example_shortterm_predictions: Example Shortterm Predictions Data

In oRaklE: Multi-Horizon Electricity Demand Forecasting in High Resolution

Example Shortterm Predictions Data

Description

This dataset extends the data from example_shortterm_demand_data with the prediction results from the best derived short-term seasonality model. The only covariates used for the model selection process are the hour of the day and an indicator if its a holiday or not.

Usage

example_shortterm_predictions

Format

A data frame with 43,800 rows and 40 columns:

country

The country, represented by the ISO2C country code (e.g., FR for France).

date

The date (in YYYY-MM-DD format).

year

The respective year.

month

The respective month.

day

The respective day.

wday

The type of weekday (e.g., Sun, Mon)

hour

The respective hour of the day.

hourly_demand

The actual hourly electricity demand (in megawatts).

hourly_demand_trend_corrected

The hourly demand corrected for long-term trends.

yearly

The yearly average electricity demand.

daily

The daily average electricity demand.

hourly_demand_trend_and_season_corrected

The hourly demand corrected for both long-term trends and seasonal variations.

holiday

A binary indicator for whether the day is a public holiday (1 for holiday, 0 for non-holiday).

Hour0, Hour1, Hour2, Hour3, Hour4, Hour5, Hour6, Hour7, Hour8, Hour9, Hour10, Hour11, Hour12, Hour13, Hour14, Hour15, Hour16, Hour17, Hour18, Hour19, Hour20, Hour21, Hour22, Hour23

Binary variables indicating the hour of the day, where each variable represents a specific hour (e.g., Hour0 for 00:00 to 00:59, Hour1 for 01:00 to 01:59, and so on up to Hour23 for 23:00 to 23:59).

short_term_lm_model_predictions

Model predictions for the short-term seasonality (the intraday pattern).

test_set_steps

Number of hours used in the test set for model evaluation.

example

A boolean indicator to mark this dataset as an example dataset.

Source

demand data: Transparency Platform of the European Network of Transmission System Operators for Electricity (ENTSO-E, https://transparency.entsoe.eu/); holidays: https://date.nager.at/api/v3/publicholidays/

oRaklE documentation built on June 8, 2025, 12:41 p.m.