You are provided with time series data recorded at 5-minute intervals.
Each consumer device represents a power pole, and the data user associated with the device is identified in the ID column. Some data users are connected to three-phase systems, while others have single-phase connections. This distinction is reflected in the dataset:
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Single-phase houses have only v_red.
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Three-phase houses include v_red, v_blue, and v_yellow.
The dataset includes measured values for voltage, current, power factor, and energy consumption (kWh).
Your Task
Your objective is to forecast the total daily energy consumption (kWh) per data user for one month into the future.
Additional Information
To support your predictions, you are provided with climate indicators, including:
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Temperature
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Dew point
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Wind speed
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Precipitation
Additionally, 12 consumer devices are included in the dataset for reference, but you do not need to forecast for them as they lack signal in the test period. However, they may still be useful for analysis.