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ticket_id
stringlengths
11
11
created_at
timestamp[ns]date
2025-09-01 00:01:00
2025-10-01 23:59:00
resolved_at
timestamp[ns]date
2025-09-01 01:28:00
2025-10-08 21:19:00
operator
stringclasses
4 values
issue_type
stringclasses
9 values
priority
stringclasses
4 values
channel
stringclasses
5 values
first_response_time_minutes
int64
1
1.44k
resolution_time_hours
float64
0.5
168
sla_met
bool
2 classes
reopened
bool
2 classes
customer_satisfaction
int64
1
5
agent_id
stringclasses
900 values
touches
int64
1
10
RES00000001
2025-09-28T06:30:00
2025-10-03T12:00:00
9mobile
recharge_failed
low
call_center
1,273
125.5
true
true
2
AGENT467
3
RES00000002
2025-09-26T15:39:00
2025-09-29T01:09:00
Airtel
billing_dispute
medium
call_center
132
57.5
true
false
5
AGENT520
3
RES00000003
2025-09-03T13:34:00
2025-09-04T15:40:00
MTN
value_added_service
medium
app
192
26.1
true
false
1
AGENT244
10
RES00000004
2025-09-30T15:37:00
2025-10-01T10:13:00
MTN
data_not_working
high
app
98
18.6
true
false
2
AGENT123
10
RES00000005
2025-09-03T02:43:00
2025-09-03T09:01:00
MTN
network_issue
high
social_media
39
6.3
true
false
5
AGENT345
1
RES00000006
2025-09-28T02:03:00
2025-10-02T18:51:00
MTN
sim_issue
low
email
688
112.8
true
false
5
AGENT286
8
RES00000007
2025-09-15T07:04:00
2025-09-17T15:10:00
Airtel
value_added_service
medium
app
192
56.1
true
false
3
AGENT394
4
RES00000008
2025-09-29T19:10:00
2025-09-29T22:28:00
Airtel
data_not_working
critical
call_center
30
3.3
true
false
5
AGENT472
10
RES00000009
2025-09-16T00:21:00
2025-09-19T10:21:00
MTN
sim_issue
low
email
1,296
82
true
false
3
AGENT128
5
RES00000010
2025-09-03T07:35:00
2025-09-05T09:29:00
MTN
call_quality
medium
call_center
362
49.9
true
false
5
AGENT861
2
RES00000011
2025-09-09T18:20:00
2025-09-09T20:26:00
Glo
value_added_service
critical
call_center
13
2.1
true
false
4
AGENT262
1
RES00000012
2025-09-15T23:55:00
2025-09-19T07:25:00
Airtel
roaming_issue
low
email
1,101
79.5
true
false
3
AGENT381
2
RES00000013
2025-09-16T07:47:00
2025-09-17T07:59:00
MTN
call_quality
medium
walk_in
364
24.2
true
false
1
AGENT453
10
RES00000014
2025-09-05T07:54:00
2025-09-10T22:36:00
MTN
data_not_working
low
social_media
1,298
134.7
true
false
3
AGENT437
7
RES00000015
2025-09-23T06:49:00
2025-09-27T03:31:00
Airtel
account_query
low
app
775
92.7
true
false
1
AGENT816
2
RES00000016
2025-09-12T03:25:00
2025-09-16T17:31:00
MTN
data_not_working
low
app
1,209
110.1
true
false
4
AGENT412
6
RES00000017
2025-09-24T06:57:00
2025-09-24T14:03:00
Airtel
billing_dispute
high
app
113
7.1
true
false
4
AGENT279
5
RES00000018
2025-09-26T06:00:00
2025-09-26T10:36:00
Airtel
recharge_failed
high
social_media
48
4.6
true
false
4
AGENT178
8
RES00000019
2025-09-18T15:19:00
2025-09-20T19:43:00
Airtel
recharge_failed
medium
app
195
52.4
true
true
3
AGENT125
2
RES00000020
2025-09-03T03:41:00
2025-09-08T17:29:00
MTN
call_quality
low
call_center
1,349
133.8
true
false
5
AGENT165
3
RES00000021
2025-09-23T23:14:00
2025-09-28T11:26:00
Airtel
billing_dispute
low
call_center
1,269
108.2
true
false
5
AGENT283
8
RES00000022
2025-09-26T07:59:00
2025-10-02T20:23:00
MTN
recharge_failed
low
app
648
156.4
true
false
2
AGENT956
5
RES00000023
2025-09-09T16:15:00
2025-09-10T21:45:00
MTN
value_added_service
medium
social_media
458
29.5
true
false
5
AGENT153
9
RES00000024
2025-09-24T10:51:00
2025-09-28T03:45:00
MTN
sim_issue
low
app
892
88.9
true
false
2
AGENT759
1
RES00000025
2025-09-17T18:22:00
2025-09-22T08:22:00
Glo
value_added_service
low
app
845
110
true
false
5
AGENT109
10
RES00000026
2025-09-23T12:19:00
2025-09-26T18:19:00
Airtel
network_issue
low
call_center
1,339
78
true
false
2
AGENT890
2
RES00000027
2025-09-18T02:49:00
2025-09-20T07:49:00
Airtel
data_not_working
medium
social_media
261
53
true
false
1
AGENT518
1
RES00000028
2025-09-27T06:18:00
2025-09-27T22:48:00
Airtel
sim_issue
high
social_media
66
16.5
true
false
3
AGENT576
7
RES00000029
2025-09-27T07:58:00
2025-09-27T14:52:00
Glo
data_not_working
high
call_center
85
6.9
true
false
4
AGENT465
10
RES00000030
2025-09-17T01:03:00
2025-09-18T00:21:00
Airtel
recharge_failed
high
call_center
115
23.3
true
false
3
AGENT508
3
RES00000031
2025-09-04T14:11:00
2025-09-04T21:29:00
Airtel
data_not_working
high
app
112
7.3
true
false
1
AGENT335
10
RES00000032
2025-09-04T15:26:00
2025-09-04T23:02:00
Airtel
network_issue
high
call_center
101
7.6
true
false
2
AGENT240
10
RES00000033
2025-09-06T13:43:00
2025-09-07T13:49:00
9mobile
sim_issue
medium
call_center
468
24.1
true
false
5
AGENT844
3
RES00000034
2025-09-27T14:01:00
2025-09-30T05:49:00
Airtel
account_query
medium
call_center
129
63.8
true
false
1
AGENT607
3
RES00000035
2025-09-27T19:28:00
2025-09-29T15:46:00
Airtel
data_not_working
medium
app
302
44.3
true
false
1
AGENT767
6
RES00000036
2025-09-01T21:21:00
2025-09-05T03:27:00
Glo
data_not_working
low
call_center
654
78.1
true
false
5
AGENT780
7
RES00000037
2025-09-29T23:49:00
2025-10-02T09:49:00
MTN
network_issue
medium
call_center
439
58
true
false
5
AGENT263
8
RES00000038
2025-09-17T15:07:00
2025-09-17T16:31:00
9mobile
value_added_service
critical
email
11
1.4
true
false
4
AGENT553
8
RES00000039
2025-09-13T12:26:00
2025-09-14T09:50:00
Airtel
account_query
high
walk_in
77
21.4
true
false
3
AGENT259
1
RES00000040
2025-09-10T13:54:00
2025-09-11T00:42:00
Glo
billing_dispute
high
call_center
41
10.8
true
false
4
AGENT130
2
RES00000041
2025-09-19T01:43:00
2025-09-22T17:37:00
MTN
account_query
low
app
959
87.9
true
false
1
AGENT269
9
RES00000042
2025-09-30T18:02:00
2025-10-02T03:20:00
MTN
roaming_issue
medium
call_center
411
33.3
true
true
1
AGENT890
9
RES00000043
2025-09-22T06:50:00
2025-09-23T16:02:00
MTN
sim_issue
medium
app
403
33.2
true
false
5
AGENT969
9
RES00000044
2025-09-10T16:39:00
2025-09-10T20:33:00
Airtel
recharge_failed
critical
app
6
3.9
true
false
4
AGENT135
7
RES00000045
2025-09-22T18:05:00
2025-09-23T12:59:00
MTN
recharge_failed
high
call_center
68
18.9
true
true
4
AGENT751
5
RES00000046
2025-09-18T08:49:00
2025-09-20T07:43:00
MTN
billing_dispute
medium
call_center
359
46.9
true
true
4
AGENT300
3
RES00000047
2025-09-13T03:45:00
2025-09-17T11:15:00
MTN
network_issue
low
app
604
103.5
true
false
4
AGENT633
5
RES00000048
2025-09-01T09:58:00
2025-09-02T06:16:00
MTN
call_quality
high
call_center
31
20.3
true
false
5
AGENT559
7
RES00000049
2025-09-04T16:10:00
2025-09-05T16:16:00
9mobile
sim_issue
medium
social_media
469
24.1
true
false
2
AGENT319
6
RES00000050
2025-09-06T15:53:00
2025-09-06T21:05:00
Airtel
data_not_working
high
app
105
5.2
true
false
4
AGENT360
3
RES00000051
2025-09-23T23:58:00
2025-09-28T19:52:00
MTN
recharge_failed
low
app
1,099
115.9
true
false
3
AGENT492
8
RES00000052
2025-09-21T03:27:00
2025-09-23T07:27:00
Glo
account_query
medium
social_media
462
52
true
false
5
AGENT436
7
RES00000053
2025-09-02T03:48:00
2025-09-08T13:30:00
MTN
data_not_working
low
app
1,293
153.7
true
false
4
AGENT527
3
RES00000054
2025-09-17T18:11:00
2025-09-18T02:47:00
9mobile
value_added_service
high
call_center
39
8.6
true
false
5
AGENT310
2
RES00000055
2025-09-20T16:30:00
2025-09-20T22:54:00
Airtel
recharge_failed
high
email
48
6.4
true
false
1
AGENT473
5
RES00000056
2025-09-06T04:20:00
2025-09-06T16:02:00
Airtel
billing_dispute
high
email
43
11.7
true
false
1
AGENT214
6
RES00000057
2025-09-20T17:08:00
2025-09-27T05:56:00
Airtel
call_quality
low
app
765
156.8
true
false
5
AGENT404
8
RES00000058
2025-09-21T08:16:00
2025-09-26T02:22:00
MTN
sim_issue
low
app
504
114.1
true
false
4
AGENT130
9
RES00000059
2025-09-11T08:26:00
2025-09-16T07:44:00
9mobile
value_added_service
low
app
1,412
119.3
true
false
4
AGENT853
3
RES00000060
2025-09-17T06:04:00
2025-09-18T07:16:00
Airtel
roaming_issue
medium
email
273
25.2
true
true
3
AGENT538
2
RES00000061
2025-09-25T00:51:00
2025-09-27T19:51:00
Airtel
data_not_working
medium
call_center
124
67
true
false
3
AGENT672
9
RES00000062
2025-09-18T09:05:00
2025-09-24T01:29:00
MTN
data_not_working
low
call_center
1,042
136.4
true
false
5
AGENT231
6
RES00000063
2025-09-20T21:33:00
2025-09-22T01:45:00
Glo
billing_dispute
medium
call_center
453
28.2
true
false
2
AGENT200
9
RES00000064
2025-09-11T20:10:00
2025-09-16T06:40:00
Glo
recharge_failed
low
walk_in
765
106.5
true
false
4
AGENT226
9
RES00000065
2025-09-24T20:20:00
2025-09-26T03:08:00
Glo
network_issue
medium
app
126
30.8
true
false
4
AGENT666
2
RES00000066
2025-09-24T07:50:00
2025-09-25T20:56:00
Airtel
network_issue
medium
call_center
428
37.1
true
false
5
AGENT102
6
RES00000067
2025-09-15T10:47:00
2025-09-20T10:05:00
Glo
network_issue
low
call_center
756
119.3
true
false
2
AGENT811
1
RES00000068
2025-09-10T14:58:00
2025-09-11T03:16:00
Airtel
call_quality
high
call_center
119
12.3
true
true
3
AGENT503
6
RES00000069
2025-09-16T01:19:00
2025-09-17T10:55:00
Glo
call_quality
medium
social_media
346
33.6
true
false
4
AGENT740
7
RES00000070
2025-09-27T06:52:00
2025-09-30T03:34:00
MTN
call_quality
medium
app
201
68.7
true
false
2
AGENT254
8
RES00000071
2025-09-05T01:06:00
2025-09-09T09:12:00
MTN
recharge_failed
low
app
1,008
104.1
true
true
3
AGENT993
2
RES00000072
2025-09-07T21:01:00
2025-09-13T15:55:00
MTN
sim_issue
low
app
865
138.9
true
false
5
AGENT756
5
RES00000073
2025-09-24T01:01:00
2025-09-25T18:37:00
Airtel
billing_dispute
medium
call_center
471
41.6
true
false
5
AGENT229
1
RES00000074
2025-09-16T06:45:00
2025-09-17T02:21:00
Airtel
data_not_working
high
call_center
62
19.6
true
false
4
AGENT536
6
RES00000075
2025-09-26T15:15:00
2025-09-27T14:21:00
MTN
account_query
high
social_media
34
23.1
true
false
5
AGENT257
1
RES00000076
2025-09-08T17:10:00
2025-09-13T08:10:00
MTN
account_query
low
social_media
1,311
111
true
false
3
AGENT882
2
RES00000077
2025-09-17T20:41:00
2025-09-19T03:29:00
Airtel
sim_issue
medium
social_media
137
30.8
true
false
5
AGENT101
9
RES00000078
2025-09-01T00:49:00
2025-09-03T22:01:00
9mobile
roaming_issue
medium
app
428
69.2
true
false
2
AGENT946
3
RES00000079
2025-09-26T15:40:00
2025-09-26T16:22:00
9mobile
billing_dispute
critical
app
20
0.7
true
false
5
AGENT242
7
RES00000080
2025-09-14T00:38:00
2025-09-20T08:08:00
Airtel
call_quality
low
app
766
151.5
true
false
4
AGENT694
9
RES00000081
2025-09-08T16:12:00
2025-09-10T17:54:00
Airtel
network_issue
medium
call_center
410
49.7
true
false
2
AGENT270
7
RES00000082
2025-09-09T13:12:00
2025-09-11T12:06:00
MTN
roaming_issue
medium
call_center
259
46.9
true
false
5
AGENT285
5
RES00000083
2025-09-09T22:16:00
2025-09-10T12:04:00
Glo
data_not_working
high
call_center
110
13.8
true
false
1
AGENT803
2
RES00000084
2025-09-30T15:11:00
2025-10-06T02:41:00
Glo
account_query
low
call_center
1,424
131.5
true
false
5
AGENT132
6
RES00000085
2025-09-08T16:20:00
2025-09-13T03:20:00
Glo
value_added_service
low
app
513
107
true
false
3
AGENT653
1
RES00000086
2025-09-13T07:51:00
2025-09-19T08:45:00
Glo
call_quality
low
walk_in
1,357
144.9
true
true
1
AGENT422
5
RES00000087
2025-09-19T04:10:00
2025-09-21T01:10:00
MTN
data_not_working
medium
call_center
175
45
true
false
3
AGENT168
2
RES00000088
2025-09-18T13:55:00
2025-09-19T05:49:00
MTN
recharge_failed
high
call_center
73
15.9
true
false
1
AGENT824
10
RES00000089
2025-09-25T01:26:00
2025-09-26T23:44:00
Airtel
data_not_working
medium
social_media
300
46.3
true
false
4
AGENT727
6
RES00000090
2025-09-20T04:13:00
2025-09-20T07:07:00
Glo
network_issue
critical
app
4
2.9
true
false
4
AGENT993
2
RES00000091
2025-09-20T15:06:00
2025-09-20T16:36:00
MTN
billing_dispute
critical
social_media
11
1.5
true
false
3
AGENT859
3
RES00000092
2025-09-01T00:48:00
2025-09-06T09:36:00
MTN
network_issue
low
call_center
1,188
128.8
true
false
2
AGENT210
1
RES00000093
2025-09-06T12:31:00
2025-09-12T14:01:00
MTN
recharge_failed
low
social_media
1,398
145.5
true
false
4
AGENT832
9
RES00000094
2025-09-06T02:45:00
2025-09-07T23:09:00
MTN
roaming_issue
medium
call_center
148
44.4
true
false
2
AGENT525
9
RES00000095
2025-09-13T19:40:00
2025-09-15T05:10:00
Airtel
value_added_service
medium
call_center
348
33.5
true
false
3
AGENT218
6
RES00000096
2025-09-08T20:49:00
2025-09-09T21:13:00
Glo
call_quality
medium
call_center
348
24.4
true
false
2
AGENT648
4
RES00000097
2025-09-06T01:25:00
2025-09-06T05:19:00
MTN
account_query
critical
app
26
3.9
true
false
3
AGENT834
9
RES00000098
2025-09-17T21:46:00
2025-09-18T00:04:00
9mobile
value_added_service
critical
app
6
2.3
true
false
3
AGENT838
1
RES00000099
2025-09-09T03:28:00
2025-09-11T10:34:00
MTN
call_quality
medium
call_center
334
55.1
true
false
5
AGENT711
7
RES00000100
2025-09-23T00:34:00
2025-09-23T08:16:00
MTN
network_issue
high
social_media
71
7.7
true
false
2
AGENT105
1
End of preview. Expand in Data Studio

Support Resolution Time Data

Dataset Description

Time-to-resolution metrics for customer support issues

Dataset Information

  • Category: Customer Experience and Sentiment
  • Format: CSV, Parquet
  • Rows: 200,000
  • Columns: 14
  • Date Generated: 2025-10-05
  • Location: data/support_resolution_time_data/

Schema

Column Type Sample Values
ticket_id String RES00000001
created_at Datetime 2025-09-28 06:30:00
resolved_at Datetime 2025-10-03 12:00:00
operator String 9mobile
issue_type String recharge_failed
priority String low
channel String call_center
first_response_time_minutes Integer 1273
resolution_time_hours Float 125.5
sla_met Boolean True
reopened Boolean True
customer_satisfaction Integer 2
agent_id String AGENT467
touches Integer 3

Sample Data

  ticket_id          created_at         resolved_at operator          issue_type priority     channel  first_response_time_minutes  resolution_time_hours  sla_met  reopened  customer_satisfaction agent_id  touches
RES00000001 2025-09-28 06:30:00 2025-10-03 12:00:00  9mobile     recharge_failed      low call_center                         1273                  125.5     True      True                      2 AGENT467        3
RES00000002 2025-09-26 15:39:00 2025-09-29 01:09:00   Airtel     billing_dispute   medium call_center                          132                   57.5     True     False                      5 AGENT520        3
RES00000003 2025-09-03 13:34:00 2025-09-04 15:40:00      MTN value_added_service   medium         app                          192                   26.1     True     False                      1 AGENT244       10

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/support_resolution_time_data/support_resolution_time_data.csv

Parquet (Recommended)

data/support_resolution_time_data/support_resolution_time_data.parquet

Loading the Dataset

Python (Pandas)

import pandas as pd

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

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

Python (PyArrow)

import pyarrow.parquet as pq

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

License

MIT License - For educational and research purposes

Citation

Nigerian Telecom Datasets - Support Resolution Time Data
Generated: 2025-10-05
Category: Customer Experience and Sentiment
Rows: 200,000

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.

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