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December 16, 2021 10:32
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This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -0,0 +1,126 @@ #!/usr/bin/env python3 # -*- coding:utf-8 -*- """ Created Date: Saturday December 11th 2021 Author: Dmitry Kislov E-mail: [email protected] ----- Last Modified: Wednesday, December 15th 2021, 2:32:54 pm Modified By: Dmitry Kislov ----- Copyright (c) 2021 """ import subprocess import glob import string import os import sys def locate_files(path='data', ext='*.tif'): result = dict() for f in glob.glob(f'{path}/**/{ext}', recursive=True): filename = '.'.join(os.path.basename(f).split('.')[:-1]) var, month = filename.split('_')[-2:] result[(var.lower(), month)] = f return result def get_wki_command(threshold='5.0'): command = [sys.executable, rf'{os.environ.get("CONDA_PREFIX")}\Scripts\gdal_calc.py'] filtered_files = {k: v for k, v in locate_files().items() if 'tavg' in k} file_letters = [] for s, (_, f) in zip(string.ascii_uppercase, filtered_files.items()): command.extend([f'-{s}', f]) file_letters.append(s) command.append('--outfile=wki.tif') formula = '+'.join(f'{l}*({l}>{threshold})- {threshold}*({l}>{threshold})' for l in file_letters) command.append(f'--calc={formula}') return command #print(get_wki_command()) subprocess.call(get_wki_command()) def get_cki_command(threshold='5.0'): command = [sys.executable, rf'{os.environ.get("CONDA_PREFIX")}\Scripts\gdal_calc.py'] filtered_files = {k: v for k, v in locate_files().items() if 'tavg' in k} file_letters = [] for s, (_, f) in zip(string.ascii_uppercase, filtered_files.items()): command.extend([f'-{s}', f]) file_letters.append(s) command.append('--outfile=cki.tif') formula = '+'.join(f'numpy.abs({threshold} * ({l}<{threshold}) - {l}*({l}<{threshold}))' for l in file_letters) command.append(f'--calc={formula}') return command subprocess.call(get_cki_command()) from itertools import chain def get_pwki_command(threshold='5.0'): command = [sys.executable, rf'{os.environ.get("CONDA_PREFIX")}\Scripts\gdal_calc.py'] filtered_files_tavg = {k: v for k, v in locate_files().items() if 'tavg' in k} filtered_files_prec = {k: v for k, v in locate_files().items() if 'prec' in k} file_letters_tavg = [] file_letters_prec = [] for s, (_, f) in zip(string.ascii_uppercase, chain(filtered_files_tavg.items(), filtered_files_prec.items())): command.extend([f'-{s}', f]) if 'tavg' in f: file_letters_tavg.append(s) if 'prec' in f: file_letters_prec.append(s) command.append('--outfile=pwki.tif') formula = '+'.join(f'{p} * ({t}>{threshold})' for t, p in zip(file_letters_tavg, file_letters_prec)) command.append(f'--calc={formula}') return command subprocess.call(get_pwki_command()) def get_pcki_command(threshold='5.0'): command = [sys.executable, rf'{os.environ.get("CONDA_PREFIX")}\Scripts\gdal_calc.py'] filtered_files_tavg = {k: v for k, v in locate_files().items() if 'tavg' in k} filtered_files_prec = {k: v for k, v in locate_files().items() if 'prec' in k} file_letters_tavg = [] file_letters_prec = [] for s, (_, f) in zip(string.ascii_uppercase, chain(filtered_files_tavg.items(), filtered_files_prec.items())): command.extend([f'-{s}', f]) if 'tavg' in f: file_letters_tavg.append(s) if 'prec' in f: file_letters_prec.append(s) command.append('--outfile=pcki.tif') formula = '+'.join(f'{p} * ({t}<{threshold})' for t, p in zip(file_letters_tavg, file_letters_prec)) command.append(f'--calc={formula}') return command subprocess.call(get_pcki_command()) def get_ic_command(threshold='5.0'): command = [sys.executable, rf'{os.environ.get("CONDA_PREFIX")}\Scripts\gdal_calc.py'] filtered_files_tmin = {k: v for k, v in locate_files().items() if 'tmin' in k} filtered_files_tmax = {k: v for k, v in locate_files().items() if 'tmax' in k} file_letters_tmin = [] file_letters_tmax = [] for s, (_, f) in zip(string.ascii_uppercase, chain(filtered_files_tmin.items(), filtered_files_tmax.items())): command.extend([f'-{s}', f]) if 'tmin' in f: file_letters_tmin.append(s) if 'tmax' in f: file_letters_tmax.append(s) command.append('--outfile=ic.tif') formula = 'numpy.maximum.reduce([' + ','.join(file_letters_tmax) + '])' +\ '-numpy.minimum.reduce([' + ','.join(file_letters_tmin) + '])' command.append(f'--calc={formula}') return command subprocess.call(get_ic_command())