{ "cells": [ { "cell_type": "code", "execution_count": null, "id": "1c9cdeda-2cea-40ef-9f80-1a265993e124", "metadata": {}, "outputs": [], "source": [ "# processes historical precipitation data from CHIRPS" ] }, { "cell_type": "code", "execution_count": 1, "id": "cc2aacca-23d1-4774-9fc6-c4d10aec81bf", "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": "694afb9c-96b5-4c94-83f1-7b66627bbfbd", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Owner\\AppData\\Local\\Temp\\ipykernel_16880\\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", "\n", "# use CHIRPS for 50°S - 50°N\n", "# use WorldClim for others\n", "if abs(centroid.y[0]) <= 50:\n", " data_folder = Path('D:/World Bank/CRP/data/CHIRPS') # change file path as needed\n", " data_file = 'chirps-v2.0.monthly.nc'\n", "else:\n", " data_folder = Path('D:/World Bank/CRP/data/WorldClim') # change file path as needed\n", " data_file = ''\n", " # WorldClim is not yet downloaded. TODO" ] }, { "cell_type": "code", "execution_count": 4, "id": "0cd8103d-9c89-40e0-929f-6e10a273f52d", "metadata": {}, "outputs": [], "source": [ "output_folder = Path('output')" ] }, { "cell_type": "code", "execution_count": 5, "id": "3a437158-b7d3-4a4f-b6ed-e0519857a8f3", "metadata": {}, "outputs": [], "source": [ "# open data source\n", "nc = xr.open_dataset(data_folder / data_file)" ] }, { "cell_type": "code", "execution_count": 6, "id": "a44a3fef-bf7a-4052-baac-1f4dc8a83e10", "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)}-12-01')).sel(longitude = centroid.x[0], latitude = centroid.y[0], method = 'nearest')" ] }, { "cell_type": "code", "execution_count": null, "id": "9c4f7a05-14fe-4d7e-9476-7518330fccdd", "metadata": {}, "outputs": [], "source": [ "# write data to csv\n", "df = df.to_dataframe().drop(['latitude', 'longitude'], axis = 1)\n", "df.to_csv(output_folder / 'precip.csv')" ] }, { "cell_type": "code", "execution_count": 71, "id": "68d6e58f-1fe8-41f9-818c-48abba16d0d2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "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='precip', linewidth=2)\n", "\n", "# Add labels and title\n", "plt.xlabel('')\n", "plt.ylabel('')\n", "plt.title('Monthly precipitation 1993-2022 (mm)')\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 }