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26 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
Khalim Conn-Kowlessar
4dfa32ca1f new model data pickle 2023-06-27 11:30:51 +01:00
Khalim Conn-Kowlessar
a565a35e9a Added U-value and perimeter estimation functions 2023-06-26 13:05:12 +01:00
Khalim Conn-Kowlessar
80a10e7981 u value method for floors 2023-06-23 18:54:59 +01:00
Khalim Conn-Kowlessar
6afc8d2e67 Added built-form to uvalue estimates 2023-06-22 10:58:47 +01:00
Khalim Conn-Kowlessar
c4087b6124 Implemented methodology for extracting uvalue estimate 2023-06-22 10:34:58 +01:00
Khalim Conn-Kowlessar
ea7dd6148e Added UvalueEstimations documentation 2023-06-22 10:10:54 +01:00
Khalim Conn-Kowlessar
f5bebd4b78 First commit of UvalueEstimations class 2023-06-22 10:06:28 +01:00