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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
AI00149701
| 2025-09-13T17:08:00 |
IBA-1800
|
Ibadan
|
fault_prediction
|
neural_network
|
increase
| 0.82 | true | 65.81 | 70.83 | 5.02 | 0 | 1,982 |
9mobile
|
success
|
AI00149702
| 2025-09-30T07:49:00 |
ILO-3346
|
Ilorin
|
fault_prediction
|
neural_network
|
maintain
| 0.78 | true | 72.6 | 91.7 | 19.1 | 0 | 2,731 |
MTN
|
partial_success
|
AI00149703
| 2025-09-06T05:17:00 |
WAR-2647
|
Warri
|
load_balancing
|
neural_network
|
decrease
| 0.93 | true | 68.39 | 78.53 | 10.14 | 0 | 1,253 |
MTN
|
success
|
AI00149704
| 2025-09-26T08:08:00 |
IBA-2489
|
Ibadan
|
load_balancing
|
random_forest
|
increase
| 0.78 | true | 65.46 | 74.48 | 9.02 | 0 | 3,836 |
9mobile
|
success
|
AI00149705
| 2025-09-29T14:03:00 |
KAD-1909
|
Kaduna
|
handover_optimization
|
random_forest
|
maintain
| 0.92 | true | 66.08 | 66.08 | 18.17 | 0 | 4,109 |
Glo
|
success
|
AI00149706
| 2025-09-08T07:04:00 |
JOS-4412
|
Jos
|
power_optimization
|
reinforcement_learning
|
decrease
| 0.82 | true | 69.28 | 86.3 | 17.02 | 148.33 | 2,731 |
Airtel
|
success
|
AI00149707
| 2025-09-12T12:24:00 |
IBA-2033
|
Ibadan
|
interference_mitigation
|
gradient_boosting
|
increase
| 0.85 | false | 78.52 | 78.52 | 5.66 | 0 | 1,999 |
9mobile
|
success
|
AI00149708
| 2025-09-08T23:42:00 |
BEN-8099
|
Benin City
|
power_optimization
|
neural_network
|
increase
| 0.75 | true | 77.24 | 94.36 | 17.12 | 140.49 | 2,470 |
Glo
|
success
|
AI00149709
| 2025-09-03T19:05:00 |
ABU-1513
|
Abuja
|
energy_saving
|
neural_network
|
increase
| 0.78 | true | 74.52 | 92.91 | 18.39 | 69.54 | 3,939 |
Airtel
|
success
|
AI00149710
| 2025-09-09T08:40:00 |
POR-3020
|
Port Harcourt
|
load_balancing
|
reinforcement_learning
|
decrease
| 0.88 | true | 71.7 | 77.54 | 5.84 | 0 | 796 |
Glo
|
success
|
AI00149711
| 2025-09-26T07:13:00 |
ABU-7524
|
Abuja
|
interference_mitigation
|
gradient_boosting
|
maintain
| 0.76 | true | 70.98 | 80.69 | 0 | 0 | 4,760 |
Glo
|
success
|
AI00149712
| 2025-09-24T19:56:00 |
ILO-2142
|
Ilorin
|
handover_optimization
|
reinforcement_learning
|
decrease
| 0.96 | true | 71.63 | 86.24 | 14.61 | 0 | 4,269 |
9mobile
|
success
|
AI00149713
| 2025-09-02T13:32:00 |
POR-4300
|
Port Harcourt
|
interference_mitigation
|
neural_network
|
maintain
| 0.77 | true | 76.83 | 94.82 | 17.99 | 0 | 4,280 |
Airtel
|
partial_success
|
AI00149714
| 2025-09-21T10:40:00 |
ENU-5105
|
Enugu
|
interference_mitigation
|
random_forest
|
maintain
| 0.96 | true | 63.55 | 77.02 | 13.47 | 0 | 1,067 |
MTN
|
success
|
AI00149715
| 2025-09-25T17:02:00 |
IBA-4145
|
Ibadan
|
fault_prediction
|
reinforcement_learning
|
increase
| 0.84 | true | 84.77 | 103.05 | 18.28 | 0 | 265 |
Glo
|
success
|
AI00149716
| 2025-09-30T01:55:00 |
JOS-4502
|
Jos
|
power_optimization
|
neural_network
|
decrease
| 0.92 | true | 64.6 | 73.97 | 9.37 | 157.07 | 3,485 |
9mobile
|
partial_success
|
AI00149717
| 2025-09-15T18:20:00 |
ONI-6417
|
Onitsha
|
interference_mitigation
|
reinforcement_learning
|
increase
| 0.96 | true | 82.79 | 99.98 | 17.19 | 0 | 2,845 |
Airtel
|
partial_success
|
AI00149718
| 2025-09-02T15:31:00 |
CAL-5815
|
Calabar
|
handover_optimization
|
reinforcement_learning
|
maintain
| 0.96 | true | 73.73 | 89.26 | 15.53 | 0 | 1,470 |
Airtel
|
partial_success
|
AI00149719
| 2025-09-21T01:36:00 |
IBA-4968
|
Ibadan
|
capacity_planning
|
random_forest
|
increase
| 0.79 | true | 81.59 | 90.63 | 9.04 | 0 | 3,534 |
Airtel
|
success
|
AI00149720
| 2025-10-01T19:36:00 |
ILO-6453
|
Ilorin
|
handover_optimization
|
neural_network
|
decrease
| 0.85 | true | 79.83 | 98.43 | 18.6 | 0 | 4,290 |
MTN
|
success
|
AI00149721
| 2025-09-01T14:33:00 |
CAL-5414
|
Calabar
|
capacity_planning
|
neural_network
|
increase
| 0.73 | true | 69.3 | 75.36 | 6.06 | 0 | 1,484 |
Airtel
|
success
|
AI00149722
| 2025-09-18T18:10:00 |
ENU-5838
|
Enugu
|
handover_optimization
|
gradient_boosting
|
decrease
| 0.94 | true | 66.12 | 78.48 | 0 | 0 | 549 |
MTN
|
partial_success
|
AI00149723
| 2025-09-09T05:16:00 |
ENU-9523
|
Enugu
|
handover_optimization
|
neural_network
|
increase
| 0.73 | true | 69.62 | 69.62 | 0 | 0 | 2,011 |
9mobile
|
success
|
AI00149724
| 2025-09-19T03:49:00 |
IBA-1490
|
Ibadan
|
spectrum_allocation
|
random_forest
|
maintain
| 0.93 | true | 77.22 | 84.49 | 7.27 | 0 | 3,705 |
9mobile
|
success
|
AI00149725
| 2025-09-06T05:09:00 |
POR-3915
|
Port Harcourt
|
power_optimization
|
random_forest
|
decrease
| 0.89 | true | 84.34 | 84.34 | 13.91 | 80.54 | 827 |
9mobile
|
partial_success
|
AI00149726
| 2025-09-17T17:21:00 |
ONI-2849
|
Onitsha
|
capacity_planning
|
neural_network
|
decrease
| 0.97 | true | 67.25 | 87.11 | 0 | 0 | 3,933 |
Airtel
|
success
|
AI00149727
| 2025-09-17T09:49:00 |
CAL-7657
|
Calabar
|
spectrum_allocation
|
neural_network
|
redistribute
| 0.75 | true | 61.21 | 78.49 | 17.28 | 0 | 4,515 |
Airtel
|
success
|
AI00149728
| 2025-09-17T21:13:00 |
ABE-7692
|
Abeokuta
|
energy_saving
|
neural_network
|
increase
| 0.87 | true | 68.71 | 80.62 | 11.91 | 98.26 | 4,910 |
MTN
|
success
|
AI00149729
| 2025-09-18T23:16:00 |
ONI-9414
|
Onitsha
|
spectrum_allocation
|
random_forest
|
decrease
| 0.84 | true | 66.46 | 81.06 | 14.6 | 0 | 1,825 |
MTN
|
success
|
AI00149730
| 2025-09-28T14:59:00 |
ABA-5773
|
Aba
|
interference_mitigation
|
gradient_boosting
|
decrease
| 0.91 | true | 64.36 | 83.01 | 18.65 | 0 | 429 |
Airtel
|
partial_success
|
AI00149731
| 2025-09-09T21:54:00 |
ENU-9175
|
Enugu
|
spectrum_allocation
|
reinforcement_learning
|
maintain
| 0.94 | true | 74.02 | 79.39 | 5.37 | 0 | 1,987 |
Glo
|
success
|
AI00149732
| 2025-09-11T05:37:00 |
CAL-7988
|
Calabar
|
power_optimization
|
reinforcement_learning
|
decrease
| 0.73 | true | 67.6 | 79.16 | 0 | 197.6 | 1,347 |
9mobile
|
success
|
AI00149733
| 2025-09-17T23:18:00 |
ABA-2246
|
Aba
|
fault_prediction
|
random_forest
|
decrease
| 0.71 | true | 78.13 | 97.87 | 19.74 | 0 | 3,428 |
9mobile
|
success
|
AI00149734
| 2025-09-02T11:40:00 |
BEN-8894
|
Benin City
|
fault_prediction
|
neural_network
|
maintain
| 0.85 | true | 62.16 | 69.65 | 0 | 0 | 2,127 |
9mobile
|
success
|
AI00149735
| 2025-09-26T07:06:00 |
ILO-9907
|
Ilorin
|
capacity_planning
|
random_forest
|
decrease
| 0.91 | true | 79.66 | 97.2 | 0 | 0 | 2,748 |
Airtel
|
failed
|
AI00149736
| 2025-09-03T17:39:00 |
BEN-5004
|
Benin City
|
power_optimization
|
random_forest
|
decrease
| 0.98 | true | 80.33 | 88.38 | 8.05 | 114.42 | 3,340 |
9mobile
|
success
|
AI00149737
| 2025-09-22T07:32:00 |
ILO-1666
|
Ilorin
|
handover_optimization
|
neural_network
|
redistribute
| 0.79 | false | 62.57 | 77.92 | 15.35 | 0 | 2,764 |
Airtel
|
success
|
AI00149738
| 2025-09-17T14:54:00 |
ABU-9894
|
Abuja
|
capacity_planning
|
random_forest
|
maintain
| 0.91 | true | 69.56 | 69.56 | 10.49 | 0 | 3,306 |
Glo
|
success
|
AI00149739
| 2025-09-07T19:41:00 |
ABU-9393
|
Abuja
|
spectrum_allocation
|
random_forest
|
maintain
| 0.77 | true | 81.26 | 98.62 | 17.36 | 0 | 2,536 |
MTN
|
partial_success
|
AI00149740
| 2025-09-22T07:30:00 |
POR-8616
|
Port Harcourt
|
capacity_planning
|
gradient_boosting
|
maintain
| 0.81 | true | 60.26 | 60.26 | 0 | 0 | 4,754 |
Airtel
|
success
|
AI00149741
| 2025-09-29T10:39:00 |
POR-5226
|
Port Harcourt
|
energy_saving
|
neural_network
|
increase
| 0.83 | false | 65.39 | 65.39 | 9.46 | 136.03 | 762 |
Glo
|
success
|
AI00149742
| 2025-09-05T08:23:00 |
KAD-4266
|
Kaduna
|
spectrum_allocation
|
gradient_boosting
|
maintain
| 0.9 | true | 81.65 | 86.82 | 5.17 | 0 | 1,401 |
9mobile
|
success
|
AI00149743
| 2025-09-06T14:46:00 |
BEN-3617
|
Benin City
|
load_balancing
|
reinforcement_learning
|
maintain
| 0.92 | true | 63.95 | 63.95 | 13.85 | 0 | 380 |
MTN
|
failed
|
AI00149744
| 2025-09-28T22:11:00 |
ABU-5598
|
Abuja
|
power_optimization
|
neural_network
|
decrease
| 0.96 | true | 63.48 | 74.62 | 11.14 | 135.01 | 2,322 |
Airtel
|
success
|
AI00149745
| 2025-10-01T21:01:00 |
ABE-1913
|
Abeokuta
|
capacity_planning
|
neural_network
|
decrease
| 0.72 | true | 64.44 | 64.44 | 9.61 | 0 | 634 |
MTN
|
success
|
AI00149746
| 2025-09-11T01:55:00 |
ABE-2362
|
Abeokuta
|
interference_mitigation
|
random_forest
|
decrease
| 0.96 | true | 65.81 | 76.13 | 10.32 | 0 | 4,177 |
Glo
|
success
|
AI00149747
| 2025-09-30T06:25:00 |
ABU-5753
|
Abuja
|
capacity_planning
|
reinforcement_learning
|
maintain
| 0.97 | true | 76.71 | 83.87 | 7.16 | 0 | 2,882 |
9mobile
|
success
|
AI00149748
| 2025-09-09T15:11:00 |
ENU-9390
|
Enugu
|
handover_optimization
|
reinforcement_learning
|
maintain
| 0.9 | true | 63.59 | 76.75 | 13.16 | 0 | 1,766 |
Airtel
|
success
|
AI00149749
| 2025-09-10T11:26:00 |
CAL-8167
|
Calabar
|
power_optimization
|
reinforcement_learning
|
maintain
| 0.8 | false | 81.91 | 92.97 | 11.06 | 192.56 | 4,637 |
9mobile
|
success
|
AI00149750
| 2025-09-08T23:12:00 |
BEN-3627
|
Benin City
|
spectrum_allocation
|
gradient_boosting
|
increase
| 0.86 | true | 76.01 | 76.01 | 8.92 | 0 | 741 |
MTN
|
success
|
AI00149751
| 2025-09-05T16:23:00 |
KAD-7203
|
Kaduna
|
handover_optimization
|
gradient_boosting
|
redistribute
| 0.75 | true | 70.19 | 89.38 | 19.19 | 0 | 1,010 |
9mobile
|
partial_success
|
AI00149752
| 2025-09-06T09:27:00 |
ILO-9285
|
Ilorin
|
fault_prediction
|
gradient_boosting
|
redistribute
| 0.82 | true | 79.81 | 95.56 | 15.75 | 0 | 3,071 |
MTN
|
success
|
AI00149753
| 2025-09-05T11:42:00 |
ABA-2338
|
Aba
|
load_balancing
|
reinforcement_learning
|
redistribute
| 0.87 | true | 73.17 | 92.26 | 19.09 | 0 | 4,552 |
Airtel
|
success
|
AI00149754
| 2025-09-22T13:06:00 |
ABA-9532
|
Aba
|
fault_prediction
|
reinforcement_learning
|
increase
| 0.89 | true | 81.85 | 99.79 | 17.94 | 0 | 1,135 |
9mobile
|
success
|
AI00149755
| 2025-09-26T04:20:00 |
JOS-8292
|
Jos
|
energy_saving
|
random_forest
|
decrease
| 0.98 | false | 70.92 | 83.79 | 12.87 | 16.34 | 1,251 |
Airtel
|
success
|
AI00149756
| 2025-09-24T16:59:00 |
WAR-5794
|
Warri
|
interference_mitigation
|
neural_network
|
increase
| 0.77 | true | 65.37 | 76.51 | 0 | 0 | 416 |
Airtel
|
success
|
AI00149757
| 2025-09-07T07:01:00 |
KAN-4509
|
Kano
|
fault_prediction
|
neural_network
|
maintain
| 0.94 | true | 81.88 | 96.56 | 14.68 | 0 | 3,533 |
Airtel
|
success
|
AI00149758
| 2025-09-08T18:56:00 |
ONI-1950
|
Onitsha
|
load_balancing
|
reinforcement_learning
|
increase
| 0.93 | true | 73.25 | 92.3 | 19.05 | 0 | 3,030 |
Glo
|
partial_success
|
AI00149759
| 2025-09-26T14:28:00 |
CAL-1086
|
Calabar
|
spectrum_allocation
|
neural_network
|
increase
| 0.74 | true | 64.54 | 72.16 | 0 | 0 | 875 |
9mobile
|
partial_success
|
AI00149760
| 2025-10-01T14:12:00 |
BEN-4385
|
Benin City
|
capacity_planning
|
gradient_boosting
|
decrease
| 0.74 | true | 82.55 | 82.55 | 19.35 | 0 | 764 |
9mobile
|
partial_success
|
AI00149761
| 2025-09-23T18:00:00 |
ABU-8370
|
Abuja
|
spectrum_allocation
|
random_forest
|
decrease
| 0.95 | true | 81.6 | 89.69 | 8.09 | 0 | 983 |
Glo
|
success
|
AI00149762
| 2025-09-11T00:48:00 |
ENU-3834
|
Enugu
|
handover_optimization
|
reinforcement_learning
|
decrease
| 0.7 | true | 72.12 | 90.54 | 18.42 | 0 | 1,054 |
9mobile
|
partial_success
|
AI00149763
| 2025-09-14T09:09:00 |
BEN-9798
|
Benin City
|
fault_prediction
|
random_forest
|
redistribute
| 0.74 | true | 60.06 | 75.88 | 15.82 | 0 | 2,920 |
Glo
|
success
|
AI00149764
| 2025-09-14T01:00:00 |
ONI-2238
|
Onitsha
|
handover_optimization
|
gradient_boosting
|
decrease
| 0.92 | true | 83.43 | 90.27 | 6.84 | 0 | 2,699 |
MTN
|
success
|
AI00149765
| 2025-09-06T16:58:00 |
ENU-3067
|
Enugu
|
handover_optimization
|
gradient_boosting
|
decrease
| 0.84 | true | 70.41 | 76.42 | 6.01 | 0 | 3,602 |
9mobile
|
success
|
AI00149766
| 2025-09-09T12:38:00 |
KAD-1070
|
Kaduna
|
load_balancing
|
reinforcement_learning
|
decrease
| 0.8 | false | 70.85 | 81.66 | 10.81 | 0 | 3,758 |
Airtel
|
success
|
AI00149767
| 2025-09-28T23:14:00 |
CAL-9169
|
Calabar
|
fault_prediction
|
random_forest
|
increase
| 0.86 | true | 65.34 | 85.26 | 19.92 | 0 | 1,137 |
MTN
|
failed
|
AI00149768
| 2025-09-10T06:08:00 |
JOS-7030
|
Jos
|
power_optimization
|
reinforcement_learning
|
increase
| 0.86 | true | 84.24 | 84.24 | 5.21 | 171.11 | 1,464 |
MTN
|
success
|
AI00149769
| 2025-09-19T12:52:00 |
ILO-5158
|
Ilorin
|
handover_optimization
|
neural_network
|
redistribute
| 0.9 | true | 67.79 | 67.79 | 6.7 | 0 | 3,899 |
9mobile
|
partial_success
|
AI00149770
| 2025-09-16T15:58:00 |
KAD-6991
|
Kaduna
|
power_optimization
|
random_forest
|
decrease
| 0.82 | true | 80.7 | 99.88 | 19.18 | 124.32 | 190 |
Glo
|
success
|
AI00149771
| 2025-09-25T00:18:00 |
ONI-9120
|
Onitsha
|
load_balancing
|
neural_network
|
redistribute
| 0.95 | true | 62.44 | 82.06 | 0 | 0 | 2,561 |
Airtel
|
success
|
AI00149772
| 2025-09-17T01:32:00 |
WAR-5504
|
Warri
|
spectrum_allocation
|
neural_network
|
redistribute
| 0.9 | true | 75.02 | 75.02 | 5.24 | 0 | 2,786 |
9mobile
|
partial_success
|
AI00149773
| 2025-09-21T07:22:00 |
IBA-4041
|
Ibadan
|
load_balancing
|
random_forest
|
increase
| 0.9 | false | 60.93 | 60.93 | 5.6 | 0 | 127 |
Airtel
|
success
|
AI00149774
| 2025-09-03T07:45:00 |
ABA-5117
|
Aba
|
handover_optimization
|
reinforcement_learning
|
redistribute
| 0.84 | true | 68.54 | 80.79 | 12.25 | 0 | 1,343 |
Glo
|
success
|
AI00149775
| 2025-09-17T05:36:00 |
BEN-9224
|
Benin City
|
load_balancing
|
neural_network
|
maintain
| 0.74 | true | 75.75 | 88.89 | 13.14 | 0 | 588 |
MTN
|
success
|
AI00149776
| 2025-09-07T03:55:00 |
CAL-6901
|
Calabar
|
capacity_planning
|
neural_network
|
increase
| 0.91 | true | 62.44 | 62.44 | 7.11 | 0 | 761 |
Glo
|
success
|
AI00149777
| 2025-09-29T02:37:00 |
WAR-9394
|
Warri
|
interference_mitigation
|
reinforcement_learning
|
decrease
| 0.87 | true | 76.19 | 88.65 | 12.46 | 0 | 4,063 |
MTN
|
success
|
AI00149778
| 2025-09-02T07:36:00 |
ONI-8180
|
Onitsha
|
handover_optimization
|
reinforcement_learning
|
decrease
| 0.79 | true | 65.94 | 83.18 | 17.24 | 0 | 2,968 |
Airtel
|
success
|
AI00149779
| 2025-09-03T06:23:00 |
ABA-2913
|
Aba
|
interference_mitigation
|
random_forest
|
increase
| 0.93 | true | 81.25 | 95.91 | 14.66 | 0 | 3,979 |
MTN
|
success
|
AI00149780
| 2025-09-14T17:44:00 |
KAD-6477
|
Kaduna
|
load_balancing
|
random_forest
|
maintain
| 0.92 | true | 72.57 | 78.49 | 5.92 | 0 | 3,469 |
MTN
|
success
|
AI00149781
| 2025-09-21T22:29:00 |
POR-9259
|
Port Harcourt
|
spectrum_allocation
|
gradient_boosting
|
redistribute
| 0.93 | true | 71.7 | 81.2 | 9.5 | 0 | 1,654 |
9mobile
|
partial_success
|
AI00149782
| 2025-09-17T16:05:00 |
POR-7744
|
Port Harcourt
|
energy_saving
|
neural_network
|
redistribute
| 0.97 | true | 78.05 | 88.51 | 10.46 | 161.54 | 1,661 |
MTN
|
success
|
AI00149783
| 2025-09-03T23:04:00 |
BEN-9497
|
Benin City
|
capacity_planning
|
reinforcement_learning
|
increase
| 0.81 | true | 77.84 | 93.72 | 15.88 | 0 | 3,785 |
Glo
|
success
|
AI00149784
| 2025-09-21T15:38:00 |
ABU-1894
|
Abuja
|
interference_mitigation
|
neural_network
|
maintain
| 0.94 | false | 82.66 | 92.21 | 9.55 | 0 | 4,525 |
9mobile
|
success
|
AI00149785
| 2025-09-15T07:11:00 |
BEN-3909
|
Benin City
|
capacity_planning
|
gradient_boosting
|
decrease
| 0.79 | true | 83.49 | 83.49 | 8.33 | 0 | 3,331 |
MTN
|
partial_success
|
AI00149786
| 2025-09-30T03:20:00 |
JOS-8909
|
Jos
|
load_balancing
|
random_forest
|
redistribute
| 0.73 | true | 82.4 | 90.26 | 7.86 | 0 | 2,619 |
MTN
|
partial_success
|
AI00149787
| 2025-09-28T11:56:00 |
JOS-4125
|
Jos
|
power_optimization
|
reinforcement_learning
|
maintain
| 0.8 | true | 82.66 | 82.66 | 9.13 | 69.14 | 2,385 |
Airtel
|
success
|
AI00149788
| 2025-09-17T15:10:00 |
ILO-4886
|
Ilorin
|
interference_mitigation
|
gradient_boosting
|
increase
| 0.86 | true | 81.24 | 87.51 | 6.27 | 0 | 2,352 |
Airtel
|
success
|
AI00149789
| 2025-09-05T19:12:00 |
ILO-7639
|
Ilorin
|
spectrum_allocation
|
random_forest
|
decrease
| 0.82 | true | 80.93 | 92.05 | 11.12 | 0 | 2,385 |
MTN
|
success
|
AI00149790
| 2025-09-16T18:53:00 |
ILO-4113
|
Ilorin
|
handover_optimization
|
reinforcement_learning
|
maintain
| 0.72 | true | 70.37 | 86.12 | 15.75 | 0 | 3,818 |
9mobile
|
partial_success
|
AI00149791
| 2025-09-04T11:51:00 |
JOS-6204
|
Jos
|
handover_optimization
|
neural_network
|
increase
| 0.74 | true | 63.8 | 72.59 | 8.79 | 0 | 4,626 |
Glo
|
success
|
AI00149792
| 2025-09-21T14:40:00 |
ENU-5859
|
Enugu
|
interference_mitigation
|
reinforcement_learning
|
maintain
| 0.72 | true | 64.19 | 81.38 | 17.19 | 0 | 1,336 |
9mobile
|
success
|
AI00149793
| 2025-09-20T18:12:00 |
ILO-5934
|
Ilorin
|
handover_optimization
|
reinforcement_learning
|
redistribute
| 0.95 | true | 76.58 | 92.96 | 16.38 | 0 | 1,006 |
9mobile
|
success
|
AI00149794
| 2025-09-09T23:51:00 |
CAL-4416
|
Calabar
|
handover_optimization
|
random_forest
|
increase
| 0.93 | true | 74.71 | 74.71 | 8.92 | 0 | 2,664 |
9mobile
|
success
|
AI00149795
| 2025-09-14T15:19:00 |
IBA-9028
|
Ibadan
|
spectrum_allocation
|
gradient_boosting
|
maintain
| 0.74 | true | 74.08 | 74.08 | 8.51 | 0 | 1,091 |
MTN
|
success
|
AI00149796
| 2025-10-01T10:14:00 |
KAD-8561
|
Kaduna
|
energy_saving
|
random_forest
|
increase
| 0.91 | true | 80.69 | 90.22 | 9.53 | 40.19 | 3,377 |
Airtel
|
partial_success
|
AI00149797
| 2025-09-30T04:48:00 |
ABA-4370
|
Aba
|
handover_optimization
|
random_forest
|
maintain
| 0.71 | true | 73.65 | 90.28 | 16.63 | 0 | 4,394 |
MTN
|
success
|
AI00149798
| 2025-09-12T04:52:00 |
BEN-3777
|
Benin City
|
load_balancing
|
neural_network
|
redistribute
| 0.79 | true | 71.35 | 89.06 | 17.71 | 0 | 1,985 |
MTN
|
success
|
AI00149799
| 2025-09-19T19:52:00 |
CAL-2676
|
Calabar
|
energy_saving
|
reinforcement_learning
|
decrease
| 0.84 | true | 79.38 | 88.18 | 8.8 | 43.14 | 4,109 |
MTN
|
success
|
AI00149800
| 2025-09-27T18:40:00 |
JOS-1933
|
Jos
|
handover_optimization
|
random_forest
|
redistribute
| 0.8 | true | 80.14 | 89.95 | 9.81 | 0 | 3,362 |
Airtel
|
success
|
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