Sprint 7 2020w21

get the final results (but missing sleep staging)

[x] starting report with bibliography (.pptx)
[x] interpolation and preprocess: code review and validation #82
[x] refactor normal NB for visualization of annotations. Closed by #85
[x] dealing with different sfreq #84 . Closed by #85
[x] validation of OMA (with relative threshold of 3) #85
[x] refactor NB combined for reading .pk. Closed by #85
[x] expand NB combined @RobinGuillard
[ ] sleep staging: investigate and fix inconsistency of number of epochs, see #37 (INVALID labels when missing label, detect first and last sleep stage timestamp, cropping raw with sleep stage). Validation1: unitest max 1sec of difference between episodes labels and sleep stage. Validation2: visual validation of sleep annotation on EEG (use another NB).
[x] Detect when subject is awake and merge with valid_labels, crop and rerun NB. Closes #24
[ ] statistical analysis between sleep stage and events: add Nb of episodes per hour per stage of sleep
[ ] add detection spasmodic MEMA to the results analysis with Nb of episodes per hour and Nb of episodes per hour per stage of sleep

lkorczowski / Tinnitus-n-Sleep