{ "cells": [ { "cell_type": "code", "execution_count": 55, "id": "b1e43cd3-d373-434d-b162-785065931539", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import geopandas as gpd\n", "import os\n", "from pathlib import Path\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 22, "id": "89daafa1-b304-4c86-a820-6a8ae2527f33", "metadata": {}, "outputs": [], "source": [ "city = 'Luanda'" ] }, { "cell_type": "code", "execution_count": 24, "id": "1924ec59-92c2-4dd8-bfc3-ce6438ca4eb1", "metadata": {}, "outputs": [], "source": [ "data_folder = Path(r\"D:\\World Bank\\CRP\\data\\Water pollution\")\n", "output_folder = Path('output')" ] }, { "cell_type": "code", "execution_count": 17, "id": "50e81493-6978-45c3-a245-1e4318321e07", "metadata": {}, "outputs": [], "source": [ "# set data files\n", "oid_csv = pd.read_excel(data_folder / \"OBJECTID_data_gridcell_match.xlsx\")\n", "ec_csv = pd.read_csv(data_folder / 'ec_preds_05_22_19.csv')\n", "noxn_csv = pd.read_csv(data_folder / 'noxn_preds_05_16_19.csv')\n", "bod_csv = pd.read_csv(data_folder / 'bod_preds_04_02_19.csv')" ] }, { "cell_type": "code", "execution_count": 3, "id": "694afb9c-96b5-4c94-83f1-7b66627bbfbd", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Owner\\AppData\\Local\\Temp\\ipykernel_9184\\3510852079.py:2: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " centroid = gpd.read_file('AOI/luanda_catchment_level4.shp').to_crs(epsg = 4326).centroid\n" ] } ], "source": [ "# get the centroid of the catchment in order to determine the appropriate data source\n", "centroid = gpd.read_file('AOI/luanda_catchment_level4.shp').to_crs(epsg = 4326).centroid" ] }, { "cell_type": "code", "execution_count": 11, "id": "aea72b3a-b1e6-4633-b80f-7259d78fa411", "metadata": {}, "outputs": [], "source": [ "def find_nearest_coord(centroid):\n", " nearest_oid = 0\n", " nearest_dist = 1e6\n", " \n", " for index, row in oid_csv.iterrows():\n", " dist = (centroid.x[0] - row['Lon']) ** 2 + (centroid.y[0] - row['Lat']) ** 2\n", " if dist < nearest_dist:\n", " nearest_dist = dist\n", " nearest_oid = row['OBJECTID']\n", " \n", " return nearest_oid" ] }, { "cell_type": "code", "execution_count": 13, "id": "bc5f0676-a94c-4392-8041-6bdb451e9c4c", "metadata": {}, "outputs": [], "source": [ "oid = find_nearest_coord(centroid)" ] }, { "cell_type": "code", "execution_count": 42, "id": "c88b0dd9-0baa-4156-93c0-bd7f222d1a3b", "metadata": {}, "outputs": [], "source": [ "ec = ec_csv[ec_csv['OBJECTID'] == oid][['year', 'month', 'preds']].reset_index(drop = True)\n", "noxn = noxn_csv[noxn_csv['OBJECTID'] == oid][['year', 'month', 'preds']].reset_index(drop = True)\n", "bod = bod_csv[bod_csv['OBJECTID'] == oid][['year', 'month', 'preds']].reset_index(drop = True)" ] }, { "cell_type": "code", "execution_count": 43, "id": "ee0c064b-4889-4bb8-83ec-96f4c1075546", "metadata": {}, "outputs": [], "source": [ "ec.to_csv(output_folder / f'{city.lower()}_electrical_conductivity.csv')\n", "noxn.to_csv(output_folder / f'{city.lower()}_nitrate_nitrite.csv')\n", "bod.to_csv(output_folder / f'{city.lower()}_biological_oxygen_demand.csv')" ] }, { "cell_type": "code", "execution_count": 51, "id": "b5a86aa3-2ca3-45e7-bc4b-c941aedcd2d5", "metadata": {}, "outputs": [], "source": [ "ec['day'] = 1\n", "ec['time'] = pd.to_datetime(ec[['year', 'month', 'day']])\n", "noxn['day'] = 1\n", "noxn['time'] = pd.to_datetime(noxn[['year', 'month', 'day']])\n", "bod['day'] = 1\n", "bod['time'] = pd.to_datetime(bod[['year', 'month', 'day']])" ] }, { "cell_type": "code", "execution_count": 58, "id": "1785234c-a620-4ecb-9770-070c56ca2516", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot\n", "\n", "# Create the line chart using Seaborn with connected lines\n", "plt.figure(figsize=(10, 6))\n", "\n", "sns.lineplot(data=ec, x='time', y='preds', linewidth=2)\n", "\n", "# Add labels and title\n", "plt.xlabel('')\n", "plt.ylabel('')\n", "plt.title('Monthly electrical conductivity in surface water 1993-2022 (uS/cm)')\n", "\n", "# plt.xticks(rotation=45)\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 59, "id": "0e450fde-d878-49f2-8d22-aee1f3fe2cef", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot\n", "\n", "# Create the line chart using Seaborn with connected lines\n", "plt.figure(figsize=(10, 6))\n", "\n", "sns.lineplot(data=noxn, x='time', y='preds', linewidth=2)\n", "\n", "# Add labels and title\n", "plt.xlabel('')\n", "plt.ylabel('')\n", "plt.title('Monthly nitrate-nitrite in surface water 1993-2022 (mg/l)')\n", "\n", "# plt.xticks(rotation=45)\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 60, "id": "95e88964-b487-47e0-abe9-692092289f23", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot\n", "\n", "# Create the line chart using Seaborn with connected lines\n", "plt.figure(figsize=(10, 6))\n", "\n", "sns.lineplot(data=bod, x='time', y='preds', linewidth=2)\n", "\n", "# Add labels and title\n", "plt.xlabel('')\n", "plt.ylabel('')\n", "plt.title('Monthly biological oxygen demand in surface water 1993-2022 (mg/l)')\n", "\n", "# plt.xticks(rotation=45)\n", "plt.grid(True)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "crp", "language": "python", "name": "crp" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }