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
AI00149601
2025-09-05T07:39:00
ONI-1672
Onitsha
spectrum_allocation
neural_network
increase
0.86
true
70.3
81.42
11.12
0
1,044
9mobile
success
AI00149602
2025-09-14T19:33:00
ONI-2269
Onitsha
handover_optimization
neural_network
increase
0.85
true
83.43
103.35
0
0
3,413
9mobile
success
AI00149603
2025-09-08T19:51:00
IBA-1895
Ibadan
spectrum_allocation
neural_network
maintain
0.81
true
84.91
100.95
16.04
0
3,519
MTN
success
AI00149604
2025-09-24T11:00:00
CAL-5565
Calabar
handover_optimization
neural_network
maintain
0.81
true
62.04
71.07
9.03
0
3,244
9mobile
success
AI00149605
2025-09-08T03:59:00
KAD-3942
Kaduna
load_balancing
reinforcement_learning
decrease
0.96
true
65.41
84.82
19.41
0
3,330
Glo
success
AI00149606
2025-09-25T04:08:00
ABA-6523
Aba
spectrum_allocation
random_forest
decrease
0.71
false
73.98
87.53
13.55
0
3,855
9mobile
partial_success
AI00149607
2025-09-22T13:29:00
IBA-7146
Ibadan
capacity_planning
gradient_boosting
redistribute
0.89
true
63.34
80
16.66
0
175
MTN
success
AI00149608
2025-09-02T17:18:00
ABE-3201
Abeokuta
energy_saving
random_forest
maintain
0.95
false
69.98
87.98
18
160.27
1,897
MTN
success
AI00149609
2025-09-13T08:17:00
ABA-4563
Aba
power_optimization
neural_network
decrease
0.97
true
73.78
90.4
16.62
50.62
3,393
Glo
success
AI00149610
2025-09-21T09:07:00
KAN-7793
Kano
load_balancing
reinforcement_learning
maintain
0.71
true
70.16
76.93
6.77
0
2,850
MTN
success
AI00149611
2025-09-29T09:25:00
ENU-8751
Enugu
load_balancing
neural_network
increase
0.71
true
67.34
87.21
19.87
0
2,543
9mobile
success
AI00149612
2025-09-16T12:09:00
LAG-7436
Lagos
load_balancing
gradient_boosting
increase
0.95
true
61.96
79.7
17.74
0
4,941
Glo
success
AI00149613
2025-09-20T04:08:00
ABU-4504
Abuja
energy_saving
random_forest
maintain
0.91
true
60.79
71.11
10.32
136.56
3,464
9mobile
partial_success
AI00149614
2025-09-25T00:53:00
ENU-1455
Enugu
power_optimization
gradient_boosting
redistribute
0.74
true
67.92
75.4
7.48
156.47
3,268
9mobile
partial_success
AI00149615
2025-09-25T10:23:00
ILO-3984
Ilorin
capacity_planning
neural_network
decrease
0.94
true
69.16
84.61
15.45
0
1,716
MTN
success
AI00149616
2025-09-08T19:46:00
ABE-6845
Abeokuta
load_balancing
random_forest
decrease
0.93
true
75.75
75.75
14.05
0
2,160
MTN
success
AI00149617
2025-09-03T17:17:00
BEN-8600
Benin City
spectrum_allocation
neural_network
maintain
0.93
true
66.63
78.44
11.81
0
1,853
9mobile
success
AI00149618
2025-09-24T21:34:00
ABA-9341
Aba
energy_saving
neural_network
increase
0.84
true
78.84
78.84
6.76
55.58
3,714
9mobile
partial_success
AI00149619
2025-09-07T03:57:00
ENU-4337
Enugu
spectrum_allocation
gradient_boosting
increase
0.81
true
64.78
76.09
11.31
0
2,235
Glo
success
AI00149620
2025-09-28T19:57:00
KAN-3858
Kano
power_optimization
random_forest
maintain
0.78
true
72.48
72.48
8.68
36.81
3,309
Airtel
success
AI00149621
2025-09-02T00:16:00
IBA-8006
Ibadan
power_optimization
reinforcement_learning
decrease
0.95
true
73.64
79.3
5.66
48.65
3,081
Airtel
success
AI00149622
2025-09-08T11:38:00
CAL-3102
Calabar
energy_saving
neural_network
decrease
0.78
true
67.02
72.86
5.84
96.92
654
Glo
partial_success
AI00149623
2025-09-07T10:34:00
ABA-8177
Aba
fault_prediction
neural_network
increase
0.74
true
78.9
91.46
12.56
0
3,894
MTN
success
AI00149624
2025-09-30T17:44:00
ENU-9989
Enugu
capacity_planning
neural_network
maintain
0.73
true
62.44
78.44
0
0
4,204
Glo
success
AI00149625
2025-09-03T08:10:00
ONI-7696
Onitsha
handover_optimization
reinforcement_learning
increase
0.96
true
84.48
101.7
17.22
0
1,908
9mobile
success
AI00149626
2025-10-01T11:36:00
CAL-1201
Calabar
power_optimization
gradient_boosting
increase
0.93
true
65.34
85.19
19.85
70.45
1,694
Glo
success
AI00149627
2025-09-28T08:06:00
BEN-7297
Benin City
spectrum_allocation
neural_network
decrease
0.71
true
72.01
79.89
0
0
2,300
9mobile
success
AI00149628
2025-09-20T23:00:00
JOS-1842
Jos
interference_mitigation
random_forest
redistribute
0.88
false
72.3
84.09
11.79
0
4,970
Glo
success
AI00149629
2025-09-04T15:11:00
ILO-4462
Ilorin
interference_mitigation
neural_network
maintain
0.73
true
72.18
87.58
15.4
0
4,766
9mobile
success
AI00149630
2025-09-29T09:58:00
WAR-6334
Warri
interference_mitigation
random_forest
decrease
0.97
true
69.42
69.42
8.49
0
4,369
MTN
success
AI00149631
2025-09-20T02:03:00
KAD-8268
Kaduna
power_optimization
gradient_boosting
decrease
0.89
true
64.86
73.61
8.75
40.4
4,800
Glo
success
AI00149632
2025-09-04T02:05:00
WAR-6679
Warri
energy_saving
random_forest
decrease
0.9
true
60.18
77.26
17.08
95.97
1,398
Glo
success
AI00149633
2025-09-13T21:31:00
POR-2459
Port Harcourt
handover_optimization
random_forest
decrease
0.78
true
67.76
84.56
16.8
0
1,973
Glo
success
AI00149634
2025-09-28T15:26:00
ILO-1012
Ilorin
energy_saving
random_forest
decrease
0.8
true
68.85
83.89
15.04
39.01
4,687
Glo
success
AI00149635
2025-09-02T19:03:00
JOS-7812
Jos
handover_optimization
random_forest
maintain
0.74
true
77.32
84.79
7.47
0
1,575
Airtel
partial_success
AI00149636
2025-09-21T19:44:00
POR-6560
Port Harcourt
capacity_planning
gradient_boosting
redistribute
0.85
true
79.73
79.73
0
0
2,104
9mobile
success
AI00149637
2025-09-28T13:34:00
ENU-5557
Enugu
fault_prediction
neural_network
redistribute
0.91
true
62.89
68.63
5.74
0
4,496
Glo
partial_success
AI00149638
2025-09-22T19:02:00
POR-8343
Port Harcourt
fault_prediction
gradient_boosting
decrease
0.73
true
70.64
81.31
10.67
0
2,370
9mobile
success
AI00149639
2025-09-27T15:17:00
POR-1358
Port Harcourt
spectrum_allocation
neural_network
redistribute
0.86
true
66.83
77.59
10.76
0
1,054
Glo
success
AI00149640
2025-09-27T05:08:00
ABA-7824
Aba
interference_mitigation
gradient_boosting
maintain
0.72
true
60.59
60.59
9.58
0
3,595
9mobile
success
AI00149641
2025-09-06T05:01:00
KAD-5814
Kaduna
capacity_planning
neural_network
maintain
0.93
false
83.45
95.83
12.38
0
1,941
9mobile
failed
AI00149642
2025-09-20T17:22:00
JOS-6306
Jos
handover_optimization
random_forest
redistribute
0.8
true
77.88
95.5
17.62
0
1,338
Glo
success
AI00149643
2025-10-01T06:34:00
KAD-1464
Kaduna
interference_mitigation
reinforcement_learning
redistribute
0.75
true
66.79
78.69
0
0
656
MTN
success
AI00149644
2025-09-21T06:22:00
ONI-6278
Onitsha
interference_mitigation
neural_network
increase
0.83
true
80.01
80.01
0
0
3,648
MTN
success
AI00149645
2025-09-28T06:40:00
BEN-2003
Benin City
load_balancing
gradient_boosting
decrease
0.95
true
70.76
78.48
7.72
0
2,489
9mobile
failed
AI00149646
2025-09-14T14:43:00
ENU-5275
Enugu
fault_prediction
gradient_boosting
increase
0.77
true
71.87
87.94
16.07
0
4,269
MTN
success
AI00149647
2025-09-10T01:04:00
KAN-8424
Kano
handover_optimization
reinforcement_learning
increase
0.94
true
72.45
72.45
16.96
0
1,059
MTN
partial_success
AI00149648
2025-09-19T06:38:00
ABE-5176
Abeokuta
fault_prediction
random_forest
maintain
0.91
true
72.61
72.61
11.52
0
2,519
MTN
success
AI00149649
2025-09-19T12:20:00
POR-5905
Port Harcourt
fault_prediction
reinforcement_learning
maintain
0.85
true
70.3
83.8
13.5
0
1,956
Glo
success
AI00149650
2025-09-03T01:16:00
ENU-7820
Enugu
interference_mitigation
neural_network
maintain
0.95
true
78.5
95.72
0
0
4,962
Glo
success
AI00149651
2025-09-19T08:53:00
ILO-4966
Ilorin
interference_mitigation
reinforcement_learning
maintain
0.92
true
74.91
74.91
0
0
4,098
Glo
partial_success
AI00149652
2025-09-10T10:45:00
ENU-8141
Enugu
load_balancing
gradient_boosting
maintain
0.98
true
75.99
75.99
11.59
0
4,831
Airtel
success
AI00149653
2025-09-17T19:21:00
KAN-5744
Kano
spectrum_allocation
reinforcement_learning
maintain
0.88
true
81.44
95.73
0
0
4,788
Glo
success
AI00149654
2025-09-22T11:10:00
BEN-6984
Benin City
energy_saving
random_forest
increase
0.84
true
82.38
90.32
7.94
63.94
3,469
9mobile
partial_success
AI00149655
2025-09-08T19:14:00
ONI-5067
Onitsha
capacity_planning
gradient_boosting
maintain
0.72
true
61.41
68.87
7.46
0
1,785
Airtel
failed
AI00149656
2025-09-16T17:19:00
LAG-3478
Lagos
energy_saving
gradient_boosting
increase
0.74
true
82.67
91.91
9.24
196.83
327
Glo
success
AI00149657
2025-10-01T02:59:00
LAG-6805
Lagos
capacity_planning
neural_network
decrease
0.71
true
81.32
94.31
12.99
0
4,745
MTN
success
AI00149658
2025-09-15T12:21:00
ENU-4091
Enugu
energy_saving
random_forest
decrease
0.89
true
79.16
89.64
10.48
59.66
1,495
9mobile
success
AI00149659
2025-09-12T15:09:00
ABE-4316
Abeokuta
power_optimization
neural_network
increase
0.85
true
80.75
96.47
15.72
117.27
540
MTN
success
AI00149660
2025-09-15T10:21:00
ABE-7610
Abeokuta
interference_mitigation
neural_network
increase
0.9
true
84.7
96.34
11.64
0
2,681
9mobile
success
AI00149661
2025-09-12T18:44:00
ILO-8934
Ilorin
spectrum_allocation
reinforcement_learning
maintain
0.76
true
74.67
84.98
10.31
0
1,877
Airtel
success
AI00149662
2025-09-15T12:46:00
ABE-6361
Abeokuta
interference_mitigation
random_forest
increase
0.95
true
83.29
101.16
17.87
0
1,122
Glo
success
AI00149663
2025-09-25T01:48:00
IBA-8594
Ibadan
energy_saving
neural_network
decrease
0.94
true
68.89
76.06
7.17
194.73
3,861
Glo
partial_success
AI00149664
2025-09-08T03:01:00
ABU-7427
Abuja
load_balancing
neural_network
redistribute
0.93
true
71.39
83.07
11.68
0
618
MTN
success
AI00149665
2025-09-02T12:46:00
JOS-6676
Jos
power_optimization
gradient_boosting
decrease
0.7
true
61.35
61.35
6.44
189.93
2,055
Airtel
success
AI00149666
2025-09-06T14:15:00
KAN-1085
Kano
load_balancing
neural_network
maintain
0.71
true
83.54
83.54
16.21
0
3,245
Airtel
failed
AI00149667
2025-09-30T04:38:00
IBA-8081
Ibadan
capacity_planning
neural_network
increase
0.77
true
75.89
95.74
19.85
0
4,264
9mobile
success
AI00149668
2025-09-27T16:50:00
ABA-3590
Aba
fault_prediction
random_forest
maintain
0.93
false
68.51
68.51
11.3
0
2,296
9mobile
success
AI00149669
2025-09-13T18:28:00
POR-6685
Port Harcourt
load_balancing
random_forest
increase
0.98
true
82.43
82.43
14.12
0
1,962
9mobile
success
AI00149670
2025-09-25T16:17:00
ENU-2256
Enugu
spectrum_allocation
neural_network
redistribute
0.77
false
62.99
73.71
0
0
1,403
Airtel
success
AI00149671
2025-09-25T10:53:00
JOS-2181
Jos
energy_saving
gradient_boosting
maintain
0.71
true
77.02
77.02
18.37
126.78
549
MTN
partial_success
AI00149672
2025-10-01T03:09:00
CAL-3349
Calabar
capacity_planning
neural_network
decrease
0.92
true
63.2
72.83
9.63
0
3,698
Airtel
success
AI00149673
2025-09-20T07:00:00
CAL-4169
Calabar
capacity_planning
reinforcement_learning
maintain
0.94
true
71.63
82.98
11.35
0
4,705
9mobile
success
AI00149674
2025-10-01T13:07:00
POR-5008
Port Harcourt
handover_optimization
neural_network
increase
0.78
true
75.72
75.72
6.79
0
378
9mobile
success
AI00149675
2025-09-16T01:44:00
KAN-3636
Kano
spectrum_allocation
reinforcement_learning
maintain
0.97
true
70.19
86.22
16.03
0
1,664
MTN
partial_success
AI00149676
2025-09-07T10:04:00
ABE-4829
Abeokuta
capacity_planning
neural_network
increase
0.73
true
77.46
85.16
0
0
2,875
MTN
partial_success
AI00149677
2025-09-20T18:49:00
LAG-5758
Lagos
load_balancing
random_forest
increase
0.83
true
61.36
61.36
12.05
0
757
9mobile
success
AI00149678
2025-09-15T03:19:00
CAL-4934
Calabar
fault_prediction
random_forest
redistribute
0.71
false
68.37
75.38
7.01
0
3,431
MTN
partial_success
AI00149679
2025-09-11T22:48:00
KAD-6434
Kaduna
spectrum_allocation
neural_network
redistribute
0.75
true
72.26
91.61
19.35
0
1,554
9mobile
success
AI00149680
2025-09-25T06:17:00
ENU-8155
Enugu
spectrum_allocation
reinforcement_learning
maintain
0.9
true
73.23
88.28
15.05
0
2,084
MTN
success
AI00149681
2025-10-01T04:15:00
CAL-2820
Calabar
handover_optimization
gradient_boosting
redistribute
0.91
true
63.16
70.14
6.98
0
4,566
9mobile
partial_success
AI00149682
2025-09-20T14:01:00
ONI-7462
Onitsha
capacity_planning
reinforcement_learning
increase
0.86
true
81.22
96.27
15.05
0
1,664
Airtel
success
AI00149683
2025-09-07T00:36:00
JOS-5029
Jos
power_optimization
neural_network
decrease
0.78
false
73.33
73.33
0
60.07
2,795
9mobile
success
AI00149684
2025-09-02T00:06:00
ABA-3788
Aba
load_balancing
random_forest
decrease
0.74
true
82.66
88.42
5.76
0
1,061
MTN
success
AI00149685
2025-09-28T20:45:00
IBA-6297
Ibadan
energy_saving
random_forest
decrease
0.79
true
79.7
97.5
17.8
14.67
761
MTN
success
AI00149686
2025-09-27T00:52:00
BEN-8582
Benin City
energy_saving
random_forest
maintain
0.8
false
62.09
79.77
17.68
168.22
4,630
Glo
partial_success
AI00149687
2025-09-02T06:59:00
ENU-8767
Enugu
power_optimization
random_forest
maintain
0.81
false
63.62
78.22
14.6
72.81
4,576
MTN
partial_success
AI00149688
2025-09-22T15:38:00
ABU-3124
Abuja
interference_mitigation
reinforcement_learning
maintain
0.8
true
78.74
84.3
5.56
0
2,493
Glo
success
AI00149689
2025-09-25T23:05:00
KAN-1056
Kano
spectrum_allocation
neural_network
maintain
0.96
true
69.15
74.19
5.04
0
1,035
Glo
success
AI00149690
2025-09-29T11:13:00
ONI-2068
Onitsha
spectrum_allocation
random_forest
decrease
0.71
true
66.74
76.24
9.5
0
1,876
Glo
success
AI00149691
2025-09-22T01:08:00
JOS-4851
Jos
handover_optimization
neural_network
decrease
0.73
true
75.04
91.88
16.84
0
2,812
Glo
success
AI00149692
2025-09-19T01:39:00
ABU-7754
Abuja
fault_prediction
neural_network
redistribute
0.85
true
63.22
72.43
9.21
0
2,262
MTN
success
AI00149693
2025-09-09T16:56:00
KAD-2493
Kaduna
handover_optimization
random_forest
increase
0.75
true
77.82
97.37
19.55
0
2,351
9mobile
success
AI00149694
2025-09-25T16:07:00
IBA-3265
Ibadan
capacity_planning
neural_network
maintain
0.82
true
81.09
89.37
8.28
0
4,790
Glo
success
AI00149695
2025-09-13T10:58:00
KAN-2371
Kano
fault_prediction
reinforcement_learning
redistribute
0.84
true
62.21
76.57
14.36
0
3,551
Airtel
success
AI00149696
2025-09-19T02:47:00
ABU-5416
Abuja
interference_mitigation
random_forest
increase
0.71
true
72.44
87.93
15.49
0
231
Glo
success
AI00149697
2025-09-08T06:16:00
ILO-5062
Ilorin
capacity_planning
random_forest
increase
0.76
true
82.8
93.49
0
0
3,061
Glo
success
AI00149698
2025-10-01T03:31:00
JOS-2013
Jos
power_optimization
neural_network
maintain
0.9
true
68.24
86.76
18.52
41.49
1,001
MTN
success
AI00149699
2025-09-05T21:24:00
KAD-4710
Kaduna
spectrum_allocation
random_forest
redistribute
0.8
true
83.38
101.38
18
0
3,747
9mobile
success
AI00149700
2025-09-16T09:45:00
POR-4458
Port Harcourt
spectrum_allocation
random_forest
redistribute
0.91
true
71.29
79.07
7.78
0
2,578
9mobile
success