG(3857)\n",
"tgt_srs = src_srs.CloneGeogCS()\n",
"\n",
"geo_ext=ReprojectCoords(ext,src_srs,tgt_srs)\n",
"print(\"geo_ext = \" + str(geo_ext))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Driver: GTiff/GeoTIFF\r\n",
"Files: /notebooks/resources/gpm/gpm_1d.20190531.tif\r\n",
"Size is 1500, 700\r\n",
"Coordinate System is:\r\n",
"GEOGCS[\"WGS 84\",\r\n",
" DATUM[\"WGS_1984\",\r\n",
" SPHEROID[\"WGS 84\",6378137,298.2572326660159,\r\n",
" AUTHORITY[\"EPSG\",\"7030\"]],\r\n",
" AUTHORITY[\"EPSG\",\"6326\"]],\r\n",
" PRIMEM[\"Greenwich\",0],\r\n",
" UNIT[\"degree\",0.0174532925199433],\r\n",
" AUTHORITY[\"EPSG\",\"4326\"]]\r\n",
"Origin = (-180.000000000000000,10.000000000000000)\r\n",
"Pixel Size = (0.100000000000000,-0.100000000000000)\r\n",
"Metadata:\r\n",
" AREA_OR_POINT=Area\r\n",
" TIFFTAG_DATETIME=2019:06:01 13:35:13\r\n",
" TIFFTAG_DOCUMENTNAME=/NRTPUB/imerg/gis/2019/05/3B-HHR-L.MS.MRG.3IMERG.20190531-S233000-E235959.1410.V06B.1day.tif\r\n",
" TIFFTAG_IMAGEDESCRIPTION=DOI=10.5067/GPM/IMERG/3B-HH-L/06 DOIauthority=http://dx.doi.org/ DOIshortName=3IMERGHH_LATE Unit=0.1(mm) ScaleFactor=10\r\n",
" TIFFTAG_RESOLUTIONUNIT=2 (pixels/inch)\r\n",
" TIFFTAG_SOFTWARE=IDL 8.7.2, Harris Geospatial Solutions, Inc.\r\n",
" TIFFTAG_XRESOLUTION=100\r\n",
" TIFFTAG_YRESOLUTION=100\r\n",
"Image Structure Metadata:\r\n",
" COMPRESSION=LZW\r\n",
" INTERLEAVE=BAND\r\n",
"Corner Coordinates:\r\n",
"Upper Left (-180.0000000, 10.0000000) (180d 0' 0.00\"W, 10d 0' 0.00\"N)\r\n",
"Lower Left (-180.0000000, -60.0000000) (180d 0' 0.00\"W, 60d 0' 0.00\"S)\r\n",
"Upper Right ( -30.0000000, 10.0000000) ( 30d 0' 0.00\"W, 10d 0' 0.00\"N)\r\n",
"Lower Right ( -30.0000000, -60.0000000) ( 30d 0' 0.00\"W, 60d 0' 0.00\"S)\r\n",
"Center (-105.0000000, -25.0000000) (105d 0' 0.00\"W, 25d 0' 0.00\"S)\r\n",
"Band 1 Block=1500x2 Type=UInt16, ColorInterp=Gray\r\n"
]
}
],
"source": [
"!gdalinfo '/notebooks/resources/gpm/gpm_1d.20190531.tif'"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/bin/sh: 1: gdal_edit: not found\r\n"
]
}
],
"source": [
"!gdal_edit -colorinterp_1 alpha /notebooks/resources/gpm/gpm_1d.20190531.tif"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"# Choose colormap\n",
"cmap = pl.cm.RdBu\n",
"\n",
"# Get the colormap colors\n",
"my_cmap = cmap(np.arange(cmap.N))\n",
"\n",
"# Set alpha\n",
"my_cmap[:,-1] = np.linspace(0, 1, cmap.N)\n",
"\n",
"# Create new colormap\n",
"my_cmap = ListedColormap(my_cmap)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"scrolled": false
},
"outputs": [
{
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',
                    [[-60.0, -30.0], [10.0, -180.0]],
                    {
  "alt": "",
  "className": "",
  "crossOrigin": false,
  "errorOverlayUrl": "",
  "interactive": false,
  "opacity": 0.7,
  "zIndex": 1
}
                    ).addTo(map_17fbb69bbf634ddfabf3c4fba4e35d1a);
            
    
        var marker_c7100f60d6674f318ecdccc4b7e7d0d6 = L.marker(
            [-60.0, -30.0],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_17fbb69bbf634ddfabf3c4fba4e35d1a);
        
    
            var popup_ff08d647da8b43af8519f4bcd38ce751 = L.popup({maxWidth: '100%'
            
            });

            
                var html_4bfe3a2be9c14c0b99eafc85d4fb2023 = $(`<div id="html_4bfe3a2be9c14c0b99eafc85d4fb2023" style="width: 100.0%; height: 100.0%;">[-60.0, -30.0]</div>`)[0];
                popup_ff08d647da8b43af8519f4bcd38ce751.setContent(html_4bfe3a2be9c14c0b99eafc85d4fb2023);
            

            marker_c7100f60d6674f318ecdccc4b7e7d0d6.bindPopup(popup_ff08d647da8b43af8519f4bcd38ce751)
            ;

            
        
    
        marker_c7100f60d6674f318ecdccc4b7e7d0d6.bindTooltip(
            `<div>`
            + `[-60.0, -30.0]` + `</div>`,
            {"sticky": true}
        );
        
    
        var marker_4c9f806ba29b47f796e64f39df6dc5de = L.marker(
            [10.0, -180.0],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_17fbb69bbf634ddfabf3c4fba4e35d1a);
        
    
            var popup_4d6228b9a93849d0ad84f7159bb70c38 = L.popup({maxWidth: '100%'
            
            });

            
                var html_cf9051bb87f94546ae12db1e54b8ac73 = $(`<div id="html_cf9051bb87f94546ae12db1e54b8ac73" style="width: 100.0%; height: 100.0%;">[10.0, -180.0]</div>`)[0];
                popup_4d6228b9a93849d0ad84f7159bb70c38.setContent(html_cf9051bb87f94546ae12db1e54b8ac73);
            

            marker_4c9f806ba29b47f796e64f39df6dc5de.bindPopup(popup_4d6228b9a93849d0ad84f7159bb70c38)
            ;

            
        
    
        marker_4c9f806ba29b47f796e64f39df6dc5de.bindTooltip(
            `<div>`
            + `[10.0, -180.0]` + `</div>`,
            {"sticky": true}
        );
        
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
],
"text/plain": [
"<folium.folium.Map at 0x7f5657707908>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m = folium.Map(\n",
" location = [-22, -114]\n",
" , zoom_start = 2\n",
" , control_scale = True \n",
" , tiles = 'Stamen Terrain'\n",
")\n",
"\n",
"data = matplotlib.pyplot.imread(image)\n",
"\n",
"# Image bounds on the map in the form\n",
"# [[lat_min, lon_min], [lat_max, lon_max]]\n",
"m.add_child(raster_layers.ImageOverlay(\n",
" data\n",
" , opacity = 0.7\n",
" , bounds = [ext[2], ext[0]]\n",
" , mercator_project = True\n",
"# , colormap = lambda x: (1, 0, 0, x)\n",
"# , colormap = colorcet.cm.bmw\n",
" , colormap = my_cmap\n",
")\n",
" )\n",
"\n",
"folium.Marker(\n",
" ext[2]\n",
" , popup = str(ext[2])\n",
" , tooltip = str(ext[2])\n",
").add_to(m)\n",
"\n",
"folium.Marker(\n",
" ext[0]\n",
" , popup = str(ext[0])\n",
" , tooltip = str(ext[0])\n",
").add_to(m)\n",
"\n",
"m"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"vars(m)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"print(data)\n",
"print(data.shape)\n",
"# data = data.transpose()\n",
"# print(data)\n",
"# print(data.shape)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# First: read the geotiff image with GDAL.\n",
"from osgeo import gdal, osr\n",
"\n",
"gdal.UseExceptions()\n",
"\n",
"ds = gdal.Open(image)\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": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(0, 0, 0, 0)\n"
]
}
],
"source": [
"q = lambda x: (0, 0, 0, 0)\n",
"print(q(0))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(0.72312, 0.11873, 1.0, 1.0)\n",
"(0.72312, 0.11873, 1.0)\n",
"<matplotlib.colors.LinearSegmentedColormap object at 0x7f56700d3278>\n"
]
}
],
"source": [
"cmap = colorcet.cm.bmw\n",
"\n",
"rgba = cmap(0.5)\n",
"print(rgba) # (0.99807766255210428, 0.99923106502084169, 0.74602077638401709, 1.0\n",
"print(rgba[:-1])\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f5657b8f0b8>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pylab as pl\n",
"from matplotlib.colors import ListedColormap\n",
"\n",
"# Random data\n",
"data1 = np.random.random((4,4))\n",
"\n",
"# Choose colormap\n",
"cmap = pl.cm.RdBu\n",
"\n",
"# Get the colormap colors\n",
"my_cmap = cmap(np.arange(cmap.N))\n",
"\n",
"# Set alpha\n",
"my_cmap[:,-1] = np.linspace(0, 1, cmap.N)\n",
"\n",
"# Create new colormap\n",
"my_cmap = ListedColormap(my_cmap)\n",
"\n",
"pl.figure()\n",
"pl.subplot(121)\n",
"pl.pcolormesh(data1, cmap=pl.cm.RdBu)\n",
"pl.colorbar()\n",
"\n",
"pl.subplot(122)\n",
"pl.pcolormesh(data1, cmap=my_cmap)\n",
"pl.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[0.0000e+00 0.0000e+00 0.0000e+00 1.0000e+00]\n",
" [2.7065e-02 2.1430e-05 0.0000e+00 1.0000e+00]\n",
" [5.2054e-02 7.4728e-05 0.0000e+00 1.0000e+00]\n",
" ...\n",
" [1.0000e+00 9.9953e-01 8.7115e-01 1.0000e+00]\n",
" [1.0000e+00 9.9989e-01 9.3683e-01 1.0000e+00]\n",
" [1.0000e+00 1.0000e+00 1.0000e+00 1.0000e+00]]\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f56577f6780>"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Choose colormap\n",
"cmap = colorcet.cm.fire\n",
"\n",
"# Get the colormap colors\n",
"my_cmap = cmap(np.arange(cmap.N))\n",
"\n",
"print(my_cmap)\n",
"\n",
"# Set alpha\n",
"my_cmap[:,-1] = np.linspace(0, 1, cmap.N)\n",
"\n",
"# Create new colormap\n",
"my_cmap = ListedColormap(my_cmap)\n",
"\n",
"pl.figure()\n",
"pl.subplot(121)\n",
"pl.pcolormesh(data1, cmap=colorcet.cm.fire)\n",
"pl.colorbar()\n",
"\n",
"pl.subplot(122)\n",
"pl.pcolormesh(data1, cmap=my_cmap)\n",
"pl.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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