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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Welcome to Digital Earth Australia\n", | |
"\n", | |
"> This tutorial introduces the DEA Python library for working with 30 years of high resolution remote sensing data for Australia.\n", | |
"\n", | |
"- toc: false \n", | |
"- badges: true\n", | |
"- comments: true\n", | |
"- categories: [dea]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### [Digital Earth Australia](https://www.ga.gov.au/dea) (DEA) is a digital platform that offer large amounts of Earth observation data that is ready to be analysed, covering continental Australia. DEA functionality is offered using a Python module, building on top and expanding the functionality that we have seen in Numpy, Matplotlib and XArray. To access the functionality of DEA we need to import the library. Then we declare a `Datacube` object that is going to be our point of access to the DEA data collections." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Datacube<index=Index<db=PostgresDb<engine=Engine(postgresql://sandbox_reader:***@db-aurora-dea-sandbox-eks.cluster-ro-cos5zfpkso9m.ap-southeast-2.rds.amazonaws.com:5432/sandbox)>>>\n", | |
"---------------\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/env/lib/python3.6/site-packages/datacube/drivers/postgres/_connections.py:87: SADeprecationWarning: Calling URL() directly is deprecated and will be disabled in a future release. The public constructor for URL is now the URL.create() method.\n", | |
" username=username, password=password,\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"datacube.api.core.Datacube" | |
] | |
}, | |
"execution_count": 1, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"%matplotlib inline\n", | |
"\n", | |
"import datacube\n", | |
"\n", | |
"dc = datacube.Datacube(app='welcome-to-dea')\n", | |
"\n", | |
"print(dc)\n", | |
"print(\"---------------\")\n", | |
"type(dc)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Digital Earth Australia offers a catalogue of data from a range of satellite sensors that offer the most recent images all the way back to 1986. The DEA data comes from the following satellites:\n", | |
"\n", | |
"* [Landsat 5 TM](https://www.usgs.gov/land-resources/nli/landsat/landsat-5?qt-science_support_page_related_con=0#qt-science_support_page_related_con) (LS5 TM), operational between March 1984 and January 2013\n", | |
"* [Landsat 7 ETM+](https://www.usgs.gov/land-resources/nli/landsat/landsat-7?qt-science_support_page_related_con=0#qt-science_support_page_related_con) (LS7 ETM+), operational since April 1999\n", | |
"* [Landsat 8 OLI](https://www.usgs.gov/land-resources/nli/landsat/landsat-8?qt-science_support_page_related_con=0#qt-science_support_page_related_con) (LS8 OLI), operational since February 2013\n", | |
"* [Sentinel 2A MSI](https://sentinel.esa.int/web/sentinel/missions/sentinel-2) (S2A MSI), operational since June 2015\n", | |
"* [Sentinel 2B MSI](https://sentinel.esa.int/web/sentinel/missions/sentinel-2) (S2B MSI, operational since March 2017\n", | |
"\n", | |
"#### Landsat missions are jointly operated by the United States Geological Survey (USGS) and National Aeronautics and Space Administration (NASA). Sentinel missions are operated by the European Space Agency (ESA). One major difference between the two programs is the spatial resolution: each Landsat pixel represents 30 x 30 m on the ground while each Sentinel-2 pixel represents 10 x 10 m to 60 x 60 m depending on the spectral band.\n", | |
"\n", | |
"\n", | |
"\n", | |
"\n", | |
"#### The `Datacube` object that we have created has functionality attached to it. For example, we can get a list of the products available by doing:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
" vertical-align: middle;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>name</th>\n", | |
" <th>description</th>\n", | |
" <th>product_family</th>\n", | |
" <th>crs_raw</th>\n", | |
" <th>eo_gsd</th>\n", | |
" <th>label</th>\n", | |
" <th>fmask_cloud_shadow</th>\n", | |
" <th>gqa_error_message</th>\n", | |
" <th>gqa_mean_x</th>\n", | |
" <th>gqa_stddev_y</th>\n", | |
" <th>...</th>\n", | |
" <th>gqa_iterative_mean_y</th>\n", | |
" <th>landsat_product_id</th>\n", | |
" <th>gqa_iterative_stddev_xy</th>\n", | |
" <th>gqa</th>\n", | |
" <th>format</th>\n", | |
" <th>fmask_clear</th>\n", | |
" <th>crs</th>\n", | |
" <th>resolution</th>\n", | |
" <th>tile_size</th>\n", | |
" <th>spatial_dimensions</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>id</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>75</th>\n", | |
" <td>camden_insar_alos_displacement</td>\n", | |
" <td>Camden InSAR ALOS Displacement</td>\n", | |
" <td>None</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>None</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>None</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>10</th>\n", | |
" <td>fc_percentile_albers_annual</td>\n", | |
" <td>Landsat Fractional Cover percentile 25 metre, ...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>None</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>GeoTIFF</td>\n", | |
" <td>NaN</td>\n", | |
" <td>EPSG:3577</td>\n", | |
" <td>(-25, 25)</td>\n", | |
" <td>(100000.0, 100000.0)</td>\n", | |
" <td>(y, x)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>11</th>\n", | |
" <td>fc_percentile_albers_seasonal</td>\n", | |
" <td>Landsat Fractional Cover percentile 25 metre, ...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>None</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>GeoTIFF</td>\n", | |
" <td>NaN</td>\n", | |
" <td>EPSG:3577</td>\n", | |
" <td>(-25, 25)</td>\n", | |
" <td>(100000.0, 100000.0)</td>\n", | |
" <td>(y, x)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>115</th>\n", | |
" <td>ga_ls5t_ard_3</td>\n", | |
" <td>Geoscience Australia Landsat 5 Thematic Mapper...</td>\n", | |
" <td>ard</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>None</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>None</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>148</th>\n", | |
" <td>ga_ls7e_ard_3</td>\n", | |
" <td>Geoscience Australia Landsat 7 Enhanced Themat...</td>\n", | |
" <td>ard</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>None</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>None</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>...</th>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" <td>...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>24</th>\n", | |
" <td>wofs_annual_summary</td>\n", | |
" <td>Water Observations from Space Annual Statistics</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>None</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>GeoTIFF</td>\n", | |
" <td>NaN</td>\n", | |
" <td>EPSG:3577</td>\n", | |
" <td>(-25, 25)</td>\n", | |
" <td>(100000.0, 100000.0)</td>\n", | |
" <td>(y, x)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>25</th>\n", | |
" <td>wofs_apr_oct_summary</td>\n", | |
" <td>Water Observations from Space April to October...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>None</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>GeoTIFF</td>\n", | |
" <td>NaN</td>\n", | |
" <td>EPSG:3577</td>\n", | |
" <td>(-25, 25)</td>\n", | |
" <td>(100000.0, 100000.0)</td>\n", | |
" <td>(y, x)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>22</th>\n", | |
" <td>wofs_filtered_summary</td>\n", | |
" <td>Water Observations from Space Statistics confi...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>None</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>GeoTIFF</td>\n", | |
" <td>NaN</td>\n", | |
" <td>EPSG:3577</td>\n", | |
" <td>(-25, 25)</td>\n", | |
" <td>(100000.0, 100000.0)</td>\n", | |
" <td>(y, x)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>26</th>\n", | |
" <td>wofs_nov_mar_summary</td>\n", | |
" <td>Water Observations from Space November to Marc...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>None</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>GeoTIFF</td>\n", | |
" <td>NaN</td>\n", | |
" <td>EPSG:3577</td>\n", | |
" <td>(-25, 25)</td>\n", | |
" <td>(100000.0, 100000.0)</td>\n", | |
" <td>(y, x)</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>23</th>\n", | |
" <td>wofs_summary</td>\n", | |
" <td>Water Observations from Space Statistics</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>None</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>...</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>NaN</td>\n", | |
" <td>GeoTIFF</td>\n", | |
" <td>NaN</td>\n", | |
" <td>EPSG:3577</td>\n", | |
" <td>(-25, 25)</td>\n", | |
" <td>(100000.0, 100000.0)</td>\n", | |
" <td>(y, x)</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"<p>65 rows × 52 columns</p>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" name \\\n", | |
"id \n", | |
"75 camden_insar_alos_displacement \n", | |
"10 fc_percentile_albers_annual \n", | |
"11 fc_percentile_albers_seasonal \n", | |
"115 ga_ls5t_ard_3 \n", | |
"148 ga_ls7e_ard_3 \n", | |
".. ... \n", | |
"24 wofs_annual_summary \n", | |
"25 wofs_apr_oct_summary \n", | |
"22 wofs_filtered_summary \n", | |
"26 wofs_nov_mar_summary \n", | |
"23 wofs_summary \n", | |
"\n", | |
" description product_family \\\n", | |
"id \n", | |
"75 Camden InSAR ALOS Displacement None \n", | |
"10 Landsat Fractional Cover percentile 25 metre, ... NaN \n", | |
"11 Landsat Fractional Cover percentile 25 metre, ... NaN \n", | |
"115 Geoscience Australia Landsat 5 Thematic Mapper... ard \n", | |
"148 Geoscience Australia Landsat 7 Enhanced Themat... ard \n", | |
".. ... ... \n", | |
"24 Water Observations from Space Annual Statistics NaN \n", | |
"25 Water Observations from Space April to October... NaN \n", | |
"22 Water Observations from Space Statistics confi... NaN \n", | |
"26 Water Observations from Space November to Marc... NaN \n", | |
"23 Water Observations from Space Statistics NaN \n", | |
"\n", | |
" crs_raw eo_gsd label fmask_cloud_shadow gqa_error_message gqa_mean_x \\\n", | |
"id \n", | |
"75 NaN NaN None NaN NaN NaN \n", | |
"10 NaN NaN None NaN NaN NaN \n", | |
"11 NaN NaN None NaN NaN NaN \n", | |
"115 NaN NaN None NaN NaN NaN \n", | |
"148 NaN NaN None NaN NaN NaN \n", | |
".. ... ... ... ... ... ... \n", | |
"24 NaN NaN None NaN NaN NaN \n", | |
"25 NaN NaN None NaN NaN NaN \n", | |
"22 NaN NaN None NaN NaN NaN \n", | |
"26 NaN NaN None NaN NaN NaN \n", | |
"23 NaN NaN None NaN NaN NaN \n", | |
"\n", | |
" gqa_stddev_y ... gqa_iterative_mean_y landsat_product_id \\\n", | |
"id ... \n", | |
"75 NaN ... NaN NaN \n", | |
"10 NaN ... NaN NaN \n", | |
"11 NaN ... NaN NaN \n", | |
"115 NaN ... NaN NaN \n", | |
"148 NaN ... NaN NaN \n", | |
".. ... ... ... ... \n", | |
"24 NaN ... NaN NaN \n", | |
"25 NaN ... NaN NaN \n", | |
"22 NaN ... NaN NaN \n", | |
"26 NaN ... NaN NaN \n", | |
"23 NaN ... NaN NaN \n", | |
"\n", | |
" gqa_iterative_stddev_xy gqa format fmask_clear crs resolution \\\n", | |
"id \n", | |
"75 NaN NaN None NaN NaN NaN \n", | |
"10 NaN NaN GeoTIFF NaN EPSG:3577 (-25, 25) \n", | |
"11 NaN NaN GeoTIFF NaN EPSG:3577 (-25, 25) \n", | |
"115 NaN NaN None NaN NaN NaN \n", | |
"148 NaN NaN None NaN NaN NaN \n", | |
".. ... .. ... ... ... ... \n", | |
"24 NaN NaN GeoTIFF NaN EPSG:3577 (-25, 25) \n", | |
"25 NaN NaN GeoTIFF NaN EPSG:3577 (-25, 25) \n", | |
"22 NaN NaN GeoTIFF NaN EPSG:3577 (-25, 25) \n", | |
"26 NaN NaN GeoTIFF NaN EPSG:3577 (-25, 25) \n", | |
"23 NaN NaN GeoTIFF NaN EPSG:3577 (-25, 25) \n", | |
"\n", | |
" tile_size spatial_dimensions \n", | |
"id \n", | |
"75 NaN NaN \n", | |
"10 (100000.0, 100000.0) (y, x) \n", | |
"11 (100000.0, 100000.0) (y, x) \n", | |
"115 NaN NaN \n", | |
"148 NaN NaN \n", | |
".. ... ... \n", | |
"24 (100000.0, 100000.0) (y, x) \n", | |
"25 (100000.0, 100000.0) (y, x) \n", | |
"22 (100000.0, 100000.0) (y, x) \n", | |
"26 (100000.0, 100000.0) (y, x) \n", | |
"23 (100000.0, 100000.0) (y, x) \n", | |
"\n", | |
"[65 rows x 52 columns]" | |
] | |
}, | |
"execution_count": 3, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"dc.list_products()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"> Note: The `.head()` method in the previous cell limits the rown of the list to the first 10. You can try removing or commenting out this method using the `#` symbol to see the total number of rows although Jupyter will limit the size of the list. \n", | |
"\n", | |
"#### The [Sandbox Explorer](https://explorer.sandbox.dea.ga.gov.au/) is an online tool that documents the datasets available in the Sandbox environment. \n", | |
"\n", | |
"#### EPSG stands for European Petroleum Survey Group and this accronym commonly refers to the geodetic parameter database with standard codes for coordinate systems, datums, spheroids and units. This code is normally used to uniquely define the map projection used to generate a map. As you'll probably know there are different map projections with different characteristics, such as Mercator, Conic or Conformal.\n", | |
"\n", | |
"#### Exercise 8.1: Can you find the EPSG code that DEA uses to store its data collections. Youn migth need to scroll towards the right side of the table to locate this column. \n", | |
"\n", | |
"* **a)** EPSG:4326\n", | |
"* **b)** EPSG:3577\n", | |
"* **c)** EPSG:2360\n", | |
"\n", | |
"> Tip: If you are interested in knowing more about EPSG codes [here](https://spatialreference.org/) shows a full list of reference systems and descriptions." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from check_answer import check_answer\n", | |
"\n", | |
"# Substitute the ? symbols by either 'a', 'b' or 'c'\n", | |
"answ = ?\n", | |
"\n", | |
"check_answer(\"8.1\", answ)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Digital Earth Australia produces Analysis Ready Data (ARD) for each of the sensors listed above. The [ARD standard](http://ceos.org/ard/) for satellite data requires that data have undergone a number of processing steps, along with the creation of additional attributes for the data. DEA's ARD datasets include the following characteristics:\n", | |
"\n", | |
"* **Geometric correction:** This includes establishing ground position, accounting for terrain (orthorectification) and ground control points, and assessing absolute position accuracy. \n", | |
"Geometric calibration means that imagery is positioned accurately on the Earth's surface and stacked consistently so that sequential observations can be used to track meaningful change over time.\n", | |
"Adjustments for ground variability typically use a Digital Elevation Model (DEM).\n", | |
"* **Surface reflectance correction:** This includes adjustments for sensor/instrument gains, biases and offsets, include adjustments for terrain illumination and sensor viewing angle with respect to the pixel position on the surface.\n", | |
"Once satellite data is processed to surface reflectance, pixel values from the same sensor can be compared consistently both spatially and over time.\n", | |
"* **Observation attributes:** Per-pixel metadata such as quality flags and content attribution that enable users to make informed decisions about the suitability of the products for their use. For example, clouds, cloud shadows, missing data, saturation and water are common pixel level attributes.\n", | |
"* **Metadata:** Dataset metadata including the satellite, instrument, acquisition date and time, spatial boundaries, pixel locations, mode, processing details, spectral or frequency response and grid projection.\n", | |
"\n", | |
"\n", | |
"#### Optical sensors mounted on satellites measure the energy that comes from the sun and has been reflected by the Earth's surface. The sensor measures the energy in each of its spectral bands. There are many factors that affect the amount of energy that reaches the satellite sensor such as the solar and satellite angles relative to the surface and the atmospheric conditions. In order to analyse and compare images taken at different times, the data needs to be normalised into some standard conditions. Surface reflectance is one of this normalisations and is calculated using advanced physical models to correct the reflectance values taking into account atmospheric conditions, sun and satellite angles and local topography.\n", | |
"\n", | |
"#### DEA offers to options for adjusted or normalised surface reflectance:\n", | |
"\n", | |
"* **NBAR**: NBAR stands for *Nadir-corrected BRDF Adjusted Reflectance*, where BRDF stands for *Bidirectional reflectance distribution function*. The approach involves atmospheric correction to compute bottom-of-atmosphere radiance, and bi-directional reflectance modelling to remove the effects of topography and angular variation in reflectance. NBAR can be useful for analyses in extremely flat areas not affected by terrain shadow, and for producing attractive data visualisations that are not affected by NBART's nodata gaps (see below).\n", | |
"\n", | |
"* **NBART**: NBART has the same features of NBAR but includes an additional *terrain illumination* reflectance correction that takes into account the surface topography. Terrain affects optical satellite images in a number of ways; for example, slopes facing the sun receive more sunlight and appear brighter compared to those facing away from the sun. This correction is performed with a Digital Surface Model (DSM). NBART is typically the default choice for performing analysis that are consistent through time. However, it can be introduce distortion in flat areas due to the noise in DSM data.\n", | |
"\n", | |
"\n", | |
"\n", | |
"#### The animation above demonstrates how the NBART correction results in a significantly more two-dimensional looking image that is less affected by terrain illumination and shadow. Black pixels in the NBART image represent areas of deep terrain shadow that can't be corrected as they're determined not to be viewable by either the sun or the satellite. These are represented by -999 `nodata` values in the data.\n", | |
"\n", | |
"> Note: Remember that remote sensing data is often stored as `uint16` to save space and `NaN` is only available for floating point types, that is why we need a value `-999` in this case to designate not-a-number data." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Exercise 8.2: In which cases can NBAR be preferred to NBART data?\n", | |
"\n", | |
"* **a)** When dealing with images with clouds and shadows affecting the surface reflectance values.\n", | |
"* **b)** In areas with mountains and high relief to perform time-series analysis.\n", | |
"* **c)** In flat regions when we want to minimise the occurrence of no-data values." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Substitute the ? symbols by either 'a', 'b' or 'c'\n", | |
"answ = ?\n", | |
"\n", | |
"check_answer(\"8.2\", answ)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Now that know about the satellites and levels of processing in DEA, lets see how we can request some data.\n", | |
"\n", | |
"#### Requesting data is done in a natural way by providing information about:\n", | |
"* What is the data collection that we want to request. **What**\n", | |
"* What area or spatial extent we want our image to cover. **Where**\n", | |
"* What is the time span we want to cover. **When**\n", | |
"\n", | |
"#### We now need to pass all this information to the `dc.load()` function. We normally use a dictionary to describe our request as in the following example:\n", | |
"\n", | |
">Tip: See this website for a full documentation of this and other DEA API functions [dc.load()](https://datacube-core.readthedocs.io/en/latest/dev/api/generate/datacube.Datacube.load.html)" | |
] | |
}, | |
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"</style><pre class='xr-text-repr-fallback'><xarray.Dataset>\n", | |
"Dimensions: (time: 2, x: 443, y: 438)\n", | |
"Coordinates:\n", | |
" * time (time) datetime64[ns] 2018-01-01 2019-01-01\n", | |
" * y (y) float64 -1.373e+06 -1.373e+06 ... -1.384e+06 -1.384e+06\n", | |
" * x (x) float64 3.304e+04 3.306e+04 ... 4.406e+04 4.409e+04\n", | |
" spatial_ref int32 3577\n", | |
"Data variables:\n", | |
" blue (time, y, x) int16 638 642 653 633 638 ... 451 459 454 462 474\n", | |
" green (time, y, x) int16 916 903 913 905 913 ... 695 699 692 711 748\n", | |
" red (time, y, x) int16 1268 1251 1265 1273 1295 ... 761 740 755 835\n", | |
" nir (time, y, x) int16 2530 2507 2656 2578 ... 2657 2652 2763 2793\n", | |
" swir1 (time, y, x) int16 3090 3147 3176 3089 ... 1893 1813 1847 2007\n", | |
" swir2 (time, y, x) int16 1891 1926 1912 1848 ... 1047 996 1011 1103\n", | |
"Attributes:\n", | |
" crs: EPSG:3577\n", | |
" grid_mapping: spatial_ref</pre><div class='xr-wrap' hidden><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-65e67447-f7d2-4017-8725-845e9871912e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-65e67447-f7d2-4017-8725-845e9871912e' class='xr-section-summary' title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2</li><li><span class='xr-has-index'>x</span>: 443</li><li><span class='xr-has-index'>y</span>: 438</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-fef3d6a9-91a1-4331-9da2-96bb6640160f' class='xr-section-summary-in' type='checkbox' checked><label for='section-fef3d6a9-91a1-4331-9da2-96bb6640160f' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2018-01-01 2019-01-01</div><input id='attrs-02a40541-86b1-4c80-aade-72404929b84f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-02a40541-86b1-4c80-aade-72404929b84f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-14134612-fff2-4ab1-bf4c-eb972daa086f' class='xr-var-data-in' type='checkbox'><label for='data-14134612-fff2-4ab1-bf4c-eb972daa086f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>seconds since 1970-01-01 00:00:00</dd></dl></div><div class='xr-var-data'><pre>array(['2018-01-01T00:00:00.000000000', '2019-01-01T00:00:00.000000000'],\n", | |
" dtype='datetime64[ns]')</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-1.373e+06 ... -1.384e+06</div><input id='attrs-d90d5d15-7b99-4053-9509-e4f76a206f90' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-d90d5d15-7b99-4053-9509-e4f76a206f90' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9bb6b27b-f902-40a8-9de2-843fc136b3f1' class='xr-var-data-in' type='checkbox'><label for='data-9bb6b27b-f902-40a8-9de2-843fc136b3f1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>-25.0</dd><dt><span>crs :</span></dt><dd>EPSG:3577</dd></dl></div><div class='xr-var-data'><pre>array([-1373012.5, -1373037.5, -1373062.5, ..., -1383887.5, -1383912.5,\n", | |
" -1383937.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>3.304e+04 3.306e+04 ... 4.409e+04</div><input id='attrs-b795d2d1-43e4-4276-abb2-16635e0e4437' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b795d2d1-43e4-4276-abb2-16635e0e4437' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-61ab1cbf-9dd8-42b2-b6db-98ca23714a4b' class='xr-var-data-in' type='checkbox'><label for='data-61ab1cbf-9dd8-42b2-b6db-98ca23714a4b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>metre</dd><dt><span>resolution :</span></dt><dd>25.0</dd><dt><span>crs :</span></dt><dd>EPSG:3577</dd></dl></div><div class='xr-var-data'><pre>array([33037.5, 33062.5, 33087.5, ..., 44037.5, 44062.5, 44087.5])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>3577</div><input id='attrs-e19fdd65-8f89-478a-b8c4-cc03b37d9e70' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e19fdd65-8f89-478a-b8c4-cc03b37d9e70' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b5dcde4-b5d6-4d49-a08f-a1a516567508' class='xr-var-data-in' type='checkbox'><label for='data-8b5dcde4-b5d6-4d49-a08f-a1a516567508' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>spatial_ref :</span></dt><dd>PROJCS["GDA94 / Australian Albers",GEOGCS["GDA94",DATUM["Geocentric_Datum_of_Australia_1994",SPHEROID["GRS 1980",6378137,298.257222101,AUTHORITY["EPSG","7019"]],AUTHORITY["EPSG","6283"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4283"]],PROJECTION["Albers_Conic_Equal_Area"],PARAMETER["latitude_of_center",0],PARAMETER["longitude_of_center",132],PARAMETER["standard_parallel_1",-18],PARAMETER["standard_parallel_2",-36],PARAMETER["false_easting",0],PARAMETER["false_northing",0],UNIT["metre",1,AUTHORITY["EPSG","9001"]],AXIS["Easting",EAST],AXIS["Northing",NORTH],AUTHORITY["EPSG","3577"]]</dd><dt><span>grid_mapping_name :</span></dt><dd>albers_conical_equal_area</dd></dl></div><div class='xr-var-data'><pre>array(3577, dtype=int32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-8230de01-c724-43ac-bedf-eae0ecce1c0b' class='xr-section-summary-in' type='checkbox' checked><label for='section-8230de01-c724-43ac-bedf-eae0ecce1c0b' class='xr-section-summary' >Data variables: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>blue</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>638 642 653 633 ... 459 454 462 474</div><input id='attrs-980d5d9f-a486-4a3e-be67-c51aad133ade' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-980d5d9f-a486-4a3e-be67-c51aad133ade' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-971d8cc3-03dc-4e81-be92-48d469bf859d' class='xr-var-data-in' type='checkbox'><label for='data-971d8cc3-03dc-4e81-be92-48d469bf859d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>1</dd><dt><span>nodata :</span></dt><dd>-999</dd><dt><span>crs :</span></dt><dd>EPSG:3577</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[[638, 642, 653, ..., 552, 553, 521],\n", | |
" [614, 615, 599, ..., 523, 527, 516],\n", | |
" [611, 591, 585, ..., 518, 540, 554],\n", | |
" ...,\n", | |
" [550, 601, 582, ..., 474, 476, 484],\n", | |
" [550, 606, 595, ..., 466, 488, 485],\n", | |
" [557, 596, 609, ..., 477, 479, 489]],\n", | |
"\n", | |
" [[618, 616, 577, ..., 558, 553, 519],\n", | |
" [615, 610, 588, ..., 550, 548, 525],\n", | |
" [594, 570, 578, ..., 583, 586, 563],\n", | |
" ...,\n", | |
" [580, 571, 560, ..., 474, 476, 467],\n", | |
" [575, 580, 584, ..., 470, 461, 463],\n", | |
" [577, 580, 580, ..., 454, 462, 474]]], dtype=int16)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>green</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>916 903 913 905 ... 699 692 711 748</div><input id='attrs-b0e87405-a7d3-4926-8c80-8714cf213efe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b0e87405-a7d3-4926-8c80-8714cf213efe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e1ef5270-5b15-4427-991e-693aae8242dc' class='xr-var-data-in' type='checkbox'><label for='data-e1ef5270-5b15-4427-991e-693aae8242dc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>1</dd><dt><span>nodata :</span></dt><dd>-999</dd><dt><span>crs :</span></dt><dd>EPSG:3577</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[[916, 903, 913, ..., 751, 742, 717],\n", | |
" [876, 864, 848, ..., 723, 726, 715],\n", | |
" [873, 853, 840, ..., 722, 740, 756],\n", | |
" ...,\n", | |
" [758, 825, 803, ..., 688, 700, 715],\n", | |
" [767, 834, 820, ..., 676, 705, 713],\n", | |
" [783, 826, 840, ..., 678, 694, 727]],\n", | |
"\n", | |
" [[856, 854, 812, ..., 807, 797, 757],\n", | |
" [848, 840, 809, ..., 782, 781, 756],\n", | |
" [820, 793, 792, ..., 810, 809, 790],\n", | |
" ...,\n", | |
" [839, 825, 802, ..., 731, 752, 734],\n", | |
" [831, 831, 832, ..., 721, 722, 728],\n", | |
" [848, 829, 828, ..., 692, 711, 748]]], dtype=int16)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>red</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>1268 1251 1265 1273 ... 740 755 835</div><input id='attrs-77bb6fbc-89fa-4a05-a07b-69a1c567014d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-77bb6fbc-89fa-4a05-a07b-69a1c567014d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8fec60d3-5e31-41f2-adb0-0e41adadb965' class='xr-var-data-in' type='checkbox'><label for='data-8fec60d3-5e31-41f2-adb0-0e41adadb965' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>1</dd><dt><span>nodata :</span></dt><dd>-999</dd><dt><span>crs :</span></dt><dd>EPSG:3577</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[[1268, 1251, 1265, ..., 895, 873, 819],\n", | |
" [1202, 1172, 1156, ..., 841, 845, 816],\n", | |
" [1191, 1164, 1144, ..., 816, 846, 861],\n", | |
" ...,\n", | |
" [ 999, 1102, 1071, ..., 805, 826, 844],\n", | |
" [1008, 1123, 1114, ..., 790, 817, 839],\n", | |
" [1027, 1117, 1135, ..., 784, 807, 865]],\n", | |
"\n", | |
" [[1052, 1051, 983, ..., 997, 975, 925],\n", | |
" [1048, 1034, 989, ..., 967, 959, 920],\n", | |
" [1010, 979, 977, ..., 976, 983, 958],\n", | |
" ...,\n", | |
" [1083, 1050, 994, ..., 826, 849, 844],\n", | |
" [1057, 1057, 1059, ..., 796, 782, 818],\n", | |
" [1072, 1046, 1039, ..., 740, 755, 835]]], dtype=int16)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>nir</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>2530 2507 2656 ... 2652 2763 2793</div><input id='attrs-ec83bdb8-ed18-4ea6-ab6d-aeea7335846d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-ec83bdb8-ed18-4ea6-ab6d-aeea7335846d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7f19d023-4b59-4ed3-88b4-cf9d9fbdc1cb' class='xr-var-data-in' type='checkbox'><label for='data-7f19d023-4b59-4ed3-88b4-cf9d9fbdc1cb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>1</dd><dt><span>nodata :</span></dt><dd>-999</dd><dt><span>crs :</span></dt><dd>EPSG:3577</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[[2530, 2507, 2656, ..., 2132, 2102, 2099],\n", | |
" [2438, 2431, 2469, ..., 2156, 2112, 2133],\n", | |
" [2425, 2369, 2376, ..., 2174, 2163, 2220],\n", | |
" ...,\n", | |
" [2027, 2272, 2346, ..., 2409, 2475, 2540],\n", | |
" [2127, 2336, 2333, ..., 2392, 2533, 2601],\n", | |
" [2226, 2362, 2374, ..., 2498, 2583, 2658]],\n", | |
"\n", | |
" [[1989, 2042, 2086, ..., 2223, 2224, 2175],\n", | |
" [1993, 1996, 2011, ..., 2155, 2192, 2178],\n", | |
" [1941, 1875, 1895, ..., 2243, 2258, 2238],\n", | |
" ...,\n", | |
" [2255, 2424, 2483, ..., 2646, 2718, 2681],\n", | |
" [2316, 2450, 2489, ..., 2608, 2711, 2732],\n", | |
" [2385, 2471, 2502, ..., 2652, 2763, 2793]]], dtype=int16)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swir1</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>3090 3147 3176 ... 1813 1847 2007</div><input id='attrs-317558d5-0c6d-4761-b1b0-013ad613b796' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-317558d5-0c6d-4761-b1b0-013ad613b796' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e41bc8df-6dd2-4042-a3d3-3b4c78558c7a' class='xr-var-data-in' type='checkbox'><label for='data-e41bc8df-6dd2-4042-a3d3-3b4c78558c7a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>1</dd><dt><span>nodata :</span></dt><dd>-999</dd><dt><span>crs :</span></dt><dd>EPSG:3577</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[[3090, 3147, 3176, ..., 2562, 2462, 2276],\n", | |
" [3022, 2993, 2968, ..., 2391, 2390, 2298],\n", | |
" [2900, 2816, 2866, ..., 2293, 2335, 2338],\n", | |
" ...,\n", | |
" [2866, 2970, 2859, ..., 2136, 2169, 2139],\n", | |
" [2877, 3038, 2989, ..., 2093, 2115, 2145],\n", | |
" [2927, 3061, 3065, ..., 2028, 2091, 2219]],\n", | |
"\n", | |
" [[2683, 2738, 2714, ..., 2665, 2591, 2501],\n", | |
" [2710, 2712, 2673, ..., 2624, 2567, 2497],\n", | |
" [2637, 2587, 2626, ..., 2579, 2584, 2546],\n", | |
" ...,\n", | |
" [2914, 2908, 2797, ..., 1984, 1978, 2028],\n", | |
" [2895, 2935, 2964, ..., 1905, 1872, 1973],\n", | |
" [2939, 2932, 2956, ..., 1813, 1847, 2007]]], dtype=int16)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>swir2</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>int16</div><div class='xr-var-preview xr-preview'>1891 1926 1912 ... 996 1011 1103</div><input id='attrs-5d181bb8-572c-40f5-89c9-cb8f9b33749c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5d181bb8-572c-40f5-89c9-cb8f9b33749c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-16d9f1a8-4317-4d2e-9b7b-68a2c39b2f9c' class='xr-var-data-in' type='checkbox'><label for='data-16d9f1a8-4317-4d2e-9b7b-68a2c39b2f9c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>units :</span></dt><dd>1</dd><dt><span>nodata :</span></dt><dd>-999</dd><dt><span>crs :</span></dt><dd>EPSG:3577</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div><div class='xr-var-data'><pre>array([[[1891, 1926, 1912, ..., 1634, 1562, 1407],\n", | |
" [1847, 1815, 1759, ..., 1474, 1504, 1425],\n", | |
" [1741, 1682, 1686, ..., 1396, 1462, 1462],\n", | |
" ...,\n", | |
" [2157, 2185, 2061, ..., 1156, 1176, 1170],\n", | |
" [2086, 2223, 2207, ..., 1139, 1136, 1154],\n", | |
" [2094, 2242, 2277, ..., 1085, 1118, 1192]],\n", | |
"\n", | |
" [[1986, 2023, 1985, ..., 1903, 1852, 1734],\n", | |
" [2030, 2011, 1980, ..., 1867, 1837, 1737],\n", | |
" [1986, 1909, 1941, ..., 1842, 1847, 1804],\n", | |
" ...,\n", | |
" [2033, 1947, 1840, ..., 1113, 1102, 1123],\n", | |
" [1971, 1979, 2000, ..., 1066, 1027, 1080],\n", | |
" [1991, 1995, 2000, ..., 996, 1011, 1103]]], dtype=int16)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c7444f43-2771-4009-b7b3-df27cd5744d7' class='xr-section-summary-in' type='checkbox' checked><label for='section-c7444f43-2771-4009-b7b3-df27cd5744d7' class='xr-section-summary' >Attributes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>crs :</span></dt><dd>EPSG:3577</dd><dt><span>grid_mapping :</span></dt><dd>spatial_ref</dd></dl></div></li></ul></div></div>" | |
], | |
"text/plain": [ | |
"<xarray.Dataset>\n", | |
"Dimensions: (time: 2, x: 443, y: 438)\n", | |
"Coordinates:\n", | |
" * time (time) datetime64[ns] 2018-01-01 2019-01-01\n", | |
" * y (y) float64 -1.373e+06 -1.373e+06 ... -1.384e+06 -1.384e+06\n", | |
" * x (x) float64 3.304e+04 3.306e+04 ... 4.406e+04 4.409e+04\n", | |
" spatial_ref int32 3577\n", | |
"Data variables:\n", | |
" blue (time, y, x) int16 638 642 653 633 638 ... 451 459 454 462 474\n", | |
" green (time, y, x) int16 916 903 913 905 913 ... 695 699 692 711 748\n", | |
" red (time, y, x) int16 1268 1251 1265 1273 1295 ... 761 740 755 835\n", | |
" nir (time, y, x) int16 2530 2507 2656 2578 ... 2657 2652 2763 2793\n", | |
" swir1 (time, y, x) int16 3090 3147 3176 3089 ... 1893 1813 1847 2007\n", | |
" swir2 (time, y, x) int16 1891 1926 1912 1848 ... 1047 996 1011 1103\n", | |
"Attributes:\n", | |
" crs: EPSG:3577\n", | |
" grid_mapping: spatial_ref" | |
] | |
}, | |
"execution_count": 7, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"query={'lat': (-13.00, -13.10),\n", | |
" 'lon': (132.3, 132.4),\n", | |
" 'time':('2018-01-01', '2019-01-01')}\n", | |
"\n", | |
"ds = dc.load(product='ls8_nbart_geomedian_annual', **query)\n", | |
"\n", | |
"ds" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
">Tip: DEA uses XArray as its underlying data model and defines a simple querying interface to select satellite data which returns as `Dataset` objects.\n", | |
"\n", | |
"#### We can use the plotting functionality in XArray to generate a true colour image of this data:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.image.AxesImage at 0x7f5bfc0f9358>" | |
] | |
}, | |
"execution_count": 8, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x432 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ds[['red', 'green', 'blue']].isel(time=0).to_array().plot.imshow(robust=True, figsize=(6,6))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ndvi2 = \"hello\"" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ds." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"<matplotlib.collections.QuadMesh at 0x7f5bfc0c1ef0>" | |
] | |
}, | |
"execution_count": 9, | |
"metadata": {}, | |
"output_type": "execute_result" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 720x720 with 2 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"ndvi = (ds.nir-ds.red)/(ds.nir+ds.red)\n", | |
"\n", | |
"ndvi.isel(time=0).plot(cmap='summer_r', figsize=(10,10))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"ds.red.isel(time=0).max()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Exercise 8.3: Can you create a false colour representation of the previous image mapping the red channel in the image to the `nir` variable and keeping the rest of the channels?" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"answ = ?\n", | |
"\n", | |
"ds[answ].isel(time=0).to_array().plot.imshow(robust=True, figsize=(6,6))\n", | |
"\n", | |
"check_answer(\"8.3\", answ)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### The *Observation Attributes (OA)* are a suite of measurements included in DEA's analysis ready datasets. They provide individual information for each pixel in an image to determine its quality. The OA product allows users to exclude pixels that do not meet the quality criteria for their analysis. The capacity to detect such pixels is essential for analysing changes over time, since poor-quality pixels (due to clouds or saturations) can significantly alter the percieved changes over time. The most common use of OA is for cloud masking, where users can choose to remove images that have too much clouds, or ignore the clouds within each satellite image. \n", | |
"\n", | |
"#### The OA suite of measurements include the following observation pixel-based attributes:\n", | |
"\n", | |
"* Null pixels\n", | |
"* Clear pixels\n", | |
"* Cloud pixels\n", | |
"* Cloud shadow pixels\n", | |
"* Snow pixels\n", | |
"* Water pixels\n", | |
"* Terrain shaded pixels\n", | |
"* Spectrally contiguous pixels (i.e. whether a pixel contains data in every spectral band)\n", | |
"\n", | |
"#### Also included is a range of pixel-based attributes related to the satellite, solar and sensing geometries:\n", | |
"\n", | |
"* Solar zenith\n", | |
"* Solar azimuth\n", | |
"* Satellite view\n", | |
"* Incident angle\n", | |
"* Exiting angle\n", | |
"* Azimuthal incident\n", | |
"* Azimuthal exiting\n", | |
"* Relative azimuth\n", | |
"* Timedelta\n" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Exercise 8.4: Which of the following features is **not** part of the OA data?\n", | |
"\n", | |
"* **a)** Water pixel\n", | |
"* **b)** Terrain shaded pixel\n", | |
"* **c)** Vegetation pixel\n", | |
"* **d)** Missing data in any spectral band" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Substitute the ? symbols by either 'a', 'b', 'c' or 'd'\n", | |
"answ = ?\n", | |
"\n", | |
"check_answer(\"8.4\", answ)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Exercise 8.5: Using the same `ls8_nbart_geomedian_annual` collection as the previous example, can you plot an image of any place you want in Australia?\n", | |
"\n", | |
">Tip: Be careful with the extents in your request. Cubes with sizes 0.1 degree are easily managed by the Sandbox but you can quickly run out of memory if you increase the extent." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"query={'lat': (?, ?),\n", | |
" 'lon': (?, ?),\n", | |
" 'time':('2010-01-01', '2019-01-15')}\n", | |
"\n", | |
"ds = dc.load(product='ls8_nbart_geomedian_annual', **query)\n", | |
"\n", | |
"ds[['red', 'green', 'blue']].isel(time=0).to_array().plot.imshow(robust=True, figsize=(6,6))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### Exercise 8.6: Now that you are able to request remote sensing data from anywhere in Australia, we are going to wrap up the day applying some of the things we have learned to the image that you have generated. Go through the following cells performing the operations and analysis on the XArray containing the geomedian data that you have just created.\n", | |
"\n", | |
"#### 1.- Can you find the data type of these data as well as the minimum and maximum values in the red band?" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### 2.- Select the most recent time in the red band and access the underlying numpy array.\n", | |
"\n", | |
"> Tip: Make sure `.shape` returns a 2-dimensional array" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### 3.- Transform this array into type `uint8` with values ranging from [0-255].\n", | |
"\n", | |
"> Tip: You will need to strectch the initial values in the array so the minimum value is mapped to `0` and the maximum value corresponds to `255`." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### 4.- Use Matplotlib to create an image representation of this array using the colormap called `jet`." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### 5.- Perform the same operation to the green and blue channels (type conversion and value stretching) and stack them into a 3-dimensional array where the colour channels are placed in the last dimension.\n", | |
"\n", | |
"> Tip: Remember `np.dstack()` stacks 2-dimensional arrays over the 3rd axis and `np.stack()` is the generic numpy function to stack arrays over any axis." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### 6.- Use Matplotlib to create a RGB representation of the previous image." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### 7.- Coming back to the origal `Dataset`. Can you create a mask that is True for the values in the red band that have values less than 5000?\n", | |
"\n", | |
"> Tip: Select any time in the original Dataset to do this." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### 8.- How many values are False in your mask? What is the percentage of False values over the total size of the image? Reduce the previous value if you get 0 or a low value.\n", | |
"\n", | |
"> Tip: You can use the numpy.count_nonzero() function to count the number of True values in an array. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### 9.- Save the contents of the red band for the selected time into a numpy array and use the previous mask to set the values greater than your threshold to `np.nan`." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"#### 10.- What is the mean and standard deviation values of the remaining values in your array?" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.9" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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