Row
int64
1
14.8k
Sample Name
float64
Transaction Id
float64
Anon Student Id
stringclasses
106 values
Session Id
float64
Time Zone
int64
1,666B
1,685B
Duration (sec)
float64
Student Response Type
float64
Student Response Subtype
float64
Tutor Response Type
float64
Tutor Response Subtype
float64
Level (Workspace Id)
stringclasses
1 value
Problem Name
stringclasses
206 values
Problem View
float64
Problem Start Time
float64
Step Name
stringclasses
17 values
Attempt At Step
int64
0
15
Is Last Attempt
float64
Outcome
stringclasses
6 values
Selection
float64
Action
stringclasses
3 values
Input
float64
Feedback Text
float64
Feedback Classification
float64
Help Level
int64
0
4
Total Num Hints
float64
KC (MATHia)
float64
KC Category (MATHia)
float64
KC (Single-KC)
float64
KC Category (Single-KC)
float64
KC (Unique-step)
float64
KC Category (Unique-step)
float64
School
stringclasses
10 values
Class
float64
CF (Ruleid)
float64
CF (Semantic Event Id)
float64
CF (Skill New p-Known)
float64
CF (Skill Previous p-Known)
float64
CF (Workspace Progress Status)
stringclasses
2 values
Event Type
float64
3,356
null
null
stu_FOGVB03780
null
1,669,039,606,034
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-092
null
null
FirstRow1:1
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,357
null
null
stu_FOGVB03780
null
1,669,039,607,517
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-092
null
null
FirstRow1:2
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,358
null
null
stu_FOGVB03780
null
1,669,039,609,906
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-092
null
null
FirstRow2:1
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,359
null
null
stu_FOGVB03780
null
1,669,039,612,864
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-092
null
null
FirstRow2:2
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,360
null
null
stu_FOGVB03780
null
1,669,039,632,340
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-092
null
null
SecondRow
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,361
null
null
stu_FOGVB03780
null
1,669,039,644,922
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-092
null
null
ThirdRow
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,362
null
null
stu_FOGVB03780
null
1,669,039,647,223
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-092
null
null
FinalAnswer
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,363
null
null
stu_FOGVB03780
null
1,669,039,669,922
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-092
null
null
FinalAnswerDirection
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,364
null
null
stu_CIEAF08632
null
1,669,052,608,280
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
PercentChange
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,365
null
null
stu_CIEAF08632
null
1,669,052,612,130
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
NumeratorQuantity2
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,366
null
null
stu_CIEAF08632
null
1,669,052,618,753
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
DenominatorQuantity1
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,367
null
null
stu_CIEAF08632
null
1,669,052,621,250
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
NumeratorQuantity1
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,368
null
null
stu_CIEAF08632
null
1,669,052,677,650
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FinalAnswer
1
null
JIT
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,369
null
null
stu_CIEAF08632
null
1,669,052,687,025
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
OptionalTask_1
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,370
null
null
stu_CIEAF08632
null
1,669,052,695,109
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
NumeratorFactor
1
null
ERROR
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,371
null
null
stu_CIEAF08632
null
1,669,052,697,807
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
DenominatorFactor
0
null
INITIAL_HINT
null
Hint Request
null
null
null
1
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,372
null
null
stu_CIEAF08632
null
1,669,052,699,619
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
DenominatorFactor
0
null
HINT_LEVEL_CHANGE
null
Hint Level Change
null
null
null
2
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,373
null
null
stu_CIEAF08632
null
1,669,052,703,252
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
DenominatorFactor
0
null
HINT_LEVEL_CHANGE
null
Hint Level Change
null
null
null
3
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,374
null
null
stu_CIEAF08632
null
1,669,052,706,585
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
DenominatorFactor
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,375
null
null
stu_CIEAF08632
null
1,669,052,709,179
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
NumeratorFactor
2
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,376
null
null
stu_CIEAF08632
null
1,669,052,721,955
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
EquationAnswer
1
null
ERROR
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,377
null
null
stu_CIEAF08632
null
1,669,052,724,134
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
EquationAnswer
2
null
ERROR
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,378
null
null
stu_CIEAF08632
null
1,669,052,725,862
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
EquationAnswer
3
null
ERROR
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,379
null
null
stu_CIEAF08632
null
1,669,052,725,885
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
EquationAnswer
0
null
INITIAL_HINT
null
Hint Request
null
null
null
2
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,380
null
null
stu_CIEAF08632
null
1,669,052,727,858
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
EquationAnswer
4
null
ERROR
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,381
null
null
stu_CIEAF08632
null
1,669,052,727,895
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
EquationAnswer
0
null
INITIAL_HINT
null
Hint Request
null
null
null
2
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,382
null
null
stu_CIEAF08632
null
1,669,052,732,179
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
EquationAnswer
0
null
HINT_LEVEL_CHANGE
null
Hint Level Change
null
null
null
3
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,383
null
null
stu_CIEAF08632
null
1,669,052,735,408
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
EquationAnswer
5
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,384
null
null
stu_CIEAF08632
null
1,669,052,740,268
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FinalAnswer
2
null
JIT
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,385
null
null
stu_CIEAF08632
null
1,669,052,750,157
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
OptionalTask_2
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,386
null
null
stu_CIEAF08632
null
1,669,052,753,329
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FirstRow1:1
0
null
INITIAL_HINT
null
Hint Request
null
null
null
1
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,387
null
null
stu_CIEAF08632
null
1,669,052,755,469
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FirstRow1:1
0
null
HINT_LEVEL_CHANGE
null
Hint Level Change
null
null
null
2
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,388
null
null
stu_CIEAF08632
null
1,669,052,759,393
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FirstRow1:1
0
null
HINT_LEVEL_CHANGE
null
Hint Level Change
null
null
null
3
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,389
null
null
stu_CIEAF08632
null
1,669,052,762,690
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FirstRow1:1
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,390
null
null
stu_CIEAF08632
null
1,669,052,763,781
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FirstRow1:2
1
null
JIT
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,391
null
null
stu_CIEAF08632
null
1,669,052,768,858
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FirstRow1:2
2
null
JIT
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,392
null
null
stu_CIEAF08632
null
1,669,052,772,549
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FirstRow1:2
3
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,393
null
null
stu_CIEAF08632
null
1,669,052,778,663
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FirstRow2:1
1
null
JIT
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,394
null
null
stu_CIEAF08632
null
1,669,052,782,581
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FirstRow2:2
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,395
null
null
stu_CIEAF08632
null
1,669,052,784,312
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FirstRow2:1
2
null
JIT
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,396
null
null
stu_CIEAF08632
null
1,669,052,793,917
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FirstRow2:1
3
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,397
null
null
stu_CIEAF08632
null
1,669,052,801,233
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
SecondRow
0
null
INITIAL_HINT
null
Hint Request
null
null
null
1
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,398
null
null
stu_CIEAF08632
null
1,669,052,802,984
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
SecondRow
0
null
HINT_LEVEL_CHANGE
null
Hint Level Change
null
null
null
2
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,399
null
null
stu_CIEAF08632
null
1,669,052,811,502
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
SecondRow
1
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,400
null
null
stu_CIEAF08632
null
1,669,052,817,705
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
ThirdRow
1
null
ERROR
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,401
null
null
stu_CIEAF08632
null
1,669,052,825,537
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
ThirdRow
0
null
INITIAL_HINT
null
Hint Request
null
null
null
1
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,402
null
null
stu_CIEAF08632
null
1,669,052,827,493
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
ThirdRow
0
null
HINT_LEVEL_CHANGE
null
Hint Level Change
null
null
null
2
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,403
null
null
stu_CIEAF08632
null
1,669,052,837,370
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
ThirdRow
2
null
ERROR
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,404
null
null
stu_CIEAF08632
null
1,669,052,850,820
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
ThirdRow
3
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,405
null
null
stu_CIEAF08632
null
1,669,052,853,082
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FinalAnswer
3
null
JIT
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,406
null
null
stu_CIEAF08632
null
1,669,052,859,019
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FinalAnswer
0
null
INITIAL_HINT
null
Hint Request
null
null
null
1
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,407
null
null
stu_CIEAF08632
null
1,669,052,860,818
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FinalAnswer
0
null
HINT_LEVEL_CHANGE
null
Hint Level Change
null
null
null
2
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,408
null
null
stu_CIEAF08632
null
1,669,052,864,678
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FinalAnswer
0
null
HINT_LEVEL_CHANGE
null
Hint Level Change
null
null
null
3
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null
3,409
null
null
stu_CIEAF08632
null
1,669,052,867,524
null
null
null
null
null
ratio_proportion_change3
ratio_proportion_change3-cms-068
null
null
FinalAnswer
4
null
OK
null
Attempt
null
null
null
0
null
null
null
null
null
null
null
sch_CDUOX13548
null
null
null
null
null
GRADUATED
null