{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Mapping inundation using stream gauges \n", "\n", "* **[Sign up to the DEA Sandbox](https://app.sandbox.dea.ga.gov.au/)** to run this notebook interactively from a browser\n", "* **Compatibility:** Notebook currently compatible with both the `NCI` and `DEA Sandbox` environments\n", "* **Products used:** \n", "[ga_ls_wo_3](https://explorer.dea.ga.gov.au/ga_ls_wo_3), [BoM Water Data Online](http://www.bom.gov.au/waterdata/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Background\n", "Many of Australia's water bodies are regulated by humans. \n", "Flows are controlled by regulatory bodies such as the Murray Darling Basin Authority and local governments to meet the needs of water users while maintaining ecosystems dependant on the surface water. \n", "It is important that regulators know where the water goes when it goes overbank to help manage wetland inundations for environmental purposes and be informed of rural or residential areas likely to be flooded as a result of a large dam release.\n", "\n", "The Bureau of Meteorology curates a network of stream gauges across Australia, making data from these available for users [online](http://www.bom.gov.au/waterdata/). While stream gauge data in itself is useful for understanding high flow river events, stream gauges do not provide any information on the extent of inundation of a river's floodplain. Combining stream gauge data with satellite imagery provides an opportunity to explore the relationship between stream gauge discharge rates and floodplain inundation. This information can be used to look at the frequency of inundation of different parts of a river's floodplain for a given river discharge range. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Description\n", "This notebook steps through interacting with the Bureau of Meteorology's Water Data Online API and the [DEA Water Observations](../DEA_products/DEA_Water_Observations.ipynb) product (WOs) to explore the relationship between a given water dischare rate and the spatial footprint of floodplain inundation.\n", "\n", "1. First we access BoM's Water Data Online to grab some data from a stream gauge\n", "2. The stream gauge data is turned into a Flow Duration Curve and thresholded for our water discharge rates of interest\n", "3. Satellite observations are collated that correspond to days where the thresholded water discharge rates occurred\n", "4. The returned satellite images are cloud masked, and the frequency of inundation is calculated for each pixel for the imagery subset\n", "5. Finally, the results are plotted\n", "\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting started\n", "\n", "To run this analysis, run all the cells in the notebook, starting with the \"Load packages\" cell. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load packages\n", "Import Python packages that are used for the analysis.\n", "\n", "This notebook relies on functions from the `dea_tools.bom` module to retrieve data from the Bureau of Meteorology (BOM) [Water Data Online](http://www.bom.gov.au/waterdata/) webpage." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import datacube\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from datacube.utils import geometry, masking\n", "from datacube.utils.geometry import CRS\n", "\n", "import sys\n", "sys.path.insert(1, '../Tools/')\n", "from dea_tools.datahandling import wofs_fuser\n", "from dea_tools.bom import get_stations, ui_select_station\n", "\n" ] }, { "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=\"Inundation_mapping\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Select a stream gauge to work with\n", "\n", "Running this cell will generate a map displaying the locations of stream gauges in Australia. It will take about 20 seconds to load. Choose a gauge on the map by clicking on it. Note that after you click on a gauge it can take a second or two to respond. \n", "\n", "When you have the station you want, **click the Done button before moving onto the next box**. If you don't click Done then the rest of the code won't run. If you want to choose a different gauge after having pressed the `Done` button, you must re-run this box to regenerate the map then choose another gauge and press `Done` again. \n", "\n", "> **Note:** If all gauges you click on return \"0 observations\", this could indicate an issue with fetching data from the BOM webpage. In this case, re-start the notebook and try again later" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "eda77eb8b0c24a4f928cb4c9b22c57f3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HBox(children=(Map(center=[-34.72, 143.17], controls=(ZoomControl(options=['position', 'zoom_in…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get list of available stations\n", "stations = get_stations()\n", "\n", "# Select a station on the map\n", "gauge_data, station = ui_select_station(stations, zoom=11, center=(-34.72, 143.17))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Make sure you have selected 'Done' on the top right-hand side of the map window before continuing with this workflow**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis parameters\n", "\n", "Now that we have selected a stream gauge to plot, we need to set up some analysis parameters for the remainder of this workflow.\n", "\n", "* `lat, lon`: The latitude and longitude of the chosen stream gauge. You *can* set this manually, but this will be automatically taken from the stream gauge you selected above.\n", "* `buffer`: e.g. 8000. The buffer is how many meters radius around the stream gauge location you want to analyse.\n", "* `time_range_of_analysis`: e.g. '2016-01-01', '2019-10-01'. The time range over which to extract satellite imagery.\n", "* `cloud_free_threshold`: e.g. 0.2. A value from 0 to 1 that indicates how much cloud is acceptable per image for the satellite imagery analysis. A value of 0 means that no cloud is acceptable at all. A value of 1 indicates that a completely cloudy image can be included. This should be set around 0.2 to include scenes that are at least 80% cloud free. \n", "\n", "> **Note**: If you select both a large buffer AND a long time period, the amount of data you will return will be large and may crash the notebook. Try using a smaller buffer and/or a shorter time period to avoid this." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "lat, lon = station.pos\n", "buffer = 8000\n", "time_range_of_analysis = \"2010-01-01\", \"2019-10-01\"\n", "cloud_free_threshold = 0.2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate a flow duration curve from the selected stream gauge\n", "This box will generate a Flow Duration Curve (FDC) from the gauge data. A FDC is a way of displaying flow rate data that is often used by hydrologists to characterise a river. \n", "Flows for each day are ranked from highest to lowest flow on the y-axis. \n", "The x-axis is \"exceedence\", which means \"the percentage of the time the river was at that flow or higher\". It shows you the relationship between flow rates across all observations. \n", "\n", "The FDC plots the discharge rate on the y-axis, and the exceedence probability on the x-axis, which is equal to:\n", "\n", "`P = 100 * [ M / (n + 1) ]`\n", "\n", "where:\n", "\n", "- P = the probability that a given flow will be equaled or exceeded (% of time)\n", "- M = the ranked position on the listing (dimensionless)\n", "- n = the number of events for period of record (dimensionless)\n", "\n", "It is useful for looking at particular flow rates since it takes away the time element, allowing you to threshold the exceedence values to only look at events where the stream gauge reported values greater than (or less than) some threshold. It allows the user to select satellite data by flow rate rather than by date. \n", "\n", "The plots below show the FDC on both a linear and log scale to better understand the extremeties of the flow rates. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Rearranging data into a flow duration curve\n", "gauge_data = gauge_data.dropna()\n", "gauge_data = gauge_data.sort_values(\"Value\")\n", "gauge_data[\"rownumber\"] = np.arange(len(gauge_data))\n", "\n", "# Calculate exceedence using the formula above\n", "gauge_data[\"Exceedence\"] = (1 - (gauge_data.rownumber / len(gauge_data))) * 100\n", "\n", "# Plotting the flow duration curve\n", "fig, ax = plt.subplots(1, 2, figsize=(18, 7))\n", "ax[0].plot(gauge_data.Exceedence, gauge_data.Value)\n", "ax[0].set_ylabel(\"Rate of water discharge (m$^3$/s)\")\n", "ax[0].set_xlabel(\"Exceedence\")\n", "ax[0].grid(True)\n", "ax[0].set_title(f\"Flow Duration Curve for {station.name}\")\n", "ax[0].legend([])\n", "\n", "ax[1].plot(gauge_data.Exceedence, gauge_data.Value)\n", "ax[1].set_ylabel(\"Log of rate of water discharge (m$^3$/s)\")\n", "ax[1].set_xlabel(\"Exceedence\")\n", "ax[1].set_yscale(\"log\")\n", "ax[1].grid(True)\n", "ax[1].set_title(f\"Log of Flow Duration Curve for {station.name}\")\n", "ax[1].legend([]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis parameters\n", "\n", "We need to select part of the FDC above to explore. Generally, we are most interested in times when the river was full, so we can look at flooding events. Using the values in the plot above, select the range of water discharge rates to explore with satellite data in the next cells.\n", "\n", "* `discharge_lower_bound`: e.g. 100. The lowest value of water discharge rate to explore with satellite data.\n", "* `discharge_upper_bound`: e.g. 900. The lowest value of water discharge rate to explore with satellite data." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "discharge_lower_bound = 250\n", "discharge_upper_bound = 1850" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Check we have selected a reasonable range\n", "\n", "If you want to change the range, do so in the cell above and rerun." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plotting the flow duration curve\n", "fig, ax = plt.subplots(1, 2, figsize=(18, 7))\n", "ax[0].plot(gauge_data.Exceedence, gauge_data.Value)\n", "ax[0].set_ylabel(\"Rate of water discharge (m$^3$/s)\")\n", "ax[0].set_xlabel(\"Exceedence\")\n", "ax[0].grid(True)\n", "ax[0].set_title(f\"Flow Duration Curve for {station.name}\")\n", "ax[0].legend([])\n", "\n", "# Add shading for the range selected above\n", "ax[0].axhspan(discharge_lower_bound, discharge_upper_bound, color=\"red\", alpha=0.2)\n", "\n", "ax[1].plot(gauge_data.Exceedence, gauge_data.Value)\n", "ax[1].set_ylabel(\"Log of rate of water discharge (m$^3$/s)\")\n", "ax[1].set_xlabel(\"Exceedence\")\n", "ax[1].set_yscale(\"log\")\n", "ax[1].grid(True)\n", "ax[1].set_title(f\"Log of Flow Duration Curve for {station.name}\")\n", "ax[1].legend([])\n", "\n", "# Add shading for the range selected above\n", "ax[1].axhspan(discharge_lower_bound, discharge_upper_bound, color=\"red\", alpha=0.2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Combine gauge data with satellite data\n", "\n", "Now that we have selected a range of water discharge rates to investigate, we want to load satellite data from the [DEA Water Observations](../DEA_products/DEA_Water_Observations.ipynb) product that corresponds to the timing of this range of values. The data are linked by date using `xarray`'s `.interp()` function. \n", "\n", "The code below lazy loads the data using Dask to check how many satellite passes you are about to load. \n", "This means it queries the available satellite imagery, then filters it based on the chosen FDC range and creates a list of dates where there was a satellite pass while the gauge was reading that value. \n", "It then tells you at the bottom of the cell how many scenes have been returned. \n", "If you want more/less passes, you will have to broaden/narrow the `discharge_lower_bound` and `discharge_upper_bound` parameters, or shorten or lengthen the `time_range_of_analysis`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "You are about to load 115 satellite passes\n" ] } ], "source": [ "# Set up a query which defines the area and time period to load data for\n", "# We need to convert the lat/lon on the stream gauge into EPSG:3577 coordinates to match up with the projection\n", "# of the satellite data\n", "reprojected_x, reprojected_y = (geometry.point(lon, lat, CRS(\"EPSG:4326\")).to_crs(\n", " CRS(\"EPSG:3577\")).points[0])\n", "\n", "# Load ga_ls_wo_3 data using dask (this loads the data lazily, without\n", "# yet bringing the actual satellite data into memory)\n", "query = {\n", " \"x\": (reprojected_x - buffer, reprojected_x + buffer),\n", " \"y\": (reprojected_y - buffer, reprojected_y + buffer),\n", " \"time\": (time_range_of_analysis),\n", " \"crs\": \"EPSG:3577\"\n", "}\n", "\n", "wo = dc.load(product=\"ga_ls_wo_3\",\n", " resolution=(-30, 30),\n", " output_crs='EPSG:3577',\n", " group_by=\"solar_day\",\n", " fuse_func=wofs_fuser,\n", " dask_chunks={},\n", " **query)\n", "\n", "# Merging satellite data with gauge data by timestamp\n", "gauge_data_xr = gauge_data.to_xarray()\n", "merged_data = gauge_data_xr.interp(Timestamp=wo.time, method=\"nearest\")\n", "\n", "# Here is where it takes into account user input for the FDC\n", "specified_level = merged_data.where(\n", " (merged_data.Value > discharge_lower_bound) &\n", " (merged_data.Value < discharge_upper_bound),\n", " drop=True,\n", ")\n", "\n", "# Get list of dates to keep\n", "date_list = specified_level.time.values\n", "\n", "print(f\"You are about to load {specified_level.time.shape[0]} satellite passes\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Drop cloudy observations and load WOs into memory\n", "\n", "The available images flagged in the cell above to not account for cloudy observations, which we need to mask for. \n", "The cells below will load the selected WOs images with `.compute()` and then cloud filter the images and discard any that to not meet the `cloud_free_threshold` criteria. \n", "It does this by using the `.make_mask()` function to calculate the fraction of cloud pixels in each image.\n", "The output will tell you how many passes remain after they were cloud filtered." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After cloud filtering, there are 93 passes available\n" ] } ], "source": [ "# Load the passes that happened during the specified flow parameters\n", "specified_passes = wo.sel(time=date_list).compute()\n", "\n", "# Calculate the number of cloudy pixels per timestep\n", "cc = masking.make_mask(specified_passes.water, cloud=True)\n", "ncloud_pixels = cc.sum(dim=[\"x\", \"y\"])\n", "\n", "# Calculate the total number of pixels per timestep\n", "npixels_per_slice = specified_passes.water.shape[1] * specified_passes.water.shape[2]\n", "\n", "# Calculate the proportion of cloudy pixels\n", "cloud_pixels_fraction = ncloud_pixels / npixels_per_slice\n", "\n", "# Filter out \"too cloudy\" passes (i.e. more than 50% cloud)\n", "clear_specified_passes = specified_passes.water.isel(\n", " time=cloud_pixels_fraction < cloud_free_threshold)\n", "\n", "print(\n", " f\"After cloud filtering, there are \"\n", " f\"{clear_specified_passes.time.shape[0]} passes available\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate how frequently each pixel was observed as wet\n", "\n", "Now that the satellite imagery has been cloud masked, we want to know how frequently each pixel from our water discharge rate and cloud masked imagery stack was wet and dry." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Identify all wet and dry pixels\n", "wet = masking.make_mask(clear_specified_passes, wet=True).sum(dim=\"time\")\n", "dry = masking.make_mask(clear_specified_passes, dry=True).sum(dim=\"time\")\n", "\n", "# Calculate how frequently each pixel was wet when it was observed\n", "clear = wet + dry\n", "frequency = wet / clear\n", "\n", "# Remove persistent NAs that occur due to mountain shadows\n", "frequency = frequency.fillna(0)\n", "\n", "# Set pixels that remain dry 100% of the time to nodata so they appear white\n", "frequency = frequency.where(frequency != 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot inundation frequency for our area of interest" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(ncols=2, figsize=(16, 6))\n", "\n", "ax1 = frequency.plot(ax=ax[0])\n", "ax[0].set_title(f'Frequency of wet observation per pixel within {buffer} m of {station.name}')\n", "ax[0].plot(reprojected_x, reprojected_y, 'ro', markersize=10)\n", "ax[0].ticklabel_format(useOffset=False, style='plain')\n", "\n", "ax2 = gauge_data.plot(x='Exceedence', y='Value', ax=ax[1]) \n", "ax2 = plt.axhspan(discharge_lower_bound, discharge_upper_bound, color='red', alpha=0.2)\n", "ax[1].set_title(f'Log of Flow Duration Curve for {station.name} within analysis range')\n", "ax[1].set_ylabel('Log of rate of water discharge (m$^3$/s)')\n", "ax[1].set_xlabel('Exceedence')\n", "ax[1].set_yscale('log')\n", "ax[1].legend([])\n", "\n", "plt.tight_layout()" ] }, { "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:** December 2023\n", "\n", "**Compatible datacube version:** " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.8.5\n" ] } ], "source": [ "print(datacube.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tags\n", "" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "**Tags**: :index:`NCI compatible`, :index:`sandbox compatible`, :index:`ga_ls_wo_3`, :index:`Bureau of Meteorology`, :index:`Water Data Online`, :index: `stream gauge`, :index: `flood mapping`, :index: `water observations`" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.10" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }