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ACTIONID
int64 0
412k
| USERID
int64 0
7.05k
| TARGETID
int64 0
96
| TIMESTAMP
float64 0
2.57M
| FEATURE0
float64 -0.32
57.6
| FEATURE1
float64 -0.44
98.8
| FEATURE2
float64 -0.39
276
| FEATURE3
float64 -0.07
184
| LABEL
int64 0
1
|
|---|---|---|---|---|---|---|---|---|
0 | 0 | 0 | 0 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
1 | 0 | 1 | 6 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
2 | 0 | 2 | 41 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
3 | 0 | 1 | 49 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
4 | 0 | 2 | 51 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
5 | 0 | 3 | 55 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
6 | 0 | 4 | 59 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
7 | 0 | 5 | 62 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
8 | 0 | 6 | 65 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
9 | 0 | 7 | 113 | -0.319991 | -0.435701 | 1.108826 | 12.777235 | 0 |
10 | 0 | 8 | 226 | -0.319991 | -0.435701 | 0.607805 | 149.451211 | 0 |
11 | 0 | 9 | 974 | -0.319991 | -0.435701 | 1.108826 | 3.344523 | 0 |
12 | 0 | 0 | 1,000 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
13 | 0 | 9 | 1,172 | -0.319991 | -0.435701 | 1.108826 | 1.136867 | 0 |
14 | 0 | 2 | 1,182 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
15 | 0 | 1 | 1,185 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
16 | 0 | 10 | 1,687 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
17 | 1 | 10 | 7,262 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
18 | 1 | 1 | 7,266 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
19 | 1 | 2 | 7,273 | -0.319991 | -0.435701 | 0.607805 | 0.936171 | 0 |
20 | 1 | 7 | 7,289 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
21 | 1 | 0 | 7,299 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
22 | 1 | 11 | 7,319 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
23 | 1 | 12 | 7,839 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
24 | 1 | 11 | 7,846 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
25 | 2 | 1 | 37,868 | -0.319991 | -0.435701 | 0.607805 | 1.337563 | 0 |
26 | 3 | 1 | 37,953 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
27 | 4 | 1 | 37,969 | -0.319991 | -0.435701 | 1.108826 | 7.157747 | 0 |
28 | 4 | 3 | 38,018 | -0.319991 | -0.435701 | 0.607805 | 0.133387 | 0 |
29 | 3 | 10 | 38,113 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
30 | 3 | 3 | 38,126 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
31 | 5 | 1 | 38,170 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
32 | 5 | 3 | 38,184 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
33 | 6 | 1 | 38,218 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
34 | 7 | 1 | 38,219 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
35 | 5 | 8 | 38,239 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
36 | 3 | 13 | 38,246 | -0.319991 | 2.108722 | -0.394237 | -0.067309 | 0 |
37 | 8 | 1 | 38,260 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
38 | 6 | 3 | 38,261 | -0.319991 | -0.435701 | 0.607805 | 0.735475 | 0 |
39 | 7 | 1 | 38,287 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
40 | 6 | 1 | 38,308 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
41 | 6 | 2 | 38,327 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
42 | 6 | 7 | 38,340 | -0.319991 | -0.435701 | 0.607805 | 5.150787 | 0 |
43 | 9 | 1 | 38,414 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
44 | 7 | 10 | 38,455 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
45 | 7 | 9 | 38,472 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
46 | 6 | 14 | 38,581 | 1.028091 | -0.435701 | -0.394237 | -0.067309 | 0 |
47 | 7 | 3 | 38,583 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
48 | 6 | 14 | 38,597 | 1.028091 | -0.435701 | -0.394237 | -0.067309 | 0 |
49 | 6 | 7 | 38,606 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
50 | 6 | 14 | 38,615 | 2.376173 | -0.435701 | -0.394237 | -0.067309 | 0 |
51 | 6 | 9 | 38,623 | -0.319991 | -0.435701 | 0.607805 | 7.157747 | 0 |
52 | 10 | 1 | 38,680 | -0.319991 | -0.435701 | 0.607805 | 1.738955 | 0 |
53 | 6 | 8 | 38,696 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
54 | 10 | 3 | 38,700 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
55 | 6 | 3 | 38,704 | -0.319991 | -0.435701 | 0.607805 | 0.735475 | 0 |
56 | 4 | 4 | 38,724 | -0.319991 | -0.435701 | 0.607805 | -0.067309 | 0 |
57 | 4 | 13 | 38,725 | -0.319991 | 2.108722 | -0.394237 | -0.067309 | 0 |
58 | 4 | 8 | 38,736 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
59 | 4 | 5 | 38,753 | -0.319991 | -0.435701 | 0.607805 | -0.067309 | 0 |
60 | 11 | 1 | 38,819 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
61 | 12 | 1 | 38,820 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
62 | 12 | 3 | 38,826 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
63 | 11 | 1 | 38,833 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
64 | 11 | 3 | 38,842 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
65 | 13 | 1 | 38,900 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
66 | 13 | 3 | 38,905 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
68 | 12 | 13 | 38,906 | -0.319991 | 2.108722 | -0.394237 | -0.067309 | 0 |
68 | 12 | 13 | 38,906 | -0.319991 | 2.108722 | -0.394237 | -0.067309 | 0 |
69 | 12 | 9 | 38,923 | -0.319991 | -0.435701 | 1.108826 | 1.136867 | 0 |
70 | 12 | 7 | 38,931 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
71 | 12 | 8 | 38,941 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
72 | 14 | 1 | 39,047 | -0.319991 | -0.435701 | 0.607805 | 2.742435 | 0 |
73 | 14 | 2 | 39,065 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
74 | 14 | 1 | 39,073 | -0.319991 | -0.435701 | 1.108826 | 4.147307 | 0 |
76 | 13 | 13 | 39,105 | -0.319991 | 2.108722 | -0.394237 | -0.067309 | 0 |
76 | 13 | 13 | 39,105 | -0.319991 | 2.108722 | -0.394237 | -0.067309 | 0 |
77 | 14 | 3 | 39,113 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
79 | 14 | 13 | 39,133 | -0.319991 | 2.108722 | -0.394237 | -0.067309 | 0 |
79 | 14 | 13 | 39,133 | -0.319991 | 2.108722 | -0.394237 | -0.067309 | 0 |
80 | 14 | 9 | 39,157 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
81 | 13 | 8 | 39,161 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
82 | 14 | 7 | 39,162 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
83 | 15 | 1 | 39,164 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
84 | 15 | 2 | 39,190 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
85 | 13 | 15 | 39,193 | -0.319991 | 2.108722 | -0.394237 | -0.067309 | 0 |
86 | 16 | 1 | 39,193 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
87 | 15 | 3 | 39,197 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
88 | 17 | 1 | 39,220 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
89 | 13 | 8 | 39,229 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
90 | 13 | 5 | 39,232 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
91 | 15 | 13 | 39,241 | -0.319991 | 2.108722 | -0.394237 | -0.067309 | 0 |
92 | 18 | 1 | 39,251 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
93 | 13 | 4 | 39,253 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
94 | 13 | 16 | 39,254 | -0.319991 | 2.108722 | -0.394237 | -0.067309 | 0 |
95 | 17 | 10 | 39,258 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
96 | 18 | 3 | 39,273 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
97 | 19 | 1 | 39,304 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
98 | 19 | 2 | 39,313 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
99 | 19 | 3 | 39,319 | -0.319991 | -0.435701 | 0.106784 | -0.067309 | 0 |
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Social Network: MOOC User Action Dataset
The MOOC user action dataset represents the actions taken by users on a popular MOOC platform. The actions have attributes and timestamps. Additionally, each action has a binary label, representing whether the user dropped-out of the course after this action, i.e., whether this is last action of the user.
The dataset have been generated as part of the research project on advanced user modeling and recommender systems.
Original dataset had 3 distinct csv files, they are joined to a single file here.
Columns:
- ACTIONID: a unique id for each action.
- USERID: a unique id for each user.
- TARGETID: a unique id for each target activity.
- FEATUREx: a feature value associated with the action. Total four in count, making it a 4-dimensional feature vector.
- TIMESTAMP: timestamp for the action in seconds from the beginning.
- LABEL: a binary label indicating whether the student drops-out after the action. The value is 1 for drop-out actions, 0 otherwise.
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