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  | 
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
	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 
 | 
					
			Subsets and Splits
				
	
				
			
				
No community queries yet
The top public SQL queries from the community will appear here once available.