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compute_features.py
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compute_features.py
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import pandas as pd
import numpy as np
import os
import sys
import glob
# adding src to the system path to find scripts in there
sys.path.insert(0, "./src")
# local imports
import edx_logs_processing
import edx_events
import edx_resources
import toolbox
all_users: list[str] = [
'4b920e26902d0e08cd4c72b7367f637411110c52c3c9c14a3677b670d926803e', '44a334664f658f52424df49bbadb9c459a4cee570999697f379f64120fcaf662', 'c43d1320b7397a9bc1a44ca55914b4387e6198c079743cbdd326c38dd16c20da', '520dbb5e4efed31e857725666b31d565d37feb48323ac3f782a8f3c763c4025c', '14263d0338ce73f371ec3fcd29106052fdf515f2cc91c710ae783f40c4c91367', '4c83ddc5c2e7ff8356b82c27caf1635d0ad7ac95bea9ff8dc3628685457f9faf', '92298af6f359932ea40ed04de286fac8569053d09d77b5d640141504cdf73ad1', '5297a87bc30b6f5aed0903ed551b23dadb12f85a9ecf9126d85a64519e6e27fa', '7eade949ec535bb8e28396a448a0c1ffb0da278e952c029ba3790fc9a0792c09', 'b398dd1555b58b15b8c3fa7fae49330532fb9cc41ea740127cb43d4156dda88e', '74d1e1136b07f9503bc08bd9b9641a4f1995e44a6b94b72cb4a7830203aabd9b', 'fbec6c23a65663676690c1a7aff00ff7b04e02cdc5096c307566ceeba8da4ceb', 'f91c186f9159a6d75cd9c807274de45f9ece91e9402cd4e973d729d8a6047f04', '368de64ac06c244bb6313958ce0531e64bd43d911dce28f5872e15cc2d5f301f', '39cbe92e719698433a7ecce6a9f86943d2745bd87f9fb13af24d1bc7db130507', '4399e37d330239f54194047ac4f7500caa8e4cc2b2ebf62fb5fa36f3ccb60330', '0c32def81b07a755664ff30f0ba231bbfeb75a324f2e9c55b0ecce249e30d006', 'b6507cb96a94a58f69fddb0ebdf7009c85d807749fb15797197eb13aef5eee88', '2d14e7536ea1cb6c47ac7c13dd430100857de37210cb475b00d8555fdad57618', '3de591f65c02db02e33d1f17f4ede3db96e55061e6a00b89fe9730dcfdcd70cf', 'f8f6e029e5220366aab5452c38aea5673d8c1e061e3cc16e3c0a53c9ea16d1d8', '86ea7f55aa68751ebe50f35dd0ae7ebb8c1e376278b200cdf57c6590c30c4c4d', '3cbaab331be6271353d48582d54e2c828db7ad580fd30a902cddbd5e571c2990', '3f5befb1afcef7c67fa253be716ed9221fda1fa43507a88193dcbd2a2b391118', 'aff32a6ec317819c870f167d4ce61246e6e171f7222229cebd5d375b529703a3', '41e6ae5d4842a862314c0ba09927b58aab668f7d0cbc51a84a191613d5f92540', '713b509e1f42b89f8cd00182bf5043c212b53c3f459f3278aece1584f48a4dba', '9f8159d2d15adfa40eeba4e0a671e5445fad23a4bca23c3573de65245ba7139f', 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]
all_events: list[str] = [
"seek_video",
"show_transcript",
"speed_change_video",
"stop_video",
"hide_transcript",
"load_video",
"pause_video",
"play_video",
"video_hide_cc_menu",
"video_show_cc_menu",
"edx.forum.comment.created",
"edx.forum.response.created",
"edx.forum.response.voted",
"edx.forum.searched",
"edx.forum.thread.created",
"edx.forum.thread.voted",
"edx.forum.thread.viewed",
"edx.problem.hint.demandhint_displayed",
"edx.problem.hint.feedback_displayed",
"problem_check",
"problem_check_fail",
"problem_graded",
"problem_rescore",
"problem_reset",
"problem_save",
"problem_show",
"reset_problem",
"showanswer",
"page_close",
"seq_goto",
"seq_next",
"seq_prev"
]
all_dates = {
"S1": ("2022-03-07", "2022-03-14"),
"S2": ("2022-03-14", "2022-03-21"),
"S3": ("2022-03-21", "2022-03-28"),
"S4": ("2022-03-28", "2022-04-04")
}
hash_key = "_zachychan_"
cumulative = True
df19 = pd.read_pickle('./data/clickstream_logs.pkl')
df19["username_anon"] = df19["username"].apply(toolbox.anonymize, key=hash_key)
df19_filtered = edx_logs_processing.filter_users(df19, "username_anon", all_users)
all_features = []
for user in all_users:
df_user = edx_logs_processing.filter_users(df19_filtered, "username_anon", [user])
features_vector = {"username_anon": user}
for week,dates in all_dates.items():
if cumulative:
df_week = edx_logs_processing.filter_dates(df_user, "time", all_dates["S0"][0], dates[1] )
else:
df_week = edx_logs_processing.filter_dates(df_user, "time", dates[0], dates[1] )
features_vector = {"username_anon": user, "week": week}
for ev in all_events:
df_event = edx_logs_processing.filter_events(df_week, "event_type", [ ev ])
features_vector[ev+"_count"] = len(df_event)
all_features.append(features_vector)
df_features = pd.DataFrame.from_dict(all_features)
if cumulative:
df_features.to_pickle('./features/df_features_cumulative2.pkl')
df_features.to_csv('./features/df_features_cumulative2.csv', index=False)
else:
df_features.to_pickle('./features/df_features2.pkl')
df_features.to_csv('./features/df_features2.csv', index=False)