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mehmoodsheikh
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Mechanical-MNIST-Failure-Prediction

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F_peak float64	force_peak_step int64	F_drop_ratio float64	end_slope float64	force_auc float64	E_peak float64	E_softening_ratio float64	energy_auc float64	ux_s12_med float64	ux_s12_p95 float64	ux_s12_max float64	R_local_p95 float64	R_local_max float64	failure_score int64	failure_flag int64	__index_level_0__ int64
0.21159	12	0	0.05241	0.55091	153.468572	0	452.5588	0.826235	1.998293	2.67947	2.418553	3.242988	0	0	0
0.80416	12	0	0.05244	4.14044	171.283544	0	508.41113	0.867945	2.056562	2.76673	2.369461	3.187679	0	0	1
0.07903	12	0	0.00355	0.471	156.544758	0	465.223649	0.534765	1.942451	2.84903	3.632345	5.32763	0	0	2
1.22355	12	0	0.07799	6.32547	142.332764	0	420.900782	0.92691	2.223715	3.29546	2.399062	3.555318	0	0	3
0	0	0	-0.02808	-1.56381	170.884384	0	508.959038	0.530455	2.352466	3.17617	4.434809	5.987633	1	0	4
0.38411	12	0	0.03245	1.86191	151.87923	0	451.034292	0.69826	1.906764	2.53943	2.730737	3.636797	0	0	5
0	0	0	-0.02361	-2.43586	153.91399	0	458.084819	0.78967	1.963765	2.40171	2.486818	3.04141	1	0	6
0.74215	12	0	0.05828	3.6877	173.511775	0	514.860191	0.825455	1.800876	2.82455	2.181677	3.42181	0	0	7
0	0	0	-0.0138	-1.26735	142.848974	0	424.647716	0.8019	2.014391	2.58859	2.512023	3.228071	1	0	8
0.89283	12	0	0.0621	4.53387	145.244959	0	430.263576	0.81975	2.101935	3.0033	2.564118	3.663678	0	0	9
0.16204	12	0	0.0191	0.6944	166.363512	0	493.906175	0.806635	1.914266	2.4959	2.37315	3.094212	0	0	10
0.34395	12	0	0.03492	1.57315	116.863295	0	345.977479	0.83905	2.075167	2.63283	2.473234	3.13787	0	0	11
0	0	0	-0.02768	-2.07944	171.846515	0	510.229571	0.70519	1.796968	2.48458	2.548205	3.523277	1	0	12
0.70083	12	0	0.0458	3.61377	161.26948	0	478.051365	0.841705	2.098068	3.031	2.492641	3.601024	0	0	13
0	0	0	-0.0081	-0.76915	144.266392	0	428.961896	0.82459	2.001955	2.52153	2.427819	3.05792	1	0	14
1.19784	12	0	0.08421	6.08139	160.735228	0	475.539714	1.01736	2.348289	3.62032	2.308218	3.558544	0	0	15
0.17508	12	0	0.0198	0.7725	145.890856	0	432.514226	0.83863	1.903126	2.45167	2.269327	2.923423	0	0	16
1.13613	12	0	0.07245	5.88552	164.409492	0	488.109468	0.86276	2.025918	3.1336	2.348183	3.632065	0	0	17
0.52019	12	0	0.03701	2.61462	146.193551	0	431.792311	0.94882	2.196579	2.7125	2.315064	2.858814	0	0	18
1.13866	12	0	0.08549	5.6865	155.427778	0	460.241742	1.03682	2.617028	3.73159	2.524091	3.599072	0	0	19
0	0	0	-0.03608	-2.42438	171.963865	0	511.712164	0.548695	1.962228	2.66789	3.576173	4.862246	1	0	20
0.74419	12	0	0.05149	3.78487	173.267804	0	514.875754	0.78211	2.031109	2.8509	2.596961	3.645139	0	0	21
0.77261	12	0	0.04768	4.04599	146.600833	0	434.575142	0.87867	2.110449	3.1039	2.401868	3.532498	0	0	22
1.13745	12	0	0.07206	5.88447	139.684141	0	413.107196	0.94666	2.172838	3.24761	2.295268	3.430598	0	0	23
0.24402	12	0	0.02814	1.09272	155.978229	0	463.588697	0.60338	1.84683	2.47976	3.060807	4.109782	0	0	24
0.69543	12	0	0.04228	3.61082	176.772296	0	524.091494	0.59957	1.624548	2.50836	2.709523	4.183598	0	0	25
0.22462	12	0	0.00715	1.30485	148.482973	0	440.962113	0.77574	2.123639	2.91455	2.737565	3.757122	0	0	26
0.35448	12	0	0.03579	1.65803	191.181873	0	569.005695	0.679555	1.802224	2.79499	2.652066	4.112971	0	0	27
0.00077	4	0.844156	-0.03854	-0.68124	179.804321	0	533.443607	0.669845	1.696472	2.80919	2.532634	4.193791	2	1	28
0.50048	12	0	0.03571	2.51063	125.263046	0	370.720938	0.822895	2.054005	2.75994	2.496072	3.353939	0	0	29
0	0	0	-0.03208	-2.33694	143.023038	0	424.831995	0.735715	1.930628	2.4446	2.624152	3.322754	1	0	30
1.37556	12	0	0.08645	7.12359	172.048095	0	511.002836	0.874795	2.02757	3.26172	2.317766	3.728554	0	0	31
0.40931	12	0	0.02779	2.10098	151.899277	0	449.21183	0.897085	2.201606	2.95474	2.454178	3.293712	0	0	32
1.46876	12	0	0.11525	7.22759	155.983868	0	460.61635	1.091815	2.593193	3.86789	2.375121	3.542624	0	0	33
0.71579	12	0	0.03914	3.84248	174.601538	0	520.487856	0.74663	2.032598	3.11469	2.722363	4.171665	0	0	34
0.44912	12	0	0.04268	2.10923	123.468711	0	365.487784	0.867915	2.023634	2.5128	2.331603	2.895214	0	0	35
0.07707	12	0	0.00446	0.41612	166.859794	0	496.623247	0.673415	1.979137	2.48828	2.938957	3.695017	0	0	36
0.73063	12	0	0.04555	3.81739	173.018808	0	515.354323	0.733015	2.050689	2.84183	2.797609	3.876906	0	0	37
0	0	0	-0.01507	-0.77694	144.296744	0	428.782651	0.590615	1.841058	2.5424	3.117189	4.304665	1	0	38
0.16524	12	0	0.00428	0.96437	155.282989	0	461.600894	0.70524	2.016178	2.42832	2.858854	3.443253	0	0	39
0.25865	12	0	0.01303	1.41499	147.004143	0	437.269751	0.811	2.018807	2.64816	2.489281	3.265302	0	0	40
0.84779	12	0	0.05105	4.46065	172.050023	0	511.909562	0.77242	1.976847	2.72656	2.559291	3.529893	0	0	41
0.30922	12	0	0.01812	1.6829	156.130488	0	464.374868	0.712505	2.225841	3.13893	3.123965	4.405485	0	0	42
0.76671	12	0	0.04689	4.02539	155.724032	0	461.533212	0.943005	2.185627	3.10427	2.317726	3.291891	0	0	43
-0	0	0	-0.00578	-0.07782	140.494295	0	414.879676	0.844055	2.015899	2.59443	2.388351	3.073769	1	0	44
0.71668	12	0	0.04421	3.77313	168.486005	0	500.51108	0.91716	2.309265	3.50466	2.517843	3.821209	0	0	45
0.2062	12	0	0.01282	1.08472	171.775952	0	510.947642	0.585495	1.981722	2.70341	3.384696	4.617307	0	0	46
0.26389	12	0	0.02858	1.18726	125.5855	0	372.146076	0.814925	2.091562	2.63056	2.56657	3.227978	0	0	47
0	0	0	-0.03244	-2.97495	151.757605	0	449.462601	0.85144	2.062671	2.65728	2.422568	3.120925	1	0	48
0.35863	12	0	0.04205	1.58188	168.11583	0	498.66577	0.70019	1.84567	2.43653	2.635956	3.479813	0	0	49
0	0	0	0.00354	-0.1636	147.255672	0	434.949586	0.832865	1.977987	2.47552	2.37492	2.972294	0	0	50
0.76389	12	0	0.04879	3.97902	203.955292	0	608.501431	0.673205	2.040127	3.25985	3.030469	4.842284	0	0	51
0.38	12	0	0.00692	2.26317	169.096295	0	502.42841	0.780325	2.122431	3.47947	2.719933	4.459001	0	0	52
0.98593	12	0	0.06896	5.03014	150.44101	0	445.852061	0.943565	2.415131	3.62829	2.559581	3.845299	0	0	53
0.47855	12	0	0.0202	2.66795	167.085716	0	496.521636	0.689445	2.167307	3.62382	3.143553	5.256141	0	0	54
1.21859	12	0	0.07723	6.33537	186.045907	0	553.465254	0.84545	2.052418	3.65439	2.427605	4.32242	0	0	55
0	0	0	-0.00838	-0.46977	194.621819	0	580.471296	0.511175	2.055139	2.89128	4.020423	5.656145	1	0	56
0.92657	12	0	0.06249	4.76086	157.025616	0	465.26234	1.01271	2.361249	3.54924	2.331614	3.504695	0	0	57
0	0	0	-0.02139	-1.57003	173.202512	0	516.527166	0.53523	1.979919	2.62476	3.699193	4.903985	1	0	58
1.12675	12	0	0.06827	5.89101	143.653641	0	425.173558	0.92497	2.140458	2.84861	2.314084	3.079678	0	0	59
0.01447	12	0	0.00063	0.08343	157.197659	0	467.507849	0.40745	1.881424	2.40475	4.617558	5.901951	0	0	60
0.96927	12	0	0.06886	4.91426	144.712313	0	428.794052	0.807005	2.323238	3.40432	2.87884	4.218462	0	0	61
0.38583	12	0	0.02371	2.01913	161.801591	0	480.653838	0.703025	2.029437	2.50231	2.886722	3.559347	0	0	62
0.86543	12	0	0.05752	4.44392	184.525235	0	549.535521	0.703275	2.218395	3.37955	3.154378	4.805446	0	0	63
0.67949	12	0	0.03272	3.70539	166.989973	0	495.922029	0.616845	1.9876	3.15055	3.222204	5.107523	0	0	64
0.35884	12	0	0.03581	1.66948	122.359161	0	362.693475	0.82887	2.081309	2.75238	2.51102	3.320641	0	0	65
0.78722	12	0	0.05335	4.0309	153.949624	0	455.801927	0.850515	2.162791	2.92247	2.542919	3.436118	0	0	66
0.69864	12	0	0.04039	3.67889	144.505328	0	429.242439	0.80497	2.00151	2.74572	2.48644	3.410959	0	0	67
0	0	0	-0.02244	-1.60039	164.441022	0	482.122474	1.01293	2.188921	2.71559	2.160979	2.680926	1	0	68
0.23985	12	0	0.0112	1.32674	194.269631	0	580.862135	0.440295	2.112286	3.0523	4.797435	6.932398	0	0	69
0	0	0	-0.0086	-0.74079	166.302107	0	495.497597	0.62201	1.864152	2.39482	2.996981	3.850131	1	0	70
2.22587	12	0	0.19044	10.68045	165.437942	0	486.765692	1.394105	3.347144	4.74178	2.400927	3.401308	0	0	71
0.04986	12	0	0.00228	0.27571	142.195077	0	422.418244	0.848365	2.005575	2.34152	2.364047	2.760038	0	0	72
0.52623	12	0	0.03036	2.80466	164.886998	0	490.506767	0.625825	2.03869	2.90499	3.257604	4.641857	0	0	73
0	0	0	-0.009	-1.41358	162.572186	0	482.010442	0.826275	2.027276	2.49879	2.453512	3.024163	1	0	74
0.76448	12	0	0.04732	3.99349	176.335429	0	524.645137	0.79617	2.091192	3.18214	2.626565	3.99681	0	0	75
0.14239	10	0.013414	-0.00532	0.91766	160.639837	0	475.642988	0.64267	1.824737	2.39568	2.839306	3.727699	1	0	76
0.97803	12	0	0.05762	5.16086	145.772586	0	432.133478	0.885845	2.147085	3.04193	2.423771	3.43393	0	0	77
0.91481	12	0	0.05408	4.81638	148.685355	0	441.09817	0.884195	2.067514	2.72847	2.338301	3.085824	0	0	78
1.49535	12	0	0.11208	7.44757	156.875472	0	463.070588	1.06844	2.556304	3.79045	2.392557	3.547649	0	0	79
0.00819	8	0.095238	-0.00113	0.05171	176.345408	0	524.860329	0.64466	1.882021	2.342	2.919402	3.632923	1	0	80
0.87538	12	0	0.04925	4.67256	187.835998	0	559.798657	0.732635	2.004842	3.1612	2.736482	4.314836	0	0	81
0	0	0	-0.00219	-0.73892	174.936393	0	518.997958	0.79836	1.827461	2.61536	2.289019	3.275916	1	0	82
0.68448	12	0	0.0405	3.60574	157.604082	0	467.490033	0.75975	2.063198	2.8798	2.715628	3.790457	0	0	83
0.52775	12	0	0.01289	3.0013	158.28142	0	470.705883	0.77911	2.234038	3.4807	2.867423	4.467533	0	0	84
1.15962	12	0	0.07155	6.04208	178.900516	0	531.423147	0.82756	1.923653	3.12395	2.324488	3.774892	0	0	85
0	0	0	-0.0941	-5.37415	145.932354	0	429.703196	1.010805	2.125897	2.80438	2.103172	2.774403	1	0	86
1.08287	12	0	0.07644	5.50331	171.142994	0	508.266562	0.92089	2.367601	3.6783	2.570993	3.994288	0	0	87
0.01023	12	0	0.0011	0.04358	192.867093	0	574.506148	0.669565	2.016453	2.56652	3.011587	3.833116	0	0	88
1.01757	12	0	0.06968	5.17599	153.221015	0	453.66751	0.78448	2.156026	3.48228	2.74835	4.438966	0	0	89
0.70455	12	0	0.05699	3.43652	159.564577	0	472.148675	0.94537	2.198785	3.03087	2.325846	3.206015	0	0	90
2.20291	12	0	0.21547	10.13557	163.86289	0	481.143501	1.66728	3.241247	4.60094	1.944033	2.759548	0	0	91
0	0	0	-0.00906	-0.36449	151.562317	0	450.614068	0.622905	1.974486	2.48723	3.169802	3.992952	1	0	92
0.54907	12	0	0.03344	2.88526	166.86959	0	496.050043	0.66911	2.00983	2.56998	3.003737	3.840893	0	0	93
0.74571	12	0	0.04569	3.90945	172.392473	0	513.013313	0.777465	1.965498	2.96142	2.528086	3.809072	0	0	94
0.57751	12	0	0.03361	3.06928	184.773082	0	551.206637	0.604465	2.00631	2.77382	3.31915	4.588884	0	0	95
0.49368	12	0	0.02488	2.7213	163.587527	0	486.587287	0.756005	2.246658	3.37204	2.971751	4.460341	0	0	96
1.04552	12	0	0.06379	5.46901	180.788348	0	537.812561	0.78992	1.916423	3.01166	2.426098	3.812614	0	0	97
0	0	0	-0.00015	-0.79284	155.403121	0	459.932786	0.842105	1.995068	2.46109	2.369144	2.922545	1	0	98
0.97278	12	0	0.06099	5.06025	140.280073	0	415.32074	0.93352	2.118226	3.04667	2.269075	3.263637	0	0	99

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