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config.yaml
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config.yaml
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# my_config.yaml
##########################################################################################
# TORCH PROCESSING
window_size: 365
batch_size: 16
##########################################################################################
# LOGGING
logging:
file_level: DEBUG
console_level: DEBUG
##########################################################################################
# VARS
input_variable: "avg_temp_c"
variables: ["avg_sea_level_pres_hpa", "avg_temp_c", "precipitation_mm"]
windows: [7, 30] # Plotting windows
##########################################################################################
# PATHS
data_paths:
- data/raw/daily_weather.parquet
- data/raw/london_weather.csv
- data/raw/countries.csv
- data/raw/cities.csv
processed_data: data/processed/processed_data.xlsx
processed_data_comp: data/processed/processed_data.parq
results_path: reports/models/model_res.json
summary_path: reports/models/model_summary.txt
fig_path: reports/figures/
##########################################################################################
# PROCESSING
processing:
to_impute:
- avg_temp_c
- precipitation_mm
- avg_sea_level_pres_hpa
- min_temp_c
- max_temp_c
- snow_depth_mm
impute_with:
- mean_temp
- precipitation
- pressure
- min_temp
- max_temp
- snow_depth
impute_zero_cols:
- avg_wind_speed_kmh
- snow_depth_mm
impute_mean_cols:
- avg_sea_level_pres_hpa
- min_temp_c
- max_temp_c
impute_bfill_cols:
- precipitation_mm
keep_cols:
- date
- year
- month
- day
- season_num
- day_of_year
- avg_temp_c
- min_temp_c
- max_temp_c
- precipitation_mm
- snow_depth_mm
- avg_wind_speed_kmh
- avg_sea_level_pres_kpa
##########################################################################################