example_midterm_demand_and_weather_data: Example Midterm Demand and Weather Data

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

Example Midterm Demand and Weather Data

Description

This dataset extends the example_midterm_demand_data by adding a weighted average temperature column. The dataset is divided into two parts: demand and temperature_data. The demand dataframe contains the added weighted average temperature column and the other demand related data. The temperature_data dataframe contains the daily temperature observations for the 20 most populated regions. This data is provided to show from which locations the weather data was taken.

Usage

example_midterm_demand_and_weather_data

Format

A list containing two data frames:

demand

A data frame with 1,825 rows and 10 columns, representing mid-term electricity demand data.

temperature_data

A data frame with 1,826 rows and 22 columns, representing temperature measurements across multiple cities.

Demand Data Frame:

demand.country

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

demand.date

The date of the demand measurement (in YYYY-MM-DD format).

demand.year

The respective year.

demand.month

The respective month.

demand.day

The respective day.

demand.wday

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

demand.avg_hourly_demand

The average hourly electricity demand (in megawatts) for each day.

demand.seasonal_avg_hourly_demand

The seasonal mid-term component of the demand (in megawatts).

demand.weighted_temperature

The weighted average temperature for France on that day (in degrees Celsius).

example

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

Temperature Data Frame:

date

The date of the temperature observation (in YYYY-MM-DD format).

Paris, Marseille, Lyon, Toulouse, Nice, Nantes, Montpellier, Strasbourg, Bordeaux,Cergy-Pontoise,Toulon,Reims, Lille,15th arrondissement of Paris, 20th arrondissement of Paris, 18th arrondissement of Paris, 19th arrondissement of Paris, 13th arrondissement of Paris

The daily average temperature readings (in degrees Celsius) for various cities or city districts on that date.

weighted_mean_temperature

The weighted (by share of population) mean temperature across the country for the respective date.

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/ ; area population: https://wft-geo-db.p.rapidapi.com ; daily average temperatures: https://meteostat.p.rapidapi.com;

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