From 87dba5a393fe3546c6445a9faa9c081685db194d Mon Sep 17 00:00:00 2001 From: Sanika Prasad Date: Tue, 17 Oct 2023 13:52:58 +0530 Subject: [PATCH] Code modification and created readme --- scripts/noaa/__init__.py | 0 scripts/noaa/gpcc_spi/README.md | 29 + scripts/noaa/gpcc_spi/__init__.py | 0 .../create_place_to_grid_area_mapping.py | 168 + .../create_place_to_grid_area_mapping_test.py | 83 + scripts/noaa/gpcc_spi/download.py | 89 + .../geojson_data/place_area_ratio.json | 75502 ++++++++++++++++ .../geojson_data/places_with_geojson.csv | 5453 ++ scripts/noaa/gpcc_spi/gpcc_spi.tmcf | 8 + scripts/noaa/gpcc_spi/gpcc_spi_aggregation.py | 147 + .../noaa/gpcc_spi/gpcc_spi_aggregation.tmcf | 8 + .../gpcc_spi/gpcc_spi_aggregation_test.py | 54 + scripts/noaa/gpcc_spi/preprocess_gpcc_spi.py | 132 + .../noaa/gpcc_spi/preprocess_gpcc_spi_test.py | 67 + scripts/noaa/gpcc_spi/run.py | 72 + .../noaa/gpcc_spi/testdata/create_test_nc.py | 63 + .../gpcc_spi/testdata/expected_agg_12.csv | 11 + .../gpcc_spi/testdata/expected_agg_72.csv | 13 + .../testdata/expected_gpcc_spi_pearson_12.csv | 21 + .../testdata/expected_gpcc_spi_pearson_72.csv | 25 + .../gpcc_spi/testdata/gpcc_spi_pearson_12.nc | Bin 0 -> 9937 bytes .../gpcc_spi/testdata/gpcc_spi_pearson_72.nc | Bin 0 -> 9937 bytes .../gpcc_spi/testdata/place_area_ratio.json | 6 + 23 files changed, 81951 insertions(+) create mode 100644 scripts/noaa/__init__.py create mode 100644 scripts/noaa/gpcc_spi/README.md create mode 100644 scripts/noaa/gpcc_spi/__init__.py create mode 100644 scripts/noaa/gpcc_spi/create_place_to_grid_area_mapping.py create mode 100644 scripts/noaa/gpcc_spi/create_place_to_grid_area_mapping_test.py create mode 100644 scripts/noaa/gpcc_spi/download.py create mode 100644 scripts/noaa/gpcc_spi/geojson_data/place_area_ratio.json create mode 100644 scripts/noaa/gpcc_spi/geojson_data/places_with_geojson.csv create mode 100644 scripts/noaa/gpcc_spi/gpcc_spi.tmcf create mode 100644 scripts/noaa/gpcc_spi/gpcc_spi_aggregation.py create mode 100644 scripts/noaa/gpcc_spi/gpcc_spi_aggregation.tmcf create mode 100644 scripts/noaa/gpcc_spi/gpcc_spi_aggregation_test.py create mode 100644 scripts/noaa/gpcc_spi/preprocess_gpcc_spi.py create mode 100644 scripts/noaa/gpcc_spi/preprocess_gpcc_spi_test.py create mode 100644 scripts/noaa/gpcc_spi/run.py create mode 100644 scripts/noaa/gpcc_spi/testdata/create_test_nc.py create mode 100644 scripts/noaa/gpcc_spi/testdata/expected_agg_12.csv create mode 100644 scripts/noaa/gpcc_spi/testdata/expected_agg_72.csv create mode 100644 scripts/noaa/gpcc_spi/testdata/expected_gpcc_spi_pearson_12.csv create mode 100644 scripts/noaa/gpcc_spi/testdata/expected_gpcc_spi_pearson_72.csv create mode 100644 scripts/noaa/gpcc_spi/testdata/gpcc_spi_pearson_12.nc create mode 100644 scripts/noaa/gpcc_spi/testdata/gpcc_spi_pearson_72.nc create mode 100644 scripts/noaa/gpcc_spi/testdata/place_area_ratio.json diff --git a/scripts/noaa/__init__.py b/scripts/noaa/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/scripts/noaa/gpcc_spi/README.md b/scripts/noaa/gpcc_spi/README.md new file mode 100644 index 0000000000..f54f7ef247 --- /dev/null +++ b/scripts/noaa/gpcc_spi/README.md @@ -0,0 +1,29 @@ +# GPCC SPI Import + +## Overview +These script cover two imports which are: +1. NOAA_GPCC_StandardardizedPrecipitationIndex +2. NOAA_GPCC_StandardardizedPrecipitationIndex_AggPlace + + +## Scripts +``` +download.py +``` +Above scipt creates necessary input files with .nc extention required for processing files and store it in a tmp directory. (/tmp/gpcc_spi/) + + +``` +preprocess_gpcc_spi.py +``` +Reads downloaded files from tmp directory and create output csv files in tmp directory itself inside 'out' folder.(/tmp/gpcc_spi/out/) +This script generate output for 'NOAA_GPCC_StandardardizedPrecipitationIndex' Import. +Tmcf for this can be taken from 'scripts/noaa/gpcc_spi/gpcc_spi.tmcf' + + +``` +gpcc_spi_aggregation.py +``` +Reads the files generated from 'preprocess_gpcc_spi.py' script from tmp directory, aggragte data based on place and create output csv files in tmp directory itself inside 'agg' folder.(/tmp/gpcc_spi/agg/) +This script generate output for 'NOAA_GPCC_StandardardizedPrecipitationIndex_AggPlace' Import. +Tmcf for this can be taken from 'scripts/noaa/gpcc_spi/gpcc_spi_aggregation.tmcf' diff --git a/scripts/noaa/gpcc_spi/__init__.py b/scripts/noaa/gpcc_spi/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/scripts/noaa/gpcc_spi/create_place_to_grid_area_mapping.py b/scripts/noaa/gpcc_spi/create_place_to_grid_area_mapping.py new file mode 100644 index 0000000000..19d0b2560b --- /dev/null +++ b/scripts/noaa/gpcc_spi/create_place_to_grid_area_mapping.py @@ -0,0 +1,168 @@ +# Copyright 2022 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Processes a list of places into %area of place within 1 degree grids. + +Input: + csv with a single column that represents the places where geojson exists in dc. + +Output: + A single json file that maps + place id -> list of ({"grid": grid key , "ratio": %area within grid}) + +""" + +from shapely import geometry +import datacommons as dc +import concurrent.futures +from typing import List, Optional +import json +import csv + +from absl import flags +from absl import app + +FLAGS = flags.FLAGS + +flags.DEFINE_string('gpcc_spi_places_with_csv', + 'geojson_data/places_with_geojson.csv', + 'Path to places with geojson.') +flags.DEFINE_string('gpcc_spi_place_grid_ratio_output_dir', + 'geojson_data/place_to_one_degree_grid_mapping.json', + 'Path where the result is written to.') + +LAT_MIN = -90 +LAT_MAX = 90 +LNG_MIN = -180 +LNG_MAX = 180 + + +def construct_one_degree_grid_polygons() -> List[geometry.box]: + """Returns a list of all 1 degree grids.""" + grids = dict() + for lat in range(LAT_MIN, LAT_MAX): + for lng in range(LNG_MIN, LNG_MAX): + key = f"{lat}^{lng}" + grids[key] = geometry.box(lng, lat, lng + 1, lat + 1) + return grids + + +def get_place_by_type(parent_places, places_types: List[str]) -> List[str]: + """Return the place ids of all places contained in a set of parent places.""" + all_types_of_places = [] + for place_type in places_types: + parent_place_to_places = dc.get_places_in(parent_places, place_type) + for places in parent_place_to_places.values(): + for place in places: + all_types_of_places.extend(place) + return all_types_of_places + + +def places_to_geo_jsons(places: List[str]): + """Get geojsons for a list of places.""" + resp = dc.get_property_values(places, 'geoJsonCoordinates') + geojsons = {} + for p, gj in resp.items(): + if not gj: + continue + geojsons[p] = geometry.shape(json.loads(gj[0])) + return geojsons + + +def fit_shape_in_grids(shape, grids): + containment_data = [] + for grid_key, box in grids.items(): + # Place is completely inside the grid. + if box.covers(shape): + return [{'grid': grid_key, 'ratio': 1}] + + # 100% of the grid belongs to the place. + if shape.covers(box): + containment_data.append({ + 'grid': grid_key, + 'ratio': box.area / shape.area + }) + continue + + if not shape.intersects(box): + continue + # Part of the place belongs to the grid. + intersection = shape.intersection(box) + ratio = intersection.area / shape.area + containment_data.append({'grid': grid_key, 'ratio': ratio}) + + return containment_data + + +def read_input(places_with_csv: str): + places_with_geojson = [] + with open(places_with_csv, newline='') as csvfile: + reader = csv.DictReader(csvfile) + for row in reader: + places_with_geojson.append(row['id']) + return places_with_geojson + + +def get_geojsons(places_with_geojson: List[str]): + """Batch call DC api to get geojsons.""" + BATCH_SIZE = 100 + batch = [] + + geojsons = dict() + with concurrent.futures.ThreadPoolExecutor() as executor: + futures = [] + for place in places_with_geojson: + batch.append(place) + if len(batch) == BATCH_SIZE: + futures.append(executor.submit(places_to_geo_jsons, batch)) + batch = [] + + if batch: + futures.append(executor.submit(places_to_geo_jsons, batch)) + + for future in concurrent.futures.as_completed(futures): + geojsons_partial = future.result() + geojsons.update(geojsons_partial) + + return geojsons + + +def create_place_to_grid_mapping(places_with_geojson: List[str], + output: Optional[str] = None, + write_results: bool = True): + """Fit all places in grids.""" + geojsons = get_geojsons(places_with_geojson) + + one_degree_grids = construct_one_degree_grid_polygons() + + place_to_grid_ratios = dict() + for place, geojson in geojsons.items(): + grid_ratios = fit_shape_in_grids(geojson, one_degree_grids) + place_to_grid_ratios[place] = grid_ratios + + if write_results: + with open(output, 'w') as f: + json.dump(place_to_grid_ratios, f) + return + + return place_to_grid_ratios + + +def main(_): + places_with_geojson = read_input(FLAGS.gpcc_spi_places_with_csv) + create_place_to_grid_mapping(places_with_geojson, + FLAGS.gpcc_spi_place_grid_ratio_output_dir) + + +if __name__ == "__main__": + app.run(main) diff --git a/scripts/noaa/gpcc_spi/create_place_to_grid_area_mapping_test.py b/scripts/noaa/gpcc_spi/create_place_to_grid_area_mapping_test.py new file mode 100644 index 0000000000..4a8c0387ab --- /dev/null +++ b/scripts/noaa/gpcc_spi/create_place_to_grid_area_mapping_test.py @@ -0,0 +1,83 @@ +# Copyright 2022 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +''' +Unit tests for create_place_to_grid_area_mapping.py +Usage: python -m unittest discover -v -s ../ -p "create_place_to_grid_area_mapping_test.py" +''' +import unittest +from .create_place_to_grid_area_mapping import create_place_to_grid_mapping + + +class PlaceToGridMappingTest(unittest.TestCase): + + def test_create_place_to_grid_mapping(self): + want = { + # San Bernardino County + # maps to many grids. + 'geoId/06071': [{ + 'grid': '33^-118', + 'ratio': 0.0033239325139923634 + }, { + 'grid': '34^-118', + 'ratio': 0.1276123022731056 + }, { + 'grid': '34^-117', + 'ratio': 0.18870566451400175 + }, { + 'grid': '34^-116', + 'ratio': 0.18532960437637513 + }, { + 'grid': '34^-115', + 'ratio': 0.10690315005766632 + }, { + 'grid': '35^-118', + 'ratio': 0.09802330851363907 + }, { + 'grid': '35^-117', + 'ratio': 0.1547896428427359 + }, { + 'grid': '35^-116', + 'ratio': 0.12463595784741413 + }, { + 'grid': '35^-115', + 'ratio': 0.010676437061070328 + }], + # San Francisco County + # maps to two grids (one is an island). + 'geoId/06075': [{ + 'grid': '37^-124', + 'ratio': 0.006601930938213778 + }, { + 'grid': '37^-123', + 'ratio': 0.9933980690617857 + }], + # Arlington County + # Fully contained in a grid. + 'geoId/51013': [{ + 'grid': '38^-78', + 'ratio': 1 + }] + } + places_with_geojson = [ + 'geoId/06071', # San Bernardino County + 'geoId/06075', # San Francisco County + 'geoId/51013' # Arlington County + ] + got = create_place_to_grid_mapping(places_with_geojson, + write_results=False) + self.assertDictEqual(got, want) + + +if __name__ == '__main__': + unittest.main() diff --git a/scripts/noaa/gpcc_spi/download.py b/scripts/noaa/gpcc_spi/download.py new file mode 100644 index 0000000000..806ed69b09 --- /dev/null +++ b/scripts/noaa/gpcc_spi/download.py @@ -0,0 +1,89 @@ +# Copyright 2022 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +""""Downloads GRCC Global Standarized Precipitation Index (SPI) data. + + +Please see the data readme for release schedule. +https://www.ncei.noaa.gov/pub/data/nidis/gpcc/nidis_gpcc_readme_c20220520.txt +""" + +from absl import app +from absl import flags +import concurrent.futures +import logging +import urllib +import urllib.request +import shutil +from typing import List +import os + +FLAGS = flags.FLAGS + +flags.DEFINE_string('download_dir', '/tmp/gpcc_spi', 'Output directory.') + +flags.DEFINE_list('periods', None, ( + 'Comma separated list of periods. ' + 'A period is the duration in months for a particular SPI value.' + 'Possible values are 1, 2, 3, 6, 9, 12, 24, 36, 48, 60, and 72, defaults to\ + all.')) +DEFAULT_PERIODS = ['1', '3', '6', '9', '36', '72'] + +flags.DEFINE_string('distribution', 'pearson', + ('Distribution fucntion used to compute the SPI.' + 'One of (pearson, gamma). Defaults to pearson.')) +DEFAULT_DISTRIBUTION = 'pearson' + + +def download_one(url, path: str): + """Download a single spi nc file.""" + logging.info('Starting to download %s to %s', url, path) + with urllib.request.urlopen(url) as source: + with open(path, 'wb') as dest: + shutil.copyfileobj(source, dest) + logging.info('Finished downloading: %s', path) + + +def download_all(download_dir: str, distribution: str, periods: List[str]): + """Download spi nc files for all periods.""" + os.makedirs(download_dir, exist_ok=True) + + periods = DEFAULT_PERIODS + distribution = DEFAULT_DISTRIBUTION + + with concurrent.futures.ThreadPoolExecutor() as executor: + futures = [] + for period in periods: + p = period if int( + period + ) >= 10 else f"0{int(period)}" # url format is '01' instead '1' + url = f'https://www.ncei.noaa.gov/pub/data/nidis/gpcc/spi-pearson/\ + gpcc-spi-{distribution}-{p}.nc' + + dest = os.path.join(download_dir, f'gpcc_spi_{distribution}_{p}.nc') + futures.append(executor.submit(download_one, url, dest)) + + for future in concurrent.futures.as_completed(futures): + if future.exception(): + raise Exception( + "Part of the download failed. Please re-run or fix the\ + script.") + + +def main(_): + """Download all nc files.""" + download_all(FLAGS.download_dir, FLAGS.periods, FLAGS.distribution) + + +if __name__ == "__main__": + app.run(main) diff --git a/scripts/noaa/gpcc_spi/geojson_data/place_area_ratio.json b/scripts/noaa/gpcc_spi/geojson_data/place_area_ratio.json new file mode 100644 index 0000000000..f85c05ece9 --- /dev/null +++ b/scripts/noaa/gpcc_spi/geojson_data/place_area_ratio.json @@ -0,0 +1,75502 @@ +{ + "geoId/17189": [ + { + "grid": "38^-90", + "ratio": 1 + } + ], + "geoId/18099": [ + { + "grid": "41^-87", + "ratio": 1 + } + ], + "geoId/26069": [ + { + "grid": "44^-84", + "ratio": 1 + } + ], + "geoId/02090": [ + { + "grid": "64^-149", + "ratio": 0.09054859948429311 + }, + { + "grid": "64^-148", + "ratio": 0.2016447456139327 + }, + { + "grid": "64^-147", + "ratio": 0.19381049871365524 + }, + { + "grid": "64^-146", + "ratio": 0.14865799372513572 + }, + { + "grid": "64^-145", + "ratio": 0.10181307179852456 + }, + { + "grid": "64^-144", + "ratio": 3.0360766483528524e-05 + }, + { + "grid": "65^-149", + "ratio": 0.03819252124734571 + }, + { + "grid": "65^-148", + "ratio": 0.06619550635606393 + }, + { + "grid": "65^-147", + "ratio": 0.09830795907050836 + }, + { + "grid": "65^-146", + "ratio": 0.031459947906615215 + }, + { + "grid": "65^-145", + "ratio": 0.02781970585538557 + }, + { + "grid": "65^-144", + "ratio": 0.0015190894620559251 + } + ], + "geoId/01047": [ + { + "grid": "32^-88", + "ratio": 0.6974305909643936 + }, + { + "grid": "32^-87", + "ratio": 0.302569409035604 + } + ], + "geoId/26083": [ + { + "grid": "47^-90", + "ratio": 0.1437157764492784 + }, + { + "grid": "47^-89", + "ratio": 0.5159041473118351 + }, + { + "grid": "47^-88", + "ratio": 0.13969470423368174 + }, + { + "grid": "48^-89", + "ratio": 0.20068537200520517 + } + ], + "geoId/29023": [ + { + "grid": "36^-91", + "ratio": 1 + } + ], + "geoId/40011": [ + { + "grid": "35^-99", + "ratio": 0.7100758609791878 + }, + { + "grid": "36^-99", + "ratio": 0.2899241390208144 + } + ], + "geoId/01023": [ + { + "grid": "31^-89", + "ratio": 0.456772194377435 + }, + { + "grid": "32^-89", + "ratio": 0.5395118515966494 + }, + { + "grid": "32^-88", + "ratio": 0.0037159540259160836 + } + ], + "geoId/18003": [ + { + "grid": "40^-86", + "ratio": 0.15152889706877445 + }, + { + "grid": "40^-85", + "ratio": 0.08538146871700651 + }, + { + "grid": "41^-86", + "ratio": 0.4745313144109935 + }, + { + "grid": "41^-85", + "ratio": 0.2885583198032257 + } + ], + "geoId/13209": [ + { + "grid": "31^-83", + "ratio": 0.049666622830008826 + }, + { + "grid": "32^-83", + "ratio": 0.9503333771699933 + } + ], + "geoId/37113": [ + { + "grid": "34^-84", + "ratio": 0.009087540099944868 + }, + { + "grid": "35^-84", + "ratio": 0.9909124599000547 + } + ], + "geoId/28105": [ + { + "grid": "33^-90", + "ratio": 0.21051137361325906 + }, + { + "grid": "33^-89", + "ratio": 0.7894886263867416 + } + ], + "geoId/21183": [ + { + "grid": "37^-88", + "ratio": 0.12716701734431668 + }, + { + "grid": "37^-87", + "ratio": 0.8728329826556848 + } + ], + "geoId/17195": [ + { + "grid": "41^-91", + "ratio": 0.34548367506285393 + }, + { + "grid": "41^-90", + "ratio": 0.6545163249371448 + } + ], + "geoId/37105": [ + { + "grid": "35^-80", + "ratio": 0.9871093488138366 + }, + { + "grid": "35^-79", + "ratio": 0.012890651186164732 + } + ], + "geoId/27127": [ + { + "grid": "44^-96", + "ratio": 0.8737810980997363 + }, + { + "grid": "44^-95", + "ratio": 0.12621890190026414 + } + ], + "geoId/29097": [ + { + "grid": "37^-95", + "ratio": 1 + } + ], + "geoId/08101": [ + { + "grid": "37^-106", + "ratio": 0.008340886512998457 + }, + { + "grid": "37^-105", + "ratio": 0.22714084286445532 + }, + { + "grid": "38^-106", + "ratio": 0.019956728557538612 + }, + { + "grid": "38^-105", + "ratio": 0.7445615420650077 + } + ], + "geoId/12085": [ + { + "grid": "26^-81", + "ratio": 0.19934194844492412 + }, + { + "grid": "27^-81", + "ratio": 0.8006580515550782 + } + ], + "geoId/16061": [ + { + "grid": "45^-117", + "ratio": 0.0015162275957514388 + }, + { + "grid": "46^-117", + "ratio": 0.9984837724042483 + } + ], + "geoId/32001": [ + { + "grid": "39^-120", + "ratio": 0.07181033702234281 + }, + { + "grid": "39^-119", + "ratio": 0.655248590412624 + }, + { + "grid": "39^-118", + "ratio": 0.2716810652361932 + }, + { + "grid": "40^-119", + "ratio": 0.0005415798135941461 + }, + { + "grid": "40^-118", + "ratio": 0.0007184275152460864 + } + ], + "geoId/19173": [ + { + "grid": "40^-95", + "ratio": 1 + } + ], + "geoId/13135": [ + { + "grid": "33^-85", + "ratio": 0.4089540880729335 + }, + { + "grid": "33^-84", + "ratio": 0.2545534858534759 + }, + { + "grid": "34^-85", + "ratio": 0.16935073938931042 + }, + { + "grid": "34^-84", + "ratio": 0.16714168668428 + } + ], + "geoId/31179": [ + { + "grid": "42^-98", + "ratio": 0.7543264464214499 + }, + { + "grid": "42^-97", + "ratio": 0.24567355357855156 + } + ], + "geoId/35001": [ + { + "grid": "34^-108", + "ratio": 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b/scripts/noaa/gpcc_spi/gpcc_spi.tmcf new file mode 100644 index 0000000000..a258fa50c2 --- /dev/null +++ b/scripts/noaa/gpcc_spi/gpcc_spi.tmcf @@ -0,0 +1,8 @@ +Node: E:OneDegreeGridSPI->E0 +variableMeasured: C:OneDegreeGridSPI->variable +value: C:OneDegreeGridSPI->spi +observationAbout: C:OneDegreeGridSPI->place +observationDate: C:OneDegreeGridSPI->time +typeOf: dcs:StatVarObservation +observationPeriod: C:OneDegreeGridSPI->observationPeriod +measurementMethod: dcs:PearsonDistribution diff --git a/scripts/noaa/gpcc_spi/gpcc_spi_aggregation.py b/scripts/noaa/gpcc_spi/gpcc_spi_aggregation.py new file mode 100644 index 0000000000..d525b471fe --- /dev/null +++ b/scripts/noaa/gpcc_spi/gpcc_spi_aggregation.py @@ -0,0 +1,147 @@ +# Copyright 2022 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import pandas as pd +import json +from typing import List +import logging +from datetime import datetime +import os +import glob +from pathlib import Path + +from absl import flags +from absl import app + +FLAGS = flags.FLAGS + +flags.DEFINE_string( + 'gpcc_spi_preprocessed_pattern', '/tmp/gpcc_spi/out/*.csv', + 'The directory the csvs generated by preprocess_gpcc_spi.py') + +DEFAULT_PLACE_AREA_RATIO_JSON_PATH = os.path.join( + os.path.dirname(__file__), 'geojson_data/place_area_ratio.json') +flags.DEFINE_string('place_area_ratio_json_path', + DEFAULT_PLACE_AREA_RATIO_JSON_PATH, + 'Path to place area json cache.') + +flags.DEFINE_string('gpcc_spi_agg_dir', '/tmp/gpcc_spi/agg', + 'The directory where the output mcf will be generated in.') + + +def get_place_grid_ratio_dict(path): + """Returns place area json mapping from path.""" + with open(path, 'r', encoding='utf-8') as f: + return json.load(f) + + +# TODO(alexyfchen): Improve with df operations rather than loop. +def aggregate_with_loop(agg_dir, place_grid_ratio_dict, spi_df, period): + """Loop over resolved places and aggregate spi for each place.""" + path = os.path.join(agg_dir, f'gpcc_spi_pearson_{period}_agg.csv') + if os.path.isfile(path): + os.remove(path) + + columns = [ + 'place', 'time', 'variable', 'period', 'spi', 'observationPeriod' + ] + with open(path, 'w', encoding='utf-8') as f: + f.write(','.join(columns) + '\n') + + for place_id, grids in place_grid_ratio_dict.items(): + # Find all spis relevant to the grids + relevant_spis = spi_df.loc[spi_df['grid_key'].isin( + [g["grid"] for g in grids])] + if len(relevant_spis) == 0: + continue + + place_df = pd.DataFrame([[g['grid'], g['ratio']] for g in grids], + columns=['grid_key', 'ratio']) + place_df.set_index('grid_key') + + merged = relevant_spis.merge(place_df) + merged['spi'] = merged['spi'] * merged['ratio'] + + weighted = merged.groupby('time').agg(sum) + + filtered = weighted.loc[weighted['ratio'] > 0.999].reset_index() + + time_weighted_spi = filtered.drop('ratio', axis=1) + time_weighted_spi['place'] = place_id + time_weighted_spi['period'] = f'"[{int(period)} dcs:Monthly]"' + time_weighted_spi['observationPeriod'] = f'P{int(period)}M' + time_weighted_spi[ + 'variable'] = f'dcs:StandardizedPrecipitationIndex_Atmosphere_\ + {int(period)}MonthPeriod' + + time_weighted_spi.to_csv(path, + columns=columns, + header=False, + mode='a', + index=False, + quotechar="'") + return path + + +def _read_spi_data_csv(csv_path): + + def grid_to_coord(grid): + """grid_1/lat_lng -> lat^lng""" + lat_lng = grid.split('/')[1] + return "^".join(lat_lng.split('_')) + + df = pd.read_csv(csv_path, usecols=['time', 'place', 'spi']) + df['grid_key'] = df['place'].map(grid_to_coord) + df.drop('place', axis=1) + df.set_index('grid_key') + return df + + +def run_gpcc_spi_aggregation(in_pattern, agg_dir, + place_area_ratio_json_path: str): + """Run aggregates from one degree grid csvs and return a mapping of agg paths.""" + place_grid_ratio = get_place_grid_ratio_dict(place_area_ratio_json_path) + logging.info('finished reading grid ratio df %s', + datetime.now().strftime("%H:%M:%S")) + + os.makedirs(agg_dir, exist_ok=True) + + output_paths = dict() + for file in sorted(glob.glob(in_pattern)): + path = Path(file) + period = path.stem.split('_')[-1] + + spi_df = _read_spi_data_csv(file) + logging.info('finished reading spi df %s: %s', file, + datetime.now().strftime("%H:%M:%S")) + + output_path = aggregate_with_loop(agg_dir, place_grid_ratio, spi_df, + period) + logging.info('finished agg for %s: %s', file, + datetime.now().strftime("%H:%M:%S")) + + output_paths[str(path)] = output_path + + return output_paths + + +def main(_): + """Run aggretation with flag values.""" + run_gpcc_spi_aggregation(FLAGS.gpcc_spi_preprocessed_pattern, + FLAGS.gpcc_spi_agg_dir, + FLAGS.place_area_ratio_json_path) + + +if __name__ == "__main__": + app.run(main) diff --git a/scripts/noaa/gpcc_spi/gpcc_spi_aggregation.tmcf b/scripts/noaa/gpcc_spi/gpcc_spi_aggregation.tmcf new file mode 100644 index 0000000000..226ab77dc9 --- /dev/null +++ b/scripts/noaa/gpcc_spi/gpcc_spi_aggregation.tmcf @@ -0,0 +1,8 @@ +Node: E:OneDegreeGridSPI->E0 +variableMeasured: C:OneDegreeGridSPI->variable +value: C:OneDegreeGridSPI->spi +observationAbout: C:OneDegreeGridSPI->place +observationDate: C:OneDegreeGridSPI->time +typeOf: dcs:StatVarObservation +observationPeriod: C:OneDegreeGridSPI->observationPeriod +measurementMethod: dcs:dcAggregate/GridWeightedPearson \ No newline at end of file diff --git a/scripts/noaa/gpcc_spi/gpcc_spi_aggregation_test.py b/scripts/noaa/gpcc_spi/gpcc_spi_aggregation_test.py new file mode 100644 index 0000000000..c0c44e24ce --- /dev/null +++ b/scripts/noaa/gpcc_spi/gpcc_spi_aggregation_test.py @@ -0,0 +1,54 @@ +# Copyright 2022 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +''' +Unit tests for gpcc_spi_aggregation.py +Usage: python3 -m unittest discover -v -s ../ -p "gpcc_spi_aggregation_test.py" +''' +import unittest +import os +import tempfile +import filecmp +from .gpcc_spi_aggregation import run_gpcc_spi_aggregation + +# module_dir is the path to where this test is running from. +module_dir = os.path.dirname(__file__) + + +class GPCCSPIAggregationTest(unittest.TestCase): + + def test_process_main(self): + with tempfile.TemporaryDirectory() as tmp_dir: + place_area_ratio_json_path = os.path.join( + module_dir, 'testdata/place_area_ratio.json') + + in_pattern = os.path.join( + module_dir, 'testdata/expected_gpcc_spi_pearson*.csv') + + output_paths = run_gpcc_spi_aggregation(in_pattern, tmp_dir, + place_area_ratio_json_path) + + in_12 = in_pattern.replace('*', '_12') + expected_12 = os.path.join(module_dir, + 'testdata/expected_agg_12.csv') + + self.assertTrue(filecmp.cmp(output_paths[in_12], expected_12)) + + in_72 = in_pattern.replace('*', '_72') + expected_72 = os.path.join(module_dir, + 'testdata/expected_agg_72.csv') + self.assertTrue(filecmp.cmp(output_paths[in_72], expected_72)) + + +if __name__ == '__main__': + unittest.main() diff --git a/scripts/noaa/gpcc_spi/preprocess_gpcc_spi.py b/scripts/noaa/gpcc_spi/preprocess_gpcc_spi.py new file mode 100644 index 0000000000..60b01380bc --- /dev/null +++ b/scripts/noaa/gpcc_spi/preprocess_gpcc_spi.py @@ -0,0 +1,132 @@ +# Copyright 2022 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +from genericpath import exists +import math +import glob +import xarray +from datetime import datetime +import logging +import os +import sys +from pathlib import Path +from typing import Optional +import pandas as pd + +from absl import flags +from absl import app + +# Allows the following module imports to work when running as a script +_SCRIPT_PATH = os.path.dirname(os.path.abspath(__file__)) +sys.path.append(os.path.join(_SCRIPT_PATH, '../../../util/')) # for recon util + +FLAGS = flags.FLAGS + +flags.DEFINE_string('gpcc_spi_input_pattern', '/tmp/gpcc_spi/*.nc', + 'Input NetCDF4 file(s).') +flags.DEFINE_string('gpcc_spi_preprocessed_dir', '/tmp/gpcc_spi/out', + 'The directory where the output mcf will be generated in.') +DEFAULT_START_DATE = '1900-01-01' +flags.DEFINE_string('start_date', DEFAULT_START_DATE, + 'Dash separated start date. Defaults to "1900-01-01"') +DEFAULT_END_DATE = datetime.today().strftime('%Y-%m-%d') +flags.DEFINE_string('end_date', DEFAULT_END_DATE, + 'Dash separated start date. Defaults to the running date.') + + +def to_one_degree_grid_place(latlon): + """Latlng data to grid format. + + Change longitude from 0 ~ 360 scale to -180 ~ 180 scale. + Change coordinate from middle of the grid to north west point of the grid. + """ + return f'grid_1/{math.floor(latlon[0])}_{math.floor((latlon[1]+180)%360 - 180)}' + + +def nc_to_df(nc_path, period, spi_col, start_date, end_date): + """Read a netcdf and parse to df.""" + ds = xarray.open_dataset(nc_path, engine='netcdf4') + df = ds.to_dataframe() + df = df[(df.index.get_level_values('time') >= start_date) & + (df.index.get_level_values('time') <= end_date)] + + # Remove if spi value is missing + df = df.dropna() + # By default, SPI data has a multi index of ('lat', 'lon', 'time') + df = df.reset_index() + # Rename the spi col from "spi_01" for example to spi. + # This is so that data for all accumulation periods have a standard SPI column + # for the tmcf to express. + df.rename(columns={spi_col: "spi"}, inplace=True) + df['variable'] = f'dcs:StandardizedPrecipitationIndex_Atmosphere_\ + {int(period)}MonthPeriod' + + df['period'] = f'"[{int(period)} dcs:Monthly]"' + df['observationPeriod'] = f'P{int(period)}M' + df['place'] = df[['lat', 'lon']].apply(to_one_degree_grid_place, axis=1) + df = df.drop('lat', axis=1) + df = df.drop('lon', axis=1) + return df + + +def preprocess_one(start_date, + end_date, + in_file: str, + preprocessed_dir: Optional[str] = None, + write: bool = True): + """Create a single csv file from a single input nc file.""" + logging.info('processing file: %s: %s', in_file, + datetime.now().strftime('%H:%M:%S')) + path = Path(in_file) + period = int(path.stem.split('_')[-1]) + spi_col = f"spi_{path.stem.split('_')[-1]}" + + df = nc_to_df(in_file, period, spi_col, start_date, end_date) + if not write: + return df + + output_path = os.path.join(preprocessed_dir, path.with_suffix('.csv').name) + df['time'] = pd.to_datetime(df.time) + df['time'] = df['time'] - pd.Timedelta(1, unit='D') + df['time'] = df['time'].astype(str).str[:-3] + df.to_csv(path_or_buf=output_path, + columns=[ + 'time', 'spi', 'variable', 'period', 'place', + 'observationPeriod' + ], + index=False, + quotechar="'") # This writes double quote as is. + logging.info('finished writing csv: %s', + datetime.now().strftime('%H:%M:%S')) + return output_path + + +def preprocess_gpcc_spi(start_date, end_date, in_pattern, + preprocessed_dir: str): + """Run preprocess for all input patterns.""" + os.makedirs(preprocessed_dir, exist_ok=True) + + for file in sorted(glob.glob(in_pattern)): + preprocess_one(start_date, end_date, file, preprocessed_dir) + + +def main(_): + """Run pre-preocess spis with flags.""" + preprocess_gpcc_spi(FLAGS.start_date, FLAGS.end_date, + FLAGS.gpcc_spi_input_pattern, + FLAGS.gpcc_spi_preprocessed_dir) + + +if __name__ == "__main__": + app.run(main) diff --git a/scripts/noaa/gpcc_spi/preprocess_gpcc_spi_test.py b/scripts/noaa/gpcc_spi/preprocess_gpcc_spi_test.py new file mode 100644 index 0000000000..88b42b3fb5 --- /dev/null +++ b/scripts/noaa/gpcc_spi/preprocess_gpcc_spi_test.py @@ -0,0 +1,67 @@ +# Copyright 2022 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +''' +Unit tests for preprocess_gpcc_spi.py +Usage: python -m unittest discover -v -s ../ -p "preprocess_gpcc_spi_test.py" +''' +import unittest +from .preprocess_gpcc_spi import preprocess_one +import os +import tempfile +import filecmp +from dataclasses import dataclass + +# module_dir is the path to where this test is running from. +module_dir = os.path.dirname(__file__) + + +@dataclass +class TestCase: + input: str + expected: str + start_date: str + end_date: str + + +class GPCCSPIPreprocessTest(unittest.TestCase): + + def test_preprocess(self): + + test_cases = [ + TestCase(input=os.path.join(module_dir, + 'testdata/gpcc_spi_pearson_12.nc'), + start_date='1988-02-01', + end_date='1988-11-01', + expected=os.path.join( + module_dir, + 'testdata/expected_gpcc_spi_pearson_12.csv')), + TestCase(input=os.path.join(module_dir, + 'testdata/gpcc_spi_pearson_72.nc'), + start_date='1988-01-01', + end_date='1988-12-01', + expected=os.path.join( + module_dir, + 'testdata/expected_gpcc_spi_pearson_72.csv')) + ] + + for test_case in test_cases: + with tempfile.TemporaryDirectory() as tmp_dir: + output_path = preprocess_one(test_case.start_date, + test_case.end_date, + test_case.input, tmp_dir) + self.assertTrue(filecmp.cmp(output_path, test_case.expected)) + + +if __name__ == '__main__': + unittest.main() diff --git a/scripts/noaa/gpcc_spi/run.py b/scripts/noaa/gpcc_spi/run.py new file mode 100644 index 0000000000..76472386dc --- /dev/null +++ b/scripts/noaa/gpcc_spi/run.py @@ -0,0 +1,72 @@ +# Copyright 2022 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Wrapper for + +1. Download +2. Preprocess csv files. +3. Aggregate over places. +""" + +import os + +from download import download_all +from download import DEFAULT_DISTRIBUTION +from download import DEFAULT_PERIODS + +from preprocess_gpcc_spi import preprocess_gpcc_spi +from preprocess_gpcc_spi import DEFAULT_START_DATE +from preprocess_gpcc_spi import DEFAULT_END_DATE + +from gpcc_spi_aggregation import run_gpcc_spi_aggregation +from gpcc_spi_aggregation import DEFAULT_PLACE_AREA_RATIO_JSON_PATH + +from absl import flags +from absl import app + +FLAGS = flags.FLAGS + +flags.DEFINE_string('process_dir', '/tmp/gpcc_spi', 'Directory ') + +flags.DEFINE_string('gpcc_spi_start_date', DEFAULT_START_DATE, 'Directory ') + +flags.DEFINE_string('gpcc_spi_end_date', DEFAULT_END_DATE, 'Directory ') + + +def run(start_date, end_date, process_dir: str): + """Runs download, preprocess, and aggregation in series.""" + + download_dir = os.path.join(process_dir, 'download') + spi_nc_file_patterns = os.path.join(download_dir, 'gpcc_spi*.nc') + + preprocess_dir = os.path.join(process_dir, 'preprocessed') + preprocessed_csv_pattern = os.path.join(preprocess_dir, '*.csv') + + aggregations_dir = os.path.join(process_dir, 'aggregations') + + download_all(download_dir, DEFAULT_DISTRIBUTION, DEFAULT_PERIODS) + + preprocess_gpcc_spi(start_date, end_date, spi_nc_file_patterns, + preprocess_dir) + + run_gpcc_spi_aggregation(preprocessed_csv_pattern, aggregations_dir, + DEFAULT_PLACE_AREA_RATIO_JSON_PATH) + + +def main(_): + """Entrypoint for running all gpcc spi related.""" + run(FLAGS.gpcc_spi_start_date, FLAGS.gpcc_spi_end_date, FLAGS.process_dir) + + +if __name__ == "__main__": + app.run(main) diff --git a/scripts/noaa/gpcc_spi/testdata/create_test_nc.py b/scripts/noaa/gpcc_spi/testdata/create_test_nc.py new file mode 100644 index 0000000000..e438955742 --- /dev/null +++ b/scripts/noaa/gpcc_spi/testdata/create_test_nc.py @@ -0,0 +1,63 @@ +# Copyright 2022 Google LLC +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +"""Create a trimmed version of SPI nc sources for testing purposes. + +Usage (from repo root dir): +cd scripts/noaa/gpcc_spi +python create_test_nc.py +""" + +from absl import app +import pandas as pd +import xarray +from pathlib import Path +import os + + +def create_test_nc(source_file): + ds = xarray.open_dataset(source_file, engine='netcdf4') + df = ds.to_dataframe() + # Remove if spi value is missing + df = df.dropna() + + montana_spi_1988 = df[(df.index.get_level_values(0) == 47.5) & + (df.index.get_level_values(1) == 249.5) & + (df.index.get_level_values(2) >= '1988-01-01') & + (df.index.get_level_values(2) <= '1988-12-31')] + + nevada_spi_1988 = df[(df.index.get_level_values(0) == 37.5) & + (df.index.get_level_values(1) == 242.5) & + (df.index.get_level_values(2) >= '1988-01-01') & + (df.index.get_level_values(2) <= '1988-12-31')] + combined = pd.concat([ + nevada_spi_1988, + montana_spi_1988, + ]) + + filename = Path(source_file).name + combined.to_xarray().to_netcdf(os.path.join('testdata', filename), + engine='netcdf4') + + +def main(_): + source_files = [ + '/tmp/gpcc_spi/gpcc_spi_pearson_12.nc', + '/tmp/gpcc_spi/gpcc_spi_pearson_72.nc' + ] + for source_file in source_files: + create_test_nc(source_file) + + +if __name__ == "__main__": + app.run(main) diff --git a/scripts/noaa/gpcc_spi/testdata/expected_agg_12.csv b/scripts/noaa/gpcc_spi/testdata/expected_agg_12.csv new file mode 100644 index 0000000000..f892d2b055 --- /dev/null +++ b/scripts/noaa/gpcc_spi/testdata/expected_agg_12.csv @@ -0,0 +1,11 @@ +place,time,variable,period,spi +geoId/non_existent_place,1988-02-01,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",0.38998984 +geoId/non_existent_place,1988-03-01,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",0.021692704000000063 +geoId/non_existent_place,1988-04-01,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",0.7204355 +geoId/non_existent_place,1988-05-01,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",0.17599144 +geoId/non_existent_place,1988-06-01,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",0.36924813199999995 +geoId/non_existent_place,1988-07-01,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",0.27150392000000007 +geoId/non_existent_place,1988-08-01,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",0.39563944000000006 +geoId/non_existent_place,1988-09-01,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",0.7188880799999999 +geoId/non_existent_place,1988-10-01,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",0.5538461840000001 +geoId/non_existent_place,1988-11-01,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",0.05455705999999999 diff --git a/scripts/noaa/gpcc_spi/testdata/expected_agg_72.csv b/scripts/noaa/gpcc_spi/testdata/expected_agg_72.csv new file mode 100644 index 0000000000..471ef51546 --- /dev/null +++ b/scripts/noaa/gpcc_spi/testdata/expected_agg_72.csv @@ -0,0 +1,13 @@ +place,time,variable,period,spi +geoId/non_existent_place,1988-01-01,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",0.95260533 +geoId/non_existent_place,1988-02-01,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",0.9875746340000002 +geoId/non_existent_place,1988-03-01,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",0.873086648 +geoId/non_existent_place,1988-04-01,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",1.088288168 +geoId/non_existent_place,1988-05-01,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",1.02077278 +geoId/non_existent_place,1988-06-01,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",0.98175812 +geoId/non_existent_place,1988-07-01,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",0.8738662540000001 +geoId/non_existent_place,1988-08-01,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",0.83545384 +geoId/non_existent_place,1988-09-01,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",0.8871909680000001 +geoId/non_existent_place,1988-10-01,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",0.84324538 +geoId/non_existent_place,1988-11-01,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",0.6926482 +geoId/non_existent_place,1988-12-01,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",0.61129908 diff --git a/scripts/noaa/gpcc_spi/testdata/expected_gpcc_spi_pearson_12.csv b/scripts/noaa/gpcc_spi/testdata/expected_gpcc_spi_pearson_12.csv new file mode 100644 index 0000000000..fbc9a8a08b --- /dev/null +++ b/scripts/noaa/gpcc_spi/testdata/expected_gpcc_spi_pearson_12.csv @@ -0,0 +1,21 @@ +time,spi,variable,period,place +1988-02-01,0.7214461,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/37_-118 +1988-03-01,0.36122373,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/37_-118 +1988-04-01,1.1968277,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/37_-118 +1988-05-01,0.5834988,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/37_-118 +1988-06-01,0.77122384,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/37_-118 +1988-07-01,0.7579139,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/37_-118 +1988-08-01,1.0726309,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/37_-118 +1988-09-01,1.2643322,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/37_-118 +1988-10-01,0.98317623,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/37_-118 +1988-11-01,0.3700654,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/37_-118 +1988-02-01,-0.9358352,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/47_-111 +1988-03-01,-1.3364314,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/47_-111 +1988-04-01,-1.1851333,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/47_-111 +1988-05-01,-1.454038,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/47_-111 +1988-06-01,-1.2386547,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/47_-111 +1988-07-01,-1.674136,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/47_-111 +1988-08-01,-2.3123264,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/47_-111 +1988-09-01,-1.4628884,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/47_-111 +1988-10-01,-1.163474,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/47_-111 +1988-11-01,-1.2074763,dcs:StandardizedPrecipitationIndex_Atmosphere_12MonthPeriod,"[12 dcs:Monthly]",grid_1/47_-111 diff --git a/scripts/noaa/gpcc_spi/testdata/expected_gpcc_spi_pearson_72.csv b/scripts/noaa/gpcc_spi/testdata/expected_gpcc_spi_pearson_72.csv new file mode 100644 index 0000000000..23918ff5b4 --- /dev/null +++ b/scripts/noaa/gpcc_spi/testdata/expected_gpcc_spi_pearson_72.csv @@ -0,0 +1,25 @@ +time,spi,variable,period,place +1988-01-01,1.2579618,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/37_-118 +1988-02-01,1.3110759,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/37_-118 +1988-03-01,1.1821023,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/37_-118 +1988-04-01,1.4651622,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/37_-118 +1988-05-01,1.4847815,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/37_-118 +1988-06-01,1.473919,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/37_-118 +1988-07-01,1.3371725,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/37_-118 +1988-08-01,1.3095462,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/37_-118 +1988-09-01,1.3416821,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/37_-118 +1988-10-01,1.2984592,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/37_-118 +1988-11-01,1.1168853,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/37_-118 +1988-12-01,1.0264193,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/37_-118 +1988-01-01,-0.26882055,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/47_-111 +1988-02-01,-0.30643043,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/47_-111 +1988-03-01,-0.36297596,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/47_-111 +1988-04-01,-0.41920796,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/47_-111 +1988-05-01,-0.8352621,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/47_-111 +1988-06-01,-0.9868854,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/47_-111 +1988-07-01,-0.97935873,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/47_-111 +1988-08-01,-1.0609156,dcs:StandardizedPrecipitationIndex_Atmosphere_72MonthPeriod,"[72 dcs:Monthly]",grid_1/47_-111 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