Engine 3 · Spatial-temporal predictive mapping

Pathfinder AI

Hotspot ranker over 2,363 H3 res-7 hexes (~5 km² each) + corridor-anomaly OneClassSVM over 6,000 simulated GPS trips.

Hex hotspot ranker · Spearman

89.8%

on hold-out hexes

Trip anomalies detected

618

of 6,000 trips

Recall on injected deviations

93.6%

FP rate on clean trips

5.0%

Operational map

2,000 hexes · 1,500 trips ·GPS trips simulated

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Trip	Kind	Depot → Retailer	Direct (km)	Total (km)	Detour ×	Max dev (km)	Dwell (min)
TR000001	long_dwell	t Nellore-II → 24094214	33.4	42.7	1.28	1.7	30.2
TR000002	long_dwell	ri Satya Sai → 24074SS47	24.5	30.6	1.25	1.2	43.0
TR000003	detour	jayawada-III → 25B097005	6.4	43.3	6.71	9.7	0.0
TR000004	long_dwell	epot Vizag-I → 24086044	5.3	29.4	5.53	1.4	24.0
TR000005	border_run	Depot Kadapa → 24075AMY18	28.5	77.9	2.73	18.0	0.0
TR000006	detour	jayawada-III → 24097088	24.9	58.9	2.37	13.4	0.0
TR000007	long_dwell	Prakasam-II → 24091PKM112	26.4	37.6	1.42	1.4	40.7
TR000008	long_dwell	epot Tekkali → 24088102	21.8	35.5	1.62	1.7	40.2
TR000009	detour	ot Vizag-III → 24099AKP37	18.7	57.9	3.09	13.0	0.0
TR000010	long_dwell	epot Nandyal → 25B096012	6.6	23.1	3.48	1.3	22.7
TR000011	border_run	ot Vizag-III → 24099060	24.0	77.1	3.22	18.0	0.0
TR000013	detour	ot Vizag-III → 24099114	31.1	64.0	2.05	14.8	0.0
TR000014	long_dwell	Vijayawada-I → 2406676	21.0	33.2	1.58	1.5	35.7
TR000015	detour	t Guntur-III → 25B092007	21.6	56.0	2.59	12.2	0.0
TR000016	detour	ri Satya Sai → 25074SS90	42.7	68.9	1.61	11.5	0.0
TR000017	detour	Depot Kadapa → 24075053	54.9	81.0	1.47	13.2	0.0
TR000018	long_dwell	pot Guntur-I → 25B078052	6.2	30.3	4.85	1.5	40.8
TR000019	speed_anomaly	epot Kurnool → 2407213	32.2	42.2	1.31	1.7	0.0
TR000020	border_run	epot Kurnool → 24072072	65.8	109.8	1.67	18.0	0.0
TR000021	detour	t Chittoor-I → 24073CTR040	11.4	51.4	4.50	13.1	0.0