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
AI00149901
2025-09-29T07:29:00
JOS-9535
Jos
power_optimization
random_forest
maintain
0.81
true
71.49
84.19
12.7
130.26
4,167
9mobile
success
AI00149902
2025-09-04T09:52:00
BEN-3435
Benin City
capacity_planning
random_forest
decrease
0.72
true
61.49
79.94
18.45
0
4,951
Glo
success
AI00149903
2025-09-30T09:48:00
IBA-6396
Ibadan
load_balancing
reinforcement_learning
increase
0.91
true
74.94
80.39
5.45
0
1,520
9mobile
success
AI00149904
2025-09-05T21:54:00
BEN-2780
Benin City
fault_prediction
random_forest
maintain
0.98
true
77.24
94.01
16.77
0
3,244
MTN
success
AI00149905
2025-09-09T07:44:00
CAL-1096
Calabar
power_optimization
gradient_boosting
increase
0.82
true
76.26
76.26
11.34
86.29
4,102
Glo
success
AI00149906
2025-09-14T09:36:00
ONI-7321
Onitsha
power_optimization
reinforcement_learning
redistribute
0.93
false
76.17
89.14
12.97
43.22
2,968
Glo
success
AI00149907
2025-09-21T02:18:00
KAD-3210
Kaduna
power_optimization
neural_network
maintain
0.87
true
64.3
64.3
9.7
148.87
3,505
Glo
success
AI00149908
2025-09-23T12:22:00
KAD-1851
Kaduna
spectrum_allocation
gradient_boosting
maintain
0.98
true
65.7
71.25
5.55
0
3,456
Glo
partial_success
AI00149909
2025-10-01T22:55:00
KAN-9393
Kano
interference_mitigation
neural_network
increase
0.95
true
81.6
98.54
16.94
0
4,006
Glo
success
AI00149910
2025-09-18T14:58:00
CAL-4698
Calabar
load_balancing
gradient_boosting
maintain
0.9
true
63.04
78.95
15.91
0
1,500
MTN
success
AI00149911
2025-09-10T20:50:00
ABU-3547
Abuja
handover_optimization
gradient_boosting
decrease
0.87
true
60.31
77.18
16.87
0
1,727
Glo
success
AI00149912
2025-09-27T09:48:00
ABA-5279
Aba
power_optimization
neural_network
increase
0.86
true
69.73
87.89
18.16
143.22
2,483
9mobile
success
AI00149913
2025-09-01T19:04:00
IBA-1664
Ibadan
energy_saving
reinforcement_learning
maintain
0.95
false
72.46
89.7
17.24
176.14
725
9mobile
success
AI00149914
2025-09-03T05:06:00
ABE-6061
Abeokuta
fault_prediction
random_forest
redistribute
0.96
true
67.27
67.27
19.88
0
1,599
Glo
partial_success
AI00149915
2025-09-24T04:06:00
ONI-7556
Onitsha
handover_optimization
neural_network
decrease
0.82
false
63.49
74.29
10.8
0
3,101
MTN
success
AI00149916
2025-09-10T03:32:00
WAR-6699
Warri
spectrum_allocation
reinforcement_learning
decrease
0.73
true
73.92
73.92
9.66
0
3,084
9mobile
success
AI00149917
2025-10-01T06:14:00
ONI-2281
Onitsha
load_balancing
neural_network
maintain
0.97
true
60.14
70.6
0
0
1,506
Airtel
success
AI00149918
2025-09-14T09:54:00
CAL-8020
Calabar
energy_saving
neural_network
redistribute
0.82
false
66.35
66.35
6.75
70.68
2,899
Glo
partial_success
AI00149919
2025-09-21T14:43:00
WAR-9861
Warri
fault_prediction
neural_network
increase
0.82
true
62.21
67.78
5.57
0
659
9mobile
partial_success
AI00149920
2025-09-21T02:44:00
POR-9889
Port Harcourt
interference_mitigation
gradient_boosting
maintain
0.92
true
75.75
81.77
6.02
0
2,248
9mobile
success
AI00149921
2025-09-28T07:36:00
ONI-4551
Onitsha
capacity_planning
reinforcement_learning
redistribute
0.86
true
70.95
80.15
9.2
0
4,784
Glo
success
AI00149922
2025-09-22T11:02:00
KAD-9062
Kaduna
interference_mitigation
random_forest
maintain
0.83
true
71.62
85.53
13.91
0
2,670
Glo
success
AI00149923
2025-10-01T02:34:00
KAN-7773
Kano
fault_prediction
gradient_boosting
increase
0.78
true
81.32
99.84
18.52
0
2,319
Glo
partial_success
AI00149924
2025-09-20T18:03:00
ONI-2431
Onitsha
capacity_planning
reinforcement_learning
maintain
0.74
true
69.42
84.52
15.1
0
1,221
MTN
success
AI00149925
2025-09-16T01:24:00
ONI-7643
Onitsha
interference_mitigation
neural_network
decrease
0.91
true
79.6
99.55
19.95
0
2,590
Airtel
success
AI00149926
2025-09-25T15:51:00
ABA-4571
Aba
capacity_planning
random_forest
increase
0.81
false
73.99
84.9
10.91
0
3,611
Glo
success
AI00149927
2025-09-13T17:12:00
WAR-3072
Warri
capacity_planning
reinforcement_learning
decrease
0.92
true
84.99
90.17
5.18
0
4,135
Airtel
partial_success
AI00149928
2025-09-28T18:22:00
ONI-1550
Onitsha
handover_optimization
gradient_boosting
decrease
0.72
true
66.25
76.1
9.85
0
3,365
Glo
success
AI00149929
2025-10-01T18:59:00
KAD-3911
Kaduna
handover_optimization
random_forest
decrease
0.78
true
60.99
60.99
5.06
0
2,310
MTN
success
AI00149930
2025-09-28T21:50:00
JOS-1934
Jos
load_balancing
gradient_boosting
maintain
0.9
true
67.54
67.54
10.43
0
1,444
9mobile
failed
AI00149931
2025-09-14T15:25:00
ABU-5016
Abuja
power_optimization
random_forest
decrease
0.84
true
81.49
100.27
18.78
146.64
1,000
Glo
success
AI00149932
2025-09-11T23:37:00
ONI-7100
Onitsha
interference_mitigation
gradient_boosting
maintain
0.9
false
68.37
68.37
12.22
0
2,438
9mobile
success
AI00149933
2025-09-26T00:38:00
CAL-9291
Calabar
power_optimization
neural_network
increase
0.73
true
70.82
85.09
14.27
32.72
1,534
Airtel
success
AI00149934
2025-09-08T17:06:00
ILO-9113
Ilorin
fault_prediction
neural_network
maintain
0.94
true
65.74
75.47
9.73
0
4,907
Airtel
success
AI00149935
2025-09-13T21:32:00
KAN-3460
Kano
fault_prediction
neural_network
maintain
0.86
false
79.24
87.82
8.58
0
828
Glo
success
AI00149936
2025-10-01T19:11:00
ABA-1017
Aba
load_balancing
random_forest
decrease
0.92
true
62.59
82.03
19.44
0
4,063
Airtel
partial_success
AI00149937
2025-09-24T21:58:00
ILO-7743
Ilorin
interference_mitigation
neural_network
redistribute
0.81
true
66.91
66.91
19.24
0
2,403
Airtel
success
AI00149938
2025-09-20T04:15:00
WAR-7646
Warri
handover_optimization
gradient_boosting
decrease
0.78
true
74.91
74.91
8.79
0
167
Airtel
partial_success
AI00149939
2025-09-14T04:38:00
ABE-3573
Abeokuta
capacity_planning
reinforcement_learning
increase
0.74
true
64.94
71.95
7.01
0
1,413
9mobile
success
AI00149940
2025-09-29T06:22:00
ABA-5785
Aba
fault_prediction
random_forest
maintain
0.92
true
78.75
98.08
19.33
0
3,296
Glo
success
AI00149941
2025-09-19T02:01:00
ENU-8342
Enugu
capacity_planning
random_forest
increase
0.7
true
80.66
91.27
0
0
2,377
Glo
success
AI00149942
2025-09-26T20:07:00
KAD-2189
Kaduna
capacity_planning
neural_network
maintain
0.85
false
79.85
94.03
0
0
2,898
Airtel
success
AI00149943
2025-09-17T21:32:00
JOS-9861
Jos
interference_mitigation
gradient_boosting
increase
0.85
false
83.66
94.85
11.19
0
2,726
Airtel
success
AI00149944
2025-09-02T02:50:00
BEN-4369
Benin City
fault_prediction
neural_network
redistribute
0.76
true
71.17
83.08
11.91
0
2,684
Airtel
success
AI00149945
2025-09-29T00:24:00
POR-4665
Port Harcourt
handover_optimization
neural_network
decrease
0.84
true
75.72
75.72
0
0
2,594
Airtel
success
AI00149946
2025-09-28T13:46:00
CAL-1801
Calabar
energy_saving
gradient_boosting
maintain
0.76
true
76.41
88.48
12.07
153.06
410
Airtel
success
AI00149947
2025-09-26T02:28:00
ABA-1335
Aba
power_optimization
reinforcement_learning
decrease
0.71
true
82.2
82.2
9.71
134.57
2,865
Glo
success
AI00149948
2025-09-10T05:07:00
ILO-3612
Ilorin
load_balancing
reinforcement_learning
redistribute
0.86
true
83.22
94.53
11.31
0
768
9mobile
success
AI00149949
2025-10-01T22:59:00
ENU-2002
Enugu
energy_saving
gradient_boosting
maintain
0.99
false
82.98
102.93
19.95
87.08
3,489
Glo
success
AI00149950
2025-09-12T19:50:00
KAD-9667
Kaduna
energy_saving
neural_network
decrease
0.78
true
71.12
81.53
10.41
111.86
2,655
9mobile
success
AI00149951
2025-09-05T17:23:00
ENU-9975
Enugu
load_balancing
random_forest
maintain
0.77
true
60.17
78.37
18.2
0
4,512
9mobile
partial_success
AI00149952
2025-09-20T15:14:00
ILO-7526
Ilorin
capacity_planning
reinforcement_learning
decrease
0.72
true
66.77
77
10.23
0
3,494
Glo
success
AI00149953
2025-09-26T14:14:00
ILO-8404
Ilorin
power_optimization
random_forest
maintain
0.79
true
68.46
83.1
14.64
106.08
1,216
9mobile
success
AI00149954
2025-10-01T02:31:00
ONI-1246
Onitsha
energy_saving
neural_network
maintain
0.98
true
77.47
77.47
0
102.47
3,759
MTN
success
AI00149955
2025-09-03T18:15:00
JOS-5289
Jos
load_balancing
random_forest
increase
0.87
false
81.69
100.55
18.86
0
4,903
Glo
success
AI00149956
2025-09-16T15:19:00
POR-7471
Port Harcourt
capacity_planning
reinforcement_learning
decrease
0.82
false
76.2
90.97
14.77
0
4,994
9mobile
success
AI00149957
2025-09-14T09:08:00
ENU-6769
Enugu
fault_prediction
random_forest
decrease
0.83
true
70.87
90.44
19.57
0
643
Glo
success
AI00149958
2025-09-20T00:52:00
KAD-1558
Kaduna
load_balancing
neural_network
decrease
0.71
true
80.72
89.07
8.35
0
838
9mobile
success
AI00149959
2025-09-09T11:11:00
ABA-9396
Aba
fault_prediction
neural_network
maintain
0.87
true
74.71
87.83
13.12
0
4,405
Glo
success
AI00149960
2025-09-26T10:48:00
ONI-3800
Onitsha
capacity_planning
reinforcement_learning
increase
0.72
true
65.17
75.87
10.7
0
3,542
MTN
success
AI00149961
2025-09-12T19:20:00
ABA-7073
Aba
handover_optimization
random_forest
increase
0.95
true
64.72
84.22
19.5
0
1,474
MTN
success
AI00149962
2025-09-13T07:54:00
ILO-5694
Ilorin
energy_saving
random_forest
decrease
0.98
true
63.69
63.69
6.25
165.79
1,823
Glo
success
AI00149963
2025-09-09T10:59:00
ILO-1815
Ilorin
fault_prediction
neural_network
decrease
0.76
true
73.47
83.44
9.97
0
332
9mobile
success
AI00149964
2025-09-16T20:22:00
ILO-5033
Ilorin
handover_optimization
reinforcement_learning
decrease
0.84
true
80.78
80.78
13.14
0
3,201
9mobile
success
AI00149965
2025-09-22T13:52:00
POR-6690
Port Harcourt
fault_prediction
neural_network
increase
0.99
true
68.59
81.86
13.27
0
1,914
Glo
failed
AI00149966
2025-09-06T18:50:00
POR-7800
Port Harcourt
energy_saving
neural_network
increase
0.71
true
81.75
97.49
15.74
125.46
1,143
MTN
success
AI00149967
2025-09-30T06:00:00
ENU-7676
Enugu
energy_saving
gradient_boosting
maintain
0.95
true
81.17
81.17
5.71
192.76
1,843
Glo
success
AI00149968
2025-09-13T02:56:00
LAG-1788
Lagos
energy_saving
reinforcement_learning
increase
0.9
true
72.3
86.01
13.71
67.47
2,525
Airtel
success
AI00149969
2025-09-07T22:32:00
CAL-5048
Calabar
energy_saving
random_forest
decrease
0.87
true
81.15
90.67
0
47.41
1,783
Glo
success
AI00149970
2025-09-18T13:51:00
IBA-9950
Ibadan
power_optimization
reinforcement_learning
maintain
0.93
false
75.51
87.7
12.19
26.3
2,265
Glo
success
AI00149971
2025-09-27T23:07:00
POR-3496
Port Harcourt
handover_optimization
neural_network
maintain
0.95
true
60.19
72.75
0
0
1,289
MTN
success
AI00149972
2025-09-16T05:40:00
ABA-5144
Aba
fault_prediction
random_forest
maintain
0.91
true
82.09
93.04
10.95
0
2,363
Glo
success
AI00149973
2025-09-11T22:48:00
CAL-9674
Calabar
energy_saving
random_forest
decrease
0.83
true
78.03
93.95
15.92
161.22
323
9mobile
failed
AI00149974
2025-09-30T08:15:00
KAD-3370
Kaduna
interference_mitigation
neural_network
increase
0.91
true
83.37
100.06
16.69
0
1,200
Airtel
success
AI00149975
2025-10-01T19:54:00
LAG-2484
Lagos
spectrum_allocation
neural_network
increase
0.77
true
75.45
87.32
11.87
0
3,064
Airtel
partial_success
AI00149976
2025-09-18T03:27:00
JOS-8197
Jos
handover_optimization
neural_network
maintain
0.91
false
75.67
91.08
15.41
0
2,422
Glo
success
AI00149977
2025-09-30T06:44:00
ILO-6314
Ilorin
interference_mitigation
random_forest
redistribute
0.74
true
70.79
78.75
7.96
0
3,017
Airtel
success
AI00149978
2025-09-11T10:21:00
POR-5546
Port Harcourt
spectrum_allocation
random_forest
redistribute
0.73
false
62.72
62.72
12.28
0
1,560
MTN
success
AI00149979
2025-10-01T17:45:00
ABE-6286
Abeokuta
interference_mitigation
gradient_boosting
increase
0.8
true
77.03
84.18
7.15
0
4,034
Airtel
success
AI00149980
2025-09-15T18:05:00
ABA-2378
Aba
capacity_planning
random_forest
decrease
0.97
true
80.81
80.81
13.01
0
2,076
Airtel
success
AI00149981
2025-09-09T01:37:00
ILO-7307
Ilorin
handover_optimization
reinforcement_learning
increase
0.95
true
60.86
71.67
10.81
0
2,883
Glo
success
AI00149982
2025-09-04T23:17:00
ABU-8287
Abuja
interference_mitigation
neural_network
increase
0.71
false
80.59
92.09
11.5
0
121
Glo
success
AI00149983
2025-09-07T16:07:00
JOS-8374
Jos
interference_mitigation
random_forest
redistribute
0.93
false
60.23
68.34
8.11
0
4,747
9mobile
success
AI00149984
2025-09-09T21:42:00
BEN-8070
Benin City
interference_mitigation
random_forest
maintain
0.96
true
71.62
90.98
0
0
3,673
Glo
success
AI00149985
2025-09-05T19:00:00
KAD-5344
Kaduna
power_optimization
random_forest
increase
0.73
true
77.97
83.63
5.66
43.92
2,602
9mobile
success
AI00149986
2025-09-27T17:45:00
ONI-6020
Onitsha
power_optimization
reinforcement_learning
increase
0.92
true
69.17
69.17
19.28
17.72
4,639
Airtel
success
AI00149987
2025-09-01T10:12:00
KAN-3401
Kano
fault_prediction
gradient_boosting
decrease
0.74
true
83.36
90.72
7.36
0
2,867
MTN
success
AI00149988
2025-09-10T05:24:00
IBA-3004
Ibadan
energy_saving
reinforcement_learning
maintain
0.92
true
74.87
74.87
10.84
16.7
3,624
Airtel
success
AI00149989
2025-09-02T15:18:00
ONI-9649
Onitsha
load_balancing
gradient_boosting
increase
0.86
true
70.6
82.87
12.27
0
3,119
Glo
success
AI00149990
2025-09-28T02:29:00
LAG-3761
Lagos
fault_prediction
gradient_boosting
increase
0.94
true
73.65
78.73
5.08
0
4,792
Glo
success
AI00149991
2025-09-27T03:31:00
LAG-6784
Lagos
capacity_planning
random_forest
increase
0.97
true
61.75
67.97
6.22
0
3,376
Glo
success
AI00149992
2025-09-29T01:04:00
KAD-6419
Kaduna
power_optimization
neural_network
maintain
0.87
true
83.67
92.29
8.62
25.45
3,257
Glo
partial_success
AI00149993
2025-09-26T11:46:00
IBA-7262
Ibadan
load_balancing
gradient_boosting
increase
0.74
false
74.77
74.77
16.46
0
1,998
MTN
success
AI00149994
2025-09-27T23:26:00
POR-9871
Port Harcourt
interference_mitigation
gradient_boosting
redistribute
0.83
true
74.96
86.91
11.95
0
4,161
Airtel
success
AI00149995
2025-09-09T18:46:00
POR-1636
Port Harcourt
handover_optimization
reinforcement_learning
redistribute
0.95
true
69.55
77.01
7.46
0
2,682
Glo
success
AI00149996
2025-09-10T04:04:00
POR-1245
Port Harcourt
spectrum_allocation
reinforcement_learning
maintain
0.71
false
68.64
83.81
15.17
0
4,986
Airtel
success
AI00149997
2025-09-26T15:34:00
KAN-5369
Kano
capacity_planning
reinforcement_learning
maintain
0.96
true
61.61
79.14
17.53
0
4,358
MTN
success
AI00149998
2025-09-26T15:10:00
ONI-9496
Onitsha
energy_saving
reinforcement_learning
decrease
0.77
true
69.83
83.21
13.38
51.56
4,923
Glo
success
AI00149999
2025-09-04T15:36:00
ILO-5827
Ilorin
energy_saving
random_forest
maintain
0.92
false
61.44
66.73
5.29
121.5
2,341
Airtel
success
AI00150000
2025-09-24T19:00:00
ILO-4223
Ilorin
power_optimization
neural_network
increase
0.75
true
63.8
63.8
18.62
45.89
621
Glo
success