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
AI00149501
2025-09-18T17:06:00
ABE-7269
Abeokuta
handover_optimization
neural_network
maintain
0.94
true
73.43
88.26
14.83
0
4,036
Glo
success
AI00149502
2025-09-28T02:59:00
ONI-9810
Onitsha
capacity_planning
random_forest
decrease
0.8
false
83.69
89.37
5.68
0
2,900
MTN
success
AI00149503
2025-09-11T04:23:00
KAN-4576
Kano
power_optimization
neural_network
decrease
0.8
true
64.96
79.16
14.2
186.57
2,599
Airtel
failed
AI00149504
2025-09-01T04:33:00
POR-7139
Port Harcourt
capacity_planning
neural_network
redistribute
0.93
true
74.75
79.95
0
0
2,115
MTN
failed
AI00149505
2025-09-12T00:55:00
ONI-7390
Onitsha
power_optimization
neural_network
increase
0.91
false
69.66
75.62
5.96
71.41
2,753
Airtel
success
AI00149506
2025-09-14T02:50:00
IBA-7345
Ibadan
capacity_planning
neural_network
maintain
0.72
true
60.11
74.89
14.78
0
2,823
Glo
failed
AI00149507
2025-09-04T11:12:00
ABA-6119
Aba
fault_prediction
neural_network
maintain
0.89
true
75.33
93.35
18.02
0
611
9mobile
success
AI00149508
2025-09-02T07:41:00
WAR-8351
Warri
interference_mitigation
gradient_boosting
maintain
0.92
true
62.99
74.35
11.36
0
4,137
Glo
success
AI00149509
2025-09-05T04:33:00
ONI-5264
Onitsha
energy_saving
reinforcement_learning
redistribute
0.97
true
72.75
87.99
15.24
94.7
1,142
Glo
success
AI00149510
2025-09-25T06:00:00
CAL-8319
Calabar
power_optimization
neural_network
maintain
0.92
false
62.99
77.09
14.1
85.49
4,145
Airtel
success
AI00149511
2025-09-06T11:03:00
KAD-2041
Kaduna
power_optimization
gradient_boosting
maintain
0.74
true
81.9
88.67
6.77
10.36
2,439
MTN
success
AI00149512
2025-09-19T21:53:00
KAD-5386
Kaduna
load_balancing
neural_network
maintain
0.73
true
82.38
88.34
5.96
0
1,642
Airtel
success
AI00149513
2025-09-16T08:06:00
LAG-6870
Lagos
spectrum_allocation
random_forest
increase
0.97
true
70.16
70.16
16.15
0
4,039
Glo
success
AI00149514
2025-09-06T13:18:00
ABU-6601
Abuja
interference_mitigation
gradient_boosting
decrease
0.76
true
80.48
96.21
15.73
0
3,817
Airtel
success
AI00149515
2025-09-26T02:13:00
LAG-3466
Lagos
power_optimization
random_forest
redistribute
0.81
true
79.75
96.62
16.87
50.08
3,271
9mobile
success
AI00149516
2025-09-12T00:34:00
ENU-7648
Enugu
handover_optimization
neural_network
redistribute
0.75
false
76.75
92.78
16.03
0
4,767
MTN
partial_success
AI00149517
2025-09-02T03:50:00
BEN-3813
Benin City
handover_optimization
neural_network
decrease
0.94
true
80.21
94.04
13.83
0
4,247
9mobile
success
AI00149518
2025-09-29T17:38:00
POR-2566
Port Harcourt
load_balancing
reinforcement_learning
redistribute
0.76
true
73.8
87.95
14.15
0
3,148
Airtel
success
AI00149519
2025-09-11T12:20:00
POR-9734
Port Harcourt
handover_optimization
neural_network
redistribute
0.78
true
75.06
89.1
14.04
0
1,617
Glo
success
AI00149520
2025-09-28T01:35:00
POR-6526
Port Harcourt
capacity_planning
reinforcement_learning
maintain
0.93
false
72.95
85.55
12.6
0
2,513
MTN
success
AI00149521
2025-09-14T03:01:00
WAR-2187
Warri
load_balancing
random_forest
decrease
0.88
true
64.78
77.25
12.47
0
1,333
9mobile
success
AI00149522
2025-09-07T17:23:00
ABE-7270
Abeokuta
capacity_planning
random_forest
decrease
0.72
true
69.87
69.87
7.57
0
205
Glo
success
AI00149523
2025-09-24T03:14:00
ILO-6010
Ilorin
load_balancing
random_forest
increase
0.78
true
62.9
81.68
0
0
2,583
Airtel
partial_success
AI00149524
2025-10-01T13:42:00
LAG-7188
Lagos
energy_saving
neural_network
redistribute
0.75
true
64.16
75.34
11.18
62.48
4,599
MTN
success
AI00149525
2025-09-18T12:00:00
ONI-7002
Onitsha
capacity_planning
neural_network
increase
0.78
true
68.79
76.33
7.54
0
3,840
MTN
success
AI00149526
2025-09-24T03:22:00
CAL-2377
Calabar
spectrum_allocation
neural_network
increase
0.79
true
62.13
72.44
10.31
0
1,824
Airtel
success
AI00149527
2025-09-03T13:50:00
ABA-8835
Aba
capacity_planning
reinforcement_learning
maintain
0.85
true
69.8
82.91
13.11
0
4,145
Glo
success
AI00149528
2025-09-22T10:45:00
JOS-1548
Jos
spectrum_allocation
neural_network
maintain
0.86
true
64.88
81.17
16.29
0
3,014
Glo
success
AI00149529
2025-09-24T02:16:00
BEN-3786
Benin City
interference_mitigation
gradient_boosting
maintain
0.75
true
76.46
88.95
12.49
0
4,491
Airtel
success
AI00149530
2025-09-05T10:21:00
JOS-6638
Jos
load_balancing
reinforcement_learning
increase
0.92
false
74.13
84.1
9.97
0
2,640
9mobile
success
AI00149531
2025-09-21T23:15:00
ABA-2599
Aba
handover_optimization
reinforcement_learning
redistribute
0.87
true
82.76
99.75
16.99
0
4,864
Airtel
success
AI00149532
2025-09-06T09:44:00
JOS-9713
Jos
load_balancing
random_forest
decrease
0.88
false
60.6
60.6
0
0
2,932
Airtel
success
AI00149533
2025-09-19T09:46:00
ABE-6225
Abeokuta
fault_prediction
neural_network
increase
0.73
true
78.33
91.3
12.97
0
2,053
MTN
success
AI00149534
2025-09-07T15:39:00
ILO-1914
Ilorin
capacity_planning
reinforcement_learning
redistribute
0.88
true
68.03
80.44
12.41
0
3,685
Airtel
partial_success
AI00149535
2025-09-11T21:44:00
ABE-7460
Abeokuta
handover_optimization
random_forest
increase
0.85
true
62.27
74.92
12.65
0
562
MTN
success
AI00149536
2025-09-02T00:28:00
BEN-3908
Benin City
power_optimization
gradient_boosting
maintain
0.8
false
68.4
68.4
17.85
92.69
3,692
Airtel
success
AI00149537
2025-09-24T02:30:00
ABU-4549
Abuja
power_optimization
gradient_boosting
maintain
0.91
true
76.99
85.21
8.22
130.35
3,357
Glo
success
AI00149538
2025-09-18T19:54:00
ENU-2861
Enugu
fault_prediction
random_forest
decrease
0.89
true
76.24
82.54
6.3
0
1,586
9mobile
success
AI00149539
2025-09-09T03:23:00
ABE-7224
Abeokuta
interference_mitigation
reinforcement_learning
increase
0.85
true
84.63
84.63
8.58
0
1,034
9mobile
success
AI00149540
2025-10-01T10:49:00
ABE-8040
Abeokuta
energy_saving
neural_network
maintain
0.94
false
60.21
75.11
14.9
16.93
3,840
Airtel
success
AI00149541
2025-09-29T16:42:00
WAR-5584
Warri
load_balancing
random_forest
increase
0.71
false
67.86
84.74
16.88
0
3,291
MTN
success
AI00149542
2025-09-19T06:32:00
IBA-9239
Ibadan
load_balancing
random_forest
maintain
0.74
true
73.7
92.62
18.92
0
877
9mobile
failed
AI00149543
2025-09-22T23:08:00
WAR-9175
Warri
interference_mitigation
reinforcement_learning
maintain
0.76
false
65.63
85.42
19.79
0
2,195
Airtel
success
AI00149544
2025-10-01T16:40:00
CAL-7324
Calabar
spectrum_allocation
neural_network
maintain
0.88
true
79.68
90.36
10.68
0
2,116
MTN
success
AI00149545
2025-09-10T08:15:00
ILO-8171
Ilorin
interference_mitigation
reinforcement_learning
maintain
0.98
true
80.35
86.95
6.6
0
1,557
Glo
partial_success
AI00149546
2025-09-19T12:42:00
ENU-6635
Enugu
spectrum_allocation
gradient_boosting
decrease
0.97
true
73.57
90.09
16.52
0
120
Glo
failed
AI00149547
2025-09-10T18:37:00
ILO-8809
Ilorin
energy_saving
neural_network
maintain
0.96
true
65.05
65.05
5.71
81.07
3,253
Glo
success
AI00149548
2025-09-17T11:19:00
JOS-8211
Jos
handover_optimization
neural_network
increase
0.79
true
65.37
82.51
17.14
0
2,152
MTN
success
AI00149549
2025-09-21T13:29:00
KAN-9173
Kano
power_optimization
neural_network
maintain
0.86
true
64.45
70.83
6.38
96.2
4,917
Airtel
success
AI00149550
2025-09-11T17:38:00
ENU-8482
Enugu
interference_mitigation
random_forest
decrease
0.95
true
81.56
87.74
6.18
0
1,241
Airtel
success
AI00149551
2025-09-30T23:49:00
ABU-1904
Abuja
spectrum_allocation
reinforcement_learning
maintain
0.71
true
77.34
96.4
19.06
0
1,820
Airtel
success
AI00149552
2025-09-12T22:47:00
ABA-1847
Aba
energy_saving
neural_network
decrease
0.93
true
71.84
71.84
7.83
190.22
2,114
9mobile
success
AI00149553
2025-09-25T23:38:00
WAR-1087
Warri
interference_mitigation
neural_network
redistribute
0.96
true
62.61
74.07
11.46
0
3,148
Glo
success
AI00149554
2025-09-22T14:45:00
ONI-1472
Onitsha
interference_mitigation
neural_network
decrease
0.7
true
61.13
81.07
19.94
0
4,903
Glo
success
AI00149555
2025-09-13T18:45:00
ILO-6350
Ilorin
capacity_planning
reinforcement_learning
increase
0.73
true
60.67
72.14
11.47
0
1,058
9mobile
success
AI00149556
2025-09-30T07:28:00
WAR-2833
Warri
handover_optimization
neural_network
increase
0.96
true
70.03
76.35
6.32
0
1,747
MTN
success
AI00149557
2025-09-23T11:17:00
ILO-8506
Ilorin
energy_saving
random_forest
maintain
0.99
true
71.81
80.99
9.18
139.26
2,790
MTN
success
AI00149558
2025-09-07T15:22:00
ABE-7697
Abeokuta
fault_prediction
gradient_boosting
maintain
0.98
true
76.22
76.22
6.85
0
2,357
Airtel
success
AI00149559
2025-09-24T03:30:00
ABA-7547
Aba
interference_mitigation
reinforcement_learning
decrease
0.88
false
69.62
78.99
9.37
0
2,893
Airtel
partial_success
AI00149560
2025-09-28T07:06:00
BEN-8921
Benin City
load_balancing
random_forest
decrease
0.96
true
69.42
85.49
16.07
0
3,321
MTN
success
AI00149561
2025-09-14T03:17:00
LAG-4857
Lagos
energy_saving
neural_network
maintain
0.92
true
71.98
80.5
8.52
121.3
2,564
Airtel
success
AI00149562
2025-09-09T23:41:00
ABU-7596
Abuja
interference_mitigation
random_forest
decrease
0.86
false
62.77
69.41
6.64
0
4,100
9mobile
success
AI00149563
2025-09-21T04:04:00
WAR-8325
Warri
energy_saving
neural_network
maintain
0.98
true
84.61
100.78
16.17
133.55
2,927
MTN
partial_success
AI00149564
2025-09-30T10:45:00
BEN-6650
Benin City
fault_prediction
reinforcement_learning
increase
0.87
true
69.64
88.53
18.89
0
4,298
Airtel
success
AI00149565
2025-09-08T17:32:00
IBA-2659
Ibadan
spectrum_allocation
random_forest
decrease
0.71
true
66.45
80.07
0
0
2,186
MTN
success
AI00149566
2025-09-30T09:34:00
IBA-2803
Ibadan
load_balancing
neural_network
redistribute
0.82
true
76.16
92.74
16.58
0
1,770
Glo
success
AI00149567
2025-09-19T03:31:00
KAN-5168
Kano
interference_mitigation
reinforcement_learning
increase
0.97
true
77.6
91.76
14.16
0
401
Glo
partial_success
AI00149568
2025-10-01T21:23:00
ABE-3001
Abeokuta
energy_saving
random_forest
redistribute
0.9
true
84.31
84.31
11.29
11.37
3,341
Glo
success
AI00149569
2025-09-16T14:55:00
LAG-7420
Lagos
interference_mitigation
random_forest
maintain
0.99
true
64.46
76.81
12.35
0
3,137
Airtel
success
AI00149570
2025-09-13T22:42:00
ONI-9571
Onitsha
spectrum_allocation
neural_network
decrease
0.97
true
73.01
78.02
5.01
0
2,676
Glo
success
AI00149571
2025-09-27T13:06:00
WAR-1630
Warri
fault_prediction
gradient_boosting
decrease
0.73
true
84.43
100.65
16.22
0
3,536
Airtel
success
AI00149572
2025-09-26T15:21:00
ABE-4006
Abeokuta
spectrum_allocation
gradient_boosting
increase
0.96
true
63.05
72.03
8.98
0
2,846
MTN
success
AI00149573
2025-09-27T17:11:00
WAR-6840
Warri
load_balancing
random_forest
decrease
0.78
true
74.81
74.81
19.87
0
4,240
Glo
success
AI00149574
2025-09-04T03:49:00
IBA-3715
Ibadan
interference_mitigation
neural_network
decrease
0.87
true
65.01
76.01
11
0
2,603
9mobile
success
AI00149575
2025-09-16T21:04:00
ABU-7805
Abuja
spectrum_allocation
neural_network
redistribute
0.72
false
77.25
92.92
15.67
0
273
MTN
success
AI00149576
2025-09-02T23:38:00
LAG-4729
Lagos
fault_prediction
neural_network
decrease
0.8
true
71.16
86.2
0
0
865
Airtel
success
AI00149577
2025-09-20T10:31:00
LAG-5191
Lagos
fault_prediction
neural_network
maintain
0.82
true
84.82
98.51
13.69
0
2,325
MTN
success
AI00149578
2025-09-06T11:33:00
ENU-9728
Enugu
interference_mitigation
gradient_boosting
increase
0.71
true
83.08
83.08
0
0
1,981
Airtel
success
AI00149579
2025-09-29T03:50:00
JOS-6834
Jos
handover_optimization
random_forest
decrease
0.87
true
81.84
81.84
6.9
0
3,119
9mobile
success
AI00149580
2025-09-21T11:53:00
IBA-4737
Ibadan
handover_optimization
gradient_boosting
maintain
0.84
false
77.24
92.1
14.86
0
406
Airtel
success
AI00149581
2025-09-04T01:26:00
LAG-2104
Lagos
spectrum_allocation
neural_network
decrease
0.93
true
79.31
98.52
19.21
0
2,611
Airtel
success
AI00149582
2025-09-08T20:15:00
KAD-9252
Kaduna
capacity_planning
reinforcement_learning
maintain
0.78
true
66.16
84.03
17.87
0
2,701
Airtel
success
AI00149583
2025-09-09T21:55:00
BEN-4996
Benin City
spectrum_allocation
reinforcement_learning
maintain
0.97
true
60.93
72.47
11.54
0
3,802
MTN
success
AI00149584
2025-09-21T03:11:00
ONI-4375
Onitsha
energy_saving
neural_network
increase
0.88
true
69.42
82.37
12.95
102.16
2,247
Airtel
partial_success
AI00149585
2025-09-06T06:31:00
JOS-1504
Jos
capacity_planning
gradient_boosting
maintain
0.82
true
78.24
84.06
5.82
0
4,175
9mobile
success
AI00149586
2025-09-02T08:53:00
CAL-6641
Calabar
power_optimization
reinforcement_learning
maintain
0.9
true
81.48
92.62
0
181.67
3,195
MTN
success
AI00149587
2025-09-17T21:15:00
KAD-6794
Kaduna
spectrum_allocation
neural_network
maintain
0.85
true
76.36
88.23
11.87
0
1,310
Airtel
partial_success
AI00149588
2025-09-10T13:43:00
IBA-3368
Ibadan
energy_saving
neural_network
redistribute
0.91
true
67.34
67.34
17.8
175.92
2,841
MTN
success
AI00149589
2025-09-01T01:27:00
LAG-7375
Lagos
load_balancing
gradient_boosting
increase
0.98
true
83.96
102.23
18.27
0
800
MTN
success
AI00149590
2025-09-07T02:31:00
LAG-3801
Lagos
spectrum_allocation
random_forest
maintain
0.76
true
75.61
86.87
11.26
0
3,716
Glo
success
AI00149591
2025-09-26T01:35:00
ABA-5775
Aba
load_balancing
neural_network
maintain
0.79
false
81.53
99.46
17.93
0
883
Glo
success
AI00149592
2025-09-13T07:21:00
ILO-3726
Ilorin
energy_saving
neural_network
increase
0.95
true
70.12
79.76
9.64
177.12
1,773
MTN
success
AI00149593
2025-09-02T03:26:00
ONI-9754
Onitsha
energy_saving
neural_network
maintain
0.74
true
72.12
84.76
0
81.47
679
MTN
success
AI00149594
2025-09-14T05:54:00
POR-6421
Port Harcourt
spectrum_allocation
gradient_boosting
maintain
0.87
false
71.69
86.68
14.99
0
478
MTN
success
AI00149595
2025-09-20T23:58:00
JOS-4233
Jos
handover_optimization
random_forest
maintain
0.89
true
71.67
71.67
17.12
0
2,060
Airtel
failed
AI00149596
2025-09-18T16:11:00
ILO-7171
Ilorin
power_optimization
neural_network
maintain
0.96
true
72.37
83.22
10.85
168.7
3,672
Airtel
success
AI00149597
2025-09-02T12:23:00
ILO-8326
Ilorin
spectrum_allocation
neural_network
decrease
0.72
true
79.58
89.32
9.74
0
2,074
9mobile
partial_success
AI00149598
2025-09-16T03:34:00
LAG-8603
Lagos
load_balancing
gradient_boosting
decrease
0.86
true
71.25
71.25
11.71
0
4,573
9mobile
success
AI00149599
2025-09-12T05:54:00
POR-1118
Port Harcourt
handover_optimization
gradient_boosting
decrease
0.87
true
69.58
74.99
5.41
0
2,244
9mobile
success
AI00149600
2025-09-19T10:06:00
KAD-1809
Kaduna
interference_mitigation
random_forest
maintain
0.9
true
61.51
70.61
9.1
0
578
MTN
success