#!/usr/bin/env python
# -*- coding: utf-8 -*-
# Copyright (c) 2020 Satpy developers
#
# This file is part of satpy.
#
# satpy is free software: you can redistribute it and/or modify it under the
# terms of the GNU General Public License as published by the Free Software
# Foundation, either version 3 of the License, or (at your option) any later
# version.
#
# satpy is distributed in the hope that it will be useful, but WITHOUT ANY
# WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR
# A PARTICULAR PURPOSE. See the GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License along with
# satpy. If not, see <http://www.gnu.org/licenses/>.
"""Reader for GPM imerg data on half-hourly timesteps.
References:
- The NASA IMERG ATBD:
https://pmm.nasa.gov/sites/default/files/document_files/IMERG_ATBD_V06.pdf
"""
import logging
from datetime import datetime
import dask.array as da
import h5py
import numpy as np
from pyresample.geometry import AreaDefinition
from satpy.readers.hdf5_utils import HDF5FileHandler
logger = logging.getLogger(__name__)
[docs]class Hdf5IMERG(HDF5FileHandler):
"""IMERG hdf5 reader."""
def __init__(self, filename, filename_info, filetype_info):
"""Init method."""
super(Hdf5IMERG, self).__init__(filename, filename_info,
filetype_info)
self.finfo = filename_info
self.cache = {}
@property
def start_time(self):
"""Find the start time from filename info."""
return datetime(self.finfo['date'].year,
self.finfo['date'].month,
self.finfo['date'].day,
self.finfo['start_time'].hour,
self.finfo['start_time'].minute,
self.finfo['start_time'].second)
@property
def end_time(self):
"""Find the end time from filename info."""
return datetime(self.finfo['date'].year,
self.finfo['date'].month,
self.finfo['date'].day,
self.finfo['end_time'].hour,
self.finfo['end_time'].minute,
self.finfo['end_time'].second)
[docs] def get_dataset(self, dataset_id, ds_info):
"""Load a dataset."""
file_key = ds_info.get('file_key', dataset_id['name'])
dsname = 'Grid/' + file_key
data = self.get(dsname)
data = data.squeeze().transpose()
if data.ndim >= 2:
data = data.rename({data.dims[-2]: 'y', data.dims[-1]: 'x'})
data.data = da.flip(data.data, axis=0)
fill = data.attrs['_FillValue']
data = data.where(data != fill)
for key in list(data.attrs.keys()):
val = data.attrs[key]
if isinstance(val, h5py.h5r.Reference):
del data.attrs[key]
if isinstance(val, np.ndarray) and isinstance(val[0][0], h5py.h5r.Reference):
del data.attrs[key]
return data
[docs] def get_area_def(self, dsid):
"""Create area definition from the gridded lat/lon values."""
lats = self.__getitem__('Grid/lat').values
lons = self.__getitem__('Grid/lon').values
width = lons.shape[0]
height = lats.shape[0]
lower_left_x = lons[0]
lower_left_y = lats[0]
upper_right_x = lons[-1]
upper_right_y = lats[-1]
area_extent = (lower_left_x, lower_left_y, upper_right_x, upper_right_y)
description = "IMERG GPM Equirectangular Projection"
area_id = 'imerg'
proj_id = 'equirectangular'
proj_dict = {'proj': 'longlat', 'datum': 'WGS84', 'ellps': 'WGS84', }
area_def = AreaDefinition(area_id, description, proj_id, proj_dict, width, height, area_extent, )
return area_def