Energy consumption
-------------------------------------

This is one of the tabular datasets provided with the NeurEco installation. This test case involves the prediction of energy consumption, in a given moment, of a chalet’s heating system, using meteorological data and the temperature difference between the inside and the outside. The :math:`1` output and :math:`5` input features of this test case are as follows:

+-----------------------------+-------------------------------------+
|  Inputs                     |   Outputs                           |
+=============================+=====================================+
|  delta_t : temp diff        | Energy consumption                  |
+-----------------------------+                                     |
|   wind direction            |                                     |
+-----------------------------+                                     |
|   wind speed  (m/s)         |                                     |
+-----------------------------+                                     |
| SW: Sunshine energy input   |                                     |
+-----------------------------+                                     |
| HR% ext: relative humidity  |                                     |
+-----------------------------+-------------------------------------+


This test case is provided with the following files:

* training data set containing :math:`1135` samples
    
  * x_train.csv: the training inputs file
  * y_train.csv: the training targets file
	
* testing data set containing :math:`200` samples
  
  * x_test.csv: the testing inputs file
  * y_test.csv: the testing targets file

