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shambhuraje
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Indian_Railway_maintance

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train_id int64	region string	season string	train_type string	train_age_years int64	average_speed_kmph float64	distance_travelled_km int64	track_temperature_c float64	rail_wear_mm float64	track_vibration_level float64	ballast_condition string	track_curvature_degree float64	ambient_temperature_c float64	humidity_percent float64	rainfall_mm float64	wind_speed_kmph float64	wheel_wear_percent float64	axle_temperature_c float64	brake_pressure_psi float64	brake_pad_wear_percent float64	bearing_temperature_c float64	battery_voltage float64	traction_motor_temp_c float64	signal_system_status string	power_consumption_kw float64	load_factor_percent float64	daily_trips int64	delay_minutes float64	last_maintenance_days float64	inspection_score float64	sensor_health_index float64	failure_type null	maintenance_required int64	failure_severity null	risk_score float64
1	Central Railway	Winter	Freight	18	93.911426	1,088,075	30.385539	11.267384	5.017916	Good	2.5336	38.369258	74.214781	28.050316	null	29.053805	74.70739	89.613031	51.390507	93.688086	22.007632	88.972669	Normal	833.808666	59.221583	16	10.678221	75	81.614028	48.229938	null	0	null	66.621259
2	South Central Railway	Monsoon	Freight	3	83.98556	872,233	39.700773	10.45244	null	Good	7.235148	25.068087	41.12786	20.287595	0.757401	25.236469	87.306051	99.763833	57.568926	60.01657	22.858264	75.54236	Normal	573.106849	62.51215	20	12.612107	182	94.538873	56.72679	null	0	null	59.477828
3	Southern Railway	Monsoon	Express	25	70.446432	1,215,080	54.346229	10.794243	5.043626	Good	11.938482	47.829465	49.12768	11.105064	12.3195	75.688776	62.568404	96.705642	18.813136	67.316129	26.829425	75.39436	Normal	475.186743	59.385796	20	8.537663	161	82.556458	73.183802	null	0	null	59.666196
4	Northern Railway	Summer	Express	30	25.392441	1,113,903	16.019386	7.983677	2.156439	Good	5.884848	33.393778	85.168692	null	14.883443	25.94771	78.24894	96.615595	30.279357	64.428357	19.134676	61.817671	Normal	663.341613	93.597861	8	6.582553	164	79.143388	74.426802	null	0	null	54.684494
5	Northern Railway	Monsoon	Express	12	95.504013	21,787	22.709736	5.150874	6.056355	Good	6.866402	37.503445	71.423089	null	21.840181	21.22588	79.073711	84.070364	49.375258	59.681869	23.768559	66.634216	Normal	992.276493	29.845147	2	20.180113	86	60.370621	99.282662	null	0	null	54.711521
6	Eastern Railway	Monsoon	Passenger	22	76.368577	983,213	41.632372	7.757125	2.662647	Poor	4.194542	37.619335	58.165443	null	18.742576	52.032034	73.758905	98.457446	39.110994	84.475059	21.886557	61.872295	Normal	849.631741	85.863155	23	12.243926	67	94.247751	94.341935	null	0	null	47.665064
7	Central Railway	Monsoon	Passenger	10	111.50518	1,217,230	21.583799	11.462733	4.353206	Good	2.94847	35.371209	66.727291	null	10.484876	46.308557	64.155471	91.217652	37.141978	58.188301	21.005463	80.961852	Normal	850.126874	67.355529	23	9.388613	75	80.741882	83.609978	null	0	null	54.994429
8	South Central Railway	Summer	Passenger	25	73.66537	622,279	47.402014	0	4.348092	Good	6.867901	39.431237	67.979277	30.350494	17.131919	44.250922	64.0702	111.949937	35.487757	65.905145	28.746626	47.469845	Normal	659.970629	44.981888	23	8.510522	263	77.504208	90.836787	null	0	null	53.041454
9	Western Railway	Winter	Passenger	22	83.359865	268,412	46.9418	7.187674	4.362124	Good	5.698506	10.922291	63.097325	4.207507	12.533019	null	null	108.52834	20.632895	82.807264	21.939799	81.454121	Normal	986.193935	62.492465	17	21.618132	325	78.645588	67.79448	null	0	null	61.200282
10	Central Railway	Summer	Passenger	15	59.439705	999,141	51.851758	10.78649	3.010484	Fair	3.05703	36.580315	60.18403	16.55094	14.157051	35.205726	77.006375	118.57932	24.586124	75.02962	23.990333	69.427155	Normal	1,321.217523	17.578538	15	6.765797	67	68.494685	95.627043	null	0	null	51.526173
11	Southern Railway	Winter	Freight	25	27.62363	1,395,495	40.872563	6.480046	2.475418	Good	3.731994	29.024399	63.339706	7.522768	4.624966	42.654063	54.87497	87.465087	21.004356	101.051444	24.732577	75.837853	Normal	852.494595	66.606563	2	null	341	75.515518	73.454928	null	0	null	57.409106
12	Eastern Railway	Winter	Express	29	66.150957	384,483	26.172561	14.10901	5.516622	Good	6.954614	33.260517	88.96253	17.470853	8.473635	65.872208	44.314194	78.83919	74.079716	79.80445	26.594237	65.908798	Normal	451.868461	79.525884	3	62.628089	281	77.505629	74.832181	null	0	null	67.674555
13	South Central Railway	Summer	Passenger	11	58.645002	284,127	38.120699	6.483461	3.100096	Fair	13.971794	43.09331	67.708714	24.656375	15.906693	28.573757	73.954057	83.528227	26.354606	71.045476	24.354766	65.473292	Normal	655.627308	75.496265	22	74.762093	345	68.608039	84.318073	null	0	null	54.715115
14	South Central Railway	Monsoon	Passenger	26	68.084961	830,504	52.865286	9.782235	3.873107	Poor	1.507894	22.100508	51.239761	9.508159	23.195761	63.83171	65.261742	89.107252	41.402578	86.778284	25.253472	36.713803	Normal	517.655472	67.903698	7	22.997197	8	40	90.102409	null	1	null	70.2493
15	South Central Railway	Monsoon	Passenger	4	83.441831	382,751	20.997102	4.867038	2.30742	Good	5.908861	32.247106	60.753818	36.615691	8.118824	72.830176	78.799629	114.429535	34.255748	63.615081	21.334706	93.794983	Normal	1,218.287224	65.107662	22	7.560957	11	71.657315	100	null	0	null	55.982828
16	South Central Railway	Winter	Express	11	70.028282	226,027	7.795258	8.118938	3.363383	Good	10.096772	24.389923	48.632038	10.306772	23.022074	34.430594	61.586302	88.246421	42.950062	85.185251	22.886664	78.050356	Normal	652.091317	100	17	8.132048	140	82.276441	64.965232	null	0	null	60.072513
17	Southern Railway	Winter	Passenger	11	69.804298	690,652	39.808886	4.964889	0	Good	0.991695	34.277915	66.282431	13.047976	21.317404	33.376358	64.760069	72.52488	40.130239	74.653446	24.318048	null	Normal	1,084.837745	75.897343	3	27.102476	307	86.308351	63.421692	null	0	null	58.620474
18	Central Railway	Monsoon	Metro	8	81.323546	443,807	54.150408	6.154888	null	Good	2.671275	29.363811	26.180461	14.771655	10.730882	61.411921	85.007776	125.230286	22.811564	null	22.37129	71.015971	Normal	928.460302	86.602249	2	18.625269	348	41.900965	87.457425	null	0	null	67.358087
19	Eastern Railway	Winter	Passenger	29	51.613307	185,878	38.472329	4.398415	1.128982	Fair	4.446643	30.795104	null	18.3955	19.206164	46.36708	41.422736	56.83727	21.583257	74.061362	26.01279	65.005613	Normal	509.38506	64.973653	11	5.444785	51	82.673904	85.13026	null	1	null	51.461093
20	Northern Railway	Summer	Express	2	36.062533	175,650	44.942716	5.062309	2.771591	Poor	10.432413	15.599673	74.670709	16.404011	0	65.319868	62.535099	78.820866	17.613524	79.591741	23.554105	85.962377	Normal	417.67933	60.704088	17	16.205285	1	80.74101	69.49622	null	1	null	59.856978
21	Southern Railway	Summer	Express	22	59.382359	350,864	33.134958	5.371362	4.611701	Fair	13.949502	32.35007	71.720798	11.077675	11.839075	52.553843	61.650861	116.730769	47.537094	80.610961	26.454826	49.920875	Normal	746.731343	15.345258	20	4.805797	85	91.993866	86.905025	null	1	null	52.399029
22	Northern Railway	Monsoon	Passenger	27	71.729939	97,115	39.38196	6.300413	2.212495	Good	3.593708	27.617738	47.362501	9.949353	null	34.920426	72.390772	91.058676	46.81845	85.551352	null	72.218806	Normal	711.136008	56.005545	15	8.57073	339	61.968996	82.223274	null	0	null	61.793537
23	Western Railway	Winter	Passenger	26	67.384305	1,461,019	42.91884	8.536932	5.396151	Poor	4.268364	36.080082	67.926678	20.179357	22.331182	45.437564	58.546718	121.216071	45.316523	54.068375	27.486964	65.93199	Normal	423.168287	82.610464	11	15.143841	21	73.602454	65.34222	null	0	null	64.982477
24	Eastern Railway	Summer	Express	7	63.169167	607,257	29.170272	9.725275	4.628808	Fair	8.303944	24.260849	48.169714	4.923631	8.85195	62.41803	74.160295	98.524106	20.456472	70.720471	22.369847	71.391246	Normal	404.513144	60.802838	15	24.258861	248	74.476725	93.319767	null	0	null	53.702403
25	South Central Railway	Winter	Passenger	5	120.274852	299,536	44.673768	5.544505	3.15604	Good	11.444192	34.296215	75.965675	43.029162	17.105872	59.231047	56.833164	112.411024	23.036646	68.442077	24.699841	77.707124	Normal	166.125785	66.736808	3	4.92523	110	74.130612	95.281077	null	0	null	53.046063
26	Southern Railway	Summer	Express	9	65.150218	148,535	52.901858	8.213956	4.902365	Good	16.627776	30.314989	54.036347	18.741849	3.733916	87.027051	51.807068	96.484541	59.304609	78.504466	26.920612	null	Normal	1,113.188671	61.28779	23	12.72939	132	78.728444	75.360112	null	0	null	68.018755
27	Northern Railway	Summer	Express	8	75.11267	602,162	52.464072	7.482246	3.278022	Fair	3.765607	34.200747	57.344687	38.049746	9.6262	21.80679	61.944431	85.970405	40.841205	82.871198	25.506688	91.709329	Normal	334.045677	46.435728	15	23.223283	119	70.076495	99.484013	null	0	null	50.051021
28	South Central Railway	Winter	Passenger	10	100.697216	359,747	50.544112	10.306822	3.529785	Good	16.058529	31.369177	73.152082	8.372275	1.074531	37.944613	76.778153	85.292035	51.36076	59.929776	23.907835	48.776346	Normal	955.704839	51.231137	13	7.497875	138	71.407471	99.037604	null	1	null	53.74003
29	Southern Railway	Monsoon	Passenger	19	48.822581	1,178,097	36.611824	6.176212	1.303595	Good	7.567681	41.374001	50.070775	47.544094	4.87975	82.666191	70.98826	112.269081	55.983147	91.553245	28.044787	89.871503	Normal	946.694447	83.283899	7	3.109294	322	87.828477	64.574754	null	0	null	67.45627
30	Northern Railway	Monsoon	Express	27	72.33289	237,164	37.432895	13.041852	5.836051	Good	3.910124	37.887612	49.404581	18.276598	20.072361	48.780186	58.000086	86.435	0	97.578742	22.25802	63.384293	Normal	893.19987	85.716421	20	9.467623	95	83.537866	60.376201	null	1	null	56.947105
31	Northern Railway	Winter	Passenger	2	88.048237	79,842	31.148359	8.484048	5.789729	Good	2.651813	29.809925	11.779469	null	18.675119	35.424862	61.304723	92.207633	66.893116	79.281275	20.897166	75.776268	Normal	113.185485	63.911699	24	11.916618	269	75.794192	90.667632	null	0	null	57.086058
32	Western Railway	Monsoon	Freight	24	103.876044	390,104	48.183581	7.934856	4.266634	Good	1.192522	33.111628	23.493241	5.542654	20.260028	59.576211	67.823503	83.542148	85.403658	95.097405	21.808005	84.608727	Normal	948.858662	55.125009	14	20.474702	347	77.300128	77.053532	null	0	null	67.723199
33	Central Railway	Summer	Passenger	14	75.084706	197,087	48.886044	7.590844	3.652924	Good	8.363215	27.882887	75.573103	17.567635	null	70.688891	64.819242	129.431205	25.322977	50.002439	26.368553	56.502592	Normal	866.821384	48.989576	6	6.118845	261	82.155005	65.157106	null	0	null	62.842541
34	Southern Railway	Monsoon	Freight	23	53.483518	476,339	29.755968	8.937541	3.921855	Good	0.704212	25.422831	95.170252	7.064166	14.473843	73.317894	69.957601	104.77682	28.430115	64.834242	23.887681	65.482002	Normal	716.69863	92.635648	24	14.737052	244	93.336888	82.540166	null	0	null	53.705232
35	Eastern Railway	Winter	Passenger	26	72.016264	1,234,937	27.875734	8.908411	3.311387	Poor	0.883725	35.540269	28.571454	29.551062	18.454231	25.712378	60.606334	121.943918	60.542531	75.024103	27.738282	78.862764	Normal	282.837556	69.705008	19	13.64156	63	76.937826	91.437123	null	0	null	54.007004
36	Central Railway	Summer	Passenger	6	78.104665	1,178,528	19.040186	4.433789	3.032379	Fair	10.525142	26.328139	21.048844	12.463208	15.091702	46.917534	83.540103	70.262355	16.598291	null	23.939465	81.399365	Normal	897.127254	59.297704	6	3.445293	73	67.207758	69.681232	null	0	null	61.616227
37	Eastern Railway	Summer	Express	14	65.373486	753,349	43.596644	9.685053	2.162842	Good	9.512134	45.540614	null	27.558839	12.125254	26.951663	66.503298	105.09741	36.915224	58.066214	25.61451	74.88628	Normal	512.565979	35.210534	4	34.753346	352	66.912638	95.029202	null	0	null	52.900389
38	South Central Railway	Winter	Express	9	91.654512	404,488	44.146972	10.301182	null	Good	7.879906	19.091595	51.865123	9.671242	18.294091	26.611419	76.172496	83.035467	27.635512	43.481981	25.834748	70.358088	Normal	894.988419	40.904945	23	6.245792	290	99.430702	100	null	0	null	38.336294
39	Western Railway	Monsoon	Freight	19	84.724906	557,896	26.352654	8.182271	2.84026	Fair	11.975081	36.478118	56.725447	40.8348	24.562589	59.58488	70.613923	73.852076	46.18139	72.620188	22.179877	63.554729	Normal	857.915809	42.618941	6	4.897049	137	72.263543	74.348301	null	0	null	64.550795
40	Southern Railway	Summer	Passenger	18	89.496948	752,931	52.653457	4.896202	4.768966	Fair	3.861496	26.904072	44.018347	18.918941	12.352117	17.619651	63.264584	85.747638	51.737224	74.504952	null	61.450547	Warning	1,520.00004	67.873043	16	9.027664	89	96.759685	70.399263	null	0	null	51.897899
41	Central Railway	Monsoon	Freight	27	106.233149	1,076,710	8.471608	9.594547	3.045883	Good	5.352817	29.547659	25.857485	31.617545	10.537984	80.726555	61.341315	101.085288	47.472181	65.494145	23.678816	71.285838	Normal	1,109.667435	64.386547	7	9.87261	98	100	79.659935	null	0	null	56.348833
42	South Central Railway	Winter	Passenger	8	82.00531	1,041,980	37.41053	5.152633	5.354351	Good	12.195426	26.544812	60.879765	25.307933	17.209301	35.518885	63.743239	78.959327	45.612017	69.315208	21.132237	51.811258	Normal	983.26062	85.555118	13	30.507427	66	72.258773	58.63157	null	0	null	66.358015
43	South Central Railway	Summer	Passenger	25	54.333473	605,317	53.493714	11.492384	4.348491	Fair	4.251964	36.853965	65.365426	20.023559	22.547509	74.11746	44.610251	101.584148	28.86442	51.578326	23.999641	79.014982	Normal	1,088.075157	44.040835	12	19.959722	314	64.521256	92.74341	null	0	null	60.404649
44	Northern Railway	Summer	Passenger	27	57.982214	133,211	13.456127	8.739981	2.661824	Fair	5.331735	30.452926	83.294914	5.262678	21.757774	58.391394	77.124625	88.371435	33.085962	80.046005	22.415393	77.033686	Normal	823.69545	25.384956	10	32.559777	329	78.465889	69.426772	null	0	null	61.959172
45	Central Railway	Monsoon	Express	25	64.927826	928,895	24.150706	6.370897	0.693627	Good	1.096628	25.363164	85.238414	16.91864	22.814235	27.25165	72.076182	86.138209	16.758279	48.210881	null	65.72008	Normal	743.732341	65.821559	2	null	215	71.120686	77.991369	null	0	null	54.41227
46	Eastern Railway	Monsoon	Passenger	1	51.043141	10,263	37.057211	13.369295	5.619118	Good	1.908211	28.687429	57.442246	17.833269	18.252187	15.899932	43.152613	86.918005	47.613664	97.374751	27.051131	91.051143	Normal	356.642483	61.671217	23	13.241663	252	41.490787	52.83002	null	0	null	76.514757
47	Northern Railway	Summer	Passenger	22	61.99466	1,411,968	25.52205	5.316218	4.941174	Good	8.548464	40.329747	19.631184	48.921714	14.777111	49.760308	null	61.100465	17.628646	51.219723	20.582114	61.272987	Normal	1,033.579257	80.668042	4	17.115295	158	79.762791	66.962909	null	0	null	58.754348
48	Eastern Railway	Monsoon	Freight	3	95.852381	134,797	21.703302	7.211589	6.713662	Fair	10.292481	27.547137	47.357314	9.702737	25.458813	56.96531	71.348824	80.61861	17.755534	null	22.328022	58.774213	Normal	671.097591	65.053025	18	4.720453	193	76.097468	70.778966	null	0	null	59.801375
49	South Central Railway	Monsoon	Freight	13	73.146385	327,112	24.587203	6.989159	4.182798	Good	11.766402	23.553793	34.169682	21.920904	16.2643	31.295202	54.248625	82.404495	42.849707	65.584629	24.988925	67.749972	Normal	1,209.105416	74.066199	5	25.704795	218	88.755503	76.336559	null	0	null	53.339514
50	South Central Railway	Monsoon	Express	10	50.373604	1,409,382	55.009454	12.474798	4.190479	Poor	6.381763	27.100618	54.640078	8.011487	19.296164	27.889998	50.906365	48.912029	91.715803	72.537041	23.555948	60.830559	Normal	725.35844	87.801338	5	15.228147	303	61.427525	65.963924	null	1	null	73.353863
51	South Central Railway	Monsoon	Freight	6	87.997234	1,269,412	37.602872	4.171209	3.976912	Fair	16.159009	30.138363	34.709048	36.725781	12.023268	75.627187	65.904285	68.274975	73.828676	62.978677	25.096114	91.383592	Normal	528.885041	58.227119	8	16.487536	225	57.163203	77.806877	null	1	null	75.178851
52	Western Railway	Summer	Passenger	27	52.920195	702,854	30.239436	10.342689	1.492496	Fair	3.524504	18.786847	44.646743	22.983526	10.530598	10.838147	87.11437	93.727339	0	70.762678	25.160942	89.705856	Normal	676.102353	58.235745	23	14.503315	303	79.476297	99.10341	null	1	null	39.122825
53	Northern Railway	Summer	Express	23	72.105545	230,130	52.655005	9.557273	3.699617	Good	2.877937	15.778714	65.057024	3.967726	2.365355	5.893728	63.809564	108.893179	65.37983	76.240121	23.948746	101.856433	Normal	788.019096	70.712144	9	34.514382	313	98.649379	98.749544	null	0	null	41.601411
54	Northern Railway	Winter	Express	25	92.361364	45,518	48.546439	6.3216	2.471416	Fair	18.959089	31.001538	83.208484	20.214802	28.131249	27.681455	60.408059	87.358664	58.750872	null	21.764577	70.548744	Normal	574.062522	77.732537	24	20.731893	null	81.804331	81.821491	null	1	null	55.695811
55	Northern Railway	Monsoon	Express	30	92.135008	657,235	49.576312	6.613485	2.189979	Poor	3.972903	33.09792	43.012179	22.252977	9.485748	25.24002	67.89382	124.24325	41.195692	48.330258	24.371265	null	Normal	1,390.610654	null	12	16.530542	323	87.301715	79.033503	null	0	null	51.748031
56	Central Railway	Summer	Passenger	25	37.512833	202,029	33.729287	9.80539	1.871674	Good	6.953948	20.826154	31.157344	15.714712	23.257733	67.336478	48.853253	127.725888	47.098161	82.900218	22.949559	null	Normal	677.890379	63.684349	10	3.213632	284	73.293405	95.943704	null	1	null	57.932208
57	Southern Railway	Monsoon	Freight	9	72.1477	25,447	25.867508	6.720951	1.627027	Good	3.249255	22.914535	87.411382	7.911197	0	30.35998	36.472033	82.741895	10.896968	68.237871	25.692309	79.606881	Normal	1,462.881562	100	8	8.636188	101	72.167852	100	null	0	null	45.929794
58	Central Railway	Summer	Freight	2	101.17829	638,372	47.779701	11.493886	0.212005	Good	13.227306	35.548918	50.482549	30.606212	7.327248	73.552541	54.470186	67.021234	48.598315	69.568694	25.086292	60.626606	Normal	738.888376	16.554778	4	15.84896	241	83.93845	76.427329	null	0	null	62.194606
59	South Central Railway	Winter	Passenger	10	92.426514	1,055,109	51.81872	6.283099	4.476271	Good	19.317168	23.996708	36.789132	20.287501	9.298781	66.501383	65.16384	84.142384	12.440707	61.309638	25.741591	52.483841	Normal	592.795998	93.240033	3	3.519477	291	74.818025	70.018993	null	1	null	61.148357
60	South Central Railway	Winter	Passenger	27	52.449904	1,017,668	20.54148	8.451197	3.842477	Good	4.026364	32.892416	86.47525	1.27813	21.239707	70.241408	null	117.120708	8.977557	49.420016	23.300289	54.334336	Normal	1,131.991058	82.735054	23	27.470763	65	65.008584	100	null	1	null	54.12984
61	Eastern Railway	Summer	Passenger	10	101.47483	609,479	46.113569	3.964946	3.302448	Good	5.492219	12.001027	49.429888	9.364169	17.476069	0	66.348945	95.589474	22.583594	44.928357	21.758588	96.895505	Normal	809.276762	69.411803	1	15.554743	179	92.98414	63.834949	null	0	null	48.500858
62	South Central Railway	Summer	Freight	8	81.464264	1,367,537	53.620589	2.770626	4.183054	Good	4.251209	28.743419	100	23.763038	21.19369	30.491917	43.620571	101.933978	31.948006	71.575064	21.267638	68.033117	Warning	790.81017	82.09726	11	18.44834	56	78.96046	69.055802	null	0	null	57.560297
63	Northern Railway	Summer	Passenger	13	95.068605	267,590	16.67582	10.365741	1.866986	Good	7.095663	33.771601	38.790729	23.974887	24.708733	32.171709	59.841829	82.98526	0	81.398379	20.39508	80.710997	Warning	1,054.001227	30.497899	8	16.940951	149	80.269417	78.754344	null	0	null	49.16744
64	Eastern Railway	Summer	Express	1	76.981318	41,679	40.391541	9.695628	0.685896	Good	10.309372	27.413773	10	6.21164	20.706822	77.361726	55.528493	75.296864	43.6245	65.891928	25.462074	69.074821	Normal	659.933773	40.40694	16	28.233254	44	61.46831	84.503323	null	1	null	67.057862
65	Northern Railway	Monsoon	Passenger	29	83.743385	483,654	26.163309	8.699362	3.88817	Good	11.164341	26.9088	72.281667	7.380029	22.573537	32.127838	64.262525	96.572306	17.507513	null	21.154475	53.063366	Normal	711.596023	87.92574	8	7.17179	201	72.107964	77.407753	null	0	null	55.114802
66	Western Railway	Summer	Freight	22	62.366673	608,456	38.495619	7.892921	2.658634	Good	12.018575	19.930396	63.252925	32.679833	14.602652	79.049373	85.615975	66.227733	56.608445	79.221669	23.114092	88.584841	Normal	433.617174	76.620631	17	8.39025	220	92.178623	84.657498	null	0	null	58.45603
67	Eastern Railway	Monsoon	Passenger	19	104.230219	735,992	43.991166	7.868774	3.100511	Fair	6.889449	27.660373	78.947226	11.65987	17.291256	null	70.586242	104.80271	17.909103	70.798281	23.18567	50.297096	Normal	426.053799	15.502671	3	11.376138	51	76.053529	86.550383	null	0	null	56.421154
68	Northern Railway	Monsoon	Express	20	89.658258	1,108,119	38.291167	13.592776	1.241308	Good	14.03668	25.841495	41.471581	13.7676	13.310044	31.365566	69.50953	105.633157	49.287477	70.840311	23.500188	58.597136	Normal	641.837195	87.235386	14	36.315204	255	54.736101	100	null	0	null	57.940321
69	Central Railway	Summer	Passenger	8	72.502723	597,306	31.107887	10.474034	null	Good	8.185923	31.968117	68.506124	9.329233	27.558828	42.615833	74.702579	90.464272	52.740852	45.140374	26.78762	81.407218	Normal	1,186.590494	50.152298	11	21.916495	87	86.452307	75.447739	null	0	null	57.638487
70	Northern Railway	Summer	Freight	30	43.572222	681,912	35.688106	6.465877	2.778201	Good	12.291299	19.933466	74.45219	29.767073	24.997878	61.195799	55.426214	106.131152	25.661634	76.40343	25.850656	45.182713	Normal	604.806964	41.139492	14	20.276208	226	84.159284	50.714447	null	1	null	65.822809
71	South Central Railway	Summer	Passenger	16	55.346747	701,232	49.965794	10.769508	3.321133	Fair	8.297631	30.395618	44.453058	24.702456	18.140857	67.871786	43.679996	111.518162	37.283997	null	25.077565	79.779309	Normal	804.990376	70.394979	19	7.529238	280	82.397443	75.166208	null	0	null	60.62609
72	Western Railway	Monsoon	Express	4	99.057367	304,452	16.318134	5.440739	1.880234	Good	20.365213	39.315182	29.206257	null	8.707349	40.041938	48.894919	96.919603	96.451106	68.589883	23.916658	56.15752	Warning	837.985024	86.916985	20	10.180154	93	82.697878	91.382656	null	0	null	59.54577
73	Northern Railway	Monsoon	Express	27	51.813842	773,523	38.983769	8.677096	6.171525	Good	6.248557	36.060108	47.891051	9.772338	13.360622	66.188155	64.422348	111.370887	100	46.927499	21.198734	85.387293	Normal	746.237101	85.917199	4	15.186192	263	74.559886	56.691987	null	0	null	78.990068
74	Central Railway	Summer	Freight	15	73.063585	327,249	47.742524	8.450012	6.591839	Fair	11.307142	28.196815	64.441006	22.591697	16.011809	35.180422	75.037982	84.085269	5.355447	null	24.365304	85.656392	Normal	874.574577	100	19	24.297806	97	72.641074	86.083849	null	0	null	50.526657
75	South Central Railway	Summer	Freight	7	51.432832	793,634	37.65499	6.226448	5.312716	Fair	2.732863	22.34263	28.613062	16.639207	26.724854	55.222633	62.193215	92.04171	24.540405	65.43276	24.901844	84.488477	Normal	638.556443	76.701538	2	7.160117	72	66.602993	66.649882	null	0	null	65.325949
76	Northern Railway	Winter	Passenger	27	72.982972	1,261,520	13.943808	9.715263	0.774444	Good	9.794251	32.219161	95.519966	48.73528	5.777156	12.208612	58.791932	105.55626	39.102819	null	23.956526	69.883077	Fault	986.927579	38.778569	16	14.650116	88	93.341239	100	null	0	null	40.027281
77	Western Railway	Monsoon	Passenger	18	76.373845	121,653	38.543932	4.744054	5.327488	Poor	8.894431	30.612757	59.937081	18.385972	23.454421	54.948755	57.901158	90.241659	58.960499	87.941634	22.405619	73.693209	Normal	887.983556	54.556963	10	14.002605	275	63.029548	76.122896	null	1	null	68.383033
78	Western Railway	Monsoon	Express	2	44.168437	327,139	26.885029	12.661336	5.481866	Fair	16.57332	26.960315	64.548199	15.535707	30.083779	43.668456	66.73554	82.509373	24.257737	85.028155	22.545031	68.479926	Normal	475.071227	80.882013	12	18.736646	244	80.927476	68.084513	null	0	null	58.034733
79	Southern Railway	Summer	Freight	18	95.80314	460,594	24.749281	7.24168	6.708445	Good	15.552978	40.714574	85.651645	42.180061	1.740734	49.465026	71.339766	99.266567	67.481027	70.359487	23.527207	104.103354	Normal	1,171.656628	64.979898	22	34.055474	211	74.275283	82.595196	null	0	null	62.637241
80	South Central Railway	Summer	Express	1	53.956331	674,122	51.76606	9.988779	5.788481	Good	6.041401	16.262297	56.212273	13.797832	12.833344	38.031946	47.096691	83.581615	46.165157	57.588324	21.213984	66.52885	Normal	634.37648	80.724444	9	7.228617	84	74.428896	79.591826	null	0	null	58.722313
81	Eastern Railway	Winter	Passenger	14	45.015836	424,355	39.04716	6.823499	4.84687	Good	3.104602	37.665331	65.376791	32.513813	6.747986	23.048335	38.165143	82.489054	48.770896	45.187631	24.838789	64.12076	Normal	778.3886	54.44521	21	6.490501	280	72.501132	90.72591	null	1	null	53.64342
82	Northern Railway	Monsoon	Freight	9	76.173453	499,723	29.481356	7.711444	0.381424	Good	6.113119	24.262573	63.140223	12.311718	11.811361	55.251798	76.745346	92.229618	40.877325	65.52009	19.973108	92.956663	Normal	1,015.329978	56.210265	12	28.299043	253	75.033865	61.074864	null	0	null	66.781314
83	Central Railway	Summer	Metro	2	58.293236	678,932	38.516283	5.198123	5.083497	Good	9.905462	36.562243	62.303929	48.788689	13.615022	26.826255	63.490502	92.896411	60.979443	87.645669	22.968097	55.362613	Normal	677.645021	87.545167	24	10.261098	228	81.00938	85.417008	null	0	null	54.921619
84	South Central Railway	Summer	Passenger	28	71.072474	238,585	38.61556	6.237418	6.064145	Fair	3.943394	34.732665	64.133236	34.362498	18.691314	27.652426	95.495738	82.168326	null	null	22.996868	82.154956	Normal	985.485945	100	3	27.030273	189	63.572396	86.041258	null	0	null	56.47175
85	Southern Railway	Monsoon	Express	18	97.122834	1,380,090	42.576256	4.650953	4.018174	Good	3.721108	35.780961	77.916915	17.616171	4.3295	43.817681	56.112496	79.537125	27.364533	44.633615	22.705247	80.215228	Normal	648.350808	84.081465	16	22.62455	238	60.72693	91.102791	null	0	null	57.53693
86	South Central Railway	Summer	Express	15	59.614587	1,236,486	26.059194	12.969149	5.639291	Good	17.420103	43.737662	55.236844	2.868124	33.851371	43.839862	59.633641	103.183137	16.352303	55.242847	25.51084	80.335026	Normal	823.148867	71.997323	20	22.098826	124	84.041754	100	null	0	null	44.614211
87	Central Railway	Winter	Passenger	17	49.204881	262,279	37.709618	4.246082	5.045978	Good	4.567713	24.589892	90.735263	37.278509	17.055664	78.889296	69.848374	107.334856	53.203164	79.60075	25.879626	70.425737	Normal	619.018193	49.77838	11	3.094337	181	98.655501	68.846187	null	0	null	61.188278
88	Western Railway	Monsoon	Passenger	12	87.241507	774,738	28.669775	5.088269	null	Good	3.120165	41.409754	null	39.354931	20.055155	0	72.482295	99.385466	45.915253	91.553343	21.324468	93.373582	Normal	452.260183	73.138761	6	34.00258	333	96.482166	66.59746	null	0	null	49.809419
89	South Central Railway	Winter	Freight	10	41.618118	985,311	48.468654	8.282561	4.405931	Good	3.137698	28.028946	50.868421	18.258224	null	null	55.107178	120.802222	34.082989	74.993574	23.787137	72.809808	Normal	1,237.227362	62.692981	15	26.551248	336	90.764955	100	null	1	null	43.39232
90	South Central Railway	Summer	Express	28	99.46607	379,653	44.178824	5.340705	3.258677	Good	9.291895	23.888367	82.060841	10.105742	16.943206	19.869056	90.353185	111.280619	79.648011	77.291824	24.464652	null	Normal	657.629448	95.244512	17	12.27209	104	76.835572	100	null	0	null	53.03511
91	Northern Railway	Monsoon	Freight	22	77.866331	200,184	29.48581	8.642221	null	Good	11.366907	27.276599	50.680447	53.24652	15.742873	49.16135	57.856526	98.515789	45.376327	76.010775	20.685037	70.162273	Normal	679.260463	88.64701	18	12.740633	2	100	86.647297	null	0	null	48.854097
92	South Central Railway	Summer	Metro	19	67.737659	519,465	55.505287	3.808693	3.928699	Good	3.707646	36.467668	47.892279	12.500552	14.546517	43.424069	54.37479	76.070643	49.61816	54.148903	22.336371	69.133922	Normal	817.569374	49.663932	2	18.816364	16	89.569737	74.003646	null	0	null	56.70565
93	Eastern Railway	Winter	Passenger	21	43.095323	57,301	40.317836	7.877587	2.714473	Fair	8.551792	33.677375	31.685396	18.233712	9.713964	42.866345	64.115196	92.856465	52.485832	70.497176	22.059122	87.611122	Normal	818.139887	57.423268	11	12.974501	206	76.04016	78.472835	null	0	null	60.223278
94	Northern Railway	Monsoon	Express	29	35.158286	699,706	31.120149	7.446671	4.395351	Good	1.678497	29.129452	82.027732	14.720974	null	66.955475	64.845742	96.986305	35.77267	90.772133	24.480611	86.000332	Normal	598.182385	66.946308	17	34.016953	245	75.559153	41.739206	null	0	null	74.354796
95	Eastern Railway	Monsoon	Freight	4	51.395047	88,444	30.699076	8.320277	2.479607	Fair	6.459686	30.037295	25.214992	10.232928	10.103758	33.746415	86.940709	100.105398	50.931905	47.963345	20.191703	90.652265	Normal	769.849892	94.174525	18	16.580485	94	81.347853	79.735166	null	1	null	56.322691
96	Western Railway	Summer	Freight	17	72.434562	309,324	39.33846	9.29767	3.29622	Good	8.064673	23.000596	80.902938	4.553705	20.681079	65.573255	64.087276	101.706334	21.554412	77.095466	24.870753	71.556399	Normal	1,054.804691	64.769039	10	16.154693	120	67.684034	64.903885	null	0	null	66.663378
97	Western Railway	Monsoon	Express	14	70.463696	60,959	32.714467	4.424752	6.049742	Good	9.17215	7.851414	83.549357	1.557079	9.731119	42.425571	62.029129	113.832735	58.624279	55.818237	22.034619	93.23034	Normal	1,235.368898	59.38011	13	27.717786	27	68.035046	68.763653	null	1	null	67.277933
98	South Central Railway	Monsoon	Passenger	7	51.128013	361,211	42.831978	12.626596	3.92332	Fair	3.686537	35.244868	66.260887	38.70469	15.432453	67.29802	58.167844	90.186144	44.27804	87.748939	21.564672	86.903716	Warning	1,186.999892	31.40163	19	13.793355	42	80.625756	77.383597	null	0	null	61.433135
99	Southern Railway	Summer	Freight	29	64.117717	851,764	49.071006	8.144969	4.974422	Good	6.020343	18.036937	57.107848	22.056364	18.166433	60.734759	88.024007	91.472236	24.872852	74.677597	25.868764	89.504795	Normal	1,240.305603	47.310176	9	13.501458	null	71.702491	71.09627	null	0	null	62.861575
100	Central Railway	Winter	Freight	1	38.774765	395,443	23.612212	6.748911	2.561979	Good	3.521029	28.754892	39.935971	31.146425	15.393675	46.960491	82.134903	75.864901	61.133358	70.483703	24.165067	67.499236	Normal	662.742575	46.329319	1	22.395064	134	78.483436	62.442469	null	0	null	66.890011

End of preview.

license: cc-by-4.0 task_categories: - tabular-classification - tabular-regression - time-series language: - en tags: - railway - predictive-maintenance - failure-detection - transportation - iot - machine-learning - synthetic-data - analytics pretty_name: Indian Railway Failure Detection & Maintenance (100K) size_categories: - 100K<n<1M

🚆 Indian Railway Failure Detection & Maintenance (100K)

Overview

This dataset contains 100,000 synthetic yet realistic railway maintenance records designed for predictive maintenance, failure detection, and transportation analytics. The data simulates real-world railway operations through equipment wear, maintenance history, environmental conditions, operational metrics, and IoT-inspired sensor readings.

Version 2 incorporates more realistic feature relationships, seasonal weather patterns, equipment aging effects, structured missing values, and sensor outliers to better reflect operational railway environments.

Features

The dataset includes information related to:

🚄 Train operations
⚙️ Equipment health indicators
📡 IoT sensor measurements
🌦️ Weather and environmental conditions
🛤️ Track health metrics
🔋 Electrical system indicators
🔧 Maintenance history
⚠️ Failure types and severity levels
📊 Inspection and risk scores

Target Variables

Maintenance Required

Binary target:

0 = No Maintenance Required
1 = Maintenance Required

Failure Type

Possible values:

None
Brake Failure
Wheel Defect
Track Defect
Signal Failure
Bearing Failure

Failure Severity

Possible values:

None
Low
Medium
High
Critical

Machine Learning Applications

This dataset can be used for:

Predictive Maintenance
Failure Detection
Multiclass Classification
Risk Assessment
Anomaly Detection
Data Imputation
Regression Tasks
Feature Engineering
Explainable AI (XAI)

Data Characteristics

📈 Records: 100,000
📊 Features: 25+
🧩 Realistic Missing Values
📡 Sensor Outliers Included
🌦️ Seasonal Weather Effects
⚙️ Correlated Equipment Wear
🚄 Multiple Train Categories
🎯 Multiple Prediction Targets

Synthetic Data Notice

This dataset is synthetically generated by the author and does not contain real railway operational records.

Although synthetic, realistic relationships, operational patterns, maintenance logic, missing values, and failure mechanisms have been incorporated to emulate real-world predictive maintenance scenarios.

Example Use Cases

Railway Failure Prediction
Predictive Maintenance Systems
Industrial IoT Analytics
Transportation Analytics
Educational Projects
Data Science Portfolios
Kaggle Competitions & Notebooks

License

This dataset is released under the CC BY 4.0 License.

Users are free to share and adapt the dataset with appropriate attribution.

Citation

If you use this dataset in research, projects, notebooks, or publications, please provide attribution to the dataset author.

🚆 Built for machine learning, analytics, predictive maintenance, and transportation research.

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