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Zowel
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smart_city_traffic_flow_optimization

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train · 30 rows

junction_id stringclasses 5 values	timestamp stringdate 2025-12-28 08:00:00 2025-12-28 10:15:00	vehicle_count int64 12 210	avg_speed_kmh float64 12.5 65.8	congestion_level stringclasses 5 values	signal_timing_sec int64 20 150	pedestrian_count int64 5 85	weather_impact_factor float64 0.1 0.6	emergency_vehicle_priority bool 2 classes	optimal_route_efficiency float64 0.42 0.98
JNC-101	2025-12-28T08:00:00Z	145	22.5	High	90	45	0.2	false	0.65
JNC-102	2025-12-28T08:00:00Z	32	55.1	Low	30	12	0.1	false	0.92
JNC-103	2025-12-28T08:05:00Z	88	38.4	Medium	60	28	0.2	true	0.78
JNC-101	2025-12-28T08:10:00Z	160	18.2	Very High	120	55	0.3	false	0.54
JNC-104	2025-12-28T08:10:00Z	12	65.8	Low	20	5	0.1	false	0.98
JNC-102	2025-12-28T08:15:00Z	45	48.2	Low	45	15	0.2	false	0.88
JNC-103	2025-12-28T08:20:00Z	95	32.1	Medium	75	30	0.4	false	0.72
JNC-101	2025-12-28T08:25:00Z	130	24.8	High	100	40	0.5	true	0.68
JNC-105	2025-12-28T08:30:00Z	210	12.5	Critical	150	85	0.6	false	0.42
JNC-104	2025-12-28T08:35:00Z	15	62.1	Low	25	8	0.2	false	0.95
JNC-102	2025-12-28T08:40:00Z	55	42.5	Medium	50	22	0.3	false	0.84
JNC-103	2025-12-28T08:45:00Z	110	28.4	High	85	35	0.4	false	0.66
JNC-101	2025-12-28T08:50:00Z	155	19.5	Very High	110	60	0.5	false	0.58
JNC-105	2025-12-28T08:55:00Z	195	14.2	Critical	140	78	0.6	true	0.48
JNC-104	2025-12-28T09:00:00Z	25	58.4	Low	30	10	0.2	false	0.91
JNC-102	2025-12-28T09:05:00Z	62	40.1	Medium	55	25	0.2	false	0.82
JNC-103	2025-12-28T09:10:00Z	125	25.6	High	95	42	0.3	false	0.62
JNC-101	2025-12-28T09:15:00Z	140	21.8	High	95	48	0.4	false	0.64
JNC-105	2025-12-28T09:20:00Z	180	16.5	Critical	130	70	0.5	false	0.51
JNC-104	2025-12-28T09:25:00Z	35	52.4	Low	35	12	0.2	false	0.89
JNC-102	2025-12-28T09:30:00Z	68	38.2	Medium	60	28	0.3	false	0.8
JNC-103	2025-12-28T09:35:00Z	115	27.1	High	90	38	0.4	true	0.65
JNC-101	2025-12-28T09:40:00Z	135	23.5	High	90	44	0.4	false	0.67
JNC-105	2025-12-28T09:45:00Z	170	18.4	Very High	120	65	0.5	false	0.55
JNC-104	2025-12-28T09:50:00Z	42	48.1	Low	40	15	0.3	false	0.86
JNC-102	2025-12-28T09:55:00Z	75	35.5	Medium	65	32	0.3	false	0.78
JNC-103	2025-12-28T10:00:00Z	105	29.8	Medium	80	35	0.4	false	0.7
JNC-101	2025-12-28T10:05:00Z	120	26.4	High	85	40	0.4	false	0.71
JNC-105	2025-12-28T10:10:00Z	160	20.1	High	110	60	0.5	false	0.59
JNC-104	2025-12-28T10:15:00Z	48	45.2	Low	45	18	0.3	false	0.84

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