The src folder contains the following:
| Folder/File | Description |
|---|---|
plotting/ |
Scripts to plot time series visualizations, ACF&PACF and forecasts. |
process_data/ |
Subset raw data and process bus stops. |
neural-prophet/ |
Scripts to run rolling-origin grid search (fit_prophet.py) and forecast with the five best models (test_prophet.py). |
sarima/ |
Scripts to find optimal parameters (stationarity.py and auto_arima.py), perform rolling-origin evaluation (fit_sarima.py) and forecast with the best model (test_sarima.py). |
fit_baselines.py |
Evaluate and do forecasts with baseline models. |
data_utils.py |
Functions for data loading, spliting and imputation used in various scripts. |
table_to_latex.py |
Convert grid search results of neural-prophet to a neat latex table. |
❕ Note that process_data only has one file that can be run (process_stops.py) as the rest require the raw data which is not available on Git.