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1458 Commits (imputation_and_cleaning)

Author SHA1 Message Date
junos c05b047c2d Correct outstanding baseline feature mistake. 2022-04-13 17:05:16 +02:00
junos 53ec52a954 Disable (SOME) feature cleaning for ESM data. 2022-04-13 16:01:31 +02:00
= 3c058e4463 Add option to calculate features within windows and store it in CSV (all sensors). 2022-04-13 13:18:23 +00:00
junos 144f0d0dcf Account for missing baseline data. 2022-04-13 14:56:28 +02:00
junos ed5314aa98 Merge remote-tracking branch 'origin/master' 2022-04-12 17:27:25 +02:00
junos 11c64cfc1a Include all participants again. 2022-04-12 17:20:19 +02:00
junos a6a37c7bd9 Drop NaN targets. 
This mirrors INNER join in merge_features_and_targets_for_individual_model.py:

data = pd.concat([sensor_features, targets[["target"]]], axis=1, join="inner")
 2022-04-12 17:01:49 +02:00
junos 9f5edf1c2b Revert "Add a rule for model baselines." 
The example was for a classification rather than regression problem.

This reverts commit 9ab0c8f289.

# Conflicts:
#	rules/models.smk
 2022-04-12 16:59:42 +02:00
junos 4ad261fae5 Rename baseline features AGAIN. 
Correct other mistakes.
 2022-04-12 16:55:01 +02:00
= 74cf4ada1c Cr-feat window length for all empaticas sensors. 2022-04-12 14:00:44 +00:00
junos 9ab0c8f289 Add a rule for model baselines. 
Add baselines and helper functions to main models dir.
 2022-04-12 14:23:58 +02:00
junos 570d2eb656 Add the file for population model to Snakefile. 2022-04-12 14:11:40 +02:00
junos f5688f6154 Add a rule to merge sensor and baseline features. 
And select target as before.
 2022-04-08 15:42:04 +02:00
junos b1f356c3f7 Extract a function to be used elsewhere. 2022-04-08 15:36:32 +02:00
junos 7ff3dcf5fc Move and rename target variable. 2022-04-06 18:21:09 +02:00
junos 50c0defca7 Select target columns (no parsing necessary). 2022-04-06 18:16:49 +02:00
junos ac86221662 [WIP] Add a rule to parse targets. 
Does nothing for now.
 2022-04-06 17:47:03 +02:00
junos baa94c4c4e Correct additional error in feature file naming. 
Add the final feature file to the list in Snakefile.
 2022-04-06 17:29:17 +02:00
junos d2fbef5234 Merge branch 'labels' of https://repo.ijs.si/junoslukan/rapids into labels 
# Conflicts:
#	src/features/phone_esm/straw/preprocess.py
 2022-04-05 19:28:37 +02:00
junos d326a1b09d Include the constant directly in main.py. 2022-04-05 19:08:43 +02:00
junos 2e545e81f0 Include feature calculations for different scales. 2022-04-05 19:05:34 +02:00
junos cbc8ae4e03 Add necessary checks for empty data frames. 2022-04-05 18:58:09 +02:00
junos f50a13167e Add feature files back to Snakefile. 2022-04-05 18:37:58 +02:00
junos e84c35a36a Remove unnecessary parameters from preprocess_esm. 
And correct the newly named interim file.
 2022-04-05 18:36:09 +02:00
junos e2ce68f591 Defer creation of feature files to esm_features rule. 2022-04-05 18:30:04 +02:00
junos 751b04f3f4 Pass scale names to Snakemake correctly. 2022-04-05 18:14:37 +02:00
junos 99245afca3 Try a different approach for preprocessing ESMs. 
It is important that this follows generic RAPIDS pattern.
In the subsequent step of calculating features,
there is an expected file and folder structure of data/interim.
See rules/common.smk/find_features_files()
 2022-04-05 18:02:31 +02:00
junos ed298a9479 Implement the basic feature extraction steps. 2022-04-05 15:46:02 +02:00
= 1c42347b9b Small changes. 2022-04-04 12:19:33 +00:00
Primoz c050174ca3 Various minimal changes. 2022-03-31 09:16:00 +00:00
Primoz f9e40711e7 Modified README for RAPIDS-CalculatingFeatures integration. 2022-03-30 16:17:07 +00:00
Primoz a357138f6e Added CF for HRV and shortened test data 2022-03-30 15:01:24 +00:00
Primoz 470993eeb0 Modification of getSampleRate method for all CF scripts. 2022-03-30 15:00:11 +00:00
junos 798ec973b4 [WIP] Add a rule for ESM features. 2022-03-30 10:43:30 +02:00
junos 3af8de6235 Create feature provider script. 2022-03-30 10:40:53 +02:00
junos 7173ca13e3 Rename a parameter. 2022-03-30 10:40:53 +02:00
junos 9478dc94f2 Add an else. 
This is to make sure that in case the reversing fails, we do not get any output items.
Snakemake will inform us of an error in this event.
 2022-03-30 10:40:53 +02:00
= ab0b9227d7 Added ACC calculated features and shorter version of ACC data. 2022-03-29 09:41:51 +00:00
= a9244a60fc Corrections for TEMP cf src script. 2022-03-28 14:26:37 +00:00
= 8b76c96e47 Cleaning existing CF mains' and preparing src script for ACC. 2022-03-28 14:18:29 +00:00
= ca59a54d8f Get a sample rate from two sequential timestamps. 2022-03-28 13:50:08 +00:00
= 393dab72f5 Added components for the temperature features extraction. 2022-03-28 12:37:02 +00:00
Primoz 1902d02a86 Updating conda env. 2022-03-25 16:27:28 +00:00
Primoz f389ac9d89 Delete CF features folder 2022-03-25 16:24:52 +00:00
Primoz 191e53e543 Added cf provider for EDA feature processing. 2022-03-23 15:13:53 +00:00
Primoz d3a3f01f29 Preparation for the EDA features integration from CF. 2022-03-22 15:36:52 +00:00
Primoz 2da0911d4c Skeleton file main.py for EDA CalcFt. integration. 2022-03-22 12:48:43 +00:00
Primoz bd5a811256 Shortening input CSVs' and added test for ACC. 2022-03-21 12:00:57 +00:00
Primoz d1c59de2e9 Add folder structure for CF testing and EDA test. 2022-03-21 10:40:18 +00:00
Primoz a80f7c0cc4 Change of the relative import statements. 2022-03-21 10:38:15 +00:00