19 commits

Author	SHA1	Message	Date
Khalim Conn-Kowlessar	18953c9f0b	Added basic tests for sap model	2023-07-05 11:52:35 +01:00
Khalim Conn-Kowlessar	a79c2852cc	additional cleanup	2023-07-05 09:53:45 +01:00
Khalim Conn-Kowlessar	308eb99afb	Added final model predictions	2023-07-05 09:51:39 +01:00
Khalim Conn-Kowlessar	710f446ebc	Cleaning up modelling code	2023-07-05 09:34:14 +01:00
Khalim Conn-Kowlessar	946e6d092e	removed floor height from binning	2023-07-04 20:13:18 +01:00
Khalim Conn-Kowlessar	df8bfd7d02	removed outlier testing but got some decent results binning some variables	2023-07-04 20:11:05 +01:00
Khalim Conn-Kowlessar	0b41057db8	reverting to baseline performance which was just filling area with zero	2023-07-04 19:38:18 +01:00
Khalim Conn-Kowlessar	68e903e492	had a silly bug in cleaning code, which is fixed	2023-07-04 16:35:08 +01:00
Khalim Conn-Kowlessar	c59aff412c	testing rf importance and permutation importance	2023-07-04 16:28:58 +01:00
Khalim Conn-Kowlessar	58edd9a255	investigating dropping variables	2023-07-04 16:13:40 +01:00
Khalim Conn-Kowlessar	ccfdb7cc8c	Testing dropping features - new best accuracy	2023-07-04 15:45:34 +01:00
Khalim Conn-Kowlessar	c698f49d58	categorical cleaning in progress	2023-07-04 12:55:59 +01:00
Khalim Conn-Kowlessar	d04be241bd	removed zero variance features	2023-07-04 10:46:26 +01:00
Khalim Conn-Kowlessar	ff84635cb8	first working version of sap model	2023-07-04 10:00:15 +01:00
Khalim Conn-Kowlessar	d586441769	prepared sap model dataset	2023-07-03 18:46:55 +01:00
Khalim Conn-Kowlessar	d9b792d23b	Added spelling correction using nlp textblob	2023-07-03 18:12:23 +01:00
Khalim Conn-Kowlessar	d5e4baba05	rough implementation of lighing description cleaning	2023-07-03 15:07:36 +01:00
Khalim Conn-Kowlessar	ba201c8b6a	working on sap model but need to clean lighting	2023-07-03 14:39:46 +01:00
Khalim Conn-Kowlessar	f941a3c512	creating rough framework for sap model	2023-07-03 13:01:41 +01:00