From 51d885f05d708447036300db3bf0984c98a6fb22 Mon Sep 17 00:00:00 2001 From: Gabzgit Date: Wed, 18 Nov 2020 22:47:35 +0000 Subject: [PATCH 1/2] Add GA GEE nb --- .../Combine_GEE_and_GA_data.ipynb | 896 ++++++++++++++++++ 1 file changed, 896 insertions(+) create mode 100644 Frequently_used_code/Combine_GEE_and_GA_data.ipynb diff --git a/Frequently_used_code/Combine_GEE_and_GA_data.ipynb b/Frequently_used_code/Combine_GEE_and_GA_data.ipynb new file mode 100644 index 000000000..dffc10b33 --- /dev/null +++ b/Frequently_used_code/Combine_GEE_and_GA_data.ipynb @@ -0,0 +1,896 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Combine data from Google Earth Engine (GEE) and Geoscience Australia (GA) \n", + "\n", + "* **Compatability:** Notebook currently compatible with the `DEA Sandbox` environment\n", + "* **Products used:** \n", + "[wofs_annual_summary](https://explorer.sandbox.dea.ga.gov.au/wofs_annual_summary)\n", + "[USGS Landsat 8 Surface Reflectance Tier 1](https://developers.google.com/earth-engine/datasets/catalog/LANDSAT_LC08_C01_T1_SR)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Background\n", + "GEE is a geospatial processing service. It has the option to be run through it's online JavaScript Code Editor, or can be accessed in python platforms such as Colab and Jupyter Notebooks. GEE provides access to many different datasets, climate data, PALSAR and MODIS (https://developers.google.com/earth-engine/datasets/catalog) which can be combined with data from DEA. \n", + "\n", + "To get started with GEE these links may help:\n", + "- User guides: https://developers.google.com/earth-engine/guides\n", + "- Get started using GEE with python: https://colab.research.google.com/github/google/earthengine-api/blob/master/python/examples/ipynb/ee-api-colab-setup.ipynb" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Description\n", + "This notebook demonstrates how to access data stored in GEE. For simplicity we will access Landsat. \n", + "\n", + "1. Load python packages\n", + "2. Connect to datacube\n", + "3. Connect to GEE API\n", + "4. Load GEE image\n", + "5. Convert GEE image to numpy array\n", + "6. Load GA image\n", + "\n", + "***\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load packages\n", + "Import Python packages that are used for the analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import ee\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import sys\n", + "import folium\n", + "import datacube\n", + "\n", + "sys.path.append(\"../Scripts\")\n", + "from dea_plotting import rgb" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Connect to the datacube\n", + "\n", + "Connect to the datacube so we can access DEA data.\n", + "The `app` parameter is a unique name for the analysis which is based on the notebook file name." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "dc = datacube.Datacube(app='gee')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Connect to the GEE API\n", + "Run `ee.Initialize` to initialize it access to thr Earth Engine servers." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "ee.Initialize()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load Imagery" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Define parameters " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Define parameters\n", + "\n", + "# Dates\n", + "# NOTE: GEE dates are inclusive and GA are exclusive on the end date\n", + "start = '2018-01-01'\n", + "end_ga = '2018-12-31'\n", + "end_gee = '2019-01-01'\n", + "\n", + "# Set the central latitude and longitude\n", + "central_lat = -35.555439 \n", + "central_lon = 138.886889" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Set the buffer to load around the central coordinates\n", + "buffer = 0.05 # must be small for .sampleRectangle() to work\n", + "\n", + "# Compute the bounding box for the study area\n", + "study_area_lat = (central_lat - buffer, central_lat + buffer)\n", + "study_area_lon = (central_lon - buffer, central_lon + buffer)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load GEE imagery\n", + "\n", + "To load imagery from GEE generally you will need to:\n", + "- define an area of interest and pass to `filterBounds`\n", + "- define a time period of interest and pass to `filterDate`\n", + "- filter on metadata (commonly cloud cover)\n", + "- select bands of interest\n", + "- reproject\n", + "\n", + "Imagery without a set projection will be called in WGS 94. Landsat pixels in GEE have ar 30m in length, compared to Landsat pixels in GA.\n", + "\n", + ">**Note**: All options for how to manipulate GEE objects can be found here https://developers.google.com/earth-engine/apidocs" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Define an area of interest.\n", + "aoi = ee.Geometry.Polygon(\n", + " [[[study_area_lon[0], study_area_lat[0]],\n", + " [study_area_lon[0], study_area_lat[1]],\n", + " [study_area_lon[1], study_area_lat[1]],\n", + " [study_area_lon[1], study_area_lat[0]]]], None, False)\n", + "\n", + "# Filter collection to get desired image\n", + "img = ee.ImageCollection(\"LANDSAT/LC08/C01/T1_SR\")\\\n", + " .filterBounds(aoi)\\\n", + " .filterDate(start,end_gee)\\\n", + " .filter(ee.Filter.lt('CLOUD_COVER',5))\\\n", + " .select(['B4', 'B3', 'B2'])\\\n", + " .first()\\\n", + " .reproject('EPSG:3577',None,25)\\" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Convert GEE image into a numpy array\n", + "\n", + "The image returned to us is an ee.Image object. To integrate this with GA imagery, we need to convert the image object into an xarray." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(464, 387, 3)\n" + ] + } + ], + "source": [ + "# 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('B2') #B2\n", + "band_arr_b5 = band_arrs.get('B3') #B3\n", + "band_arr_b6 = band_arrs.get('B4') #B4\n", + "\n", + "# 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", + "\n", + "# 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", + "\n", + "# 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)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Display new numpy array" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Scale the data to [0, 255] to show as an RGB image.\n", + "rgb_img_test = (255*((rgb_img - 100)/3000)).astype('uint8')\n", + "\n", + "plt.imshow(rgb_img_test)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Display a single band\n", + "plt.imshow(rgb_img[:,:,0])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load GA data" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Load wofs_annual_summary\n", + "wofs = dc.load(\n", + " product=['wofs_annual_summary'],\n", + " x= study_area_lon,\n", + " y= study_area_lat,\n", + " time=(start, end_ga),\n", + " output_crs='EPSG:3577',\n", + " resolution=(-25,25),\n", + " resampling='cubic'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
<xarray.Dataset>\n",
+       "Dimensions:      (time: 1, x: 387, y: 464)\n",
+       "Coordinates:\n",
+       "  * time         (time) datetime64[ns] 2018-01-01\n",
+       "  * y            (y) float64 -3.895e+06 -3.895e+06 ... -3.906e+06 -3.906e+06\n",
+       "  * x            (x) float64 6.185e+05 6.185e+05 ... 6.281e+05 6.281e+05\n",
+       "    spatial_ref  int32 3577\n",
+       "Data variables:\n",
+       "    count_wet    (time, y, x) int16 0 0 0 0 0 0 0 0 ... 13 14 14 14 14 14 15 16\n",
+       "    count_clear  (time, y, x) int16 20 20 20 20 20 20 19 ... 14 14 14 14 15 16\n",
+       "    frequency    (time, y, x) float32 0.0 0.0 0.0 0.0 0.0 ... 1.0 1.0 1.0 1.0\n",
+       "Attributes:\n",
+       "    crs:           EPSG:3577\n",
+       "    grid_mapping:  spatial_ref
" + ], + "text/plain": [ + "\n", + "Dimensions: (time: 1, x: 387, y: 464)\n", + "Coordinates:\n", + " * time (time) datetime64[ns] 2018-01-01\n", + " * y (y) float64 -3.895e+06 -3.895e+06 ... -3.906e+06 -3.906e+06\n", + " * x (x) float64 6.185e+05 6.185e+05 ... 6.281e+05 6.281e+05\n", + " spatial_ref int32 3577\n", + "Data variables:\n", + " count_wet (time, y, x) int16 0 0 0 0 0 0 0 0 ... 13 14 14 14 14 14 15 16\n", + " count_clear (time, y, x) int16 20 20 20 20 20 20 19 ... 14 14 14 14 15 16\n", + " frequency (time, y, x) float32 0.0 0.0 0.0 0.0 0.0 ... 1.0 1.0 1.0 1.0\n", + "Attributes:\n", + " crs: EPSG:3577\n", + " grid_mapping: spatial_ref" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wofs" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Display wofs data\n", + "plt.imshow(np.array(wofs['count_wet'][0,:,:]))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### The imagery should now be comparable" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pri" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'GEE Satellite Imagery')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Display imagery side-by-side\n", + "f, (ax1, ax2) = plt.subplots(1,2)\n", + "ax1.imshow(np.array(wofs['count_wet'][0,:,:]))\n", + "ax1.set_title('DEA Wofs')\n", + "ax2.imshow(rgb_img[:,:,0])\n", + "ax2.set_title('GEE Satellite Imagery')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***\n", + "\n", + "## Additional information\n", + "\n", + "**License:** The code in this notebook is licensed under the [Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0). \n", + "Digital Earth Australia data is licensed under the [Creative Commons by Attribution 4.0](https://creativecommons.org/licenses/by/4.0/) license.\n", + "\n", + "**Contact:** If you need assistance, please post a question on the [Open Data Cube Slack channel](http://slack.opendatacube.org/) or on the [GIS Stack Exchange](https://gis.stackexchange.com/questions/ask?tags=open-data-cube) using the `open-data-cube` tag (you can view previously asked questions [here](https://gis.stackexchange.com/questions/tagged/open-data-cube)).\n", + "If you would like to report an issue with this notebook, you can file one on [Github](https://github.com/GeoscienceAustralia/dea-notebooks).\n", + "\n", + "**Last modified:** May 2020\n", + "\n", + "**Compatible datacube version:** " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.8.3\n" + ] + } + ], + "source": [ + "print(datacube.__version__)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Tags\n", + "Browse all available tags on the DEA User Guide's [Tags Index](https://docs.dea.ga.gov.au/genindex.html)" + ] + }, + { + "cell_type": "raw", + "metadata": { + "raw_mimetype": "text/restructuredtext" + }, + "source": [ + "**Tags**: :index:`sandbox compatible`, :index:`wofs`, :index:`landsat 8`" + ] + } + ], + "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": "3.6.9" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 69890790d24b0b32b780aeb2566e5af36f8338f3 Mon Sep 17 00:00:00 2001 From: Gabzgit Date: Thu, 3 Dec 2020 04:09:26 +0000 Subject: [PATCH 2/2] Add Sentinel 1 --- .../Combine_GEE_and_GA_data.ipynb | 771 ++++++------------ 1 file changed, 267 insertions(+), 504 deletions(-) diff --git a/Frequently_used_code/Combine_GEE_and_GA_data.ipynb b/Frequently_used_code/Combine_GEE_and_GA_data.ipynb index dffc10b33..d5f349f7b 100644 --- a/Frequently_used_code/Combine_GEE_and_GA_data.ipynb +++ b/Frequently_used_code/Combine_GEE_and_GA_data.ipynb @@ -5,11 +5,11 @@ "metadata": {}, "source": [ "# Combine data from Google Earth Engine (GEE) and Geoscience Australia (GA) \n", - "\n", + "## Sentinel-1 example\n", "* **Compatability:** Notebook currently compatible with the `DEA Sandbox` environment\n", "* **Products used:** \n", "[wofs_annual_summary](https://explorer.sandbox.dea.ga.gov.au/wofs_annual_summary)\n", - "[USGS Landsat 8 Surface Reflectance Tier 1](https://developers.google.com/earth-engine/datasets/catalog/LANDSAT_LC08_C01_T1_SR)" + "[Sentinel-1 SAR GRD](https://developers.google.com/earth-engine/datasets/catalog/COPERNICUS_S1_GRD)" ] }, { @@ -21,7 +21,9 @@ "\n", "To get started with GEE these links may help:\n", "- User guides: https://developers.google.com/earth-engine/guides\n", - "- Get started using GEE with python: https://colab.research.google.com/github/google/earthengine-api/blob/master/python/examples/ipynb/ee-api-colab-setup.ipynb" + "- Get started using GEE with python: https://colab.research.google.com/github/google/earthengine-api/blob/master/python/examples/ipynb/ee-api-colab-setup.ipynb\n", + "\n", + ">**Note**: You will need a Google Earth Engine account subject to their terms and conditions (https://earthengine.google.com/terms/). [Sign up here.](https://signup.earthengine.google.com/)" ] }, { @@ -29,18 +31,73 @@ "metadata": {}, "source": [ "## Description\n", - "This notebook demonstrates how to access data stored in GEE. For simplicity we will access Landsat. \n", + "This notebook demonstrates how to access Sentinel-1 data stored in GEE and determine where water (basic water proxy for demonstration only) is present in the landscape.\n", "\n", - "1. Load python packages\n", - "2. Connect to datacube\n", - "3. Connect to GEE API\n", - "4. Load GEE image\n", - "5. Convert GEE image to numpy array\n", - "6. Load GA image\n", + "1. Install GEE API\n", + "2. Load python packages\n", + "3. Connect to datacube\n", + "4. Connect to GEE API\n", + "5. Load GEE imagery\n", + "6. Convert GEE image to numpy array\n", + "7. Load GA image\n", "\n", "***\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Install GEE API" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: earthengine-api in /env/lib/python3.6/site-packages (0.1.243)\n", + "Requirement already satisfied: six in /env/lib/python3.6/site-packages (from earthengine-api) (1.15.0)\n", + "Requirement already satisfied: httplib2shim in /env/lib/python3.6/site-packages (from earthengine-api) (0.0.3)\n", + "Requirement already satisfied: google-api-python-client>=1.12.1 in /env/lib/python3.6/site-packages (from earthengine-api) (1.12.8)\n", + "Requirement already satisfied: google-cloud-storage in /env/lib/python3.6/site-packages (from earthengine-api) (1.33.0)\n", + "Requirement already satisfied: future in /env/lib/python3.6/site-packages (from earthengine-api) (0.18.2)\n", + "Requirement already satisfied: google-auth>=1.4.1 in /env/lib/python3.6/site-packages (from earthengine-api) (1.23.0)\n", + "Requirement already satisfied: httplib2<1dev,>=0.9.2 in /env/lib/python3.6/site-packages (from earthengine-api) (0.18.1)\n", + "Requirement already satisfied: google-auth-httplib2>=0.0.3 in /env/lib/python3.6/site-packages (from earthengine-api) (0.0.4)\n", + "Requirement already satisfied: certifi in /env/lib/python3.6/site-packages (from httplib2shim->earthengine-api) (2020.6.20)\n", + "Requirement already satisfied: urllib3 in /env/lib/python3.6/site-packages (from httplib2shim->earthengine-api) (1.24.3)\n", + "Requirement already satisfied: google-api-core<2dev,>=1.21.0 in /env/lib/python3.6/site-packages (from google-api-python-client>=1.12.1->earthengine-api) (1.23.0)\n", + "Requirement already satisfied: uritemplate<4dev,>=3.0.0 in /env/lib/python3.6/site-packages (from google-api-python-client>=1.12.1->earthengine-api) (3.0.1)\n", + "Requirement already satisfied: google-resumable-media<2.0dev,>=1.0.0 in /env/lib/python3.6/site-packages (from google-cloud-storage->earthengine-api) (1.1.0)\n", + "Requirement already satisfied: google-cloud-core<2.0dev,>=1.4.1 in /env/lib/python3.6/site-packages (from google-cloud-storage->earthengine-api) (1.4.4)\n", + "Requirement already satisfied: requests<3.0.0dev,>=2.18.0 in /env/lib/python3.6/site-packages (from google-cloud-storage->earthengine-api) (2.24.0)\n", + "Requirement already satisfied: setuptools>=40.3.0 in /env/lib/python3.6/site-packages (from google-auth>=1.4.1->earthengine-api) (50.3.2)\n", + "Requirement already satisfied: rsa<5,>=3.1.4; 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python_version >= \"3.5\"->google-resumable-media<2.0dev,>=1.0.0->google-cloud-storage->earthengine-api) (2.20)\n", + "\u001b[33mWARNING: You are using pip version 20.2.4; however, version 20.3 is available.\n", + "You should consider upgrading via the '/env/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\n" + ] + } + ], + "source": [ + "!pip install earthengine-api" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -51,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -78,7 +135,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -89,16 +146,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Connect to the GEE API\n", - "Run `ee.Initialize` to initialize it access to thr Earth Engine servers." + "### Authenticate and initialize\n", + "\n", + "Run the `ee.Authenticate` function to authenticate your access to Earth Engine servers and `ee.Initialize` to initialize it. Upon running the following cell you'll be asked to grant Earth Engine access to your Google account. Follow the instructions printed to the cell." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ + "# Trigger the authentication flow.\n", + "ee.Authenticate()\n", + "\n", + "# Initialize the library.\n", "ee.Initialize()" ] }, @@ -118,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -131,13 +193,13 @@ "end_gee = '2019-01-01'\n", "\n", "# Set the central latitude and longitude\n", - "central_lat = -35.555439 \n", - "central_lon = 138.886889" + "central_lat = -35.294476\n", + "central_lon = 149.111817" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -158,18 +220,17 @@ "To load imagery from GEE generally you will need to:\n", "- define an area of interest and pass to `filterBounds`\n", "- define a time period of interest and pass to `filterDate`\n", - "- filter on metadata (commonly cloud cover)\n", "- select bands of interest\n", "- reproject\n", "\n", - "Imagery without a set projection will be called in WGS 94. Landsat pixels in GEE have ar 30m in length, compared to Landsat pixels in GA.\n", + "Imagery without a set projection will be called in WGS 94. Sentinel-1 pixels in GEE are 10m in length.\n", "\n", ">**Note**: All options for how to manipulate GEE objects can be found here https://developers.google.com/earth-engine/apidocs" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -180,76 +241,197 @@ " [study_area_lon[1], study_area_lat[1]],\n", " [study_area_lon[1], study_area_lat[0]]]], None, False)\n", "\n", - "# Filter collection to get desired image\n", - "img = ee.ImageCollection(\"LANDSAT/LC08/C01/T1_SR\")\\\n", - " .filterBounds(aoi)\\\n", - " .filterDate(start,end_gee)\\\n", - " .filter(ee.Filter.lt('CLOUD_COVER',5))\\\n", - " .select(['B4', 'B3', 'B2'])\\\n", - " .first()\\\n", - " .reproject('EPSG:3577',None,25)\\" + "# Filter image collection\n", + "img_VV_VH = (ee.ImageCollection('COPERNICUS/S1_GRD')\n", + " .filterBounds(aoi)\n", + " .filterDate(start,end_gee)\n", + " .filter(ee.Filter.listContains('transmitterReceiverPolarisation', 'VV'))\n", + " .filter(ee.Filter.eq('instrumentMode', 'IW'))\n", + " .select('VV','VH'))\n", + "\n", + "# Create a descending mean image\n", + "desc = (img_VV_VH.filter(ee.Filter.eq('orbitProperties_pass', 'DESCENDING'))\n", + " .mean())" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'type': 'Image', 'bands': [{'id': 'VV', 'data_type': {'type': 'PixelType', 'precision': 'double'}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}, {'id': 'VH', 'data_type': {'type': 'PixelType', 'precision': 'double'}, 'crs': 'EPSG:4326', 'crs_transform': [1, 0, 0, 0, 1, 0]}]}\n" + ] + } + ], + "source": [ + "print(desc.getInfo())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Convert GEE image into a numpy array\n", + "### Smooth the sentinel imagery\n", + "We have already smoothed temporally, but we will also smooth spatially. A `focal_mean` is a simple way to achieve spatial smoothing." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "# Smooth imagery and reproject for comparison with WOfS\n", + "desc = (desc.focal_mean(2,'square','pixels')\n", + " .reproject('EPSG:3577',None,25))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Display GEE imagery on a folium map" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "# Map location in lats and lons\n", + "location=[central_lat, central_lon]\n", "\n", - "The image returned to us is an ee.Image object. To integrate this with GA imagery, we need to convert the image object into an xarray." + "# How zoomed in the map is\n", + "zoom_start=12\n", + "\n", + "# Set visualization parameters.\n", + "vis_params_vh = {\n", + " 'bands':['VH'], # check which abnds here https://developers.google.com/earth-engine/datasets/catalog/COPERNICUS_S2_SR#bands\n", + " 'min': -25, # pixel value\n", + " 'max': 5 # pixel value\n", + "}\n", + "\n", + "# Set visualization parameters.\n", + "vis_params_vv = {\n", + " 'bands':['VV'], # check which abnds here https://developers.google.com/earth-engine/datasets/catalog/COPERNICUS_S2_SR#bands\n", + " 'min': -25, # pixel value\n", + " 'max': 5 # pixel value\n", + "}\n" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 30, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "(464, 387, 3)\n" - ] + "data": { + "text/html": [ + "
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "# 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", + "# Define a method for displaying Earth Engine image tiles to folium map.\n", + "def add_ee_layer(self, ee_image_object, vis_params, name):\n", + " map_id_dict = ee.Image(ee_image_object).getMapId(vis_params)\n", + " folium.raster_layers.TileLayer(\n", + " tiles = map_id_dict['tile_fetcher'].url_format,\n", + " attr = \"Map Data © Google Earth Engine\",\n", + " name = name,\n", + " overlay = True,\n", + " control = True\n", + " ).add_to(self)\n", "\n", - "# Get individual band arrays.\n", - "band_arr_b4 = band_arrs.get('B2') #B2\n", - "band_arr_b5 = band_arrs.get('B3') #B3\n", - "band_arr_b6 = band_arrs.get('B4') #B4\n", + "# Add EE drawing method to folium.\n", + "folium.Map.add_ee_layer = add_ee_layer\n", "\n", - "# 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", + "# Create a folium map object.\n", + "my_map = folium.Map(location=location, zoom_start=zoom_start, height=500)\n", + "\n", + "# Add the elevation model to the map object.\n", + "my_map.add_ee_layer(desc, vis_params_vv, 'VV mean')\n", + "my_map.add_ee_layer(desc, vis_params_vh, 'VH mean')\n", "\n", - "# 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", + "# Add a layer control panel to the map.\n", + "my_map.add_child(folium.LayerControl())\n", "\n", - "# 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)" + "# Display the map.\n", + "display(my_map)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Display new numpy array" + "### Convert GEE image into a numpy array\n", + "\n", + "The image returned to us is an ee.Image object. To integrate this with GA imagery, we need to convert the image object into an xarray." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 31, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "text/plain": [ + "array([[ -8.17993624, -8.09810977, -8.32406336, ..., -8.94029872,\n", + " -8.79841064, -8.71372661],\n", + " [ -8.56012764, -8.3265096 , -8.41476743, ..., -9.22510119,\n", + " -8.80818164, -8.64615388],\n", + " [ -9.09762002, -8.66672289, -8.47694414, ..., -9.58073663,\n", + " -8.92451141, -8.68724723],\n", + " ...,\n", + " [ -9.0552432 , -8.64589681, -8.7726917 , ..., -16.1795608 ,\n", + " -16.52191048, -16.66358195],\n", + " [ -9.3732077 , -9.14393907, -9.30630861, ..., -16.35091341,\n", + " -16.66470253, -16.84776752],\n", + " [ -9.45056971, -9.20445057, -9.31362483, ..., -16.34371691,\n", + " -16.63140374, -16.93585538]])" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get 2-d pixel array for AOI - returns feature with 2-D pixel array as property per band.\n", + "band_arrs = desc.sampleRectangle(region=aoi)\n", + "\n", + "# Get individual band arrays.\n", + "band_arr_vv = band_arrs.get('VV')\n", + "band_arr_vh = band_arrs.get('VH')\n", + "\n", + "# Transfer the arrays from server to client and cast as np array.\n", + "np_arr_vv = np.array(band_arr_vv.getInfo())\n", + "np_arr_vh = np.array(band_arr_vh.getInfo())\n", + "\n", + "# Print np_arr_vv to check\n", + "np_arr_vv" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" ] @@ -261,21 +443,19 @@ } ], "source": [ - "# Scale the data to [0, 255] to show as an RGB image.\n", - "rgb_img_test = (255*((rgb_img - 100)/3000)).astype('uint8')\n", - "\n", - "plt.imshow(rgb_img_test)\n", + "# Plot array\n", + "plt.imshow(np_arr_vh)\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -287,8 +467,14 @@ } ], "source": [ - "# Display a single band\n", - "plt.imshow(rgb_img[:,:,0])\n", + "# Calculate where water is\n", + "### NOTE: Demo thresholds only ###\n", + "vh_water = np_arr_vh < -25\n", + "vv_water = np_arr_vv < -17\n", + "s1_water = vh_water & vv_water \n", + "\n", + "# Plot array\n", + "plt.imshow(s1_water)\n", "plt.show()" ] }, @@ -301,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -319,436 +505,22 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 35, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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-       "Dimensions:      (time: 1, x: 387, y: 464)\n",
-       "Coordinates:\n",
-       "  * time         (time) datetime64[ns] 2018-01-01\n",
-       "  * y            (y) float64 -3.895e+06 -3.895e+06 ... -3.906e+06 -3.906e+06\n",
-       "  * x            (x) float64 6.185e+05 6.185e+05 ... 6.281e+05 6.281e+05\n",
-       "    spatial_ref  int32 3577\n",
-       "Data variables:\n",
-       "    count_wet    (time, y, x) int16 0 0 0 0 0 0 0 0 ... 13 14 14 14 14 14 15 16\n",
-       "    count_clear  (time, y, x) int16 20 20 20 20 20 20 19 ... 14 14 14 14 15 16\n",
-       "    frequency    (time, y, x) float32 0.0 0.0 0.0 0.0 0.0 ... 1.0 1.0 1.0 1.0\n",
-       "Attributes:\n",
-       "    crs:           EPSG:3577\n",
-       "    grid_mapping:  spatial_ref
" - ], - "text/plain": [ - "\n", - "Dimensions: (time: 1, x: 387, y: 464)\n", - "Coordinates:\n", - " * time (time) datetime64[ns] 2018-01-01\n", - " * y (y) float64 -3.895e+06 -3.895e+06 ... -3.906e+06 -3.906e+06\n", - " * x (x) float64 6.185e+05 6.185e+05 ... 6.281e+05 6.281e+05\n", - " spatial_ref int32 3577\n", - "Data variables:\n", - " count_wet (time, y, x) int16 0 0 0 0 0 0 0 0 ... 13 14 14 14 14 14 15 16\n", - " count_clear (time, y, x) int16 20 20 20 20 20 20 19 ... 14 14 14 14 15 16\n", - " frequency (time, y, x) float32 0.0 0.0 0.0 0.0 0.0 ... 1.0 1.0 1.0 1.0\n", - "Attributes:\n", - " crs: EPSG:3577\n", - " grid_mapping: spatial_ref" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "wofs" + "wofs_water = wofs['count_wet'] > 2 \n", + "wofs_water = np.array(wofs_water[0,:,:])" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -761,7 +533,7 @@ ], "source": [ "# Display wofs data\n", - "plt.imshow(np.array(wofs['count_wet'][0,:,:]))\n", + "plt.imshow(wofs_water)\n", "plt.show()" ] }, @@ -774,31 +546,22 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "pri" - ] - }, - { - "cell_type": "code", - "execution_count": 12, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0.5, 1.0, 'GEE Satellite Imagery')" + "Text(0.5, 1.0, 'S1 water (from GEE)')" ] }, - "execution_count": 12, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -812,10 +575,10 @@ "source": [ "# Display imagery side-by-side\n", "f, (ax1, ax2) = plt.subplots(1,2)\n", - "ax1.imshow(np.array(wofs['count_wet'][0,:,:]))\n", + "ax1.imshow(np.array(wofs_water))\n", "ax1.set_title('DEA Wofs')\n", - "ax2.imshow(rgb_img[:,:,0])\n", - "ax2.set_title('GEE Satellite Imagery')" + "ax2.imshow(s1_water)\n", + "ax2.set_title('S1 water (from GEE)')" ] }, { @@ -839,7 +602,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 38, "metadata": {}, "outputs": [ {