| 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 | 
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 
	AI00149401 | 2025-09-14T18:06:00 | 
	KAD-1831 | 
	Kaduna | 
	capacity_planning | 
	random_forest | 
	maintain | 0.97 | true | 63.27 | 76.09 | 12.82 | 0 | 1,511 | 
	MTN | 
	partial_success | 
| 
	AI00149402 | 2025-09-16T08:49:00 | 
	POR-8141 | 
	Port Harcourt | 
	load_balancing | 
	reinforcement_learning | 
	decrease | 0.75 | true | 62.71 | 62.71 | 17.55 | 0 | 4,626 | 
	Airtel | 
	success | 
| 
	AI00149403 | 2025-09-11T06:23:00 | 
	ILO-1490 | 
	Ilorin | 
	handover_optimization | 
	random_forest | 
	decrease | 0.88 | false | 74.19 | 83.62 | 9.43 | 0 | 3,966 | 
	Airtel | 
	success | 
| 
	AI00149404 | 2025-09-30T20:15:00 | 
	ABE-8646 | 
	Abeokuta | 
	energy_saving | 
	random_forest | 
	redistribute | 0.82 | true | 60.96 | 69.63 | 8.67 | 101.78 | 1,749 | 
	MTN | 
	success | 
| 
	AI00149405 | 2025-09-18T18:18:00 | 
	POR-2759 | 
	Port Harcourt | 
	power_optimization | 
	gradient_boosting | 
	redistribute | 0.93 | false | 60.57 | 72.87 | 12.3 | 117.89 | 3,890 | 
	MTN | 
	partial_success | 
| 
	AI00149406 | 2025-09-11T23:49:00 | 
	CAL-8578 | 
	Calabar | 
	interference_mitigation | 
	random_forest | 
	redistribute | 0.71 | true | 82.2 | 98.92 | 16.72 | 0 | 2,015 | 
	Glo | 
	success | 
| 
	AI00149407 | 2025-09-20T07:51:00 | 
	POR-9703 | 
	Port Harcourt | 
	capacity_planning | 
	random_forest | 
	increase | 0.83 | false | 72.02 | 83 | 10.98 | 0 | 549 | 
	Airtel | 
	partial_success | 
| 
	AI00149408 | 2025-09-17T22:35:00 | 
	LAG-4875 | 
	Lagos | 
	handover_optimization | 
	reinforcement_learning | 
	increase | 0.94 | true | 76.69 | 84.1 | 7.41 | 0 | 2,171 | 
	Glo | 
	success | 
| 
	AI00149409 | 2025-09-28T02:36:00 | 
	POR-3597 | 
	Port Harcourt | 
	handover_optimization | 
	neural_network | 
	redistribute | 0.74 | true | 70.99 | 70.99 | 13.41 | 0 | 245 | 
	9mobile | 
	success | 
| 
	AI00149410 | 2025-09-08T19:15:00 | 
	ONI-5709 | 
	Onitsha | 
	load_balancing | 
	reinforcement_learning | 
	maintain | 0.7 | true | 71.89 | 81.89 | 10 | 0 | 384 | 
	Glo | 
	success | 
| 
	AI00149411 | 2025-09-04T05:43:00 | 
	ABE-5760 | 
	Abeokuta | 
	power_optimization | 
	random_forest | 
	decrease | 0.73 | false | 63.9 | 63.9 | 13.4 | 183.33 | 894 | 
	MTN | 
	success | 
| 
	AI00149412 | 2025-09-19T11:19:00 | 
	KAD-6600 | 
	Kaduna | 
	capacity_planning | 
	neural_network | 
	decrease | 0.85 | true | 60.79 | 60.79 | 13.2 | 0 | 4,251 | 
	Airtel | 
	success | 
| 
	AI00149413 | 2025-09-03T16:27:00 | 
	KAD-8935 | 
	Kaduna | 
	spectrum_allocation | 
	neural_network | 
	decrease | 0.97 | true | 71.38 | 89.7 | 18.32 | 0 | 1,682 | 
	MTN | 
	success | 
| 
	AI00149414 | 2025-09-03T00:14:00 | 
	ABU-5901 | 
	Abuja | 
	interference_mitigation | 
	neural_network | 
	redistribute | 0.82 | true | 69.23 | 79.77 | 10.54 | 0 | 470 | 
	Glo | 
	success | 
| 
	AI00149415 | 2025-09-05T18:37:00 | 
	ILO-6750 | 
	Ilorin | 
	spectrum_allocation | 
	random_forest | 
	maintain | 0.93 | true | 76.73 | 88.55 | 11.82 | 0 | 2,284 | 
	Glo | 
	success | 
| 
	AI00149416 | 2025-09-30T11:03:00 | 
	ABU-1473 | 
	Abuja | 
	load_balancing | 
	random_forest | 
	decrease | 0.76 | false | 63.14 | 77.06 | 13.92 | 0 | 3,397 | 
	9mobile | 
	success | 
| 
	AI00149417 | 2025-09-28T10:33:00 | 
	ABU-8142 | 
	Abuja | 
	spectrum_allocation | 
	reinforcement_learning | 
	redistribute | 0.81 | false | 70.96 | 70.96 | 0 | 0 | 3,098 | 
	9mobile | 
	success | 
| 
	AI00149418 | 2025-09-01T20:00:00 | 
	ABU-3254 | 
	Abuja | 
	energy_saving | 
	neural_network | 
	maintain | 0.74 | true | 67.57 | 73.8 | 6.23 | 173.67 | 1,083 | 
	Glo | 
	success | 
| 
	AI00149419 | 2025-09-03T23:11:00 | 
	ABE-3959 | 
	Abeokuta | 
	load_balancing | 
	neural_network | 
	increase | 0.9 | true | 66.25 | 78.24 | 11.99 | 0 | 2,096 | 
	9mobile | 
	success | 
| 
	AI00149420 | 2025-09-02T06:40:00 | 
	LAG-1509 | 
	Lagos | 
	capacity_planning | 
	random_forest | 
	increase | 0.93 | true | 64.78 | 82.47 | 17.69 | 0 | 2,718 | 
	Airtel | 
	success | 
| 
	AI00149421 | 2025-09-20T08:02:00 | 
	ABU-8217 | 
	Abuja | 
	interference_mitigation | 
	reinforcement_learning | 
	maintain | 0.72 | true | 77.87 | 97.35 | 19.48 | 0 | 1,813 | 
	9mobile | 
	success | 
| 
	AI00149422 | 2025-09-22T01:16:00 | 
	ABA-6228 | 
	Aba | 
	load_balancing | 
	gradient_boosting | 
	increase | 0.87 | true | 61.51 | 67.4 | 5.89 | 0 | 4,051 | 
	Airtel | 
	partial_success | 
| 
	AI00149423 | 2025-09-30T23:31:00 | 
	ONI-7021 | 
	Onitsha | 
	interference_mitigation | 
	neural_network | 
	decrease | 0.81 | true | 65 | 82.1 | 17.1 | 0 | 4,640 | 
	Glo | 
	success | 
| 
	AI00149424 | 2025-09-17T16:21:00 | 
	WAR-7027 | 
	Warri | 
	fault_prediction | 
	neural_network | 
	redistribute | 0.8 | false | 65.15 | 77.08 | 11.93 | 0 | 702 | 
	Airtel | 
	success | 
| 
	AI00149425 | 2025-09-01T16:12:00 | 
	WAR-5743 | 
	Warri | 
	handover_optimization | 
	reinforcement_learning | 
	maintain | 0.76 | true | 69.61 | 83.9 | 14.29 | 0 | 2,986 | 
	Airtel | 
	partial_success | 
| 
	AI00149426 | 2025-09-16T22:13:00 | 
	ILO-1309 | 
	Ilorin | 
	load_balancing | 
	neural_network | 
	decrease | 0.79 | true | 83.47 | 98.61 | 15.14 | 0 | 829 | 
	MTN | 
	success | 
| 
	AI00149427 | 2025-09-26T21:29:00 | 
	BEN-8771 | 
	Benin City | 
	interference_mitigation | 
	gradient_boosting | 
	increase | 0.92 | true | 61.65 | 66.78 | 5.13 | 0 | 3,146 | 
	MTN | 
	success | 
| 
	AI00149428 | 2025-09-11T00:11:00 | 
	ILO-2950 | 
	Ilorin | 
	fault_prediction | 
	random_forest | 
	redistribute | 0.92 | true | 73.58 | 92.55 | 18.97 | 0 | 737 | 
	Glo | 
	success | 
| 
	AI00149429 | 2025-10-01T10:48:00 | 
	JOS-3382 | 
	Jos | 
	handover_optimization | 
	random_forest | 
	maintain | 0.95 | true | 64.94 | 64.94 | 0 | 0 | 1,396 | 
	MTN | 
	success | 
| 
	AI00149430 | 2025-09-07T23:53:00 | 
	KAN-6237 | 
	Kano | 
	spectrum_allocation | 
	random_forest | 
	decrease | 0.7 | false | 75.17 | 92.31 | 17.14 | 0 | 2,768 | 
	9mobile | 
	success | 
| 
	AI00149431 | 2025-09-12T01:54:00 | 
	ONI-9559 | 
	Onitsha | 
	spectrum_allocation | 
	random_forest | 
	maintain | 0.92 | true | 69.99 | 69.99 | 6.75 | 0 | 2,179 | 
	Airtel | 
	success | 
| 
	AI00149432 | 2025-09-04T19:43:00 | 
	ONI-7520 | 
	Onitsha | 
	load_balancing | 
	random_forest | 
	increase | 0.86 | false | 70.18 | 84.91 | 14.73 | 0 | 3,827 | 
	Glo | 
	success | 
| 
	AI00149433 | 2025-09-07T12:09:00 | 
	ABU-4731 | 
	Abuja | 
	power_optimization | 
	neural_network | 
	redistribute | 0.79 | false | 80.65 | 86.21 | 5.56 | 37.97 | 2,486 | 
	9mobile | 
	success | 
| 
	AI00149434 | 2025-09-13T17:06:00 | 
	CAL-4214 | 
	Calabar | 
	energy_saving | 
	random_forest | 
	increase | 0.99 | true | 83.57 | 96.02 | 0 | 11.81 | 1,209 | 
	9mobile | 
	success | 
| 
	AI00149435 | 2025-09-02T02:26:00 | 
	IBA-3145 | 
	Ibadan | 
	capacity_planning | 
	gradient_boosting | 
	maintain | 0.81 | true | 72.75 | 83.78 | 11.03 | 0 | 1,429 | 
	Glo | 
	partial_success | 
| 
	AI00149436 | 2025-10-01T11:06:00 | 
	LAG-5038 | 
	Lagos | 
	load_balancing | 
	neural_network | 
	redistribute | 0.83 | true | 62.84 | 69.24 | 6.4 | 0 | 2,421 | 
	Airtel | 
	success | 
| 
	AI00149437 | 2025-09-22T04:35:00 | 
	ABE-6431 | 
	Abeokuta | 
	energy_saving | 
	neural_network | 
	maintain | 0.72 | true | 65.48 | 85.09 | 19.61 | 135.51 | 1,394 | 
	MTN | 
	success | 
| 
	AI00149438 | 2025-09-20T17:00:00 | 
	BEN-1583 | 
	Benin City | 
	power_optimization | 
	random_forest | 
	redistribute | 0.74 | true | 75.77 | 89.22 | 13.45 | 59.71 | 4,655 | 
	MTN | 
	failed | 
| 
	AI00149439 | 2025-09-25T00:47:00 | 
	IBA-2377 | 
	Ibadan | 
	power_optimization | 
	random_forest | 
	maintain | 0.82 | false | 82.42 | 89.46 | 7.04 | 164.78 | 3,794 | 
	Glo | 
	success | 
| 
	AI00149440 | 2025-09-12T13:05:00 | 
	ABE-1380 | 
	Abeokuta | 
	energy_saving | 
	random_forest | 
	decrease | 0.71 | true | 65.37 | 76.49 | 11.12 | 104.6 | 4,587 | 
	9mobile | 
	success | 
| 
	AI00149441 | 2025-09-29T03:42:00 | 
	ONI-2014 | 
	Onitsha | 
	spectrum_allocation | 
	neural_network | 
	decrease | 0.75 | true | 67.57 | 78.01 | 10.44 | 0 | 272 | 
	9mobile | 
	success | 
| 
	AI00149442 | 2025-09-16T17:39:00 | 
	ABU-1143 | 
	Abuja | 
	energy_saving | 
	neural_network | 
	increase | 0.92 | true | 74.68 | 74.68 | 17.19 | 38.06 | 4,029 | 
	Glo | 
	success | 
| 
	AI00149443 | 2025-09-03T16:01:00 | 
	ABU-4641 | 
	Abuja | 
	power_optimization | 
	gradient_boosting | 
	maintain | 0.75 | true | 67.75 | 67.75 | 13.94 | 78.13 | 2,829 | 
	Glo | 
	success | 
| 
	AI00149444 | 2025-09-20T22:22:00 | 
	ONI-2515 | 
	Onitsha | 
	power_optimization | 
	neural_network | 
	increase | 0.93 | true | 83.01 | 94.36 | 11.35 | 138.39 | 2,698 | 
	MTN | 
	success | 
| 
	AI00149445 | 2025-09-30T15:25:00 | 
	BEN-3183 | 
	Benin City | 
	interference_mitigation | 
	gradient_boosting | 
	increase | 0.94 | true | 68.82 | 74.43 | 5.61 | 0 | 219 | 
	Glo | 
	success | 
| 
	AI00149446 | 2025-09-30T14:05:00 | 
	CAL-8734 | 
	Calabar | 
	power_optimization | 
	reinforcement_learning | 
	increase | 0.95 | true | 75.81 | 75.81 | 14.94 | 86.35 | 2,291 | 
	9mobile | 
	partial_success | 
| 
	AI00149447 | 2025-09-27T03:17:00 | 
	ABA-7523 | 
	Aba | 
	load_balancing | 
	reinforcement_learning | 
	maintain | 0.77 | true | 73.86 | 85.85 | 11.99 | 0 | 438 | 
	Airtel | 
	partial_success | 
| 
	AI00149448 | 2025-09-29T04:42:00 | 
	IBA-5079 | 
	Ibadan | 
	fault_prediction | 
	random_forest | 
	maintain | 0.77 | true | 62.46 | 75.65 | 13.19 | 0 | 853 | 
	9mobile | 
	success | 
| 
	AI00149449 | 2025-09-06T15:32:00 | 
	LAG-6735 | 
	Lagos | 
	fault_prediction | 
	reinforcement_learning | 
	maintain | 0.98 | true | 75.35 | 89.63 | 14.28 | 0 | 3,405 | 
	Airtel | 
	success | 
| 
	AI00149450 | 2025-09-28T13:31:00 | 
	POR-6229 | 
	Port Harcourt | 
	load_balancing | 
	random_forest | 
	redistribute | 0.73 | true | 75.52 | 94.2 | 18.68 | 0 | 4,969 | 
	Airtel | 
	success | 
| 
	AI00149451 | 2025-09-13T15:14:00 | 
	ONI-6669 | 
	Onitsha | 
	energy_saving | 
	gradient_boosting | 
	increase | 0.94 | true | 67.58 | 74.83 | 7.25 | 12.5 | 1,904 | 
	MTN | 
	success | 
| 
	AI00149452 | 2025-09-28T19:37:00 | 
	JOS-7555 | 
	Jos | 
	spectrum_allocation | 
	reinforcement_learning | 
	maintain | 0.72 | true | 71.45 | 80.36 | 8.91 | 0 | 1,114 | 
	Airtel | 
	success | 
| 
	AI00149453 | 2025-09-25T18:57:00 | 
	ENU-6903 | 
	Enugu | 
	handover_optimization | 
	neural_network | 
	decrease | 0.78 | true | 75.92 | 95.88 | 19.96 | 0 | 2,457 | 
	Glo | 
	success | 
| 
	AI00149454 | 2025-09-11T22:37:00 | 
	KAD-3212 | 
	Kaduna | 
	capacity_planning | 
	reinforcement_learning | 
	increase | 0.99 | true | 84.77 | 97.86 | 13.09 | 0 | 193 | 
	9mobile | 
	success | 
| 
	AI00149455 | 2025-09-12T00:45:00 | 
	KAD-1087 | 
	Kaduna | 
	load_balancing | 
	random_forest | 
	redistribute | 0.76 | true | 79.06 | 91.25 | 12.19 | 0 | 2,402 | 
	Glo | 
	partial_success | 
| 
	AI00149456 | 2025-09-16T00:50:00 | 
	LAG-5793 | 
	Lagos | 
	interference_mitigation | 
	reinforcement_learning | 
	maintain | 0.84 | true | 62.77 | 81.81 | 19.04 | 0 | 3,909 | 
	Airtel | 
	success | 
| 
	AI00149457 | 2025-09-19T23:31:00 | 
	ABA-9843 | 
	Aba | 
	energy_saving | 
	neural_network | 
	increase | 0.83 | true | 72.06 | 72.06 | 5.55 | 191.47 | 648 | 
	MTN | 
	partial_success | 
| 
	AI00149458 | 2025-09-17T19:27:00 | 
	ABE-1998 | 
	Abeokuta | 
	load_balancing | 
	neural_network | 
	decrease | 0.95 | true | 78.64 | 78.64 | 0 | 0 | 1,151 | 
	Glo | 
	partial_success | 
| 
	AI00149459 | 2025-09-21T08:34:00 | 
	BEN-6758 | 
	Benin City | 
	power_optimization | 
	gradient_boosting | 
	decrease | 0.91 | true | 79.21 | 94.8 | 15.59 | 166.75 | 2,660 | 
	MTN | 
	partial_success | 
| 
	AI00149460 | 2025-09-03T23:05:00 | 
	ABE-3993 | 
	Abeokuta | 
	capacity_planning | 
	random_forest | 
	decrease | 0.94 | true | 72.47 | 81.16 | 8.69 | 0 | 1,749 | 
	Glo | 
	success | 
| 
	AI00149461 | 2025-09-03T02:53:00 | 
	ABA-6147 | 
	Aba | 
	spectrum_allocation | 
	neural_network | 
	maintain | 0.92 | true | 75.42 | 75.42 | 9.16 | 0 | 3,668 | 
	Glo | 
	success | 
| 
	AI00149462 | 2025-09-03T07:58:00 | 
	ILO-7962 | 
	Ilorin | 
	handover_optimization | 
	reinforcement_learning | 
	maintain | 0.98 | true | 83.3 | 91.57 | 8.27 | 0 | 3,147 | 
	9mobile | 
	success | 
| 
	AI00149463 | 2025-09-19T12:17:00 | 
	ABE-7108 | 
	Abeokuta | 
	spectrum_allocation | 
	reinforcement_learning | 
	maintain | 0.96 | false | 63.68 | 77.18 | 13.5 | 0 | 3,652 | 
	Glo | 
	success | 
| 
	AI00149464 | 2025-09-09T12:05:00 | 
	POR-6788 | 
	Port Harcourt | 
	handover_optimization | 
	neural_network | 
	maintain | 0.79 | true | 60.73 | 74.55 | 13.82 | 0 | 4,982 | 
	MTN | 
	failed | 
| 
	AI00149465 | 2025-09-09T14:16:00 | 
	JOS-5165 | 
	Jos | 
	fault_prediction | 
	neural_network | 
	redistribute | 0.92 | true | 65.57 | 80.09 | 14.52 | 0 | 3,453 | 
	Airtel | 
	success | 
| 
	AI00149466 | 2025-09-25T00:56:00 | 
	KAN-6413 | 
	Kano | 
	handover_optimization | 
	neural_network | 
	maintain | 0.73 | true | 67.58 | 81.7 | 0 | 0 | 379 | 
	Glo | 
	success | 
| 
	AI00149467 | 2025-09-13T10:26:00 | 
	ABU-8487 | 
	Abuja | 
	capacity_planning | 
	neural_network | 
	decrease | 0.99 | false | 76.38 | 76.38 | 11.66 | 0 | 4,756 | 
	Airtel | 
	success | 
| 
	AI00149468 | 2025-09-15T02:40:00 | 
	ABA-2621 | 
	Aba | 
	interference_mitigation | 
	random_forest | 
	redistribute | 0.97 | true | 65.53 | 74.49 | 8.96 | 0 | 2,830 | 
	MTN | 
	success | 
| 
	AI00149469 | 2025-09-13T08:44:00 | 
	KAD-6516 | 
	Kaduna | 
	handover_optimization | 
	gradient_boosting | 
	maintain | 0.77 | true | 82.06 | 94.93 | 12.87 | 0 | 1,917 | 
	MTN | 
	success | 
| 
	AI00149470 | 2025-09-22T08:30:00 | 
	ONI-8452 | 
	Onitsha | 
	fault_prediction | 
	gradient_boosting | 
	maintain | 0.84 | true | 83.56 | 95.35 | 11.79 | 0 | 3,653 | 
	9mobile | 
	success | 
| 
	AI00149471 | 2025-09-10T01:16:00 | 
	ILO-2785 | 
	Ilorin | 
	interference_mitigation | 
	reinforcement_learning | 
	maintain | 0.93 | true | 73.84 | 92.4 | 18.56 | 0 | 568 | 
	9mobile | 
	success | 
| 
	AI00149472 | 2025-09-09T03:51:00 | 
	ABU-6229 | 
	Abuja | 
	energy_saving | 
	gradient_boosting | 
	decrease | 0.74 | true | 62.62 | 75.6 | 12.98 | 109.66 | 1,760 | 
	9mobile | 
	partial_success | 
| 
	AI00149473 | 2025-09-29T09:33:00 | 
	ONI-1699 | 
	Onitsha | 
	handover_optimization | 
	neural_network | 
	maintain | 0.82 | true | 67.94 | 75.15 | 7.21 | 0 | 1,957 | 
	9mobile | 
	success | 
| 
	AI00149474 | 2025-09-15T15:56:00 | 
	ABU-6245 | 
	Abuja | 
	spectrum_allocation | 
	random_forest | 
	maintain | 0.9 | true | 79.63 | 84.84 | 5.21 | 0 | 4,883 | 
	9mobile | 
	success | 
| 
	AI00149475 | 2025-09-29T00:35:00 | 
	JOS-8143 | 
	Jos | 
	power_optimization | 
	random_forest | 
	increase | 0.98 | false | 76.27 | 83.7 | 7.43 | 64.84 | 3,602 | 
	Airtel | 
	success | 
| 
	AI00149476 | 2025-09-19T14:24:00 | 
	ONI-1585 | 
	Onitsha | 
	interference_mitigation | 
	gradient_boosting | 
	decrease | 0.75 | true | 61.23 | 73.1 | 11.87 | 0 | 1,391 | 
	MTN | 
	success | 
| 
	AI00149477 | 2025-09-17T18:37:00 | 
	LAG-2547 | 
	Lagos | 
	power_optimization | 
	reinforcement_learning | 
	decrease | 0.74 | true | 76.96 | 86.6 | 0 | 73.05 | 4,120 | 
	Glo | 
	partial_success | 
| 
	AI00149478 | 2025-09-23T02:28:00 | 
	KAD-6007 | 
	Kaduna | 
	power_optimization | 
	neural_network | 
	decrease | 0.85 | true | 74.55 | 87.64 | 13.09 | 21.04 | 4,042 | 
	Glo | 
	success | 
| 
	AI00149479 | 2025-09-18T03:20:00 | 
	ABE-2015 | 
	Abeokuta | 
	energy_saving | 
	reinforcement_learning | 
	redistribute | 0.7 | true | 65.02 | 71.24 | 6.22 | 82.23 | 3,250 | 
	MTN | 
	success | 
| 
	AI00149480 | 2025-09-04T12:09:00 | 
	CAL-8616 | 
	Calabar | 
	energy_saving | 
	neural_network | 
	increase | 0.94 | true | 75.23 | 82.53 | 0 | 122.52 | 1,539 | 
	MTN | 
	success | 
| 
	AI00149481 | 2025-09-06T11:06:00 | 
	ONI-2025 | 
	Onitsha | 
	load_balancing | 
	gradient_boosting | 
	redistribute | 0.93 | true | 67.4 | 80.81 | 13.41 | 0 | 926 | 
	Glo | 
	partial_success | 
| 
	AI00149482 | 2025-09-24T21:02:00 | 
	ABE-5023 | 
	Abeokuta | 
	capacity_planning | 
	neural_network | 
	increase | 0.92 | true | 82.98 | 99 | 16.02 | 0 | 2,550 | 
	9mobile | 
	success | 
| 
	AI00149483 | 2025-09-25T15:53:00 | 
	KAD-8253 | 
	Kaduna | 
	load_balancing | 
	neural_network | 
	decrease | 0.71 | true | 69.33 | 83.73 | 14.4 | 0 | 3,540 | 
	Glo | 
	success | 
| 
	AI00149484 | 2025-09-28T11:34:00 | 
	JOS-6502 | 
	Jos | 
	energy_saving | 
	neural_network | 
	decrease | 0.99 | true | 83.02 | 98.57 | 15.55 | 39.41 | 4,559 | 
	Airtel | 
	success | 
| 
	AI00149485 | 2025-09-18T08:21:00 | 
	BEN-5555 | 
	Benin City | 
	energy_saving | 
	neural_network | 
	redistribute | 0.8 | true | 64.3 | 74.44 | 10.14 | 137.2 | 2,621 | 
	Glo | 
	partial_success | 
| 
	AI00149486 | 2025-09-20T01:30:00 | 
	LAG-3249 | 
	Lagos | 
	spectrum_allocation | 
	random_forest | 
	maintain | 0.75 | true | 68.04 | 87.55 | 19.51 | 0 | 657 | 
	Airtel | 
	success | 
| 
	AI00149487 | 2025-09-18T19:38:00 | 
	LAG-8268 | 
	Lagos | 
	power_optimization | 
	reinforcement_learning | 
	increase | 0.82 | true | 84.88 | 98.92 | 14.04 | 27.96 | 2,366 | 
	Glo | 
	success | 
| 
	AI00149488 | 2025-09-26T02:14:00 | 
	WAR-7715 | 
	Warri | 
	fault_prediction | 
	neural_network | 
	redistribute | 0.94 | true | 66.02 | 81.26 | 15.24 | 0 | 2,524 | 
	MTN | 
	success | 
| 
	AI00149489 | 2025-09-10T22:00:00 | 
	JOS-4757 | 
	Jos | 
	load_balancing | 
	neural_network | 
	maintain | 0.77 | true | 78.93 | 85.93 | 7 | 0 | 3,537 | 
	9mobile | 
	partial_success | 
| 
	AI00149490 | 2025-09-14T18:15:00 | 
	ABE-7784 | 
	Abeokuta | 
	load_balancing | 
	neural_network | 
	redistribute | 0.96 | true | 84.1 | 90.98 | 6.88 | 0 | 3,795 | 
	9mobile | 
	success | 
| 
	AI00149491 | 2025-09-07T10:22:00 | 
	ILO-6767 | 
	Ilorin | 
	handover_optimization | 
	reinforcement_learning | 
	increase | 0.72 | false | 72.97 | 81.81 | 0 | 0 | 1,774 | 
	9mobile | 
	success | 
| 
	AI00149492 | 2025-09-11T08:05:00 | 
	BEN-2674 | 
	Benin City | 
	handover_optimization | 
	neural_network | 
	maintain | 0.96 | true | 81.49 | 81.49 | 12.51 | 0 | 2,021 | 
	MTN | 
	success | 
| 
	AI00149493 | 2025-09-12T18:11:00 | 
	ABU-2023 | 
	Abuja | 
	load_balancing | 
	reinforcement_learning | 
	decrease | 0.73 | true | 61.85 | 77.97 | 16.12 | 0 | 1,488 | 
	MTN | 
	success | 
| 
	AI00149494 | 2025-09-19T20:46:00 | 
	ABU-1643 | 
	Abuja | 
	power_optimization | 
	neural_network | 
	increase | 0.87 | true | 65.41 | 71.43 | 6.02 | 21.76 | 4,867 | 
	Airtel | 
	success | 
| 
	AI00149495 | 2025-09-17T08:11:00 | 
	BEN-2939 | 
	Benin City | 
	fault_prediction | 
	neural_network | 
	decrease | 0.78 | true | 64.19 | 79.18 | 14.99 | 0 | 2,909 | 
	Glo | 
	success | 
| 
	AI00149496 | 2025-09-06T12:06:00 | 
	ILO-4375 | 
	Ilorin | 
	load_balancing | 
	reinforcement_learning | 
	redistribute | 0.94 | true | 84.2 | 84.2 | 8.82 | 0 | 268 | 
	9mobile | 
	success | 
| 
	AI00149497 | 2025-09-02T07:57:00 | 
	JOS-8327 | 
	Jos | 
	energy_saving | 
	neural_network | 
	maintain | 0.7 | false | 71.08 | 71.08 | 13.97 | 152.81 | 195 | 
	MTN | 
	success | 
| 
	AI00149498 | 2025-09-06T17:02:00 | 
	ABE-9412 | 
	Abeokuta | 
	interference_mitigation | 
	neural_network | 
	increase | 0.83 | true | 74.43 | 74.43 | 13.63 | 0 | 2,487 | 
	9mobile | 
	success | 
| 
	AI00149499 | 2025-09-07T22:17:00 | 
	POR-8312 | 
	Port Harcourt | 
	handover_optimization | 
	reinforcement_learning | 
	decrease | 0.94 | true | 84.3 | 100.13 | 15.83 | 0 | 113 | 
	Glo | 
	success | 
| 
	AI00149500 | 2025-09-17T04:44:00 | 
	ABU-1389 | 
	Abuja | 
	handover_optimization | 
	reinforcement_learning | 
	decrease | 0.86 | false | 78.12 | 78.12 | 0 | 0 | 4,178 | 
	9mobile | 
	success | 
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