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stringlengths
10
10
timestamp
timestamp[ns]date
2025-09-01 00:00:00
2025-10-01 23:59:00
tower_id
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8
8
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15 values
optimization_type
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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
AI00000001
2025-09-11T16:14:00
ONI-2064
Onitsha
power_optimization
neural_network
decrease
0.83
true
82.58
97.32
14.74
186.49
1,489
9mobile
success
AI00000002
2025-09-20T17:22:00
ENU-2233
Enugu
fault_prediction
neural_network
decrease
0.8
true
78.46
87.6
9.14
0
3,158
MTN
failed
AI00000003
2025-09-09T12:12:00
KAD-3174
Kaduna
energy_saving
reinforcement_learning
redistribute
0.86
true
62.16
62.16
11.3
11.69
4,299
Glo
failed
AI00000004
2025-09-18T06:53:00
ILO-8095
Ilorin
energy_saving
random_forest
maintain
0.78
true
80.96
91.26
10.3
140.33
4,813
Airtel
success
AI00000005
2025-09-13T10:23:00
KAN-3526
Kano
power_optimization
gradient_boosting
increase
0.83
true
84.88
99.34
14.46
33.26
1,859
Glo
success
AI00000006
2025-09-26T09:48:00
ABU-1577
Abuja
energy_saving
random_forest
redistribute
0.77
false
63.14
76.82
13.68
191
4,101
Glo
success
AI00000007
2025-09-24T18:17:00
ABE-6850
Abeokuta
spectrum_allocation
neural_network
increase
0.77
true
63.07
75.11
12.04
0
3,153
Glo
success
AI00000008
2025-09-22T05:08:00
JOS-4400
Jos
spectrum_allocation
gradient_boosting
increase
0.9
true
80.52
80.52
18.39
0
329
Airtel
success
AI00000009
2025-09-17T09:32:00
ABA-2238
Aba
power_optimization
neural_network
maintain
0.88
true
66.17
77.02
10.85
132.68
1,947
9mobile
success
AI00000010
2025-09-02T12:09:00
ABU-5362
Abuja
capacity_planning
reinforcement_learning
increase
0.82
true
71.51
84
12.49
0
3,535
9mobile
success
AI00000011
2025-09-05T18:54:00
ONI-9753
Onitsha
interference_mitigation
neural_network
decrease
0.98
true
74.79
83.82
9.03
0
2,214
Airtel
success
AI00000012
2025-09-12T08:30:00
POR-4825
Port Harcourt
spectrum_allocation
neural_network
increase
0.8
true
67.04
77.02
9.98
0
296
9mobile
success
AI00000013
2025-09-02T03:57:00
ENU-4674
Enugu
spectrum_allocation
neural_network
redistribute
0.9
true
66.66
84.41
17.75
0
3,292
Airtel
partial_success
AI00000014
2025-09-25T10:03:00
IBA-2385
Ibadan
handover_optimization
neural_network
decrease
0.92
true
84.1
84.1
7.72
0
133
9mobile
success
AI00000015
2025-09-08T18:13:00
CAL-6356
Calabar
load_balancing
neural_network
maintain
0.71
true
68.11
82.6
14.49
0
3,310
Glo
success
AI00000016
2025-09-13T18:51:00
ENU-8876
Enugu
interference_mitigation
gradient_boosting
maintain
0.95
true
63.52
78.14
14.62
0
1,792
Airtel
success
AI00000017
2025-09-22T18:55:00
BEN-4324
Benin City
handover_optimization
random_forest
maintain
0.98
true
78.86
78.86
18.11
0
3,618
Glo
success
AI00000018
2025-09-11T23:44:00
WAR-3889
Warri
handover_optimization
reinforcement_learning
maintain
0.84
true
70.9
85.02
14.12
0
2,110
MTN
success
AI00000019
2025-09-15T02:34:00
POR-9946
Port Harcourt
spectrum_allocation
random_forest
decrease
0.97
true
79.13
97.14
18.01
0
4,968
Airtel
partial_success
AI00000020
2025-09-26T23:04:00
CAL-6618
Calabar
interference_mitigation
neural_network
increase
0.76
true
82.7
93.74
0
0
3,186
Glo
success
AI00000021
2025-09-04T14:09:00
CAL-2715
Calabar
interference_mitigation
neural_network
maintain
0.89
true
77.38
87.01
9.63
0
1,558
MTN
success
AI00000022
2025-09-30T20:58:00
ONI-2095
Onitsha
handover_optimization
neural_network
decrease
0.82
false
65.91
76.28
10.37
0
4,463
Airtel
success
AI00000023
2025-09-03T11:25:00
ILO-5142
Ilorin
capacity_planning
neural_network
maintain
0.83
true
75.83
88.54
12.71
0
1,302
9mobile
success
AI00000024
2025-09-26T12:38:00
POR-2708
Port Harcourt
interference_mitigation
random_forest
maintain
0.87
true
79.02
91.1
12.08
0
2,950
Airtel
success
AI00000025
2025-09-16T15:05:00
ONI-9075
Onitsha
spectrum_allocation
neural_network
maintain
0.92
true
63.51
72.2
0
0
2,108
9mobile
success
AI00000026
2025-09-16T05:39:00
KAD-5664
Kaduna
fault_prediction
gradient_boosting
maintain
0.7
true
68.54
73.58
5.04
0
2,483
Glo
success
AI00000027
2025-09-26T18:45:00
LAG-6309
Lagos
spectrum_allocation
gradient_boosting
increase
0.7
true
77.12
87.14
10.02
0
308
Airtel
partial_success
AI00000028
2025-09-23T22:53:00
POR-7721
Port Harcourt
load_balancing
gradient_boosting
decrease
0.75
true
83.38
93.45
10.07
0
870
Glo
success
AI00000029
2025-09-15T10:28:00
WAR-8752
Warri
spectrum_allocation
neural_network
maintain
0.89
true
62.78
67.96
5.18
0
4,840
9mobile
success
AI00000030
2025-09-06T23:38:00
IBA-3512
Ibadan
spectrum_allocation
neural_network
decrease
0.93
false
76.82
90.91
14.09
0
4,401
MTN
success
AI00000031
2025-09-22T07:27:00
CAL-6438
Calabar
fault_prediction
random_forest
maintain
0.74
true
63.98
79.49
15.51
0
3,551
Glo
partial_success
AI00000032
2025-09-12T18:29:00
IBA-3137
Ibadan
energy_saving
gradient_boosting
maintain
0.74
true
84.29
103.06
18.77
147.16
917
Airtel
partial_success
AI00000033
2025-09-28T05:51:00
ABU-1761
Abuja
power_optimization
reinforcement_learning
decrease
0.93
false
76.16
92.62
16.46
98.32
669
9mobile
success
AI00000034
2025-09-11T06:25:00
JOS-9557
Jos
power_optimization
neural_network
increase
0.78
true
75.28
90.41
15.13
97.9
4,809
Glo
partial_success
AI00000035
2025-09-26T20:54:00
BEN-8657
Benin City
power_optimization
gradient_boosting
maintain
0.76
true
81.42
92.81
11.39
168.76
4,871
Airtel
success
AI00000036
2025-09-04T10:19:00
LAG-3935
Lagos
spectrum_allocation
random_forest
decrease
0.75
true
68.4
68.4
14.09
0
2,652
MTN
success
AI00000037
2025-09-13T09:34:00
BEN-3899
Benin City
load_balancing
neural_network
maintain
0.85
false
64
64
16.67
0
108
9mobile
success
AI00000038
2025-09-06T04:17:00
KAD-7850
Kaduna
spectrum_allocation
neural_network
increase
0.92
true
63.79
73.88
10.09
0
3,500
9mobile
failed
AI00000039
2025-09-10T12:16:00
KAN-9260
Kano
fault_prediction
gradient_boosting
increase
0.85
true
81.39
89.8
8.41
0
1,896
9mobile
success
AI00000040
2025-09-18T17:12:00
ENU-8613
Enugu
power_optimization
random_forest
decrease
0.98
true
64.4
84.28
19.88
12.78
1,027
Airtel
success
AI00000041
2025-09-04T04:45:00
ENU-1487
Enugu
capacity_planning
random_forest
increase
0.94
true
64.7
79.64
14.94
0
2,288
MTN
success
AI00000042
2025-09-16T03:22:00
ABU-8410
Abuja
power_optimization
neural_network
maintain
0.72
true
75.3
75.3
10.57
13.11
3,893
Glo
success
AI00000043
2025-09-06T06:21:00
KAN-4122
Kano
capacity_planning
reinforcement_learning
increase
0.79
false
83.85
83.85
0
0
857
Airtel
success
AI00000044
2025-09-22T20:10:00
ABU-1044
Abuja
capacity_planning
neural_network
increase
0.85
true
60.3
79.54
19.24
0
3,049
9mobile
partial_success
AI00000045
2025-09-03T15:38:00
ABU-7896
Abuja
energy_saving
reinforcement_learning
maintain
0.86
true
82.73
89.75
7.02
30.58
2,194
Glo
success
AI00000046
2025-09-24T18:09:00
ILO-5839
Ilorin
energy_saving
random_forest
maintain
0.91
true
76.11
91.81
15.7
90.26
4,075
9mobile
success
AI00000047
2025-09-10T14:39:00
ENU-3936
Enugu
load_balancing
neural_network
increase
0.85
true
74.34
86.57
12.23
0
4,931
MTN
success
AI00000048
2025-09-18T22:01:00
BEN-9446
Benin City
fault_prediction
gradient_boosting
redistribute
0.71
true
73.94
82.84
8.9
0
4,159
Glo
success
AI00000049
2025-09-11T13:21:00
WAR-2411
Warri
power_optimization
neural_network
maintain
0.7
false
76.68
92
15.32
97.78
4,771
MTN
success
AI00000050
2025-09-02T22:34:00
JOS-2334
Jos
capacity_planning
neural_network
increase
0.74
true
83.48
83.48
10.13
0
4,730
Glo
success
AI00000051
2025-09-24T18:07:00
CAL-6214
Calabar
energy_saving
neural_network
redistribute
0.86
true
66.1
74.43
8.33
97.6
1,143
Airtel
success
AI00000052
2025-09-13T22:12:00
ONI-6467
Onitsha
interference_mitigation
random_forest
maintain
0.72
true
72.85
80.67
7.82
0
1,672
9mobile
success
AI00000053
2025-09-10T21:05:00
JOS-9220
Jos
fault_prediction
neural_network
decrease
0.74
false
70.2
70.2
14.11
0
3,898
Glo
success
AI00000054
2025-09-23T15:24:00
POR-7172
Port Harcourt
capacity_planning
neural_network
redistribute
0.82
true
74.15
83.29
0
0
3,484
9mobile
success
AI00000055
2025-09-16T19:19:00
ABA-4100
Aba
interference_mitigation
neural_network
maintain
0.93
true
67.5
82.12
14.62
0
3,170
Airtel
success
AI00000056
2025-09-05T11:27:00
ABU-4690
Abuja
spectrum_allocation
neural_network
redistribute
0.99
true
71.72
89.68
17.96
0
511
Airtel
success
AI00000057
2025-09-30T10:17:00
ENU-4326
Enugu
interference_mitigation
gradient_boosting
increase
0.74
true
78.04
93.98
15.94
0
1,532
Glo
success
AI00000058
2025-09-01T22:18:00
IBA-6777
Ibadan
spectrum_allocation
reinforcement_learning
maintain
0.91
true
63.7
71.01
7.31
0
1,721
9mobile
success
AI00000059
2025-09-07T19:51:00
WAR-8374
Warri
fault_prediction
random_forest
increase
0.74
true
76.25
82.14
5.89
0
1,720
9mobile
success
AI00000060
2025-09-27T06:22:00
WAR-5534
Warri
interference_mitigation
reinforcement_learning
maintain
0.86
true
75.8
91.73
0
0
4,433
Airtel
success
AI00000061
2025-09-15T20:22:00
JOS-1097
Jos
capacity_planning
neural_network
maintain
0.75
false
83.88
83.88
9.57
0
3,452
Glo
partial_success
AI00000062
2025-09-11T08:12:00
KAD-9190
Kaduna
spectrum_allocation
neural_network
increase
0.89
true
71.85
81
9.15
0
4,288
9mobile
success
AI00000063
2025-09-10T03:28:00
BEN-9048
Benin City
interference_mitigation
random_forest
decrease
0.91
true
73.31
90.73
0
0
3,732
MTN
success
AI00000064
2025-09-17T16:18:00
ILO-3339
Ilorin
energy_saving
neural_network
redistribute
0.92
true
65.42
79.01
13.59
145.58
620
Glo
success
AI00000065
2025-09-03T09:53:00
BEN-6009
Benin City
fault_prediction
neural_network
decrease
0.83
true
65.87
83.52
17.65
0
1,997
MTN
success
AI00000066
2025-09-16T12:58:00
ONI-5935
Onitsha
load_balancing
neural_network
maintain
0.71
true
71.82
71.82
15.14
0
2,930
9mobile
success
AI00000067
2025-09-19T11:07:00
ENU-6677
Enugu
load_balancing
gradient_boosting
decrease
0.92
true
84.75
102.61
17.86
0
1,182
Glo
success
AI00000068
2025-09-03T11:42:00
IBA-2233
Ibadan
fault_prediction
neural_network
maintain
0.81
true
84.73
90
5.27
0
494
9mobile
success
AI00000069
2025-09-06T04:44:00
IBA-9136
Ibadan
handover_optimization
gradient_boosting
decrease
0.97
true
80.42
94.65
14.23
0
3,139
9mobile
failed
AI00000070
2025-09-29T02:27:00
KAN-9342
Kano
spectrum_allocation
neural_network
maintain
0.96
true
74.65
89.23
14.58
0
4,541
MTN
success
AI00000071
2025-09-12T01:07:00
ONI-3835
Onitsha
spectrum_allocation
reinforcement_learning
maintain
0.74
true
70.59
88.14
17.55
0
444
9mobile
success
AI00000072
2025-09-11T12:49:00
ONI-2115
Onitsha
capacity_planning
neural_network
maintain
0.98
true
64.6
77.47
12.87
0
4,737
9mobile
success
AI00000073
2025-09-22T19:27:00
IBA-3668
Ibadan
interference_mitigation
neural_network
maintain
0.95
true
83.03
95.76
12.73
0
4,612
Airtel
success
AI00000074
2025-09-29T17:49:00
ABE-6542
Abeokuta
load_balancing
neural_network
increase
0.76
true
71.8
85.76
13.96
0
4,043
Airtel
success
AI00000075
2025-09-24T04:19:00
POR-9343
Port Harcourt
spectrum_allocation
reinforcement_learning
maintain
0.85
true
65.61
74.19
0
0
1,707
9mobile
success
AI00000076
2025-09-02T08:45:00
ABE-6254
Abeokuta
load_balancing
gradient_boosting
increase
0.92
true
69.85
89
19.15
0
4,463
MTN
partial_success
AI00000077
2025-09-30T11:09:00
ABU-1470
Abuja
fault_prediction
gradient_boosting
redistribute
0.94
true
73.7
84.58
0
0
4,554
Glo
success
AI00000078
2025-09-11T13:30:00
POR-6305
Port Harcourt
interference_mitigation
neural_network
redistribute
0.82
true
61.05
79.08
18.03
0
3,747
Airtel
success
AI00000079
2025-09-20T10:46:00
ILO-4924
Ilorin
power_optimization
neural_network
maintain
0.83
true
69.93
69.93
0
88.38
2,999
9mobile
success
AI00000080
2025-09-06T23:09:00
WAR-9407
Warri
energy_saving
gradient_boosting
maintain
0.81
true
83.83
90.91
0
26.59
4,012
Glo
partial_success
AI00000081
2025-09-30T11:54:00
KAN-5450
Kano
power_optimization
gradient_boosting
decrease
0.78
true
73.57
81.35
7.78
11.19
1,538
Glo
success
AI00000082
2025-09-30T19:27:00
ABE-2357
Abeokuta
energy_saving
random_forest
decrease
0.83
true
74.45
87.02
12.57
30.85
743
9mobile
success
AI00000083
2025-09-25T18:09:00
POR-3485
Port Harcourt
fault_prediction
random_forest
maintain
0.95
true
64.36
64.36
5.8
0
1,187
9mobile
success
AI00000084
2025-09-01T20:10:00
WAR-3125
Warri
handover_optimization
reinforcement_learning
decrease
0.93
true
83.19
102.96
19.77
0
2,496
MTN
success
AI00000085
2025-09-13T02:33:00
POR-3721
Port Harcourt
power_optimization
gradient_boosting
increase
0.86
true
71.11
80.13
0
153.32
3,193
Airtel
success
AI00000086
2025-09-29T11:13:00
ENU-1825
Enugu
handover_optimization
neural_network
increase
0.79
true
72.08
72.08
0
0
1,150
Airtel
partial_success
AI00000087
2025-09-03T11:05:00
POR-7293
Port Harcourt
load_balancing
gradient_boosting
maintain
0.88
true
77.68
97.39
19.71
0
2,532
MTN
partial_success
AI00000088
2025-09-07T10:00:00
BEN-2451
Benin City
fault_prediction
gradient_boosting
redistribute
0.72
true
76.94
88.81
11.87
0
3,129
9mobile
success
AI00000089
2025-09-21T14:22:00
IBA-3664
Ibadan
interference_mitigation
random_forest
increase
0.77
true
63.85
71.36
7.51
0
1,161
MTN
partial_success
AI00000090
2025-09-26T13:11:00
KAN-5250
Kano
handover_optimization
gradient_boosting
redistribute
0.96
true
62.77
82.26
19.49
0
3,120
9mobile
success
AI00000091
2025-09-17T15:59:00
ABE-4119
Abeokuta
energy_saving
neural_network
maintain
0.71
false
72.58
82.16
9.58
56.54
2,051
9mobile
success
AI00000092
2025-09-28T00:21:00
ENU-3961
Enugu
power_optimization
reinforcement_learning
increase
0.94
true
77.93
93.21
15.28
52.52
3,309
Airtel
success
AI00000093
2025-10-01T09:28:00
ABE-5421
Abeokuta
energy_saving
random_forest
decrease
0.85
true
71.56
80.68
9.12
61.45
3,657
Airtel
partial_success
AI00000094
2025-09-17T01:34:00
ONI-5762
Onitsha
fault_prediction
random_forest
decrease
0.86
false
84.89
96.9
12.01
0
1,121
Glo
success
AI00000095
2025-09-26T08:41:00
ENU-9336
Enugu
fault_prediction
neural_network
redistribute
0.78
true
81.73
99.33
0
0
3,987
Glo
success
AI00000096
2025-09-08T21:43:00
KAD-5023
Kaduna
power_optimization
reinforcement_learning
decrease
0.78
true
64.15
78.45
14.3
64.89
4,763
Airtel
success
AI00000097
2025-09-20T19:16:00
CAL-5815
Calabar
capacity_planning
neural_network
maintain
0.8
true
61.25
71.67
10.42
0
2,541
Glo
success
AI00000098
2025-09-29T11:23:00
WAR-1128
Warri
load_balancing
neural_network
increase
0.74
true
74.79
81.28
6.49
0
3,309
9mobile
success
AI00000099
2025-09-12T13:55:00
ONI-6206
Onitsha
fault_prediction
gradient_boosting
redistribute
0.73
true
75.19
91.48
16.29
0
2,601
MTN
partial_success
AI00000100
2025-09-14T16:08:00
LAG-1204
Lagos
capacity_planning
random_forest
increase
0.81
true
82.42
94.99
12.57
0
2,767
Airtel
success