From 238e3bd9cfcfb3ffb7e1edc346b4bf41b46ce583 Mon Sep 17 00:00:00 2001 From: ERKuipers Date: Thu, 12 Dec 2024 10:12:08 +0100 Subject: [PATCH 1/2] added timeseries --- .../GloFAS_analysis/probability_calculator.py | 34 +- GloFAS/GloFAS_prep/configuration.py | 4 +- GloFAS/GloFAS_prep/station_to_glofas.py | 4 +- .../discharge_timeseries_Ansongo _120.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Ansongo _144.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Ansongo _168.csv | 2021 +++++++++++++++++ .../discharge_timeseries_Ansongo _72.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Ansongo _96.csv | 1996 ++++++++++++++++ ...discharge_timeseries_Bafing Makana_120.csv | 1996 ++++++++++++++++ ...discharge_timeseries_Bafing Makana_144.csv | 1996 ++++++++++++++++ ...discharge_timeseries_Bafing Makana_168.csv | 2021 +++++++++++++++++ .../discharge_timeseries_Bafing Makana_72.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Bafing Makana_96.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Bamako_120.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Bamako_144.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Bamako_168.csv | 2021 +++++++++++++++++ .../discharge_timeseries_Bamako_72.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Bamako_96.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Banankoro_120.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Banankoro_144.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Banankoro_168.csv | 2021 +++++++++++++++++ .../discharge_timeseries_Banankoro_72.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Banankoro_96.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Bougouni_120.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Bougouni_144.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Bougouni_168.csv | 2021 +++++++++++++++++ .../discharge_timeseries_Bougouni_72.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Bougouni_96.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Dire_120.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Dire_144.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Dire_168.csv | 2021 +++++++++++++++++ .../discharge_timeseries_Dire_72.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Dire_96.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Douna_120.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Douna_144.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Douna_168.csv | 2021 +++++++++++++++++ .../discharge_timeseries_Douna_72.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Douna_96.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Gao_120.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Gao_144.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Gao_168.csv | 2021 +++++++++++++++++ .../discharge_timeseries_Gao_72.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Gao_96.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Guelelinkoro_120.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Guelelinkoro_144.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Guelelinkoro_168.csv | 2021 +++++++++++++++++ .../discharge_timeseries_Guelelinkoro_72.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Guelelinkoro_96.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Kayes_120.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Kayes_144.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Kayes_168.csv | 2021 +++++++++++++++++ .../discharge_timeseries_Kayes_72.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Kayes_96.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Koulikoro_120.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Koulikoro_144.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Koulikoro_168.csv | 2021 +++++++++++++++++ .../discharge_timeseries_Koulikoro_72.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Koulikoro_96.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Mopti_120.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Mopti_144.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Mopti_168.csv | 2021 +++++++++++++++++ .../discharge_timeseries_Mopti_72.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Mopti_96.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Pankourou_120.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Pankourou_144.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Pankourou_168.csv | 2021 +++++++++++++++++ .../discharge_timeseries_Pankourou_72.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Pankourou_96.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Sofara_120.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Sofara_144.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Sofara_168.csv | 2021 +++++++++++++++++ .../discharge_timeseries_Sofara_72.csv | 1996 ++++++++++++++++ .../discharge_timeseries_Sofara_96.csv | 1996 ++++++++++++++++ comparison/pointMatching.py | 23 +- 74 files changed, 140111 insertions(+), 24 deletions(-) create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Ansongo _120.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Ansongo _144.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Ansongo _168.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Ansongo _72.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Ansongo _96.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Bafing Makana_120.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Bafing Makana_144.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Bafing Makana_168.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Bafing Makana_72.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Bafing Makana_96.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Bamako_120.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Bamako_144.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Bamako_168.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Bamako_72.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Bamako_96.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Banankoro_120.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Banankoro_144.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Banankoro_168.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Banankoro_72.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Banankoro_96.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Bougouni_120.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Bougouni_144.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Bougouni_168.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Bougouni_72.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Bougouni_96.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Dire_120.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Dire_144.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Dire_168.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Dire_72.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Dire_96.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Douna_120.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Douna_144.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Douna_168.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Douna_72.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Douna_96.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Gao_120.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Gao_144.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Gao_168.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Gao_72.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Gao_96.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Guelelinkoro_120.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Guelelinkoro_144.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Guelelinkoro_168.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Guelelinkoro_72.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Guelelinkoro_96.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Kayes_120.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Kayes_144.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Kayes_168.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Kayes_72.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Kayes_96.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Koulikoro_120.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Koulikoro_144.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Koulikoro_168.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Koulikoro_72.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Koulikoro_96.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Mopti_120.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Mopti_144.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Mopti_168.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Mopti_72.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Mopti_96.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Pankourou_120.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Pankourou_144.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Pankourou_168.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Pankourou_72.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Pankourou_96.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Sofara_120.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Sofara_144.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Sofara_168.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Sofara_72.csv create mode 100644 GloFAS/data/timeseries/discharge_timeseries_Sofara_96.csv diff --git a/GloFAS/GloFAS_analysis/probability_calculator.py b/GloFAS/GloFAS_analysis/probability_calculator.py index 77c07bc..1f99b5c 100644 --- a/GloFAS/GloFAS_analysis/probability_calculator.py +++ b/GloFAS/GloFAS_analysis/probability_calculator.py @@ -14,6 +14,7 @@ class FloodProbabilityProcessor: def __init__(self, DataDir=cfg.DataDir, leadtime=168, + RPyr=5, area=cfg.MaliArea, lakesPath=cfg.lakesPath, crs=cfg.crs, @@ -39,8 +40,9 @@ def __init__(self, self.MONTHSDAYS = get_monthsdays() elif forecastType == 'forecast': self.MONTHSDAYSYEARS = compute_dates_range(start_date, end_date) + # Initializations that rely on data - self.reference_rasterPath = unzipGloFAS(self.DataDir, self.leadtime, '01', '07') + self.reference_rasterPath = unzipGloFAS(self.DataDir, self.leadtime, '01', '08') self.reference_Q_da = openGloFAS(self.reference_rasterPath, self.lakesPath, self.crs) self.threshold_da = openThreshold(self.DataDir, self.crs, self.RPyr, self.area, self.reference_Q_da) @@ -51,7 +53,7 @@ def __init__(self, self.adminLevel = adminLevel elif comparisonShape == 'point': - self.threshold_gdf = aggregation(self.threshold_da, GloFAS_stations) + self.threshold_gdf = aggregation(self.threshold_da, GloFAS_stations) # aggregating the threshold value on the GloFAS station self.nrCores = nrCores def exceedance(self, Q_da, threshold_gdf, nrEnsemble): @@ -67,13 +69,13 @@ def exceedance(self, Q_da, threshold_gdf, nrEnsemble): raise ValueError (f"Not a valid shape : {self.comparisonShape}, pick between 'polygon' and 'point'") return exceedance - def probability(self, Q_da, threshold_gdf, nrCores): + def probability(self, Q_da, threshold_gdf): '''Calculate exceedance probability across ensemble members for a single time step''' nrMembers = len(Q_da.number) exceedance_count = np.zeros(len(threshold_gdf), dtype=int) # Calculate exceedances for each ensemble in parallel - results = Parallel(n_jobs=nrCores)(delayed(self.exceedance)(Q_da, threshold_gdf, ensemble) for ensemble in Q_da.number) + results = Parallel(n_jobs=self.nrCores)(delayed(self.exceedance)(Q_da, threshold_gdf, ensemble) for ensemble in Q_da.number) for result in results: exceedance_count += result probability = exceedance_count / nrMembers @@ -84,7 +86,7 @@ def probability(self, Q_da, threshold_gdf, nrCores): flooded_df['Probability'] = probability return flooded_df - def concatenate_prob(self, Q_da, nrCores): + def concatenate_prob(self): '''Concatenate exceedance probability calculations over multiple time steps''' all_years_data = [] if self.forecastType=='reforecast': @@ -96,7 +98,7 @@ def concatenate_prob(self, Q_da, nrCores): startLoop = datetime.now() valid_timestamp = pd.to_datetime(str(timestamp.values)) + timedelta(hours=self.leadtime) # Calculate probability - flooded_df = self.probability(Q_da, self.threshold_gdf, nrCores) + flooded_df = self.probability(Q_da, self.threshold_gdf, self.nrCores) flooded_df['ValidTime'] = valid_timestamp # Add timestamp all_years_data.append(flooded_df) print(f"Time step {valid_timestamp} done, took: {datetime.now() - startLoop}") @@ -111,7 +113,7 @@ def concatenate_prob(self, Q_da, nrCores): Q_da = openGloFAS(Q_da_rasterpath, lakesPath=self.lakesPath, crs=self.crs) valid_timestamp = pd.to_datetime(str(timestamp.values)) + timedelta(hours=self.leadtime) # Calculate probability - flooded_df = self.probability(Q_da, self.threshold_gdf, nrCores) + flooded_df = self.probability(Q_da, self.threshold_gdf, self.nrCores) flooded_df['ValidTime'] = valid_timestamp # Add timestamp all_years_data.append(flooded_df) print(f"Time step {valid_timestamp} done, took: {datetime.now() - startLoop}") @@ -124,3 +126,21 @@ def concatenate_prob(self, Q_da, nrCores): output_path = f"{self.DataDir}/floodedRP{self.RPyr}yr_leadtime{self.leadtime}.gpkg" floodProb_gdf_concat.to_file(output_path, driver="GPKG") return floodProb_gdf_concat + +if __name__ == '__main__': + for leadtime in cfg.leadtimes: + for RPyr in cfg.RPsyr: + prob = FloodProbabilityProcessor(DataDir=cfg.DataDir, + leadtime=leadtime, + RPyr=RPyr, + area=cfg.MaliArea, + lakesPath=cfg.lakesPath, + crs=cfg.crs, + adminLevel=None, + forecastType='reforecast', + measure=None, + start_date=None, + end_date=None, + nrCores=8, + comparisonShape='point') + prob.concatenate_prob(Q_da) \ No newline at end of file diff --git a/GloFAS/GloFAS_prep/configuration.py b/GloFAS/GloFAS_prep/configuration.py index 0720b71..9fb8325 100644 --- a/GloFAS/GloFAS_prep/configuration.py +++ b/GloFAS/GloFAS_prep/configuration.py @@ -4,9 +4,9 @@ import os ################################ GLOFAS ############################################### -os.chdir (f'C:\\Users\\els-2\\') +os.chdir (f'C:/Users/els-2/') cur = Path.cwd() -DataDir = cur / 'MaliGloFAS\\data' +DataDir = cur / 'MaliGloFAS/data' # Mali area coordinates as in notation as used by GloFAS (which is very weird) # north, west, south, east MaliArea = [25, -12.25, 10, 4.25] # Mali area [lat_max, lon_min, lat_min, lon_max] (upper left corner , down right corner) diff --git a/GloFAS/GloFAS_prep/station_to_glofas.py b/GloFAS/GloFAS_prep/station_to_glofas.py index cef6f81..7090e2d 100644 --- a/GloFAS/GloFAS_prep/station_to_glofas.py +++ b/GloFAS/GloFAS_prep/station_to_glofas.py @@ -25,7 +25,7 @@ ups_area_point_m=row['Catchment area (km2)'] * 1e6, # Convert from km² to m² stationName=row['Station names'], glofas_ups_area_xr=glofas_ups_area_da, - radius_m=100000 + radius_m=10000 ) stations_upsarea_df.loc[i, 'Glofas_Point_X'] = glofas_x stations_upsarea_df.loc[i, 'Glofas_Point_Y'] = glofas_y @@ -33,4 +33,4 @@ # Print or save the updated DataFrame print(stations_upsarea_df.head()) -stations_upsarea_df.to_csv(f'{cfg.DataDir}/stations_Glofas_coordinates.csv') +stations_upsarea_df.to_csv(f'{cfg.DataDir}/stations/stations_Glofas_coordinates.csv') diff --git a/GloFAS/data/timeseries/discharge_timeseries_Ansongo _120.csv b/GloFAS/data/timeseries/discharge_timeseries_Ansongo _120.csv new file mode 100644 index 0000000..c2e2247 --- /dev/null +++ b/GloFAS/data/timeseries/discharge_timeseries_Ansongo _120.csv @@ -0,0 +1,1996 @@ +ValidTime,member_1,member_2,member_3,member_4,member_5,member_6,member_7,member_8,member_9,member_10,percentile_40.0 +2004-04-01,138.21875,139.34375,138.9375,138.9375,138.53125,139.46875,139.65625,139.25,139.125,139.1875,139.05 +2005-04-01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +2006-04-01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +2007-04-01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +2008-04-01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0 +2009-04-01,71.625,71.125,70.46875,70.03125,72.28125,71.6875,69.75,70.59375,70.4375,69.90625,70.45625 +2010-04-01,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625 +2011-04-01,145.09375,147.125,148.15625,145.09375,147.4375,147.5625,147.375,146.09375,147.4375,148.34375,147.275 +2012-04-01,0.125,0.125,0.125,0.125,0.125,0.125,0.125,0.125,0.125,0.125,0.125 +2013-04-01,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625 +2014-04-01,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625,0.15625 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+2021-03-29,281.40625,281.28125,281.3125,280.1875,280.5,281.9375,280.4375,281.8125,282.25,281.15625,281.23125 +2022-03-29,240.125,240.1875,239.8125,239.90625,239.0625,240.03125,239.96875,239.84375,239.5625,238.5625,239.83125 diff --git a/comparison/pointMatching.py b/comparison/pointMatching.py index cc28536..a986243 100644 --- a/comparison/pointMatching.py +++ b/comparison/pointMatching.py @@ -75,10 +75,6 @@ def find_corresponding_point_within_box(station_lon, station_lat, ups_area_point latitude=slice(lat_max, lat_min), longitude=slice(lon_min, lon_max) ) - - - - # Extract the coordinates and values from the subset lats = subset["latitude"].values @@ -87,14 +83,14 @@ def find_corresponding_point_within_box(station_lon, station_lat, ups_area_point area_difference = subset - ups_area_point_m - plt.figure(figsize=(8, 6)) - area_difference.plot() - plt.title(f"Area difference for station, for longitude latitude selection") - plt.xlabel("Longitude") - plt.ylabel("Latitude") - plt.show() - # Save as file - plt.close() + # plt.figure(figsize=(8, 6)) + # area_difference.plot() + # plt.title(f"Area difference for station, for longitude latitude selection") + # plt.xlabel("Longitude") + # plt.ylabel("Latitude") + # plt.show() + # # Save as file + # plt.close() # Extract the coordinates and values from the subset lats = subset["latitude"].values lons = subset["longitude"].values @@ -175,6 +171,7 @@ def find_corresponding_point_within_box(station_lon, station_lat, ups_area_point plt.ylabel("Latitude") plt.legend(loc="upper right", fontsize=10, frameon=True) plt.show() + plt.savefig(f'{cfg.DataDir}/GloFAS_station_for_DNH_{stationName}.png') plt.close() return model_point_lon, model_point_lat, best_area_diff @@ -272,7 +269,7 @@ def attributePoints_to_Polygon( buffer_distance_meters=5000, StationDataDir=Path.cwd(), filename='attributePoints_to_Polygon.csv' - ): + ): # Format input data into GeoDataFrames points_gdf = checkVectorFormat(vectorPoint, 'point', crs) polygons_gdf = checkVectorFormat(vectorPolygon, 'polygon', crs) From 59e2426b39d714c210c428b1863bb90046a629a8 Mon Sep 17 00:00:00 2001 From: ERKuipers Date: Thu, 12 Dec 2024 15:32:04 +0100 Subject: [PATCH 2/2] calculating probability as executed --- .../GloFAS_analysis/probability_calculator.py | 27 ++++++++++--------- .../GloFAS_data_extractor/threshold_opener.py | 2 +- GloFAS/GloFAS_prep/aggregation.py | 2 +- GloFAS/GloFAS_prep/configuration.py | 2 +- 4 files changed, 18 insertions(+), 15 deletions(-) diff --git a/GloFAS/GloFAS_analysis/probability_calculator.py b/GloFAS/GloFAS_analysis/probability_calculator.py index 1f99b5c..86777e9 100644 --- a/GloFAS/GloFAS_analysis/probability_calculator.py +++ b/GloFAS/GloFAS_analysis/probability_calculator.py @@ -19,12 +19,14 @@ def __init__(self, lakesPath=cfg.lakesPath, crs=cfg.crs, adminLevel=None, + GloFAS_stations = cfg.GloFASstations, forecastType='reforecast', measure='max', start_date=None, end_date=None, nrCores=4, - comparisonShape='polygon'): + comparisonShape='polygon', + ): # start and end_date are only necessary if your forecastType is not 'reforecast' but 'forecast' @@ -49,33 +51,33 @@ def __init__(self, self.comparisonShape = comparisonShape if comparisonShape == 'polygon': self.measure = measure - self.threshold_gdf = aggregation(self.threshold_da, adminPath, 'polygon', measure=self.measure) + self.threshold_gdf = aggregation(self.threshold_da, vector=adminPath, method='polygon', measure=self.measure) self.adminLevel = adminLevel elif comparisonShape == 'point': - self.threshold_gdf = aggregation(self.threshold_da, GloFAS_stations) # aggregating the threshold value on the GloFAS station + self.threshold_gdf = aggregation(self.threshold_da, vector=GloFAS_stations, method='point') # aggregating the threshold value on the GloFAS station self.nrCores = nrCores - def exceedance(self, Q_da, threshold_gdf, nrEnsemble): + def exceedance(self, Q_da, threshold_gdf, nrEnsemble, timestamp): '''Check exceedance of threshold values for a single ensemble member threshold_gdf should be in same shape as eventual outcme, so if comparisonShape=polygon, threshold_gdf should be in polygon''' if self.comparisonShape=='polygon': - GloFAS_gdf = aggregation(Q_da, threshold_gdf, 'polygon', nrEnsemble, measure=self.measure) + GloFAS_gdf = aggregation(Q_da, threshold_gdf, 'polygon', nrEnsemble, measure=self.measure, timestamp=timestamp) exceedance = GloFAS_gdf[f'{self.measure}'] > threshold_gdf[f'{self.measure}'] elif self.comparisonShape=='point': # assuming this then refers to aggregation to a point - GloFAS_gdf = aggregation (Q_da, threshold_gdf, 'point', nrEnsemble) + GloFAS_gdf = aggregation (Q_da, threshold_gdf, 'point', nrEnsemble=nrEnsemble, timestamp=timestamp) exceedance = GloFAS_gdf ['rastervalue'] > threshold_gdf['rastervalue'] else: raise ValueError (f"Not a valid shape : {self.comparisonShape}, pick between 'polygon' and 'point'") return exceedance - def probability(self, Q_da, threshold_gdf): + def probability(self, Q_da, threshold_gdf, timestamp): '''Calculate exceedance probability across ensemble members for a single time step''' nrMembers = len(Q_da.number) exceedance_count = np.zeros(len(threshold_gdf), dtype=int) # Calculate exceedances for each ensemble in parallel - results = Parallel(n_jobs=self.nrCores)(delayed(self.exceedance)(Q_da, threshold_gdf, ensemble) for ensemble in Q_da.number) + results = Parallel(n_jobs=self.nrCores)(delayed(self.exceedance)(Q_da, threshold_gdf, ensemble, timestamp) for ensemble in Q_da.number) for result in results: exceedance_count += result probability = exceedance_count / nrMembers @@ -94,11 +96,11 @@ def concatenate_prob(self): print(f"Starting for {month}, {day}") Q_da_rasterpath = unzipGloFAS (self.DataDir, self.leadtime, month, day) Q_da = openGloFAS(Q_da_rasterpath, self.leadtime) # Open data for the specific month/day - for timestamp in Q_da.time: # Iterate over years + for timestamp in Q_da.time: #Iterate over years startLoop = datetime.now() valid_timestamp = pd.to_datetime(str(timestamp.values)) + timedelta(hours=self.leadtime) # Calculate probability - flooded_df = self.probability(Q_da, self.threshold_gdf, self.nrCores) + flooded_df = self.probability(Q_da, self.threshold_gdf, timestamp) flooded_df['ValidTime'] = valid_timestamp # Add timestamp all_years_data.append(flooded_df) print(f"Time step {valid_timestamp} done, took: {datetime.now() - startLoop}") @@ -113,7 +115,7 @@ def concatenate_prob(self): Q_da = openGloFAS(Q_da_rasterpath, lakesPath=self.lakesPath, crs=self.crs) valid_timestamp = pd.to_datetime(str(timestamp.values)) + timedelta(hours=self.leadtime) # Calculate probability - flooded_df = self.probability(Q_da, self.threshold_gdf, self.nrCores) + flooded_df = self.probability(Q_da, self.threshold_gdf) flooded_df['ValidTime'] = valid_timestamp # Add timestamp all_years_data.append(flooded_df) print(f"Time step {valid_timestamp} done, took: {datetime.now() - startLoop}") @@ -137,10 +139,11 @@ def concatenate_prob(self): lakesPath=cfg.lakesPath, crs=cfg.crs, adminLevel=None, + GloFAS_stations=cfg.GloFASstations, forecastType='reforecast', measure=None, start_date=None, end_date=None, nrCores=8, comparisonShape='point') - prob.concatenate_prob(Q_da) \ No newline at end of file + prob.concatenate_prob() \ No newline at end of file diff --git a/GloFAS/GloFAS_data_extractor/threshold_opener.py b/GloFAS/GloFAS_data_extractor/threshold_opener.py index bcf49f2..aa5c67e 100644 --- a/GloFAS/GloFAS_data_extractor/threshold_opener.py +++ b/GloFAS/GloFAS_data_extractor/threshold_opener.py @@ -2,7 +2,7 @@ import rioxarray as rio def openThreshold(DataDir, crs, RPyr, area, Q_da_forecast ): - threshold_ds = xr.load_dataset(DataDir / f"flood_threshold_glofas_v4_rl_{RPyr:.1f}.nc") + threshold_ds = xr.load_dataset(DataDir / f"auxiliary/flood_threshold_glofas_v4_rl_{RPyr:.1f}.nc") threshold_ds.rio.write_crs(crs, inplace=True) threshold_da = threshold_ds[f"rl_{RPyr:.1f}"].sel( diff --git a/GloFAS/GloFAS_prep/aggregation.py b/GloFAS/GloFAS_prep/aggregation.py index 322b971..f2976c6 100644 --- a/GloFAS/GloFAS_prep/aggregation.py +++ b/GloFAS/GloFAS_prep/aggregation.py @@ -93,7 +93,7 @@ def aggregation (rasterDA, vector, method, nrEnsemble=None, timestamp=None, meas rasterDA = rasterDA.sel(time=timestamp) # aggregation is about the model's location in relation to the model's output raster, therefore placement is in the model's framework # this argument is ignored when considering polygons, because on that level precision doesnt really matter - vectorGDF = checkVectorFormat(vector, shapeType=method, crs=rasterDA.rio.crs, placement='model') + vectorGDF = checkVectorFormat(vector, shapeType=method, crs=rasterDA.rio.crs, placement='real') if method == 'point': pointgdf = query(rasterDA, vectorGDF) return pointgdf diff --git a/GloFAS/GloFAS_prep/configuration.py b/GloFAS/GloFAS_prep/configuration.py index 9fb8325..4b68f95 100644 --- a/GloFAS/GloFAS_prep/configuration.py +++ b/GloFAS/GloFAS_prep/configuration.py @@ -18,7 +18,7 @@ stationsDir = DataDir / f'stations' DNHstations = stationsDir / f"Stations_DNH.csv" googlestations = stationsDir / 'coords_google_gauges_Mali.csv' -GloFASstations = stationsDir / 'GloFAS_to_DNH_resembling_uparea_50km.csv' +GloFASstations = stationsDir / 'GloFAS_to_DNH_resembling_uparea.csv' impact_csvPath = DataDir / "impact/MergedImpactData.csv" settlements_tif = DataDir / "GlobalHumanSettlement/GHS_BUILT_S_E2030_GLOBE_R2023A_54009_100_V1_0.tif"