Traffic Accident Prediction Based on LSTM-GBRT Model

Table 1

Sample of road traffic safety raw data for 1997–2016.

Year	GDP	Gross national income	Per capita GDP	Road mileage	Highway mileage	Number of civilian vehicles	Number of drivers	Passenger traffic	Highway passenger traffic	Total population	Male population	Female population	Urban population	Rural population	Traffic accident death toll
1997	79715	78802.9	6481	122.64	0.48	1219.09	2619.25	1326094	1204583	123626	63131	60495	39449	84177	73861
1998	85195	83817.6	6860	127.85	0.87	1319.30	2974.06	1378717	1257332	124761	63940	60821	41608	83153	78067
1999	90564	89366.5	7229	135.17	1.16	1452.94	3361.12	1394413	1269004	125786	64692	61094	43748	82038	83529
2000	100280.1	99066.1	7942	167.98	1.63	1608.91	3746.51	1478573	1347392	126743	65437	61306	45906	80837	93853
2001	110863.1	109276.2	8717	169.8	1.94	1802.04	4462.68	1534122	1402798	127627	65672	61955	48064	79563	105930
2002	121717.4	120480.4	9506	176.52	2.51	2053.17	4827.08	1608150	1475257	128453	66115	62338	50212	78241	109381
2003	137422	136576.3	10666	180.98	2.97	2382.93	5368.07	1587497	1464335	129227	66556	62671	52376	76851	104372
2004	161840.2	161415.4	12487	187.07	3.43	2693.71	7101.64	1767453	1624526	129988	66976	63012	54283	75705	107077
2005	187318.9	185998.9	14368	334.52	4.1	3159.66	8017.76	1847018	1697381	130756	67375	63381	56212	74544	98738
2006	219438.5	219028.5	16738	345.7	4.53	3697.35	9317.24	2024157.64	1860487	131448	67728	63720	58288	73160	89455
2007	270232.3	270844	20505	358.37	5.39	4358.36	10567.15	2227761.21	2050680	132129	68048	64081	60633	71496	81649
2008	319515.5	321500.5	24121	373.02	6.03	5099.61	12276.8	2867891.96	2682114	132802	68357	64445	62403	70399	73484
2009	349081.4	348498.5	26222	386.08	6.51	6280.61	13740.73	2976897.83	2779081	133450	68647	64803	64512	68938	67759
2010	413030.3	411265.2	30876	400.82	7.41	7801.83	15129.89	3269508.17	3052738	134091	68748	65343	66978	67113	65225
2011	489300.6	484753.2	36403	410.64	8.49	9356.32	17416.76	3526318.73	3286220	134735	69068	65667	69079	65656	62387
2012	540367.4	539116.5	40007	423.75	9.62	10933.09	20028.52	3804034.9	3557010	135404	69395	66009	71182	64222	59997
2013	595244.4	590422.4	43852	435.62	10.44	12670.14	21742.7	2122991.55	1853463	136072	69728	66344	73111	62961	58539
2014	643974	644791.1	47203	446.39	11.19	14598.11	24812.07	2032217	1736270	136782	70079	66703	74916	61866	58523
2015	689052	686449.6	50251	457.73	12.35	16284.45	28012.99	1943271	1619097	137462	70414	67048	77116	60346	58022
2016	743585	740598	53935	469.63	13.1	18574.54	30328.77	1900194	1542758	138271	10825	67456	79298	58973	63093