Created
July 31, 2020 20:25
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DengAI data info
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LABEL_COLUMN = 'total_cases' | |
NUMERIC_COLUMNS = ['year', | |
'weekofyear', | |
'ndvi_ne', | |
'ndvi_nw', | |
'ndvi_se', | |
'ndvi_sw', | |
'precipitation_amt_mm', | |
'reanalysis_air_temp_k', | |
'reanalysis_avg_temp_k', | |
'reanalysis_dew_point_temp_k', | |
'reanalysis_max_air_temp_k', | |
'reanalysis_min_air_temp_k', | |
'reanalysis_precip_amt_kg_per_m2', | |
'reanalysis_relative_humidity_percent', | |
'reanalysis_sat_precip_amt_mm', | |
'reanalysis_specific_humidity_g_per_kg', | |
'reanalysis_tdtr_k', | |
'station_avg_temp_c', | |
'station_diur_temp_rng_c', | |
'station_max_temp_c', | |
'station_min_temp_c', | |
'station_precip_mm'] | |
CATEGORICAL_COLUMNS = ['city'] | |
CSV_COLUMNS = [LABEL_COLUMN] + CATEGORICAL_COLUMNS + NUMERIC_COLUMNS | |
CSV_COLUMNS_NO_LABEL = CATEGORICAL_COLUMNS + NUMERIC_COLUMNS | |
CATEGORIES = { | |
'city': ['sj', 'iq'] | |
} | |
cols_to_norm = ['precipitation_amt_mm', | |
'reanalysis_air_temp_k', | |
'reanalysis_avg_temp_k', | |
'reanalysis_dew_point_temp_k', | |
'reanalysis_max_air_temp_k', | |
'reanalysis_min_air_temp_k', | |
'reanalysis_precip_amt_kg_per_m2', | |
'reanalysis_relative_humidity_percent', | |
'reanalysis_sat_precip_amt_mm', | |
'reanalysis_specific_humidity_g_per_kg', | |
'reanalysis_tdtr_k', | |
'station_avg_temp_c', | |
'station_diur_temp_rng_c', | |
'station_max_temp_c', | |
'station_min_temp_c', | |
'station_precip_mm'] | |
cols_to_scale = ['year', | |
'weekofyear'] | |
TRAIN_DATASET_FRAC = 0.8 | |
DATETIME_COLUMN = "week_start_date" | |
train_file = './dengue_features_train_with_out.csv' | |
test_file_in = './dengue_features_test_in.csv' | |
test_file = './dengue_features_test.csv' |
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