Simple Bear tutorial commands

These are all the commands I used in the simple Bear tutorial, including ones that I didn’t show.

$ memory_bear
$ touch empty.csv
$ memory_bear empty.csv 1m
$ memory_bear empty.csv 1m --label-column 0
$ memory_bear empty.csv 1m --label-column 0 --save-filename empty

$ cat single-label.csv
$ memory_bear single-label.csv 1m --label-column 0 --save-filename single-label
$ gzcat single-label.bear.gz | xxd
$ gzcat single-label.bear.gz | wc -c
$ cat single-label.bear.gz | wc -c
$ bear_model_details single-label.bear.gz
$ bear_model_details single-label.bear.gz --verbose
$ bear_predict
$ bear_predict - single-label - --input-filetype csv --output-filetype csv

$ cat 10-labels.csv
$ memory_bear 10-labels.csv 1m -l 0 -s 10-labels
$ bear_model_details 10-labels.bear.gz -v
$ bear_predict - 10-labels - -tcsv -Tcsv

$ memory_bear 10-labels.csv 1m -l0 -nMAE -s10-labels-mae
$ bear_predict - 10-labels-mae - -tcsv -Tcsv
$ bear_model_details 10-labels-mae -v

$ cat frequencies.csv
$ memory_bear frequencies.csv 1m -l0 -f -c1 -sfrequencies
$ bear_model_details frequencies -v
$ bear_predict - frequencies - -tcsv -Tcsv
$ memory_bear frequencies.csv 1m -l0 -fc1 -nMAE -sfrequencies-mae
$ bear_predict - frequencies-mae - -tcsv -Tcsv

$ cat bivariate-2.csv
$ memory_bear bivariate-2.csv 20s -l1 -sbivariate-2
$ bear_predict - bivariate-2 - -tcsv -Tcsv
$ bear_model_details bivariate-2
$ bear_model_details bivariate-2 -v
$ bear_model_details bivariate-2-3h -v

$ cat bivariate-2-shifted.csv
$ memory_bear bivariate-2-shifted.csv 20s -l1 -sbivariate-2-shifted
$ bear_predict - bivariate-2-shifted - -tcsv -Tcsv
$ bear_model_details -v bivariate-2-shifted

$ cat collinear-3.csv
$ memory_bear collinear-3.csv 20s -l1 -scollinear-3
$ bear_predict - collinear-3 - -tcsv -Tcsv
$ bear_model_details collinear-3 -v

$ cat collinear-3-f-2.csv
$ memory_bear collinear-3-f-2.csv 20s -l1 -fc2 -scollinear-3-f-2
$ bear_model_details collinear-3-f-2 -v
$ bear_predict - collinear-3-f-2 - -tcsv -Tcsv

$ cat collinear-3-f-10.csv
$ memory_bear collinear-3-f-10.csv 20s -l1 -fc2 -scollinear-3-f-10
$ bear_model_details collinear-3-f-10 -v
$ bear_predict - collinear-3-f-10 - -tcsv -Tcsv

$ cat collinear-3-f-10-test.csv
$ bear_predict collinear-3-f-10-test.csv collinear-3-f-10 collinear-3-f-10-predictions.csv
$ cat collinear-3-f-10-predictions.csv
$ open collinear-3-f-10-predictions.csv

$ cat collinear-3-f-10.csv collinear-3-f-10-test.csv > collinear-3-f-10-combined.csv
$ memory_bear collinear-3-f-10-combined.csv 20s -l1 -fc2 -ocollinear-3-f-10-out.csv
$ cat collinear-3-f-10-out.csv

$ cat ids.csv
$ memory_bear ids.csv 10s --multi-id-columns='[0,4]' -l2 -fc3 -o ids-out.csv
$ cat ids-out.csv
$ memory_bear ids.csv 10s -j'[0,4]' -l2 -fc3 -o ids-out-nf.csv --no-features-out
$ cat ids-out-nf.csv

$ simple_bear_tutorial_data linear-50.csv -r19680707
$ open linear-50.csv
$ memory_bear linear-50.csv 10s -l1 -o linear-50-predictions.csv
$ open linear-50-predictions.csv
$ memory_bear linear-50.csv 10s -l1 -d -o linear-50-debug.csv
$ open linear-50-debug.csv
$ memory_bear linear-50.csv 10s -l1 -d -o linear-50-debug.csv -slinear-50
$ bear_model_details linear-50 -v

$ simple_bear_tutorial_data linear-50a.csv -r19660924
$ open linear-50a.csv
$ memory_bear linear-50a.csv 10s -dl1 -olinear-50a-predictions.csv
$ open linear-50a-predictions.csv

$ simple_bear_tutorial_data linear-1k.csv -r19680707 -t1000
$ open linear-1k.csv
$ memory_bear linear-1k.csv 10s -dl1 -olinear-1k-predictions.csv
$ open linear-1k-predictions.csv
$ memory_bear linear-1k.csv 5m -dl1 -olinear-1k-predictions-5m.csv
$ open linear-1k-predictions-5m.csv

$ simple_bear_tutorial_data missing-linear.csv -r19680707 -n50 -t100
$ head missing-linear.csv
$ head -110 missing-linear.csv | tail -20
$ open missing-linear.csv
$ memory_bear missing-linear.csv -dl1 10s -omissing-linear-predictions.csv
$ head missing-linear-predictions.csv
$ open missing-linear-predictions.csv

© 2023–2024 John Costella