{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Surface area duration plots from DEA Waterbodies data \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:** [DEA Waterbodies](https://knowledge.dea.ga.gov.au/data/product/dea-waterbodies-landsat) time series data (available online)\n", "\n", "## Background\n", "\n", "A \"surface area duration\" (SAD) curve depicts the cumulative percentage of time that a waterbody had a larger extent than a given percentage of its maximum extent—in other words, the total amount of time that a waterbody was at least a certain amount full. These are similar to [flow duration curves](https://doi.org/10.3133/wsp1542A), and describe the long-term behaviour of a waterbody. SAD curves may be useful for identifying different types of waterbodies, which helps us to understand how water is used throughout Australia.\n", "\n", "\n", "### Digital Earth Australia use case \n", "The [DEA Waterbodies](https://knowledge.dea.ga.gov.au/data/product/dea-waterbodies-landsat) product uses Geoscience Australia’s archive of over 30 years of Landsat satellite imagery to identify where almost 300,000 waterbodies are in the Australian landscape and tells us how the wet surface area within those waterbodies changes over time.\n", "These data can be analysed to obtain insights into the duration and temporal dynamics of inundation for any mapped waterbody in Australia.\n", "\n", "## Description\n", "\n", "This notebook plots \"surface area duration\" (SAD) curves, which show for how long a waterbody is filled at a given surface area. \n", "Such a curve can be generated for any DEA Waterbody. \n", "We also generate a time-dependent version of this plot called a \"short-time surface area duration\" (STSAD) curve, which shows how the surface area duration curve varies over time.\n", "\n", "This analysis should work for any time series stored in a similar format.\n", "\n", "***" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting started\n", "\n", "Run the first cell, which loads all modules needed for this notebook. Then edit the configuration to match what you want the notebook to output." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import scipy.signal\n", "from pathlib import Path\n", "from matplotlib import pyplot as plt\n", "\n", "import sys\n", "sys.path.insert(1, '../Tools/')\n", "from dea_tools.temporal import calculate_sad, calculate_stsad\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Configuration\n", "\n", "To generate a plot for a waterbody with a given geohash, specify the geohash here:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "geohash = \"r3f225n9t_v2\" # Weereewa/Lake George" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also specify the window for the STSAD plot. Use 'hann' if you have no opinions on this, or 'boxcar' if you want a window that is easy to think about. You can see a list of possible windows [here](https://docs.scipy.org/doc/scipy/reference/generated/scipy.signal.windows.get_window.html). Hann is fairly standard for short-time transforms like this and will give a smooth STSAD:\n", "\n", "![Hann window](https://docs.scipy.org/doc/scipy/_images/scipy-signal-windows-hann-1_00.png)\n", "\n", "Boxcar is a sliding window:\n", "\n", "![Boxcar window](https://docs.scipy.org/doc/scipy/_images/scipy-signal-windows-boxcar-1_00.png)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "window = \"hann\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, specify the path to the waterbodies CSVs:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "waterbody_csv_path = \"https://data.dea.ga.gov.au/derivative/dea_waterbodies/2-0-0/timeseries\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load DEA Waterbodies data\n", "\n", "The DEA Waterbodies time series are stored as CSV files. \n", "Each waterbody is labelled by a geohash, e.g. Weereewa is `r3f225n9h`. \n", "They are stored online (on Amazon S3) in a folder named after the first four characters of the geohash, and the filename is the geohash, e.g. Weereewa is at `https://data.dea.ga.gov.au/projects/WaterBodies/timeseries/r3f2/r3f225n9h.csv`. \n", "Each CSV has three columns: `Observation Date`, `Wet pixel percentage`, `Wet pixel count (n = ?)` where ? is the total number of observations. \n", "An example is:\n", "\n", " Observation Date,Wet pixel percentage,Wet pixel count (n = 230894)\n", " 1987-05-29T23:14:29Z,,\n", " 1987-07-16T23:15:29Z,,\n", " 1987-09-02T23:16:50Z,,\n", " 1987-09-18T23:17:13Z,19.9,45926\n", " \n", "First we will read the CSV containing the surface area vs time observations data directly from the URL path using `pandas`.\n", "We will rename the `Observation Date, Wet pixel percentage, Wet pixel count (n = ?)` columns to more consistent and easier to access names:\n", "```\n", " date, pc_wet, px_wet\n", " ```\n", " \n", "We also ensure that the 'date' column is parsed as a `datetime`, and convert the data percentages to decimals:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Set path to the CSV file\n", "csv_path = f\"{waterbody_csv_path}/{geohash[:4]}/{geohash}.csv\"\n", "\n", "# Load the data using `pandas`:\n", "time_series = pd.read_csv(csv_path, \n", " header=0,\n", " names=[\"date\", \"pc_wet\", \"px_wet\"],\n", " parse_dates=[\"date\"],\n", " index_col=\"date\",\n", " )\n", "\n", "\n", "# Convert percentages into a float between 0 and 1.\n", "time_series.pc_wet /= 100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now inspect the first few rows of the data:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " pc_wet px_wet\n", "date \n", "1987-05-29 23:14:29+00:00 NaN NaN\n", "1987-05-29 23:14:29+00:00 NaN NaN\n", "1987-07-16 23:15:29+00:00 NaN NaN\n", "1987-07-16 23:15:29+00:00 NaN NaN\n", "1987-09-02 23:16:50+00:00 NaN NaN" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "time_series.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interpolate data to daily values\n", "\n", "DEA Waterbodies data is stored with one row per satellite observation. \n", "To make our data easier to analyse by time, we can use interpolation the data to estimate the percentage coverage of water for every individual day in our time series." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Round dates in the time series dataset to the nearest whole day\n", "time_series = time_series.dropna() \n", "time_series.index = time_series.index.round(freq=\"d\")\n", "time_series = time_series[~time_series.index.duplicated(keep ='first')]\n", " \n", "# Create a new `datetime` index with one value for every individual day\n", "# between the first and last DEA Waterbodies observation \n", "dt_index = pd.date_range(start=time_series.index[0], \n", " end=time_series.index[-1], freq=\"d\")\n", "\n", "# Use this new index to modify the original time series so that it \n", "# has a row for every individual day\n", "time_series = time_series.reindex(dt_index)\n", "assert len(time_series) == len(dt_index)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then interpolate (linearly, since it's the least-information thing other than constant)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Replace NaNs with a linear interpolation of the time series.\n", "time_series.pc_wet.interpolate(inplace=True, limit_direction=\"both\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we inspect the first rows in the dataset again, we can see that we now have one row for every day (e.g. `1987-05-30`, `1987-05-31`) instead of a row for each satellite observation:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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pc_wetpx_wet
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" ], "text/plain": [ " pc_wet px_wet\n", "1987-09-19 00:00:00+00:00 0.199500 31925.0\n", "1987-09-20 00:00:00+00:00 0.200003 NaN\n", "1987-09-21 00:00:00+00:00 0.200506 NaN\n", "1987-09-22 00:00:00+00:00 0.201009 NaN\n", "1987-09-23 00:00:00+00:00 0.201512 NaN" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "time_series.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate SADs\n", "\n", "For each rolling time step, calculate the SADs." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "sad_y, sad_x, sads = calculate_stsad(\n", " time_series.pc_wet, window_size=365 * 2, window=window, step=10\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Convert the time axis into integers for calculating tick locations." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "year_starts = (time_series.index.month == 1) & (time_series.index.day == 1)\n", "year_start_days = (time_series.index - time_series.index[0])[year_starts].days\n", "year_start_years = time_series.index.year[year_starts]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate the overall SAD." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "sad = calculate_sad(time_series.pc_wet)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate the SAD for the [Millenium drought](https://doi.org/10.1002/wrcr.20123)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Select observations between the start and end of the Millenium drought.\n", "millenium_drought_start = pd.to_datetime('2001-01-01', utc=True)\n", "millenium_drought_end = pd.to_datetime('2009-12-12', utc=True)\n", "millenium_drought = (time_series.index > millenium_drought_start) & (time_series.index < millenium_drought_end)\n", "\n", "millenium_sad = calculate_sad(time_series.pc_wet[millenium_drought])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot SADs\n", "\n", "We can then plot the SAD." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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9OI6JSzd7HU9EpFhTEZdC07VRMiOv78wT56Tx5/a9nPfKeO4bOZtszWsuIhIS6p0uhSo6yse56TXolVadx0fP441xy1i7bQ/P9W2tEeBERAqZWuISEqVjo7j39Gbc06sp3875kwtfn8CWXfu8jiUiUqyoiEtIXXZsHV64oA0zV2+jz8u/sXLzbq8jiYgUGyriEnKntqjG25e1Z+OOvfR56Tdmrd7mdSQRkWJBRVyKRIe6FfnommOI9hl9XvqNEdNX53+QiIjkSUVcikyjqomMHHgsLVOTuPH96Tz69Vz1XBcROQoq4lKkKiWU4p0rOnBRx5q88vMSBgybxLKNu7yOJSISkVTEpcjFRvt46MwWPHJWC8Yv3kiPZ37mzd+WaZxoEZECUhEXz1zQoSa/3nECXRpW5t6Rs7n5g+maSEVEpABUxMVTVcvF8erF6dx2UkNG/LGGs174jaU6vS4iEhQVcfGcz2dcf0ID3hzQnj93ZND7+bF8O3ud17FERMKeiriEjeMbVmbUwGOpUzmeq96ewlPfztd1chGRPKiIS1hJLV+GD6/uRJ82qTz/4yJGq0UuInJYKuISduJiovhfnxbUT07goS/nsmuvOruJiByKiriEpegoHw+f2ZxVW/bw0k+LvY4jIhKWVMQlbHWoW5EzW1XnlV8Wa7x1EZFDUBGXsHZ3r6YkxsVw8wfTycjM9jqOiEhYURGXsFYxoRTPnN+Khet38uTo+V7HEREJKyriEva6NKzMOW1TeX3sUiYv2+x1HBGRsKEiLhHh7l5NqVGhNLd8+Ac7MjK9jiMiEhZUxCUilCsdw9PntWLVlt088tU8r+OIiIQFFXGJGO1qV2BA5zoMn7iCsQs3eh1HRMRzKuISUW4/uRG1K5bhP5/N0IxnIlLiqYhLRImLieKxPmms3LyHN8Yt8zqOiIinVMQl4nSsW5ETmyQz+MdFrN66x+s4IiKeURGXiHTv6c1wOG79cDr7snK8jiMi4gkVcYlINSqU4YHezfl9yWb++/lMTVkqIiVStNcBRI7Uee1qsGrLbgb9uIiUpDLceGIDryOJiBSpkLbEzaynmc03s0Vmduchttc0szFmNs3MZpjZqaHMI8XPzT0acmar6jzz/QJe/GmR13FERIpUyFriZhYFvAD0AFYBk8xspHNuTq7d/gt86Jx7ycyaAl8BtUOVSYofM+Op81qR7eDxb+aTne24/oT6mJnX0UREQi6Up9PbA4ucc0sAzOx94AwgdxF3QNnA7+WANSHMI8VUlM945ryWADz13QKychw392jocSoRkdALZRFPAVbmWl4FdDhon/uAb81sIBAPnBjCPFKMRUf5ePb8VsRG+Xjuh4U457jlpEZexxIRCSmve6f3A4Y551KBU4G3zewfmczsKjObbGaTN2zYUOQhJTJE+Yz/9WnB2a1TGPTjIl79ZbHXkUREQiqULfHVQI1cy6mBdbldDvQEcM6NN7M4oBKwPvdOzrlXgVcB0tPTdS+RHFZ0lI8nzm3J3qwcHvlqHtE+H5cdW8frWCIiIRHKlvgkoIGZ1TGzWKAvMPKgfVYA3QHMrAkQB6ipLUclymc827cVPZtV5YFRc3h7/DKvI4mIhETIirhzLgu4HhgNzMXfC322mT1gZr0Du90KXGlmfwDDgf5Oo3ZIIYiJ8jGoX2tObJLMPSNn8/XMtV5HEhEpdBZMzTSzZKAzUB3YA8wCJjvniny8y/T0dDd58uSiflmJULv3ZdHvtQnMW7udAZ3rcGz9SrStVZ7SsVFeRxMRCYqZTXHOpR9yW15F3My6AXcCFYBp+K9VxwENgXrAx8BTzrnthR36cFTEpaDWb8/glg//4Pclm8jKcSSUiuZfXetxXbf6XkcTEclXXkU8v45tpwJXOudWHOJJo4Fe+Adz+eSoU4qESHLZON65ogO79mYxcdlm3v19OU+Mnk9iXDSXdKrtdTwRkSOWZxF3zt0OYGZ1nHNLD9pcwzn3eaiCiRS2+FLRdGuUTJcGlbnszUk88MUcGlVJpEPdil5HExE5IsF2bDtUS/vjwgwiUlR8PmNQv9bUrFiGa9+dysrNu72OJCJyRPIs4mbW2Mz6AOXM7Oxcj/74r42LRKSycTG8enE6e7NyuOrtKezam+V1JBGRAsuvJd4I/3XvJOD0XI82wJUhTSYSYvWTE3jm/FbMXbudOz6ZQU6O7m4UkciS3zXxEcAIM+vknBtfRJlEikyPplW4+cSGPPP9AtrVKk//zhrdTUQiR7DDri4ys//DP03ogWOcc5eFIpRIUbqhe32mr9zCo1/P49gGlaifnOh1JBGRoATbsW0E/qlCvwe+zPUQiXhmxuPntMQM3vn9H3dTioiErWBb4mWcc/8OaRIRD1VOLEXHuhX5ZtY67jqtCTFRXk/wJyKSv2D/phplZqeGNImIx3qlVWfd9gxmrNrmdRQRkaAEW8RvxF/IM8xsu5ntMLMiG2pVpCh0b5yMz2DMvPX57ywiEgaCKuLOuUTnnM85F+ecKxtYLhvqcCJFqXx8LB3qVGT07HVeRxERCUpQRdz8LjKzuwPLNcysfWijiRS9Hk2rsHD9Tuav2+F1FBGRfAV7Ov1FoBNwQWB5J/BCSBKJeOi0tGoAfDh5pcdJRETyF2zv9A7OuTZmNg3AObfFzGJDmEvEE1XKxtG4aiK/LtzgdRQRkXwF2xLPNLMowAGYWWUgJ2SpRDx0esvqLPhzJ+t3ZHgdRUQkT8EW8UHAZ0CymT0MjAUeDVkqEQ8d36AyAOMXb/I4iYhI3oI6ne6ce9fMpgDdAQPOdM7NDWkyEY80rV6WsnHRjF+8iTNapXgdR0TksIIq4mb2tnPuYmDeIdaJFCtRPqNj3YqMXbQR5xxm5nUkEZFDCvZ0erPcC4Hr420LP45IeOjaKJlVW/Ywe43GNBKR8JVnETez/5jZDiAtMFLb9sDyemBkkSQU8cApzasS7TNG/rHG6ygiIoeVZxF3zj3qnEsEngiM1LZ/tLaKzrk7iyijSJErHx/LcQ0q8eWMteTkOK/jiIgcUrCn0xflXjCzKDO7NwR5RMLGma1TWL11D9/P/dPrKCIihxRsEe9uZl+ZWTUzaw78DiSGMJeI505tUY26leL53zfz1BoXkbAU7AQoFwBvAjOBL4GbnHO3hTKYiNdionzc3KMhizfs4htNiiIiYSjYCVAa4J+O9BNgOXCxmZUJZTCRcHBqi2rUT07g6e8WkK3WuIiEmWBPp38B3OOcuxroAiwEJoUslUiYiPIZt/RoyKL1O/l82mqv44iI/E2wRby9c+57AOf3FHBW6GKJhI+ezarSPKUsz/6wgH1ZmjJARMJHsEW8tJkNMbNvAMysKXBc6GKJhA+fz7jtpEas3LyHDzRFqYiEkWCL+DBgNFAtsLwAuCkEeUTCUpeGlWlXuzyDflhIRma213FERIDgi3gl59yHBKYfdc5lAfqbTEoMM+OWHo3YsGMv7/y+3Os4IiJA8EV8l5lV5K/5xDsC20KWSiQMdapXkU51K/LKL0vIyta1cRHxXrBF/Bb8Y6XXM7NxwFvAwJClEglTlx5Tmw079vLtHI3iJiLeC3Y+8alm1gVohH8+8fnOucyQJhMJQyc2SaZ+cgJPfTufk5tVJcqnaUpFxDvBtsRxzmU552Y752apgEtJFR3l46YTG7B4wy6+U2tcRDwWdBEXEb+ezapSo0JpHh89j7Xb9ngdR0RKMBVxkQKKjvLxxDktWbctg16DxvLrwg1eRxKREsqcC248aDNLA2qT6zq6c+7T0MQ6vPT0dDd58uSiflmRf1i0fgfXvDOVRet3kpJUmsuOrcNlnWtjpuvkIlJ4zGyKcy79UNuC6thmZkOBNGA2gXvF8d9uVuRFXCRc1E9OZMR1nRk6dimj56zjwVFzWLxhJw+e0Vwd3kSkSARVxIGOzrmmIU0iEoHiS0UzsHsDrutWn8dHz+flnxeTsS+bx/qkERutq1UiElrBFvHxZtbUOTcnpGlEIpTPZ9x5SmPiY6N46rsFbNy1j5cvakOZ2GD/iImIFFywTYW38Bfy+WY2w8xmmtmMUAYTiUQDuzfgsbNbMHbhBi4eMpFMjewmIiEUbDNhCHAxMJO/romLyCH0bV+T6Cgft330By+MWcSN3Ruos5uIhESwRXyDc25kSJOIFCN92qTwxR9rePb7hYxbtJHrutWnS8PKKuYiUqiCusXMzF4EkoAvgL371+sWM5HD25uVzQeTVvLyT4tZsy2DFinlePTsFjRPKed1NBGJIHndYhZsEX/jEKudc+6yow1XUCriEmn2ZeXw+bTVPP3dAvZl5zDius7UqFDG61giEiGOuoiHExVxiVSLN+zkzMHjSClfmhHXd6ZUdJTXkUQkAuRVxIPqnW5mb5jZ0IMfhRtTpHirVzmBp89vxbx1O/jPpzO9jiMixUCwHdtG5fo9DjgLWFP4cUSKtx5Nq3Bdt3q8MGYxjaokcnWXel5HEpEIFux84p/kXjaz4cDYkCQSKeZu7dGIRet38tg382hUNZGujZK9jiQiEepIx4VsAOT7N4+Z9QwMELPIzO48zD7nmdkcM5ttZu8dYR6RiOHzGc+e35rGVcty7btTmbJ8i9eRRCRCBXtNfIeZbd//E/+tZv/O55go4AXgFKAp0M/Mmh60TwPgP0Bn51wz4KaCvwWRyFM6Noo3B7SjcmIp+r8xkVmrt3kdSUQiUFBF3DmX6Jwrm+tnw4NPsR9Ce2CRc26Jc24f8D5wxkH7XAm84JzbEnid9QV9AyKRKrlsHO9d2ZGycTEMGDaJKcs3ex1JRCJM0KfTzSzNzHqb2dn7H/kckgKszLW8KrAut4ZAQzMbZ2a/m1nPw7z2VWY22cwmb9iwIdjIImEvJak0r12STmyUj3NfHs+gHxaSkxNZt32KiHeCPZ0+FBgK9AFODzx6FcLrR+O/vt4V6Ae8ZmZJB+/knHvVOZfunEuvXLlyIbysSPhoWr0s39x0HKe3rM7T3y3g0jcmsm5bhtexRCQChHI+8dVAjVzLqYF1ua0CJjjnMoGlZrYAf1GfVMDXEoloiXExPHt+K9rXqcBDo+Zy8rO/8OjZLTi1RTWvo4lIGAv2dPr4gzulBWES0MDM6phZLNAXOHgSlc/xt8Ixs0r4T68vKeDriBQLZsaFHWrx5Q3HUqtiGa59dyq3fDidPfuyvY4mImEqZPOJO+eygOuB0cBc4EPn3Gwze8DMegd2Gw1sMrM5wBjgdufcpiN7KyLFQ93KCXx8zTH8q2s9Ppu2mnNe/o212/Z4HUtEwlCwE6AsAm7hoPnEnXPLQxft0DR2upQkY+atZ+DwaSTGRfPh1Z00cYpICXTUY6cTmE/cObfUObd8/6MQM4rIIXRrnMwHV3dk594sLnx9AtszMr2OJCJhJNgiPs3M3jOzfgW4xUxECkGz6uV45eK2rNi8m3tHzCbSZh4UkdAJtnd6aWAvcFKudQ74tNATicg/HFOvEtd3q8/gMYtoUi2Rq47XxCkiEvwEKANCHURE8nZLj4YsXL+DR76ax559OdzQvT5m5nUsEfFQnkXczO5wzj1uZs/jb3n/jXPuhpAlE5G/8fmM5/u14c5PZvDM9wtYt30PD5zRnJioI53HSEQiXX4t8bmBn+oOLhIGYqN9PHVeS5LKxDJ03FI27NjL4AvaEBcT5XU0EfFAnkXcOfdF4NcPnHN/GwcyMDiLiBQxM+Oe05tSp3I894yYxSVDJ/L6pemUjYvxOpqIFLFgz8NNNLOO+xfMrA/wW2giiUgwLu5Yi+f6tmbq8i1cMmQiu/dleR1JRIpYsL3TLwSGmtlPQHWgInBCqEKJSHB6t6xOqWgf/3pnCte/N41XL25LtK6Ri5QYwc4nPhN4GLgG6AZc75xbFcpgIhKck5tV5cEzm/PjvPX0HjyO0bPX6V5ykRIiqJa4mQ0B6gFp+CcpGWVmzzvnXghlOBEJzoUdalE2Loanvp3P1W9PoVn1slx1fF1OaV6N2Gi1zEWKq2D/dM8EugWGXR0NdADahC6WiBTU6S2r8/0tXXjinDR278vmxvenc/zjY3jl58UarlWkmApqApRwoglQRPKXk+P4eeEGXvtlCb8t3kRiXDTDr+xI85RyXkcTkQI66glQzKyBmX1sZnPMbMn+R+HGFJHC4vMZ3Rol896VHRl5fWdKRfu48f1p7NqrHuwixUmwp9PfAF4CsvB3bHsLeCdUoUSk8KSlJjGoX2uWbNzFgDcm6VY0kWIk2CJe2jn3A/7T78udc/cBp4UulogUpmPqVeKZ81oxeflm/vXOVDKzc7yOJCKFINgivtfMfMBCM7vezM4CEkKYS0QK2ZmtU3jkrBb8vGADN70/nSwVcpGIF+xgLzcCZYAbgAfxD/RyaahCiUho9G1fkx0ZWTz81Vyio4ynz2tFlE8zoYlEqmCnIp0U+HUnULymJc3JAZ/uo5WS48rj67IvO4cnRs+ndEwUj57dQlOaikSoYAd7SQfuAmrlPsY5lxaiXEVj+nD48ha4aRbEV/Q6jUiRua5bffbsy2bwmEXExURx7+lNVchFIlCwp9PfBW7HP+hL8bmQVqYiZO6GTQtVxKXEufWkhuzJzGbI2KXEl4ri9pMbex1JRAoo2CK+wTk3MqRJvFClqf/nit+hZse89xUpZsyM/57WhF17s3hhzGLSUpM4uVlVr2OJSAEEW8TvNbPXgR+AvftXOuc+DUmqolIuFZJqwZppXicR8YSZ8cAZzZm+cit3fjKDzvUrkVAq2L8WRMRrwfboGgC0AnoCpwcevUKUqWilpvtb4hE2/KxIYYmN9nHv6c3YsjuTh0bN8TqOiBRAsP/kbuecaxTSJF6p0QFmfQLbV/tb5iIlUKd6Fbm6S11e+XkJJzRO5iSdVheJCMG2xH8zs6YhTeKVlMCY8qs0qYqUbLf2aESTamW56/NZbN29z+s4IhKEYIt4R2C6mc03sxlmNtPMZoQyWJGp2hyiYmG1iriUbLHRPp44J43Nu/bx4Ki5XscRkSAEezq9Z0hTeCm6FFRNg1VTvE4i4rnmKeX4V5d6DB6ziF4tq9GtUbLXkUQkD0G1xAOTnvzjEepwRSa1HaydDtma3UlkYPf6NKySwP99OpPtGZlexxGRPGi8UfD3UM/cDevVM1ekVHQUj5/Tkj+3Z/DoVzqtLhLOVMQBUtr6f66alPd+IiVEqxpJXHlcXYZPXMnYhRu9jiMih1HgIm5m3c3sdDOLCUUgT5SvDWUqwWpdFxfZ7+YeDalbKZ47P53Brr261CQSjgpUxM3sKaAz0BIYEZJEXjDzn1LXbWYiB8TFRPH4OWms3rqHx7+Z53UcETmEPIu4mT1lZkm5VtXEP5/4w4Hfi4/UdNg4H/Zs9TqJSNhIr12B/sfU5s3xy5m2YovXcUTkIPm1xD8F3jezG8wsCngLGAOMB14LdbgitX/QlzVTvc0hEmZu6dGQSgml+O/ns8jMLj6TGIoUB3kWcefcOOdcT2AzMBow51xX51xH59xzRZKwqKS0AUyn1EUOkhgXw72nN2X2mu28/utSr+OISC75nU6PNrPTgPXAmUBLMxtpZi2LIlyRiisHlRupiIscQq+0apzcrArPfr+AZRt3eR1HRALyO53+Of7Zy7oALzjnHgSuAQaaWfE6nQ7+U+qrJmlGM5GD7J+yNDbKx12fz8Tpz4hIWMiviNdyzj0M3A+0AHDOrXHOXQG8EOpwRS41HfZshi06ZShysCpl47jjlMaMW7SJT6eu9jqOiJB/EX/VzMYDPwNP597gnJseqlCeSdWMZiJ5ubB9TdrWKs9DX85h8y7NdCbitfw6tj3vnOsUeLxTVKE8U7kJxMSriIschs9nPHp2C3buzeKhLzVMsYjX8uvY9l8zK5/H9hPMrFfhx/JIVDRUb63hV0Xy0LBKItd0qcenU1czZt56r+OIlGj5nU6fCYwysx/M7Akzu8PM7jGzt81sJnA6MCH0MYtQajqsmwmZGV4nEQlb13Xzz3R212czycjM9jqOSImV3+n0Ec65zvh7pM8GooDtwDtAe+fczc65DaGPWYRS0yEnE9bN8DqJSNiKi4nivt7NWLMtg0E/LPQ6jkiJFR3MTs65hUDJ+JOakqtzW4323mYRCWPH1KvEGa2q8+ovSzizdQoNqyR6HUmkxNFUpAcrWw3KpsJqdW4Tyc+9pzcjIS6a/342S/eOi3hARfxQkpvA/G+8TiES9irEx3LbSY2YuGwzI/9Y43UckRJHRfxQqqVB5i7YtdHrJCJhr1/7mrSskcT9X8xhw469XscRKVGCKuJmFmdm15nZi2Y2dP8j1OE8U7er/+eysZ7GEIkEUT7jyXPS2JmRxYOjdO+4SFEKtiX+NlAVOBn/6G2pwI5QhfJcjQ5gUeqhLhKkBlUSGXBsbUb+sYafFxSvG1ZEwlmwRby+c+5uYJdz7k3gNKBDfgeZWU8zm29mi8zszjz262NmzszSg8wTWtGloFpLWD7e6yQiEePG7g2oVi6OB76Yzb4szTsuUhSCLeKZgZ9bzaw5UA5IzusAM4vCP0nKKUBToJ+ZNT3EfonAjYTboDGp7WDtdMjO8jqJSEQoExvNQ2c2Z/GGXbz6y2Kv44iUCMEW8VcDw6/eDYwE5gCP53NMe2CRc26Jc24f8D5wxiH2exD4HxBeQ6SltoPM3bBhrtdJRCJG9yZVOKlpFQaPWcSi9cX3iptIuAiqiDvnXnfObXHO/eycq+ucS3bOvZzPYSnAylzLqwLrDjCzNkAN59yXeT2RmV1lZpPNbPKGDUV0ve3AjGYaR12kIB48szmloqN4+Ev9A1gk1ILtnV7FzIaY2deB5aZmdvnRvLCZ+fBPb3prfvs65151zqU759IrV658NC8bvPK1oUwlzWgmUkBVysZxbdd6jJm/gRHTNe+4SCgFezp9GDAaqB5YXgDclM8xq4EauZZTA+v2SwSaAz+Z2TKgIzAybDq3mflPqa+c6HUSkYhz+bF1aFUjiQdHzWF7Rmb+B4jIEQm2iFdyzn0I5AA457KA/KYumgQ0MLM6ZhYL9MV/PZ3Ac2xzzlVyztV2ztUGfgd6O+fCp+mbmg6bFsLuzV4nEYko0VE+7uvdjM279vHY1/O8jiNSbAVbxHeZWUXAAZhZR2BbXgcECv31+Fvwc4EPnXOzzewBM+t9FJmLTmo7/8/VU73NIRKBWtVIov8xdXhvwgq+nb3O6zgixVJQs5gBt+BvRdczs3FAZeCc/A5yzn0FfHXQunsOs2/XILMUnZQ2YD5/57YGJ3qdRiTi3NGzEb8t3sgdn8ygba3yVEwo5XUkkWIl35Z44H7vLoHHMcDVQDPnXPEfzqxUIiQ3VQ91kSMUFxPFoH6t2ZGRxaM6rS5S6PIt4s65bKCfcy7LOTfbOTfLOVdyeqqkpvunJc3RCFQiR6JhlUSuPr4uH09ZxU/z13sdR6RYCfaa+DgzG2xmx5lZm/2PkCYLF6ntIGMbLP7R6yQiEeuG7g1oWCWB//t0JhmZ+fWJFZFgBVvEWwHNgAeApwKPJ0OUKbw06Q1JNeHjy/zFXEQKLC4mivt6N2PNtgxe+klDsooUlmBHbOt2iMcJoQ4XFuLKQu/nYe82eO983W4mcoSOqVeJXmnVeOnnxSzduMvrOCLFQrAtcczsNDO7w8zu2f8IZbCwUrcrnP0arJwAIwd6nUYkYv33tKbERvl4aNQcnHNexxGJeMEOu/oycD4wEDDgXKBWCHOFn7TzoMudMG8U/Pw46C8gkQKrWi6OgSfU54d56xmte8dFjlqwLfFjnHOXAFucc/cDnYCGoYsVpo67BVqcB2Mehkmve51GJCJdfmwdGlZJ4P4v5mjecZGjFGwR3xP4udvMquOfX7xaaCKFsagYOOtlqNoCvrkTlo31OpFIxImO8vF/pzZh7bYMHvlKM52JHI1gi/goM0sCngCmAsuA90KUKbz5ouDizyGhKnxwMazXX0IiBdW1UTLnpacy7LdljFu00es4IhEr2N7pDzrntjrnPsF/Lbzx4YZPLRHiK0G/4f6Zzj7qD/vU01akoO46rSn1Ksdzw/BpbNm1z+s4IhEp6N7p+znn9jrndMN0tTToMwQ2LvC3yHM0gIVIQZQrHcPgC9qwdU8mD46a43UckYhU4CIuudTrBifeD4t/gK9u9zqNSMRpUq0s13Wrz6fTVvPNLPVWFykoFfGjdcxA6HgtTB4C392rMdZFCuj6bvVpUq0s938xmz37dEZLpCCCvU/czOyi/QO8mFlNM2sf2mgRwszfGm9wMox7Ft47F/Zs9TqVSMSIjfZxT6+mrNuewW0f/6FBYEQKINiW+Iv47w3vF1jeAbwQkkSRKDoWLvgATn3SP1HKkJNg3SyvU4lEjE71KnLbSY34csZaPpi00us4IhEj2CLewTl3HZAB4JzbAsSGLFUkMoP2V8KFH8GOtfB6d5j6ltepRCLGv7rU49j6lbj/izksWr/T6zgiESHYIp5pZlGAAzCzyoAu/h5K/RNh4BSo0d4/zvrouyBrr9epRMKez2c8fV5LSsdGccPwaezN0vVxkfwEW8QHAZ8ByWb2MDAWeCRkqSJdQjJc8BG0uQTGD4Z3z4Vtq7xOJRL2ksvG8XifNOas3c7/vp7vdRyRsBfsYC/vAncAjwJrgTOdcx+FMljEi4nzT2HaezCs+B1ePg6W/Ox1KpGwd2LTKlzaqRZDxy1lzPz1XscRCWvB9k7vCKx2zr3gnBsMrDazDqGNVky0uRj6f+mfl/z9C+C3wV4nEgl7/zm1CY2qJHLrh3+wYtNur+OIhK1gT6e/BOTuabIzsE6CUaMdXDoKqreGb++CT67UdXKRPMTFRPHiRW3Ym5nNvz+ZQWa2uuCIHEqwRdxcrps3nXM5QHRoIhVTSTXgkhFw7M0w80N460zYtcnrVCJhq17lBO7r3YzxSzbx1LcLvI4jEpaCLeJLzOwGM4sJPG4EloQyWLHki4IT7/OPub56MjzfBuZ/7XUqkbB1bnoNzm2byss/L+bLGWu9jiMSdoIt4tcAxwCrgVVAB+CqUIUq9lqcA1f8AGVT/NfJf31Kw7WKHMZDZzWneUpZ7h05W9fHRQ4SbO/09c65vs65ZOdcFefcBc45dRs9GtXS4PJvoemZ8MMD8O45kKHJ4UQOVio6iqfPa0Vmdg5XvT2ZjEzdPy6yX7C90+PM7Doze9HMhu5/hDpcsVcqAc4ZCifcDUvGwLBesFlXKUQO1rBKIs/1bcW8dTu4Z8Qsja8uEhDs6fS3garAycDPQCr+8dPlaJnB8bdBv/dh40J4pSvM+tTrVCJhp2ujZK4+vi4fTl7FR1M0eJIIBF/E6zvn7gZ2OefeBE7Df11cCkvDk+Ha8VCxHnw8AL68DfZq/GiR3G47uRHta1fgvpGzmbFqq9dxRDwX9NjpgZ9bzaw5UA5IDk2kEqxCHf9taE16w6TXYdhpsH6u16lEwkZMlI8nz21J2bgYrn9vGtt2Z+Z/kEgxFmwRf9XMygP/BUYCc4D/hSxVSRZXFs5/+6/T6y8fC+NfAF0DFAGgZsUyPNe3Feu2ZXD5m5M0UYqUaHkW8cD94ABznXNbnHO/OOfqBnqpv1IE+UquRj3hppnQ4CQY/X8wpAdsX+N1KpGw0KFuRZ48ryWTl2/h/i/meB1HxDP5tcQHBH4+H+ogcgjxFeH8d6DXM7BmGgxur1a5SEDvltW5+vi6vDdhBW+NX+Z1HBFP5Dd06lwzWwikmNmMXOsNcM65tNBFE8A/ylv6ZVD7OPjmP/5W+cLv4OzXIKGy1+lEPHVHz8Ys+HMH942cTXJiHD2bV/U6kkiRsvzutzSzqsBooPfB25xzy0OU67DS09Pd5MmTi/plw4NzMO45+PFBiI2Hkx+BVhf6b1MTKaF278uiz0vjWbZxFx9d04nmKeW8jiRSqMxsinMu/VDbgunYtgGY5ZxbfvCjcGNKvszg2Jvg8u+gcmMYcR18eDHs2uh1MhHPlImN5s0B7UgqE8OVb01m/fYMryOJFJl8i7hzLhuoaWaxRZBHgpHSBgZ8459MZe4X8PJxMO0dr1OJeCa5bByvX5rOlt37uGToRDbt1FS/UjIEe4vZUmCcmd1tZrfsf4QymOTD5/NPa3rZt5CQ7G+Vf3ET7NVAelIyNatejhcuaMPSjbu47r2pZGkOcikBgi3ii4FRgf0Tcz3EazU7wJU/QuebYMobMKg1LB7jdSoRT3RvUoWHz2rB70s28/BXGihJir/8eqcD4Jy7P9RB5Cj4oqDH/dDoVPjsanj7LOhwDZzwX/8kKyIlyDltU5m9ZhtvjFtGUulYbjyxgdeRREImqCJuZmOAf3Rjd86dUOiJ5MjV7ABX/wzf3QMTXobFP/hnSavawutkIkXqv6c1ZfueLJ75fgE1KpTm7DapXkcSCYmgijhwW67f44A+QFbhx5GjFlcOTn/O3yofcR28cjwce4t/prSY0l6nEykSUT7jsT4tWLN1D3d+MpNq5UrTqV5Fr2OJFLp87xM/7IFmE51z7Qs5T75K9H3iBbVzA4z+D8z8CCo1hPPeguQmXqcSKTJbd+/jnJfHs25bBp9f15n6ybq8JJHnaO8Tx8wq5HpUMrOT8c9kJuEsobJ/ZLd+78O21fBadxjzKGTrJIqUDEllYnnrsvbERvu4dOhE1mzd43UkkUIVbO/0KcDkwM/xwK3A5aEKJYXIDBqdAtdPghrt4efHYHA6bFnmdTKRIlE9qTRvXdae7XsyuWjIBNZuUyGX4iOoIu6cqxOYvayOc66Bc+4k59zYUIeTQlQuBS75HE4f5B/h7ZUu/jnL1SqXEqB5SjmG9G/H+u176fPib8xfp/EUpHjIbyrSdoGx0/cvX2JmI8xskJlVCH08KXRtL/X3YE9uCl/eCm/1hq0rvU4lEnLt61Tg/as6kpGVQ7/XfmfR+p1eRxI5avm1xF8B9gGY2fHAY8BbwDbg1dBGk5CpWA8GfAVnvgxr/4CXOsOMjzTFqRR7zVPK8eHVnfAZDBg2kaUbd3kdSeSo5FfEo5xzmwO/nw+86pz7xDl3N1A/tNEkpMygVT+45leo3BA+vQI+vVLDtkqxVz85gdcvbceuvdmc9eI4Fq3Xd14iV75F3Mz230veHfgx17Zg7zGXcFahrn8yldYX+29FG9QaVk3xOpVISLWqkcSn/zoG5+Dcl8frGrlErPyK+HDgZzMbAewBfgUws/r4T6nnycx6mtl8M1tkZnceYvstZjbHzGaY2Q9mVusI3oMcraho6P08XPgJxJSBN3rCt3dDpnrxSvFVu1I8H13TidhoHxcNmcD0lVu9jiRSYHkWcefcw/hvJxsGHOv+GhnGBwzM61gziwJeAE4BmgL9zKzpQbtNA9Kdc2nAx8DjBX0DUkjMoMGJ0H8U1OkCvw2CYafBnq1eJxMJmYZVEhk2oD2xUT4ueO13flu80etIIgUSzHzivzvnPnPO7cq1boFzbmo+h7YHFjnnljjn9gHvA2cc9NxjnHO7A4u/Axrg2GtJNeGij6HXs7B6qr/T27wvvU4lEjJNqpXls2uPIbV8afq/MYnv5/zpdSSRoAU72MuRSAFy37u0KrDucC4Hvg5hHimI9AFwxQ8QEwfvXwDvXwgZ271OJRISyWXj+OCqTjSumsjV70zht0VqkUtkCGURD5qZXQSkA08cZvtVZjbZzCZv2LChaMOVZKlt4V/j/VOazv8aXu8OK373OpVISJSPj+XdKzpQPSmOOz6ZoZHdJCKEsoivBmrkWk4NrPsbMzsRuAvo7Zzbe6gncs696pxLd86lV65cOSRh5TCiY+H42/2jve3bDUN7wi9PqtObFEuJcTE8e34rNu3cx7XvTiUrO8frSCJ5CmURnwQ0MLM6ZhYL9AVG5t7BzFrjH1Cmt3NufQizyNGqczxcNwGa9IIfH4QhJ8H2NV6nEil0bWtV4H/npDFtxVYG/bDQ6zgieQpZEXfOZQHXA6OBucCHzrnZZvaAmfUO7PYEkAB8ZGbTzWzkYZ5OwkGpBDjvbf9j02L/PeXjBnmdSqTQ9W5ZnXPapjJ4zCJ+mq/2hYSvI55P3CuaTzxMbFgA390DC76GJr3hhLv9I7+JFBO79mZx9ou/sX5HBh9e3YkGVRK9jiQl1FHPJy7yD5UbwnlvQYdrYO4X/olUlmliOyk+4ktF82zfVuzNyuG693R9XMKTirgcuehYOOV/cMX3sHenf3CYuV94nUqk0DSpVpYHz2jOgj938uS3C7yOI/IPKuJy9FLT4eaZUKUFfHAR/Pa814lECk2ftqmcl57Ka78uYfziTV7HEfkbFXEpHKXLQ7/hUKMDfPtf+OBiWDnR61QiheLuXk2pVbEM1747hXnrNOiRhA8VcSk8STXgkpHQ+SZY9isM6QFf3grb13qdTOSoJMbFMPTSdsRE+bhkyETWbcvwOpIIoCIuhS0mDnrcDzfNgvTLYNIQeLY5jLrZf91cJELVrhTP0P7t2JGRxQWv/c7GnYccm0qkSKmIS2iUSoBez8ANU/3FfPIb8GRD+OEByFQrRiJT85RyvHV5e9Zs28MlQyaybU+m15GkhFMRl9CqUBdOfQIu/xYa9IBfn4KXOsHE1/zDuIpEmHa1K/DyRW1ZuH4Hlw+bxJ592V5HkhJMRVyKRo32cN6bcP47EBMPX90GL3SAhd9Bju6/lcjStVEyz57fmqkrtnD1O1PYl6XvsHhDRVyKVpPT4Zpf4ZIRYMC758DLx8Ly8V4nEymQ09Kq8ejZLfhlwQZu+mAa2TmRNfqlFA8q4lL0zKBuV7h+MvQeDBnb4I2eMPQUWDPd63QiQTu/XU3+e1oTvpq5jv98OoNIG8ZaIp+KuHgnuhS0uRiuHQ/d74UNc+HVLjDyBtiyzOt0IkG54ri63HBCfT6cvIqHv5yrQi5FSkVcvBdXFo67BW6YDu2vhj+Gw6A28Pm1sEsjZEn4u7lHQ/ofU5vXxy5l8I+LvI4jJYiKuISP0klw6uNwwzRofSH88b7/HvPfAqfcRcKUmXFPr6ac3SaFp75bwLBxS72OJCWEiriEn3Kp0Pt5+Ndv/nHZv70Lnm8Lvz4N2bovV8KTz2c83ieNk5pW4b4v5vDJlFVeR5ISQEVcwldyY7h4BAz4Gqo0gx/uhxfaw7R3dFuahKXoKB+D+rWmc/2K3P7xH4yZt97rSFLMqYhLePP5oNYx/lvSznsL4pJgxHX++csXfAvqRCRhJi4milcvTqdhlURuGD6NKcu3eB1JijEVcYkcTc+AK36A056GP2fBe+f6J1lZP8/rZCJ/E18qmtcvTadiQixXvDmJ5Zt2eR1JiikVcYksPh+0uxxuXeAv5uvnwYsd4JMrYP1cr9OJHJBavgzDBrTHAQPemMTqrXu8jiTFkIq4RKboWH8xv2Ga/7a0eV/5R34bOVBTn0rYqF0pntcvSWf9jr1c8eZktu1Wx0wpXCriEtkSKvtvS7txOqRfDtOH+29L++kxyFTLR7yXXrsCgy9ozeL1O7ng9d/ZuTfL60hSjKiIS/GQkOwv5tdNgMa94KdH4dkWMO45yNK8z+Ktro2SefHCNsxbt4OLh0xgR4Za5FI4VMSleKlYzz9bWv8vIbkpfHcPvNjJ30JXT3bx0IlNqzC4X2tmrNrG5cMma+YzKRQq4lI81T7Wf1vahZ9AdBx8fo3/mvmC0ZCj+Z/FG6e0qMYT56Qxcdlmrn13KhmZ+i7K0VERl+LLDBqcCNeM9c+Wtm8XvHceDO0J87/RgDHiibPbpHLf6U35fu6fXPvuVLKy9T2UI6ciLsWfz/fXbGm9noHNS2D4+TD0JJg7SqfZpcj171yHB89oxo/z1nP/F3M085kcMRVxKTliSkP6ZXDLXH8x37kePrgQ3jkbtq70Op2UMBd3qs3Vx9fl7d+X89qvS7yOIxFKRVxKnuhYfzG/YRqc+iSsmODv/LbwO7XKpUj9u2djTkurxiNfzWPUjDVex5EIpCIuJZcvCtpfCdf+BmWrwbvnwLvnQmaG18mkhPD5jKfObUl6rfLc/MF0pq7QOOtSMCriIuVr+2dK63gdLPoOhvfVqG9SZOJionj1knQqJ5TixvensXX3Pq8jSQRRERcBiK8EPR+B4++AZWPhpWNg6S9ep5ISokJ8LIMvbMOf2/Zy5VuT1WNdgqYiLpLbCXfB1b+Ay4Y3T4exz+g6uRSJNjXL89BZzZm0bAtPf7fA6zgSIVTERQ5WpSlcPwUanATf3wcfXwZ7tnqdSkqA89JrcH56DV78aTG/LtzgdRyJACriIoeSUBn6fQDd7oLZn/pPr2vecikC9/ZuSoPkBK5/bxpLN2oecsmbirjI4fh80OUOOPNl2LsDhp4My3/zOpUUc2VioxlyaTvM4OYPppOp6+OSBxVxkfy06gdXfA/RpeCNU+DXp7xOJMVczYpleOjM5kxfuZX/fa0zQHJ4KuIiwajcCK6fDM3Ohh8egOEXwO7NXqeSYqxXWnUu7FCT18cu1UAwclgq4iLBiisLZ78KJ97vv598cDqMvgs2LfY6mRRTd/dqSuuaSdz64R/q6CaHpCIuUhBRMXDsTXDJSKh1DEx4BZ5vA59dAxt0W5AUrriYKIZc2o46leK54s3J/LZoo9eRJMyoiIsciVqd4Px34KaZ0PFamPUpvNAO3joT5n+tOcul0FSIj+Wty9tTs0IZBgybxDgVcslFRVzkaJStBj0fhZtnwwn/hQ3z/cO2DmoN41+EzD1eJ5RiIDkxjvev6kjlxFJcNmySTq3LARZp89imp6e7yZMnex1D5NCyM2HeKJjwKqz4DeKT/ZOsNDsbKtX3Op1EuI0793LxkIks2bCTwRe0oUfTKl5HkiJgZlOcc+mH2qaWuEhhioqBZmfBZV/DpaP8vdrHPOzvBPfpVfDnbK8TSgSrlFCKdy5vT6OqiVz99mRGTF/tdSTxmFriIqG2ZRn8/hJMewf27YSUttD1/6B+dzDzOp1EoN37suj/xiQmL9vMwBMaMPCE+kRHqU1WXOXVElcRFykquzfDlGEw+Q3YtgISqsLxt0HriyCmtNfpJMLs2pvF3Z/P4tNpq0lLLccT57SkUdVEr2NJCKiIi4STzAyY/RlMeQNWToAylfyjwrW7wj+3uUgBfPHHGu4ZMYtde7O5tls9Bp7QgCifzvAUJyriIuHIOVg+DsYNgsU/gMuBBidD5xuhZkedapegbdy5lwe+mMPIP9bQvk4F/tcnjTqV4r2OJYVERVwk3G1bDZOHwqTXIGObv0Xe4jxocQ5UaqiCLkH5eMoq7v9iNnuzchjYrT5XHl+XuJgor2PJUVIRF4kUe7b6pz6dMwKW/uJvnVdqCLWPhZrH+AeZKZfqdUoJY+u2ZfDgqDl8OXMtKUmluaVHQ85qnYJPp9gjloq4SCTavBQWfut/rJgA+3b41yfVgtrHQWpbqNICqreGqGhvs0rY+W3RRh75ei6zVm+ncdVEbu7RkBObVNH18gikIi4S6bKz4M9Z/vnMl4+Dpb/C3m3+bXFJ/nHca3WGeidAxfoQHetpXAkPOTmOL2as4ZnvFrBs027qVo7nP6c0oXvjZLXMI4hnRdzMegLPAVHA6865xw7aXgp4C2gLbALOd84ty+s5VcRF8HeK27bS30Jf+rP/1PvW5YGNBolVoVwN/7CwCVX8y/HJEF8JylSEhGT/LW4xcZ6+DSkamdk5fDVzLc9+v5ClG3dRObEU7etUoGVqOVqkJNG0WlnKlYnxOqYchidF3MyigAVAD2AVMAno55ybk2ufa4E059w1ZtYXOMs5d35ez6siLnIYW1f4W+qbl/oL/NYVsPNP2PHnX632g8Ul+Qt8XBLExkNsGYgu7S/u0aUhupT/HvboUv9c9kWDL8b/Myr6n8sWBb4oMN/hH0e0XS3II5WVncOXM9fy/dz1TF2+hdVb/xrbv1JCLLUrxlOlbBwVE2KpGF+KCgmxlCsdQ9m4aBLjoikTG018bDTRUYbPDDP//w6fWeABdtDP/fsdvI8EL68iHsoLae2BRc65JYEQ7wNnAHNy7XMGcF/g94+BwWZmLtLO8YuEg6Sa/seh7NsNu9bD7k2wa5P/9x3r/I+d6/wd6jK2wvbV/klbsvZC1v6fGUX5LoJghynqgZ95Lf9jG4ff94iXg933KF77CHNGY5wBnGFAEmSVhT2Z2ezNzGFvVjb7NuWQucGRneN/5OaALOAw/xw8aN/girQF9s1d0+3Ae+Sfz2KWa5/9ux20LrCbO7CFf37kR5j34P0Od9S+qDK0+M+YoJ7zaIWyiKcAK3MtrwI6HG4f51yWmW0DKgJ/m2vPzK4CrgKoWfMwf0mJyOHFloHY2kc2mIxzfy/q+4t8TtbfH9mZkJPpn4Z1/zqX89cjJ+fvyy67cLbvz+j/5aDlvLaFYPkf2zj8vke8XNBjOez2aCAx8DhYjnNkZueQlRP4mZ1DTo4jy7kDT5W7veXc/md2gf/cP2K4vy3/tZ/LHevAJve3ZXI9n8u1c65P5K/jAvvn/gQO1zS0g/Y7HDtor7yOyY4quhEYI6JLq3PuVeBV8J9O9ziOSMli5j+9ruvnJYoPKBV4SPgK5Yj5q4EauZZTA+sOuY+ZRQPl8HdwExERkXyEsohPAhqYWR0ziwX6AiMP2mckcGng93OAH3U9XEREJDghO50euMZ9PTAa/y1mQ51zs83sAWCyc24kMAR428wWAZvxF3oREREJQkiviTvnvgK+OmjdPbl+zwDODWUGERGR4kqzyIuIiEQoFXEREZEIpSIuIiISoVTERUREIpSKuIiISIRSERcREYlQKuIiIiIRSkVcREQkQqmIi4iIRCiLtKHKzWwDsLwQn7ISB019KkdEn+PR02d49PQZHj19hkevsD/DWs65yofaEHFFvLCZ2WTnXLrXOSKdPsejp8/w6OkzPHr6DI9eUX6GOp0uIiISoVTERUREIpSKOLzqdYBiQp/j0dNnePT0GR49fYZHr8g+wxJ/TVxERCRSqSUuIiISoUp0ETeznmY238wWmdmdXueJBGZWw8zGmNkcM5ttZjcG1lcws+/MbGHgZ3mvs4Y7M4sys2lmNiqwXMfMJgS+jx+YWazXGcOZmSWZ2cdmNs/M5ppZJ30PC8bMbg78OZ5lZsPNLE7fw/yZ2VAzW29ms3KtO+R3z/wGBT7PGWbWpjCzlNgibmZRwAvAKUBToJ+ZNfU2VUTIAm51zjUFOgLXBT63O4EfnHMNgB8Cy5K3G4G5uZb/BzzjnKsPbAEu9yRV5HgO+MY51xhoif+z1PcwSGaWAtwApDvnmgNRQF/0PQzGMKDnQesO9907BWgQeFwFvFSYQUpsEQfaA4ucc0ucc/uA94EzPM4U9pxza51zUwO/78D/F2cK/s/uzcBubwJnehIwQphZKnAa8Hpg2YATgI8Du+gzzIOZlQOOB4YAOOf2Oee2ou9hQUUDpc0sGigDrEXfw3w5534BNh+0+nDfvTOAt5zf70CSmVUrrCwluYinACtzLa8KrJMgmVltoDUwAajinFsb2LQOqOJVrgjxLHAHkBNYrghsdc5lBZb1fcxbHWAD8EbgksTrZhaPvodBc86tBp4EVuAv3tuAKeh7eKQO990Laa0pyUVcjoKZJQCfADc557bn3ub8tzzotofDMLNewHrn3BSvs0SwaKAN8JJzrjWwi4NOnet7mLfANdsz8P+DqDoQzz9PEcsRKMrvXkku4quBGrmWUwPrJB9mFoO/gL/rnPs0sPrP/aeIAj/Xe5UvAnQGepvZMvyXcU7Af303KXBaE/R9zM8qYJVzbkJg+WP8RV3fw+CdCCx1zm1wzmUCn+L/bup7eGQO990Laa0pyUV8EtAg0BMzFn+HjpEeZwp7gWu3Q4C5zrmnc20aCVwa+P1SYERRZ4sUzrn/OOdSnXO18X/vfnTOXQiMAc4J7KbPMA/OuXXASjNrFFjVHZiDvocFsQLoaGZlAn+u93+G+h4emcN990YClwR6qXcEtuU67X7USvRgL2Z2Kv5rk1HAUOfcw94mCn9mdizwKzCTv67n/h/+6+IfAjXxzzJ3nnPu4I4fchAz6wrc5pzrZWZ18bfMKwDTgIucc3s9jBfWzKwV/o6BscASYAD+hom+h0Eys/uB8/HfdTINuAL/9Vp9D/NgZsOBrvhnK/sTuBf4nEN89wL/QBqM/1LFbmCAc25yoWUpyUVcREQkkpXk0+kiIiIRTUVcREQkQqmIi4iIRCgVcRERkQilIi4iIhKhVMRFipiZZZvZ9MDMUR+ZWRkPMnQ1s2OK+nVzvf5xgdmzpptZ6Vzrk8zs2lzL1c3s40M/i4ioiIsUvT3OuVaBmaP2AdcEc1CuUbQKQ1fAsyIOXAg8Gvgc9uRanwQcKOLOuTXOuXMOPlhE/FTERbz1K1DfzOIDcxRPDEzocQaAmfU3s5Fm9iPwg5klmNkbZjYzMDdxn8B+J5nZeDObGmjdJwTWLzOz+wPrZ5pZ48DENdcANwdawseZ2emBOaSnmdn3ZlYlcHzlwNzIswOTjCw3s0qBbRcF8k43s1cC0/v+jZl1DzznzMD7K2VmVwDnAQ+a2bsHHfIYUC/wnE+YWW0LzNkc+Cw+D+RZZmbXm9ktgef/3cwqBParZ2bfmNkUM/vVzBoX+v81kTChIi7ikUDL+hT8o9/dhX/41fZAN+CJwKxc4B8T/BznXBfgbvzDNrZwzqUBPwaK6n+BE51zbYDJwC25XmpjYP1L+EeHWwa8jH/O6FbOuV+BsUDHwGQi7+OfYQ38I1H96Jxrhn988pqB7E3wj/TV2TnXCsjG37rO/f7i8M+7fL5zrgX+SUv+5Zx7Hf9QlLcHhpvN7U5gcSDX7Yf42JoDZwPtgIeB3YHM44FLAvu8Cgx0zrUFbgNePMTziBQLhXl6TkSCU9rMpgd+/xX/WPS/4Z8U5bbA+jgCBRP4LtfQoSfiH28dAOfclsCsaE2Bcf4RHonFX9T22z9JzRT8BfBQUoEPAhM3xAJLA+uPBc4KvNY3ZrYlsL470BaYFHjN0vxzspFG+CfYWBBYfhO4Dv9Qx0dqTGAe+x1mtg34IrB+JpAWOANxDPBRIBdAqaN4PZGwpiIuUvT2BFqvBwTGV+7jnJt/0PoO+KfZzIvhL/T9DrN9/7jX2Rz+z/zzwNPOuZGB8dzvC+I133TO/Sef/Qpb7jG8c3It5+B/bz7882G3KuJcIp7Q6XSR8DAaGBgo5phZ68Ps9x3+1iyB/coDvwOdzax+YF28mTXM5/V2AIm5lsvx1/SIl+ZaPw7/9WvM7CSgfGD9D8A5ZpYc2FbBzGod9Brzgdr7cwEXAz8XMFeBBOa2X2pm5wZymZm1PNLnEwl3KuIi4eFBIAaYYWazA8uH8hBQPnB72h9AN+fcBqA/MNzMZuA/lZ5fZ64vgLP2d2zD3/L+yMymABtz7Xc/cFKgc9m5wDpgh3NuDv7r8N8GXvM7oFruF3DOZeCfWewjM9s/693LeYVyzm3Cf1lglpk9kc97OJwLgcsDn89s4IwjfB6RsKdZzETksMysFJDtnMsys07ASzpVLRI+dE1cRPJSE/jQzHz472m/0uM8IpKLWuIiIiIRStfERUREIpSKuIiISIRSERcREYlQKuIiIiIRSkVcREQkQqmIi4iIRKj/Bx7b7+97/KDlAAAAAElFTkSuQmCC", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 6))\n", "xs = np.linspace(0, 100, len(sad))\n", "plt.plot(xs, sad, label='All-time')\n", "xs = np.linspace(0, 100, len(millenium_sad))\n", "plt.plot(xs, millenium_sad, label='Millenium drought')\n", "plt.xlabel(\"Percentage of time\")\n", "plt.ylabel(\"Surface area (% maximum extent)\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this plot of the SAD for Weereewa/Lake George, we can tell that the lake was at least partly-inundated for 25 of the last 33 years. The lake was rarely full. The slope of the curve indicates how the lake varied over time, but is hard to interpret without comparison to another SAD curve.\n", "\n", "Comparing the all-time curve to the SAD during the Millenium drought shows that the lake was significantly drier during the drought, never exceeding 50% capacity. The very sharp drop at the beginning of the SAD curve indicates rapid drying when the lake was near its peak, suggesting either that the lake bed is not steep at the point where it is 50% full, or that the only significant influx of water into the lake was during a period of rapid drying." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_186/3543713553.py:2: MatplotlibDeprecationWarning: shading='flat' when X and Y have the same dimensions as C is deprecated since 3.3. Either specify the corners of the quadrilaterals with X and Y, or pass shading='auto', 'nearest' or 'gouraud', or set rcParams['pcolor.shading']. This will become an error two minor releases later.\n", " plt.pcolormesh(sad_x, sad_y, sads)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 10))\n", "plt.pcolormesh(sad_x, sad_y, sads)\n", "plt.xlabel(\"Days in two-year period\")\n", "plt.yticks(year_start_days[::2], year_start_years[::2])\n", "plt.ylabel(\"Date\")\n", "plt.colorbar(label=\"Surface area (% maximum extent)\")\n", "plt.title(\"Short-time surface area duration\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The STSAD plot helps visualise the change in Weereewa/Lake George over time. Here, the Millenium drought is clearly visible between 2000 and 2009 as a period of very little wet extent. The lake was mostly full during the 1990s, and it filled and dried fairly consistently over time, indicating that it is unregulated. It was stably partly-filled for significant parts of 1988, during the 2010–12 La Niña, and 2016–17." ] }, { "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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tags\n", "." ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "**Tags**: :index:`NCI compatible`, :index:`DEA Waterbodies`, :index:`data visualisation`, :index:`time series`, :index:`water`" ] } ], "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 }