Administrative
int64
0
27
Administrative_Duration
float64
0
3.4k
Informational
int64
0
24
Informational_Duration
float64
0
2.55k
ProductRelated
int64
0
705
ProductRelated_Duration
float64
0
64k
BounceRates
float64
0
0.2
ExitRates
float64
0
0.2
PageValues
float64
0
362
SpecialDay
float64
0
1
Month
stringclasses
10 values
OperatingSystems
int64
1
8
Browser
int64
1
13
Region
int64
1
9
TrafficType
int64
1
20
VisitorType
stringclasses
3 values
Weekend
bool
2 classes
Revenue
class label
2 classes
0
0
0
0
1
0
0.2
0.2
0
0
Feb
1
1
1
1
Returning_Visitor
false
0False
0
0
0
0
2
64
0
0.1
0
0
Feb
2
2
1
2
Returning_Visitor
false
0False
0
0
0
0
1
0
0.2
0.2
0
0
Feb
4
1
9
3
Returning_Visitor
false
0False
0
0
0
0
2
2.666667
0.05
0.14
0
0
Feb
3
2
2
4
Returning_Visitor
false
0False
0
0
0
0
10
627.5
0.02
0.05
0
0
Feb
3
3
1
4
Returning_Visitor
true
0False
0
0
0
0
19
154.216667
0.015789
0.024561
0
0
Feb
2
2
1
3
Returning_Visitor
false
0False
0
0
0
0
1
0
0.2
0.2
0
0.4
Feb
2
4
3
3
Returning_Visitor
false
0False
1
0
0
0
0
0
0.2
0.2
0
0
Feb
1
2
1
5
Returning_Visitor
true
0False
0
0
0
0
2
37
0
0.1
0
0.8
Feb
2
2
2
3
Returning_Visitor
false
0False
0
0
0
0
3
738
0
0.022222
0
0.4
Feb
2
4
1
2
Returning_Visitor
false
0False
0
0
0
0
3
395
0
0.066667
0
0
Feb
1
1
3
3
Returning_Visitor
false
0False
0
0
0
0
16
407.75
0.01875
0.025833
0
0.4
Feb
1
1
4
3
Returning_Visitor
false
0False
0
0
0
0
7
280.5
0
0.028571
0
0
Feb
1
1
1
3
Returning_Visitor
false
0False
0
0
0
0
6
98
0
0.066667
0
0
Feb
2
5
1
3
Returning_Visitor
false
0False
0
0
0
0
2
68
0
0.1
0
0
Feb
3
2
3
3
Returning_Visitor
false
0False
2
53
0
0
23
1,668.285119
0.008333
0.016313
0
0
Feb
1
1
9
3
Returning_Visitor
false
0False
0
0
0
0
1
0
0.2
0.2
0
0
Feb
1
1
4
3
Returning_Visitor
false
0False
0
0
0
0
13
334.966667
0
0.007692
0
0
Feb
1
1
1
4
Returning_Visitor
true
0False
0
0
0
0
2
32
0
0.1
0
0
Feb
2
2
1
3
Returning_Visitor
false
0False
0
0
0
0
20
2,981.166667
0
0.01
0
0
Feb
2
4
4
4
Returning_Visitor
false
0False
0
0
0
0
8
136.166667
0
0.008333
0
1
Feb
2
2
5
1
Returning_Visitor
true
0False
0
0
0
0
2
0
0.2
0.2
0
0
Feb
3
3
1
3
Returning_Visitor
false
0False
0
0
0
0
3
105
0
0.033333
0
0
Feb
3
2
1
5
Returning_Visitor
false
0False
0
0
0
0
2
15
0
0.1
0
0.8
Feb
2
4
1
3
Returning_Visitor
false
0False
0
0
0
0
1
0
0.2
0.2
0
0
Feb
2
2
4
1
Returning_Visitor
true
0False
0
0
0
0
5
156
0
0.04
0
0
Feb
1
1
9
3
Returning_Visitor
false
0False
4
64.6
0
0
32
1,135.444444
0.002857
0.009524
0
0
Feb
2
2
1
3
Returning_Visitor
false
0False
0
0
0
0
4
76
0.05
0.1
0
0
Feb
1
1
1
3
Returning_Visitor
false
0False
0
0
0
0
4
63
0
0.05
0
0.2
Feb
2
6
1
3
Returning_Visitor
false
0False
1
6
1
0
45
1,582.75
0.043478
0.050821
54.179764
0.4
Feb
3
2
1
1
Returning_Visitor
false
0False
0
0
0
0
2
35
0
0.1
0
0
Feb
1
1
6
3
Returning_Visitor
false
0False
0
0
0
0
3
78
0
0.066667
0
0
Feb
1
2
6
6
Returning_Visitor
true
0False
0
0
0
0
8
209.5
0
0.025
0
0
Feb
2
2
1
1
Returning_Visitor
false
0False
0
0
0
0
10
183.666667
0.04
0.08
0
0
Feb
1
1
3
1
Returning_Visitor
false
0False
0
0
0
0
14
380.5
0.014286
0.028571
0
0
Feb
2
2
1
1
Returning_Visitor
false
0False
0
0
0
0
52
2,086.242857
0.015385
0.020353
0
0
Feb
2
2
7
1
Returning_Visitor
false
0False
0
0
0
0
8
388
0.025
0.05625
0
0
Feb
3
2
1
4
Returning_Visitor
true
0False
2
18
0
0
5
298
0
0.028571
0
0.8
Feb
2
2
8
4
Returning_Visitor
false
0False
0
0
0
0
7
63
0.028571
0.071429
0
0.6
Feb
2
2
1
3
Returning_Visitor
false
0False
0
0
0
0
9
482
0
0.022222
0
0
Feb
2
5
1
6
Returning_Visitor
false
0False
1
9
0
0
46
4,084.393939
0
0.001795
0
0
Feb
2
2
8
4
Returning_Visitor
false
0False
0
0
0
0
3
22
0
0.066667
0
0.6
Feb
1
1
3
2
Returning_Visitor
false
0False
0
0
0
0
15
310.166667
0
0.006667
0
0
Feb
1
1
4
4
Returning_Visitor
false
0False
0
0
0
0
2
34
0
0.05
0
0.4
Feb
3
2
2
3
Returning_Visitor
false
0False
0
0
0
0
4
88
0
0.05
0
0
Feb
4
1
1
3
Returning_Visitor
false
0False
0
0
0
0
22
622.25
0.00303
0.006061
0
0.2
Feb
2
5
1
4
Returning_Visitor
false
0False
0
0
0
0
14
222.4
0.017143
0.057143
0
0
Feb
1
1
1
2
Returning_Visitor
false
0False
0
0
0
0
3
80
0.066667
0.133333
0
0.2
Feb
3
2
1
3
Returning_Visitor
false
0False
0
0
0
0
11
800.833333
0
0.003636
0
0
Feb
3
2
1
3
Returning_Visitor
false
0False
0
0
0
0
1
0
0.2
0.2
0
0.6
Feb
2
2
3
2
Returning_Visitor
false
0False
0
0
0
0
1
0
0.2
0.2
0
0
Feb
1
1
3
4
Returning_Visitor
true
0False
0
0
0
0
12
265.166667
0.011111
0.026111
0
0.2
Feb
3
2
1
3
Returning_Visitor
false
0False
0
0
0
0
2
29
0
0.1
0
1
Feb
2
4
4
2
Returning_Visitor
true
0False
0
0
0
0
4
160
0
0.075
0
0
Feb
4
2
2
3
Returning_Visitor
false
0False
0
0
0
0
4
135.666667
0.05
0.025
0
0.4
Feb
3
3
1
4
Returning_Visitor
false
0False
0
0
0
0
1
0
0.2
0.2
0
0.2
Feb
2
4
1
3
Returning_Visitor
false
0False
0
0
0
0
1
0
0.2
0.2
0
0.6
Feb
3
2
3
3
Returning_Visitor
false
0False
4
56
2
120
36
998.741667
0
0.014736
19.447079
0.2
Feb
2
2
4
1
Returning_Visitor
false
0False
0
0
0
0
4
104
0
0.05
0
0.4
Feb
2
6
6
3
Returning_Visitor
false
0False
2
16
0
0
16
381.686508
0.011765
0.046569
0
0.6
Feb
2
4
2
1
Returning_Visitor
false
0False
0
0
0
0
6
169
0
0.016667
0
0.4
Feb
1
1
3
3
Returning_Visitor
false
0False
0
0
0
0
8
400.8
0.05
0.120833
0
0
Feb
1
1
1
3
Returning_Visitor
false
0False
12
279.416667
0
0
42
1,553.583333
0.009
0.019667
38.308493
0
Feb
1
1
3
2
Returning_Visitor
false
0False
0
0
0
0
14
706.5
0
0.007143
0
0
Feb
2
2
5
4
Returning_Visitor
true
0False
0
0
0
0
1
0
0.2
0.2
0
0
Feb
2
2
4
3
Returning_Visitor
false
0False
3
87.833333
0
0
27
798.333333
0
0.012644
22.916036
0.8
Feb
2
2
3
1
Returning_Visitor
false
1True
4
44
0
0
90
6,951.972222
0.002151
0.015013
0
0
Feb
4
1
1
3
Returning_Visitor
false
0False
0
0
0
0
1
0
0.2
0.2
0
0.6
Feb
2
2
5
1
Returning_Visitor
false
0False
0
0
0
0
18
902
0
0.007407
0
0
Feb
2
7
2
4
Returning_Visitor
false
0False
0
0
0
0
1
0
0.2
0.2
0
0.2
Feb
3
2
3
3
Returning_Visitor
false
0False
0
0
0
0
1
0
0.2
0.2
0
0
Feb
2
6
1
2
Returning_Visitor
false
0False
0
0
0
0
20
197.377778
0.025
0.0525
0
0
Feb
2
6
6
1
Returning_Visitor
false
0False
0
0
0
0
2
43
0
0.1
0
0.4
Feb
2
2
3
3
Returning_Visitor
false
0False
0
0
0
0
8
426.666667
0
0.0125
0
0
Feb
2
4
3
2
Returning_Visitor
false
0False
0
0
0
0
3
135
0
0.066667
0
0
Feb
2
4
3
3
Returning_Visitor
false
0False
0
0
0
0
16
588.333333
0
0.025
0
0
Feb
2
4
1
1
Returning_Visitor
false
0False
10
1,005.666667
0
0
36
2,111.341667
0.004348
0.014493
11.439412
0
Feb
2
6
1
2
Returning_Visitor
false
1True
0
0
0
0
2
76
0
0.05
0
0.6
Feb
3
2
3
3
Returning_Visitor
false
0False
0
0
0
0
1
0
0.2
0.2
0
1
Feb
1
1
1
3
Returning_Visitor
true
0False
0
0
0
0
1
0
0.2
0.2
0
0.4
Feb
1
1
1
3
Returning_Visitor
false
0False
0
0
0
0
7
208
0
0.028571
0
0
Feb
4
1
1
5
Returning_Visitor
true
0False
0
0
0
0
4
270
0
0.016667
0
0.8
Feb
1
1
1
3
Returning_Visitor
false
0False
0
0
0
0
6
39.5
0
0.02
0
0
Feb
2
2
1
3
Returning_Visitor
false
0False
0
0
0
0
12
375
0.016667
0.058333
0
0
Feb
3
2
4
1
Returning_Visitor
false
0False
0
0
0
0
1
0
0.2
0.2
0
0.8
Feb
2
2
2
1
Returning_Visitor
true
0False
0
0
0
0
1
0
0.2
0.2
0
0
Feb
1
1
1
3
Returning_Visitor
false
0False
0
0
0
0
7
150
0.057143
0.085714
0
0
Feb
2
2
2
1
Returning_Visitor
false
0False
0
0
0
0
3
138
0
0.066667
0
0
Feb
1
1
1
3
Returning_Visitor
false
0False
0
0
0
0
7
337.5
0.028571
0.02381
0
0.4
Feb
4
1
3
3
Returning_Visitor
false
0False
0
0
0
0
19
620.033333
0
0.007895
0
0
Feb
1
1
4
2
Returning_Visitor
false
0False
2
36
0
0
15
168.846154
0
0.011765
0
0.4
Feb
1
1
1
3
Returning_Visitor
false
0False
0
0
0
0
1
0
0.2
0.2
0
0
Feb
1
1
1
2
Returning_Visitor
true
0False
0
0
0
0
2
52
0
0.1
0
0
Feb
1
1
1
3
Returning_Visitor
false
0False
0
0
0
0
13
649.25
0
0.015385
0
0
Feb
2
2
1
5
New_Visitor
false
0False
0
0
0
0
27
925.333333
0.003704
0.025926
0
0.6
Feb
4
1
3
3
Returning_Visitor
false
0False
0
0
0
0
2
33
0
0.1
0
0.2
Feb
1
1
1
3
Returning_Visitor
false
0False
0
0
0
0
6
1,566.5
0.05
0.066667
0
0.2
Feb
1
1
1
3
Returning_Visitor
false
0False
0
0
0
0
4
105
0
0.025
0
0.6
Feb
1
1
1
4
Returning_Visitor
false
0False
0
0
1
0
7
50
0.038095
0.080952
0
0.6
Feb
2
4
1
7
Returning_Visitor
false
0False
0
0
0
0
16
644.2
0.004167
0.031667
0
0
Feb
3
2
3
4
Returning_Visitor
false
0False

Dataset Card for Online Shoppers Purchasing Intention Dataset

Dataset Summary

This dataset is a reupload of the Online Shoppers Purchasing Intention Dataset from the UCI Machine Learning Repository.

NOTE: The information below is from the original dataset description from UCI's website.

Overview

Of the 12,330 sessions in the dataset, 84.5% (10,422) were negative class samples that did not end with shopping, and the rest (1908) were positive class samples ending with shopping.

Additional Information

The dataset consists of feature vectors belonging to 12,330 sessions. The dataset was formed so that each session would belong to a different user in a 1-year period to avoid any tendency to a specific campaign, special day, user profile, or period.

Downloads last month
65