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Datasets:
soumikmahato
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synthetic-saas-user-conversion

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Tags:
tabular-classification
binary-classification
Synthetic
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user_id
string
acquisition_channel
string
device_type
string
country_tier
string
days_since_signup
int64
sessions_30d
int64
avg_session_minutes
float64
key_features_used
int64
trial_days_remaining
int64
pricing_page_views
int64
support_chat_used
int64
email_click_rate_pct
float64
converted
int64
user_000001
organic
tablet
tier_3
25
37
0.7
6
0
10
0
31.8
1
user_000002
organic
tablet
tier_2
29
3
8.5
15
0
8
0
20.5
0
user_000003
referral
mobile
tier_3
42
34
10.9
0
0
7
0
59.5
0
user_000004
referral
mobile
tier_3
6
38
2.4
5
8
14
1
51.2
1
user_000005
partner
tablet
tier_2
2
42
23.5
4
12
0
0
59.8
0
user_000006
organic
tablet
tier_2
38
4
30.1
6
0
2
0
11.6
0
user_000007
paid_search
mobile
tier_1
37
22
40.7
12
0
16
0
38
1
user_000008
partner
tablet
tier_1
21
29
28.5
1
0
12
1
7.5
0
user_000009
partner
desktop
tier_1
7
43
7.4
11
7
2
0
27
0
user_000010
organic
desktop
tier_1
3
25
71.9
3
11
17
0
37.5
1
user_000011
partner
tablet
tier_2
11
28
56.7
3
3
6
0
18.3
0
user_000012
social
desktop
tier_3
13
8
56.1
3
1
12
1
14.8
0
user_000013
paid_search
tablet
tier_1
27
53
22.1
12
0
9
0
29.8
1
user_000014
organic
tablet
tier_1
1
0
39.1
12
13
6
0
18.1
0
user_000015
partner
tablet
tier_1
18
24
88.1
3
0
6
1
9.1
0
user_000016
organic
desktop
tier_3
20
34
25.1
2
0
7
0
41.5
0
user_000017
social
tablet
tier_1
1
29
39.2
15
13
7
1
44
1
user_000018
paid_search
desktop
tier_3
32
42
5.2
3
0
16
0
38.6
1
user_000019
paid_search
desktop
tier_2
37
42
44.7
4
0
3
1
32.7
0
user_000020
referral
tablet
tier_3
24
44
85.8
1
0
9
1
51.3
0
user_000021
paid_search
desktop
tier_3
5
22
5
1
9
12
0
20.6
1
user_000022
referral
desktop
tier_1
21
31
86.4
6
0
3
1
77.5
0
user_000023
social
mobile
tier_2
44
24
84
11
0
13
1
59.4
1
user_000024
partner
tablet
tier_3
10
41
61.3
4
4
3
0
69.6
1
user_000025
paid_search
tablet
tier_2
8
28
77.6
10
6
9
0
34.6
1
user_000026
organic
desktop
tier_2
2
38
32.1
13
12
16
1
30
1
user_000027
social
mobile
tier_1
15
42
28
2
0
4
1
68.9
1
user_000028
partner
desktop
tier_1
8
31
33.1
13
6
8
0
36
1
user_000029
organic
tablet
tier_3
32
53
32.5
1
0
2
0
56.5
0
user_000030
partner
desktop
tier_1
31
46
10.5
1
0
2
1
52
0
user_000031
paid_search
mobile
tier_3
21
10
62.5
11
0
0
1
53.5
0
user_000032
social
tablet
tier_1
14
39
7.9
9
0
3
0
75.6
1
user_000033
paid_search
desktop
tier_1
19
52
82.3
8
0
9
0
54.6
1
user_000034
referral
desktop
tier_2
44
40
66.2
1
0
15
0
67.7
1
user_000035
organic
tablet
tier_1
9
39
57.9
5
5
14
1
46.8
0
user_000036
paid_search
tablet
tier_1
15
33
45.1
6
0
16
0
3.8
1
user_000037
organic
desktop
tier_3
38
32
11.6
9
0
4
0
36.9
1
user_000038
social
tablet
tier_3
29
8
43.1
4
0
6
0
25.1
0
user_000039
paid_search
desktop
tier_3
31
46
59
1
0
5
0
31.7
0
user_000040
referral
desktop
tier_1
43
4
9.9
9
0
11
0
18
1
user_000041
paid_search
tablet
tier_1
0
23
81.7
11
14
11
1
62.1
1
user_000042
social
desktop
tier_1
34
30
89.7
8
0
13
0
22.6
1
user_000043
referral
tablet
tier_1
1
14
40.9
0
13
12
0
10.2
0
user_000044
social
tablet
tier_1
18
10
20.1
9
0
19
0
70.1
1
user_000045
paid_search
desktop
tier_1
5
17
23.9
8
9
14
0
27.2
1
user_000046
partner
desktop
tier_2
4
9
4.6
14
10
11
0
10.3
0
user_000047
referral
tablet
tier_1
35
28
4.3
11
0
19
0
51.9
1
user_000048
organic
tablet
tier_1
34
24
79.5
1
0
20
0
73.7
1
user_000049
partner
desktop
tier_3
24
34
68
11
0
14
0
21.6
1
user_000050
partner
desktop
tier_2
15
26
89.7
5
0
10
0
71.2
1
user_000051
organic
tablet
tier_1
27
38
71.7
5
0
10
1
0.8
0
user_000052
paid_search
mobile
tier_3
26
9
9.7
10
0
17
0
78.4
1
user_000053
referral
desktop
tier_2
29
17
11.6
11
0
14
0
55.4
1
user_000054
referral
tablet
tier_1
26
20
25.5
3
0
19
0
63.6
1
user_000055
referral
tablet
tier_3
24
30
3.6
0
0
17
0
57.7
0
user_000056
referral
mobile
tier_2
25
44
9.5
8
0
10
0
47.8
1
user_000057
partner
mobile
tier_3
6
6
54.3
6
8
8
0
72.1
0
user_000058
paid_search
mobile
tier_3
16
21
89
12
0
18
0
71.1
1
user_000059
paid_search
desktop
tier_2
1
42
77.3
13
13
9
0
39
1
user_000060
referral
tablet
tier_2
20
24
44.5
11
0
4
0
11.3
0
user_000061
partner
tablet
tier_2
36
53
71.8
5
0
4
0
52.7
0
user_000062
paid_search
desktop
tier_3
44
47
21.8
13
0
19
0
1.5
1
user_000063
paid_search
mobile
tier_1
27
16
17.8
13
0
19
0
9.7
1
user_000064
partner
tablet
tier_1
10
32
51.4
11
4
17
0
27.3
1
user_000065
paid_search
mobile
tier_1
3
16
25.6
1
11
6
0
41.1
0
user_000066
partner
desktop
tier_3
38
49
4.3
8
0
4
0
61
1
user_000067
organic
tablet
tier_1
22
51
27.1
0
0
0
1
48.2
1
user_000068
social
mobile
tier_2
24
9
10
1
0
8
0
47.6
0
user_000069
referral
mobile
tier_1
41
3
18.7
9
0
8
1
19.7
0
user_000070
paid_search
mobile
tier_3
24
24
70
13
0
2
0
4.2
0
user_000071
social
mobile
tier_1
15
27
19.8
12
0
10
0
43.8
0
user_000072
referral
mobile
tier_2
25
21
33.5
8
0
13
0
40.6
1
user_000073
social
mobile
tier_1
20
16
51.6
13
0
8
0
62.8
1
user_000074
paid_search
tablet
tier_1
6
47
46.8
14
8
7
0
46.9
1
user_000075
social
mobile
tier_3
37
20
80.8
10
0
14
1
44.5
1
user_000076
partner
mobile
tier_2
3
37
20.7
5
11
7
0
23.8
0
user_000077
partner
tablet
tier_2
33
52
3.2
5
0
3
0
17.8
0
user_000078
organic
mobile
tier_2
24
54
72
7
0
2
0
23.3
0
user_000079
organic
mobile
tier_1
29
12
89.4
3
0
11
0
13.1
0
user_000080
organic
mobile
tier_1
15
44
51.2
2
0
16
0
1.7
1
user_000081
paid_search
desktop
tier_1
24
53
25.5
8
0
1
0
62.1
0
user_000082
partner
mobile
tier_1
31
11
53.9
11
0
15
0
32.1
0
user_000083
referral
tablet
tier_1
42
16
48.3
6
0
5
1
32.2
0
user_000084
organic
tablet
tier_3
34
21
38.6
1
0
0
0
61.1
0
user_000085
organic
tablet
tier_2
41
51
41.2
0
0
14
1
64.9
1
user_000086
partner
tablet
tier_3
26
13
51.9
15
0
18
0
75
1
user_000087
paid_search
mobile
tier_3
27
18
89
5
0
15
0
15.2
1
user_000088
referral
mobile
tier_2
10
44
43.7
13
4
14
0
19.3
1
user_000089
referral
desktop
tier_1
4
54
11.3
7
10
5
1
22.8
0
user_000090
partner
mobile
tier_1
10
53
80.3
3
4
14
0
52.4
0
user_000091
organic
tablet
tier_1
2
7
41.1
8
12
1
0
3
0
user_000092
organic
tablet
tier_3
23
25
79.6
12
0
1
0
36.8
1
user_000093
social
mobile
tier_2
38
28
62.5
5
0
18
0
16.7
1
user_000094
paid_search
tablet
tier_3
7
42
11.7
10
7
15
0
57.9
1
user_000095
partner
mobile
tier_2
29
30
82.5
9
0
9
0
64.6
1
user_000096
referral
mobile
tier_1
1
4
47.5
6
13
19
1
31
1
user_000097
partner
desktop
tier_1
11
55
39.1
3
3
19
0
1.4
1
user_000098
referral
mobile
tier_2
27
45
9.2
8
0
4
1
57.5
0
user_000099
referral
mobile
tier_2
36
54
78.4
9
0
19
0
41.1
1
user_000100
paid_search
mobile
tier_3
18
8
22.3
1
0
9
0
61.4
0
End of preview. Expand in Data Studio

Synthetic SaaS User Conversion

A fully synthetic tabular dataset for practicing binary classification models such as an MLP. The target indicates whether a simulated SaaS user converted to a paid subscription. It contains no real people or customer records.

Splits

  • train.csv: 2,000 rows
  • test.csv: 500 rows

Target

  • converted: binary label where 1 is the positive outcome and 0 is the negative outcome.

Features

  • user_id: anonymous synthetic user identifier
  • acquisition_channel, device_type, country_tier: acquisition context
  • days_since_signup and trial_days_remaining: trial timing
  • sessions_30d, avg_session_minutes, key_features_used: engagement
  • pricing_page_views, support_chat_used, email_click_rate_pct: purchase-intent signals

Notes

Values and labels were procedurally generated with a deterministic seed for educational use only. Do not treat the patterns as real-world evidence or production guidance.
Downloads last month
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Number of rows:
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Total file size:
157 kB