Hugging Face's logo

Datasets:
electricsheepafrica
/
nigerian-telecom-average-revenue-per-user

Tasks:
Token Classification
Modalities:
Tabular
Text
Formats:
parquet
Languages:
English
Size:
100K - 1M
Tags:
telecom
revenue
per
user
Libraries:
Datasets
pandas
License:
Dataset card Data Studio Files
xet
Community
Dataset Viewer
Auto-converted to Parquet
customer_id
stringlengths
11
11
operator
stringclasses
4 values
month
stringdate
2025-09-01 00:00:00
2025-09-01 00:00:00
customer_segment
stringclasses
4 values
total_revenue_ngn
float64
500
150k
voice_revenue_ngn
float64
100
59.9k
data_revenue_ngn
float64
201
89.7k
sms_revenue_ngn
float64
25.4
22.3k
vas_revenue_ngn
float64
25.1
29.7k
tenure_months
int64
1
120
churn_risk
stringclasses
3 values
CUST3670008
Glo
2025-09
heavy
19,970.42
6,041.77
9,201.06
2,422.27
2,112.84
34
low
CUST6311928
Glo
2025-09
heavy
10,913.13
4,023.66
6,180.9
1,535.79
2,002.43
86
low
CUST5929913
MTN
2025-09
medium
4,698.86
1,741.66
2,051.49
254.33
259.84
105
low
CUST2729298
MTN
2025-09
light
1,848.49
375.28
969.89
163.26
347.44
33
high
CUST6679413
Glo
2025-09
light
1,301.74
378.99
742.22
101.83
136.2
26
low
CUST8164445
Glo
2025-09
light
1,896.97
526.19
1,045.06
197.95
155.59
55
low
CUST4535057
MTN
2025-09
light
1,584.59
610.32
828.73
146.04
106.97
119
low
CUST3471558
Glo
2025-09
medium
4,008.06
1,258.97
1,841.64
476.15
413.43
56
low
CUST9181962
Glo
2025-09
medium
6,365.84
2,318.85
2,974.31
375.61
1,175.36
3
low
CUST4013688
Airtel
2025-09
heavy
11,605.66
2,830.7
4,669.41
1,177.04
929.78
1
medium
CUST4308735
Glo
2025-09
heavy
15,900.92
4,593.13
9,159.13
1,177.56
1,493.81
81
high
CUST1172822
Glo
2025-09
light
760.64
190.36
398.85
67.86
149.71
67
low
CUST3878468
9mobile
2025-09
light
1,331.95
383.01
777.81
92.5
94.3
96
medium
CUST1670171
Glo
2025-09
heavy
8,284.65
2,389.04
4,805.68
584.95
1,216.81
79
low
CUST4884924
MTN
2025-09
light
807.86
163.01
333.67
100.43
56.58
107
medium
CUST8457649
Glo
2025-09
light
558.44
134.9
324.5
58.08
54.22
74
medium
CUST4043053
MTN
2025-09
light
994.36
245.25
510.62
112.55
182.19
13
low
CUST4621495
MTN
2025-09
medium
3,386.73
797.49
1,988.52
404.89
611.7
60
low
CUST8685507
9mobile
2025-09
light
1,373.4
337.69
597.77
72.62
234.23
16
high
CUST8726086
Airtel
2025-09
medium
4,766.9
1,828.06
2,543.48
567.2
434.87
96
low
CUST2852551
9mobile
2025-09
light
551.78
112.82
303.33
59.32
106.95
85
medium
CUST2633671
Airtel
2025-09
light
1,956.62
678.72
903.39
132.23
358.5
104
low
CUST8038569
Airtel
2025-09
light
1,159.41
395.99
616.79
156.23
189.29
29
medium
CUST8502044
Glo
2025-09
heavy
15,781.62
5,575.91
9,101.51
1,748.75
1,770.33
65
low
CUST7377284
MTN
2025-09
light
1,171.75
405.35
620.18
140.08
210.48
47
low
CUST6238377
Glo
2025-09
medium
2,183.51
480.14
1,177.36
225.99
297.79
36
low
CUST2463606
MTN
2025-09
heavy
12,286.49
3,748.09
5,583.31
1,291.78
780.01
47
low
CUST1836661
MTN
2025-09
medium
7,265.19
1,545.37
3,751.51
499.98
1,051.84
21
low
CUST1381574
Airtel
2025-09
light
1,650.14
600.73
935.37
214.39
83.3
20
low
CUST9493747
Airtel
2025-09
medium
2,773.54
676.25
1,539.89
251.14
434.63
7
low
CUST2117991
Glo
2025-09
medium
2,474.43
646.8
1,007.15
254.39
229.63
61
high
CUST5819417
9mobile
2025-09
light
908.93
349.3
369.76
89.89
169.95
10
low
CUST2591095
Airtel
2025-09
enterprise
88,631.66
22,951.3
48,447.47
10,350.07
9,446
64
low
CUST6267488
MTN
2025-09
light
1,304.48
300.6
677.97
138.79
218.34
92
low
CUST1912906
MTN
2025-09
light
1,604.97
483.18
949.88
163.91
268.76
83
low
CUST5310614
9mobile
2025-09
medium
5,050.17
1,912.11
2,505.11
358.22
721.29
23
low
CUST4406651
MTN
2025-09
medium
6,354.86
2,098.88
3,509.72
772.6
698.59
15
low
CUST4575193
Glo
2025-09
medium
7,320.99
2,171.94
3,823.35
1,026.7
395.03
32
low
CUST6195891
MTN
2025-09
heavy
15,096.44
6,008.36
6,331.79
1,552.81
764.71
119
low
CUST2092830
Airtel
2025-09
heavy
20,930
6,637.95
11,736.72
2,993.72
4,163.43
27
low
CUST6414031
MTN
2025-09
heavy
14,813.96
3,435.33
7,613.46
1,766.6
2,389.12
93
low
CUST4210289
Glo
2025-09
heavy
8,350.11
1,954.42
4,002.94
607.38
1,266.86
44
low
CUST4749823
Airtel
2025-09
heavy
23,905.62
5,995.42
11,054.64
3,486.43
2,287.84
116
low
CUST6372746
MTN
2025-09
light
940.52
216.41
460.84
100.19
84.52
34
low
CUST3860634
9mobile
2025-09
light
1,069.43
255.26
616.18
116.51
69.69
70
low
CUST5425763
MTN
2025-09
light
844.76
204.93
362.78
46.01
151.18
50
low
CUST8357447
MTN
2025-09
light
1,786.88
713.72
755.24
177.02
107.23
25
low
CUST7025589
Airtel
2025-09
medium
5,312.18
1,965.15
3,051.83
412.98
901.45
38
low
CUST5952013
MTN
2025-09
medium
2,352.78
610.28
1,302.9
131.61
123.83
36
low
CUST7884967
Airtel
2025-09
light
966.34
229.09
478.91
139.89
130.85
22
medium
CUST1981822
Glo
2025-09
medium
6,581.63
1,642.21
2,781.72
340.81
506.2
91
low
CUST5280856
Glo
2025-09
light
770.73
273.07
399.49
75.86
95.69
25
low
CUST4662169
Airtel
2025-09
medium
2,853.04
942.84
1,296.79
187.15
294.74
108
low
CUST2908923
MTN
2025-09
light
954.21
348.82
490.99
121.79
99.31
90
low
CUST9884023
MTN
2025-09
light
514.3
184.23
299.85
30.38
86.47
37
low
CUST7158434
MTN
2025-09
heavy
16,146.96
5,684.08
7,708.92
904.03
2,645.89
115
low
CUST3247959
MTN
2025-09
medium
6,172.92
1,612.92
3,056.55
413.69
1,037.55
42
low
CUST3529997
MTN
2025-09
heavy
14,534.75
3,479.57
6,808.43
1,330.75
892.36
35
medium
CUST6716645
Glo
2025-09
medium
6,111.9
1,557.85
2,803.71
475.56
529.33
98
medium
CUST6209857
MTN
2025-09
medium
4,714.49
1,572.75
2,742.93
671.73
795.24
32
low
CUST9610511
Glo
2025-09
medium
4,277.25
925.5
1,936.83
344.52
580.45
27
low
CUST1328129
Airtel
2025-09
light
1,397.3
434.62
643.32
78.75
176.34
119
low
CUST7309690
MTN
2025-09
enterprise
121,941.47
28,464.15
56,540.92
13,518.24
8,616.23
114
medium
CUST8411886
MTN
2025-09
light
957.5
236.35
569.27
49.82
99.03
110
low
CUST7471338
MTN
2025-09
heavy
24,393.1
7,918.71
13,629.37
2,448.75
3,818.79
115
low
CUST5644562
MTN
2025-09
light
1,135.74
398.67
673.44
80.33
220.99
18
low
CUST6600757
Airtel
2025-09
light
910.59
184.49
400.11
79.9
169.76
53
low
CUST8122255
Glo
2025-09
medium
2,212.84
749.34
895.02
131.57
203.46
9
low
CUST1891814
Airtel
2025-09
heavy
19,091.87
4,174.78
8,670.22
1,487.21
1,123.08
42
low
CUST2775580
MTN
2025-09
medium
4,847.97
1,172.05
2,100.66
662.54
650.4
82
high
CUST1677704
Glo
2025-09
light
1,191.64
433.15
551.22
81.69
140.84
46
low
CUST4260619
MTN
2025-09
medium
5,850.26
2,115.23
2,566.49
754.72
817.33
18
low
CUST1646173
MTN
2025-09
heavy
12,962.75
2,954.95
6,749.34
1,722.07
2,078.4
20
low
CUST8422135
9mobile
2025-09
medium
7,399.09
1,564.62
4,257.84
656.72
532.45
65
low
CUST7122788
MTN
2025-09
light
656
134.98
302.98
70.53
119.45
57
low
CUST5227069
Airtel
2025-09
light
1,518.21
506.24
662.03
122.3
195.2
64
low
CUST9916610
Airtel
2025-09
light
1,602.7
497.5
835.61
238.15
164.21
52
low
CUST3839768
9mobile
2025-09
heavy
14,103.92
5,260.67
6,216.71
1,631.33
2,816.21
28
low
CUST7979250
Airtel
2025-09
medium
5,029.07
1,560.5
3,001.54
387.5
529.42
95
low
CUST6832083
MTN
2025-09
medium
2,710.58
1,071.08
1,092.85
242.47
292.65
41
medium
CUST3023733
Airtel
2025-09
medium
2,681.48
894.16
1,184.18
143.75
443.99
45
low
CUST8307378
Glo
2025-09
light
1,483.94
544.92
676.66
174.08
156.66
33
low
CUST8686622
MTN
2025-09
light
671.31
185.79
318.02
53.7
86.82
57
low
CUST4535890
9mobile
2025-09
heavy
23,301.88
4,748.72
12,725.09
1,648.29
4,480.11
109
low
CUST3789259
MTN
2025-09
light
1,376.82
371.29
616.07
82.41
266.1
112
low
CUST3001941
MTN
2025-09
medium
3,328.94
1,043.58
1,912.8
325.65
431.74
57
high
CUST3499623
Airtel
2025-09
heavy
13,706.59
4,137.76
5,636.95
1,899.19
840.02
115
low
CUST3972013
Airtel
2025-09
medium
3,588.13
1,032.44
1,470.68
518.33
615.24
28
high
CUST4563628
Glo
2025-09
light
1,538.22
354.6
712.51
84.4
183.86
65
high
CUST5121468
MTN
2025-09
light
846.75
240.56
401.57
58.19
65.48
90
low
CUST8791491
MTN
2025-09
heavy
11,938.06
3,698.71
7,030.45
782.57
2,207.25
14
medium
CUST2384278
Glo
2025-09
heavy
17,943.2
3,788.82
7,385.88
2,436.81
1,618.32
71
low
CUST2732111
MTN
2025-09
medium
7,220.9
2,216.43
2,908.74
961.18
1,361.16
37
medium
CUST5951927
Airtel
2025-09
heavy
18,085.63
5,919.9
10,279.64
941.29
3,484.02
61
low
CUST5079188
Glo
2025-09
light
704.73
222.24
309.1
68.95
91.2
17
low
CUST7452301
9mobile
2025-09
medium
3,060.28
966.96
1,453.68
223.68
335.64
109
low
CUST8390049
MTN
2025-09
medium
4,182.07
1,165.54
1,800.91
330.98
406.75
114
low
CUST1562857
Airtel
2025-09
medium
6,138.97
1,891.45
3,599.94
667.61
944.98
114
medium
CUST4884152
Glo
2025-09
medium
2,328.37
552.79
1,266.04
307.18
144.52
15
low
CUST4430903
MTN
2025-09
medium
6,663.38
1,843.78
3,905
868.03
1,161.19
116
low
End of preview. Expand in Data Studio

Average Revenue Per User

Dataset Description

Revenue breakdown per customer with service-level details and churn risk indicators

Dataset Information

  • Category: Customer and User Behavior
  • Format: CSV, Parquet
  • Rows: 500,000
  • Columns: 11
  • Date Generated: 2025-10-05
  • Location: data/average_revenue_per_user/

Schema

Column Type Sample Values
customer_id String CUST3670008
operator String Glo
month String 2025-09
customer_segment String heavy
total_revenue_ngn Float 19970.42
voice_revenue_ngn Float 6041.77
data_revenue_ngn Float 9201.06
sms_revenue_ngn Float 2422.27
vas_revenue_ngn Float 2112.84
tenure_months Integer 34
churn_risk String low

Sample Data 

customer_id operator   month customer_segment  total_revenue_ngn  voice_revenue_ngn  data_revenue_ngn  sms_revenue_ngn  vas_revenue_ngn  tenure_months churn_risk
CUST3670008      Glo 2025-09            heavy           19970.42            6041.77           9201.06          2422.27          2112.84             34        low
CUST6311928      Glo 2025-09            heavy           10913.13            4023.66           6180.90          1535.79          2002.43             86        low
CUST5929913      MTN 2025-09           medium            4698.86            1741.66           2051.49           254.33           259.84            105        low

Nigerian Context

This dataset incorporates authentic Nigerian telecommunications characteristics:

  • Geographic Coverage: Major Nigerian cities including Lagos, Abuja, Kano, Port Harcourt, Ibadan
  • Operators: MTN, Airtel, Glo, 9mobile with realistic market shares
  • Phone Numbers: Nigerian format (+234 prefixes)
  • Currency: Nigerian Naira (NGN)
  • Time Zone: West Africa Time (WAT, UTC+1)
  • Network Types: 2G, 3G, 4G, 5G distribution

File Formats

CSV 

data/average_revenue_per_user/average_revenue_per_user.csv

Parquet (Recommended) 

data/average_revenue_per_user/average_revenue_per_user.parquet

Loading the Dataset

Python (Pandas) 

import pandas as pd

# Load CSV
df = pd.read_csv('data/average_revenue_per_user/average_revenue_per_user.csv')

# Load Parquet (recommended for large datasets)
df = pd.read_parquet('data/average_revenue_per_user/average_revenue_per_user.parquet')

Python (PyArrow) 

import pyarrow.parquet as pq

# Load Parquet
table = pq.read_table('data/average_revenue_per_user/average_revenue_per_user.parquet')
df = table.to_pandas()

License

MIT License - For educational and research purposes

Citation 

Nigerian Telecom Datasets - Average Revenue Per User
Generated: 2025-10-05
Category: Customer and User Behavior
Rows: 500,000

Related Datasets

This dataset is part of the Nigerian Telecom Datasets collection, which includes 34 datasets covering network performance, customer behavior, financial transactions, infrastructure, geospatial data, customer experience, and emerging technologies.

Downloads last month
12
Size of downloaded dataset files:
18.4 MB
Size of the auto-converted Parquet files:
18.4 MB
Number of rows:
500,000

Collection including electricsheepafrica/nigerian-telecom-average-revenue-per-user