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Created February 18, 2020 20:52
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q_350771_68792.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "q_350771_68792.ipynb",
"provenance": [],
"authorship_tag": "ABX9TyMH8qMOYJ3iJZioqeVgT5n5",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/jdbcode/f4d56d72f7fc5beeaa3859999b1f5c3d/q_350771_68792.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "7zpOTzztnZTf",
"colab_type": "text"
},
"source": [
"Regarding GIS Stack Exchange question: https://gis.stackexchange.com/q/350771/68792\n",
"\n",
"How to use `ee.Image.sampleRectangle()` to transfer 2-D image array to Python and convert to 2-D numpy array."
]
},
{
"cell_type": "code",
"metadata": {
"id": "ptVhSCl9fi51",
"colab_type": "code",
"colab": {}
},
"source": [
"import ee\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"ee.Authenticate()\n",
"ee.Initialize()"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "e_8GOUdEfpZ7",
"colab_type": "code",
"colab": {}
},
"source": [
"# Define an image.\n",
"img = ee.Image('LANDSAT/LC08/C01/T1_SR/LC08_038029_20180810') \\\n",
" .select(['B4', 'B5', 'B6'])\n",
"\n",
"# Define an area of interest.\n",
"aoi = ee.Geometry.Polygon(\n",
" [[[-110.8, 44.7],\n",
" [-110.8, 44.6],\n",
" [-110.6, 44.6],\n",
" [-110.6, 44.7]]], None, False)\n",
"\n",
"# Get 2-d pixel array for AOI - returns feature with 2-D pixel array as property per band.\n",
"band_arrs = img.sampleRectangle(region=aoi)\n",
"\n",
"# Get individual band arrays.\n",
"band_arr_b4 = band_arrs.get('B4')\n",
"band_arr_b5 = band_arrs.get('B5')\n",
"band_arr_b6 = band_arrs.get('B6')"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "0W3zt32QgKwQ",
"colab_type": "code",
"outputId": "e4e8b4bd-ce20-4b27-9f5f-437d8f1f1e8b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 68
}
},
"source": [
"# Transfer the arrays from server to client and cast as np array.\n",
"np_arr_b4 = np.array(band_arr_b4.getInfo())\n",
"np_arr_b5 = np.array(band_arr_b5.getInfo())\n",
"np_arr_b6 = np.array(band_arr_b6.getInfo())\n",
"print(np_arr_b4.shape)\n",
"print(np_arr_b5.shape)\n",
"print(np_arr_b6.shape)"
],
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"text": [
"(373, 531)\n",
"(373, 531)\n",
"(373, 531)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "jQwZ0kFBjdrh",
"colab_type": "code",
"outputId": "e9dee1a1-6427-43a9-89c3-c446ec108a4c",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 68
}
},
"source": [
"# Expand the dimensions of the images so they can be concatenated into 3-D.\n",
"np_arr_b4 = np.expand_dims(np_arr_b4, 2)\n",
"np_arr_b5 = np.expand_dims(np_arr_b5, 2)\n",
"np_arr_b6 = np.expand_dims(np_arr_b6, 2)\n",
"print(np_arr_b4.shape)\n",
"print(np_arr_b5.shape)\n",
"print(np_arr_b6.shape)"
],
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"text": [
"(373, 531, 1)\n",
"(373, 531, 1)\n",
"(373, 531, 1)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "fegeWgY_kQVH",
"colab_type": "code",
"outputId": "400a0f58-ad7a-4e8e-e5be-bae2036dfa60",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"# Stack the individual bands to make a 3-D array.\n",
"rgb_img = np.concatenate((np_arr_b6, np_arr_b5, np_arr_b4), 2)\n",
"print(rgb_img.shape)"
],
"execution_count": 11,
"outputs": [
{
"output_type": "stream",
"text": [
"(373, 531, 3)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "SrrkpQrgiAXn",
"colab_type": "code",
"outputId": "7b7da793-98dc-41f1-c473-1b1a9e405ebc",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 269
}
},
"source": [
"# Scale the data to [0, 255] to show as an RGB image.\n",
"rgb_img_test = (255*((rgb_img - 100)/3500)).astype('uint8')\n",
"plt.imshow(rgb_img_test)\n",
"plt.show() "
],
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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hZ4ZlkQh9T1k5DIYtUyIrZT4J2GwoCuWGGxCvKpMDz2i7om8zy6qjeRDwBcgVz7fWc6Tf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gVpGn10r5CGPKaKXRRTgeM9nWoEjywhRgdJlJV/bIWCq/+jAUHtPS+iX27E2e3Q3cu3gb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\n8qQ1gLKtycjWCCfqKkQlQxvqwKEkxY2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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
}
]
}
@hibajamal
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What could be the reason for getting this output when the input image has been changed, and the bands kept the same:
image

@jdbcode
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jdbcode commented May 28, 2020

Did you also update the aoi geometry? It might be that the region of pixels that you are grabbing (based on the aoi) are outside of the image or its valid pixels. (?)

@hibajamal
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Thanks so much for replying. Yeah, I did. I updated it for a specific lat and long value, and my region is a square on that lat, long (attaching code). Does it have something to do with the bands? Sorry for the questions rookie here!
image

@jdbcode
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jdbcode commented May 28, 2020

Ahhh, I think I see the problem. My example uses the SR image product and you are using TOA. The SR images are scaled by 10,000, so you need to change the line that defines rgb_img_test to:

rgb_img_test = (255*(rgb_img/0.35)).astype('uint8')

@hibajamal
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Got it, it worked. Thank you so much!!!

@jdbcode
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jdbcode commented May 28, 2020

Happy to hear!

@hibajamal
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Hey, incredibly sorry for bothering you again but, is there any way to set a scale or maxPixels parameter during (or after) the extraction of band values in sampleRectangle()?
It's just that I for a couple of regions and images, I keep getting the too many pixels error, and am out of ways to fix it. Help please (again, sorry).
image

@jdbcode
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jdbcode commented Jun 4, 2020

Hi @hibajamal

That is a limitation of the function. The only way to get around it is to make a smaller rectangle or resample the image to have larger pixels like this:

band_arrs = img.reproject(crs=img.projection().crs(), scale=100).sampleRectangle(region=aoi)

@hibajamal
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Thanks so much for the response, I tried limiting the size by fixing a small rectangle and now this, adding a high scale but that leads to giving a completely white image, or if the rectangle is too small, then a black image (since i kept defaultValue=0 in sampleRectangle).

@hibajamal
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Hey, @jdbcode,
Also, will rgb_img_test have to be changed or scaled according to the scale in img.reproject or not? Sorry I am just trying figure out why the output image looks like this (it is also the median of an image collection if that matters):
image

@oscmansan
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oscmansan commented Jun 25, 2020

Thanks for the gist! Do you have any idea why if I use the COPERNICUS/S2_SR dataset sampleRectangle() returns a single pixel? I am sampling a region of 1000x1000 m and the resolution of the bands is 10 m, so I was expecting 100x100 pixels.

Here's my code:

collection = ee.ImageCollection('COPERNICUS/S2_SR')
collection = collection.filterDate('2020-01-01', '2020-01-30')
collection = collection.filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 20))
collection = collection.map(maskS2clouds)

image = collection.mean()

region = ee.Geometry.Point(83.277, 17.7009).buffer(1000).bounds()
patch = image.sampleRectangle(region)
plt.imshow(np.dstack(([patch.get(b).getInfo() for b in ['B4', 'B3', 'B2']])))

@jdbcode
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jdbcode commented Jun 26, 2020

Image composites (collection.mean()) have a default projection of WGS84 with 1-degree scale and since the region is less than 1 degree, only a single pixel is returned. Set the projection of the mean composite manually with setDefaultProjection(). See suggested code edits for possible solution (untested).

region = ee.Geometry.Point(83.277, 17.7009).buffer(1000).bounds() # <-- move above collection def
collection = ee.ImageCollection('COPERNICUS/S2_SR')
collection = collection.filterBounds(region) # <-- filter by region intersection
collection = collection.filterDate('2020-01-01', '2020-01-30')
collection = collection.filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 20))
collection = collection.map(maskS2clouds)

proj = collection.first().projection() # <-- get the projection of an image
image = collection.mean().setDefaultProjection(proj); # <--set projection of the composite

patch = image.sampleRectangle(region)
plt.imshow(np.dstack(([patch.get(b).getInfo() for b in ['B4', 'B3', 'B2']])))

@oscmansan
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Thanks a lot @jdbcode! I didn't know about the default projection of image composites. Actually, I don't even need a composite, I just want to sample an image from that region (e.g. the most recent pass). So I fixed my code as follows:

collection = ee.ImageCollection('COPERNICUS/S2_SR')
collection = collection.filterDate('2017-03-28', '2020-06-27')
collection = collection.filter(ee.Filter.lt('CLOUDY_PIXEL_PERCENTAGE', 20))
collection = collection.map(maskS2clouds)

region = ee.Geometry.Point(7.411762, 43.725962).buffer(1000).bounds()
image = collection.filterBounds(region).limit(1, 'system:index', False).first()
bands = image.sampleRectangle(region, defaultValue=0)
patch = np.dstack(([bands.get(b).getInfo() for b in ['B4', 'B3', 'B2']]))

plt.imshow(patch/0.3)

@Mohammadreza20
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hello dear @jdbcode
I want to add a polygon (shapefile) to the array layer then add it to the base map (by contextily library) but I couldn't.
Could you help me, please?
if it not possible, how I should add just shapefile

%matplotlib inline

import pandas as pd

import geopandas as gpd

import contextily as cx

import matplotlib.pyplot as pl


band = mean2020.reproject(crs=img.projection().crs(), scale=4000)\
                    .sampleRectangle(region=aoi,defaultValue=0.0) 

band_arr = band.get('tropospheric_NO2_column_number_density')
np_arr = np.array(band_arr.getInfo())

# convert to nan
np_arr[np_arr == 0.0] = np.nan


def plot_matrix(mat, figsize, title='NO2_Iran (mol/m^2)', cmap=plt.cm.get_cmap("rainbow")):
    

    plt.figure(figsize=figsize)
    ax=plt.subplot()
    
    #ax = plt.axes([0, 0.05, 0.9, 0.9 ]) #left, bottom, width, height
    #note that we are forcing width:height=1:1 here, 
    #as 0.9*8 : 0.9*8 = 1:1, the figure size is (8,8)
    #if the figure size changes, the width:height ratio here also need to be changed
    
    
    plt.imshow(mat ,interpolation='nearest', cmap=cmap,vmin=min_str,vmax=max_str)
    ax=Iran.plot(color="None", edgecolor='black')
    cx.add_basemap(ax,crs=Iran.crs.to_string())
    #ax=fig.add_subplots()
    
   
    #ax.grid(False)
    #ax.set_title(title)
    
    cax = plt.axes([0.04, 0.17, 0.05,0.2 ])

    #plt.colorbar(mappable=im, cax=cax)
    # Add colorbar, make sure to specify tick locations to match desired ticklabels
  
    #norm = mpl.colors.Normalize(vmin=min, vmax=max)  
    # creating ScalarMappable 
    #sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm) 
    #sm.set_array([]) 
    #plt.colorbar(sm,cax=cax ,ticks=np.linspace(min, max, 5))   

    #plt.savefig("C:/Users/Mohammad Reza/Desktop/NO2.png",dpi=100,quality=98,format='png')
    return ax, cax

data = np_arr
ax, cax = plot_matrix(data, (10,10))

download (1)
download

@jdbcode
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jdbcode commented Jan 25, 2021

@Mohammadreza20 If you are looking to just visualize the NO2 data with Iran state overlay in Python with matplotlib, you can do it all in server-side Earth Engine - you just transfer final visualization to Python client for plotting (regarding non-EE libraries for overlay, I'm not sure):

import ee
ee.Initialize()

import requests
from io import BytesIO
from PIL import Image
import matplotlib.pyplot as plt

# Get Iran admin boundry feature collection.
admin_poly = (ee.FeatureCollection("FAO/GAUL_SIMPLIFIED_500m/2015/level1")
  .filter(ee.Filter.eq('ADM0_NAME' , 'Iran  (Islamic Republic of)')));

# Get S5P NO2 collection.
col = (ee.ImageCollection("COPERNICUS/S5P/NRTI/L3_NO2")
  .filterBounds(admin_poly.geometry())
  .filterDate('2020-09-01', '2021-01-01')
  .select('tropospheric_NO2_column_number_density'));

# Calculate S5P NO2 collection mean.
mean2020 = col.mean();

# Reproject the data.
band = mean2020.reproject(**{'crs': col.first().projection().crs(), 'scale': 4000})

# Convert NO2 data to RGB visualization.
vis_img = band.visualize(**{
  'min': 0,
  'max': 0.000096,
  'palette': ['00007F', '002AFF', '00D4FF', '7FFF7F', 'FFD400', 'FF2A00', '7F0000']
});

# Convert Iran admin boundry feature collection to a raster w/ state outlines.
admin_raster = (ee.Image().byte().paint(**{
  'featureCollection': admin_poly,
  'color': '000000',
  'width': 2
}))

# Overlay the Iran raster state outlines on the NO2 visualization.
vis_img = vis_img.blend(admin_raster).clipToCollection(admin_poly)

# Get final visualization thumbnail URL.
url = vis_img.getThumbURL({'dimensions': 1024, 'region': admin_poly.geometry()})

# Get image content from the URL.
response = requests.get(url)
img = Image.open(BytesIO(response.content))

# Plot the image with matplotlib.
plt.imshow(img)
plt.show()

image

@Mohammadreza20
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@Mohammadreza20 If you are looking to just visualize the NO2 data with Iran state overlay in Python with matplotlib, you can do it all in server-side Earth Engine - you just transfer final visualization to Python client for plotting (regarding non-EE libraries for overlay, I'm not sure):

import ee
ee.Initialize()

import requests
from io import BytesIO
from PIL import Image
import matplotlib.pyplot as plt

# Get Iran admin boundry feature collection.
admin_poly = (ee.FeatureCollection("FAO/GAUL_SIMPLIFIED_500m/2015/level1")
  .filter(ee.Filter.eq('ADM0_NAME' , 'Iran  (Islamic Republic of)')));

# Get S5P NO2 collection.
col = (ee.ImageCollection("COPERNICUS/S5P/NRTI/L3_NO2")
  .filterBounds(admin_poly.geometry())
  .filterDate('2020-09-01', '2021-01-01')
  .select('tropospheric_NO2_column_number_density'));

# Calculate S5P NO2 collection mean.
mean2020 = col.mean();

# Reproject the data.
band = mean2020.reproject(**{'crs': col.first().projection().crs(), 'scale': 4000})

# Convert NO2 data to RGB visualization.
vis_img = band.visualize(**{
  'min': 0,
  'max': 0.000096,
  'palette': ['00007F', '002AFF', '00D4FF', '7FFF7F', 'FFD400', 'FF2A00', '7F0000']
});

# Convert Iran admin boundry feature collection to a raster w/ state outlines.
admin_raster = (ee.Image().byte().paint(**{
  'featureCollection': admin_poly,
  'color': '000000',
  'width': 2
}))

# Overlay the Iran raster state outlines on the NO2 visualization.
vis_img = vis_img.blend(admin_raster).clipToCollection(admin_poly)

# Get final visualization thumbnail URL.
url = vis_img.getThumbURL({'dimensions': 1024, 'region': admin_poly.geometry()})

# Get image content from the URL.
response = requests.get(url)
img = Image.open(BytesIO(response.content))

# Plot the image with matplotlib.
plt.imshow(img)
plt.show()

image

Hi dear @jdbcode
I do not know how to thank you, I have always done my job with your help and great tips, whether on GateHub or other sites, you answer everyone's questions very well and honestly,

I wrote more than a hundred lines of code to reach the result you wrote :)))))

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