What does the positive coefficient (and positive correlation) of the insulation with heating oil consumption mean? Please explain briefly possible reason/s for this positive association between insulation and heating oil consumption.

X //Local Repository/processes/Chapter8homework - RapidMiner Studio Educational 9.10.011 @ DESKTOP-FHCFE29 File Edit Process View Connections Settings Extensions Help Results Turbo Prep Auto Model Deployments Find data, operators.etc All Studio Views: Design X Result History LinearRegression (Linear Regression) X ExampleSet (Apply Model) X Repository + Import Data t-Stat p-Value Code Training Resources (connected) Attribute Coefficient Std. Error Std. Coefficient Tolerance Data Samples Insulation 3.323 0.420 0.164 0.431 7.906 0.000 Community Samples (connected) 0.071 -0.262 0.405 -12.222 0 Temperature -0.869 Local Repository (Local) Avg_Age 1.968 0.065 0.527 0.491 30.217 0 New Local Repository (Local) Description DB (Legacy) 0.131 0.914 10.210 O Home_Size 3.173 0.311 0 (Intercept) 134.511 7.589 17.725 Annotations 5:04 PM Type here to search W 81OF Partly sunny 9/19/2022