Feature eng so far - Githubissues

luispintoc / Linking-Writing

https://www.kaggle.com/competitions/linking-writing-processes-to-writing-quality/overview

Apache License 2.0

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Feature eng so far #1

Open lucselmes opened 8 months ago

lucselmes commented 8 months ago

Overview

Recap of issues made so far + TODOs for these issues

Basic:

[ ] No. of activities
[ ] Average time of an action
[ ] Total time of all actions
[ ] Total essay size (max word count)
[ ] Number of unique text changes
[ ] Average cursor position

TODO:

[ ] Normalize average cursor position wrt essay size
[ ] Ensure that total time of all actions is calculated properly

Text changes:

[ ] No. large text changes (size=20)
[ ] No. extremely large text changes (size=100)
[ ] No. very small text changes (size=5)

TODO:

[ ] Make the size of the text selections relative to the essay

Occurrences of Activities:

[ ] Count of nonproduction
[ ] Count of input
[ ] Count of remove
[ ] Count of replace
[ ] Count of paste

Moving selections of text: (Move From action)

[ ] Size of the moved text (['mean', 'max'])
[ ] Distance between location of original location of moved text and final location of moved text (['mean', 'max'])

Misc:

[ ] Amount of time spent writing (wrt to max time allowed of 30mins)

TODO:

[ ] Fix way of normalizing amount of time spent writing (up_time measure seems to go over max time allowed)