{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "2c44655d-3970-467e-8216-b6e403a62331", "metadata": {}, "outputs": [], "source": [ "import xarray as xr\n", "import pandas as pd\n", "import geopandas as gpd\n", "import numpy as np\n", "import datetime as dt\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from pathlib import Path\n", "import glob\n", "import os" ] }, { "cell_type": "code", "execution_count": 2, "id": "26aed01a-56fb-40ad-8e1b-ee5235901aea", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Owner\\AppData\\Local\\Temp\\ipykernel_20440\\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": 3, "id": "1d618768-dbbf-4540-b68f-18c9cdab3f7a", "metadata": {}, "outputs": [], "source": [ "# select data source\n", "data_folder = Path(r'D:\\World Bank\\CRP\\data\\GLEAM\\v3.7b\\monthly') # change file path as needed\n", "data_file = 'Ep_2003-2022_GLEAM_v3.7b_MO.nc'" ] }, { "cell_type": "code", "execution_count": 4, "id": "c5cb8fc1-ff87-433a-adea-a35b718510d4", "metadata": {}, "outputs": [], "source": [ "output_folder = Path('output')" ] }, { "cell_type": "code", "execution_count": 5, "id": "08f19e0e-59c8-496b-bbae-558305b39c08", "metadata": {}, "outputs": [], "source": [ "# open data source\n", "nc = xr.open_dataset(data_folder / data_file)" ] }, { "cell_type": "code", "execution_count": 6, "id": "bf94d893-634c-42f2-a180-0e2fad080531", "metadata": {}, "outputs": [], "source": [ "# select data based on coordinate and time period (last 30 years)\n", "df = nc.sel(time = slice(f'{str(dt.date.today().year-30)}-01-01', f'{str(dt.date.today().year-1)}-12-31')).sel(lon = centroid.x[0], lat = centroid.y[0], method = 'nearest')" ] }, { "cell_type": "code", "execution_count": 7, "id": "e3935f2b-aaa7-4217-ac08-371c90d3ff54", "metadata": {}, "outputs": [], "source": [ "# write data to csv\n", "df = df.to_dataframe().drop(['lat', 'lon'], axis = 1)\n", "df.to_csv(output_folder / 'potential_evaporation.csv')" ] }, { "cell_type": "code", "execution_count": 8, "id": "214e6ac0-7975-4b9f-85ec-97913272f150", "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=df, x='time', y='Ep', linewidth=2)\n", "\n", "# Add labels and title\n", "plt.xlabel('')\n", "plt.ylabel('')\n", "plt.title('Monthly potential evaporation 1993-2022 (mm/day)')\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 }