{ "cells": [ { "cell_type": "markdown", "id": "2dfd235f", "metadata": {}, "source": [ "# Tutorial 1 - Indicators of Hydrologic Alteration (IHA)\n", "\n", "This tutorial demonstrates how to use the `SARAwater` package to compute the Indicators of Hydrologic Alteration (IHA) for a river reach. The IHA metrics help assess the impact of flow alterations on aquatic ecosystems." ] }, { "cell_type": "markdown", "id": "0ffe2b7f", "metadata": {}, "source": [ "## Import libraries" ] }, { "cell_type": "code", "execution_count": 1, "id": "732bb978", "metadata": {}, "outputs": [], "source": [ "import os\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import sarawater as sara\n", "\n", "plt.style.use(\"stylesheet.mplstyle\")" ] }, { "cell_type": "markdown", "id": "7e2c16e6", "metadata": {}, "source": [ "## I/O paths and directories creation" ] }, { "cell_type": "code", "execution_count": 2, "id": "33a5ab1e", "metadata": {}, "outputs": [], "source": [ "input_csv_filepath = os.path.join(\"data\", \"daily_discharge_7y.csv\")\n", "min_release_filepath = os.path.join(\"data\", \"minimum_flow_requirements.csv\")" ] }, { "cell_type": "markdown", "id": "0184dccc", "metadata": {}, "source": [ "## Read the discharge data and create a reach object" ] }, { "cell_type": "markdown", "id": "91ec9f99", "metadata": {}, "source": [ "### Read the CSV data" ] }, { "cell_type": "code", "execution_count": null, "id": "64d11617", "metadata": {}, "outputs": [], "source": [ "# Read CSV with automatic date parsing\n", "reach_df = pd.read_csv(input_csv_filepath, parse_dates=[\"Date\"])\n", "\n", "# Convert to list of datetime objects\n", "datetime_list = reach_df[\"Date\"].dt.to_pydatetime().tolist()\n", "\n", "# Put the discharge data into a numpy array\n", "discharge_data = np.array(reach_df[\"Q\"].to_list())" ] }, { "cell_type": "markdown", "id": "98b36d46", "metadata": {}, "source": [ "### Initialize a reach object" ] }, { "cell_type": "code", "execution_count": 4, "id": "840034da", "metadata": {}, "outputs": [], "source": [ "Qabs_max = 3\n", "my_reach = sara.Reach(\"My Reach\", datetime_list, discharge_data, Qabs_max)" ] }, { "cell_type": "markdown", "id": "9d121f99", "metadata": {}, "source": [ "## Add scenarios to the reach object" ] }, { "cell_type": "markdown", "id": "6eab8fe9", "metadata": {}, "source": [ "### Minimum Flow Requirement (MFR) scenario" ] }, { "cell_type": "code", "execution_count": null, "id": "b7aff2bc", "metadata": {}, "outputs": [], "source": [ "# Read the minimum release values from CSV\n", "minrel_df = pd.read_csv(min_release_filepath, header=None)\n", "\n", "# Get the minimum release values (second column), convert l/s to m3/s\n", "Qreq_months = np.array(minrel_df[1].tolist()) / 1000.0\n", "\n", "# Create a constant scenario with these values\n", "MFR_scenario = sara.ConstScenario(\n", " name=\"MFR\",\n", " description=\"Minimum Flow Requirement scenario from CSV file\",\n", " reach=my_reach,\n", " Qreq_months=Qreq_months,\n", ")\n", "\n", "# Add the scenario to the reach\n", "my_reach.add_scenario(MFR_scenario)" ] }, { "cell_type": "markdown", "id": "755499ae", "metadata": {}, "source": [ "### Ecological scenario (using the built-in method)" ] }, { "cell_type": "code", "execution_count": 6, "id": "71d1691c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Scenario(name=DE, description=Ecological Flow Scenario with default parameters, reach=My Reach)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_reach.add_ecological_flow_scenario(\n", " \"DE\", \"Ecological Flow Scenario with default parameters\"\n", ")" ] }, { "cell_type": "markdown", "id": "d1f10257", "metadata": {}, "source": [ "### Proportional release scenario (using the built-in method)" ] }, { "cell_type": "code", "execution_count": null, "id": "dde9fdc0", "metadata": {}, "outputs": [], "source": [ "prop_scenario = sara.PropScenario(\n", " name=\"06_30\",\n", " description=\"Proportional scenario\",\n", " reach=my_reach,\n", " Qbase=0.6 * np.min(Qreq_months),\n", " c_Qin=0.3,\n", " Qreq_min=np.min(Qreq_months),\n", " Qreq_max=np.max(my_reach.scenarios[1].Qreq_months),\n", ")\n", "my_reach.add_scenario(prop_scenario)" ] }, { "cell_type": "markdown", "id": "e8a1d2a9", "metadata": {}, "source": [ "### Let's check we added the scenarios correctly" ] }, { "cell_type": "code", "execution_count": 8, "id": "8e7546f8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scenarios[0]: MFR | Minimum Flow Requirement scenario from CSV file\n", "scenarios[1]: DE | Ecological Flow Scenario with default parameters\n", "scenarios[2]: 06_30 | Proportional scenario\n" ] } ], "source": [ "my_reach.print_scenarios()" ] }, { "cell_type": "markdown", "id": "5b43b2b5", "metadata": {}, "source": [ "## Compute the released flow discharge for each scenario and compute the IHA indices (IARI and normalized IHA)" ] }, { "cell_type": "code", "execution_count": null, "id": "fa811194", "metadata": {}, "outputs": [], "source": [ "for scenario in my_reach.scenarios:\n", " scenario.compute_Qrel()\n", " scenario.compute_IHA_index(index_metric=\"IARI\")\n", " scenario.compute_IHA_index(index_metric=\"normalized_IHA\")\n", " scenario.compute_natural_abstracted_volumes()" ] }, { "cell_type": "markdown", "id": "0444d7c0", "metadata": {}, "source": [ "## Analyse the results using a ReachPlotter object" ] }, { "cell_type": "markdown", "id": "669738cf", "metadata": {}, "source": [ "### Initialize the plotter" ] }, { "cell_type": "code", "execution_count": 10, "id": "789d9d82", "metadata": {}, "outputs": [], "source": [ "plotter = sara.ReachPlotter(my_reach)" ] }, { "cell_type": "markdown", "id": "65277837", "metadata": {}, "source": [ "### Plot samples of released flow discharge" ] }, { "cell_type": "code", "execution_count": 11, "id": "615f20dc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "year = 2018\n", "start_date = f\"{year}-01-01\"\n", "end_date = f\"{year}-12-31\"\n", "plotter.plot_scenarios_discharge(start_date=start_date, end_date=end_date)\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "79869224", "metadata": {}, "source": [ "### IHA and IARI plots" ] }, { "cell_type": "code", "execution_count": 12, "id": "c03ec307", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plotter.plot_iha_parameters()\n", "# plotter.plot_iha_boxplots()\n", "# plotter.plot_iari_groups()\n", "# plotter.plot_iari_summary()\n", "# plotter.plot_cases_duration()\n", "# plotter.plot_monthly_abstraction()\n", "# plotter.plot_nIHA_summary()\n", "# plotter.plot_nIHA_vs_volume()\n", "plotter.plot_iari_vs_volume(save=True)" ] } ], "metadata": { "kernelspec": { "display_name": "saraenv", "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }