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
AI00000101
2025-09-05T12:01:00
ILO-7229
Ilorin
capacity_planning
random_forest
increase
0.76
false
73.74
85.05
0
0
4,550
MTN
success
AI00000102
2025-09-19T19:36:00
KAD-9260
Kaduna
spectrum_allocation
reinforcement_learning
maintain
0.91
true
68.47
68.47
9.02
0
1,451
Glo
success
AI00000103
2025-09-04T09:06:00
ENU-8583
Enugu
interference_mitigation
reinforcement_learning
redistribute
0.77
true
80.99
97.26
16.27
0
3,085
Glo
success
AI00000104
2025-09-15T16:51:00
ONI-7297
Onitsha
capacity_planning
random_forest
redistribute
0.98
true
76.1
86.91
10.81
0
2,832
Airtel
success
AI00000105
2025-09-04T13:51:00
BEN-2379
Benin City
spectrum_allocation
gradient_boosting
decrease
0.82
true
70.23
70.23
6.7
0
4,559
MTN
failed
AI00000106
2025-09-07T01:16:00
ONI-2702
Onitsha
power_optimization
neural_network
increase
0.8
true
64.07
70.28
6.21
97.09
3,338
Glo
success
AI00000107
2025-10-01T08:19:00
LAG-8777
Lagos
spectrum_allocation
gradient_boosting
decrease
0.86
true
74.22
84.91
10.69
0
1,105
Glo
success
AI00000108
2025-09-07T03:28:00
BEN-6976
Benin City
spectrum_allocation
gradient_boosting
redistribute
0.79
true
62.15
73.49
11.34
0
616
MTN
success
AI00000109
2025-09-02T19:24:00
ABE-6919
Abeokuta
power_optimization
neural_network
increase
0.79
true
70.84
84.41
13.57
121.19
1,785
9mobile
success
AI00000110
2025-09-25T05:13:00
KAN-4800
Kano
power_optimization
neural_network
increase
0.93
true
83.8
98.11
0
151.91
265
Glo
success
AI00000111
2025-09-27T10:58:00
ENU-2901
Enugu
power_optimization
neural_network
increase
0.97
true
66.33
73.28
6.95
92.43
2,167
MTN
success
AI00000112
2025-09-01T16:47:00
WAR-4163
Warri
capacity_planning
gradient_boosting
decrease
0.97
true
73.02
78.1
5.08
0
3,009
MTN
success
AI00000113
2025-09-06T16:58:00
ONI-2217
Onitsha
energy_saving
reinforcement_learning
redistribute
0.74
true
80.16
80.16
0
179.73
4,570
MTN
failed
AI00000114
2025-09-29T12:30:00
WAR-4783
Warri
capacity_planning
reinforcement_learning
increase
0.8
true
83.69
98.81
15.12
0
3,854
Airtel
success
AI00000115
2025-09-03T23:02:00
ABU-2395
Abuja
energy_saving
neural_network
decrease
0.93
true
73.78
86.14
12.36
176.92
3,136
Airtel
success
AI00000116
2025-09-19T23:09:00
KAN-3396
Kano
power_optimization
neural_network
maintain
0.72
true
75.96
84.8
8.84
189.78
2,885
MTN
success
AI00000117
2025-09-08T15:25:00
POR-7568
Port Harcourt
interference_mitigation
gradient_boosting
increase
0.86
true
80.43
80.43
7.98
0
2,807
Glo
success
AI00000118
2025-09-26T09:56:00
LAG-9933
Lagos
spectrum_allocation
neural_network
maintain
0.81
true
77.35
77.35
0
0
3,413
Glo
success
AI00000119
2025-09-21T15:28:00
IBA-4462
Ibadan
energy_saving
reinforcement_learning
maintain
0.97
true
80.25
87.08
6.83
170.99
265
9mobile
success
AI00000120
2025-09-06T09:02:00
ENU-2296
Enugu
handover_optimization
neural_network
maintain
0.86
true
76.04
94.05
0
0
970
9mobile
success
AI00000121
2025-09-23T19:46:00
ILO-2221
Ilorin
interference_mitigation
neural_network
redistribute
0.73
true
69.39
69.39
14.81
0
4,587
9mobile
success
AI00000122
2025-09-21T09:20:00
WAR-6758
Warri
power_optimization
neural_network
increase
0.98
false
81.11
93.1
11.99
125.53
1,944
Glo
success
AI00000123
2025-09-19T08:44:00
LAG-6768
Lagos
load_balancing
neural_network
decrease
0.77
true
81.64
87.89
6.25
0
4,698
Airtel
success
AI00000124
2025-09-24T08:49:00
KAD-6576
Kaduna
handover_optimization
reinforcement_learning
redistribute
0.72
true
73.53
73.53
8.69
0
3,683
MTN
success
AI00000125
2025-09-18T05:20:00
CAL-5630
Calabar
fault_prediction
random_forest
increase
0.85
true
81.55
89.51
7.96
0
591
Glo
success
AI00000126
2025-09-16T04:12:00
CAL-4743
Calabar
interference_mitigation
neural_network
redistribute
0.74
true
78.46
92.6
14.14
0
2,482
Glo
success
AI00000127
2025-09-04T14:04:00
ILO-4773
Ilorin
power_optimization
random_forest
maintain
0.89
false
60.81
77.05
16.24
154.09
674
MTN
partial_success
AI00000128
2025-09-02T02:02:00
JOS-6063
Jos
power_optimization
neural_network
maintain
0.8
true
76.88
86.03
9.15
164.02
1,290
Glo
success
AI00000129
2025-09-10T07:53:00
IBA-6909
Ibadan
capacity_planning
neural_network
maintain
0.84
true
75.26
93.28
18.02
0
2,557
Airtel
partial_success
AI00000130
2025-09-19T02:42:00
ABA-6439
Aba
fault_prediction
gradient_boosting
decrease
0.94
true
60.8
77.92
17.12
0
2,845
Airtel
success
AI00000131
2025-09-04T01:25:00
ILO-2686
Ilorin
spectrum_allocation
reinforcement_learning
increase
0.95
true
71.19
86.1
14.91
0
4,201
MTN
success
AI00000132
2025-09-24T06:52:00
IBA-8319
Ibadan
interference_mitigation
gradient_boosting
increase
0.8
true
67.56
85.68
18.12
0
3,355
Glo
success
AI00000133
2025-09-22T09:47:00
JOS-7299
Jos
capacity_planning
random_forest
redistribute
0.81
false
70.99
88.08
17.09
0
349
Glo
partial_success
AI00000134
2025-09-29T13:32:00
KAD-8432
Kaduna
spectrum_allocation
random_forest
redistribute
0.9
true
68.24
76.76
0
0
453
Glo
success
AI00000135
2025-09-21T09:10:00
KAD-2158
Kaduna
spectrum_allocation
neural_network
decrease
0.87
true
64.32
64.32
11.04
0
3,514
9mobile
success
AI00000136
2025-09-21T19:23:00
WAR-7157
Warri
load_balancing
random_forest
decrease
0.7
true
71.66
79.84
8.18
0
456
MTN
success
AI00000137
2025-09-08T05:30:00
ABU-1657
Abuja
fault_prediction
gradient_boosting
increase
0.8
true
78.65
95.37
16.72
0
3,862
Airtel
success
AI00000138
2025-09-08T02:43:00
JOS-3950
Jos
fault_prediction
neural_network
maintain
0.7
true
70.55
75.78
5.23
0
1,128
9mobile
failed
AI00000139
2025-09-18T07:37:00
ABA-7604
Aba
handover_optimization
random_forest
decrease
0.95
true
84.35
91.05
0
0
1,331
9mobile
success
AI00000140
2025-09-04T06:38:00
ABA-5825
Aba
fault_prediction
reinforcement_learning
decrease
0.72
false
70.96
85.81
14.85
0
2,635
9mobile
success
AI00000141
2025-09-11T05:54:00
ENU-1984
Enugu
power_optimization
random_forest
decrease
0.81
false
63.38
70.44
7.06
105.96
903
MTN
success
AI00000142
2025-09-22T10:33:00
KAD-2048
Kaduna
interference_mitigation
random_forest
decrease
0.72
true
80.93
93.89
12.96
0
175
Airtel
success
AI00000143
2025-09-14T19:28:00
IBA-3309
Ibadan
handover_optimization
reinforcement_learning
redistribute
0.82
true
63.79
83.63
19.84
0
3,923
9mobile
success
AI00000144
2025-09-29T04:37:00
KAD-4095
Kaduna
handover_optimization
gradient_boosting
maintain
0.73
false
60.01
70
9.99
0
2,071
9mobile
success
AI00000145
2025-09-26T08:37:00
CAL-6400
Calabar
capacity_planning
random_forest
maintain
0.81
true
84.59
96.38
11.79
0
1,785
9mobile
success
AI00000146
2025-09-30T13:22:00
ENU-3241
Enugu
handover_optimization
reinforcement_learning
increase
0.72
true
83.83
90.94
0
0
3,443
9mobile
success
AI00000147
2025-09-15T20:57:00
ABA-6564
Aba
capacity_planning
random_forest
maintain
0.87
true
75.91
75.91
0
0
126
Airtel
success
AI00000148
2025-09-12T14:15:00
ABA-9403
Aba
load_balancing
gradient_boosting
decrease
0.77
true
76.92
82.33
5.41
0
2,276
Glo
partial_success
AI00000149
2025-09-19T03:40:00
LAG-9885
Lagos
fault_prediction
reinforcement_learning
decrease
0.7
false
65.79
85.33
19.54
0
4,591
Airtel
failed
AI00000150
2025-09-26T01:18:00
ABA-5313
Aba
capacity_planning
random_forest
increase
0.93
true
83.03
90.99
7.96
0
3,393
MTN
success
AI00000151
2025-09-13T18:21:00
POR-2460
Port Harcourt
handover_optimization
reinforcement_learning
decrease
0.85
true
64.25
75.31
11.06
0
1,912
Glo
success
AI00000152
2025-09-30T11:28:00
BEN-5008
Benin City
energy_saving
neural_network
maintain
0.95
true
66.44
74.69
8.25
184.74
3,252
Glo
success
AI00000153
2025-09-15T08:35:00
ABU-4949
Abuja
load_balancing
gradient_boosting
maintain
0.73
true
79.2
87.1
7.9
0
2,375
MTN
success
AI00000154
2025-09-05T05:41:00
IBA-6138
Ibadan
interference_mitigation
random_forest
decrease
0.73
true
79.27
98.39
19.12
0
4,978
Glo
failed
AI00000155
2025-09-12T10:42:00
ABA-7196
Aba
energy_saving
neural_network
decrease
0.94
false
77.27
92.1
14.83
37.53
4,350
Glo
failed
AI00000156
2025-09-20T05:32:00
ILO-8227
Ilorin
spectrum_allocation
reinforcement_learning
decrease
0.91
true
61.9
80.95
0
0
3,762
Airtel
success
AI00000157
2025-09-05T03:08:00
ABE-2557
Abeokuta
fault_prediction
reinforcement_learning
maintain
0.95
true
75.42
75.42
19.36
0
1,419
Airtel
success
AI00000158
2025-09-27T18:04:00
ILO-5142
Ilorin
interference_mitigation
gradient_boosting
maintain
0.7
true
77.89
77.89
7.1
0
4,113
9mobile
failed
AI00000159
2025-09-06T19:18:00
ABA-7139
Aba
fault_prediction
neural_network
decrease
0.77
true
77.83
97.22
19.39
0
1,514
9mobile
success
AI00000160
2025-09-15T11:22:00
ABA-5972
Aba
interference_mitigation
reinforcement_learning
increase
0.73
true
60.5
65.53
5.03
0
3,475
9mobile
partial_success
AI00000161
2025-09-30T02:37:00
IBA-7960
Ibadan
capacity_planning
gradient_boosting
decrease
0.81
false
65.59
82.79
17.2
0
299
Glo
success
AI00000162
2025-10-01T08:21:00
BEN-9976
Benin City
interference_mitigation
reinforcement_learning
decrease
0.9
true
84.3
98.53
14.23
0
3,376
Glo
success
AI00000163
2025-09-22T13:38:00
KAD-2534
Kaduna
power_optimization
neural_network
maintain
0.73
true
64.06
83.98
19.92
160.77
716
MTN
success
AI00000164
2025-09-11T12:07:00
ABA-1730
Aba
spectrum_allocation
random_forest
maintain
0.72
true
82.47
90.62
0
0
672
Airtel
partial_success
AI00000165
2025-09-27T16:18:00
ABA-8422
Aba
energy_saving
gradient_boosting
decrease
0.75
true
62.71
81.08
18.37
131.44
3,217
MTN
success
AI00000166
2025-09-02T18:23:00
ABU-3783
Abuja
handover_optimization
reinforcement_learning
redistribute
0.73
true
74.17
85.28
11.11
0
1,401
9mobile
success
AI00000167
2025-09-30T02:09:00
JOS-6978
Jos
spectrum_allocation
random_forest
increase
0.95
true
79.81
96.21
16.4
0
1,723
Airtel
success
AI00000168
2025-09-27T20:47:00
LAG-4275
Lagos
power_optimization
random_forest
maintain
0.91
false
65.89
73.04
7.15
181.06
1,088
Airtel
success
AI00000169
2025-09-25T17:25:00
IBA-2124
Ibadan
load_balancing
gradient_boosting
increase
0.78
false
81.09
100.94
19.85
0
1,518
9mobile
partial_success
AI00000170
2025-09-27T15:56:00
ILO-4540
Ilorin
fault_prediction
random_forest
maintain
0.97
true
82.13
101.57
19.44
0
3,390
9mobile
success
AI00000171
2025-09-20T06:21:00
IBA-7594
Ibadan
spectrum_allocation
gradient_boosting
redistribute
0.91
true
72.9
87.08
14.18
0
3,730
9mobile
success
AI00000172
2025-09-16T12:46:00
ILO-3467
Ilorin
spectrum_allocation
reinforcement_learning
maintain
0.84
false
83.14
88.55
5.41
0
4,425
Glo
failed
AI00000173
2025-09-22T11:57:00
ENU-7791
Enugu
power_optimization
neural_network
redistribute
0.87
true
81.53
81.53
17.13
103.78
4,874
Airtel
success
AI00000174
2025-09-04T01:55:00
ONI-5857
Onitsha
power_optimization
neural_network
redistribute
0.74
false
65.75
77.61
11.86
77.31
2,043
MTN
success
AI00000175
2025-09-15T01:25:00
ABU-7691
Abuja
capacity_planning
reinforcement_learning
maintain
0.87
true
66.72
72.6
5.88
0
658
MTN
partial_success
AI00000176
2025-09-04T11:49:00
KAN-5880
Kano
energy_saving
neural_network
maintain
0.79
true
84.72
92.02
7.3
170.46
687
Airtel
success
AI00000177
2025-09-04T01:35:00
KAD-9638
Kaduna
capacity_planning
random_forest
redistribute
0.79
true
71.59
78.15
6.56
0
2,210
9mobile
success
AI00000178
2025-09-20T15:48:00
JOS-9789
Jos
load_balancing
random_forest
increase
0.81
true
61.32
61.32
0
0
3,039
MTN
success
AI00000179
2025-09-19T09:30:00
ENU-2825
Enugu
spectrum_allocation
neural_network
maintain
0.82
false
68.99
75.12
6.13
0
551
9mobile
success
AI00000180
2025-09-22T22:43:00
ABA-8878
Aba
power_optimization
random_forest
increase
0.85
false
80.99
99.48
18.49
120.95
4,582
Airtel
success
AI00000181
2025-09-17T03:43:00
ILO-9611
Ilorin
handover_optimization
gradient_boosting
maintain
0.95
false
61.9
75.32
0
0
492
Glo
success
AI00000182
2025-09-09T12:25:00
ONI-2443
Onitsha
load_balancing
neural_network
redistribute
0.98
true
82.42
98.07
15.65
0
411
Airtel
partial_success
AI00000183
2025-09-20T05:00:00
ABE-7741
Abeokuta
fault_prediction
random_forest
increase
0.77
true
76.17
85.51
9.34
0
2,805
9mobile
partial_success
AI00000184
2025-09-10T08:34:00
ENU-2073
Enugu
handover_optimization
random_forest
decrease
0.84
true
84.7
91.86
7.16
0
1,680
Airtel
success
AI00000185
2025-09-30T04:44:00
LAG-8015
Lagos
power_optimization
reinforcement_learning
decrease
0.98
true
67.41
84.2
16.79
20.09
1,957
Glo
failed
AI00000186
2025-09-19T06:51:00
ABU-9709
Abuja
power_optimization
gradient_boosting
increase
0.95
true
60.77
78.6
17.83
50.28
3,202
MTN
success
AI00000187
2025-09-30T00:54:00
LAG-2747
Lagos
load_balancing
gradient_boosting
decrease
0.93
true
71.14
71.14
17.83
0
3,717
Airtel
failed
AI00000188
2025-09-18T01:09:00
ABA-6888
Aba
handover_optimization
neural_network
decrease
0.76
true
64.77
80.94
0
0
3,056
9mobile
partial_success
AI00000189
2025-09-24T10:10:00
POR-2195
Port Harcourt
load_balancing
random_forest
decrease
0.88
false
84.36
95.92
11.56
0
291
9mobile
success
AI00000190
2025-09-11T10:59:00
LAG-7524
Lagos
spectrum_allocation
neural_network
maintain
0.8
false
69.03
84.67
15.64
0
3,782
Airtel
success
AI00000191
2025-09-29T15:51:00
CAL-4133
Calabar
power_optimization
neural_network
redistribute
0.89
true
78.15
88.43
10.28
129.97
4,034
MTN
success
AI00000192
2025-09-16T21:03:00
ABA-3018
Aba
power_optimization
random_forest
decrease
0.72
true
64.66
77.2
12.54
189.35
4,485
9mobile
success
AI00000193
2025-09-01T18:06:00
ENU-3124
Enugu
spectrum_allocation
gradient_boosting
decrease
0.93
true
71.82
91.07
0
0
4,499
Glo
failed
AI00000194
2025-09-19T01:49:00
CAL-3560
Calabar
capacity_planning
random_forest
maintain
0.95
true
83.74
102.58
18.84
0
2,154
MTN
success
AI00000195
2025-09-05T10:14:00
IBA-2683
Ibadan
energy_saving
neural_network
maintain
0.9
true
63.2
63.2
19.84
180.51
1,715
9mobile
success
AI00000196
2025-09-19T08:47:00
ILO-4884
Ilorin
handover_optimization
reinforcement_learning
redistribute
0.74
true
73.15
87.25
14.1
0
161
MTN
success
AI00000197
2025-10-01T20:57:00
CAL-3117
Calabar
power_optimization
reinforcement_learning
decrease
0.71
false
83.08
83.08
18.88
107.04
282
MTN
success
AI00000198
2025-09-04T18:52:00
ABU-2046
Abuja
capacity_planning
neural_network
maintain
0.71
true
71.99
81.37
0
0
1,682
Airtel
success
AI00000199
2025-09-16T20:34:00
BEN-9421
Benin City
fault_prediction
random_forest
maintain
0.83
true
80.69
80.69
0
0
4,721
Glo
success
AI00000200
2025-09-01T11:14:00
ABE-3335
Abeokuta
handover_optimization
random_forest
maintain
0.79
true
75.5
87.54
12.04
0
4,438
Airtel
success