Datasets:

FlorindoDev
/

f1_corner_telemetry_2024_2025

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float64	throttle_15 float64	throttle_16 float64	throttle_17 float64	throttle_18 float64	throttle_19 float64	throttle_20 float64	throttle_21 float64	throttle_22 float64	throttle_23 float64	throttle_24 float64	throttle_25 float64	throttle_26 float64	throttle_27 float64	throttle_28 float64	throttle_29 float64	throttle_30 float64	throttle_31 float64	throttle_32 float64	throttle_33 float64	throttle_34 float64	throttle_35 float64	throttle_36 float64	throttle_37 float64	throttle_38 float64	throttle_39 float64	throttle_40 float64	throttle_41 float64	throttle_42 float64	throttle_43 float64	throttle_44 float64	throttle_45 float64	throttle_46 float64	throttle_47 float64	throttle_48 float64	throttle_49 float64	brake_0 int64	brake_1 int64	brake_2 int64	brake_3 int64	brake_4 int64	brake_5 int64	brake_6 int64	brake_7 int64	brake_8 int64	brake_9 int64	brake_10 int64	brake_11 int64	brake_12 int64	brake_13 int64	brake_14 int64	brake_15 int64	brake_16 int64	brake_17 int64	brake_18 int64	brake_19 int64	brake_20 int64	brake_21 int64	brake_22 int64	brake_23 int64	brake_24 int64	brake_25 int64	brake_26 int64	brake_27 int64	brake_28 int64	brake_29 int64	brake_30 int64	brake_31 int64	brake_32 int64	brake_33 int64	brake_34 int64	brake_35 int64	brake_36 int64	brake_37 int64	brake_38 int64	brake_39 int64	brake_40 int64	brake_41 int64	brake_42 int64	brake_43 int64	brake_44 int64	brake_45 int64	brake_46 int64	brake_47 int64	brake_48 int64	brake_49 int64	acc_x_0 float64	acc_x_1 float64	acc_x_2 float64	acc_x_3 float64	acc_x_4 float64	acc_x_5 float64	acc_x_6 float64	acc_x_7 float64	acc_x_8 float64	acc_x_9 float64	acc_x_10 float64	acc_x_11 float64	acc_x_12 float64	acc_x_13 float64	acc_x_14 float64	acc_x_15 float64	acc_x_16 float64	acc_x_17 float64	acc_x_18 float64	acc_x_19 float64	acc_x_20 float64	acc_x_21 float64	acc_x_22 float64	acc_x_23 float64	acc_x_24 float64	acc_x_25 float64	acc_x_26 float64	acc_x_27 float64	acc_x_28 float64	acc_x_29 float64	acc_x_30 float64	acc_x_31 float64	acc_x_32 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float64	acc_y_42 float64	acc_y_43 float64	acc_y_44 float64	acc_y_45 float64	acc_y_46 float64	acc_y_47 float64	acc_y_48 float64	acc_y_49 float64	acc_z_0 float64	acc_z_1 float64	acc_z_2 float64	acc_z_3 float64	acc_z_4 float64	acc_z_5 float64	acc_z_6 float64	acc_z_7 float64	acc_z_8 float64	acc_z_9 float64	acc_z_10 float64	acc_z_11 float64	acc_z_12 float64	acc_z_13 float64	acc_z_14 float64	acc_z_15 float64	acc_z_16 float64	acc_z_17 float64	acc_z_18 float64	acc_z_19 float64	acc_z_20 float64	acc_z_21 float64	acc_z_22 float64	acc_z_23 float64	acc_z_24 float64	acc_z_25 float64	acc_z_26 float64	acc_z_27 float64	acc_z_28 float64	acc_z_29 float64	acc_z_30 float64	acc_z_31 float64	acc_z_32 float64	acc_z_33 float64	acc_z_34 float64	acc_z_35 float64	acc_z_36 float64	acc_z_37 float64	acc_z_38 float64	acc_z_39 float64	acc_z_40 float64	acc_z_41 float64	acc_z_42 float64	acc_z_43 float64	acc_z_44 float64	acc_z_45 float64	acc_z_46 float64	acc_z_47 float64	acc_z_48 float64	acc_z_49 float64	x_0 float64	x_1 float64	x_2 float64	x_3 float64	x_4 float64	x_5 float64	x_6 float64	x_7 float64	x_8 float64	x_9 float64	x_10 float64	x_11 float64	x_12 float64	x_13 float64	x_14 float64	x_15 float64	x_16 float64	x_17 float64	x_18 float64	x_19 float64	x_20 float64	x_21 float64	x_22 float64	x_23 float64	x_24 float64	x_25 float64	x_26 float64	x_27 float64	x_28 float64	x_29 float64	x_30 float64	x_31 float64	x_32 float64	x_33 float64	x_34 float64	x_35 float64	x_36 float64	x_37 float64	x_38 float64	x_39 float64	x_40 float64	x_41 float64	x_42 float64	x_43 float64	x_44 float64	x_45 float64	x_46 float64	x_47 float64	x_48 float64	x_49 float64	y_0 float64	y_1 float64	y_2 float64	y_3 float64	y_4 float64	y_5 float64	y_6 float64	y_7 float64	y_8 float64	y_9 float64	y_10 float64	y_11 float64	y_12 float64	y_13 float64	y_14 float64	y_15 float64	y_16 float64	y_17 float64	y_18 float64	y_19 float64	y_20 float64	y_21 float64	y_22 float64	y_23 float64	y_24 float64	y_25 float64	y_26 float64	y_27 float64	y_28 float64	y_29 float64	y_30 float64	y_31 float64	y_32 float64	y_33 float64	y_34 float64	y_35 float64	y_36 float64	y_37 float64	y_38 float64	y_39 float64	y_40 float64	y_41 float64	y_42 float64	y_43 float64	y_44 float64	y_45 float64	y_46 float64	y_47 float64	y_48 float64	y_49 float64	z_0 float64	z_1 float64	z_2 float64	z_3 float64	z_4 float64	z_5 float64	z_6 float64	z_7 float64	z_8 float64	z_9 float64	z_10 float64	z_11 float64	z_12 float64	z_13 float64	z_14 float64	z_15 float64	z_16 float64	z_17 float64	z_18 float64	z_19 float64	z_20 float64	z_21 float64	z_22 float64	z_23 float64	z_24 float64	z_25 float64	z_26 float64	z_27 float64	z_28 float64	z_29 float64	z_30 float64	z_31 float64	z_32 float64	z_33 float64	z_34 float64	z_35 float64	z_36 float64	z_37 float64	z_38 float64	z_39 float64	z_40 float64	z_41 float64	z_42 float64	z_43 float64	z_44 float64	z_45 float64	z_46 float64	z_47 float64	z_48 float64	z_49 float64	distance_0 float64	distance_1 float64	distance_2 float64	distance_3 float64	distance_4 float64	distance_5 float64	distance_6 float64	distance_7 float64	distance_8 float64	distance_9 float64	distance_10 float64	distance_11 float64	distance_12 float64	distance_13 float64	distance_14 float64	distance_15 float64	distance_16 float64	distance_17 float64	distance_18 float64	distance_19 float64	distance_20 float64	distance_21 float64	distance_22 float64	distance_23 float64	distance_24 float64	distance_25 float64	distance_26 float64	distance_27 float64	distance_28 float64	distance_29 float64	distance_30 float64	distance_31 float64	distance_32 float64	distance_33 float64	distance_34 float64	distance_35 float64	distance_36 float64	distance_37 float64	distance_38 float64	distance_39 float64	distance_40 float64	distance_41 float64	distance_42 float64	distance_43 float64	distance_44 float64	distance_45 float64	distance_46 float64	distance_47 float64	distance_48 float64	distance_49 float64	time_0 float64	time_1 float64	time_2 float64	time_3 float64	time_4 float64	time_5 float64	time_6 float64	time_7 float64	time_8 float64	time_9 float64	time_10 float64	time_11 float64	time_12 float64	time_13 float64	time_14 float64	time_15 float64	time_16 float64	time_17 float64	time_18 float64	time_19 float64	time_20 float64	time_21 float64	time_22 float64	time_23 float64	time_24 float64	time_25 float64	time_26 float64	time_27 float64	time_28 float64	time_29 float64	time_30 float64	time_31 float64	time_32 float64	time_33 float64	time_34 float64	time_35 float64	time_36 float64	time_37 float64	time_38 float64	time_39 float64	time_40 float64	time_41 float64	time_42 float64	time_43 float64	time_44 float64	time_45 float64	time_46 float64	time_47 float64	time_48 float64	time_49 float64
Abu Dhabi Grand Prix	Race	ALB	1	2	SOFT	1	1	145	149.3	154.8	155	164	167.3	172	172.45	178	179.485714	186	188.45	192.825	193	196.87	201.37	202	205.3	210	211.725	213	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	10,838	11,291.22	11,870.92	11,892	11,233	11,152.15	11,037	11,056.35	11,295	11,369.1	11,694	11,452.5	11,021.25	11,004	11,055.17	11,114.67	11,123	11,306.5625	11,568	11,627.225	11,671	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	70	71.72	73.92	74	74	74.4125	75	75.075	76	76.742857	80	80	80	80	83.44	87.44	88	90.8875	95	97.875	100	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	8.354377	7.19697	8.725071	9.840645	9.840645	8.129462	8.171296	9.113757	9.375	8.344032	7.11222	6.49218	6.131687	6.189558	6.247428	6.440972	6.672454	6.71379	6.175595	6.956319	8.535354	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	2.858565	3.537501	6.03544	9.299675	11.005709	12.163284	14.050148	15.886324	19.766172	25.462818	26.730028	26.008507	24.707086	24.674514	24.816898	23.48135	20.677098	13.265265	4.614556	2.050168	1.4733	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0	0	-0	-0	0	0	-0	0	0	0	0	0	-0.00005	-0.00005	0.000091	0.000091	-0.000323	-0.002743	-0.002364	0.006064	0.00582	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	4,033.106358	4,017	3,982	3,980.971872	3,965.331453	3,954	3,926.118353	3,924	3,895.159617	3,884	3,829.358606	3,799	3,738	3,735.288536	3,671	3,582	3,568.998143	3,508	3,426.836025	3,371	3,317.879772	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	4,045.787772	4,117	4,261	4,265.105941	4,323.435636	4,359	4,441.535829	4,447	4,512.079575	4,535	4,639.206116	4,689	4,772	4,775.182581	4,841	4,912	4,922.240164	4,970	5,024.463828	5,059	5,091.673963	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0	0	0	0	0	0	-0	0	0	0	-0	0	0	-0	0	0	-0.000003	0	0.000182	0	-0.000344	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	262.770278	270.037986	279.635464	279.9925	289.103611	295.314368	304.3925	304.979192	312.303611	314.932644	326.770278	332.702599	343.488485	343.925833	353.440241	364.763641	366.370278	374.014995	385.036944	390.451316	394.503611	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	27.302	27.474	27.694	27.702	27.902	28.034	28.222	28.234	28.382	28.434	28.662	28.774	28.974	28.982	29.154	29.354	29.382	29.514	29.702	29.794	29.862	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000
Abu Dhabi Grand Prix	Race	ALB	1	3	SOFT	1	1	227.420063	227	225.744445	223.311111	223	221	221	221	220.033333	220	220.828571	221	222	222.46	223	226.866667	227	229.854773	231	233.24	238.84	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	10,440.755514	10,404	10,436.644426	10,499.911111	10,508	10,410	10,406	10,400	10,405.8	10,406	10,430.028571	10,435	10,473	10,548.9	10,638	10,690.2	10,692	10,946.074756	11,048	11,143.48	11,382.18	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	51.391859	39	41.197221	45.455556	46	49	51	54	56.9	57	60.314286	61	68	69.84	72	80.7	81	93.846476	99	99	99	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1.60448	-2.471268	-2.919557	-3.195868	-2.847889	-1.819082	-0.904593	-0.609568	-0.302763	0.25169	0.96818	1.024777	1.157052	2.026437	3.206245	4.280374	4.617108	4.805649	5.12041	5.435455	5.630227	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0.354368	0.266197	-5.45103	-11.815856	-24.370268	-32.78221	-33.532974	-34.205947	-35.873318	-42.115283	-43.424479	-39.988341	-37.194023	-27.741456	-23.280375	-23.746489	-24.204992	-23.672103	-17.229498	-13.967299	-11.311465	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1.716919	8.927386	23.7822	29.600678	29.627966	29.627966	30.367035	32.644546	35.930396	34.094302	20.166079	0.512935	-11.612317	-0.951176	5.767572	4.771737	0.809428	-2.512181	-0.959339	2.767468	6.439136	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	2,880	2,848.333674	2,788	2,676	2,659.276715	2,549.903244	2,476	2,383.661065	2,289	2,286.318496	2,223	2,212.179569	2,162.71927	2,153	2,146.097454	2,143	2,143.001344	2,145	2,147.540529	2,155	2,191	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	5,401	5,423.405653	5,466	5,543	5,554.343177	5,628.444025	5,683	5,763.166375	5,904	5,910.362807	6,119	6,157.534154	6,328.497079	6,369	6,407.825793	6,495	6,499.433806	6,611	6,653.338352	6,728	6,993	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0	0.07429	0	0	0.828982	9.036343	0	-52.218526	-132	-133.096694	-130	-128.525295	-130.130297	-131	-131.314134	-131	-131.02482	-132	-132.33135	-133	-137	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	450.488099	454.685	461.727023	475.262134	476.985	486.807222	493.68627	503.996111	518.173268	518.662778	532.898628	535.851667	553.118333	558.802123	565.507222	580.132038	580.640556	591.638599	596.104722	603.434643	622.121406	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	30.754	30.821	30.934	31.153	31.181	31.341	31.453	31.621	31.853	31.861	32.093	32.141	32.421	32.513	32.621	32.853	32.861	33.033	33.102	33.214	33.494	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000
Abu Dhabi Grand Prix	Race	ALB	1	4	SOFT	1	1	258.71	262	262.457143	266	267.32	268	268.4	270.65	271	273.914286	274	276	278	278.371429	278.942857	280	281	281.433333	284.433333	285	285.7	286	287	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	10,664.76	10,802	10,818.342857	10,945	10,982.62	11,002	11,018.4	11,110.65	11,125	11,240.6	11,244	11,313	11,500	11,498.514286	11,496.228571	11,492	11,535	11,544.316667	11,608.816667	11,621	11,681.2	11,707	11,758	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	99	99	99	99	99	99	99	99	99	99	99	99	99	99	99	99	99	99	99	99	99	99	99	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	4.82203	4.520202	4.084738	3.433584	3.110833	3.083333	3.314815	3.32231	3.156966	3.149093	3.170404	3.049677	2.561518	2.194088	1.941181	1.905824	2.016053	2.169229	2.194787	2.001886	1.715646	1.527511	1.414097	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	1.868042	5.070379	6.581661	8.70025	10.094221	11.168907	12.941499	12.965654	12.813611	12.410638	10.139372	9.17227	7.831493	6.862733	6.052595	4.274612	4.378076	4.565386	4.508386	4.19761	3.872551	3.115701	2.806986	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1.641042	-4.318742	-7.382833	-18.542982	-26.165293	-36.277585	-34.713626	-33.746374	-44.739659	-62.567662	-58.771729	-55.111043	-44.077139	-43.730066	-35.611368	-40.748223	-49.028788	-42.576729	-23.391658	-19.344528	-22.753773	-25.964763	-18.964926	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	2,307	2,330.621258	2,335	2,364.903525	2,379	2,385.94491	2,389	2,403	2,404.837329	2,418	2,418.222278	2,420.528846	2,420.003624	2,420	2,420	2,417.83716	2,413.349289	2,412	2,403	2,400.594653	2,396	2,393.818241	2,383.668602	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	7,668	7,799.86426	7,825	8,007.801737	8,103	8,152.64701	8,176	8,311	8,334.553366	8,583	8,589.439088	8,701.561722	8,823.240039	8,860	8,922	9,069.027544	9,244.000799	9,290	9,509	9,559.568838	9,651	9,690.277607	9,850.627792	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-160	-165.003349	-166	-173.68634	-177	-178.369945	-179	-183	-183.759297	-192	-192.191671	-195.086549	-197.877618	-199	-201	-204.427638	-207.32876	-208	-210	-210.405341	-211	-211.101672	-210.895018	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	699.218979	712.971389	715.324131	733.660278	743.472136	748.549167	750.945054	764.497688	766.615833	787.31531	787.926944	800.193611	815.638056	819.671107	825.889063	837.415833	849.904722	853.984885	882.504102	887.904722	896.799338	900.615833	916.560278	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	34.594	34.782	34.814	35.062	35.194	35.262	35.294	35.474	35.502	35.774	35.782	35.942	36.142	36.194	36.274	36.422	36.582	36.634	36.994	37.062	37.174	37.222	37.422	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000
Abu Dhabi Grand Prix	Race	ALB	1	5	SOFT	1	1	284	282.8	278	263.533333	247	247	247	216	200.7375	179	164.861493	157	112.264	109	106.2	103	102.1	101	99.71	98.96	98	97.64	97	95.11	94	94.144444	94.7	94.866667	95	97.485714	98	99.9	100	103.4	104	104.64	108	108.444444	112.333333	113	120.166667	123	132	133.12	139.42	-1,000	-1,000	-1,000	-1,000	-1,000	11,683	11,504.2	10,789	10,427.8	10,015	9,654.475	9,578	9,613	9,653.8375	9,712	9,428.587207	9,271	7,795.644	7,688	7,499.933333	7,285	7,268.8	7,249	7,137.2	7,072.2	6,989	6,971	6,939	6,872.22	6,833	6,854.955556	6,939.4	6,964.733333	6,985	7,231.085714	7,282	7,496.7	7,508	7,794.45	7,845	7,893.48	8,148	8,192	8,577	8,643	9,108.833333	9,293	9,467	9,565.24	10,117.84	-1,000	-1,000	-1,000	-1,000	-1,000	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	6.3	10	12.022222	19.8	22.133333	24	28.142857	29	31.85	32	37.95	39	39.64	43	43.622222	49.066667	50	55.016667	57	61	61.88	66.83	-1,000	-1,000	-1,000	-1,000	-1,000	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1,000	-1,000	-1,000	-1,000	-1,000	-8.000894	-14.377572	-22.865226	-25.280943	-17.847816	-18.477283	-25.491647	-36.197666	-31.517495	-24.257953	-18.142074	-14.677346	-12.153926	-9.878601	-7.332305	-5.37037	-3.906695	-2.702991	-2.240028	-2	-1.768519	-1.690546	-1.773879	-1.757933	-0.884259	0.067387	0.771605	1.38049	2.115352	2.975876	3.267196	3.43254	3.472222	3.75	4.444444	5.048354	4.899177	4.333333	5.868874	8.44089	10.723869	10.884713	10.267429	9.939183	9.452862	-1,000	-1,000	-1,000	-1,000	-1,000	1.972709	3.238734	4.338199	5.153062	6.591147	7.272513	10.46726	11.902643	12.816345	18.721292	18.765367	19.516305	21.585556	21.729289	22.558417	21.662865	23.204874	26.558184	22.770004	23.575301	25.968589	25.114442	24.812529	26.680118	24.849587	23.066683	20.228268	20.019484	19.047211	15.605613	18.587593	18.244353	15.729528	15.916257	15.608232	15.090109	13.161385	12.311749	12.222443	8.000493	7.084438	5.714229	4.611223	3.663214	2.590674	-1,000	-1,000	-1,000	-1,000	-1,000	-13.219709	-9.040749	-5.248969	-5.39616	-5.110835	-2.748124	-0.312999	0.645927	1.587727	2.419361	2.368107	2.095262	2.221821	2.574495	2.456055	1.28391	0.734236	0.916734	0.575669	-0.218556	-0.650091	-0.518961	-0.514379	0.301681	0.903466	0.843524	0.211451	0.881108	1.319208	1.068814	1.824343	2.721343	1.856279	1.511139	2.122121	2.930177	1.561173	0.668476	1.850842	2.089205	0.984578	0.62479	0.391529	-0.012723	-1.288225	-1,000	-1,000	-1,000	-1,000	-1,000	2,333.059952	2,331	2,320.209415	2,311	2,304.372183	2,298	2,296.18536	2,278.771558	2,266	2,248.437622	2,226	2,212.139624	2,076	2,062.755727	2,040	2,012.821709	1,997	1,977.147839	1,937	1,913	1,880.607533	1,862	1,828.838469	1,764	1,726.902337	1,714	1,666	1,653	1,642.432537	1,590	1,579.787636	1,549	1,547.418984	1,496	1,487.524813	1,482	1,454.819575	1,450	1,409	1,400.474059	1,370	1,362.130705	1,347.006924	1,344	1,322	-1,000	-1,000	-1,000	-1,000	-1,000	10,518.971685	10,542	10,660.021044	10,760	10,832.672947	10,894	10,909.649047	11,045.923629	11,132	11,227.525184	11,318	11,364.608562	11,629	11,643.847308	11,667	11,691.387772	11,704	11,718.246411	11,742	11,753	11,764.339971	11,769	11,773.764664	11,770	11,759.767224	11,755	11,732	11,724	11,717.140097	11,679	11,670.49381	11,642	11,640.407367	11,581	11,569.707032	11,562	11,519.181031	11,511	11,432	11,412.548626	11,339	11,319.764414	11,279.747476	11,271	11,205	-1,000	-1,000	-1,000	-1,000	-1,000	-212.076506	-212	-211.506227	-211	-210.5114	-210	-209.87601	-208.833001	-208	-206.620338	-205	-204.364404	-202	-201.527405	-201	-201.578293	-202	-202.302591	-203	-204	-204.105268	-204	-204.170035	-205	-205.013484	-205	-205	-205	-205.161993	-207	-207.077581	-207	-207.027579	-209	-208.974433	-209	-210.668772	-211	-213	-213.599048	-216	-216.470716	-216.786378	-217	-219	-1,000	-1,000	-1,000	-1,000	-1,000	983.769167	986.282787	996.124722	1,003.974395	1,012.591389	1,021.712652	1,023.569167	1,035.569167	1,042.502832	1,051.480278	1,061.90865	1,067.223889	1,095.578667	1,097.501667	1,100.705559	1,104.368333	1,106.400335	1,108.857222	1,113.578953	1,116.284605	1,119.746111	1,121.693247	1,125.135	1,131.730807	1,135.579444	1,136.937952	1,142.197906	1,143.794536	1,145.079444	1,151.38176	1,152.701667	1,156.921303	1,157.146111	1,164.975063	1,166.390556	1,167.339553	1,172.390556	1,173.365293	1,182.120687	1,183.690556	1,189.509482	1,191.890556	1,200.653889	1,201.888138	1,209.121338	-1,000	-1,000	-1,000	-1,000	-1,000	38.261	38.293	38.421	38.533	38.661	38.793	38.821	39.021	39.153	39.341	39.573	39.702	40.634	40.702	40.814	40.942	41.014	41.102	41.274	41.374	41.502	41.574	41.702	41.954	42.102	42.154	42.354	42.414	42.462	42.694	42.742	42.894	42.902	43.174	43.222	43.254	43.422	43.454	43.734	43.782	43.954	44.022	44.261	44.293	44.473	-1,000	-1,000	-1,000	-1,000	-1,000
Abu Dhabi Grand Prix	Race	ALB	1	6	SOFT	1	1	196.95	184	173.25	169	159.8625	152	146.068535	137.595013	135	124.366667	124	83.482353	83	78.05	74	68	66.7	62.2	62	54.909091	52	50	49.6	48	44.755556	44	44	44	44.7	45	45	44.84	44	44	44	43	42.366667	42	42	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	9,049.875	8,481	8,627.916667	8,686	8,795.65	8,890	8,805.912756	8,685.788121	8,649	8,463.4	8,457	6,724.623529	6,704	6,305.8	5,980	5,471	5,352.916667	4,944.166667	4,926	4,428.927273	4,225	3,986	3,949.2	3,802	3,814.977778	3,818	3,750.68	3,716	3,678.9	3,663	3,831	3,962.84	4,655	4,606.24	4,549	4,503	4,437.766667	4,400	4,353.2	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-23.599672	-20.746528	-17.809606	-15.870949	-14.996293	-14.735021	-14.719696	-14.166201	-13.50637	-14.169749	-15.393652	-14.742651	-12.647837	-10.086333	-9.175752	-8.018345	-7.311875	-6.739268	-6.52883	-5.792298	-4.840067	-3.893098	-3.382814	-3.254213	-2.4466	-1.378601	0.010288	0.938786	1.072333	0.63509	-0.406576	-0.839269	-0.762108	-0.64464	-0.830221	-1.216023	-1.08272	-0.597994	-0.602816	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	2.670138	2.88466	3.103478	4.044016	4.377276	5.910132	6.793844	7.158953	8.950323	9.183327	9.349085	9.720121	9.248232	9.183206	8.279742	7.95997	8.096169	6.485062	8.029258	8.352047	8.204386	8.248963	8.471866	8.845934	10.231842	11.10414	11.976726	11.108058	10.654855	10.900586	10.720977	10.037544	8.930584	7.261816	6.247643	5.242871	4.011737	3.447953	2.453134	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0.269809	0.000917	-0.083149	-1.110633	-1.946422	-2.860264	-3.268235	-3.452131	-4.4183	-2.394919	-2.984114	-3.642344	-3.137792	-3.364384	-3.187863	-2.778268	-2.590036	-1.865976	-4.33266	-3.789681	-2.870707	-2.05264	-0.985079	-0.21486	0.083316	0.27842	0.504027	0.881866	0.890521	0.694195	0.384789	0.282247	0.118743	0.042341	0.268875	0.3822	0.366316	0.225913	-0.005688	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-2,028	-2,058.680192	-2,092	-2,099.398132	-2,111	-2,127.746622	-2,141	-2,156	-2,160.01921	-2,176	-2,176.459238	-2,195	-2,195.028661	-2,195	-2,194.518445	-2,191.155838	-2,189	-2,179	-2,178.668209	-2,172	-2,164.033884	-2,151.166557	-2,149	-2,141.83465	-2,127	-2,121.454686	-2,109	-2,102.387029	-2,091	-2,085.785184	-2,066.988745	-2,063	-2,040.949767	-2,029	-2,015.645997	-1,997.112047	-1,980	-1,970.195761	-1,962	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	1,573	1,479.622966	1,378	1,355.70215	1,320	1,264.225412	1,218	1,161	1,144.220568	1,067	1,064.433935	876	874.128509	845	824.950534	789.179549	776	724	722.316493	697	677.271147	646.728299	642	628.08125	612	606.827378	596	591.045612	584	581.453244	574.959968	574	570.742372	570	569.929836	571.295481	573	574.011124	575	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-235	-234.996558	-235	-235.001136	-235	-234.988241	-235	-235	-234.91093	-234	-233.966656	-232	-231.997896	-232	-231.878122	-231.256171	-231	-230	-229.971791	-230	-229.991259	-229.968823	-230	-230.250355	-231	-231.026577	-231	-231.027955	-231	-230.881937	-230.146601	-230	-229.327817	-229	-228.633709	-228.151656	-228	-228.077384	-228	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	2,234.639295	2,242.1825	2,250.362795	2,253.449167	2,260.916165	2,266.960278	2,271.304666	2,277.223393	2,278.997778	2,287.013113	2,287.264444	2,302.776775	2,302.942222	2,305.68661	2,307.875556	2,311.653333	2,312.587489	2,315.657522	2,315.786667	2,320.360365	2,322.142222	2,324.364444	2,324.799955	2,326.497778	2,330.076986	2,330.897778	2,332.504257	2,333.342222	2,334.740333	2,335.342222	2,337.342222	2,337.736925	2,339.786667	2,340.913694	2,342.231111	2,344.142222	2,345.916134	2,346.942222	2,347.787698	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	58.193	58.341	58.513	58.581	58.753	58.901	59.013	59.173	59.222	59.454	59.462	60.134	60.142	60.274	60.382	60.582	60.634	60.814	60.822	61.134	61.262	61.422	61.454	61.582	61.874	61.942	62.074	62.142	62.254	62.302	62.462	62.494	62.662	62.754	62.862	63.022	63.174	63.262	63.334	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000
Abu Dhabi Grand Prix	Race	ALB	1	7	SOFT	1	1	32.57	32	32	32	32	32	32	32	32	32	32	32	32.466667	33	33.185714	34	33.77	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	4,017.21	3,987	3,982.825	3,913.241667	3,857.575	3,820	3,896.471429	3,921	3,922.4	3,923.9	3,924	3,931	3,798.933333	3,648	3,779.671429	4,357	4,379.54	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-0.738852	-0.451389	-0.219907	0	0	0	0	0	0	0	0.138493	0.524296	0.894176	1.086371	0.869632	0.268271	-0.293899	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-3.214327	-3.021016	-3.111596	-3.418052	-3.028967	-3.427487	-3.860717	-3.70041	-3.733276	-3.8054	-4.038482	-3.757716	-3.208862	-3.544344	-3.629629	-3.190107	-2.661332	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0.483447	0.168103	-0.348311	-0.243305	0.6375	1.938826	2.044901	1.372462	0.545739	0.502252	1.037133	1.615228	1.48408	0.453153	-1.109516	-1.077046	-0.184092	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,676	-1,656.041279	-1,655	-1,639	-1,626	-1,617.321	-1,601	-1,596.087243	-1,588	-1,579	-1,578.450242	-1,567.139194	-1,558	-1,542.984724	-1,538	-1,531.553721	-1,528	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	603	598.26988	598	593	587	583.074816	575	571.7537	566	560	559.617848	550.427327	541	524.583391	519	510.524854	505	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-222	-221.994466	-222	-222	-221	-220.063005	-219	-219.402649	-220	-219	-218.913985	-216.692455	-216	-215.984826	-216	-215.396658	-215	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	2,376.556903	2,378.574444	2,378.680824	2,380.457002	2,381.880638	2,382.841111	2,384.725442	2,385.33	2,386.326161	2,387.392369	2,387.463333	2,389.241111	2,390.257298	2,391.441111	2,391.928943	2,394.085556	2,394.937938	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	66.194	66.422	66.434	66.634	66.794	66.902	67.114	67.182	67.294	67.414	67.422	67.622	67.734	67.862	67.914	68.142	68.234	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000
Abu Dhabi Grand Prix	Race	ALB	1	8	SOFT	1	1	128	131.3	135.3	137	144.909091	146.954545	152	154.45	159	159	159	175	175.327273	196.6	199	201.8	203	203	206.733333	215	218.2	221	222.965001	224	225.871429	228	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	11,156	10,861.933333	10,505.488889	10,354	10,762.109091	10,867.654545	11,128	11,079	10,988	10,943.866667	10,657	10,988	10,983.581818	10,696.4	10,664	10,918.8	11,028	11,242	11,354.311111	11,603	11,005.666667	10,483	10,614.000064	10,683	10,761.132181	10,850	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	65	67.933333	71.488889	73	78.8	80.3	84	87.15	93	93.8	99	100	100	100	100	100	100	100	100	100	100	100	100	100	100	100	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	7.83106	7.261542	7.595398	8.437149	9.2789	8.982453	7.85135	6.450186	3.780864	5.386483	10.762141	13.287394	12.181564	7.457912	7.247475	5.25641	4.119882	4.891487	6.770318	7.042649	5.431827	4.407697	4.210056	4.057209	3.492881	2.405231	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	3.55567	4.123815	4.967903	4.969742	4.853281	5.808091	6.209928	7.376105	7.284731	7.604413	9.272668	9.803438	10.250119	10.385105	10.257274	10.593864	9.633743	9.838718	10.083289	8.38662	7.248864	6.498411	5.756732	4.779048	3.791603	2.981645	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	1.266855	-0.439725	-1.61201	-0.947277	-0.169614	-0.370903	-0.545723	0.323926	0.708871	0.388795	0.364328	1.171034	1.394387	1.147116	0.920714	0.949641	1.042452	1.41831	1.856972	1.917385	1.009745	0.397873	0.315377	0.2459	0.221247	0.427203	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,230.935008	-1,215	-1,195	-1,185.501042	-1,150	-1,141	-1,117.461939	-1,095	-1,040.580275	-1,033	-995.989126	-964.32133	-962	-735	-706.942143	-666	-644.404842	-556.913924	-500	-410.56267	-349	-285.047632	-231	-201.730452	-136	-23.891405	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-459.113352	-504	-559	-583.254473	-670	-693	-747.529521	-795	-905.127472	-920	-988.708745	-1,040.302634	-1,044	-1,381	-1,417.821648	-1,469	-1,495.05381	-1,597.418152	-1,662	-1,756.830249	-1,816	-1,875.703992	-1,925	-1,951.247417	-2,009	-2,105.396312	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-208.608309	-209	-209	-209.323043	-211	-211	-211.913549	-213	-214.771503	-215	-216.149696	-216.952929	-217	-221	-221.889827	-223	-223.38808	-224.334321	-225	-226.893282	-228	-228.272579	-228	-227.675664	-227	-226.834915	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	2,498.248611	2,503.116534	2,509.252638	2,511.948611	2,521.54603	2,524.113179	2,530.526389	2,535.456163	2,544.659722	2,546.059592	2,555.259722	2,564.981944	2,565.587739	2,608.647579	2,613.626389	2,619.947634	2,622.648611	2,631.670833	2,638.197302	2,653.170833	2,664.912475	2,675.270833	2,683.40129	2,687.715278	2,695.981023	2,705.448611	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	73.742	73.874	74.034	74.102	74.334	74.394	74.542	74.654	74.862	74.894	75.102	75.302	75.314	76.094	76.182	76.294	76.342	76.502	76.614	76.862	77.054	77.222	77.353	77.422	77.553	77.702	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000
Abu Dhabi Grand Prix	Race	ALB	1	9	SOFT	1	1	202	184.675	181	175.5	171.333333	166	161	160.5	151	148.542857	147	145.48	145	140.7	140	138	137.4	136	133.35	133	130	130.66	130.86	131	132.8	133	135.7	136	137.177778	138	138.490909	140.945455	141	143	143.06	144.155	145	145.129167	146	146	146	147.76569	148	151.9	153	157.208617	161	161.91	167.51	168	10,180	9,944.875	9,895	9,882.9	9,873.733333	9,862	9,634	9,690	10,754	10,553.742857	10,428	10,261.56	10,209	10,096.34	10,078	9,897	9,843.9	9,720	9,661.7	9,654	9,621	9,650.7	9,659.7	9,666	9,759.6	9,770	9,976.1	9,999	10,119.133333	10,203	10,222.636364	10,320.818182	10,323	10,528	10,528.24	10,532.620001	10,536	10,540.262509	10,569	10,734.387581	10,771	10,905.192473	10,923	11,224.86	11,310	11,520.43087	11,710	11,570.64	10,713.04	10,638	0	0	0	0	0	0	0	0	0	0	0	0	0	2.58	3	9	11.7	18	24.183333	25	34	38.62	40.02	41	46.4	47	47	47	46.411111	46	45.836364	45.018182	45	46	46	46	46	46.129167	47	49.456251	50	51.76569	52	55.12	56	58.104309	60	60.13	60.93	61	1	1	1	1	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-22.301561	-24.524748	-21.320409	-13.025656	-10.633092	-9.177234	-9.177234	-9.028048	-7.948633	-5.18137	-3.339438	-4.028472	-5.252525	-5.423091	-4.296382	-2.753172	-2.643523	-2.915854	-3.035586	-2.528095	-0.907725	0.446575	1.56746	1.765873	2.261905	2.612434	2.521189	2.076597	1.637198	1.698381	1.815291	1.72889	1.56054	1.39219	1.388889	1.376929	1.299768	1.073961	0.622957	0.918363	1.456041	2.581942	3.058142	3.819367	4.37315	4.883609	4.967921	4.908607	4.861111	4.861111	1.429502	2.796922	7.835228	12.704925	14.495352	18.03425	20.872334	23.164709	24.290216	26.008176	27.833561	25.424394	24.074188	23.814577	23.243903	22.587355	21.648746	23.027573	25.681187	23.895615	24.471378	23.78361	24.843313	25.218237	24.856042	28.53564	27.149707	23.296619	23.86871	22.15384	21.800885	20.010076	18.321089	18.502246	15.304195	16.689452	15.244948	15.713197	17.344572	17.446911	19.300387	19.894967	22.825118	22.531582	20.942812	22.254494	19.325151	15.277172	12.145902	10.592183	-0.182012	-0.361877	-0.563306	-0.454876	-0.319236	-0.375498	-0.468682	-0.463444	-0.357791	-0.272829	-0.241429	-0.174556	-0.091924	-0.055404	-0.318945	-0.082823	0.958831	3.510962	-1.840281	-3.571747	-3.211765	-2.583839	-1.051599	3.15099	5.578725	8.712928	8.251031	14.696097	17.135699	16.392427	15.481305	14.346746	11.249154	9.042201	4.893758	2.75646	1.704937	1.350062	1.80333	1.790649	1.139228	0.254411	0.114459	0.326081	0.239981	0.156253	-0.056197	-0.193783	-0.095838	0.257648	4,678.028877	4,743	4,756.19724	4,816	4,860	4,920.197461	5,018.327575	5,024	5,126.400876	5,189	5,219.085841	5,260	5,275.930447	5,344	5,356.375771	5,451.673067	5,483	5,544.315123	5,602	5,608.365064	5,663.91717	5,688	5,696	5,701.534608	5,746	5,750.097911	5,779	5,781.397927	5,794	5,795.907043	5,794	5,761	5,760.260963	5,725.514549	5,724	5,687	5,643.088647	5,636	5,604.060938	5,571	5,560.281765	5,468	5,459.708384	5,406	5,368.127003	5,244	5,193.808083	5,183	5,037	5,005.829675	-5,209.496968	-5,235	-5,240.233233	-5,264	-5,281	-5,302.811517	-5,331.791167	-5,333	-5,344.16411	-5,343	-5,339.907274	-5,332	-5,328.491584	-5,310	-5,305.609418	-5,263.715355	-5,247	-5,207.379843	-5,160	-5,154.349407	-5,095.701859	-5,062	-5,050	-5,041.434484	-4,961	-4,951.807106	-4,862	-4,850.12288	-4,757	-4,712.636601	-4,687	-4,493	-4,489.647268	-4,390.442699	-4,387	-4,307	-4,228.223812	-4,216	-4,163.956979	-4,123	-4,110.407931	-4,005	-3,995.5157	-3,949	-3,926.502436	-3,858	-3,841.594708	-3,839	-3,810	-3,806.41921	-228.919006	-229	-229.00682	-229	-229	-229.249859	-229.963175	-230	-230.547334	-231	-231.383213	-232	-232.197181	-233	-233.168251	-234.600509	-235	-235.488738	-236	-236.137524	-237.948028	-236	-235	-234.466952	-235	-235.046349	-234	-233.814954	-232	-229.967414	-229	-226	-225.967748	-225.080445	-225	-223	-222.090942	-222	-221.929073	-222	-222.000172	-222	-222.042855	-223	-223.15105	-223	-222.086242	-222	-223	-223.03328	3,279.341667	3,286.02108	3,287.386111	3,293.637205	3,298.192974	3,303.986111	3,312.930556	3,313.451239	3,322.997222	3,330.038949	3,334.430556	3,340.575717	3,342.486111	3,349.184261	3,350.263889	3,357.930556	3,360.667773	3,366.997222	3,374.840594	3,375.863889	3,387.419444	3,392.213468	3,393.67329	3,394.697222	3,403.996496	3,405.041667	3,414.554844	3,415.619444	3,423.715558	3,429.419444	3,432.213059	3,446.336973	3,446.652778	3,462.541667	3,463.021835	3,471.822924	3,478.652778	3,479.908427	3,488.386111	3,493.695347	3,494.875	3,503.537962	3,504.700556	3,517.889595	3,521.700556	3,531.955316	3,541.423056	3,543.808702	3,558.758581	3,560.089722	85.782	85.914	85.942	86.074	86.174	86.302	86.502	86.514	86.742	86.914	87.022	87.174	87.222	87.394	87.422	87.622	87.694	87.862	88.074	88.102	88.422	88.554	88.594	88.622	88.874	88.902	89.154	89.182	89.394	89.542	89.614	89.974	89.982	90.382	90.394	90.613	90.782	90.813	91.022	91.153	91.182	91.393	91.421	91.733	91.821	92.053	92.262	92.314	92.634	92.662
Abu Dhabi Grand Prix	Race	ALB	1	10	SOFT	1	1	217	221	221.3	222.9875	224	226	226.55	227	227.72	229	229.96	230	226	225.22	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	11,429	10,449	10,457	10,502	10,529	10,705	10,729.2	10,749	10,763.04	10,788	10,880.16	10,884	10,552	10,515.7	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	100	100	100	100	100	100	100	100	100	100	93.28	93	13	12.22	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0	0	0	0	0	0	0	0	0	0	0	0	1	1	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	4.920644	4.631293	3.809799	2.776914	2.717458	2.235205	1.796254	1.91358	2.175926	2.037037	-1.071429	-4.292789	-10.774271	-14.61025	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-3.635557	-5.890832	-6.985492	-8.558884	-12.971667	-15.963967	-20.121226	-23.401231	-24.129088	-24.073288	-23.337081	-23.605002	-22.131524	-17.712251	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-0.476274	-0.469486	-0.245758	-0.264856	-0.313851	-0.291168	-0.061546	0.180398	0.030206	-0.197372	-0.392914	-0.341488	0.473297	0.590907	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	3,504.75573	3,431.137367	3,404	3,207	3,132.09852	3,094.053899	3,046	2,981.841041	2,937	2,868.123728	2,746	2,738.862043	2,577.472099	2,567	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-3,639.80531	-3,633.431986	-3,631	-3,613	-3,605.63661	-3,600.093667	-3,590	-3,576.322474	-3,566	-3,547.440977	-3,497	-3,493.540675	-3,410.554712	-3,405	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-230.36538	-230.848739	-231	-232	-232.260967	-232.107989	-232	-232.007482	-232	-231.874992	-232	-232.033548	-232.955065	-233	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	3,703.411944	3,713.234167	3,715.211063	3,726.394707	3,733.145278	3,743.189722	3,751.498798	3,758.323056	3,762.890991	3,771.045278	3,783.314517	3,783.823056	3,793.8675	3,794.60179	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	95.302	95.462	95.494	95.674	95.782	95.942	96.074	96.182	96.254	96.382	96.574	96.582	96.742	96.754	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000
Abu Dhabi Grand Prix	Race	ALB	1	11	SOFT	1	1	200	197.768747	193	177	176.642498	173.392498	165.592498	164	157.069638	156	152.411214	150	147.779999	146	135.855556	135	128	126.5375	119.225	119	113.266667	111	107.7	106	102	102	102	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	9,971	10,155.556482	10,550	9,509	9,520.522567	9,625.272567	9,876.672567	9,928	9,553.760435	9,496	9,217.270972	9,030	8,889.029919	8,776	8,279.844444	8,238	8,881	8,803.8125	8,417.875	8,406	8,071.316667	7,939	7,756.18	7,662	7,457	7,809.8	7,961	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	1	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-15.688174	-14.152248	-13.109299	-12.067634	-10.594301	-9.027779	-8.210612	-7.264697	-6.05267	-5.591279	-5.314668	-5.369289	-6.261187	-7.303671	-8.165873	-8.226712	-8.001661	-7.891774	-8.27332	-8.755573	-8.728567	-7.978395	-6.861295	-5.471219	-3.156405	-4.303181	-6.484552	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-13.668974	-10.707196	-10.830098	-10.014683	-9.37803	-9.900898	-11.401566	-13.027835	-15.593821	-14.326857	-14.840047	-14.222811	-13.973295	-14.162805	-13.111836	-12.849921	-11.561898	-8.755893	-7.198628	-6.707517	-6.457734	-5.773879	-4.702647	-3.957287	-2.920179	-2.695806	-2.405442	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-0.456314	-0.767537	-0.41437	0.101033	0.149274	-0.14964	-0.744277	-0.607314	-0.127878	0.753988	0.697803	0.234871	0.112375	0.329066	1.318025	2.021822	0.893948	-0.363739	-0.581669	-0.273306	0.132681	0.092978	0.017033	-0.818988	-1.729342	-0.844982	0.034328	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	2,409.658207	2,395	2,360.063102	2,240.97199	2,237	2,199	2,063	2,043.891488	1,992	1,981.117498	1,921	1,867.680879	1,826	1,802.583981	1,765	1,761.755425	1,729.797023	1,723	1,693	1,692.232877	1,676	1,667.035728	1,649	1,643.115845	1,637.691317	1,633	1,629.865529	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-3,311.838068	-3,302	-3,278.698565	-3,197.851297	-3,195	-3,167	-3,061	-3,045.558119	-2,997	-2,986.371783	-2,924	-2,858.189412	-2,803	-2,769.839059	-2,698	-2,691.198957	-2,623.120009	-2,607	-2,525	-2,522.699495	-2,470	-2,438.056792	-2,372	-2,350.320525	-2,328.756755	-2,306	-2,290.809696	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-232.069465	-232	-232.056317	-232.987554	-233	-233	-232	-231.903538	-232	-231.85029	-231	-230.879916	-231	-231.171117	-232	-232.033114	-232.041078	-232	-232	-232.032044	-233	-233.119931	-233	-232.962402	-232.980911	-233	-233.003995	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	3,816.811944	3,819.581807	3,825.389722	3,841.123056	3,841.641671	3,846.305581	3,857.16863	3,859.345278	3,872.860765	3,874.901944	3,882.949706	3,888.276944	3,892.820978	3,896.388056	3,908.870621	3,909.888056	3,918.421389	3,920.204239	3,928.745152	3,928.999167	3,934.341118	3,936.399167	3,940.31551	3,942.288056	3,947.954722	3,951.152341	3,952.488056	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	97.142	97.193	97.302	97.622	97.633	97.733	97.973	98.022	98.333	98.381	98.573	98.702	98.813	98.902	99.234	99.262	99.502	99.554	99.814	99.822	99.994	100.062	100.194	100.262	100.462	100.574	100.622	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000
Abu Dhabi Grand Prix	Race	ALB	1	12	SOFT	1	1	54.6	54	53.045	52.045	52	51.370833	50.2875	50	49.521303	49	48.640898	47.44389	47	47	47	47	47	47	47	47.733333	49	49.96	50	51.6125	53	54.15	55	55.933333	57	58.65	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	4,481.9	4,418	4,361.177481	4,301.677481	4,299	4,298.370833	4,297.2875	4,297	4,118.924781	3,925	3,970.426441	4,121.847912	4,178	4,092.9	3,956	3,959.35	4,015.183333	4,023	4,022	4,027.866667	4,038	4,223.28	4,231	4,376.125	4,501	4,649.925	4,760	4,882.733333	5,023	5,224.3	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0	0	0	0	0	0	0	0	0	0	0.359102	1.55611	2	3.15	5	5	5	5	6	6.733333	8	8.96	9	10.6125	12	12	12	14.8	18	19.1	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	1	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-2.906225	-2.222804	-1.528359	-1.316069	-1.238908	-1.161748	-1.044467	-0.890726	-0.796063	-0.98501	-1.214756	-1.150694	-0.688885	-0.227077	0	0	0	0.204522	0.718925	1.209813	1.468254	1.803902	2.18107	2.697081	3.004437	3.053734	2.846365	2.656431	2.896486	3.560066	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-3.087927	-3.398331	-4.125584	-4.630382	-4.83559	-5.853963	-6.148005	-6.279033	-7.249226	-7.461714	-8.025199	-7.784334	-7.846917	-8.426567	-7.537616	-7.123169	-7.079883	-6.377388	-5.768006	-4.83653	-4.637108	-4.491739	-4.00526	-3.840181	-3.496724	-3.323165	-3.297723	-3.595109	-3.303527	-2.751044	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-0.949893	0.920681	0.397264	-0.472052	-0.506824	-0.146711	0.079167	-0.162912	-0.197373	-0.431679	-0.458313	0.052665	0.683158	0.607438	0.288588	0.137673	0.430114	0.465282	0.080709	-0.111856	-0.117034	0.007942	0.269145	0.3959	0.316993	0.093223	-0.053263	-0.023362	-0.007383	-0.005201	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	1,587	1,588.0526	1,593	1,600	1,600.331041	1,606	1,618	1,622.670413	1,637	1,648.203729	1,653	1,675	1,683.238267	1,692	1,707.691101	1,709	1,732	1,735.701014	1,766.02515	1,785	1,810.711128	1,833	1,834.070634	1,859	1,880.399846	1,894	1,904.406123	1,922	1,942.356813	1,964	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,680	-1,672.815966	-1,645	-1,617	-1,615.748526	-1,595	-1,561	-1,550.788522	-1,523	-1,504.93956	-1,499	-1,476	-1,468.243591	-1,461	-1,450.798169	-1,450	-1,437	-1,435.279239	-1,423.912464	-1,418	-1,411.511734	-1,408	-1,407.863288	-1,405	-1,402.290056	-1,401	-1,400.429524	-1,400	-1,399.846995	-1,400	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-231	-231.001088	-231	-231	-231.00359	-231	-230	-230.075612	-231	-231.877167	-232	-232	-232.498878	-233	-233.009371	-233	-233	-233.041565	-233.655336	-234	-234.089248	-234	-233.998698	-234	-233.985315	-234	-234.035374	-234	-233.510858	-233	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	4,014.771211	4,015.476944	4,018.260926	4,021.127125	4,021.254722	4,023.377781	4,026.972077	4,027.921389	4,030.541933	4,033.352222	4,034.306202	4,037.430222	4,038.5875	4,039.787031	4,041.720833	4,041.877642	4,044.489458	4,044.854167	4,047.465278	4,049.236211	4,052.365278	4,055.029703	4,055.143056	4,057.639455	4,059.854167	4,061.252165	4,062.298611	4,064.050353	4,066.098611	4,068.266912	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	103.694	103.742	103.933	104.133	104.142	104.293	104.553	104.622	104.813	105.021	105.093	105.333	105.422	105.514	105.662	105.674	105.874	105.902	106.102	106.234	106.462	106.654	106.662	106.834	106.982	107.074	107.142	107.254	107.382	107.514	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000
Abu Dhabi Grand Prix	Race	ALB	1	13	SOFT	1	1	74.51	75	78.028571	79	80.65	81	81	81	81	81	81	81	81	81	81	81	82	83.32	84	85	86.091667	87	88	88.137501	91	92.510001	93	94.144654	95	98.017794	99	103.8	108	108.9	110	116	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	6,468.92	6,507	6,781.842857	6,870	6,868.35	6,868	6,978.94	6,997	6,867	6,868.533333	6,871	6,904.171429	6,925	6,933.34	7,044.54	7,064	7,156	7,279.42	7,343	7,343	7,426.512541	7,496	7,570	7,586.68343	7,934	8,017.050035	8,044	8,257.478052	8,417	8,619.946665	8,686	9,111.066667	9,483	9,553.65	9,640	10,083	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	23.93	24	22.485714	22	17.875	17	12.7	12	10	10	10	11.842857	13	13.3	17.3	18	21	21	21	21	21.545834	22	24	24	24	27.775002	29	30.716982	32	38.035589	40	43.733333	47	48.8	51	53	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	4.598214	4.300595	3.893849	3.693783	2.533069	1.319444	0.162037	0	0	0	0	0	0	0	0.406108	1.05314	1.979066	2.15339	2.091472	1.937151	1.863016	1.69752	2.083322	2.642449	3.148757	3.07247	3.171733	3.526607	3.763531	4.650145	5.684159	6.333708	5.439815	5.407665	5.980819	6.848875	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	3.38956	4.348788	5.964138	7.736127	8.840756	9.975433	10.580362	11.202899	12.86535	12.099663	11.680953	11.151977	9.945947	9.692585	9.215515	9.341466	9.678461	7.622895	7.746496	8.797226	9.352269	11.00643	11.377506	12.222137	12.306344	12.001357	12.630399	11.883566	10.49057	9.962615	8.622808	8.551396	7.791812	7.153546	8.029611	8.634978	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-0.043955	-0.06833	-0.068847	-0.192371	-0.310841	0.015418	0.379788	0.216443	-0.038703	-0.013015	0.29172	0.512047	0.531651	0.479925	0.386607	0.286929	0.143047	0.095784	0.078854	-0.174218	-0.417574	-0.44011	-0.095537	0.90305	1.444352	1.941926	4.019351	6.553939	7.154392	-1.754764	-9.074447	-17.19337	-25.147494	-28.790722	-31.694411	-35.432243	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	2,137	2,142.977161	2,189	2,202.959338	2,233	2,241.008673	2,295	2,301.908067	2,333.051788	2,347	2,375.737006	2,413	2,434.711883	2,437	2,467	2,473.166191	2,527.454298	2,561	2,575.394811	2,607.602613	2,628	2,646.364234	2,684.679588	2,686	2,704.164472	2,715	2,719.413191	2,728	2,733.747641	2,748	2,751.609241	2,760	2,767.280377	2,770	2,772.788135	2,776.715391	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,414	-1,414.519284	-1,418	-1,418.827656	-1,419	-1,418.5385	-1,413	-1,412.06066	-1,405.485952	-1,401	-1,390.838134	-1,375	-1,363.321991	-1,362	-1,343	-1,338.781274	-1,299.593011	-1,274	-1,262.51068	-1,234.214509	-1,213	-1,192.006564	-1,143.791188	-1,142	-1,113.712656	-1,089	-1,077.98097	-1,055	-1,037.475734	-982	-964.003286	-909	-844.920448	-818	-788.13214	-727.892834	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-232	-232.002405	-233	-233.096932	-233	-232.989328	-233	-233.002387	-233.001574	-233	-233.00201	-233	-232.997172	-233	-233	-232.936113	-231.792473	-231	-230.691878	-230.160859	-230	-229.950736	-229.99897	-230	-229.982833	-230	-230.019179	-230	-229.845606	-229	-228.854548	-228	-225.022037	-224	-223.410493	-224.329537	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	4,085.917846	4,086.520833	4,091.153025	4,092.665278	4,095.634236	4,096.265278	4,100.135455	4,100.765278	4,105.265278	4,107.335249	4,110.665278	4,114.53619	4,116.965278	4,117.235039	4,120.83315	4,121.465278	4,126.020833	4,129.093009	4,130.6875	4,135.409722	4,138.563919	4,141.209722	4,147.076389	4,147.349818	4,153.143056	4,157.033604	4,158.309722	4,160.699502	4,162.505556	4,168.276901	4,170.233056	4,175.923196	4,181.033056	4,183.218084	4,185.921944	4,192.366389	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	108.434	108.462	108.674	108.742	108.874	108.902	109.074	109.102	109.302	109.394	109.542	109.714	109.822	109.834	109.994	110.022	110.222	110.354	110.422	110.622	110.753	110.862	111.102	111.113	111.342	111.493	111.542	111.633	111.701	111.913	111.982	112.174	112.342	112.414	112.502	112.702	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000	-1,000

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Readme Dataset

This dataset is used in RacingDNA.

Dataset Overview This repository includes:

2024-2025 Curve Dataset: Includes Race and Qualifying sessions.

Normalization: Data is already processed and normalized (see below).

2025 Raw Data: Raw data from the 2025 season is included.

Credits: Raw telemetry data is sourced from TracingInsights on Hugging Face.

Dataset Structure

The dataset is a CSV file where each row represents a specific curve taken by a driver in a given lap.

Identification Columns

The first columns provide metadata for the event and the curve:

GrandPrix: Grand Prix.
Session: Session (e.g., Race).
Driver: Driver (e.g., ALB).
Lap: Lap number.
CornerID: Numeric identifier of the curve.
Compound: Tire compound.
TireLife: Tire life.
Stint: Stint number.

Telemetry Data (Time Series)

The subsequent columns contain telemetry data sampled within the curve. Each feature has 50 dedicated columns (indexed 0 to 49), corresponding to time samples.

The included features are:

speed_[0-49]: Speed.
rpm_[0-49]: Engine RPM.
throttle_[0-49]: Throttle percentage.
brake_[0-49]: Brake percentage.
acc_x, acc_y, acc_z _[0-49]: Accelerations along the three axes.
x, y, z _[0-49]: Spatial coordinates.
distance_[0-49]: Distance traveled in the lap.
time_[0-49]: Lap timestamp.

Padding

The dataset uses padding to ensure a fixed size of 50 points per curve.

Padding Value: -1000.0
If a curve has fewer than 50 sampled points, the remaining values are filled with -1000.0.

Curve Extraction Logic

The logic for identifying and "cutting" curves from the continuous telemetry stream is defined in src/analysis/CurveDetector.py. The process aims to isolate driver behavior in each single curve while ensuring structural consistency for the dataset.

The process occurs in 4 main phases:

1. Search Window Definition (Spatial Bounding Box)

For each known curve (defined in the corners.json file), the algorithm restricts analysis to a specific portion of the track to avoid false positives from other curves.

The time index corresponding to the geometric apex point of the curve (the trajectory point closest to the theoretical apex X,Y coordinates) is identified.
A search window (lower_bound and upper_bound) is defined based on distance traveled (distance):
- Window Start: Typically 150 meters before the apex (or halfway to the previous curve if very close).
- Window End: Typically 250 meters after the apex (or halfway to the next curve).

2. Physical Detection (G-Force Thresholds)

Within this spatial window, the algorithm searches for the actual start and end of the cornering action by analyzing lateral acceleration (acc_y).

Smoothing: The acc_y signal is first filtered with a moving average (3-sample window) to reduce noise.
Curve Entry: Triggered when |acc_y_smooth| > 3.0 G.
Curve Exit: Deactivated when |acc_y_smooth| < 2.5 G. Using two different thresholds (Hysteresis) prevents premature exits due to small fluctuations in G-force during cornering.

3. Apex Validation

A sequence of points identified as a "curve" in the previous step is considered valid only if it includes the apex index.

If the algorithm detects a G-force peak that starts and ends before the apex, it is discarded.
This ensures that the extracted data is actually related to traversing the target curve and not to adjacent corrections or maneuvers.

4. Cutting and Centering (Clamping)

To standardize the sequence length for neural network input, a hard cut (Clamping) is applied based on the apex position.

Regardless of what is detected with G-forces, the extracted curve cannot extend beyond 25 samples before and after the apex.
Start: If the detected entry is more than 25 samples before the apex, it is cut to apex - 25.
End: If the detected exit is more than 25 samples after the apex, it is cut to apex + 25.

Final Result

The result is a time window of maximum 50 samples (slice [start:end]) centered on the apex.

If the curve is very long and fast, it will be truncated at the +/- 25 margins.
If the curve is short (e.g., slow chicane or quick exit), the window will be fewer than 50 samples. In this case, the padding (-1000.0 values) described above intervenes to fill the empty columns up to 50.

Data Normalization

Data normalization is handled by the src/analysis/dataset_normalization.py script and follows specific logic to preserve the temporal and structural consistency of the curves.

1. Grouping by Feature (Grouped Stats)

Columns representing the same physical quantity over time (e.g., from speed_0 to speed_49) are treated as a single group.

Instead of calculating mean and standard deviation for each individual time column (which could introduce artifacts if the distribution varies along the curve), a global statistic is calculated for the entire feature.
Example: The mean of speed is calculated on all samples of all curves (all rows, columns 0-49).

2. Padding Management

During statistics calculation and normalization, padding values (-1000.0) are strictly ignored.

Statistics Calculation: Padding values are replaced with NaN before calculating mean and standard deviation to avoid skewing results.
Normalized Output: In the final normalized dataset, padding values are explicitly set to 0.0. This is important for neural network input (especially if using masking or zero-padding mechanisms).

3. TireLife Normalization (Relative to Compound)

Tire life is normalized relative to the maximum life observed for each compound: [ TireLife_{norm} = \frac{TireLife}{MaxLife_{compound}} ] Where $MaxLife_{compound}$ varies (e.g., SOFT=30, HARD=50). This results in a value between [0, 1] where 0 is fresh and 1 is end-of-life, making it comparable across compounds.

4. Z-Score Normalization

The normalization applied is Z-Score (Standardization): [ x_{norm} = \frac{x - \mu}{\sigma} ] Where $\mu$ and $\sigma$ are the global mean and standard deviation of the feature group to which $x$ belongs.

5. Categorical Variable Encoding

The Compound column undergoes different treatment:

One-Hot Encoding is applied for categories: HARD, INTERMEDIATE, WET, MEDIUM, SOFT.
This generates 5 additional binary columns (e.g., Compound_SOFT, Compound_MEDIUM...) which are not Z-Score normalized (remaining 0/1).

The result is saved in an .npz file containing:

data: Matrix of normalized data.
mask: Binary matrix (1=valid, 0=padding).
mean, std: Vectors to denormalize data (e.g., to reconstruct original curves).

Readme Dataset (Italiano)

Questo dataset è utilizzato in RacingDNA.

Dataset Overview Questa repository include:

Dataset curve 2024-2025: Include sessioni di Gara e Qualifica.

Normalizzazione: I dati sono già processati e normalizzati (vedi sotto).

Dati Raw 2025: Sono inclusi i dati grezzi della stagione 2025.

Credits: I dati raw telemetrici provengono da TracingInsights su Hugging Face.

Struttura del Dataset

Il dataset è un file CSV dove ogni riga rappresenta una specifica curva percorsa da un pilota in un determinato giro.

Colonne Identificative

Le prime colonne forniscono i metadati dell'evento e della curva:

GrandPrix: Gran Premio.
Session: Sessione (es. Race).
Driver: Pilota (es. ALB).
Lap: Numero del giro.
CornerID: Identificativo numerico della curva.
Compound: Mescola delle gomme.
TireLife: Vita delle gomme.
Stint: Numero dello stint.

Dati Telemetrici (Time Series)

Le colonne successive contengono i dati telemetrici campionati all'interno della curva. Ogni feature ha 50 colonne dedicate (da indice 0 a 49), corrispondenti ai campioni temporali.

Le feature incluse sono:

speed_[0-49]: Velocità.
rpm_[0-49]: Giri motore.
throttle_[0-49]: Percentuale acceleratore.
brake_[0-49]: Percentuale freno.
acc_x, acc_y, acc_z _[0-49]: Accelerazioni lungo i tre assi.
x, y, z _[0-49]: Coordinate spaziali.
distance_[0-49]: Distanza percorsa nel giro.
time_[0-49]: Timestamp del giro.

Padding

Il dataset utilizza padding per garantire una dimensione fissa di 50 punti per curva.

Valore di padding: -1000.0
Se una curva ha meno di 50 punti campionati, i valori rimanenti vengono riempiti con -1000.0.

Logica di Estrazione delle Curve

La logica con cui vengono individuate e "tagliate" le curve dal flusso telemetrico continuo è definita in src/analysis/CurveDetector.py. Il processo mira a isolare il comportamento del pilota in ogni singola curva, garantendo al contempo una consistenza strutturale per il dataset.

Il processo avviene in 4 fasi principali:

1. Definizione della Finestra di Ricerca (Bounding Box Spaziale)

Per ogni curva nota (definita nel file corners.json), l'algoritmo restringe l'analisi a una specifica porzione del tracciato per evitare falsi positivi da altre curve.

Viene identificato l'indice temporale corrispondente al punto geometrico dell'apice della curva (il punto della traiettoria più vicino alle coordinate X,Y dell'apice teorico).
Viene definita una finestra di ricerca (lower_bound e upper_bound) basata sulla distanza percorsa (distance):
- Inizio finestra: Tipicamente 150 metri prima dell'apice (o a metà strada con la curva precedente se molto vicina).
- Fine finestra: Tipicamente 250 metri dopo l'apice (o a metà strada con la curva successiva).

2. Rilevamento Fisico (Soglie G-Force)

All'interno di questa finestra spaziale, l'algoritmo cerca l'inizio e la fine effettiva dell'azione in curva analizzando l'accelerazione laterale (acc_y).

Smoothing: Il segnale acc_y viene prima filtrato con una media mobile (finestra di 3 campioni) per ridurre il rumore.
Ingresso Curva: Si attiva quando |acc_y_smooth| > 3.0 G.
Uscita Curva: Si disattiva quando |acc_y_smooth| < 2.5 G. L'uso di due soglie diverse (Isteresi) previene uscite premature dovute a piccole fluttuazioni del segnale G durante la percorrenza.

3. Validazione dell'Apice

Una sequenza di punti identificata come "curva" nel passaggio precedente viene considerata valida solo se include l'indice dell'apice.

Se l'algoritmo rileva un picco di G-force che inizia e finisce prima dell'apice, viene scartato.
Questo assicura che i dati estratti siano effettivamente relativi alla percorrenza della curva target e non a correzioni o manovre adiacenti.

4. Taglio e Centratura (Clamping)

Per uniformare la lunghezza delle sequenze da dare in pasto alla rete neurale, viene applicato un taglio rigido (Clamping) basato sulla posizione dell'apice.

Indipendentemente da quanto rilevato con le forze G, la curva estratta non può estendersi oltre 25 campioni prima e dopo l'apice.
Start: Se l'ingresso rilevato è oltre 25 campioni prima dell'apice, viene tagliato a apice - 25.
End: Se l'uscita rilevata è oltre 25 campioni dopo dell'apice, viene tagliata a apice + 25.

Risultato Finale

Il risultato è una finestra temporale di massimo 50 campioni (slice [start:end]) centrata sull'apice.

Se la curva è molto lunga e veloce, verrà troncata ai margini +/- 25.
Se la curva è breve (es. chicane lenta o uscita rapida), la finestra sarà inferiore ai 50 campioni. In questo caso, interviene il padding (valori -1000.0) descritto sopra per riempire le colonne vuote fino ad arrivare a 50.

Normalizzazione dei Dati

La normalizzazione dei dati è gestita dallo script src/analysis/dataset_normalization.py e segue una logica specifica per preservare la consistenza temporale e strutturale delle curve.

1. Raggruppamento per Feature (Grouped Stats)

Le colonne che rappresentano la stessa grandezza fisica nel tempo (es. da speed_0 a speed_49) vengono trattate come un unico gruppo.

Invece di calcolare media e deviazione standard per ogni singola colonna temporale (che potrebbe introdurre artefatti se la distribuzione varia lungo la curva), viene calcolata una statistica globale per l'intera feature.
Esempio: La media di speed è calcolata su tutti i campioni di tutte le curve (tutte le righe, colonne 0-49).

2. Gestione del Padding

Durante il calcolo delle statistiche e la normalizzazione, i valori di padding (-1000.0) vengono rigorosamente ignorati.

Calcolo Statistiche: I valori di padding vengono sostituiti con NaN prima di calcolare media e deviazione standard, per non falsare i risultati.
Output Normalizzato: Nel dataset finale normalizzato, i valori di padding vengono impostati esplicitamente a 0.0. Questo è importante per l'input delle reti neurali (soprattutto se si usano meccanismi di mascheramento o zero-padding).

3. Normalizzazione TireLife (Relativa alla Mescola)

La vita della gomma viene normalizzata relativamente alla vita massima osservata per ogni mescola: [ TireLife_{norm} = \frac{TireLife}{MaxLife_{compound}} ] Dove $MaxLife_{compound}$ varia (es. SOFT=30, HARD=50). Questo produce un valore tra [0, 1] dove 0 è gomma nuova e 1 è fine vita, rendendo il dato confrontabile tra mescole diverse.

4. Z-Score Normalization

La normalizzazione applicata è di tipo Z-Score (Standardizzazione): [ x_{norm} = \frac{x - \mu}{\sigma} ] Dove $\mu$ e $\sigma$ sono la media e deviazione standard globali del gruppo di feature a cui appartiene $x$.

5. Encoding delle Variabili Categoriche

La colonna Compound (mescola) subisce un trattamento diverso:

Viene applicato One-Hot Encoding per le categorie: HARD, INTERMEDIATE, WET, MEDIUM, SOFT.
Questo genera 5 colonne binarie aggiuntive (es. Compound_SOFT, Compound_MEDIUM...) che non vengono normalizzate con Z-Score (rimangono 0/1).

Il risultato è salvato in un file .npz che contiene:

data: Matrice dei dati normalizzati.
mask: Matrice binaria (1=valido, 0=padding).
mean, std: Vettori per poter denormalizzare i dati (es. per ricostruire le curve originali).

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