#!/usr/bin/env python import os import atlite import pandas as pd import geopandas as gpd from vresutils import hydro as vhydro import logging logger = logging.getLogger(__name__) logger.setLevel(level=snakemake.config['logging_level']) config = snakemake.config['renewable']['hydro'] cutout = atlite.Cutout(config['cutout'], cutout_dir=os.path.dirname(snakemake.input.cutout)) countries = snakemake.config['countries'] country_shapes = gpd.read_file(snakemake.input.country_shapes).set_index('name')['geometry'].reindex(countries) country_shapes.index.name = 'countries' eia_stats = vhydro.get_eia_annual_hydro_generation(snakemake.input.eia_hydro_generation).reindex(columns=countries) inflow = cutout.runoff(shapes=country_shapes, smooth=True, lower_threshold_quantile=True, normalize_using_yearly=eia_stats) inflow.values[inflow.values < config.get('min_inflow', 1.)] = 0. inflow.to_netcdf(snakemake.output[0])