automation_id
stringlengths
10
10
timestamp
timestamp[ns]date
2025-09-01 00:00:00
2025-10-01 23:59:00
tower_id
stringlengths
8
8
city
stringclasses
15 values
optimization_type
stringclasses
8 values
ai_model
stringclasses
4 values
ai_recommendation
stringclasses
4 values
confidence_score
float64
0.7
0.99
action_taken
bool
2 classes
performance_before_percent
float64
60
85
performance_after_percent
float64
60
105
improvement_percent
float64
0
20
energy_saved_kwh
float64
0
200
users_impacted
int64
100
5k
operator
stringclasses
4 values
automation_status
stringclasses
3 values
AI00149401
2025-09-14T18:06:00
KAD-1831
Kaduna
capacity_planning
random_forest
maintain
0.97
true
63.27
76.09
12.82
0
1,511
MTN
partial_success
AI00149402
2025-09-16T08:49:00
POR-8141
Port Harcourt
load_balancing
reinforcement_learning
decrease
0.75
true
62.71
62.71
17.55
0
4,626
Airtel
success
AI00149403
2025-09-11T06:23:00
ILO-1490
Ilorin
handover_optimization
random_forest
decrease
0.88
false
74.19
83.62
9.43
0
3,966
Airtel
success
AI00149404
2025-09-30T20:15:00
ABE-8646
Abeokuta
energy_saving
random_forest
redistribute
0.82
true
60.96
69.63
8.67
101.78
1,749
MTN
success
AI00149405
2025-09-18T18:18:00
POR-2759
Port Harcourt
power_optimization
gradient_boosting
redistribute
0.93
false
60.57
72.87
12.3
117.89
3,890
MTN
partial_success
AI00149406
2025-09-11T23:49:00
CAL-8578
Calabar
interference_mitigation
random_forest
redistribute
0.71
true
82.2
98.92
16.72
0
2,015
Glo
success
AI00149407
2025-09-20T07:51:00
POR-9703
Port Harcourt
capacity_planning
random_forest
increase
0.83
false
72.02
83
10.98
0
549
Airtel
partial_success
AI00149408
2025-09-17T22:35:00
LAG-4875
Lagos
handover_optimization
reinforcement_learning
increase
0.94
true
76.69
84.1
7.41
0
2,171
Glo
success
AI00149409
2025-09-28T02:36:00
POR-3597
Port Harcourt
handover_optimization
neural_network
redistribute
0.74
true
70.99
70.99
13.41
0
245
9mobile
success
AI00149410
2025-09-08T19:15:00
ONI-5709
Onitsha
load_balancing
reinforcement_learning
maintain
0.7
true
71.89
81.89
10
0
384
Glo
success
AI00149411
2025-09-04T05:43:00
ABE-5760
Abeokuta
power_optimization
random_forest
decrease
0.73
false
63.9
63.9
13.4
183.33
894
MTN
success
AI00149412
2025-09-19T11:19:00
KAD-6600
Kaduna
capacity_planning
neural_network
decrease
0.85
true
60.79
60.79
13.2
0
4,251
Airtel
success
AI00149413
2025-09-03T16:27:00
KAD-8935
Kaduna
spectrum_allocation
neural_network
decrease
0.97
true
71.38
89.7
18.32
0
1,682
MTN
success
AI00149414
2025-09-03T00:14:00
ABU-5901
Abuja
interference_mitigation
neural_network
redistribute
0.82
true
69.23
79.77
10.54
0
470
Glo
success
AI00149415
2025-09-05T18:37:00
ILO-6750
Ilorin
spectrum_allocation
random_forest
maintain
0.93
true
76.73
88.55
11.82
0
2,284
Glo
success
AI00149416
2025-09-30T11:03:00
ABU-1473
Abuja
load_balancing
random_forest
decrease
0.76
false
63.14
77.06
13.92
0
3,397
9mobile
success
AI00149417
2025-09-28T10:33:00
ABU-8142
Abuja
spectrum_allocation
reinforcement_learning
redistribute
0.81
false
70.96
70.96
0
0
3,098
9mobile
success
AI00149418
2025-09-01T20:00:00
ABU-3254
Abuja
energy_saving
neural_network
maintain
0.74
true
67.57
73.8
6.23
173.67
1,083
Glo
success
AI00149419
2025-09-03T23:11:00
ABE-3959
Abeokuta
load_balancing
neural_network
increase
0.9
true
66.25
78.24
11.99
0
2,096
9mobile
success
AI00149420
2025-09-02T06:40:00
LAG-1509
Lagos
capacity_planning
random_forest
increase
0.93
true
64.78
82.47
17.69
0
2,718
Airtel
success
AI00149421
2025-09-20T08:02:00
ABU-8217
Abuja
interference_mitigation
reinforcement_learning
maintain
0.72
true
77.87
97.35
19.48
0
1,813
9mobile
success
AI00149422
2025-09-22T01:16:00
ABA-6228
Aba
load_balancing
gradient_boosting
increase
0.87
true
61.51
67.4
5.89
0
4,051
Airtel
partial_success
AI00149423
2025-09-30T23:31:00
ONI-7021
Onitsha
interference_mitigation
neural_network
decrease
0.81
true
65
82.1
17.1
0
4,640
Glo
success
AI00149424
2025-09-17T16:21:00
WAR-7027
Warri
fault_prediction
neural_network
redistribute
0.8
false
65.15
77.08
11.93
0
702
Airtel
success
AI00149425
2025-09-01T16:12:00
WAR-5743
Warri
handover_optimization
reinforcement_learning
maintain
0.76
true
69.61
83.9
14.29
0
2,986
Airtel
partial_success
AI00149426
2025-09-16T22:13:00
ILO-1309
Ilorin
load_balancing
neural_network
decrease
0.79
true
83.47
98.61
15.14
0
829
MTN
success
AI00149427
2025-09-26T21:29:00
BEN-8771
Benin City
interference_mitigation
gradient_boosting
increase
0.92
true
61.65
66.78
5.13
0
3,146
MTN
success
AI00149428
2025-09-11T00:11:00
ILO-2950
Ilorin
fault_prediction
random_forest
redistribute
0.92
true
73.58
92.55
18.97
0
737
Glo
success
AI00149429
2025-10-01T10:48:00
JOS-3382
Jos
handover_optimization
random_forest
maintain
0.95
true
64.94
64.94
0
0
1,396
MTN
success
AI00149430
2025-09-07T23:53:00
KAN-6237
Kano
spectrum_allocation
random_forest
decrease
0.7
false
75.17
92.31
17.14
0
2,768
9mobile
success
AI00149431
2025-09-12T01:54:00
ONI-9559
Onitsha
spectrum_allocation
random_forest
maintain
0.92
true
69.99
69.99
6.75
0
2,179
Airtel
success
AI00149432
2025-09-04T19:43:00
ONI-7520
Onitsha
load_balancing
random_forest
increase
0.86
false
70.18
84.91
14.73
0
3,827
Glo
success
AI00149433
2025-09-07T12:09:00
ABU-4731
Abuja
power_optimization
neural_network
redistribute
0.79
false
80.65
86.21
5.56
37.97
2,486
9mobile
success
AI00149434
2025-09-13T17:06:00
CAL-4214
Calabar
energy_saving
random_forest
increase
0.99
true
83.57
96.02
0
11.81
1,209
9mobile
success
AI00149435
2025-09-02T02:26:00
IBA-3145
Ibadan
capacity_planning
gradient_boosting
maintain
0.81
true
72.75
83.78
11.03
0
1,429
Glo
partial_success
AI00149436
2025-10-01T11:06:00
LAG-5038
Lagos
load_balancing
neural_network
redistribute
0.83
true
62.84
69.24
6.4
0
2,421
Airtel
success
AI00149437
2025-09-22T04:35:00
ABE-6431
Abeokuta
energy_saving
neural_network
maintain
0.72
true
65.48
85.09
19.61
135.51
1,394
MTN
success
AI00149438
2025-09-20T17:00:00
BEN-1583
Benin City
power_optimization
random_forest
redistribute
0.74
true
75.77
89.22
13.45
59.71
4,655
MTN
failed
AI00149439
2025-09-25T00:47:00
IBA-2377
Ibadan
power_optimization
random_forest
maintain
0.82
false
82.42
89.46
7.04
164.78
3,794
Glo
success
AI00149440
2025-09-12T13:05:00
ABE-1380
Abeokuta
energy_saving
random_forest
decrease
0.71
true
65.37
76.49
11.12
104.6
4,587
9mobile
success
AI00149441
2025-09-29T03:42:00
ONI-2014
Onitsha
spectrum_allocation
neural_network
decrease
0.75
true
67.57
78.01
10.44
0
272
9mobile
success
AI00149442
2025-09-16T17:39:00
ABU-1143
Abuja
energy_saving
neural_network
increase
0.92
true
74.68
74.68
17.19
38.06
4,029
Glo
success
AI00149443
2025-09-03T16:01:00
ABU-4641
Abuja
power_optimization
gradient_boosting
maintain
0.75
true
67.75
67.75
13.94
78.13
2,829
Glo
success
AI00149444
2025-09-20T22:22:00
ONI-2515
Onitsha
power_optimization
neural_network
increase
0.93
true
83.01
94.36
11.35
138.39
2,698
MTN
success
AI00149445
2025-09-30T15:25:00
BEN-3183
Benin City
interference_mitigation
gradient_boosting
increase
0.94
true
68.82
74.43
5.61
0
219
Glo
success
AI00149446
2025-09-30T14:05:00
CAL-8734
Calabar
power_optimization
reinforcement_learning
increase
0.95
true
75.81
75.81
14.94
86.35
2,291
9mobile
partial_success
AI00149447
2025-09-27T03:17:00
ABA-7523
Aba
load_balancing
reinforcement_learning
maintain
0.77
true
73.86
85.85
11.99
0
438
Airtel
partial_success
AI00149448
2025-09-29T04:42:00
IBA-5079
Ibadan
fault_prediction
random_forest
maintain
0.77
true
62.46
75.65
13.19
0
853
9mobile
success
AI00149449
2025-09-06T15:32:00
LAG-6735
Lagos
fault_prediction
reinforcement_learning
maintain
0.98
true
75.35
89.63
14.28
0
3,405
Airtel
success
AI00149450
2025-09-28T13:31:00
POR-6229
Port Harcourt
load_balancing
random_forest
redistribute
0.73
true
75.52
94.2
18.68
0
4,969
Airtel
success
AI00149451
2025-09-13T15:14:00
ONI-6669
Onitsha
energy_saving
gradient_boosting
increase
0.94
true
67.58
74.83
7.25
12.5
1,904
MTN
success
AI00149452
2025-09-28T19:37:00
JOS-7555
Jos
spectrum_allocation
reinforcement_learning
maintain
0.72
true
71.45
80.36
8.91
0
1,114
Airtel
success
AI00149453
2025-09-25T18:57:00
ENU-6903
Enugu
handover_optimization
neural_network
decrease
0.78
true
75.92
95.88
19.96
0
2,457
Glo
success
AI00149454
2025-09-11T22:37:00
KAD-3212
Kaduna
capacity_planning
reinforcement_learning
increase
0.99
true
84.77
97.86
13.09
0
193
9mobile
success
AI00149455
2025-09-12T00:45:00
KAD-1087
Kaduna
load_balancing
random_forest
redistribute
0.76
true
79.06
91.25
12.19
0
2,402
Glo
partial_success
AI00149456
2025-09-16T00:50:00
LAG-5793
Lagos
interference_mitigation
reinforcement_learning
maintain
0.84
true
62.77
81.81
19.04
0
3,909
Airtel
success
AI00149457
2025-09-19T23:31:00
ABA-9843
Aba
energy_saving
neural_network
increase
0.83
true
72.06
72.06
5.55
191.47
648
MTN
partial_success
AI00149458
2025-09-17T19:27:00
ABE-1998
Abeokuta
load_balancing
neural_network
decrease
0.95
true
78.64
78.64
0
0
1,151
Glo
partial_success
AI00149459
2025-09-21T08:34:00
BEN-6758
Benin City
power_optimization
gradient_boosting
decrease
0.91
true
79.21
94.8
15.59
166.75
2,660
MTN
partial_success
AI00149460
2025-09-03T23:05:00
ABE-3993
Abeokuta
capacity_planning
random_forest
decrease
0.94
true
72.47
81.16
8.69
0
1,749
Glo
success
AI00149461
2025-09-03T02:53:00
ABA-6147
Aba
spectrum_allocation
neural_network
maintain
0.92
true
75.42
75.42
9.16
0
3,668
Glo
success
AI00149462
2025-09-03T07:58:00
ILO-7962
Ilorin
handover_optimization
reinforcement_learning
maintain
0.98
true
83.3
91.57
8.27
0
3,147
9mobile
success
AI00149463
2025-09-19T12:17:00
ABE-7108
Abeokuta
spectrum_allocation
reinforcement_learning
maintain
0.96
false
63.68
77.18
13.5
0
3,652
Glo
success
AI00149464
2025-09-09T12:05:00
POR-6788
Port Harcourt
handover_optimization
neural_network
maintain
0.79
true
60.73
74.55
13.82
0
4,982
MTN
failed
AI00149465
2025-09-09T14:16:00
JOS-5165
Jos
fault_prediction
neural_network
redistribute
0.92
true
65.57
80.09
14.52
0
3,453
Airtel
success
AI00149466
2025-09-25T00:56:00
KAN-6413
Kano
handover_optimization
neural_network
maintain
0.73
true
67.58
81.7
0
0
379
Glo
success
AI00149467
2025-09-13T10:26:00
ABU-8487
Abuja
capacity_planning
neural_network
decrease
0.99
false
76.38
76.38
11.66
0
4,756
Airtel
success
AI00149468
2025-09-15T02:40:00
ABA-2621
Aba
interference_mitigation
random_forest
redistribute
0.97
true
65.53
74.49
8.96
0
2,830
MTN
success
AI00149469
2025-09-13T08:44:00
KAD-6516
Kaduna
handover_optimization
gradient_boosting
maintain
0.77
true
82.06
94.93
12.87
0
1,917
MTN
success
AI00149470
2025-09-22T08:30:00
ONI-8452
Onitsha
fault_prediction
gradient_boosting
maintain
0.84
true
83.56
95.35
11.79
0
3,653
9mobile
success
AI00149471
2025-09-10T01:16:00
ILO-2785
Ilorin
interference_mitigation
reinforcement_learning
maintain
0.93
true
73.84
92.4
18.56
0
568
9mobile
success
AI00149472
2025-09-09T03:51:00
ABU-6229
Abuja
energy_saving
gradient_boosting
decrease
0.74
true
62.62
75.6
12.98
109.66
1,760
9mobile
partial_success
AI00149473
2025-09-29T09:33:00
ONI-1699
Onitsha
handover_optimization
neural_network
maintain
0.82
true
67.94
75.15
7.21
0
1,957
9mobile
success
AI00149474
2025-09-15T15:56:00
ABU-6245
Abuja
spectrum_allocation
random_forest
maintain
0.9
true
79.63
84.84
5.21
0
4,883
9mobile
success
AI00149475
2025-09-29T00:35:00
JOS-8143
Jos
power_optimization
random_forest
increase
0.98
false
76.27
83.7
7.43
64.84
3,602
Airtel
success
AI00149476
2025-09-19T14:24:00
ONI-1585
Onitsha
interference_mitigation
gradient_boosting
decrease
0.75
true
61.23
73.1
11.87
0
1,391
MTN
success
AI00149477
2025-09-17T18:37:00
LAG-2547
Lagos
power_optimization
reinforcement_learning
decrease
0.74
true
76.96
86.6
0
73.05
4,120
Glo
partial_success
AI00149478
2025-09-23T02:28:00
KAD-6007
Kaduna
power_optimization
neural_network
decrease
0.85
true
74.55
87.64
13.09
21.04
4,042
Glo
success
AI00149479
2025-09-18T03:20:00
ABE-2015
Abeokuta
energy_saving
reinforcement_learning
redistribute
0.7
true
65.02
71.24
6.22
82.23
3,250
MTN
success
AI00149480
2025-09-04T12:09:00
CAL-8616
Calabar
energy_saving
neural_network
increase
0.94
true
75.23
82.53
0
122.52
1,539
MTN
success
AI00149481
2025-09-06T11:06:00
ONI-2025
Onitsha
load_balancing
gradient_boosting
redistribute
0.93
true
67.4
80.81
13.41
0
926
Glo
partial_success
AI00149482
2025-09-24T21:02:00
ABE-5023
Abeokuta
capacity_planning
neural_network
increase
0.92
true
82.98
99
16.02
0
2,550
9mobile
success
AI00149483
2025-09-25T15:53:00
KAD-8253
Kaduna
load_balancing
neural_network
decrease
0.71
true
69.33
83.73
14.4
0
3,540
Glo
success
AI00149484
2025-09-28T11:34:00
JOS-6502
Jos
energy_saving
neural_network
decrease
0.99
true
83.02
98.57
15.55
39.41
4,559
Airtel
success
AI00149485
2025-09-18T08:21:00
BEN-5555
Benin City
energy_saving
neural_network
redistribute
0.8
true
64.3
74.44
10.14
137.2
2,621
Glo
partial_success
AI00149486
2025-09-20T01:30:00
LAG-3249
Lagos
spectrum_allocation
random_forest
maintain
0.75
true
68.04
87.55
19.51
0
657
Airtel
success
AI00149487
2025-09-18T19:38:00
LAG-8268
Lagos
power_optimization
reinforcement_learning
increase
0.82
true
84.88
98.92
14.04
27.96
2,366
Glo
success
AI00149488
2025-09-26T02:14:00
WAR-7715
Warri
fault_prediction
neural_network
redistribute
0.94
true
66.02
81.26
15.24
0
2,524
MTN
success
AI00149489
2025-09-10T22:00:00
JOS-4757
Jos
load_balancing
neural_network
maintain
0.77
true
78.93
85.93
7
0
3,537
9mobile
partial_success
AI00149490
2025-09-14T18:15:00
ABE-7784
Abeokuta
load_balancing
neural_network
redistribute
0.96
true
84.1
90.98
6.88
0
3,795
9mobile
success
AI00149491
2025-09-07T10:22:00
ILO-6767
Ilorin
handover_optimization
reinforcement_learning
increase
0.72
false
72.97
81.81
0
0
1,774
9mobile
success
AI00149492
2025-09-11T08:05:00
BEN-2674
Benin City
handover_optimization
neural_network
maintain
0.96
true
81.49
81.49
12.51
0
2,021
MTN
success
AI00149493
2025-09-12T18:11:00
ABU-2023
Abuja
load_balancing
reinforcement_learning
decrease
0.73
true
61.85
77.97
16.12
0
1,488
MTN
success
AI00149494
2025-09-19T20:46:00
ABU-1643
Abuja
power_optimization
neural_network
increase
0.87
true
65.41
71.43
6.02
21.76
4,867
Airtel
success
AI00149495
2025-09-17T08:11:00
BEN-2939
Benin City
fault_prediction
neural_network
decrease
0.78
true
64.19
79.18
14.99
0
2,909
Glo
success
AI00149496
2025-09-06T12:06:00
ILO-4375
Ilorin
load_balancing
reinforcement_learning
redistribute
0.94
true
84.2
84.2
8.82
0
268
9mobile
success
AI00149497
2025-09-02T07:57:00
JOS-8327
Jos
energy_saving
neural_network
maintain
0.7
false
71.08
71.08
13.97
152.81
195
MTN
success
AI00149498
2025-09-06T17:02:00
ABE-9412
Abeokuta
interference_mitigation
neural_network
increase
0.83
true
74.43
74.43
13.63
0
2,487
9mobile
success
AI00149499
2025-09-07T22:17:00
POR-8312
Port Harcourt
handover_optimization
reinforcement_learning
decrease
0.94
true
84.3
100.13
15.83
0
113
Glo
success
AI00149500
2025-09-17T04:44:00
ABU-1389
Abuja
handover_optimization
reinforcement_learning
decrease
0.86
false
78.12
78.12
0
0
4,178
9mobile
success