Commit Graph

22 Commits (3611fc76f7c0941858a9fedd3e7f0bd05503f074)

Author SHA1 Message Date
junos 3611fc76f7 Fill NaNs after merging all features. 2021-08-21 19:48:57 +02:00
junos ee30c042ea Fill NaNs introduced in merge for proximity. 2021-08-21 19:40:42 +02:00
junos a71e132edf Prepare the first full pipeline. 2021-08-21 19:04:09 +02:00
junos 24c4bef7e2 Print some more messages. 2021-08-21 19:03:44 +02:00
junos 11381d6447 Add some print statements for monitoring progress. 2021-08-21 18:54:02 +02:00
junos d19995385d Account for the case when there is no data for days with labels. 2021-08-21 18:49:57 +02:00
junos f73f86486a Fill communication features with appropriate values. 2021-08-21 18:28:22 +02:00
junos 8507ff5761 Check for NaNs in the data, since sklearn.LinearRegression cannot handle them. 2021-08-21 17:46:00 +02:00
junos 065cd4347e [WIP] Add a class for model validation. 2021-08-20 19:44:50 +02:00
junos 0b98d59aad Aggregate labels using grouping_variable. 2021-08-20 19:17:22 +02:00
junos 08fdec34f1 Merge features into a common df.
But first, group communication by the grouping_variable.
2021-08-20 17:59:00 +02:00
junos 6592612db7 Add a similar class for labels. 2021-08-19 17:44:04 +02:00
junos 97c693d252 Add a getter for communication data. 2021-08-19 17:36:26 +02:00
junos 93f136b080 Add a method to get communication features. 2021-08-19 17:32:02 +02:00
junos 5be3e82797 Accept nested feature configuration.
To do this, pass a dict as parameters to SensorFeatures class, rather than actually reading the object from yaml file.
2021-08-19 17:23:23 +02:00
junos 429aa43bd1 Add communication features to pipeline. 2021-08-19 17:05:44 +02:00
junos 0ed34e97b3 Convert the class into a YAML object.
Add an example config file and demonstrate its usage in ex_ml_pipeline.ipynb.
2021-08-19 16:31:42 +02:00
junos 52664eb40b Implement getters. 2021-08-19 11:47:59 +02:00
junos 3821314dd9 [WIP] Separate the features part from the pipeline. 2021-08-16 18:11:25 +02:00
junos d6f36ec8f8 [WIP] Finish the class by assigning columns and validating model. 2021-08-13 17:41:04 +02:00
junos b06ec6e1ae [WIP] Methods to get the labels and data plus aggregate them. 2021-08-12 19:07:14 +02:00
junos 622477f19f [WIP] Start merging steps into a class for a pipeline. 2021-08-12 17:38:08 +02:00