Rainforest QPE library
  • Usage
    • Access library
    • Keeping database up-to-date
    • Keeping randomForest model up-to-date
  • Reference
    • Interface
    • QPE submodule
      • QPE command-line tools
        • qpe_compute
        • qpe_plot
        • qpe_evaluation
      • rainforest.qpe package
        • rainforest.qpe.evaluation module
          • evaluation()
        • rainforest.qpe.qpe module
          • QPEProcessor
        • rainforest.qpe.qpe_compute module
          • main()
        • rainforest.qpe.qpe_evaluation module
          • main()
        • rainforest.qpe.qpe_plot module
          • main()
    • Database submodule
      • Database structure
        • Gauge table
        • Reference table
        • Radar table
      • Database configuration
      • Database command-line tool
        • db_populate
      • rainforest.database package
        • rainforest.database.database module
        • rainforest.database.db_populate module
        • rainforest.database.retrieve_radar_data module
        • rainforest.database.retrieve_reference_data module
        • rainforest.database.retrieve_dwh_data R module
    • ML submodule
      • Machine-learning command-line tool
        • rf_train
      • rainforest.ml package
        • rainforest.ml.rf module
          • RFTraining
        • rainforest.ml.rf_train module
          • main()
        • rainforest.ml.rfdefinitions module
          • MyCustomUnpickler
          • RandomForestRegressorBC
          • read_rf()
        • rainforest.ml.utils module
          • nesteddictvalues()
          • split_event()
          • split_years()
          • vert_aggregation()
    • Common submodule
      • rainforest.common.io_data module
        • read_NWP_HZT_cart()
        • read_cart()
        • read_gif()
        • read_polar()
        • read_station_data()
        • read_status()
        • read_vpr()
        • read_xls()
        • save_gif()
      • rainforest.common.retrieve_data module
        • retrieve_CPCCV()
        • retrieve_hzt_RT()
        • retrieve_hzt_prod()
        • retrieve_prod()
        • retrieve_prod_RT()
      • rainforest.common.radarprocessing module
        • HZT_cartesian_to_polar()
        • HZT_hourly_to_5min()
        • Radar
          • Radar.add_cosmo_data()
          • Radar.add_height_over_iso0()
          • Radar.add_hzt_data()
          • Radar.compute_hydro()
          • Radar.compute_kdp()
          • Radar.compute_noise()
          • Radar.correct_attenuation()
          • Radar.correct_gate_altitude()
          • Radar.get_field()
          • Radar.snr_mask()
          • Radar.visib_mask()
        • hydroClass_single()
        • hydroClass_single_over_iso()
      • rainforest.common.constants module
        • MODE()
      • rainforest.common.graphics module
        • MidpointNormalize
        • QPE_cmap
        • plot_crossval_stats()
        • plot_fit_metrics()
        • qpe_plot()
        • qpe_scatterplot()
        • score_plot()
      • rainforest.common.lookup module
        • calc_lookup()
        • get_lookup()
      • rainforest.common.utils module
        • LV03toWGS84()
        • aggregate_multi()
        • check_random_state()
        • chunks()
        • dict_flatten()
        • envyaml()
        • get_qpe_files()
        • get_qpe_files_multiple_dirs()
        • get_version()
        • hex_to_rgb()
        • idx_cart()
        • nanadd_at()
        • nearest_time()
        • nested_dict_gen()
        • nested_dict_values()
        • perfscores()
        • quantile()
        • quantile_1D()
        • read_df()
        • read_task_file()
        • rename_fields()
        • round_to_hour()
        • split_by_time()
        • stack_uneven()
        • sweepnumber_fromfile()
        • timefromfilename()
        • timestamp_from_datestr()
        • timestamp_from_datetime()
        • wgs84toCH1903()
      • rainforest.common.wgs84_ch1903 module
        • GPSConverter
          • GPSConverter.CHtoWGSheight()
          • GPSConverter.CHtoWGSlat()
          • GPSConverter.CHtoWGSlng()
          • GPSConverter.LV03toWGS84()
          • GPSConverter.WGS84toLV03()
          • GPSConverter.WGStoCHh()
          • GPSConverter.WGStoCHx()
          • GPSConverter.WGStoCHy()
  • Examples
Rainforest QPE library
  • Reference
  • ML submodule
  • View page source

ML submodule

Content

  • Machine-learning command-line tool
    • rf_train
  • rainforest.ml package
    • rainforest.ml.rf module
    • rainforest.ml.rf_train module
    • rainforest.ml.rfdefinitions module
    • rainforest.ml.utils module
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© Copyright 2020, Daniel Wolfensherger, Rebecca Gugerli.

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