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edge_node_id
stringclasses
100 values
timestamp
timestamp[ns]date
2025-09-01 00:00:00
2025-10-01 23:59:00
city
stringclasses
5 values
application
stringclasses
7 values
cpu_utilization_percent
float64
20
95
memory_utilization_percent
float64
20
90
storage_utilization_percent
float64
30
80
network_throughput_gbps
float64
1
50
active_sessions
int64
50
5k
requests_per_second
int64
100
10k
avg_response_time_ms
float64
5
50
cache_hit_ratio_percent
float64
60
95
operator
stringclasses
4 values
load_status
stringclasses
3 values
EDGEIBA08
2025-09-17T03:43:00
Ibadan
ai_inference
29.48
31.55
45.91
45.87
354
4,010
17.74
null
Airtel
low
EDGEABU16
2025-09-25T23:00:00
Abuja
cdn
60.74
71.2
71.3
7.46
1,450
8,380
30.32
null
Airtel
medium
EDGEPOR10
2025-09-06T08:31:00
Port Harcourt
gaming
33.51
34.85
35.1
46.08
182
7,820
36.89
null
Airtel
low
EDGEPOR20
2025-09-01T01:17:00
Port Harcourt
video_analytics
36.34
25.43
40.08
21.02
353
9,080
36.74
null
MTN
low
EDGELAG09
2025-09-01T10:32:00
Lagos
content_caching
58.25
49.6
78.64
47.29
1,248
5,725
42.1
94.33
Airtel
medium
EDGEKAN10
2025-09-08T14:36:00
Kano
content_caching
66.14
48.66
69.4
36.74
1,772
2,803
19.52
94.61
9mobile
medium
EDGELAG13
2025-09-13T03:05:00
Lagos
iot_processing
20.99
23.73
36.72
19.08
57
2,835
14.99
null
Airtel
low
EDGEPOR17
2025-09-23T03:55:00
Port Harcourt
ai_inference
30.73
22.24
38.54
28.99
407
7,962
42.9
null
Glo
low
EDGEIBA15
2025-09-24T04:39:00
Ibadan
iot_processing
35.9
34.72
78.61
39.4
313
5,510
48.91
null
Glo
low
EDGEKAN17
2025-09-17T10:19:00
Kano
gaming
66.74
32.86
44.69
44.69
862
5,127
7.96
null
MTN
medium
EDGEKAN01
2025-09-14T17:37:00
Kano
gaming
41.82
57.26
34.78
40.97
1,306
4,477
16.69
null
MTN
low
EDGELAG09
2025-09-02T06:58:00
Lagos
gaming
35.11
34.77
58.96
29.56
379
6,825
23.11
null
MTN
low
EDGEPOR08
2025-09-12T07:18:00
Port Harcourt
video_analytics
20.43
23.67
39.8
27.33
222
3,135
33.78
null
Airtel
low
EDGEABU17
2025-09-09T11:24:00
Abuja
gaming
46.26
43.03
73.3
8.16
986
9,185
44.94
null
MTN
low
EDGELAG11
2025-09-02T07:53:00
Lagos
content_caching
49.22
31.11
54.51
1.6
336
1,622
49.72
93.12
9mobile
low
EDGEKAN03
2025-09-19T13:58:00
Kano
iot_processing
68.08
32.26
69.2
49.83
487
1,960
14.09
null
9mobile
medium
EDGEABU12
2025-09-20T23:27:00
Abuja
ar_vr
88.6
66.26
54.31
24.67
3,289
1,899
17.74
null
Glo
high
EDGEABU13
2025-09-24T06:09:00
Abuja
ar_vr
39.09
38.45
49.69
27.11
68
5,857
47.63
null
Airtel
low
EDGEABU20
2025-09-30T22:56:00
Abuja
video_analytics
64.45
89.19
60.39
36.57
1,077
1,372
47.44
null
Airtel
medium
EDGELAG03
2025-09-22T16:49:00
Lagos
content_caching
60.06
55.61
73.81
13.96
1,332
2,748
47.64
74.38
Airtel
medium
EDGELAG19
2025-09-13T02:43:00
Lagos
ar_vr
46.63
30.99
79.63
35.79
373
6,711
30.51
null
Airtel
low
EDGELAG14
2025-09-02T00:49:00
Lagos
cdn
33.11
32.34
51.22
26.5
475
4,274
29.1
null
Airtel
low
EDGEKAN18
2025-09-22T11:14:00
Kano
ai_inference
54.76
55.17
68.44
32.04
544
7,162
46.91
null
9mobile
medium
EDGEIBA13
2025-09-09T13:01:00
Ibadan
ar_vr
54.65
35.18
42.25
17.86
921
6,805
38.34
null
Airtel
medium
EDGEABU08
2025-09-01T23:29:00
Abuja
content_caching
89.74
86.08
44.96
3.96
1,592
7,458
39.99
73.85
Glo
high
EDGEKAN19
2025-09-01T02:26:00
Kano
iot_processing
24.72
37.94
33.59
36.17
68
683
27.94
null
MTN
low
EDGEPOR08
2025-09-04T11:20:00
Port Harcourt
ai_inference
43.25
41.51
30.39
10.81
389
1,681
42
null
9mobile
low
EDGEIBA17
2025-09-27T18:56:00
Ibadan
video_analytics
81.15
72.55
61
30.38
2,900
5,777
22.79
null
9mobile
high
EDGEABU07
2025-09-24T03:37:00
Abuja
ar_vr
47.94
29.87
77.07
38.24
321
9,846
33.47
null
Airtel
low
EDGEIBA18
2025-09-27T20:07:00
Ibadan
cdn
91.85
66.02
79.58
36.57
1,386
2,914
7.98
null
Glo
high
EDGEABU06
2025-09-27T10:46:00
Abuja
cdn
68.82
59.98
65.69
36.85
1,703
8,544
43.05
null
Glo
medium
EDGELAG07
2025-09-09T06:42:00
Lagos
ar_vr
28.66
38.37
43.21
26.47
248
5,191
18.32
null
Airtel
low
EDGEIBA10
2025-09-24T03:36:00
Ibadan
iot_processing
23.07
22.84
48.09
23.01
431
7,219
16.78
null
Glo
low
EDGEABU08
2025-09-23T22:00:00
Abuja
content_caching
91.45
67.46
38.14
47.62
1,422
4,180
37.39
73.38
Airtel
high
EDGEPOR01
2025-09-28T10:40:00
Port Harcourt
gaming
52.13
54.24
67.35
40.46
922
9,153
12.09
null
MTN
medium
EDGELAG12
2025-09-27T23:02:00
Lagos
video_analytics
71.3
62.14
68.22
22.24
3,094
742
37.94
null
9mobile
medium
EDGEPOR11
2025-09-16T01:11:00
Port Harcourt
cdn
30.16
27.44
71.58
30.15
289
4,655
18.99
null
Glo
low
EDGELAG08
2025-09-10T03:55:00
Lagos
content_caching
20.34
36.46
49.64
46.89
415
9,631
28.35
90.72
9mobile
low
EDGELAG20
2025-09-06T08:12:00
Lagos
cdn
23.27
22.83
74.71
35.9
383
9,595
44.57
null
MTN
low
EDGEKAN06
2025-09-25T08:05:00
Kano
ai_inference
27.94
35.23
32.02
16.83
465
3,846
20.54
null
9mobile
low
EDGEKAN09
2025-09-21T04:37:00
Kano
content_caching
38.71
32.58
70.82
33.29
441
6,264
42.06
88.12
9mobile
low
EDGEIBA03
2025-09-25T21:41:00
Ibadan
video_analytics
69.6
72.44
60.36
13.45
4,275
4,293
25.08
null
9mobile
medium
EDGEKAN20
2025-09-03T17:58:00
Kano
ar_vr
66
49.33
77.43
32.27
719
7,549
38.18
null
Glo
medium
EDGEABU09
2025-09-28T14:47:00
Abuja
ai_inference
43.05
53.29
60.23
32.08
906
4,288
13.9
null
Glo
low
EDGEPOR11
2025-09-26T17:12:00
Port Harcourt
ar_vr
60.35
43.54
52.36
23.67
468
7,477
49.38
null
MTN
medium
EDGEPOR05
2025-09-11T22:13:00
Port Harcourt
iot_processing
63.61
59.65
77.61
6.57
3,558
2,279
24.31
null
Glo
medium
EDGEABU01
2025-09-13T18:20:00
Abuja
content_caching
87.12
72.48
32.72
10.31
4,356
8,201
8.62
69.7
MTN
high
EDGEKAN14
2025-09-08T18:25:00
Kano
iot_processing
65.02
69.4
64.6
32.16
4,371
909
21.43
null
Glo
medium
EDGEIBA13
2025-09-10T03:45:00
Ibadan
content_caching
31.46
38.23
33.47
38.5
361
1,688
9.59
76.06
Glo
low
EDGEIBA07
2025-09-26T20:01:00
Ibadan
ar_vr
94.23
59.16
46.33
38.69
4,177
9,249
12.29
null
Airtel
high
EDGEPOR18
2025-09-17T04:02:00
Port Harcourt
ar_vr
34.35
23.47
58.76
23.6
272
3,715
20.8
null
Airtel
low
EDGEKAN06
2025-09-11T04:17:00
Kano
ar_vr
27.59
25.12
78.62
39.7
305
7,184
41.74
null
9mobile
low
EDGEABU08
2025-09-14T17:52:00
Abuja
gaming
54.12
58.06
73.66
44.79
820
7,930
42.62
null
Airtel
medium
EDGEIBA01
2025-09-07T11:17:00
Ibadan
cdn
63.02
30.11
40.04
3.71
1,374
5,943
5.59
null
Airtel
medium
EDGELAG10
2025-09-28T15:05:00
Lagos
cdn
55.17
42.01
47.72
35.95
631
3,697
25.55
null
Airtel
medium
EDGELAG19
2025-09-25T09:15:00
Lagos
gaming
64.76
43.91
59.15
45.94
1,310
4,776
48.4
null
Airtel
medium
EDGEABU12
2025-09-28T13:11:00
Abuja
iot_processing
54.43
37.06
33.46
10.89
1,531
5,008
44.76
null
MTN
medium
EDGELAG16
2025-09-22T22:31:00
Lagos
gaming
76.04
77.16
55.66
10.27
1,596
2,552
38.56
null
Airtel
medium
EDGEPOR06
2025-09-03T07:59:00
Port Harcourt
gaming
25.1
28.18
54.69
28.4
303
7,307
43.23
null
Glo
low
EDGEIBA15
2025-09-21T11:46:00
Ibadan
cdn
48.89
32.66
31.2
6.62
925
941
8.07
null
Airtel
low
EDGELAG14
2025-09-28T19:19:00
Lagos
ar_vr
83.45
54.84
30.8
6.97
3,611
2,096
13.4
null
9mobile
high
EDGEPOR13
2025-09-27T14:59:00
Port Harcourt
ai_inference
65.52
53.59
56.39
15.23
558
9,574
24.84
null
MTN
medium
EDGEKAN04
2025-09-21T11:28:00
Kano
cdn
57.78
46.39
62.36
49.74
1,606
765
21.92
null
9mobile
medium
EDGEKAN11
2025-09-30T12:14:00
Kano
content_caching
61.1
49.57
47.41
20.24
682
7,876
25.31
87.37
Glo
medium
EDGEPOR13
2025-09-08T14:06:00
Port Harcourt
gaming
46.23
34.18
69.85
16.75
309
8,882
10.02
null
MTN
low
EDGEIBA08
2025-09-18T18:42:00
Ibadan
content_caching
80.27
63.13
73.06
32.71
1,262
2,199
38.75
86.8
9mobile
high
EDGEPOR05
2025-09-12T10:54:00
Port Harcourt
ai_inference
50.12
57.11
65.79
17.34
1,301
8,728
27.57
null
MTN
medium
EDGELAG15
2025-09-06T23:34:00
Lagos
video_analytics
75.67
68.81
70.1
41.53
4,457
6,416
30.89
null
MTN
medium
EDGEKAN10
2025-09-07T10:04:00
Kano
ai_inference
68.34
30.01
57.73
49.16
273
9,000
38.82
null
9mobile
medium
EDGEKAN01
2025-09-07T17:36:00
Kano
video_analytics
47.65
37.56
79.11
4.29
1,378
524
7.92
null
Airtel
low
EDGEIBA15
2025-09-08T03:27:00
Ibadan
video_analytics
43.8
37.54
53.66
28.83
376
771
38.78
null
Glo
low
EDGELAG06
2025-09-13T06:44:00
Lagos
gaming
47.17
25.54
61.27
20.36
420
1,498
43.45
null
MTN
low
EDGEKAN14
2025-09-12T20:09:00
Kano
cdn
61.07
82.83
54
35.35
3,953
6,798
11.77
null
Glo
medium
EDGELAG07
2025-09-04T15:14:00
Lagos
content_caching
54.67
55.02
58.17
25.76
1,933
6,638
32.56
70.65
MTN
medium
EDGEIBA02
2025-09-20T06:05:00
Ibadan
gaming
25.08
20.3
73.01
23.92
370
2,196
48.6
null
MTN
low
EDGEPOR12
2025-09-02T00:37:00
Port Harcourt
ai_inference
45.42
35.98
54.78
39.95
203
447
37.86
null
MTN
low
EDGEPOR01
2025-09-03T07:05:00
Port Harcourt
iot_processing
26.13
25.39
57.89
38.93
346
4,667
39.81
null
9mobile
low
EDGEPOR08
2025-09-13T01:15:00
Port Harcourt
ai_inference
45.81
29.43
73.46
20.26
381
981
47.31
null
MTN
low
EDGEIBA12
2025-09-23T15:59:00
Ibadan
gaming
42.61
45.24
38.22
10.51
253
6,047
35.85
null
9mobile
low
EDGEKAN08
2025-09-03T01:29:00
Kano
ai_inference
41.11
30.18
37.01
28.85
303
1,233
35.33
null
Glo
low
EDGELAG18
2025-09-26T18:05:00
Lagos
gaming
79.81
62.64
61.83
16.15
3,329
2,069
25.83
null
Airtel
medium
EDGELAG06
2025-09-22T22:10:00
Lagos
video_analytics
84.58
80.15
40.34
1.07
2,394
5,421
41.9
null
Airtel
high
EDGEPOR10
2025-09-03T06:52:00
Port Harcourt
cdn
24.41
35.99
33.91
26.75
182
1,086
44.91
null
Glo
low
EDGEABU15
2025-09-27T18:45:00
Abuja
iot_processing
73.07
67.99
63.65
27.95
3,359
7,660
10.28
null
Glo
medium
EDGELAG03
2025-09-17T18:28:00
Lagos
ai_inference
78.99
79.3
30.91
28.8
1,490
910
21.4
null
Glo
medium
EDGEABU19
2025-09-20T04:39:00
Abuja
content_caching
20.44
29.09
76.57
25.66
459
1,647
47.87
76.1
MTN
low
EDGEPOR10
2025-09-28T10:39:00
Port Harcourt
video_analytics
50.9
50.01
49.91
26.06
1,770
693
43.42
null
Glo
medium
EDGELAG18
2025-09-04T02:10:00
Lagos
ar_vr
36.66
32.6
45.51
14.43
354
6,591
25.16
null
MTN
low
EDGEIBA03
2025-09-06T11:54:00
Ibadan
video_analytics
68.17
32.32
30.25
28.84
1,788
3,822
31.09
null
Glo
medium
EDGEKAN14
2025-09-21T16:25:00
Kano
ar_vr
43.88
54.63
57.42
44.15
451
6,945
44.14
null
9mobile
low
EDGEIBA19
2025-09-23T10:44:00
Ibadan
video_analytics
64.17
33.97
47.17
15.27
1,126
6,858
36.59
null
Airtel
medium
EDGELAG14
2025-09-19T20:39:00
Lagos
cdn
85.62
72.39
50.2
44.76
4,896
752
34.37
null
Airtel
high
EDGELAG14
2025-09-30T06:21:00
Lagos
gaming
30.65
27.06
51.83
17.9
213
367
16.76
null
MTN
low
EDGEABU15
2025-09-13T02:32:00
Abuja
content_caching
21.5
34.07
79.8
3.08
268
6,665
6.76
68.84
MTN
low
EDGEPOR08
2025-09-09T15:59:00
Port Harcourt
video_analytics
64.39
56.16
30.85
3.53
904
7,370
44.2
null
Airtel
medium
EDGELAG15
2025-09-25T06:34:00
Lagos
content_caching
44.53
34.6
47.62
5
395
4,769
21.7
89.9
Glo
low
EDGEABU16
2025-09-11T20:55:00
Abuja
ar_vr
92.96
50.18
70.15
6.92
4,261
1,514
5.76
null
MTN
high
EDGEIBA18
2025-10-01T14:34:00
Ibadan
gaming
68.22
59.02
30.19
29.76
1,725
9,238
19.12
null
MTN
medium
EDGEKAN10
2025-09-15T06:17:00
Kano
iot_processing
47.81
31.04
40.23
48.01
232
8,596
37.99
null
Glo
low
EDGEABU09
2025-09-29T12:06:00
Abuja
ar_vr
67.19
33.81
66.93
21
1,494
4,492
18.41
null
9mobile
medium
End of preview. Expand in Data Studio

Edge Computing Load Data

Dataset Description

Processing demand and resource utilization across edge nodes

Dataset Information

  • Category: Emerging and Advanced
  • Format: CSV, Parquet
  • Rows: 250,000
  • Columns: 14
  • Date Generated: 2025-10-05
  • Location: data/edge_computing_load_data/

Schema

Column Type Sample Values
edge_node_id String EDGEIBA08
timestamp Datetime 2025-09-17 03:43:00
city String Ibadan
application String ai_inference
cpu_utilization_percent Float 29.48
memory_utilization_percent Float 31.55
storage_utilization_percent Float 45.91
network_throughput_gbps Float 45.87
active_sessions Integer 354
requests_per_second Integer 4010
avg_response_time_ms Float 17.74
cache_hit_ratio_percent Float 94.33
operator String Airtel
load_status String low

Sample Data

edge_node_id           timestamp          city  application  cpu_utilization_percent  memory_utilization_percent  storage_utilization_percent  network_throughput_gbps  active_sessions  requests_per_second  avg_response_time_ms  cache_hit_ratio_percent operator load_status
   EDGEIBA08 2025-09-17 03:43:00        Ibadan ai_inference                    29.48                       31.55                        45.91                    45.87              354                 4010                 17.74                      NaN   Airtel         low
   EDGEABU16 2025-09-25 23:00:00         Abuja          cdn                    60.74                       71.20                        71.30                     7.46             1450                 8380                 30.32                      NaN   Airtel      medium
   EDGEPOR10 2025-09-06 08:31:00 Port Harcourt       gaming                    33.51                       34.85                        35.10                    46.08              182                 7820                 36.89                      NaN   Airtel         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/edge_computing_load_data/edge_computing_load_data.csv

Parquet (Recommended)

data/edge_computing_load_data/edge_computing_load_data.parquet

Loading the Dataset

Python (Pandas)

import pandas as pd

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

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

Python (PyArrow)

import pyarrow.parquet as pq

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

License

MIT License - For educational and research purposes

Citation

Nigerian Telecom Datasets - Edge Computing Load Data
Generated: 2025-10-05
Category: Emerging and Advanced
Rows: 250,000

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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