Datasets:

femartip
/

zod-metafeatures

Unnamed: 0 int64 1 100k	country stringclasses 9 values	time_of_day stringclasses 3 values	lat float64 41.8 68.4	long float64 -8.17 23.5	road_type stringclasses 5 values	road_condition stringclasses 3 values	weather stringclasses 9 values	solar_angle_elevation float64 -47.48 64.9	month int64 1 12	hour int64 0 22	forward_acceleration float64 -10.61 11.9	lateral_acceleration float64 -14.74 11.3	forward_velocity float64 -28.55 134	lateral_velocity float64 -38.16 14.4	field_view_horizontal float64 119 122	camera_distance_from_ground float64 1.09 1.15	camera_pitch_angle float64 -0.93 2.43	distortion_magnitude float64 0.02 0.09	camera_offset float64 14.3 49.3	laplacian float64 4.58 1.74k	quality float64 0.21 0.96	brightness float64 0.03 0.92	noisiness float64 0.8 1	sharpness float64 0.15 1	contrast float64 0.04 0.65	complexity float64 0.03 0.75	temperature_2m float64 -19.4 35.3 ⌀	relative_humidity_2m float64 22.9 100 ⌀	rain float64 0 1.8 ⌀	cloud_cover float64 0 100 ⌀	cloud_cover_low float64 0 100 ⌀	cloud_cover_mid float64 0 100 ⌀	wind_speed_10m float64 0.51 36.2 ⌀	weather_code float64 0 75 ⌀
8,459	SE	day	55.604209	13.028574	city	normal	cloudy	36.560248	5	14	0.792594	-0.789424	41.560283	-0.037403	121.100845	1.131093	0.881081	0.028708	34.136426	318.797534	0.570706	0.153396	0.996194	0.986455	0.109938	0.296987	15.384501	64.545006	0.1	54	24	37	7.895416	51
71,801	IT	day	41.987014	12.496538	highway	normal	clear-day	7.916846	8	17	-0.751663	0.663151	86.873545	-0.063925	120.970288	1.10211	0.941326	0.046548	39.980995	67.322225	0.58035	0.161571	0.994357	0.955699	0.142321	0.112339	29.361	51.595581	0	96	0	4	13.684735	3
90,649	DE	day	49.182153	9.414737	highway	normal	partly-cloudy-day	13.598807	10	15	0.614934	-3.327158	126.800581	0.131279	120.970288	1.119442	-0.839744	0.046548	39.980995	59.769993	0.552556	0.220697	0.995271	0.978563	0.149122	0.080423	9.716001	80.467735	0.2	65	16	62	11.183201	51
48,806	SE	day	55.576732	13.013051	city	normal	partly-cloudy-day	18.369463	5	17	0.15102	-0.865816	33.821008	0.009528	121.100845	1.131093	0.881081	0.028708	34.136426	102.076038	0.640764	0.19562	0.993437	0.931936	0.152925	0.14182	13.448	76.752731	0	84	1	14	6.830519	3
35,874	IT	day	45.478483	9.200364	city	normal	clear-day	54.493359	7	9	0.113215	-1.546162	28.594127	0.019593	120.970288	1.10211	0.941525	0.046548	39.980995	84.041129	0.705667	0.270523	0.996151	0.967218	0.157864	0.286639	29.7005	50.246021	0	3	2	1	5.00128	0
33,633	SE	day	62.389105	17.304684	city	snow	cloudy	9.116766	1	12	0.546081	-0.26047	19.352786	-0.127854	120.412194	1.096924	0.001471	0.049869	22.470279	327.778464	0.679751	0.142817	0.993129	0.968331	0.131428	0.161085	-10.5665	70.373009	0	72	0	99	11.269782	2
86,940	DE	day	50.765311	7.56031	smaller-rural	normal	partly-cloudy-day	11.199054	11	13	1.083027	-1.206741	66.449679	0.524128	121.160484	1.12506	-0.840423	0.088728	31.736227	258.767445	0.494621	0.134601	0.993697	0.921125	0.120648	0.097542	7.175	76.256989	0	2	1	0	5.411986	0
24,618	SE	day	55.605006	13.028919	city	normal	cloudy	48.65496	5	13	0.81359	-0.844002	38.430803	-0.090959	121.100845	1.131093	0.881081	0.028708	34.136426	135.390633	0.602245	0.145237	0.995114	0.944015	0.147335	0.268833	16.117001	65.801704	0	100	73	13	18.723461	3
63,833	PL	day	53.099833	20.409235	smaller-rural	normal	partly-cloudy-day	48.908719	4	10	-1.007237	0.725085	32.708187	0.119942	120.031046	1.129931	0.783416	0.033901	14.273953	47.139508	0.61563	0.201239	0.995016	0.937995	0.171152	0.168765	13.131001	62.515129	0.9	48	28	31	17.462784	53
11,675	SE	day	55.607179	12.991998	city	normal	cloudy	22.898735	5	16	0.226856	1.648581	-0.053062	0.082238	121.100845	1.131093	0.881081	0.028708	34.136426	191.397824	0.641155	0.246422	0.992988	0.981085	0.147607	0.111286	15.304	64.527161	0	86	25	38	10.495713	3
41,247	IT	day	41.817362	12.462258	city	normal	clear-day	55.535695	8	12	-1.116505	-0.990021	62.925185	-0.094931	120.970288	1.10211	0.941326	0.046548	39.980995	94.678957	0.708823	0.210839	0.997364	0.917127	0.257971	0.138758	31.620001	45.503887	0	7	0	0	15.629971	0
44,941	PL	day	52.237292	20.980636	city	wet	rain	30.197588	4	14	-0.06345	-0.135043	-0.010101	0.014003	120.031046	1.129931	0.784508	0.033901	14.273953	233.320869	0.501349	0.155528	0.994872	0.957975	0.114804	0.099808	2.8895	95.829575	0.7	100	96	100	12.181625	53
25,864	SE	day	55.603444	13.020815	city	normal	partly-cloudy-day	46.546008	5	13	1.322279	-0.872081	29.291382	-0.007268	121.100845	1.131093	0.881081	0.028708	34.136426	247.824633	0.501355	0.09191	0.996566	0.972388	0.072539	0.112894	14.974	65.333084	0	77	23	35	2.099143	2
48,564	DE	night	52.512189	13.417036	city	normal	partly-cloudy-night	-32.589321	9	21	-0.080906	-0.649462	28.601952	0.24858	120.970288	1.119442	-0.83957	0.046548	39.980995	176.347834	0.699698	0.16277	0.99213	0.87647	0.177308	0.258623	20.5935	71.422241	0	29	0	0	9.178235	1
6,444	FR	day	43.240211	5.397408	city	normal	clear-day	34.307739	2	12	1.408619	-1.298474	40.600334	-0.485738	121.237622	1.124371	1.027903	0.02075	16.479283	157.536343	0.764784	0.237563	0.998154	0.994339	0.094893	0.058701	14.538501	64.796028	0	5	5	0	28.165257	0
97,350	PL	day	52.191769	20.950616	arterial-urban	normal	partly-cloudy-day	48.266543	4	11	0.966131	-0.938822	62.589712	-0.534132	120.581701	1.136123	1.693732	0.037251	14.756776	144.156882	0.534638	0.135421	0.991368	0.960972	0.149248	0.195793	15.472	45.589207	0.1	24	6	26	21.316135	51
7,672	SE	day	55.606173	13.014721	city	normal	cloudy	29.497734	5	15	0.170261	-1.245763	34.333158	-0.077832	121.100845	1.131093	0.881081	0.028708	34.136426	226.987497	0.6491	0.153492	0.996734	0.957133	0.173895	0.157667	14.0695	72.591728	0	81	1	4	9.686609	3
37,176	SE	day	55.606577	13.019775	city	normal	cloudy	30.320885	5	15	0.266983	-0.466312	31.033129	0.098082	121.100845	1.131093	0.881081	0.028708	34.136426	157.437055	0.700199	0.119234	0.993009	0.910068	0.221337	0.441509	15.264999	64.518517	0	86	25	38	10.495713	3
58,372	PL	day	54.362388	18.640764	arterial-urban	normal	partly-cloudy-day	57.125136	5	10	0.522289	0.331497	50.127348	-0.01754	120.757187	1.146134	-0.180522	0.072155	23.974827	306.744362	0.584208	0.096241	0.993409	0.945995	0.097802	0.210102	10.962999	78.738358	0	95	94	33	15.530151	3
20,730	PL	day	52.228526	21.01744	city	wet	rain	13.66641	4	15	-1.63081	-0.936804	28.969585	0.106755	120.031046	1.129931	0.784508	0.033901	14.273953	222.083711	0.424927	0.085655	0.991299	0.897451	0.144963	0.314216	2.9875	90.516068	0.6	100	73	100	15.790833	53
41,605	DE	day	53.549297	10.001785	city	normal	partly-cloudy-day	35.119774	9	9	-1.660287	1.746162	22.231683	-0.381698	121.084716	1.134148	1.41474	0.02475	37.79941	544.129621	0.830345	0.388472	0.998025	0.994644	0.164014	0.109715	17.5415	48.958366	0	77	2	12	10.787993	2
7,540	SE	day	55.593541	12.980724	city	normal	partly-cloudy-day	44.055285	5	13	-0.787467	-0.704248	38.590745	-0.01055	121.100845	1.131093	0.881081	0.028708	34.136426	343.213317	0.629592	0.096743	0.991646	0.97185	0.243451	0.370402	14.9805	65.334496	0	77	23	35	2.099143	2
35,788	DE	day	51.524606	7.452438	city	wet	rain	14.619682	12	10	0.46928	-0.125355	29.406986	0.062701	121.160484	1.12506	-0.840423	0.088728	31.736227	105.212197	0.592676	0.1436	0.99414	0.973923	0.144461	0.163873	3.308	92.827164	0.1	100	100	100	5.804825	51
27,073	IT	day	41.846172	12.594795	city	normal	clear-day	13.492549	8	16	-0.780119	-2.032262	85.753482	-0.476921	120.970288	1.10211	0.941326	0.046548	39.980995	89.049833	0.710958	0.136543	0.9968	0.989483	0.149138	0.182531	28.6635	55.091667	0	96	0	3	12.096214	3
9,397	SE	day	55.593803	13.020627	city	normal	cloudy	48.380908	5	13	6.545268	-0.569859	8.461134	0.021458	121.100845	1.131093	0.881081	0.028708	34.136426	92.407361	0.703067	0.116428	0.995874	0.995621	0.168128	0.154082	15.611	65.692581	0	99	35	5	18.947083	3
83,575	FR	day	43.580089	7.113521	arterial-urban	normal	clear-day	11.71768	2	7	4.05521	0.575101	63.700456	-0.56565	121.237622	1.124371	1.029787	0.02075	16.479283	366.180021	0.478236	0.093287	0.988141	0.909945	0.122895	0.209777	13.355	59.408188	0	0	0	0	4.68	0
41,332	IT	day	45.487754	9.165602	city	normal	clear-day	50.909496	7	9	2.5553	4.331523	23.443631	0.354662	120.970288	1.10211	0.941525	0.046548	39.980995	785.376386	0.795394	0.386528	0.998299	0.997851	0.131728	0.072437	29.4825	49.874924	0	2	0	1	3.545589	0
13,921	DE	day	50.942029	6.937645	city	normal	partly-cloudy-night	3.465839	11	7	2.869986	-1.547911	19.529063	-0.103637	121.160484	1.12506	-0.840423	0.088728	31.736227	452.260668	0.601672	0.087759	0.994316	0.977666	0.129227	0.192892	5.3695	90.37101	0	87	85	85	7.928178	3
36,244	DE	night	52.540642	13.394269	city	normal	partly-cloudy-night	-26.152826	9	20	-5.207801	-0.419608	31.549317	0.011861	120.970288	1.119442	-0.83957	0.046548	39.980995	255.194485	0.614111	0.058611	0.980212	0.962536	0.138877	0.168101	21.2435	66.666451	0	0	0	0	8.373386	0
5,648	SE	day	55.600195	12.995308	city	normal	cloudy	16.378726	5	17	0.249579	-0.451881	0.02251	-0.033762	121.100845	1.131093	0.881081	0.028708	34.136426	251.421878	0.536925	0.139208	0.99247	0.948226	0.154566	0.149326	13.5	76.761024	0	84	1	14	6.830519	3
63,421	DE	night	51.55507	6.950981	highway	wet	rain	-8.009113	10	5	1.812717	1.369382	90.796463	0.439874	121.160484	1.12506	-0.839908	0.088728	31.736227	220.70456	0.374494	0.318114	0.930561	0.94104	0.157381	0.228998	8.676	88.768456	0.2	34	30	14	21.325253	51
6,370	SE	day	55.597926	12.973189	city	normal	partly-cloudy-day	54.279628	5	10	-9.46752	-1.213121	12.735071	-0.192576	121.100845	1.131093	0.881081	0.028708	34.136426	315.244435	0.65012	0.091312	0.996237	0.986148	0.107944	0.165104	15.2175	65.829231	0	55	0	18	16.42247	2
21,931	PL	day	54.392993	18.604028	city	normal	partly-cloudy-day	9.004528	6	17	0.313444	-1.931997	60.081653	-0.341797	120.757187	1.146134	-0.180522	0.072155	23.974827	174.160015	0.528069	0.148796	0.983428	0.835303	0.111301	0.189519	17.4	59.578732	0	55	0	0	8.473393	2
9,998	SE	day	55.601249	13.015193	city	normal	partly-cloudy-day	46.789482	5	13	0.694274	-0.972255	33.401341	-0.140378	121.100845	1.131093	0.881081	0.028708	34.136426	226.080053	0.571491	0.156178	0.994664	0.952842	0.10254	0.161461	14.9675	65.33165	0	77	23	35	2.099143	2
11,807	SE	day	55.592005	13.021663	city	normal	partly-cloudy-day	55.074212	5	10	-0.304955	-1.093387	10.627339	0.051369	121.100845	1.131093	0.881081	0.028708	34.136426	318.219132	0.693075	0.255334	0.996918	0.996403	0.139316	0.103215	15.2045	65.826424	0	55	0	18	16.42247	2
16,566	SE	day	55.579589	13.000272	city	normal	partly-cloudy-day	54.735536	5	10	-0.456763	-1.695173	36.776411	0.00144	121.100845	1.131093	0.881081	0.028708	34.136426	600.166267	0.692858	0.168857	0.995955	0.976585	0.1341	0.261279	15.185	65.82222	0	55	0	18	16.42247	2
13,259	FR	day	43.278762	5.380439	city	normal	clear-day	26.025852	2	9	0.372121	-0.080539	0.001229	0.014665	121.237622	1.124371	1.029299	0.02075	16.479283	293.607875	0.584416	0.103524	0.993782	0.915157	0.121589	0.205928	13.2235	83.974236	0	3	3	0	5.351785	0
76,603	FR	day	43.604711	7.06642	highway	normal	clear-day	26.809262	2	9	3.73823	0.166334	3.09263	-0.05739	121.237622	1.124371	1.029787	0.02075	16.479283	175.104793	0.553175	0.150587	0.99296	0.942894	0.097367	0.187474	14.7045	55.95755	0	0	0	0	1.8	0
7,908	DE	day	50.935307	6.957913	city	normal	partly-cloudy-day	17.757113	11	10	1.615025	-12.783032	16.375268	-0.447718	121.160484	1.12506	-0.840423	0.088728	31.736227	184.566882	0.760459	0.204906	0.995753	0.99635	0.11702	0.121093	7.15	85.014954	0.1	36	31	14	10.587917	51
24,078	SE	day	55.584946	13.007821	city	normal	cloudy	47.968838	5	13	-1.505553	-1.875504	32.181767	-0.056138	121.100845	1.131093	0.881081	0.028708	34.136426	129.3892	0.632843	0.183958	0.993406	0.893464	0.20319	0.239127	15.572	65.684158	0	99	35	5	18.947083	3
87,769	IT	night	41.798197	12.538844	highway	normal	clear-night	-19.960883	8	20	-0.305685	-0.740642	82.733173	-0.138398	120.970288	1.10211	0.941326	0.046548	39.980995	195.989126	0.515093	0.063196	0.967039	0.550885	0.077527	0.184248	25.179998	76.616707	0	0	0	0	3.545589	0
91,913	IT	day	45.526976	9.234062	arterial-urban	normal	partly-cloudy-day	26.414469	7	6	0.330569	0.716734	0.041915	0.045141	120.970288	1.10211	0.941525	0.046548	39.980995	473.207937	0.648909	0.103403	0.995503	0.982318	0.134024	0.103909	26.275999	61.066429	0	15	8	2	9.885262	0
34,227	DE	night	53.085872	8.831608	city	normal	cloudy	-8.843206	12	6	-1.251891	-0.116723	2.868652	-0.022371	121.160484	1.12506	-0.840423	0.088728	31.736227	235.550609	0.758403	0.234874	0.996711	0.991023	0.162097	0.264326	1.935	95.454651	0	100	100	100	7.636753	3
3,971	DE	twilight	50.933716	6.94864	city	normal	rain	-1.67021	11	15	-2.274334	-0.487282	1.879477	-0.107808	121.160484	1.12506	-0.840772	0.088728	31.736227	538.91209	0.694519	0.220295	0.987373	0.967209	0.324968	0.328087	11.263	81.507378	0	99	99	85	15.646544	3
28,085	PL	day	52.240758	20.986257	city	wet	rain	30.468169	4	14	-0.317144	-0.850125	25.919506	-0.026815	120.031046	1.129931	0.784508	0.033901	14.273953	176.667558	0.520359	0.174201	0.993843	0.968791	0.208262	0.425302	2.831	95.827629	0.7	100	96	100	12.181625	53
33,387	DE	twilight	50.946385	6.938454	city	normal	partly-cloudy-night	-1.206459	11	6	1.57516	0.026821	1.415063	-0.027869	121.160484	1.12506	-0.840423	0.088728	31.736227	184.861673	0.542325	0.100749	0.993053	0.921497	0.142516	0.356924	5.402	90.373405	0	87	85	85	7.928178	3
10,735	SE	day	55.596221	12.969045	city	normal	partly-cloudy-day	48.020681	5	13	0.29305	-0.792528	37.720561	-0.049538	121.100845	1.131093	0.881081	0.028708	34.136426	215.994131	0.647579	0.120756	0.993588	0.983575	0.096929	0.100542	15.4935	60.749229	0	96	5	37	11.503113	3
60,485	IE	day	53.944487	-8.086325	arterial-rural	normal	partly-cloudy-day	13.9999	12	12	0.669241	-0.200898	21.871696	0.009154	120.347964	1.138604	0.014453	0.072006	22.61068	95.327648	0.53371	0.129422	0.993489	0.973563	0.097728	0.096922	5.4915	84.82946	0	100	100	100	8.496305	3
5,124	SE	day	55.599837	12.99161	city	normal	partly-cloudy-day	45.008904	5	13	0.244998	-0.399804	40.780804	-0.035675	121.100845	1.131093	0.881081	0.028708	34.136426	231.995108	0.704741	0.089333	0.996444	0.988547	0.142459	0.123105	14.974	65.333084	0	77	23	35	2.099143	2
24,379	PL	day	52.248698	20.983198	city	wet	rain	30.876885	4	14	-1.619657	-1.486051	31.74021	0.038584	120.031046	1.129931	0.784508	0.033901	14.273953	308.196525	0.429732	0.091268	0.994024	0.933864	0.097469	0.168277	2.896	95.829796	0.7	100	96	100	12.181625	53
11,541	DE	day	50.93526	6.951117	city	normal	partly-cloudy-day	18.190405	11	10	4.07286	0.189113	23.301574	0.206465	121.160484	1.12506	-0.840423	0.088728	31.736227	1,016.793541	0.579217	0.176892	0.995105	0.948597	0.127328	0.136026	7.1565	85.015694	0.1	36	31	14	10.587917	51
24,325	SE	day	55.579158	13.003226	city	normal	partly-cloudy-day	54.787657	5	10	1.363443	-1.023285	39.254541	0.06677	121.100845	1.131093	0.881081	0.028708	34.136426	208.067918	0.732054	0.313768	0.996632	0.991421	0.174573	0.102366	15.1915	65.823616	0	55	0	18	16.42247	2
38,645	SE	twilight	59.257373	15.229997	city	normal	cloudy	-0.033875	5	19	0.546889	-1.799809	38.64518	-0.077838	121.855872	1.128174	1.732562	0.078485	34.793953	210.591473	0.567699	0.22702	0.995335	0.966724	0.15575	0.081142	7.5675	51.369991	0	4	0	4	6.489992	0
41,202	DE	twilight	50.935743	6.961209	city	normal	rain	-2.077364	11	15	2.55069	-0.25953	33.866387	-0.002188	121.160484	1.12506	-0.840772	0.088728	31.736227	209.828095	0.656452	0.151746	0.996046	0.979206	0.082872	0.196975	11.302	81.512512	0	99	99	85	15.646544	3
37,492	IT	night	41.976321	12.540932	highway	normal	clear-night	-18.731655	8	20	0.201029	0.028799	82.338579	-0.290339	120.970288	1.10211	0.941326	0.046548	39.980995	178.105769	0.731655	0.177889	0.994165	0.977306	0.142833	0.249886	26.775	59.10672	0	14	0	14	8.647496	0
11,564	PL	day	52.237712	21.025732	city	wet	rain	15.78781	4	15	1.601767	-2.199372	20.029267	-0.048814	120.031046	1.129931	0.784508	0.033901	14.273953	153.991863	0.664543	0.135049	0.997052	0.990129	0.199975	0.185274	3.2585	94.826492	0.6	100	80	100	13.104198	53
11,125	SE	day	55.60737	13.027449	city	normal	cloudy	46.401201	5	13	0.68424	8.913517	21.212907	0.374603	121.100845	1.131093	0.881081	0.028708	34.136426	168.16606	0.815376	0.314133	0.997061	0.996045	0.209082	0.074187	14.7975	64.196281	0	99	17	0	23.185787	3
4,734	FR	day	43.29837	5.364623	city	wet	clear-day	23.01214	2	8	-0.353944	-1.51346	13.190022	-0.04995	121.237622	1.124371	1.029299	0.02075	16.479283	191.173623	0.398745	0.079496	0.989881	0.880831	0.126684	0.164489	13.561501	84.013062	0	3	3	0	5.351785	0
7,010	PL	day	52.258326	20.996472	city	normal	clear-day	44.21402	4	8	0.630628	3.203982	49.071522	0.381662	120.031046	1.129931	0.783416	0.033901	14.273953	206.534627	0.70456	0.227644	0.99535	0.965195	0.261268	0.283379	9.461	51.146301	0	0	0	0	12.738099	0
99,439	SE	day	65.543533	21.830049	arterial-rural	wet	partly-cloudy-day	9.235115	3	15	0.285162	-1.777107	87.958483	0.282564	120.680268	1.091214	-0.753188	0.057583	19.153658	69.113209	0.601088	0.167031	0.982329	0.567351	0.219751	0.42382	-0.42	72.173088	0	83	0	80	7.862518	3
7,563	SE	day	55.604027	13.027174	city	normal	cloudy	49.398062	5	13	0.652963	-0.562698	34.349254	-0.19472	121.100845	1.131093	0.881081	0.028708	34.136426	96.104442	0.608608	0.093879	0.996956	0.99151	0.083144	0.18579	16.104	65.798904	0	100	73	13	18.723461	3
18,531	PL	day	52.234791	21.008908	city	wet	rain	4.950038	4	16	0.372787	-0.651068	24.938147	-0.019942	120.031046	1.129931	0.784508	0.033901	14.273953	117.453503	0.708973	0.264443	0.996514	0.986397	0.129263	0.224977	2.87	94.473221	0.6	100	96	100	14.205182	53
18,749	DE	day	50.935242	6.959482	city	normal	partly-cloudy-day	18.267551	11	10	-0.724373	0.14472	-0.038197	-0.087457	121.160484	1.12506	-0.840423	0.088728	31.736227	676.945096	0.708363	0.09945	0.997835	0.991342	0.129332	0.185555	7.1825	85.018555	0.1	36	31	14	10.587917	51
72,947	NO	day	63.466842	10.911113	arterial-rural	normal	cloudy	14.131964	2	10	2.851662	-14.742478	39.54788	-0.97153	121.855872	1.124561	0.29199	0.078485	34.793953	34.682118	0.526834	0.08409	0.992997	0.957577	0.077218	0.118213	5.4765	61.35038	0	69	0	50	6.952754	2
37,172	PL	night	54.387567	18.610552	city	normal	clear-night	-7.975836	6	20	1.962966	-0.316925	37.468583	-0.584618	120.757187	1.146134	-0.180522	0.072155	23.974827	169.22266	0.56618	0.10166	0.989498	0.978251	0.094984	0.121724	13.4305	74.711113	0	62	0	62	7.594208	2
2,852	SE	day	55.578745	13.005647	city	normal	partly-cloudy-day	54.787657	5	10	0.456767	-0.444146	-0.015323	-0.020162	121.100845	1.131093	0.881081	0.028708	34.136426	135.94806	0.753113	0.394473	0.997158	0.986765	0.175975	0.059835	15.1655	65.818001	0	55	0	18	16.42247	2
75,213	SE	night	67.844042	20.272189	smaller-rural	snow	partly-cloudy-night	-10.3066	3	19	-2.990226	-0.274293	71.681951	0.08789	120.031046	1.133818	0.824152	0.033901	14.273953	201.527311	0.683258	0.122855	0.982014	0.96824	0.180317	0.128927	-1.0905	82.196388	0	66	0	18	16.24394	2
61,155	PL	day	54.375544	18.617044	arterial-urban	normal	clear-day	56.079302	6	11	0.311053	0.751354	51.890655	-0.686203	120.757187	1.146134	-0.180522	0.072155	23.974827	374.023916	0.687729	0.132545	0.991303	0.838657	0.196453	0.118482	19.25	60.21983	0	2	0	0	15.192682	0
35,299	SE	day	55.585311	12.974002	city	normal	partly-cloudy-day	54.569372	5	10	0.009811	-0.875263	37.105522	0.027052	121.100845	1.131093	0.881081	0.028708	34.136426	287.358569	0.698821	0.268544	0.997523	0.971328	0.216319	0.250144	15.198	65.825027	0	55	0	18	16.42247	2
21,243	PL	day	52.227837	21.003164	city	wet	rain	28.092726	4	14	1.234622	0.028309	37.494447	0.127004	120.031046	1.129931	0.784508	0.033901	14.273953	101.099927	0.832536	0.455671	0.995852	0.988697	0.208054	0.239195	2.6875	96.508125	0.8	100	100	100	12.10157	53
9,094	DE	twilight	50.936471	6.969421	city	normal	rain	-2.280256	11	15	-1.178368	-0.690323	30.804417	-0.103648	121.160484	1.12506	-0.840772	0.088728	31.736227	157.293537	0.563188	0.200178	0.988338	0.868319	0.253694	0.467225	11.354	81.519356	0	99	99	85	15.646544	3
3,213	FR	day	43.295786	5.374323	city	normal	clear-day	22.188979	2	8	1.181874	-1.702263	17.074191	-0.036102	121.237622	1.124371	1.029299	0.02075	16.479283	295.993988	0.461293	0.088567	0.993179	0.945905	0.096957	0.103101	13.594001	84.016785	0	3	3	0	5.351785	0
32,451	IT	day	45.491278	9.242382	city	normal	clear-day	63.519031	7	10	0.278686	-0.782535	0.035858	-0.004778	120.970288	1.10211	0.941525	0.046548	39.980995	523.068895	0.775642	0.467476	0.998223	0.990554	0.182923	0.115002	31.692999	44.256245	0	85	4	7	6.409617	3
30,504	SE	day	59.270327	15.20607	city	normal	cloudy	8.56491	5	18	-0.136812	-1.037684	45.443903	-0.022519	121.855872	1.128174	1.732562	0.078485	34.793953	323.2738	0.418886	0.090997	0.993019	0.857773	0.122188	0.156364	11.4065	34.573338	0	52	0	52	11.966953	2
24,311	FR	day	43.275284	5.366089	city	normal	clear-day	31.711962	2	13	8.837583	-4.327213	24.602039	-0.351987	121.237622	1.124371	1.027903	0.02075	16.479283	335.239986	0.505943	0.08624	0.991862	0.91007	0.130962	0.205196	14.304501	65.408615	0	1	1	0	27.792374	0
18,978	SE	day	55.578735	13.005696	city	normal	partly-cloudy-day	18.160747	5	17	0.547697	-0.125841	0.024187	-0.013521	121.100845	1.131093	0.881081	0.028708	34.136426	63.244192	0.65967	0.253371	0.995736	0.94452	0.122416	0.166591	13.4155	76.747543	0	84	1	14	6.830519	3
57,606	FR	day	45.781352	4.781444	arterial-rural	normal	rain	40.420095	3	10	3.228361	0.956785	71.833199	-0.248214	121.237622	1.124371	1.031358	0.02075	16.479283	218.259418	0.456135	0.103966	0.992837	0.94756	0.126348	0.13514	6.9415	84.399948	1.8	99	83	98	10.239453	61
26,755	DE	night	50.913449	6.961657	city	normal	cloudy	-11.329639	11	16	0.318785	-0.763278	29.457075	-0.202418	121.160484	1.12506	-0.840772	0.088728	31.736227	253.355295	0.552328	0.130868	0.991046	0.967391	0.114349	0.196723	11.464999	79.620811	0	98	97	60	17.533146	3
16,741	FR	day	43.303126	5.366246	city	normal	clear-day	33.685033	2	13	-0.230995	-2.02655	0.333666	-0.027402	121.237622	1.124371	1.027903	0.02075	16.479283	556.45094	0.543869	0.071654	0.994722	0.933091	0.097069	0.192369	15.872499	55.681114	0	1	1	0	35.309376	0
99,341	IT	night	45.474859	9.506071	arterial-rural	normal	clear-night	-9.800664	7	3	0.701471	-2.86031	65.343583	-0.103422	121.45694	1.133154	2.412392	0.056401	43.77164	149.629536	0.666204	0.171127	0.990646	0.975097	0.155886	0.105981	22.7325	87.412666	0	18	18	0	8.287822	0
39,608	PL	day	52.268664	21.060381	city	wet	rain	24.842595	4	14	1.848628	-0.943119	23.406682	0.20999	120.031046	1.129931	0.784508	0.033901	14.273953	121.15425	0.604558	0.125914	0.995237	0.966973	0.164264	0.136967	3.339	90.865494	0.6	100	93	100	14.512064	53
4,497	DE	day	50.935434	6.950116	city	normal	partly-cloudy-day	15.931799	11	9	0.672866	-0.729678	0.103783	-0.024079	121.160484	1.12506	-0.840423	0.088728	31.736227	208.705393	0.464816	0.126495	0.994723	0.960925	0.097894	0.168463	7.1565	85.015694	0.1	36	31	14	10.587917	51
29,176	SE	day	55.607513	13.021152	city	normal	cloudy	48.994844	5	13	0.228382	-1.260087	0.002758	0.101751	121.100845	1.131093	0.881081	0.028708	34.136426	339.719174	0.613975	0.133223	0.994602	0.986282	0.099925	0.101779	15.4475	69.982384	0	99	22	9	20.371038	3
70,013	DE	day	51.52801	7.107329	arterial-urban	normal	partly-cloudy-day	18.222455	10	8	-1.30259	-0.689892	38.924875	0.043878	121.160484	1.12506	-0.839908	0.088728	31.736227	712.5341	0.645533	0.265095	0.996801	0.944801	0.192834	0.169898	11.884	84.954079	0	61	8	10	21.385939	2
44,863	PL	day	52.23477	21.014172	city	wet	rain	15.034988	4	15	-1.718857	-0.302718	9.393186	0.059772	120.031046	1.129931	0.784508	0.033901	14.273953	145.594007	0.496717	0.156809	0.99467	0.950356	0.130425	0.120338	3.07	94.818764	0.6	100	80	100	13.104198	53
25,524	SE	day	55.593526	12.973986	city	normal	partly-cloudy-day	44.110082	5	13	-0.280867	-0.822484	35.195031	0.018156	121.100845	1.131093	0.881081	0.028708	34.136426	163.902572	0.643581	0.157671	0.99497	0.958481	0.191108	0.223491	15	65.338737	0	77	23	35	2.099143	2
22,537	SE	day	55.599105	12.98658	city	normal	cloudy	44.960715	5	13	-0.49223	0.28652	40.707235	-0.09714	121.100845	1.131093	0.881081	0.028708	34.136426	244.308047	0.695306	0.164947	0.994243	0.957645	0.185552	0.275873	15.330501	61.542171	0	99	26	0	20.808498	3
62,360	PL	day	50.767223	19.164008	arterial-urban	wet	cloudy	27.201958	4	14	-0.471468	2.431975	54.00559	-0.096284	119.429945	1.100167	-0.93261	0.093666	14.973593	159.287641	0.553883	0.121176	0.99656	0.985395	0.123538	0.102407	3.328	80.708305	0.1	100	41	99	16.516901	51
85,980	IT	night	41.882974	12.380809	highway	normal	clear-night	-14.740937	8	19	0.483031	-0.774017	81.82798	-0.341786	120.970288	1.10211	0.941326	0.046548	39.980995	155.969724	0.489902	0.097277	0.990986	0.971116	0.071187	0.079981	24.4895	88.369789	0	0	0	0	3.054701	0
96,630	DE	day	54.36739	9.668004	highway	normal	cloudy	34.366437	9	9	0.369878	-1.197868	113.999515	-0.229486	120.970288	1.119442	-0.839919	0.046548	39.980995	74.443793	0.587917	0.123303	0.994737	0.982599	0.079114	0.08893	14.9915	67.126923	0	100	35	99	14.182355	3
13,866	PL	day	54.337612	18.626323	city	normal	partly-cloudy-day	57.420591	5	10	-1.580222	-0.943517	36.91217	-0.40944	120.757187	1.146134	-0.180522	0.072155	23.974827	101.093236	0.614964	0.204081	0.993226	0.954464	0.120268	0.052271	11.518	74.891113	0.2	49	27	42	17.555307	51
14,372	DE	day	50.934344	6.957218	city	normal	partly-cloudy-day	17.670571	11	10	0.873289	0.172945	20.036789	0.045297	121.160484	1.12506	-0.840423	0.088728	31.736227	111.737752	0.565283	0.178635	0.995208	0.976681	0.099484	0.103895	7.163	85.016411	0.1	36	31	14	10.587917	51
20,990	SE	day	55.603654	12.995521	city	normal	partly-cloudy-day	55.714745	5	10	-0.409661	-0.853718	35.854935	0.030359	121.100845	1.131093	0.881081	0.028708	34.136426	144.447306	0.648534	0.072046	0.996143	0.934082	0.247155	0.272951	15.5175	62.639004	0	37	1	34	17.253731	1
41,690	PL	day	52.242585	20.978342	city	wet	rain	32.631984	4	13	-2.340651	-0.471419	41.154916	0.105606	120.031046	1.129931	0.784508	0.033901	14.273953	129.876511	0.656727	0.109537	0.996737	0.976788	0.192891	0.250857	2.896	95.829796	0.7	100	96	100	12.181625	53
91,077	FR	day	43.720259	7.216359	highway	normal	clear-day	16.459861	2	7	0.872346	-0.658345	84.092943	-0.753037	121.237622	1.124371	1.029787	0.02075	16.479283	81.929646	0.591658	0.071357	0.989969	0.959966	0.069388	0.120519	13.073999	61.007912	0	0	0	0	1.018234	0
79,421	FR	day	43.743603	7.378362	highway	normal	clear-day	18.254968	2	8	3.463823	-0.061014	8.545043	-0.049823	121.237622	1.124371	1.029787	0.02075	16.479283	260.093522	0.746358	0.197843	0.997934	0.997507	0.084985	0.07397	8.945	69.648415	0	0	0	0	6.952754	0
11,937	PL	day	52.274247	21.031125	city	normal	clear-day	45.507654	4	8	2.46205	-1.427334	14.38448	0.056009	120.031046	1.129931	0.783416	0.033901	14.273953	230.957414	0.700272	0.11963	0.996849	0.979161	0.166923	0.210404	10.908501	44.76535	0	3	3	0	13.324863	0
5,803	PL	day	52.221475	21.073951	city	normal	partly-cloudy-day	51.866639	4	10	0.20185	-0.8227	69.074358	-0.370214	120.581701	1.136123	1.691931	0.037251	14.756776	126.146765	0.779144	0.24669	0.998228	0.993452	0.196048	0.071439	7.402	45.237736	0	93	91	92	6.924738	3
54,961	LU	day	49.68593	6.427702	highway	normal	clear-day	8.441667	3	16	0.803252	1.903862	119.688403	0.182487	120.031046	1.130148	0.835381	0.033901	14.273953	49.373325	0.714905	0.254765	0.985433	0.677669	0.279699	0.409608	13.4995	61.10939	0	0	0	0	5.804825	0
65,572	DE	day	53.068998	8.869268	arterial-urban	normal	cloudy	13.07648	12	10	0.305308	-1.274716	46.017125	0.132842	121.160484	1.12506	-0.840423	0.088728	31.736227	834.553666	0.730345	0.24948	0.996183	0.972966	0.257493	0.12148	3.6045	91.859421	0.1	100	100	23	15.158522	51

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ZOD validation meta-features

Feature-only table built from meta-features extracted from the ZOD validation split.

Source

Extracted from the validation split of the ZOD frames dataset
One row per scene/frame
frame_id keeps the original ZOD frame identifier

This dataset does not include a prediction target. It is intended as a feature-only baseline.

Columns

frame_id
country
time_of_day
lat
long
road_type
road_condition
weather
solar_angle_elevation
month
hour
forward_acceleration
lateral_acceleration
forward_velocity
lateral_velocity
field_view_horizontal
camera_distance_from_ground
camera_pitch_angle
distortion_magnitude
camera_offset
laplacian
quality
brightness
noisiness
sharpness
contrast
complexity
temperature_2m
relative_humidity_2m
rain
snowfall
cloud_cover
cloud_cover_low
cloud_cover_mid
wind_speed_10m
weather_code

Notes

The tabular features are the meta-features computed in this repository.
The detector-specific datasets include both detector quality targets so that you can choose the target metric later.

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ZOD validation meta-features

Source

Contents

Columns

Notes