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VisualizationsApplied Machine Learning

Partial Dependence Plot

Slide one home's temperature to see its predicted electricity use trace a curve. Do it for every home, and their average is the partial dependence line.

Set Home A's temperature to 0°C
Home A90 m² · 3 people
Temperature 12°C 0°C27 kWh
Home B60 m² · 2 people
Temperature 25°C 0°C24 kWh
Home C120 m² · 4 people
Temperature 5°C 0°C39 kWh
Average of all rows30 kWh
(27 + 24 + 39) ÷ 3 = 30
Homes B and C are hidden. Press “All three + average” to set the temperature in every row at once.
010203040kWh0102030Temperature set to (°C)

Only the temperature changes. Home A keeps its size and people, and the same trained model predicts again.

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