diff --git a/Dataset/predictive_maintenance.csv b/Dataset/predictive_maintenance.csv
deleted file mode 100644
index fc2f206..0000000
--- a/Dataset/predictive_maintenance.csv
+++ /dev/null
@@ -1,10001 +0,0 @@
-UDI,Product ID,Type,Air temperature [K],Process temperature [K],Rotational speed [rpm],Torque [Nm],Tool wear [min],Target,Failure Type
-1,M14860,M,298.1,308.6,1551,42.8,0,0,No Failure
-2,L47181,L,298.2,308.7,1408,46.3,3,0,No Failure
-3,L47182,L,298.1,308.5,1498,49.4,5,0,No Failure
-4,L47183,L,298.2,308.6,1433,39.5,7,0,No Failure
-5,L47184,L,298.2,308.7,1408,40,9,0,No Failure
-6,M14865,M,298.1,308.6,1425,41.9,11,0,No Failure
-7,L47186,L,298.1,308.6,1558,42.4,14,0,No Failure
-8,L47187,L,298.1,308.6,1527,40.2,16,0,No Failure
-9,M14868,M,298.3,308.7,1667,28.6,18,0,No Failure
-10,M14869,M,298.5,309,1741,28,21,0,No Failure
-11,H29424,H,298.4,308.9,1782,23.9,24,0,No Failure
-12,H29425,H,298.6,309.1,1423,44.3,29,0,No Failure
-13,M14872,M,298.6,309.1,1339,51.1,34,0,No Failure
-14,M14873,M,298.6,309.2,1742,30,37,0,No Failure
-15,L47194,L,298.6,309.2,2035,19.6,40,0,No Failure
-16,L47195,L,298.6,309.2,1542,48.4,42,0,No Failure
-17,M14876,M,298.6,309.2,1311,46.6,44,0,No Failure
-18,M14877,M,298.7,309.2,1410,45.6,47,0,No Failure
-19,H29432,H,298.8,309.2,1306,54.5,50,0,No Failure
-20,M14879,M,298.9,309.3,1632,32.5,55,0,No Failure
-21,H29434,H,298.9,309.3,1375,42.7,58,0,No Failure
-22,L47201,L,298.8,309.3,1450,44.8,63,0,No Failure
-23,M14882,M,298.9,309.3,1581,30.7,65,0,No Failure
-24,L47203,L,299,309.4,1758,25.7,68,0,No Failure
-25,M14884,M,299,309.4,1561,37.3,70,0,No Failure
-26,L47205,L,299,309.5,1861,23.3,73,0,No Failure
-27,L47206,L,299.1,309.5,1512,39,75,0,No Failure
-28,H29441,H,299.1,309.4,1811,24.6,77,0,No Failure
-29,L47208,L,299.1,309.4,1439,44.2,82,0,No Failure
-30,L47209,L,299,309.4,1693,30.1,84,0,No Failure
-31,M14890,M,299.1,309.5,1339,48.2,86,0,No Failure
-32,L47211,L,299,309.4,1798,25.5,89,0,No Failure
-33,L47212,L,299,309.4,1419,48.3,91,0,No Failure
-34,L47213,L,298.9,309.3,1665,32.5,93,0,No Failure
-35,M14894,M,298.8,309.1,1559,34.7,95,0,No Failure
-36,M14895,M,298.8,309.2,1452,48.6,98,0,No Failure
-37,M14896,M,298.9,309.2,1581,36.7,101,0,No Failure
-38,L47217,L,298.8,309.1,1439,39.2,104,0,No Failure
-39,H29452,H,298.9,309.2,1379,50.7,106,0,No Failure
-40,L47219,L,298.8,309.1,1350,52.5,111,0,No Failure
-41,L47220,L,298.8,309.1,1362,45.4,113,0,No Failure
-42,L47221,L,298.8,309.1,1368,50.8,115,0,No Failure
-43,M14902,M,298.8,309.1,1368,49.1,117,0,No Failure
-44,H29457,H,298.8,309.2,1372,48.5,120,0,No Failure
-45,M14904,M,298.8,309.1,1472,47.5,125,0,No Failure
-46,L47225,L,298.8,309.1,1489,49.1,128,0,No Failure
-47,M14906,M,298.7,309,1843,25.8,130,0,No Failure
-48,L47227,L,298.8,309.1,1418,46.3,133,0,No Failure
-49,H29462,H,298.8,309.2,1425,53.9,135,0,No Failure
-50,M14909,M,298.9,309.2,1412,44.1,140,0,No Failure
-51,L47230,L,298.9,309.1,2861,4.6,143,1,Power Failure
-52,L47231,L,298.9,309.1,1383,54.9,145,0,No Failure
-53,H29466,H,298.8,309,1497,43.8,147,0,No Failure
-54,L47233,L,298.7,309,1565,35.1,152,0,No Failure
-55,L47234,L,298.7,309,1691,30.1,154,0,No Failure
-56,L47235,L,298.8,309.1,1512,40.7,156,0,No Failure
-57,L47236,L,298.8,309.1,1477,42.4,158,0,No Failure
-58,L47237,L,298.8,309.1,1513,40.3,160,0,No Failure
-59,M14918,M,298.8,309,1661,29.5,162,0,No Failure
-60,L47239,L,298.8,309.1,1378,54.4,165,0,No Failure
-61,L47240,L,298.8,309.1,1393,52.6,167,0,No Failure
-62,M14921,M,298.8,309,1592,38.2,169,0,No Failure
-63,L47242,L,298.8,309,1829,22.9,172,0,No Failure
-64,M14923,M,298.9,309,1812,25.9,174,0,No Failure
-65,L47244,L,299,309.1,1523,38.6,177,0,No Failure
-66,L47245,L,299,309.1,1394,45.1,179,0,No Failure
-67,M14926,M,298.9,308.9,1679,28.7,181,0,No Failure
-68,H29481,H,298.8,308.9,1466,44.1,184,0,No Failure
-69,L47248,L,298.8,308.9,1527,32.4,189,0,No Failure
-70,L47249,L,298.9,309,1410,65.7,191,1,Power Failure
-71,M14930,M,298.9,309,1924,22.6,193,0,No Failure
-72,L47251,L,298.9,309.1,1452,45.5,196,0,No Failure
-73,L47252,L,298.9,309.1,1369,44.4,198,0,No Failure
-74,L47253,L,299,309.1,1592,35,200,0,No Failure
-75,L47254,L,298.9,309,1601,32.3,202,0,No Failure
-76,L47255,L,298.8,308.9,1379,46.7,204,0,No Failure
-77,L47256,L,298.8,308.9,1461,47.9,206,0,No Failure
-78,L47257,L,298.8,308.9,1455,41.3,208,1,Tool Wear Failure
-79,L47258,L,298.8,308.9,1398,51.5,0,0,No Failure
-80,L47259,L,298.8,308.9,1402,37.9,2,0,No Failure
-81,H29494,H,298.8,308.8,1445,49.9,4,0,No Failure
-82,L47261,L,298.9,308.9,1450,47.5,9,0,No Failure
-83,L47262,L,298.9,308.9,1453,40.8,11,0,No Failure
-84,L47263,L,299,309,1469,40.1,13,0,No Failure
-85,L47264,L,298.9,308.9,1422,47.6,15,0,No Failure
-86,M14945,M,299,309,1804,26.8,17,0,No Failure
-87,H29500,H,299,309,1436,43.9,20,0,No Failure
-88,L47267,L,299,309,1544,31.8,25,0,No Failure
-89,M14948,M,299,309,1419,45.2,27,0,No Failure
-90,M14949,M,298.9,308.9,1487,39.5,30,0,No Failure
-91,L47270,L,298.9,308.9,1753,25.8,33,0,No Failure
-92,L47271,L,298.9,308.9,1830,24.9,35,0,No Failure
-93,M14952,M,298.9,308.9,1727,27.1,37,0,No Failure
-94,L47273,L,299.1,309,1450,43,40,0,No Failure
-95,L47274,L,299,308.9,1622,31.9,42,0,No Failure
-96,M14955,M,299,309,1351,52.2,44,0,No Failure
-97,M14956,M,299,309,1575,35.3,47,0,No Failure
-98,M14957,M,298.9,308.9,1750,29.9,50,0,No Failure
-99,L47278,L,298.9,308.8,1529,32.7,53,0,No Failure
-100,L47279,L,298.8,308.8,1523,44.4,55,0,No Failure
-101,L47280,L,298.8,308.9,1852,25,57,0,No Failure
-102,L47281,L,298.8,308.8,1991,20.7,59,0,No Failure
-103,L47282,L,298.8,308.8,1555,40.6,61,0,No Failure
-104,M14963,M,298.8,308.8,1441,40.5,63,0,No Failure
-105,L47284,L,298.8,308.7,1450,43.4,66,0,No Failure
-106,L47285,L,298.8,308.7,1591,31.1,68,0,No Failure
-107,L47286,L,298.8,308.7,1445,48.5,70,0,No Failure
-108,M14967,M,298.8,308.8,1497,46.8,72,0,No Failure
-109,H29522,H,298.9,308.8,1621,32.7,75,0,No Failure
-110,L47289,L,298.9,308.7,1572,34.1,80,0,No Failure
-111,L47290,L,298.8,308.6,1872,22.5,82,0,No Failure
-112,H29525,H,298.7,308.6,1499,43.5,84,0,No Failure
-113,M14972,M,298.8,308.7,1498,39.5,89,0,No Failure
-114,M14973,M,298.8,308.6,1486,41.9,92,0,No Failure
-115,L47294,L,298.8,308.6,1680,29.4,95,0,No Failure
-116,L47295,L,298.8,308.6,1431,45.7,97,0,No Failure
-117,L47296,L,298.9,308.7,1564,34.1,99,0,No Failure
-118,L47297,L,298.8,308.6,1599,33,101,0,No Failure
-119,M14978,M,298.8,308.6,1707,28.1,103,0,No Failure
-120,L47299,L,298.7,308.5,1467,40.7,106,0,No Failure
-121,L47300,L,298.9,308.7,1433,44.7,108,0,No Failure
-122,L47301,L,298.9,308.7,1558,41.2,110,0,No Failure
-123,L47302,L,299,308.8,1310,50.7,112,0,No Failure
-124,L47303,L,298.9,308.7,1546,43.4,114,0,No Failure
-125,L47304,L,298.9,308.7,1727,29.4,116,0,No Failure
-126,L47305,L,298.9,308.6,1560,32.2,118,0,No Failure
-127,L47306,L,299,308.6,1329,60.5,120,0,No Failure
-128,L47307,L,298.9,308.6,1413,46.5,122,0,No Failure
-129,L47308,L,299,308.6,1587,38.6,124,0,No Failure
-130,L47309,L,298.9,308.5,1559,34.3,126,0,No Failure
-131,L47310,L,298.8,308.4,1473,41.1,128,0,No Failure
-132,L47311,L,298.8,308.4,1737,27.7,130,0,No Failure
-133,M14992,M,298.7,308.4,1441,43.2,132,0,No Failure
-134,M14993,M,298.7,308.4,1430,49.6,135,0,No Failure
-135,L47314,L,298.8,308.4,1369,53,138,0,No Failure
-136,M14995,M,298.8,308.5,1711,28.5,140,0,No Failure
-137,H29550,H,298.7,308.5,1420,45.7,143,0,No Failure
-138,L47317,L,298.7,308.6,1297,55.3,148,0,No Failure
-139,H29552,H,298.8,308.6,1449,49.4,150,0,No Failure
-140,L47319,L,298.8,308.6,1268,55.8,155,0,No Failure
-141,L47320,L,298.8,308.6,1511,36.1,157,0,No Failure
-142,L47321,L,298.7,308.5,1544,35.2,159,0,No Failure
-143,M15002,M,298.6,308.4,1778,28.2,161,0,No Failure
-144,H29557,H,298.6,308.4,1407,50.5,164,0,No Failure
-145,M15004,M,298.6,308.4,1391,42.4,169,0,No Failure
-146,L47325,L,298.5,308.4,1513,33.6,172,0,No Failure
-147,H29560,H,298.5,308.4,1612,36.1,174,0,No Failure
-148,L47327,L,298.4,308.4,1515,40.1,179,0,No Failure
-149,M15008,M,298.3,308.3,1379,48,181,0,No Failure
-150,L47329,L,298.4,308.3,1473,39.9,184,0,No Failure
-151,L47330,L,298.4,308.3,1422,42.7,186,0,No Failure
-152,M15011,M,298.4,308.2,1463,37.6,188,0,No Failure
-153,M15012,M,298.4,308.2,1584,41,191,0,No Failure
-154,L47333,L,298.4,308.2,1850,27,194,0,No Failure
-155,L47334,L,298.4,308.2,1528,36.2,196,0,No Failure
-156,H29569,H,298.4,308.2,1987,19.8,198,0,No Failure
-157,M15016,M,298.4,308.1,1495,46,203,0,No Failure
-158,H29571,H,298.4,308.2,1478,43.5,206,0,No Failure
-159,M15018,M,298.4,308.2,1499,40,211,0,No Failure
-160,L47339,L,298.4,308.2,1471,47,214,0,No Failure
-161,L47340,L,298.4,308.2,1282,60.7,216,1,Overstrain Failure
-162,L47341,L,298.3,308.1,1412,52.3,218,1,Overstrain Failure
-163,L47342,L,298.3,308.1,1586,35.5,0,0,No Failure
-164,M15023,M,298.4,308.2,1468,43.8,2,0,No Failure
-165,M15024,M,298.5,308.3,1440,43.6,5,0,No Failure
-166,L47345,L,298.5,308.4,1733,26,8,0,No Failure
-167,H29580,H,298.4,308.2,1612,32.6,10,0,No Failure
-168,H29581,H,298.4,308.3,1458,42.9,15,0,No Failure
-169,L47348,L,298.4,308.3,1433,62.3,20,1,Power Failure
-170,L47349,L,298.4,308.3,1318,59.1,22,0,No Failure
-171,M15030,M,298.4,308.2,1610,35,24,0,No Failure
-172,L47351,L,298.2,308.1,1462,50.8,27,0,No Failure
-173,M15032,M,298.1,308,1924,20.8,29,0,No Failure
-174,M15033,M,298.2,308,1591,33.7,32,0,No Failure
-175,L47354,L,298.2,308.1,1306,58.3,35,0,No Failure
-176,L47355,L,298.2,308.1,1382,43.5,37,0,No Failure
-177,L47356,L,298.2,308.1,1618,34.7,39,0,No Failure
-178,L47357,L,298.2,308.2,1988,21.4,41,0,No Failure
-179,L47358,L,298.2,308.2,1436,50.2,43,0,No Failure
-180,L47359,L,298.2,308.3,1304,49.8,45,0,No Failure
-181,L47360,L,298.2,308.3,1475,49.9,47,0,No Failure
-182,H29595,H,298.2,308.3,1824,24.2,49,0,No Failure
-183,M15042,M,298.1,308.2,1342,48.1,54,0,No Failure
-184,L47363,L,298.1,308.2,1485,40.7,57,0,No Failure
-185,L47364,L,298.2,308.2,1667,30.6,59,0,No Failure
-186,L47365,L,298.2,308.2,1446,38.2,61,0,No Failure
-187,L47366,L,298.1,308.3,1301,56,63,0,No Failure
-188,L47367,L,298.2,308.4,1379,43.1,65,0,No Failure
-189,L47368,L,298.3,308.5,1606,33.6,67,0,No Failure
-190,M15049,M,298.3,308.4,1539,43.4,69,0,No Failure
-191,L47370,L,298.2,308.4,1477,49.9,72,0,No Failure
-192,L47371,L,298.2,308.4,1666,34.6,74,0,No Failure
-193,H29606,H,298.2,308.4,1398,51.8,76,0,No Failure
-194,H29607,H,298.2,308.4,1678,34.6,81,0,No Failure
-195,M15054,M,298.2,308.5,2678,10.7,86,1,Power Failure
-196,L47375,L,298.3,308.5,1453,42.9,89,0,No Failure
-197,H29610,H,298.3,308.6,1432,49.5,91,0,No Failure
-198,M15057,M,298.4,308.6,1527,40.9,96,0,No Failure
-199,L47378,L,298.4,308.7,1588,35,99,0,No Failure
-200,L47379,L,298.4,308.6,1433,47.1,101,0,No Failure
-201,L47380,L,298.4,308.6,1609,35,103,0,No Failure
-202,L47381,L,298.3,308.5,1575,41.2,105,0,No Failure
-203,M15062,M,298.4,308.5,1636,35.7,107,0,No Failure
-204,L47383,L,298.4,308.5,1490,37.9,110,0,No Failure
-205,L47384,L,298.4,308.5,1741,32.8,112,0,No Failure
-206,M15065,M,298.5,308.6,1344,53,114,0,No Failure
-207,L47386,L,298.5,308.7,1609,35.3,117,0,No Failure
-208,M15067,M,298.4,308.7,1421,60.7,119,1,Power Failure
-209,L47388,L,298.4,308.6,1591,36.7,122,0,No Failure
-210,L47389,L,298.4,308.6,1477,44,124,0,No Failure
-211,L47390,L,298.4,308.7,1523,36.1,126,0,No Failure
-212,L47391,L,298.5,308.7,1575,33.9,128,0,No Failure
-213,H29626,H,298.4,308.7,1344,52.9,130,0,No Failure
-214,L47393,L,298.4,308.7,1386,44.9,135,0,No Failure
-215,M15074,M,298.3,308.6,1589,37.1,137,0,No Failure
-216,L47395,L,298.3,308.6,1548,40.3,140,0,No Failure
-217,L47396,L,298.3,308.6,1499,38.3,142,0,No Failure
-218,L47397,L,298.3,308.5,1664,31.6,144,0,No Failure
-219,L47398,L,298.3,308.6,1447,38.1,146,0,No Failure
-220,M15079,M,298.3,308.5,1434,46.2,148,0,No Failure
-221,L47400,L,298.3,308.5,1416,52.7,151,0,No Failure
-222,H29635,H,298.4,308.5,1827,24.3,153,0,No Failure
-223,L47402,L,298.4,308.6,1304,45,158,0,No Failure
-224,L47403,L,298.4,308.6,1569,34.4,160,0,No Failure
-225,L47404,L,298.3,308.6,1584,29.3,162,0,No Failure
-226,L47405,L,298.3,308.5,1362,53.8,164,0,No Failure
-227,L47406,L,298.3,308.4,1329,49.2,166,0,No Failure
-228,L47407,L,298.3,308.5,1539,36.1,168,0,No Failure
-229,M15088,M,298.3,308.5,1629,37.1,170,0,No Failure
-230,L47409,L,298.3,308.5,1538,32.2,173,0,No Failure
-231,L47410,L,298.3,308.6,1570,34.8,175,0,No Failure
-232,L47411,L,298.3,308.4,1408,43.1,177,0,No Failure
-233,L47412,L,298.2,308.4,1424,47.6,179,0,No Failure
-234,L47413,L,298.2,308.4,1512,34.9,181,0,No Failure
-235,L47414,L,298.2,308.4,1478,42.9,183,0,No Failure
-236,M15095,M,298.1,308.3,1680,33.7,185,0,No Failure
-237,L47416,L,298.1,308.3,1495,38.7,188,0,No Failure
-238,M15097,M,298,308.1,1552,36.6,190,0,No Failure
-239,L47418,L,297.9,308.1,1393,50.3,193,0,No Failure
-240,L47419,L,298,308.2,1611,30.6,195,0,No Failure
-241,M15100,M,298,308.1,1339,51.6,197,0,No Failure
-242,L47421,L,298,308.1,1777,24.3,200,0,No Failure
-243,L47422,L,298,308.2,1348,58.8,202,1,Overstrain Failure
-244,L47423,L,298,308.2,1442,44.1,204,0,No Failure
-245,M15104,M,298,308.2,1395,49.1,206,0,No Failure
-246,M15105,M,297.9,308.1,1627,31.4,209,0,No Failure
-247,L47426,L,297.9,308.1,1585,33.5,212,0,No Failure
-248,L47427,L,298,308.2,1469,45.5,214,0,No Failure
-249,L47428,L,298,308.3,1362,56.8,216,1,Overstrain Failure
-250,L47429,L,298,308.3,1405,56.2,218,1,Overstrain Failure
-251,L47430,L,298,308.3,1662,32.7,0,0,No Failure
-252,M15111,M,298,308.2,1466,42.6,2,0,No Failure
-253,L47432,L,298,308.2,1620,35.8,5,0,No Failure
-254,L47433,L,298,308.2,1357,48.2,7,0,No Failure
-255,L47434,L,298,308.2,1514,37.9,9,0,No Failure
-256,L47435,L,298,308.2,1489,40.4,11,0,No Failure
-257,L47436,L,298.1,308.3,1331,63,13,0,No Failure
-258,L47437,L,298,308,1615,29.5,15,0,No Failure
-259,L47438,L,298.1,308.2,1482,37.9,17,0,No Failure
-260,M15119,M,298.1,308.2,1420,63.9,19,1,Power Failure
-261,M15120,M,298.2,308.3,1522,49.1,22,0,No Failure
-262,L47441,L,298.1,308.2,1654,32.1,25,0,No Failure
-263,M15122,M,298.1,308.2,1736,26.8,27,0,No Failure
-264,M15123,M,298,308.1,1587,32.3,30,0,No Failure
-265,L47444,L,298.1,308.2,1390,47.5,33,0,No Failure
-266,L47445,L,298,308.1,1454,37.1,35,0,No Failure
-267,H29680,H,298,308.1,1440,43.7,37,0,No Failure
-268,L47447,L,297.9,308,1954,21.1,42,0,No Failure
-269,H29682,H,297.9,308,1800,24.8,44,0,No Failure
-270,L47449,L,298,308,1524,37,49,0,No Failure
-271,H29684,H,298,308,1520,39.6,51,0,No Failure
-272,M15131,M,298.1,308.1,1452,40.8,56,0,No Failure
-273,L47452,L,298.1,308.1,1484,40.4,59,0,No Failure
-274,L47453,L,298.1,308,1426,46,61,0,No Failure
-275,L47454,L,298.1,308,1652,28.5,63,0,No Failure
-276,L47455,L,298,308,1401,54.7,65,0,No Failure
-277,M15136,M,298,307.9,1750,26.6,67,0,No Failure
-278,H29691,H,298,308,1479,50.7,70,0,No Failure
-279,M15138,M,298,308,1620,29.4,75,0,No Failure
-280,L47459,L,298,308.1,1819,23.4,78,0,No Failure
-281,M15140,M,298.1,308.1,1456,43.7,80,0,No Failure
-282,L47461,L,298.1,308,1626,36.5,83,0,No Failure
-283,M15142,M,298.1,308.1,1390,49.8,85,0,No Failure
-284,L47463,L,298.2,308.2,1469,43,88,0,No Failure
-285,L47464,L,298.2,308.3,2051,19.2,90,0,No Failure
-286,L47465,L,298.2,308.3,1568,36,92,0,No Failure
-287,L47466,L,298.2,308.3,1589,33.2,94,0,No Failure
-288,L47467,L,298.2,308.3,1805,31.6,96,0,No Failure
-289,H29702,H,298.2,308.4,1385,42.2,98,0,No Failure
-290,L47469,L,298.1,308.4,1436,46.7,103,0,No Failure
-291,L47470,L,298.1,308.4,1438,45.6,105,0,No Failure
-292,L47471,L,298,308.3,1473,42.6,107,0,No Failure
-293,L47472,L,298.1,308.4,1335,40.2,109,0,No Failure
-294,H29707,H,298.1,308.5,1392,44.8,111,0,No Failure
-295,M15154,M,298.1,308.5,1372,51.1,116,0,No Failure
-296,M15155,M,298.1,308.6,1716,30.7,119,0,No Failure
-297,L47476,L,298,308.5,1395,46.2,122,0,No Failure
-298,L47477,L,298,308.5,1713,25.3,124,0,No Failure
-299,H29712,H,297.9,308.5,2129,18.7,126,0,No Failure
-300,M15159,M,297.8,308.3,1567,35.6,131,0,No Failure
-301,L47480,L,297.8,308.4,1622,38.3,134,0,No Failure
-302,L47481,L,297.7,308.4,1740,27.1,136,0,No Failure
-303,H29716,H,297.8,308.4,1512,35.1,138,0,No Failure
-304,M15163,M,297.8,308.4,1479,43.5,143,0,No Failure
-305,L47484,L,297.8,308.4,1737,27.5,146,0,No Failure
-306,L47485,L,297.8,308.4,2129,19.2,148,0,No Failure
-307,L47486,L,297.8,308.4,1374,47.1,150,0,No Failure
-308,M15167,M,297.8,308.4,1579,36.6,152,0,No Failure
-309,L47488,L,297.9,308.5,1305,47.2,155,0,No Failure
-310,M15169,M,297.9,308.5,1449,40.8,157,0,No Failure
-311,H29724,H,298,308.6,1526,41.8,160,0,No Failure
-312,M15171,M,298,308.6,1453,44.1,165,0,No Failure
-313,L47492,L,297.9,308.6,1468,36,168,0,No Failure
-314,L47493,L,298,308.6,1313,50.8,170,0,No Failure
-315,M15174,M,297.9,308.5,1300,53,172,0,No Failure
-316,L47495,L,297.9,308.4,1646,40.6,175,0,No Failure
-317,L47496,L,297.8,308.4,1714,33.2,177,0,No Failure
-318,L47497,L,297.8,308.4,1685,28.4,179,0,No Failure
-319,L47498,L,297.8,308.4,1512,39.9,181,0,No Failure
-320,L47499,L,297.8,308.4,1612,32.1,183,0,No Failure
-321,H29734,H,297.8,308.4,1550,38.2,185,0,No Failure
-322,L47501,L,297.8,308.4,1518,32.5,190,0,No Failure
-323,L47502,L,297.8,308.5,1448,40,192,0,No Failure
-324,L47503,L,297.8,308.5,1561,46.3,194,0,No Failure
-325,M15184,M,297.8,308.5,1488,41.9,196,0,No Failure
-326,L47505,L,297.8,308.5,1699,27.8,199,0,No Failure
-327,L47506,L,297.7,308.5,1501,41.4,201,0,No Failure
-328,L47507,L,297.7,308.5,1373,56.7,203,1,Overstrain Failure
-329,H29742,H,297.6,308.4,1703,31.4,205,0,No Failure
-330,H29743,H,297.7,308.5,1720,29.9,210,0,No Failure
-331,M15190,M,297.6,308.4,1398,41.9,215,0,No Failure
-332,M15191,M,297.6,308.4,1391,51.9,218,0,No Failure
-333,M15192,M,297.6,308.3,1538,40.2,0,0,No Failure
-334,L47513,L,297.5,308.2,1647,31.3,3,0,No Failure
-335,M15194,M,297.5,308.1,1469,44.8,5,0,No Failure
-336,L47515,L,297.4,308.1,1749,25.9,8,0,No Failure
-337,M15196,M,297.6,308.2,1995,20.5,10,0,No Failure
-338,L47517,L,297.6,308.3,1742,27.7,13,0,No Failure
-339,L47518,L,297.5,308.2,1563,38.2,15,0,No Failure
-340,M15199,M,297.5,308.2,1713,32.2,17,0,No Failure
-341,L47520,L,297.4,308.1,1474,39.4,20,0,No Failure
-342,M15201,M,297.4,308.2,1530,32.6,22,0,No Failure
-343,L47522,L,297.4,308.2,1471,46.5,25,0,No Failure
-344,L47523,L,297.5,308.3,1388,48.6,27,0,No Failure
-345,M15204,M,297.5,308.2,2448,13.8,29,0,No Failure
-346,L47525,L,297.5,308.3,1585,32.9,32,0,No Failure
-347,M15206,M,297.5,308.3,1459,45.2,34,0,No Failure
-348,L47527,L,297.5,308.3,1544,40.8,37,0,No Failure
-349,L47528,L,297.6,308.3,1617,31.7,39,0,No Failure
-350,L47529,L,297.6,308.3,1595,34.3,41,0,No Failure
-351,H29764,H,297.6,308.3,1400,44.3,43,0,No Failure
-352,M15211,M,297.6,308.4,1611,31,48,0,No Failure
-353,M15212,M,297.6,308.4,1507,46,51,0,No Failure
-354,H29767,H,297.5,308.3,1674,30,54,0,No Failure
-355,L47534,L,297.6,308.3,1658,34.3,59,0,No Failure
-356,L47535,L,297.6,308.3,1623,36.9,61,0,No Failure
-357,M15216,M,297.6,308.4,1398,48.9,63,0,No Failure
-358,L47537,L,297.6,308.4,1517,34.2,66,0,No Failure
-359,M15218,M,297.6,308.3,1467,36.7,68,0,No Failure
-360,M15219,M,297.6,308.3,1567,34.6,71,0,No Failure
-361,M15220,M,297.5,308.3,1521,38.2,74,0,No Failure
-362,L47541,L,297.5,308.3,1596,36.8,77,0,No Failure
-363,H29776,H,297.6,308.3,1640,30.9,79,0,No Failure
-364,L47543,L,297.6,308.3,1438,47.8,84,0,No Failure
-365,L47544,L,297.6,308.4,1407,55.2,86,0,No Failure
-366,L47545,L,297.6,308.4,1353,57.5,88,0,No Failure
-367,M15226,M,297.6,308.5,1552,40.9,90,0,No Failure
-368,M15227,M,297.6,308.4,1569,38.3,93,0,No Failure
-369,L47548,L,297.5,308.4,1489,39.5,96,0,No Failure
-370,H29783,H,297.5,308.4,1587,36.1,98,0,No Failure
-371,M15230,M,297.5,308.3,1622,37.2,103,0,No Failure
-372,L47551,L,297.5,308.4,1604,38.1,106,0,No Failure
-373,M15232,M,297.4,308.3,1405,51.7,108,0,No Failure
-374,L47553,L,297.4,308.3,1412,42,111,0,No Failure
-375,L47554,L,297.4,308.3,1431,43,113,0,No Failure
-376,L47555,L,297.4,308.2,1533,37.4,115,0,No Failure
-377,M15236,M,297.4,308.2,1401,51.9,117,0,No Failure
-378,M15237,M,297.4,308.2,1424,53.9,120,0,No Failure
-379,L47558,L,297.3,308.2,1754,29.4,123,0,No Failure
-380,L47559,L,297.3,308.2,1754,26.8,125,0,No Failure
-381,L47560,L,297.5,308.3,2564,12.8,127,1,Power Failure
-382,L47561,L,297.5,308.5,1546,40.4,129,0,No Failure
-383,L47562,L,297.5,308.5,1335,48,131,0,No Failure
-384,M15243,M,297.5,308.6,1842,27,133,0,No Failure
-385,L47564,L,297.5,308.5,1712,26.8,136,0,No Failure
-386,M15245,M,297.6,308.6,1414,45.4,138,0,No Failure
-387,L47566,L,297.6,308.7,1319,50.9,141,0,No Failure
-388,L47567,L,297.7,308.7,1249,60.4,143,0,No Failure
-389,L47568,L,297.6,308.7,1455,48.2,145,0,No Failure
-390,M15249,M,297.6,308.7,1408,54.8,147,0,No Failure
-391,L47570,L,297.6,308.7,1460,46.7,150,0,No Failure
-392,L47571,L,297.6,308.6,1491,38.1,152,0,No Failure
-393,M15252,M,297.6,308.5,1490,43.4,154,0,No Failure
-394,M15253,M,297.5,308.4,1350,52.2,157,0,No Failure
-395,L47574,L,297.5,308.4,1528,39.9,160,0,No Failure
-396,L47575,L,297.4,308.3,1571,37.7,162,0,No Failure
-397,L47576,L,297.4,308.3,1490,42.6,164,0,No Failure
-398,M15257,M,297.4,308.3,1774,28.9,166,0,No Failure
-399,H29812,H,297.4,308.3,1502,43.6,169,0,No Failure
-400,L47579,L,297.4,308.4,1392,49.7,174,0,No Failure
-401,L47580,L,297.4,308.5,2100,16.9,176,0,No Failure
-402,L47581,L,297.5,308.5,1722,30.4,178,0,No Failure
-403,L47582,L,297.4,308.6,1678,32.3,180,0,No Failure
-404,L47583,L,297.3,308.6,1273,59.8,182,0,No Failure
-405,L47584,L,297.3,308.6,1297,45.9,184,0,No Failure
-406,L47585,L,297.3,308.5,1350,57.6,186,0,No Failure
-407,L47586,L,297.4,308.6,1439,51.9,188,0,No Failure
-408,M15267,M,297.4,308.5,1600,42.1,190,0,No Failure
-409,M15268,M,297.4,308.6,1434,44.4,193,0,No Failure
-410,L47589,L,297.4,308.6,1459,41.3,196,0,No Failure
-411,M15270,M,297.5,308.6,1472,44.9,198,0,No Failure
-412,L47591,L,297.5,308.7,1429,44.3,201,0,No Failure
-413,L47592,L,297.5,308.6,1388,48.2,203,0,No Failure
-414,L47593,L,297.4,308.4,1573,34.5,205,0,No Failure
-415,L47594,L,297.4,308.4,1588,32.5,207,0,No Failure
-416,L47595,L,297.5,308.4,1511,42.8,209,0,No Failure
-417,L47596,L,297.4,308.5,1495,37.8,211,0,No Failure
-418,L47597,L,297.4,308.4,1394,50.1,213,0,No Failure
-419,L47598,L,297.4,308.4,2151,17.7,0,0,No Failure
-420,M15279,M,297.3,308.3,1501,38.2,2,0,No Failure
-421,M15280,M,297.3,308.3,1301,39.6,5,0,No Failure
-422,M15281,M,297.3,308.3,1657,31.1,8,0,No Failure
-423,L47602,L,297.3,308.3,1333,55.2,11,0,No Failure
-424,L47603,L,297.3,308.3,1484,43.9,13,0,No Failure
-425,L47604,L,297.3,308.4,1430,45.7,15,0,No Failure
-426,M15285,M,297.3,308.4,1665,28.9,17,0,No Failure
-427,L47606,L,297.4,308.5,1501,44.9,20,0,No Failure
-428,M15287,M,297.5,308.5,1496,42.2,22,0,No Failure
-429,M15288,M,297.6,308.6,1595,36.9,25,0,No Failure
-430,L47609,L,297.5,308.6,1208,62.3,28,0,No Failure
-431,L47610,L,297.5,308.6,1596,37.1,30,0,No Failure
-432,L47611,L,297.5,308.5,1446,41.9,32,0,No Failure
-433,M15292,M,297.6,308.5,1466,39.7,34,0,No Failure
-434,M15293,M,297.6,308.5,1848,23.7,37,0,No Failure
-435,M15294,M,297.5,308.5,1484,44.7,40,0,No Failure
-436,L47615,L,297.4,308.3,1493,41.2,43,0,No Failure
-437,L47616,L,297.3,308.3,1504,36.3,45,0,No Failure
-438,L47617,L,297.3,308.3,1538,38.5,47,0,No Failure
-439,L47618,L,297.4,308.4,1341,52.2,49,0,No Failure
-440,M15299,M,297.4,308.3,1535,34.6,51,0,No Failure
-441,L47620,L,297.4,308.5,1389,39.2,54,0,No Failure
-442,H29855,H,297.5,308.5,1393,46.6,56,0,No Failure
-443,L47622,L,297.4,308.5,1399,61.5,61,1,Power Failure
-444,H29857,H,297.4,308.5,1469,45.1,63,0,No Failure
-445,L47624,L,297.4,308.4,1582,37.2,68,0,No Failure
-446,L47625,L,297.5,308.6,1793,26.7,70,0,No Failure
-447,L47626,L,297.5,308.6,1452,39,72,0,No Failure
-448,M15307,M,297.6,308.7,1376,59.9,74,0,No Failure
-449,L47628,L,297.5,308.6,1552,44.9,77,0,No Failure
-450,L47629,L,297.6,308.7,1622,37.9,79,0,No Failure
-451,M15310,M,297.6,308.7,1419,41.7,81,0,No Failure
-452,H29865,H,297.5,308.6,1440,46.1,84,0,No Failure
-453,M15312,M,297.4,308.6,1643,31,89,0,No Failure
-454,L47633,L,297.4,308.7,1510,36.2,92,0,No Failure
-455,L47634,L,297.4,308.7,1468,46.6,94,0,No Failure
-456,L47635,L,297.4,308.7,1429,57.4,96,0,No Failure
-457,H29870,H,297.3,308.7,1478,47.6,98,0,No Failure
-458,L47637,L,297.4,308.6,1276,53.6,103,0,No Failure
-459,L47638,L,297.3,308.6,1486,42.6,105,0,No Failure
-460,L47639,L,297.4,308.6,1476,42.3,107,0,No Failure
-461,H29874,H,297.3,308.6,1431,42,109,0,No Failure
-462,L47641,L,297.4,308.7,1402,40.2,114,0,No Failure
-463,L47642,L,297.4,308.7,1433,43.4,116,0,No Failure
-464,L47643,L,297.4,308.7,2874,4.2,118,1,Power Failure
-465,L47644,L,297.3,308.6,1511,35.7,120,0,No Failure
-466,M15325,M,297.3,308.6,1456,42.9,122,0,No Failure
-467,L47646,L,297.2,308.5,1550,41.5,125,0,No Failure
-468,L47647,L,297.2,308.5,2182,16.5,127,0,No Failure
-469,L47648,L,297.3,308.7,1619,31.6,129,0,No Failure
-470,M15329,M,297.3,308.8,1586,32.7,131,0,No Failure
-471,H29884,H,297.3,308.8,1499,44.2,134,0,No Failure
-472,H29885,H,297.3,308.8,1419,42.4,139,0,No Failure
-473,M15332,M,297.4,309,1497,41.8,144,0,No Failure
-474,M15333,M,297.4,309,1520,37,147,0,No Failure
-475,L47654,L,297.4,309.1,1478,49.8,150,0,No Failure
-476,L47655,L,297.4,309.1,1380,41.1,152,0,No Failure
-477,L47656,L,297.4,309,1570,37.9,154,0,No Failure
-478,H29891,H,297.4,309,1468,41.4,156,0,No Failure
-479,L47658,L,297.4,309,1833,22.6,161,0,No Failure
-480,M15339,M,297.4,308.9,1323,57.3,163,0,No Failure
-481,L47660,L,297.4,309,1583,32,166,0,No Failure
-482,M15341,M,297.3,309,1556,39.5,168,0,No Failure
-483,L47662,L,297.3,309,1548,37.4,171,0,No Failure
-484,L47663,L,297.4,309,1324,56.9,173,0,No Failure
-485,L47664,L,297.4,309,1568,33.7,175,0,No Failure
-486,M15345,M,297.4,309,1685,30.7,177,0,No Failure
-487,M15346,M,297.4,309.1,1582,35.9,180,0,No Failure
-488,M15347,M,297.4,309.1,1463,35,183,0,No Failure
-489,L47668,L,297.4,309.2,1584,42.8,186,0,No Failure
-490,M15349,M,297.5,309.2,1347,55.8,188,0,No Failure
-491,L47670,L,297.4,309.2,1459,37.9,191,0,No Failure
-492,L47671,L,297.4,309.2,1420,45.6,193,0,No Failure
-493,L47672,L,297.5,309.3,1404,43.5,195,0,No Failure
-494,L47673,L,297.5,309.3,1470,38.8,197,0,No Failure
-495,L47674,L,297.6,309.4,1326,49.8,199,0,No Failure
-496,H29909,H,297.5,309.3,1459,49.7,201,0,No Failure
-497,M15356,M,297.5,309.2,1530,40,206,0,No Failure
-498,L47677,L,297.4,309,1505,39.2,209,0,No Failure
-499,L47678,L,297.5,309.1,1611,30.2,211,0,No Failure
-500,L47679,L,297.5,309.1,1515,35.1,213,0,No Failure
-501,M15360,M,297.5,309.2,1804,27.4,215,0,No Failure
-502,M15361,M,297.6,309.3,1464,46.2,218,0,No Failure
-503,L47682,L,297.6,309.2,1390,43.3,221,0,No Failure
-504,M15363,M,297.6,309.2,1442,48.1,0,0,No Failure
-505,M15364,M,297.6,309.3,1529,41.9,3,0,No Failure
-506,L47685,L,297.6,309.3,1610,35,6,0,No Failure
-507,L47686,L,297.6,309.3,1543,34.3,8,0,No Failure
-508,H29921,H,297.8,309.4,1445,48.2,10,0,No Failure
-509,L47688,L,297.7,309.3,1893,24.6,15,0,No Failure
-510,M15369,M,297.6,309.3,1415,41.3,17,0,No Failure
-511,L47690,L,297.5,309.3,1564,37.5,20,0,No Failure
-512,L47691,L,297.5,309.3,1479,39.4,22,0,No Failure
-513,L47692,L,297.5,309.2,1426,44.8,24,0,No Failure
-514,L47693,L,297.4,309.2,1428,38.8,26,0,No Failure
-515,L47694,L,297.4,309.2,1620,33.2,28,0,No Failure
-516,L47695,L,297.5,309.2,1715,28,30,0,No Failure
-517,L47696,L,297.5,309.3,1732,29.9,32,0,No Failure
-518,M15377,M,297.5,309.4,1391,58.2,34,0,No Failure
-519,L47698,L,297.6,309.5,1924,20.6,37,0,No Failure
-520,M15379,M,297.7,309.5,2027,19.8,39,0,No Failure
-521,L47700,L,297.6,309.5,1617,36.2,42,0,No Failure
-522,L47701,L,297.5,309.4,1497,35.8,44,0,No Failure
-523,M15382,M,297.5,309.5,1448,43.7,46,0,No Failure
-524,L47703,L,297.4,309.4,1401,45.9,49,0,No Failure
-525,L47704,L,297.4,309.4,1620,35.4,51,0,No Failure
-526,L47705,L,297.4,309.4,1466,45.5,53,0,No Failure
-527,L47706,L,297.6,309.5,1373,50.6,55,0,No Failure
-528,M15387,M,297.6,309.6,1592,35.8,57,0,No Failure
-529,M15388,M,297.5,309.5,1553,42.4,60,0,No Failure
-530,L47709,L,297.6,309.5,1569,36.2,63,0,No Failure
-531,M15390,M,297.6,309.5,1709,32.2,65,0,No Failure
-532,L47711,L,297.6,309.5,1549,34.9,68,0,No Failure
-533,L47712,L,297.5,309.4,1443,45.4,70,0,No Failure
-534,L47713,L,297.5,309.3,1675,29.8,72,0,No Failure
-535,L47714,L,297.5,309.3,1623,33.4,74,0,No Failure
-536,H29949,H,297.4,309.3,1365,52.4,76,0,No Failure
-537,L47716,L,297.4,309.3,1759,24.8,81,0,No Failure
-538,H29951,H,297.4,309.3,1516,43,83,0,No Failure
-539,M15398,M,297.4,309.3,1499,36.8,88,0,No Failure
-540,M15399,M,297.4,309.3,1775,25.8,91,0,No Failure
-541,L47720,L,297.4,309.4,1473,45.5,94,0,No Failure
-542,L47721,L,297.4,309.4,1296,52.3,96,0,No Failure
-543,L47722,L,297.5,309.4,1803,24.7,98,0,No Failure
-544,H29957,H,297.5,309.3,1563,36.1,100,0,No Failure
-545,M15404,M,297.5,309.4,1831,26.6,105,0,No Failure
-546,L47725,L,297.6,309.4,1958,22.1,108,0,No Failure
-547,L47726,L,297.5,309.4,1809,24.3,110,0,No Failure
-548,M15407,M,297.5,309.4,1482,39.3,112,0,No Failure
-549,L47728,L,297.4,309.3,1332,53.2,115,0,No Failure
-550,L47729,L,297.4,309.2,1437,40.4,117,0,No Failure
-551,L47730,L,297.4,309.2,1698,29.4,119,0,No Failure
-552,L47731,L,297.4,309.2,1274,54.3,121,0,No Failure
-553,M15412,M,297.4,309.3,1622,35,123,0,No Failure
-554,M15413,M,297.4,309.3,1564,36,126,0,No Failure
-555,H29968,H,297.5,309.4,1368,45.3,129,0,No Failure
-556,M15415,M,297.4,309.4,1539,42.2,134,0,No Failure
-557,L47736,L,297.5,309.4,1357,50.1,137,0,No Failure
-558,M15417,M,297.5,309.4,1433,48.3,139,0,No Failure
-559,L47738,L,297.5,309.4,1650,34.6,142,0,No Failure
-560,L47739,L,297.5,309.4,1503,40.6,144,0,No Failure
-561,L47740,L,297.5,309.4,1318,58.2,146,0,No Failure
-562,M15421,M,297.5,309.4,1678,34.4,148,0,No Failure
-563,L47742,L,297.6,309.5,1574,30.9,151,0,No Failure
-564,L47743,L,297.7,309.6,1529,35.2,153,0,No Failure
-565,H29978,H,297.6,309.6,1669,32.1,155,0,No Failure
-566,H29979,H,297.7,309.7,1570,35.8,160,0,No Failure
-567,M15426,M,297.6,309.7,1541,33.7,165,0,No Failure
-568,M15427,M,297.7,309.7,1680,30.2,168,0,No Failure
-569,L47748,L,297.8,309.7,1935,22.1,171,0,No Failure
-570,M15429,M,297.7,309.6,1596,35.2,173,0,No Failure
-571,L47750,L,297.7,309.7,1498,41,176,0,No Failure
-572,M15431,M,297.8,309.8,1676,29,178,0,No Failure
-573,L47752,L,297.8,309.9,1351,49,181,0,No Failure
-574,L47753,L,297.9,309.9,1472,45,183,0,No Failure
-575,M15434,M,297.9,310,1439,41.7,185,0,No Failure
-576,M15435,M,297.9,309.9,1410,55.4,188,0,No Failure
-577,H29990,H,297.7,309.7,1440,51.1,191,0,No Failure
-578,L47757,L,297.7,309.7,1591,37.7,196,0,No Failure
-579,L47758,L,297.8,309.8,1533,36.8,198,0,No Failure
-580,M15439,M,297.8,309.7,1700,31.3,200,0,No Failure
-581,M15440,M,297.8,309.8,1798,25.5,203,0,No Failure
-582,L47761,L,297.8,309.7,1394,42.9,206,0,No Failure
-583,L47762,L,297.8,309.7,1341,49.2,208,0,No Failure
-584,H29997,H,297.7,309.6,1697,32.2,210,0,No Failure
-585,H29998,H,297.6,309.6,1419,48.2,215,0,No Failure
-586,L47765,L,297.6,309.5,2001,20.5,220,0,No Failure
-587,L47766,L,297.6,309.6,1501,49.8,222,1,Overstrain Failure
-588,H30001,H,297.6,309.5,1623,33.1,224,0,No Failure
-589,L47768,L,297.6,309.4,1628,33.4,229,0,No Failure
-590,L47769,L,297.6,309.4,1491,40.2,231,0,No Failure
-591,L47770,L,297.5,309.4,1517,36.7,233,0,No Failure
-592,H30005,H,297.5,309.3,1525,41.7,235,0,No Failure
-593,H30006,H,297.5,309.5,1668,27.9,240,0,No Failure
-594,L47773,L,297.5,309.6,1312,50.7,0,0,No Failure
-595,H30008,H,297.6,309.6,1278,50.4,2,0,No Failure
-596,M15455,M,297.6,309.6,1330,53.1,7,0,No Failure
-597,M15456,M,297.6,309.6,1530,37.3,10,0,No Failure
-598,H30011,H,297.6,309.6,1428,46.6,13,0,No Failure
-599,L47778,L,297.7,309.6,1480,47.9,18,0,No Failure
-600,H30013,H,297.7,309.7,1616,31.1,20,0,No Failure
-601,L47780,L,297.8,309.7,1547,37.3,25,0,No Failure
-602,L47781,L,297.9,309.7,2194,16.8,27,0,No Failure
-603,L47782,L,297.9,309.8,2000,21.3,29,0,No Failure
-604,L47783,L,297.9,309.8,1336,71.6,31,1,Power Failure
-605,L47784,L,297.9,309.9,1542,33.8,33,0,No Failure
-606,M15465,M,297.9,309.8,1693,29.9,35,0,No Failure
-607,L47786,L,297.9,309.8,1461,50.5,38,0,No Failure
-608,M15467,M,298,309.9,1565,33.9,40,0,No Failure
-609,L47788,L,298,309.9,1403,47.7,43,0,No Failure
-610,L47789,L,298.1,309.9,1629,32.5,45,0,No Failure
-611,L47790,L,298.1,310,1534,33.7,47,0,No Failure
-612,L47791,L,298.1,310,1553,40.9,49,0,No Failure
-613,L47792,L,298.1,309.9,1563,32.8,51,0,No Failure
-614,L47793,L,298.1,309.9,1634,30,53,0,No Failure
-615,M15474,M,298,309.9,1445,45.2,55,0,No Failure
-616,L47795,L,298.1,309.9,1642,30.4,58,0,No Failure
-617,H30030,H,298.1,309.9,1686,29.1,60,0,No Failure
-618,M15477,M,298.1,310,1393,43.1,65,0,No Failure
-619,H30032,H,298.2,310,1433,44.2,68,0,No Failure
-620,L47799,L,298.3,310,1507,44.7,73,0,No Failure
-621,M15480,M,298.3,310.1,1389,49.6,75,0,No Failure
-622,L47801,L,298.3,310.1,1408,45.3,78,0,No Failure
-623,M15482,M,298.4,310.2,1725,32,80,0,No Failure
-624,L47803,L,298.4,310.1,1926,23.7,83,0,No Failure
-625,H30038,H,298.3,310.1,1509,37.6,85,0,No Failure
-626,L47805,L,298.3,310.1,1545,36.3,90,0,No Failure
-627,L47806,L,298.4,310.1,1533,35.2,92,0,No Failure
-628,L47807,L,298.4,310.1,1455,42.2,94,0,No Failure
-629,M15488,M,298.4,310.1,1335,57.8,96,0,No Failure
-630,L47809,L,298.3,310.1,1523,45.9,99,0,No Failure
-631,L47810,L,298.3,310,1460,47.6,101,0,No Failure
-632,L47811,L,298.4,310,1554,37.3,103,0,No Failure
-633,H30046,H,298.3,310,1419,47.1,105,0,No Failure
-634,L47813,L,298.3,310,1442,43.9,110,0,No Failure
-635,L47814,L,298.3,309.9,1507,41.6,112,0,No Failure
-636,L47815,L,298.3,310,1858,23.9,114,0,No Failure
-637,L47816,L,298.3,309.9,1463,43.9,116,0,No Failure
-638,L47817,L,298.2,309.7,1585,37.4,118,0,No Failure
-639,L47818,L,298,309.6,1536,37.3,120,0,No Failure
-640,L47819,L,298,309.6,1403,51.3,122,0,No Failure
-641,M15500,M,297.9,309.6,1515,38.8,124,0,No Failure
-642,L47821,L,297.9,309.5,1390,47.9,127,0,No Failure
-643,M15502,M,297.8,309.4,1226,58.7,129,0,No Failure
-644,M15503,M,297.8,309.4,1495,36.5,132,0,No Failure
-645,H30058,H,297.7,309.4,1608,30.2,135,0,No Failure
-646,L47825,L,297.7,309.4,1392,44.1,140,0,No Failure
-647,M15506,M,297.7,309.4,1461,43.7,142,0,No Failure
-648,L47827,L,297.7,309.3,1559,36.9,145,0,No Failure
-649,H30062,H,297.7,309.3,1400,48.9,147,0,No Failure
-650,M15509,M,297.7,309.2,1732,28.8,152,0,No Failure
-651,L47830,L,297.6,309.2,1611,33.1,155,0,No Failure
-652,L47831,L,297.6,309.1,1503,38.9,157,0,No Failure
-653,L47832,L,297.7,309.2,1391,44.5,159,0,No Failure
-654,L47833,L,297.8,309.3,2015,20.1,161,0,No Failure
-655,L47834,L,297.8,309.2,1683,30.9,163,0,No Failure
-656,L47835,L,297.7,309.1,1435,38.8,165,0,No Failure
-657,M15516,M,297.7,309.1,1732,28.1,167,0,No Failure
-658,L47837,L,297.7,309.2,1365,58.6,170,0,No Failure
-659,L47838,L,297.7,309.1,1562,36.8,172,0,No Failure
-660,L47839,L,297.6,309.1,1449,49.1,174,0,No Failure
-661,M15520,M,297.7,309.2,1700,27.4,176,0,No Failure
-662,M15521,M,297.6,309,1427,45.6,179,0,No Failure
-663,M15522,M,297.6,308.9,1479,38.1,182,0,No Failure
-664,L47843,L,297.5,308.9,1469,44,185,0,No Failure
-665,L47844,L,297.5,308.9,1390,47.4,187,0,No Failure
-666,L47845,L,297.5,308.9,1729,28.1,189,0,No Failure
-667,L47846,L,297.5,309,1470,43.5,191,0,No Failure
-668,L47847,L,297.5,308.9,1459,48.5,193,0,No Failure
-669,L47848,L,297.5,308.9,1738,24,195,0,No Failure
-670,H30083,H,297.5,308.9,1471,37.7,197,0,No Failure
-671,L47850,L,297.6,309,1822,25.4,202,0,No Failure
-672,L47851,L,297.5,308.9,1554,34.8,204,0,No Failure
-673,M15532,M,297.6,308.9,1433,43.2,206,0,No Failure
-674,L47853,L,297.6,308.9,1449,47.7,209,0,No Failure
-675,L47854,L,297.8,309,1456,41.2,0,0,No Failure
-676,M15535,M,297.8,309.1,1424,45.5,2,0,No Failure
-677,H30090,H,297.9,309.2,1577,34.7,5,0,No Failure
-678,L47857,L,297.9,309.2,1478,39.7,10,0,No Failure
-679,M15538,M,297.8,309.2,1295,61.2,12,0,No Failure
-680,L47859,L,297.8,309.2,1372,47.3,15,0,No Failure
-681,M15540,M,297.8,309.1,1432,42.6,17,0,No Failure
-682,M15541,M,297.7,309,1656,33.2,20,0,No Failure
-683,H30096,H,297.8,309,1410,48.8,23,0,No Failure
-684,L47863,L,297.7,309,1874,24.4,28,0,No Failure
-685,L47864,L,297.7,309,1538,43.2,30,0,No Failure
-686,M15545,M,297.7,309,1636,29.7,32,0,No Failure
-687,M15546,M,297.7,309,1504,40.4,35,0,No Failure
-688,M15547,M,297.7,309,1531,42.4,38,0,No Failure
-689,H30102,H,297.6,309,1735,26.4,41,0,No Failure
-690,H30103,H,297.6,309,1354,55.6,46,0,No Failure
-691,H30104,H,297.6,309,1413,40.2,51,0,No Failure
-692,L47871,L,297.7,309.1,1563,39.3,56,0,No Failure
-693,L47872,L,297.7,309.1,1479,42.1,58,0,No Failure
-694,L47873,L,297.7,309.1,1477,38.3,60,0,No Failure
-695,L47874,L,297.6,309.1,1394,50,62,0,No Failure
-696,L47875,L,297.6,309,1487,45.4,64,0,No Failure
-697,M15556,M,297.6,309,1815,25.3,66,0,No Failure
-698,M15557,M,297.6,308.8,1453,39.7,69,0,No Failure
-699,L47878,L,297.6,308.8,1539,40.2,72,0,No Failure
-700,H30113,H,297.5,308.7,1416,39.2,74,0,No Failure
-701,M15560,M,297.6,308.8,1683,31.6,79,0,No Failure
-702,L47881,L,297.7,308.8,1515,40.1,82,0,No Failure
-703,M15562,M,297.7,308.9,1531,48.3,84,0,No Failure
-704,H30117,H,297.7,308.9,1479,40.9,87,0,No Failure
-705,L47884,L,297.7,308.9,1516,33.7,92,0,No Failure
-706,L47885,L,297.7,309,1507,38.2,94,0,No Failure
-707,M15566,M,297.8,309,1434,43.3,96,0,No Failure
-708,L47887,L,297.7,308.9,1838,27.3,99,0,No Failure
-709,M15568,M,297.6,308.8,1416,45.9,101,0,No Failure
-710,M15569,M,297.6,308.8,1357,49.7,104,0,No Failure
-711,M15570,M,297.5,308.7,1697,28.1,107,0,No Failure
-712,L47891,L,297.5,308.7,1443,46.2,110,0,No Failure
-713,L47892,L,297.5,308.7,1453,37.6,112,0,No Failure
-714,L47893,L,297.4,308.6,1439,46.4,114,0,No Failure
-715,L47894,L,297.4,308.6,1609,36.2,116,0,No Failure
-716,L47895,L,297.4,308.6,1324,59.1,118,0,No Failure
-717,H30130,H,297.4,308.6,1420,45.8,120,0,No Failure
-718,L47897,L,297.4,308.7,1545,36.9,125,0,No Failure
-719,L47898,L,297.5,308.8,1477,39,127,0,No Failure
-720,L47899,L,297.4,308.8,1447,58.1,129,0,No Failure
-721,L47900,L,297.4,308.9,1809,23.8,131,0,No Failure
-722,L47901,L,297.5,308.9,1696,30.9,133,0,No Failure
-723,L47902,L,297.5,308.9,1427,44.7,135,0,No Failure
-724,M15583,M,297.4,308.9,1500,46.3,137,0,No Failure
-725,L47904,L,297.5,308.9,1390,44.6,140,0,No Failure
-726,L47905,L,297.4,308.8,1640,34.2,142,0,No Failure
-727,M15586,M,297.4,308.8,1628,37.4,144,0,No Failure
-728,H30141,H,297.3,308.6,1499,37.6,147,0,No Failure
-729,M15588,M,297.4,308.7,1425,50.3,152,0,No Failure
-730,L47909,L,297.3,308.6,1586,37.7,155,0,No Failure
-731,M15590,M,297.3,308.6,1471,50.7,157,0,No Failure
-732,M15591,M,297.3,308.6,1431,53,160,0,No Failure
-733,L47912,L,297.2,308.6,1924,22.1,163,0,No Failure
-734,M15593,M,297.1,308.4,1421,42,165,0,No Failure
-735,H30148,H,297,308.4,1305,54.6,168,0,No Failure
-736,L47915,L,296.9,308.4,1557,32.4,173,0,No Failure
-737,L47916,L,296.9,308.3,1555,38.2,175,0,No Failure
-738,H30151,H,296.9,308.3,1474,39.2,177,0,No Failure
-739,L47918,L,296.8,308.3,1506,45.9,182,0,No Failure
-740,L47919,L,296.9,308.4,1390,41.8,184,0,No Failure
-741,M15600,M,296.9,308.4,1450,46.9,186,0,No Failure
-742,L47921,L,296.9,308.3,1513,38.8,189,0,No Failure
-743,L47922,L,296.8,308.2,1643,34.7,191,0,No Failure
-744,L47923,L,296.8,308.2,1361,53.8,193,0,No Failure
-745,L47924,L,296.7,308.1,1450,40.9,195,0,No Failure
-746,L47925,L,296.7,308,1451,50.7,197,0,No Failure
-747,L47926,L,296.8,308.1,1289,62,199,1,Overstrain Failure
-748,L47927,L,296.8,308.1,1356,48.3,201,0,No Failure
-749,H30162,H,296.7,308.1,1528,46.3,203,0,No Failure
-750,L47929,L,296.6,308,1978,22.3,208,0,No Failure
-751,L47930,L,296.7,308,1535,36.8,210,0,No Failure
-752,M15611,M,296.8,308.1,1843,24.2,212,0,No Failure
-753,L47932,L,296.9,308.1,1422,48.7,215,0,No Failure
-754,L47933,L,296.8,308,1536,40.4,217,0,No Failure
-755,M15614,M,296.9,308.1,1483,44.3,219,0,No Failure
-756,H30169,H,296.8,308.1,1492,43.7,222,0,No Failure
-757,L47936,L,296.8,308,1584,40.4,227,0,No Failure
-758,L47937,L,296.9,308.1,1555,33.7,229,0,No Failure
-759,L47938,L,296.8,308,1497,41.7,231,0,No Failure
-760,M15619,M,296.7,307.8,1537,36.3,233,0,No Failure
-761,L47940,L,296.7,307.8,1505,39.4,236,0,No Failure
-762,L47941,L,296.7,307.8,1646,34.6,238,0,No Failure
-763,M15622,M,296.7,307.8,1286,60.5,0,0,No Failure
-764,L47943,L,296.7,307.8,1400,47.5,3,0,No Failure
-765,L47944,L,296.8,307.9,1337,56.5,5,0,No Failure
-766,L47945,L,296.9,308,1332,53.9,7,0,No Failure
-767,L47946,L,296.8,308,1561,38.3,9,0,No Failure
-768,L47947,L,296.9,308,1546,31.1,11,0,No Failure
-769,L47948,L,296.9,308,1713,29.3,13,0,No Failure
-770,L47949,L,296.9,308,1343,44.5,15,0,No Failure
-771,L47950,L,296.8,308,1391,54.4,17,0,No Failure
-772,H30185,H,296.8,308,1311,58.6,19,0,No Failure
-773,H30186,H,296.8,308,1453,51,24,0,No Failure
-774,L47953,L,296.8,308,1510,39.4,29,0,No Failure
-775,L47954,L,296.8,307.9,1448,48.8,31,0,No Failure
-776,L47955,L,296.7,307.8,1453,46,33,0,No Failure
-777,L47956,L,296.7,307.8,1468,39.2,35,0,No Failure
-778,L47957,L,296.7,307.8,1382,47.5,37,0,No Failure
-779,L47958,L,296.7,308,1580,32.2,39,0,No Failure
-780,L47959,L,296.8,308,1666,29.8,41,0,No Failure
-781,M15640,M,296.9,308,1409,50.7,43,0,No Failure
-782,L47961,L,296.8,308,1675,29.7,46,0,No Failure
-783,L47962,L,296.8,307.9,1698,30.8,48,0,No Failure
-784,H30197,H,296.7,307.9,1579,33.4,50,0,No Failure
-785,L47964,L,296.7,307.9,1743,27.9,55,0,No Failure
-786,M15645,M,296.9,308,1497,44.8,57,0,No Failure
-787,L47966,L,296.9,308.1,1741,28.8,60,0,No Failure
-788,L47967,L,296.9,308.1,1435,45.3,62,0,No Failure
-789,M15648,M,296.9,308.1,1440,46.3,64,0,No Failure
-790,M15649,M,296.9,308,1641,33.3,67,0,No Failure
-791,L47970,L,296.8,307.9,1420,45.4,70,0,No Failure
-792,L47971,L,296.8,307.9,1611,35.4,72,0,No Failure
-793,L47972,L,296.8,307.8,1373,42.9,74,0,No Failure
-794,M15653,M,296.8,307.9,1683,31.8,76,0,No Failure
-795,H30208,H,296.9,307.9,1547,32.6,79,0,No Failure
-796,L47975,L,296.9,307.8,1605,37,84,0,No Failure
-797,M15656,M,296.9,307.9,2010,18.9,86,0,No Failure
-798,L47977,L,296.8,307.7,1565,40.1,89,0,No Failure
-799,M15658,M,296.9,307.8,1828,24.6,91,0,No Failure
-800,M15659,M,297,307.8,1579,34.1,94,0,No Failure
-801,M15660,M,297,307.9,1882,24.2,97,0,No Failure
-802,L47981,L,296.9,307.8,1285,52.1,100,0,No Failure
-803,L47982,L,296.9,307.8,1571,35,102,0,No Failure
-804,H30217,H,296.9,307.8,1549,37.8,104,0,No Failure
-805,M15664,M,296.9,307.8,1544,37.6,109,0,No Failure
-806,M15665,M,297,307.9,1412,47.4,112,0,No Failure
-807,M15666,M,297,307.9,1422,53,115,0,No Failure
-808,L47987,L,297,307.7,1867,22.8,118,0,No Failure
-809,L47988,L,296.9,307.7,1424,43.3,120,0,No Failure
-810,L47989,L,296.9,307.6,1452,45.7,122,0,No Failure
-811,L47990,L,296.9,307.7,1550,39.7,124,0,No Failure
-812,L47991,L,296.8,307.6,1588,37.6,126,0,No Failure
-813,L47992,L,296.8,307.6,1338,44.4,128,0,No Failure
-814,L47993,L,296.8,307.6,1513,40,130,0,No Failure
-815,M15674,M,296.8,307.5,1470,45.9,132,0,No Failure
-816,M15675,M,296.8,307.5,1516,36.7,135,0,No Failure
-817,L47996,L,296.8,307.6,1434,48.3,138,0,No Failure
-818,L47997,L,296.8,307.6,1368,52,140,0,No Failure
-819,L47998,L,296.8,307.6,1304,48.7,142,0,No Failure
-820,L47999,L,296.8,307.6,1398,46.7,144,0,No Failure
-821,L48000,L,296.7,307.6,1516,37.4,146,0,No Failure
-822,L48001,L,296.7,307.6,1474,41.7,148,0,No Failure
-823,M15682,M,296.7,307.6,1547,34.7,150,0,No Failure
-824,M15683,M,296.6,307.5,1482,39.9,153,0,No Failure
-825,L48004,L,296.6,307.4,1436,42.8,156,0,No Failure
-826,L48005,L,296.6,307.3,1474,40,158,0,No Failure
-827,L48006,L,296.5,307.2,1481,38.2,160,0,No Failure
-828,L48007,L,296.5,307.3,1501,42.1,162,0,No Failure
-829,L48008,L,296.5,307.3,1566,37.2,164,0,No Failure
-830,L48009,L,296.5,307.3,1579,34.5,166,0,No Failure
-831,L48010,L,296.6,307.4,1631,35,168,0,No Failure
-832,M15691,M,296.6,307.4,1544,42.3,170,0,No Failure
-833,L48012,L,296.6,307.4,1521,38.6,173,0,No Failure
-834,L48013,L,296.6,307.4,1616,28,175,0,No Failure
-835,H30248,H,296.6,307.4,1333,50.2,177,0,No Failure
-836,M15695,M,296.7,307.4,1533,32.5,182,0,No Failure
-837,L48016,L,296.6,307.4,1368,45.1,185,0,No Failure
-838,L48017,L,296.6,307.4,1465,47.8,187,0,No Failure
-839,H30252,H,296.6,307.4,1406,41.5,189,0,No Failure
-840,M15699,M,296.5,307.4,1565,43.5,194,0,No Failure
-841,L48020,L,296.6,307.5,1582,37.9,197,0,No Failure
-842,L48021,L,296.6,307.5,1439,45.5,199,0,No Failure
-843,M15702,M,296.6,307.5,1566,35,201,0,No Failure
-844,L48023,L,296.6,307.5,1485,42.7,204,0,No Failure
-845,L48024,L,296.5,307.5,1566,35.1,206,0,No Failure
-846,L48025,L,296.3,307.3,1439,41.5,208,0,No Failure
-847,M15706,M,296.4,307.4,1416,50,210,0,No Failure
-848,L48027,L,296.4,307.4,2833,5.6,213,1,Power Failure
-849,L48028,L,296.3,307.4,1465,47.1,215,0,No Failure
-850,H30263,H,296.4,307.4,1586,35.5,0,0,No Failure
-851,L48030,L,296.3,307.3,1567,31.4,5,0,No Failure
-852,M15711,M,296.2,307.2,1389,48.6,7,0,No Failure
-853,M15712,M,296.3,307.3,1368,49.5,10,0,No Failure
-854,L48033,L,296.3,307.3,1444,49,13,0,No Failure
-855,M15714,M,296.3,307.3,1498,41.6,15,0,No Failure
-856,L48035,L,296.1,307.2,1615,30.8,18,0,No Failure
-857,L48036,L,296.1,307.1,1898,22.7,20,0,No Failure
-858,M15717,M,296.1,307.1,1350,53.3,22,0,No Failure
-859,M15718,M,296.2,307,1516,37.6,25,0,No Failure
-860,H30273,H,296.2,307,1542,40.6,28,0,No Failure
-861,H30274,H,296.1,306.9,1541,32.6,33,0,No Failure
-862,M15721,M,296.1,306.9,1951,23.3,38,0,No Failure
-863,H30276,H,296.1,306.8,1645,31,41,0,No Failure
-864,L48043,L,296,306.7,1416,44.2,46,0,No Failure
-865,M15724,M,296,306.7,2044,22.3,48,0,No Failure
-866,L48045,L,295.9,306.6,1414,50.2,51,0,No Failure
-867,L48046,L,295.9,306.6,1678,26.7,53,0,No Failure
-868,H30281,H,295.9,306.5,1594,33.2,55,0,No Failure
-869,M15728,M,295.8,306.5,1514,37.7,60,0,No Failure
-870,L48049,L,295.8,306.5,1358,49.2,63,0,No Failure
-871,L48050,L,295.8,306.4,1325,56.2,65,0,No Failure
-872,L48051,L,295.8,306.4,1339,53.2,67,0,No Failure
-873,M15732,M,295.8,306.4,1335,51.7,69,0,No Failure
-874,L48053,L,295.9,306.4,1892,21.7,72,0,No Failure
-875,L48054,L,295.9,306.4,1575,28.5,74,0,No Failure
-876,M15735,M,295.8,306.3,1444,45.5,76,0,No Failure
-877,L48056,L,295.7,306.3,1915,22.4,79,0,No Failure
-878,M15737,M,295.6,306.2,1584,33.6,81,0,No Failure
-879,M15738,M,295.7,306.3,1685,34.9,84,0,No Failure
-880,L48059,L,295.8,306.3,1337,54.6,87,0,No Failure
-881,M15740,M,295.8,306.3,1235,76.2,89,1,Power Failure
-882,L48061,L,295.7,306.2,1464,46.2,92,0,No Failure
-883,M15742,M,295.7,306.2,1739,25.9,94,0,No Failure
-884,L48063,L,295.7,306.3,1490,34.3,97,0,No Failure
-885,L48064,L,295.8,306.4,1356,48,99,0,No Failure
-886,L48065,L,295.7,306.2,1397,52,101,0,No Failure
-887,L48066,L,295.7,306.2,1458,40.6,103,0,No Failure
-888,H30301,H,295.7,306.2,2161,16.5,105,0,No Failure
-889,M15748,M,295.6,306.1,1651,28.1,110,0,No Failure
-890,L48069,L,295.6,306.1,1389,46.2,113,0,No Failure
-891,L48070,L,295.6,306,1370,52.4,115,0,No Failure
-892,L48071,L,295.7,306.1,1408,47.9,117,0,No Failure
-893,L48072,L,295.7,306.1,1343,54.4,119,0,No Failure
-894,M15753,M,295.7,306.2,1423,42.5,121,0,No Failure
-895,L48074,L,295.6,306.2,1426,48.6,124,0,No Failure
-896,M15755,M,295.6,306.2,1435,51.6,126,0,No Failure
-897,L48076,L,295.5,306.1,1573,35.1,129,0,No Failure
-898,L48077,L,295.6,306.2,1612,31.2,131,0,No Failure
-899,L48078,L,295.6,306.2,1446,49.9,133,0,No Failure
-900,H30313,H,295.6,306.2,1329,55.3,135,0,No Failure
-901,L48080,L,295.6,306.2,1569,35.1,140,0,No Failure
-902,H30315,H,295.6,306.1,1256,62.3,142,0,No Failure
-903,L48082,L,295.6,306.1,1383,48.7,147,0,No Failure
-904,L48083,L,295.7,306.2,2270,14.6,149,1,Power Failure
-905,H30318,H,295.7,306.2,1458,49.8,151,0,No Failure
-906,L48085,L,295.6,306.1,1474,41.2,156,0,No Failure
-907,M15766,M,295.6,306.1,1462,49.2,158,0,No Failure
-908,M15767,M,295.6,306.1,1669,29,161,0,No Failure
-909,M15768,M,295.5,306.1,1822,24.3,164,0,No Failure
-910,L48089,L,295.5,306,1456,39.2,167,0,No Failure
-911,L48090,L,295.5,306,1546,35.9,169,0,No Failure
-912,M15771,M,295.6,306.1,1490,42.7,171,0,No Failure
-913,L48092,L,295.6,306,1569,40.4,174,0,No Failure
-914,L48093,L,295.5,306,1621,29.5,176,0,No Failure
-915,M15774,M,295.4,305.9,1518,40.6,178,0,No Failure
-916,M15775,M,295.4,305.8,1526,38.2,181,0,No Failure
-917,M15776,M,295.3,305.8,1589,36.2,184,0,No Failure
-918,L48097,L,295.3,305.7,1475,51,187,0,No Failure
-919,M15778,M,295.3,305.7,1473,38.5,189,0,No Failure
-920,L48099,L,295.4,305.8,1407,50.7,192,0,No Failure
-921,M15780,M,295.5,305.9,1518,44.1,194,0,No Failure
-922,H30335,H,295.5,305.9,1593,37.2,197,0,No Failure
-923,M15782,M,295.5,305.9,1380,52.4,202,0,No Failure
-924,M15783,M,295.5,306,1423,45.3,205,0,No Failure
-925,L48104,L,295.5,306,1800,27.6,208,0,No Failure
-926,H30339,H,295.6,306.1,1623,30.9,210,0,No Failure
-927,L48106,L,295.6,306.1,1372,55.6,215,1,Overstrain Failure
-928,H30341,H,295.6,306,1396,52.4,0,0,No Failure
-929,L48108,L,295.6,306,1949,21.9,5,0,No Failure
-930,L48109,L,295.6,306,1419,51.1,7,0,No Failure
-931,M15790,M,295.5,305.9,1453,47.3,9,0,No Failure
-932,L48111,L,295.5,305.9,1542,36.2,12,0,No Failure
-933,L48112,L,295.6,306,1363,50,14,0,No Failure
-934,L48113,L,295.5,306,1597,37.2,16,0,No Failure
-935,M15794,M,295.5,306,1326,50.8,18,0,No Failure
-936,M15795,M,295.5,306,1641,36.6,21,0,No Failure
-937,M15796,M,295.6,306.1,1418,46.2,24,0,No Failure
-938,L48117,L,295.6,306.2,1263,61.8,27,0,No Failure
-939,L48118,L,295.6,306.2,1823,25.8,29,0,No Failure
-940,L48119,L,295.5,306.1,1488,40.7,31,0,No Failure
-941,L48120,L,295.6,306.2,1443,48.9,33,0,No Failure
-942,L48121,L,295.6,306.2,1650,28.2,35,0,No Failure
-943,M15802,M,295.7,306.3,1462,44.3,37,0,No Failure
-944,M15803,M,295.6,306.2,1477,45,40,0,No Failure
-945,M15804,M,295.7,306.3,1712,28.5,43,0,No Failure
-946,M15805,M,295.7,306.3,1347,50.4,46,0,No Failure
-947,L48126,L,295.6,306.2,1287,54.8,49,0,No Failure
-948,L48127,L,295.6,306.2,1428,44.5,51,0,No Failure
-949,M15808,M,295.6,306.3,1426,45.5,53,0,No Failure
-950,L48129,L,295.6,306.3,1636,32.7,56,0,No Failure
-951,L48130,L,295.6,306.2,1424,42.5,58,0,No Failure
-952,H30365,H,295.6,306.3,1509,35.8,60,0,No Failure
-953,L48132,L,295.5,306.2,1448,48.9,65,0,No Failure
-954,L48133,L,295.5,306.1,1650,32.8,67,0,No Failure
-955,H30368,H,295.6,306.2,1414,42.5,69,0,No Failure
-956,L48135,L,295.6,306.3,1911,20.9,74,0,No Failure
-957,H30370,H,295.6,306.2,1632,32.2,76,0,No Failure
-958,M15817,M,295.7,306.4,1387,40.1,81,0,No Failure
-959,L48138,L,295.8,306.4,1399,47.6,84,0,No Failure
-960,L48139,L,295.8,306.5,1505,35.2,86,0,No Failure
-961,L48140,L,295.8,306.5,1534,37.9,88,0,No Failure
-962,L48141,L,295.8,306.5,1493,40.5,90,0,No Failure
-963,M15822,M,295.8,306.6,1480,43.2,92,0,No Failure
-964,L48143,L,295.8,306.6,1621,31.6,95,0,No Failure
-965,L48144,L,295.7,306.5,1737,26.2,97,0,No Failure
-966,L48145,L,295.8,306.6,1508,46.5,99,0,No Failure
-967,M15826,M,295.8,306.5,1641,32.2,101,0,No Failure
-968,M15827,M,295.9,306.6,1532,38.6,104,0,No Failure
-969,L48148,L,295.9,306.7,1547,40.9,107,0,No Failure
-970,L48149,L,295.9,306.6,1412,41,109,0,No Failure
-971,L48150,L,295.8,306.5,1568,35.1,111,0,No Failure
-972,L48151,L,295.9,306.6,1557,41.1,113,0,No Failure
-973,L48152,L,295.8,306.6,1644,35.2,115,0,No Failure
-974,L48153,L,295.9,306.6,1679,30.4,117,0,No Failure
-975,L48154,L,296,306.6,1511,35.2,119,0,No Failure
-976,M15835,M,296,306.6,1628,36.8,121,0,No Failure
-977,M15836,M,296,306.6,1392,51.3,124,0,No Failure
-978,L48157,L,296,306.7,1917,21,127,0,No Failure
-979,M15838,M,296.2,306.8,1526,42.3,129,0,No Failure
-980,L48159,L,296.2,306.8,1389,53.3,132,0,No Failure
-981,L48160,L,296.1,306.7,1409,42.8,134,0,No Failure
-982,L48161,L,296.2,306.8,1655,31.1,136,0,No Failure
-983,L48162,L,296.2,306.9,1516,39.1,138,0,No Failure
-984,L48163,L,296.2,306.9,1526,34.9,140,0,No Failure
-985,L48164,L,296.3,307.1,1419,48.6,142,0,No Failure
-986,L48165,L,296.4,307.2,1748,25.3,144,0,No Failure
-987,H30400,H,296.4,307.1,1638,32.5,146,0,No Failure
-988,M15847,M,296.3,307.1,1534,33.8,151,0,No Failure
-989,H30402,H,296.3,307.1,1774,25.9,154,0,No Failure
-990,M15849,M,296.2,307,2119,18.3,159,0,No Failure
-991,L48170,L,296.2,307,1414,48.3,162,0,No Failure
-992,M15851,M,296.1,307,1523,42,164,0,No Failure
-993,L48172,L,296.1,307.1,1651,35.7,167,0,No Failure
-994,M15853,M,296.1,307.1,1485,36,169,0,No Failure
-995,M15854,M,296.2,307.2,1168,63.4,172,0,No Failure
-996,L48175,L,296.3,307.3,1566,35.8,175,0,No Failure
-997,M15856,M,296.3,307.2,1286,51.1,177,0,No Failure
-998,M15857,M,296.3,307.2,1446,45.9,180,0,No Failure
-999,M15858,M,296.4,307.2,2071,19.4,183,0,No Failure
-1000,L48179,L,296.3,307.1,1560,33.2,186,0,No Failure
-1001,L48180,L,296.3,307.1,1654,29.6,188,0,No Failure
-1002,L48181,L,296.3,307.1,1662,32.9,190,0,No Failure
-1003,L48182,L,296.3,307.2,1646,35,192,0,No Failure
-1004,L48183,L,296.2,307.1,1444,46.7,194,0,No Failure
-1005,H30418,H,296.3,307.2,1424,42,196,0,No Failure
-1006,L48185,L,296.2,307.2,1382,52,201,0,No Failure
-1007,L48186,L,296.2,307.1,1413,53.4,203,0,No Failure
-1008,M15867,M,296.2,307.2,1633,31.1,0,0,No Failure
-1009,L48188,L,296.2,307.1,1441,41.7,3,0,No Failure
-1010,M15869,M,296.2,307.2,1385,44,5,0,No Failure
-1011,M15870,M,296.2,307.2,1552,34.8,8,0,No Failure
-1012,M15871,M,296.2,307.3,1451,42.8,11,0,No Failure
-1013,M15872,M,296.1,307.1,1433,38.5,14,0,No Failure
-1014,M15873,M,296.1,307.2,1619,29.7,17,0,No Failure
-1015,L48194,L,296.2,307.2,1445,41.8,20,0,No Failure
-1016,L48195,L,296.2,307.2,1356,43.6,22,0,No Failure
-1017,M15876,M,296.3,307.2,1319,68.3,24,1,Power Failure
-1018,L48197,L,296.3,307.2,1637,31.6,27,0,No Failure
-1019,L48198,L,296.3,307.2,1291,58.6,29,0,No Failure
-1020,L48199,L,296.3,307.3,1398,52.7,31,0,No Failure
-1021,L48200,L,296.3,307.3,1372,57.7,33,0,No Failure
-1022,M15881,M,296.3,307.2,1454,42.5,35,0,No Failure
-1023,L48202,L,296.2,307.2,1515,36.5,38,0,No Failure
-1024,L48203,L,296.2,307.3,1881,24.3,40,0,No Failure
-1025,L48204,L,296.2,307.3,1711,29.9,42,0,No Failure
-1026,L48205,L,296.2,307.3,1475,37,44,0,No Failure
-1027,L48206,L,296.4,307.4,1512,36.8,46,0,No Failure
-1028,M15887,M,296.3,307.4,1335,50.5,48,0,No Failure
-1029,L48208,L,296.3,307.4,1472,39.9,51,0,No Failure
-1030,M15889,M,296.2,307.3,1477,35.2,53,0,No Failure
-1031,L48210,L,296.3,307.4,1760,28.4,56,0,No Failure
-1032,L48211,L,296.4,307.5,1549,36.1,58,0,No Failure
-1033,L48212,L,296.3,307.4,1648,34,60,0,No Failure
-1034,H30447,H,296.4,307.5,1556,38,62,0,No Failure
-1035,M15894,M,296.3,307.4,1958,19.1,67,0,No Failure
-1036,L48215,L,296.4,307.4,1403,48.4,70,0,No Failure
-1037,M15896,M,296.4,307.5,1684,31.4,72,0,No Failure
-1038,H30451,H,296.4,307.5,1596,35.1,75,0,No Failure
-1039,L48218,L,296.6,307.6,1498,41.1,80,0,No Failure
-1040,L48219,L,296.7,307.7,1524,36.8,82,0,No Failure
-1041,L48220,L,296.7,307.7,1502,43.9,84,0,No Failure
-1042,L48221,L,296.6,307.6,1809,25.1,86,0,No Failure
-1043,L48222,L,296.6,307.6,1542,37.4,88,0,No Failure
-1044,L48223,L,296.5,307.6,1431,45.2,90,0,No Failure
-1045,L48224,L,296.5,307.6,1512,43.6,92,0,No Failure
-1046,H30459,H,296.4,307.5,1403,52.8,94,0,No Failure
-1047,L48226,L,296.4,307.5,1331,47.8,99,0,No Failure
-1048,M15907,M,296.6,307.7,1474,52.6,101,0,No Failure
-1049,L48228,L,296.5,307.6,1607,33.5,104,0,No Failure
-1050,L48229,L,296.5,307.6,1415,44.2,106,0,No Failure
-1051,L48230,L,296.6,307.6,1671,28.8,108,0,No Failure
-1052,L48231,L,296.6,307.7,1556,37.7,110,0,No Failure
-1053,L48232,L,296.7,307.7,1927,23.9,112,0,No Failure
-1054,M15913,M,296.7,307.7,1597,32.1,114,0,No Failure
-1055,H30468,H,296.8,307.8,1627,30.5,117,0,No Failure
-1056,L48235,L,296.8,307.8,1480,39.4,122,0,No Failure
-1057,L48236,L,296.8,307.8,1565,39.5,124,0,No Failure
-1058,L48237,L,296.8,307.8,1573,36.4,126,0,No Failure
-1059,L48238,L,296.7,307.8,1605,31.3,128,0,No Failure
-1060,M15919,M,296.7,307.9,1874,21.3,130,0,No Failure
-1061,H30474,H,296.7,307.9,1424,53.8,133,0,No Failure
-1062,L48241,L,296.7,307.9,1420,50.1,138,0,No Failure
-1063,L48242,L,296.8,307.9,1372,49,140,0,No Failure
-1064,M15923,M,296.8,307.8,1664,32.8,142,0,No Failure
-1065,M15924,M,296.8,307.9,1409,44.3,145,0,No Failure
-1066,L48245,L,296.8,307.9,1718,25.2,148,0,No Failure
-1067,M15926,M,296.9,307.8,1544,40.3,150,0,No Failure
-1068,L48247,L,296.9,307.8,1466,45.7,153,0,No Failure
-1069,L48248,L,296.8,307.8,1394,47.7,155,0,No Failure
-1070,M15929,M,296.9,307.8,1840,24.6,157,0,No Failure
-1071,M15930,M,296.9,307.8,1477,37.2,160,0,No Failure
-1072,L48251,L,296.9,307.8,1425,49.1,163,0,No Failure
-1073,M15932,M,297,307.9,1414,46.2,165,0,No Failure
-1074,L48253,L,297,307.8,1414,47.5,168,0,No Failure
-1075,L48254,L,297,307.9,1595,31.7,170,0,No Failure
-1076,H30489,H,296.9,307.8,1345,54.5,172,0,No Failure
-1077,L48256,L,296.9,307.7,1653,35.9,177,0,No Failure
-1078,L48257,L,296.8,307.6,1547,36.5,179,0,No Failure
-1079,H30492,H,296.9,307.7,1656,30.8,181,0,No Failure
-1080,L48259,L,297,307.7,1731,28.5,186,0,No Failure
-1081,L48260,L,297,307.8,1774,28,188,0,No Failure
-1082,L48261,L,297,307.8,1521,40.2,190,0,No Failure
-1083,H30496,H,297.1,307.9,1420,39.8,192,0,No Failure
-1084,L48263,L,297,307.8,1683,32.3,197,0,No Failure
-1085,M15944,M,297,307.7,1498,47.1,199,0,No Failure
-1086,L48265,L,297,307.8,1385,56.4,202,1,Overstrain Failure
-1087,L48266,L,297,307.9,1455,49,204,0,No Failure
-1088,H30501,H,296.9,307.8,1549,35.8,206,1,Tool Wear Failure
-1089,M15948,M,296.9,307.8,1392,43.9,0,0,No Failure
-1090,M15949,M,296.9,307.7,2008,17.5,3,0,No Failure
-1091,L48270,L,296.9,307.7,1464,41.4,6,0,No Failure
-1092,L48271,L,297,307.7,1447,46.4,8,0,No Failure
-1093,M15952,M,296.9,307.6,1685,32,10,0,No Failure
-1094,M15953,M,296.8,307.5,1443,39.2,13,0,No Failure
-1095,L48274,L,296.9,307.5,1354,44.4,16,0,No Failure
-1096,L48275,L,296.9,307.5,2721,9.3,18,1,Power Failure
-1097,L48276,L,297,307.6,1680,35.8,20,0,No Failure
-1098,H30511,H,296.9,307.5,1397,48.3,22,0,No Failure
-1099,M15958,M,296.9,307.4,1521,37.9,27,0,No Failure
-1100,M15959,M,296.8,307.4,1472,43.9,30,0,No Failure
-1101,H30514,H,296.8,307.5,1695,30,33,0,No Failure
-1102,H30515,H,296.7,307.5,1607,33.6,38,0,No Failure
-1103,L48282,L,296.8,307.5,1347,54.8,43,0,No Failure
-1104,M15963,M,296.7,307.4,1540,38.7,45,0,No Failure
-1105,L48284,L,296.6,307.4,1389,42.7,48,0,No Failure
-1106,M15965,M,296.6,307.5,1734,27,50,0,No Failure
-1107,L48286,L,296.7,307.6,1540,38.6,53,0,No Failure
-1108,M15967,M,296.7,307.5,1515,42.1,55,0,No Failure
-1109,L48288,L,296.6,307.4,1504,45.8,58,0,No Failure
-1110,L48289,L,296.6,307.5,1557,35.1,60,0,No Failure
-1111,L48290,L,296.5,307.4,1292,52.5,62,0,No Failure
-1112,H30525,H,296.5,307.4,1432,49.2,64,0,No Failure
-1113,M15972,M,296.5,307.4,1350,55.6,69,0,No Failure
-1114,M15973,M,296.6,307.4,1790,25.8,72,0,No Failure
-1115,H30528,H,296.4,307.3,1540,37.4,75,0,No Failure
-1116,M15975,M,296.4,307.3,2077,19.1,80,0,No Failure
-1117,L48296,L,296.4,307.3,1487,37.5,83,0,No Failure
-1118,L48297,L,296.5,307.4,1523,40.7,85,0,No Failure
-1119,L48298,L,296.5,307.5,1443,41.8,87,0,No Failure
-1120,L48299,L,296.5,307.5,1340,59.1,89,0,No Failure
-1121,H30534,H,296.6,307.7,1654,31,91,0,No Failure
-1122,L48301,L,296.6,307.6,1459,40.2,96,0,No Failure
-1123,L48302,L,296.5,307.6,1541,38.5,98,0,No Failure
-1124,H30537,H,296.6,307.7,1386,62.3,100,1,Power Failure
-1125,M15984,M,296.7,307.8,1258,69,105,1,Power Failure
-1126,M15985,M,296.7,307.8,1375,51.4,108,0,No Failure
-1127,L48306,L,296.8,307.9,1706,30.8,111,0,No Failure
-1128,M15987,M,296.7,307.8,1672,32.4,113,0,No Failure
-1129,M15988,M,296.8,307.9,1843,25.2,116,0,No Failure
-1130,L48309,L,296.7,307.9,1690,29.6,119,0,No Failure
-1131,L48310,L,296.8,307.9,1413,46.5,121,0,No Failure
-1132,L48311,L,296.8,307.9,1489,33.4,123,0,No Failure
-1133,L48312,L,296.8,307.9,1271,61.4,125,0,No Failure
-1134,M15993,M,296.8,307.9,1418,47.9,127,0,No Failure
-1135,M15994,M,296.9,307.8,1426,50.7,130,0,No Failure
-1136,L48315,L,296.9,307.9,1535,39.2,133,0,No Failure
-1137,L48316,L,296.9,307.8,1557,38.1,135,0,No Failure
-1138,L48317,L,296.9,307.8,1653,29.7,137,0,No Failure
-1139,L48318,L,296.9,307.9,1435,41.6,139,0,No Failure
-1140,M15999,M,297,307.9,1569,33.3,141,0,No Failure
-1141,M16000,M,296.9,307.9,1385,44.8,144,0,No Failure
-1142,L48321,L,297,307.9,1635,31.6,147,0,No Failure
-1143,L48322,L,296.9,307.9,1423,43.9,149,0,No Failure
-1144,L48323,L,297,307.9,1479,39.2,151,0,No Failure
-1145,L48324,L,297,307.9,1296,69.1,153,1,Power Failure
-1146,L48325,L,297,307.8,1553,33.3,155,0,No Failure
-1147,L48326,L,297,307.9,1529,42.2,157,0,No Failure
-1148,M16007,M,297.1,308,1690,25.6,159,0,No Failure
-1149,L48328,L,297.1,308,1348,58,162,0,No Failure
-1150,L48329,L,297.2,308.1,1446,38.5,164,0,No Failure
-1151,L48330,L,297.1,307.9,1456,50,166,0,No Failure
-1152,L48331,L,297,307.9,1350,47.7,168,0,No Failure
-1153,L48332,L,297.1,307.9,1507,38.3,170,0,No Failure
-1154,H30567,H,297,307.9,1448,45.6,172,0,No Failure
-1155,L48334,L,296.9,307.9,1626,29.9,177,0,No Failure
-1156,H30569,H,297,307.9,1846,27.3,179,0,No Failure
-1157,H30570,H,297,307.8,1404,40.7,184,0,No Failure
-1158,L48337,L,297,307.8,1583,37.2,189,0,No Failure
-1159,L48338,L,297,307.9,1436,47.7,191,0,No Failure
-1160,L48339,L,297,307.8,1609,35.6,193,0,No Failure
-1161,H30574,H,297,307.7,1834,23.8,195,0,No Failure
-1162,L48341,L,297,307.8,1316,61.2,200,1,Overstrain Failure
-1163,L48342,L,296.9,307.8,1400,57.1,202,1,Overstrain Failure
-1164,L48343,L,296.9,307.9,1367,47.1,204,0,No Failure
-1165,L48344,L,297.1,308.1,1754,30.3,206,0,No Failure
-1166,L48345,L,297.1,308.1,1487,34.6,208,0,No Failure
-1167,M16026,M,297.1,308.1,1506,37.7,210,0,No Failure
-1168,L48347,L,297,308.1,1362,52.5,213,1,Overstrain Failure
-1169,L48348,L,297.1,308.1,1584,36.8,215,0,No Failure
-1170,L48349,L,297,308.1,1355,43.7,217,0,No Failure
-1171,M16030,M,297.1,308.1,1823,24.3,219,0,No Failure
-1172,H30585,H,297,308.1,1517,41.4,222,0,No Failure
-1173,L48352,L,297.1,308.1,1446,36.6,227,0,No Failure
-1174,H30587,H,297.1,308,1559,38.8,229,0,No Failure
-1175,M16034,M,297.1,308.1,1352,44.4,0,0,No Failure
-1176,M16035,M,297.2,308.3,1578,37.8,3,0,No Failure
-1177,M16036,M,297.2,308.3,1429,42,6,0,No Failure
-1178,M16037,M,297.2,308.3,1604,39.4,9,0,No Failure
-1179,L48358,L,297.3,308.5,1398,60.4,12,0,No Failure
-1180,L48359,L,297.3,308.4,1441,43.4,14,0,No Failure
-1181,H30594,H,297.3,308.4,1531,35.6,16,0,No Failure
-1182,L48361,L,297.2,308.3,1379,52.1,21,0,No Failure
-1183,L48362,L,297.3,308.3,1410,48.1,23,0,No Failure
-1184,L48363,L,297.3,308.4,1513,40.5,25,0,No Failure
-1185,L48364,L,297.3,308.5,1497,47.5,27,0,No Failure
-1186,L48365,L,297.3,308.4,1491,46.5,29,0,No Failure
-1187,L48366,L,297.3,308.4,1417,47.8,31,0,No Failure
-1188,M16047,M,297.4,308.6,1522,38,33,0,No Failure
-1189,L48368,L,297.3,308.4,1339,52.1,36,0,No Failure
-1190,M16049,M,297.2,308.3,1794,27.5,38,0,No Failure
-1191,L48370,L,297.2,308.4,1460,42.1,41,0,No Failure
-1192,M16051,M,297.2,308.3,1776,28,43,0,No Failure
-1193,M16052,M,297.2,308.3,1431,43.7,46,0,No Failure
-1194,L48373,L,297.1,308.2,1347,50.8,49,0,No Failure
-1195,M16054,M,297,308.1,1507,43.1,51,0,No Failure
-1196,M16055,M,297,308,1408,47.9,54,0,No Failure
-1197,M16056,M,297,307.9,1493,34.7,57,0,No Failure
-1198,M16057,M,296.9,307.9,1441,47.6,60,0,No Failure
-1199,H30612,H,296.9,307.9,1557,36.5,63,0,No Failure
-1200,M16059,M,296.9,307.9,1979,20.4,68,0,No Failure
-1201,M16060,M,296.9,308,1430,55.9,71,0,No Failure
-1202,L48381,L,296.9,308,1658,41,74,0,No Failure
-1203,M16062,M,297,308.1,1355,51.4,76,0,No Failure
-1204,H30617,H,297,308.1,1410,47.6,79,0,No Failure
-1205,L48384,L,296.9,308,1521,34.5,84,0,No Failure
-1206,L48385,L,296.8,308,1371,54.5,86,0,No Failure
-1207,H30620,H,296.9,308,1318,53.5,88,0,No Failure
-1208,M16067,M,297,308.1,1573,34.9,93,0,No Failure
-1209,L48388,L,297,308.1,1489,44.1,96,0,No Failure
-1210,H30623,H,297,308.1,2540,13.3,98,0,No Failure
-1211,L48390,L,297,308.1,1537,39,103,0,No Failure
-1212,H30625,H,296.9,308,1416,46.9,105,0,No Failure
-1213,L48392,L,296.9,307.9,1359,56.5,110,0,No Failure
-1214,M16073,M,296.8,307.8,1551,38.9,112,0,No Failure
-1215,M16074,M,296.8,307.8,1694,33,115,0,No Failure
-1216,L48395,L,296.8,307.9,1709,28.4,118,0,No Failure
-1217,L48396,L,296.9,308,1514,41,120,0,No Failure
-1218,L48397,L,297,308.1,1455,43.5,122,0,No Failure
-1219,M16078,M,297,308.2,1702,30.7,124,0,No Failure
-1220,M16079,M,296.9,308.1,1357,41.8,127,0,No Failure
-1221,L48400,L,297,308.2,1577,29.4,130,0,No Failure
-1222,M16081,M,297,308.3,1399,46.4,132,0,Random Failures
-1223,L48402,L,297,308.3,1399,59,135,0,No Failure
-1224,L48403,L,297,308.3,1492,48.1,137,0,No Failure
-1225,L48404,L,297.1,308.3,1763,25.7,139,0,No Failure
-1226,H30639,H,297.1,308.3,1492,41.5,141,0,No Failure
-1227,L48406,L,297.1,308.4,1488,42.5,146,0,No Failure
-1228,L48407,L,297.1,308.4,1422,42.1,148,0,No Failure
-1229,M16088,M,297.1,308.4,1583,38.2,150,0,No Failure
-1230,L48409,L,297.1,308.4,1304,53.5,153,0,No Failure
-1231,M16090,M,297.1,308.4,1880,23.5,155,0,No Failure
-1232,M16091,M,297.2,308.5,1604,40.7,158,0,No Failure
-1233,L48412,L,297.2,308.6,1500,37.1,161,0,No Failure
-1234,M16093,M,297.2,308.5,1364,55.6,163,0,No Failure
-1235,H30648,H,297.2,308.5,2440,14,166,0,No Failure
-1236,H30649,H,297.1,308.4,1654,31.4,171,0,No Failure
-1237,H30650,H,297.1,308.4,1359,46.6,176,0,No Failure
-1238,M16097,M,297.1,308.4,1502,37.3,181,0,No Failure
-1239,M16098,M,297.1,308.4,1615,32.6,184,0,No Failure
-1240,H30653,H,297.2,308.5,1482,39.3,187,0,No Failure
-1241,L48420,L,297.2,308.6,1636,31.3,192,0,No Failure
-1242,M16101,M,297.1,308.5,1621,32.4,194,0,No Failure
-1243,L48422,L,297.1,308.4,1468,44.4,197,0,No Failure
-1244,M16103,M,297.1,308.4,1432,53.4,199,0,No Failure
-1245,L48424,L,297.1,308.4,1726,28.4,202,0,No Failure
-1246,M16105,M,297.1,308.4,1588,33.4,204,0,No Failure
-1247,H30660,H,297.2,308.5,1653,33.3,207,0,No Failure
-1248,L48427,L,297.2,308.5,1513,42.9,212,0,No Failure
-1249,L48428,L,297.2,308.6,1489,40.2,214,0,No Failure
-1250,L48429,L,297.3,308.7,1467,36.8,216,0,No Failure
-1251,L48430,L,297.3,308.7,1549,36.1,218,0,No Failure
-1252,M16111,M,297.4,308.8,1359,48.7,220,0,No Failure
-1253,L48432,L,297.5,308.8,1533,41.5,223,0,No Failure
-1254,L48433,L,297.5,308.8,1309,57.3,0,0,No Failure
-1255,H30668,H,297.5,308.8,1430,49.4,2,0,No Failure
-1256,H30669,H,297.5,308.9,1419,50.7,7,0,No Failure
-1257,M16116,M,297.5,308.9,1535,37.7,12,0,No Failure
-1258,L48437,L,297.5,308.9,1466,43,15,0,No Failure
-1259,L48438,L,297.5,308.9,1427,50.4,17,0,No Failure
-1260,M16119,M,297.5,308.9,1280,48.5,19,0,No Failure
-1261,L48440,L,297.6,309,1528,33.8,22,0,No Failure
-1262,H30675,H,297.6,309,1885,25.2,24,0,No Failure
-1263,H30676,H,297.8,309.2,1648,33,29,0,No Failure
-1264,L48443,L,297.8,309.2,1400,56.9,34,0,No Failure
-1265,M16124,M,297.8,309.3,2243,15.7,36,0,No Failure
-1266,L48445,L,297.9,309.4,1558,35.7,39,0,No Failure
-1267,L48446,L,298,309.6,1633,34.8,41,0,No Failure
-1268,M16127,M,298.1,309.6,1549,38.7,43,0,No Failure
-1269,L48448,L,298,309.5,1496,45.8,46,0,No Failure
-1270,L48449,L,298.1,309.5,1467,41.8,48,0,No Failure
-1271,M16130,M,298,309.4,1276,65.9,50,0,No Failure
-1272,H30685,H,298,309.4,1490,40.5,53,0,No Failure
-1273,H30686,H,298,309.4,1562,38.1,58,0,No Failure
-1274,L48453,L,298.1,309.4,1397,48.2,63,0,No Failure
-1275,H30688,H,298.1,309.5,1530,40.2,65,0,No Failure
-1276,M16135,M,298.1,309.4,1362,47.6,70,0,No Failure
-1277,M16136,M,298.2,309.4,1693,34.4,73,0,No Failure
-1278,M16137,M,298.2,309.4,1408,46.5,76,0,No Failure
-1279,L48458,L,298.2,309.4,1398,52.9,79,0,No Failure
-1280,M16139,M,298.3,309.6,1531,40.1,81,0,No Failure
-1281,H30694,H,298.3,309.5,1521,37.1,84,0,No Failure
-1282,H30695,H,298.3,309.5,1427,54.3,89,0,No Failure
-1283,L48462,L,298.3,309.4,1546,36.1,94,0,No Failure
-1284,L48463,L,298.3,309.4,1356,45.4,96,0,No Failure
-1285,L48464,L,298.4,309.5,2153,15.3,98,1,Power Failure
-1286,M16145,M,298.5,309.6,1492,41.7,100,0,No Failure
-1287,L48466,L,298.5,309.6,1582,40.3,103,0,No Failure
-1288,L48467,L,298.5,309.6,1419,41.5,105,0,No Failure
-1289,M16148,M,298.5,309.6,1441,48.2,107,0,No Failure
-1290,M16149,M,298.6,309.7,1635,32.2,110,0,No Failure
-1291,L48470,L,298.6,309.7,1429,45.8,113,0,No Failure
-1292,M16151,M,298.6,309.7,1675,28.4,115,0,No Failure
-1293,M16152,M,298.7,309.7,1868,23.8,118,0,No Failure
-1294,H30707,H,298.7,309.8,1582,33.4,121,0,No Failure
-1295,L48474,L,298.8,309.9,1486,40.3,126,0,No Failure
-1296,L48475,L,298.7,309.8,1402,54.3,128,0,No Failure
-1297,L48476,L,298.7,309.9,1621,34.1,130,0,No Failure
-1298,L48477,L,298.8,309.9,1428,42.4,132,0,No Failure
-1299,M16158,M,298.7,309.8,1343,53.6,134,0,No Failure
-1300,M16159,M,298.7,309.9,1458,40.2,137,0,No Failure
-1301,L48480,L,298.7,309.8,1322,57,140,0,No Failure
-1302,L48481,L,298.7,309.9,1483,32.8,142,0,No Failure
-1303,L48482,L,298.6,309.8,1505,45.7,144,0,Random Failures
-1304,L48483,L,298.7,309.9,1593,42.5,146,0,No Failure
-1305,L48484,L,298.8,310,2098,19.6,148,0,No Failure
-1306,L48485,L,298.8,310,1672,30.4,150,0,No Failure
-1307,L48486,L,298.8,310,1487,41.4,152,0,No Failure
-1308,L48487,L,298.8,310,1423,42.1,154,0,No Failure
-1309,L48488,L,298.9,310.1,1750,25,156,0,No Failure
-1310,L48489,L,298.9,310.2,1654,31.1,158,0,No Failure
-1311,L48490,L,298.9,310.2,1498,50.2,160,0,No Failure
-1312,L48491,L,298.9,310.1,1587,30.2,162,0,No Failure
-1313,L48492,L,298.9,310.1,1473,42.6,164,0,No Failure
-1314,L48493,L,298.9,310.2,1359,56.9,166,0,No Failure
-1315,M16174,M,299,310.3,1635,34.5,168,0,No Failure
-1316,L48495,L,299,310.3,1520,45,171,0,No Failure
-1317,L48496,L,299,310.3,1507,36.7,173,0,No Failure
-1318,L48497,L,299,310.3,1428,46.3,175,0,No Failure
-1319,M16178,M,299,310.3,1582,33.3,177,0,No Failure
-1320,L48499,L,299,310.3,1929,24.4,180,0,No Failure
-1321,M16180,M,299,310.3,1540,38.1,182,0,No Failure
-1322,L48501,L,298.9,310.2,1362,53,185,0,No Failure
-1323,H30736,H,298.9,310.1,1452,49.9,187,0,No Failure
-1324,L48503,L,298.9,310.1,1361,51.7,192,0,No Failure
-1325,M16184,M,298.8,310.1,1243,74.5,194,1,Power Failure
-1326,H30739,H,298.8,310.1,1567,36.8,197,0,No Failure
-1327,L48506,L,298.9,310.2,1411,46.5,202,0,No Failure
-1328,L48507,L,298.8,310.2,1814,26.8,204,0,No Failure
-1329,M16188,M,298.8,310.1,1719,28.8,206,0,No Failure
-1330,H30743,H,298.8,310.2,1663,30.4,209,0,No Failure
-1331,L48510,L,298.9,310.2,1696,30.2,214,0,No Failure
-1332,H30745,H,298.9,310.2,1771,26.8,216,0,No Failure
-1333,L48512,L,299,310.3,1868,24,221,0,No Failure
-1334,M16193,M,299,310.3,1558,35.4,223,0,No Failure
-1335,L48514,L,299,310.4,1365,49.1,226,1,Overstrain Failure
-1336,L48515,L,299,310.4,1371,53.8,228,1,Overstrain Failure
-1337,L48516,L,298.9,310.3,1583,32.6,230,0,No Failure
-1338,H30751,H,298.7,310.2,1613,36,0,0,No Failure
-1339,L48518,L,298.6,310.1,1721,27.2,5,0,No Failure
-1340,M16199,M,298.6,310.2,1668,31.5,7,0,No Failure
-1341,L48520,L,298.6,310.2,1569,36.3,10,0,No Failure
-1342,M16201,M,298.6,310.2,1328,50.5,12,0,No Failure
-1343,M16202,M,298.6,310.1,1596,33,15,0,No Failure
-1344,L48523,L,298.5,310.2,1676,32.7,18,0,No Failure
-1345,L48524,L,298.5,310.1,1809,28.9,20,0,No Failure
-1346,L48525,L,298.5,310,1804,26.1,22,0,No Failure
-1347,L48526,L,298.6,310.1,1533,33.9,24,0,No Failure
-1348,L48527,L,298.7,310.2,1717,27.3,26,0,No Failure
-1349,L48528,L,298.7,310.2,1363,45.5,28,0,No Failure
-1350,L48529,L,298.7,310.2,1402,45.9,30,0,No Failure
-1351,L48530,L,298.7,310.2,1436,47.5,32,0,No Failure
-1352,L48531,L,298.7,310.2,1525,43.7,34,0,No Failure
-1353,M16212,M,298.7,310.2,1598,33.3,36,0,No Failure
-1354,M16213,M,298.6,310.1,1444,48.1,39,0,No Failure
-1355,L48534,L,298.6,310,1334,48,42,0,No Failure
-1356,M16215,M,298.6,310,1681,35.5,44,0,No Failure
-1357,L48536,L,298.6,309.9,1593,37.4,47,0,No Failure
-1358,L48537,L,298.6,309.9,1461,45.7,49,0,No Failure
-1359,M16218,M,298.7,310.1,1693,31.9,51,0,No Failure
-1360,L48539,L,298.7,310.2,1404,50.3,54,0,No Failure
-1361,H30774,H,298.8,310.2,1707,27.6,56,0,No Failure
-1362,M16221,M,298.6,310.1,1458,41.9,61,0,No Failure
-1363,L48542,L,298.6,310,1517,41.2,64,0,No Failure
-1364,L48543,L,298.7,310.1,1433,54.6,66,0,No Failure
-1365,L48544,L,298.7,310.2,1566,33.1,68,0,No Failure
-1366,L48545,L,298.7,310.1,1676,33.5,70,0,No Failure
-1367,M16226,M,298.7,310.1,1368,56.8,72,0,No Failure
-1368,M16227,M,298.8,310.2,1581,37.5,75,0,No Failure
-1369,H30782,H,298.8,310.3,1708,27.1,78,0,No Failure
-1370,M16229,M,298.7,310.3,1481,41.5,83,0,No Failure
-1371,L48550,L,298.7,310.3,1451,40,86,0,No Failure
-1372,M16231,M,298.7,310.3,1495,38.7,88,0,No Failure
-1373,M16232,M,298.8,310.3,1573,41.8,91,0,No Failure
-1374,M16233,M,298.8,310.3,1366,59,94,0,No Failure
-1375,L48554,L,298.8,310.3,1553,36.8,97,0,No Failure
-1376,M16235,M,298.8,310.3,1528,37.1,99,0,No Failure
-1377,M16236,M,298.8,310.2,1527,31.2,102,0,No Failure
-1378,L48557,L,298.8,310.2,1461,46.7,105,0,No Failure
-1379,H30792,H,298.8,310.2,1455,44.9,107,0,No Failure
-1380,L48559,L,298.7,310.1,1620,34.8,112,0,No Failure
-1381,L48560,L,298.7,310.1,1786,27.7,114,0,No Failure
-1382,M16241,M,298.8,310.2,1583,35.7,116,0,No Failure
-1383,L48562,L,298.8,310.1,1653,30.3,119,0,No Failure
-1384,M16243,M,298.9,310.2,1331,49,121,0,No Failure
-1385,L48564,L,298.9,310.3,1484,43.8,124,0,No Failure
-1386,M16245,M,298.9,310.2,1603,36.1,126,0,No Failure
-1387,L48566,L,298.9,310.2,1445,40,129,0,No Failure
-1388,L48567,L,298.9,310.1,1823,26.1,131,0,No Failure
-1389,H30802,H,298.9,310.1,1491,45.3,133,0,No Failure
-1390,L48569,L,298.9,310.2,1533,42.8,138,0,No Failure
-1391,L48570,L,298.9,310.2,1409,54.8,140,0,No Failure
-1392,L48571,L,298.9,310.2,2737,8.8,142,1,Power Failure
-1393,M16252,M,299,310.3,1494,46.6,144,0,No Failure
-1394,L48573,L,299.1,310.4,1594,33.3,147,0,No Failure
-1395,L48574,L,299.1,310.4,1527,44,149,0,No Failure
-1396,L48575,L,299.1,310.4,1452,39.7,151,0,No Failure
-1397,L48576,L,299,310.3,1483,39.2,153,0,No Failure
-1398,L48577,L,299.1,310.2,1569,38.2,155,0,No Failure
-1399,L48578,L,299.1,310.3,1472,46.6,157,0,No Failure
-1400,L48579,L,299,310.2,1533,43.5,159,0,No Failure
-1401,H30814,H,298.9,310.1,1366,62.7,161,0,No Failure
-1402,H30815,H,298.9,310.2,1532,37.7,166,0,No Failure
-1403,M16262,M,298.9,310.1,1313,56.8,171,0,No Failure
-1404,L48583,L,299,310.2,1372,48,174,0,No Failure
-1405,M16264,M,298.9,310.1,1555,40.6,176,0,No Failure
-1406,L48585,L,298.9,310.1,1394,42.7,179,0,No Failure
-1407,L48586,L,298.9,310.1,1442,48,181,0,No Failure
-1408,L48587,L,298.9,310,1564,33.8,183,0,No Failure
-1409,L48588,L,298.9,310,1452,48.9,185,0,No Failure
-1410,L48589,L,298.9,310.1,1466,42.5,187,0,No Failure
-1411,M16270,M,298.9,310.1,1469,53.2,189,0,No Failure
-1412,L48591,L,298.9,310.1,1944,23.4,192,0,No Failure
-1413,M16272,M,298.8,309.9,1415,53.2,194,0,No Failure
-1414,M16273,M,298.7,309.8,1528,36.7,197,0,No Failure
-1415,M16274,M,298.7,309.8,1570,42.1,200,0,No Failure
-1416,L48595,L,298.7,309.9,1617,33,203,0,No Failure
-1417,M16276,M,298.7,309.9,2083,18.2,205,0,No Failure
-1418,L48597,L,298.7,309.9,1541,38.5,208,0,No Failure
-1419,L48598,L,298.8,309.9,1320,47.4,210,0,No Failure
-1420,L48599,L,298.7,309.8,1354,53.3,212,1,Overstrain Failure
-1421,M16280,M,298.8,309.9,1495,35.2,214,0,No Failure
-1422,L48601,L,298.7,309.8,1589,31.8,217,0,No Failure
-1423,L48602,L,298.7,309.8,1530,35.5,0,0,No Failure
-1424,L48603,L,298.7,309.8,1539,33.4,2,0,No Failure
-1425,L48604,L,298.7,309.7,1462,46.8,4,0,No Failure
-1426,L48605,L,298.6,309.7,1356,54,6,0,No Failure
-1427,M16286,M,298.7,309.7,1622,34.6,8,0,No Failure
-1428,L48607,L,298.7,309.8,1394,40.3,11,0,No Failure
-1429,L48608,L,298.8,309.9,1568,33.7,13,0,No Failure
-1430,M16289,M,298.9,310,1456,43.8,15,0,No Failure
-1431,L48610,L,298.9,310,1378,49.3,18,0,No Failure
-1432,M16291,M,298.9,309.9,1404,41.4,20,0,No Failure
-1433,L48612,L,298.8,309.8,1437,42.8,23,0,No Failure
-1434,L48613,L,298.8,309.8,1363,44,25,0,No Failure
-1435,M16294,M,298.8,309.8,1377,49.6,27,0,No Failure
-1436,H30849,H,298.8,309.9,1526,42.1,30,0,No Failure
-1437,H30850,H,298.8,309.8,1510,44.2,35,0,No Failure
-1438,H30851,H,298.8,309.9,1439,45.2,40,1,No Failure
-1439,L48618,L,298.8,309.9,1482,39.1,45,0,No Failure
-1440,M16299,M,298.8,309.8,1534,37,47,0,No Failure
-1441,M16300,M,298.8,309.9,1741,27.7,50,0,No Failure
-1442,L48621,L,298.8,309.9,1550,38.8,53,0,No Failure
-1443,M16302,M,298.8,310,1486,38.5,55,0,No Failure
-1444,L48623,L,298.9,310.1,1602,38.2,58,0,No Failure
-1445,L48624,L,299,310.2,1477,37.9,60,0,No Failure
-1446,L48625,L,299,310.1,1618,29.2,62,0,No Failure
-1447,M16306,M,299,310.2,1628,35.8,64,0,No Failure
-1448,M16307,M,299,310.3,1662,33.6,67,0,No Failure
-1449,M16308,M,299,310.3,1657,31,70,0,No Failure
-1450,H30863,H,299,310.4,1677,30.8,73,0,No Failure
-1451,M16310,M,299,310.3,1447,39.9,78,0,No Failure
-1452,L48631,L,298.9,310.4,1831,25.4,81,0,No Failure
-1453,L48632,L,299,310.3,1584,34.4,83,0,No Failure
-1454,L48633,L,299.1,310.4,1450,40.9,85,0,No Failure
-1455,L48634,L,299.1,310.4,1428,46.9,87,0,No Failure
-1456,L48635,L,299,310.4,1382,53,89,0,No Failure
-1457,L48636,L,299,310.3,1501,43,91,0,No Failure
-1458,L48637,L,299,310.3,1475,42.4,93,0,No Failure
-1459,L48638,L,298.9,310.3,1364,54,95,0,No Failure
-1460,L48639,L,299,310.3,1472,36.1,97,0,No Failure
-1461,L48640,L,299,310.3,1437,47.8,99,0,No Failure
-1462,L48641,L,298.9,310.2,1491,45.1,101,0,No Failure
-1463,L48642,L,298.9,310.2,1706,27.6,103,0,No Failure
-1464,L48643,L,298.8,310.1,1607,39.5,105,0,No Failure
-1465,L48644,L,298.8,310,1412,46.3,107,0,No Failure
-1466,L48645,L,298.7,309.8,1546,40.9,109,0,No Failure
-1467,L48646,L,298.7,309.8,1365,50.5,111,0,No Failure
-1468,L48647,L,298.6,309.8,1544,30.2,113,0,No Failure
-1469,M16328,M,298.6,309.8,1419,44.9,115,0,No Failure
-1470,L48649,L,298.6,309.8,1497,41.6,118,0,No Failure
-1471,L48650,L,298.5,309.7,1437,42.6,120,0,No Failure
-1472,L48651,L,298.5,309.6,1421,53.6,122,0,No Failure
-1473,M16332,M,298.5,309.6,1438,44.5,124,0,No Failure
-1474,M16333,M,298.5,309.5,1315,48.9,127,0,No Failure
-1475,M16334,M,298.5,309.5,1366,61.9,130,0,No Failure
-1476,M16335,M,298.4,309.5,1519,35.4,133,0,No Failure
-1477,L48656,L,298.4,309.5,1692,28.3,136,0,No Failure
-1478,L48657,L,298.3,309.4,1570,35.6,138,0,No Failure
-1479,L48658,L,298.3,309.4,1568,35.8,140,0,No Failure
-1480,L48659,L,298.2,309.3,1355,43.8,142,0,No Failure
-1481,M16340,M,298.2,309.3,2056,18.7,144,0,No Failure
-1482,M16341,M,298.2,309.2,1332,60.2,147,0,No Failure
-1483,M16342,M,298.1,309.1,1448,52.5,150,0,No Failure
-1484,L48663,L,298,308.9,1578,35.6,153,0,No Failure
-1485,M16344,M,298,309,1562,39.2,155,0,No Failure
-1486,M16345,M,298.1,309,1976,19.3,158,0,No Failure
-1487,M16346,M,298.2,309.2,1524,34.6,161,0,No Failure
-1488,L48667,L,298.2,309.1,1429,48.5,164,0,No Failure
-1489,L48668,L,298.2,309.1,1568,36.3,166,0,No Failure
-1490,M16349,M,298.2,309,1723,26.6,168,0,No Failure
-1491,L48670,L,298.2,309,1341,43.8,171,0,No Failure
-1492,M16351,M,298.1,308.9,1353,46.2,173,0,No Failure
-1493,M16352,M,298,308.7,1479,58.5,176,1,Power Failure
-1494,L48673,L,298,308.8,1496,44.9,179,0,No Failure
-1495,M16354,M,298,308.7,1377,48.5,181,0,No Failure
-1496,H30909,H,297.9,308.5,1383,44.6,184,0,No Failure
-1497,L48676,L,298,308.7,1268,69.4,189,1,Power Failure
-1498,L48677,L,298,308.7,1629,34.3,191,0,No Failure
-1499,L48678,L,298,308.8,1790,27.2,193,0,No Failure
-1500,M16359,M,298.1,308.8,2206,16.3,195,0,No Failure
-1501,M16360,M,298,308.7,2101,17.4,198,0,No Failure
-1502,M16361,M,298,308.7,1436,48.2,201,0,No Failure
-1503,L48682,L,298,308.7,1462,48.2,204,0,No Failure
-1504,L48683,L,298,308.7,1771,26.2,206,0,No Failure
-1505,L48684,L,298,308.7,1506,47,208,0,No Failure
-1506,L48685,L,298,308.7,1626,36.7,210,0,No Failure
-1507,L48686,L,298,308.8,1610,33.7,212,0,No Failure
-1508,M16367,M,298,308.6,1376,55.7,214,0,No Failure
-1509,M16368,M,298,308.6,1507,37.3,217,0,No Failure
-1510,L48689,L,298,308.5,1429,37.7,220,1,Tool Wear Failure
-1511,M16370,M,298.1,308.7,1547,38.9,0,0,No Failure
-1512,L48691,L,298.1,308.7,1642,30.3,3,0,No Failure
-1513,H30926,H,298,308.7,1503,36.3,5,0,No Failure
-1514,L48693,L,298.1,308.7,1568,32.9,10,0,No Failure
-1515,M16374,M,298.1,308.8,1628,37.6,12,0,No Failure
-1516,M16375,M,298.2,308.9,1614,35.5,15,0,No Failure
-1517,L48696,L,298.2,308.9,1278,54,18,0,No Failure
-1518,M16377,M,298.2,308.9,1408,38.8,20,0,No Failure
-1519,H30932,H,298.2,309,1371,55.7,23,0,No Failure
-1520,M16379,M,298.2,308.9,1512,38.5,28,0,No Failure
-1521,L48700,L,298.3,309.1,1472,40.1,31,0,No Failure
-1522,M16381,M,298.2,308.9,1585,34.3,33,0,No Failure
-1523,H30936,H,298.2,309,1562,37.7,36,0,No Failure
-1524,L48703,L,298.3,309,1519,36.9,41,0,No Failure
-1525,L48704,L,298.2,309,1601,35.8,43,0,No Failure
-1526,L48705,L,298.2,309,2449,13.8,45,0,No Failure
-1527,L48706,L,298.1,309,1787,27.6,47,0,No Failure
-1528,H30941,H,298.1,309.1,1425,44.5,49,0,No Failure
-1529,L48708,L,298.1,309,1559,34,54,0,No Failure
-1530,L48709,L,298.1,309,1557,36,56,0,No Failure
-1531,L48710,L,298.1,309,1497,40.5,58,0,No Failure
-1532,H30945,H,298.1,309,1438,41.4,60,0,No Failure
-1533,M16392,M,298.1,308.9,1417,39.2,65,0,No Failure
-1534,M16393,M,298,308.9,1339,51.4,68,0,No Failure
-1535,L48714,L,298,308.8,1757,29.1,71,0,No Failure
-1536,L48715,L,298,308.8,1581,36.1,73,0,No Failure
-1537,M16396,M,298.2,308.9,1326,54.4,75,0,No Failure
-1538,M16397,M,298.4,309.1,1467,39.6,78,0,No Failure
-1539,L48718,L,298.4,309.1,1798,29.6,81,0,No Failure
-1540,M16399,M,298.5,309.2,1449,46.4,83,0,No Failure
-1541,M16400,M,298.4,309.1,1525,39.3,86,0,No Failure
-1542,L48721,L,298.4,309,2304,15.1,89,0,No Failure
-1543,L48722,L,298.3,308.9,1379,54.7,91,0,No Failure
-1544,L48723,L,298.4,308.9,1628,34.9,93,0,No Failure
-1545,L48724,L,298.4,309,1474,52.7,95,0,No Failure
-1546,M16405,M,298.4,309,1544,38.8,97,0,No Failure
-1547,L48726,L,298.4,308.9,1391,48.4,100,0,No Failure
-1548,L48727,L,298.3,308.9,1348,55.5,102,0,No Failure
-1549,M16408,M,298.3,308.8,1349,52.1,104,0,No Failure
-1550,L48729,L,298.4,308.9,1706,29.5,107,0,No Failure
-1551,L48730,L,298.4,308.9,1638,32.4,109,0,No Failure
-1552,L48731,L,298.4,308.8,1458,40.1,111,0,No Failure
-1553,L48732,L,298.5,308.9,1781,27.8,113,0,No Failure
-1554,L48733,L,298.5,308.8,1332,59.1,115,0,No Failure
-1555,M16414,M,298.4,308.7,1584,31.7,117,0,No Failure
-1556,L48735,L,298.4,308.6,1491,42,120,0,No Failure
-1557,H30970,H,298.4,308.5,1398,47.1,122,0,No Failure
-1558,L48737,L,298.3,308.4,1585,30.6,127,0,No Failure
-1559,M16418,M,298.2,308.3,1476,43.5,129,0,No Failure
-1560,L48739,L,298.2,308.3,1458,41.8,132,0,No Failure
-1561,M16420,M,298.2,308.4,1510,39.9,134,0,No Failure
-1562,L48741,L,298.2,308.4,1388,53.8,137,0,No Failure
-1563,L48742,L,298.2,308.3,2216,16.8,139,0,No Failure
-1564,L48743,L,298.2,308.3,1402,51,141,0,No Failure
-1565,M16424,M,298,308.2,2090,19,143,0,No Failure
-1566,L48745,L,298,308.2,1459,42.1,146,0,No Failure
-1567,M16426,M,298,308.1,1403,44.8,148,0,No Failure
-1568,L48747,L,298.1,308.2,1521,39.3,151,0,No Failure
-1569,L48748,L,298.2,308.2,1407,47.1,153,0,No Failure
-1570,M16429,M,298.1,308.2,1654,35.3,155,0,No Failure
-1571,L48750,L,298.2,308.4,1452,43.5,158,0,No Failure
-1572,L48751,L,298.3,308.4,1528,37.3,160,0,No Failure
-1573,L48752,L,298.2,308.3,1230,59.6,162,0,No Failure
-1574,L48753,L,298.2,308.2,1466,42.4,164,0,No Failure
-1575,L48754,L,298.2,308.2,1478,50.1,166,0,No Failure
-1576,L48755,L,298.2,308.3,2057,18,168,0,No Failure
-1577,L48756,L,298.3,308.4,1490,41.7,170,0,No Failure
-1578,L48757,L,298.3,308.4,1484,43.4,172,0,No Failure
-1579,L48758,L,298.3,308.4,1593,37,174,0,No Failure
-1580,L48759,L,298.3,308.3,1444,43.8,176,0,No Failure
-1581,M16440,M,298.3,308.4,1444,47.5,178,0,No Failure
-1582,M16441,M,298.2,308.3,1560,33,181,0,No Failure
-1583,H30996,H,298.1,308.3,1530,42,184,0,No Failure
-1584,L48763,L,298.2,308.4,1310,61,189,1,Overstrain Failure
-1585,M16444,M,298.2,308.3,1639,33.3,191,0,No Failure
-1586,L48765,L,298.2,308.3,1400,48.7,194,0,No Failure
-1587,M16446,M,298.3,308.4,1486,44.2,196,0,No Failure
-1588,M16447,M,298.2,308.3,1448,43.3,199,0,No Failure
-1589,L48768,L,298.2,308.3,1688,32,202,0,No Failure
-1590,M16449,M,298.1,308.3,1453,41.5,204,0,No Failure
-1591,L48770,L,298.2,308.4,1497,37.7,207,0,No Failure
-1592,L48771,L,298.2,308.4,1355,49.4,209,0,No Failure
-1593,L48772,L,298.1,308.4,1592,38.2,211,0,No Failure
-1594,L48773,L,298,308.3,1544,34.7,213,0,No Failure
-1595,M16454,M,298,308.2,1373,51.2,215,0,No Failure
-1596,L48775,L,298,308.2,1365,52.9,218,1,Overstrain Failure
-1597,L48776,L,298,308.1,1877,24.3,0,0,No Failure
-1598,L48777,L,297.9,308.1,1531,40.8,2,0,No Failure
-1599,L48778,L,297.9,308,1501,36.7,4,0,No Failure
-1600,L48779,L,297.9,308,1490,46.2,6,0,No Failure
-1601,M16460,M,297.8,307.8,1543,43.7,8,0,No Failure
-1602,L48781,L,297.8,307.8,1597,38.2,11,0,No Failure
-1603,H31016,H,297.8,307.9,1600,33.5,13,0,No Failure
-1604,M16463,M,297.8,307.8,1622,32.1,18,0,No Failure
-1605,L48784,L,297.8,307.8,1452,39.8,21,0,No Failure
-1606,L48785,L,297.8,307.8,1396,42.5,23,0,No Failure
-1607,L48786,L,297.8,307.7,1505,39.7,25,0,No Failure
-1608,L48787,L,297.8,307.8,1412,48.3,27,0,No Failure
-1609,L48788,L,297.8,307.7,1393,38,29,0,No Failure
-1610,L48789,L,297.7,307.7,1581,34.9,31,0,No Failure
-1611,L48790,L,297.8,307.8,1573,37.9,33,0,No Failure
-1612,M16471,M,297.8,307.9,1726,27.3,35,0,No Failure
-1613,M16472,M,297.9,307.9,1540,39.8,38,0,No Failure
-1614,L48793,L,297.9,308,1296,62.9,41,0,No Failure
-1615,M16474,M,297.8,307.9,1802,25.8,43,0,No Failure
-1616,L48795,L,297.8,307.9,1447,48.6,46,0,No Failure
-1617,H31030,H,297.8,307.8,1662,30.7,48,0,No Failure
-1618,L48797,L,297.8,307.8,1563,34.3,53,0,No Failure
-1619,L48798,L,297.9,307.8,1286,59.5,55,0,No Failure
-1620,L48799,L,297.9,307.7,1590,34.6,57,0,No Failure
-1621,L48800,L,297.9,307.7,1492,43.7,59,0,No Failure
-1622,L48801,L,297.7,307.6,1844,21.9,61,0,No Failure
-1623,H31036,H,297.7,307.6,1538,38.3,63,0,No Failure
-1624,L48803,L,297.7,307.6,1921,22.9,68,0,No Failure
-1625,M16484,M,297.8,307.8,1310,57.9,70,0,No Failure
-1626,L48805,L,297.9,307.8,1365,46.9,73,0,No Failure
-1627,M16486,M,297.9,307.8,1303,59.3,75,0,No Failure
-1628,L48807,L,297.9,307.8,1499,37.5,78,0,No Failure
-1629,L48808,L,297.9,307.8,1451,38.2,80,0,No Failure
-1630,M16489,M,297.9,307.9,1336,54.4,82,0,No Failure
-1631,L48810,L,297.9,307.9,1412,44.5,85,0,No Failure
-1632,L48811,L,298,308,1433,39.2,87,0,No Failure
-1633,L48812,L,297.9,307.9,1426,43.6,89,0,No Failure
-1634,L48813,L,297.9,307.9,1476,45.2,91,0,No Failure
-1635,H31048,H,297.9,307.9,1406,58.5,93,0,No Failure
-1636,L48815,L,297.8,307.8,1383,56.5,98,0,No Failure
-1637,L48816,L,297.9,307.8,1505,37.3,100,0,No Failure
-1638,L48817,L,297.9,307.8,1665,33.9,102,0,No Failure
-1639,L48818,L,297.9,307.8,1397,45,104,0,No Failure
-1640,M16499,M,297.9,307.8,1450,43.5,106,0,No Failure
-1641,L48820,L,298,307.8,1567,36.4,109,0,No Failure
-1642,M16501,M,298,308,1555,37,111,0,No Failure
-1643,H31056,H,298,307.8,1588,35.4,114,0,No Failure
-1644,L48823,L,298,307.8,1453,37.7,119,0,No Failure
-1645,L48824,L,298,307.8,1622,33.3,121,0,No Failure
-1646,L48825,L,297.9,307.8,1538,38.5,123,0,No Failure
-1647,M16506,M,297.9,307.7,1527,42.8,125,0,No Failure
-1648,L48827,L,297.8,307.8,1761,28.9,128,0,No Failure
-1649,L48828,L,297.9,307.8,1373,50.2,130,0,No Failure
-1650,H31063,H,298,307.9,1482,37.8,132,0,No Failure
-1651,M16510,M,298,307.9,1417,51,137,0,No Failure
-1652,L48831,L,298,307.8,1414,51.7,140,0,No Failure
-1653,H31066,H,297.9,307.8,1635,34,142,0,No Failure
-1654,L48833,L,298,307.8,1386,57.3,147,0,No Failure
-1655,L48834,L,298.2,308.1,1379,62.3,149,0,No Failure
-1656,M16515,M,298.2,308,1577,35.9,151,0,No Failure
-1657,L48836,L,298.2,308.1,1532,42.5,154,0,No Failure
-1658,M16517,M,298.1,308,1374,48.8,156,0,No Failure
-1659,H31072,H,298.1,308,1570,35.3,159,0,No Failure
-1660,L48839,L,298.1,308,1697,31,164,0,No Failure
-1661,L48840,L,298.2,308,1499,44.1,166,0,No Failure
-1662,M16521,M,298.2,308,1411,47.2,168,0,No Failure
-1663,H31076,H,298.2,307.9,1462,45.5,171,0,No Failure
-1664,M16523,M,298.1,307.9,1759,28.6,176,0,No Failure
-1665,L48844,L,298.2,308,1535,38,179,0,No Failure
-1666,H31079,H,298.2,307.9,1491,39.7,181,0,No Failure
-1667,L48846,L,298.2,307.9,1551,36,186,0,No Failure
-1668,L48847,L,298.2,307.9,1769,27.2,188,0,No Failure
-1669,L48848,L,298.2,307.9,1551,34.1,190,0,No Failure
-1670,L48849,L,298.2,307.9,1544,31.4,192,0,No Failure
-1671,L48850,L,298.2,307.8,1528,31.1,194,0,No Failure
-1672,L48851,L,298.1,307.9,1614,35.8,196,0,No Failure
-1673,L48852,L,298.1,307.8,1432,49.8,198,0,No Failure
-1674,M16533,M,298.1,307.8,1384,43.7,200,0,No Failure
-1675,L48854,L,298.1,307.8,1540,37.8,203,0,No Failure
-1676,L48855,L,298,307.7,1407,43.9,205,0,No Failure
-1677,H31090,H,297.9,307.6,1418,43,207,0,No Failure
-1678,M16537,M,297.9,307.5,1647,30.8,212,0,No Failure
-1679,L48858,L,298,307.5,1644,32.8,215,0,No Failure
-1680,L48859,L,298,307.5,1792,27.9,217,0,No Failure
-1681,M16540,M,297.9,307.4,1610,34.6,219,0,No Failure
-1682,M16541,M,297.8,307.3,1804,26,222,0,No Failure
-1683,H31096,H,297.9,307.4,1604,36.1,225,1,Tool Wear Failure
-1684,M16543,M,297.9,307.4,1403,52.8,0,0,No Failure
-1685,L48864,L,297.8,307.3,1438,44.5,3,0,No Failure
-1686,L48865,L,297.9,307.3,1824,26.3,5,0,No Failure
-1687,H31100,H,297.9,307.3,1663,28.7,7,0,No Failure
-1688,L48867,L,297.9,307.3,1502,36.7,12,0,No Failure
-1689,L48868,L,297.9,307.4,1606,35.5,14,0,No Failure
-1690,L48869,L,297.9,307.5,1561,37.7,16,0,No Failure
-1691,M16550,M,297.9,307.4,1435,42.9,18,0,No Failure
-1692,L48871,L,297.9,307.5,1602,38.3,21,0,No Failure
-1693,M16552,M,298.1,307.6,1764,27.7,23,0,No Failure
-1694,H31107,H,298,307.5,1683,27.8,26,0,No Failure
-1695,L48874,L,298,307.5,1618,35.2,31,0,No Failure
-1696,L48875,L,298,307.6,1509,41.6,33,0,No Failure
-1697,L48876,L,297.9,307.6,1550,39,35,0,No Failure
-1698,M16557,M,297.9,307.6,1519,44,37,0,No Failure
-1699,L48878,L,297.9,307.6,1481,38,40,0,No Failure
-1700,L48879,L,298.1,307.7,1289,48.3,42,0,No Failure
-1701,M16560,M,298,307.6,1844,23.8,44,0,No Failure
-1702,L48881,L,298,307.7,1479,42.5,47,0,No Failure
-1703,L48882,L,298,307.7,1430,47.3,49,0,No Failure
-1704,M16563,M,298.1,307.8,1636,36.7,51,0,No Failure
-1705,M16564,M,298.1,307.8,1503,44.7,54,0,No Failure
-1706,M16565,M,298.1,307.8,1608,32.6,57,0,No Failure
-1707,L48886,L,298.2,307.8,1521,42.9,60,0,No Failure
-1708,L48887,L,298.2,307.8,1439,41.6,62,0,No Failure
-1709,L48888,L,298.2,307.8,1627,31.5,64,0,No Failure
-1710,L48889,L,298.2,307.8,1749,26.1,66,0,No Failure
-1711,L48890,L,298.2,307.8,1530,35.9,68,0,No Failure
-1712,L48891,L,298.2,307.8,1355,51.3,70,0,No Failure
-1713,L48892,L,298.3,307.9,1551,33.8,72,0,No Failure
-1714,L48893,L,298.2,307.8,1515,46.7,74,0,No Failure
-1715,L48894,L,298.2,307.8,1388,48.6,76,0,No Failure
-1716,L48895,L,298.2,307.8,1585,34.6,78,0,No Failure
-1717,L48896,L,298.1,307.7,1523,37.7,80,0,No Failure
-1718,L48897,L,298.2,307.6,1369,54.5,82,0,No Failure
-1719,M16578,M,298.2,307.7,1681,31,84,0,No Failure
-1720,L48899,L,298.2,307.7,1503,38.3,87,0,No Failure
-1721,L48900,L,298.2,307.7,1459,44.5,89,0,No Failure
-1722,L48901,L,298.2,307.7,1688,32.4,91,0,No Failure
-1723,M16582,M,298.2,307.7,1952,21.6,93,0,No Failure
-1724,L48903,L,298.2,307.8,2029,19.9,96,0,No Failure
-1725,M16584,M,298.3,307.8,1457,52.5,98,0,No Failure
-1726,M16585,M,298.3,307.8,1392,50.4,101,0,No Failure
-1727,L48906,L,298.3,307.8,1906,22.1,104,0,No Failure
-1728,M16587,M,298.3,307.7,1602,33.4,106,0,No Failure
-1729,L48908,L,298.3,307.7,1465,49.4,109,0,No Failure
-1730,M16589,M,298.3,307.7,1439,43.8,111,0,No Failure
-1731,M16590,M,298.3,307.8,1330,55.4,114,0,No Failure
-1732,M16591,M,298.3,307.9,1485,42,117,0,No Failure
-1733,H31146,H,298.4,307.9,1700,28.2,120,0,No Failure
-1734,L48913,L,298.4,308,1515,42.8,125,0,No Failure
-1735,M16594,M,298.5,308.1,1501,39.2,127,0,No Failure
-1736,L48915,L,298.4,308,1380,47.6,130,0,No Failure
-1737,L48916,L,298.4,307.9,1544,35.9,132,0,No Failure
-1738,L48917,L,298.4,307.9,1743,27.3,134,0,No Failure
-1739,H31152,H,298.4,307.9,1948,21.4,136,0,No Failure
-1740,H31153,H,298.5,307.9,1260,54.2,141,0,No Failure
-1741,M16600,M,298.5,307.9,1640,33.1,146,0,No Failure
-1742,M16601,M,298.5,308,1363,49.2,149,0,No Failure
-1743,L48922,L,298.5,308,1379,49.6,152,0,No Failure
-1744,M16603,M,298.5,308,1713,25.8,154,0,No Failure
-1745,M16604,M,298.5,308,1461,51.9,157,0,No Failure
-1746,L48925,L,298.5,308,1624,29.8,160,0,No Failure
-1747,L48926,L,298.4,308,1526,41.1,162,0,No Failure
-1748,L48927,L,298.4,307.9,2381,14.2,164,0,No Failure
-1749,H31162,H,298.4,307.7,1626,31.1,166,0,Random Failures
-1750,L48929,L,298.3,307.7,1576,33.8,171,0,No Failure
-1751,M16610,M,298.4,307.8,1617,31.6,173,0,No Failure
-1752,L48931,L,298.3,307.6,1942,20.6,176,0,No Failure
-1753,L48932,L,298.2,307.6,1492,37.2,178,0,No Failure
-1754,L48933,L,298.2,307.5,1470,51.3,180,0,No Failure
-1755,M16614,M,298,307.4,1463,46.5,182,0,No Failure
-1756,L48935,L,298,307.3,1424,46.5,185,0,No Failure
-1757,M16616,M,298.1,307.4,1363,60.1,187,0,No Failure
-1758,M16617,M,298.1,307.4,1335,56.2,190,0,No Failure
-1759,L48938,L,298.1,307.4,1608,33.9,193,0,No Failure
-1760,H31173,H,298,307.4,1606,35.2,195,0,No Failure
-1761,L48940,L,298.1,307.5,1684,33.1,200,0,No Failure
-1762,L48941,L,298.1,307.6,1950,20.3,202,0,No Failure
-1763,H31176,H,298.2,307.6,1460,48.6,204,0,No Failure
-1764,L48943,L,298.2,307.6,1511,31,209,1,Tool Wear Failure
-1765,H31178,H,298.2,307.6,1318,55.7,0,0,No Failure
-1766,L48945,L,298.2,307.6,1368,51.8,5,0,No Failure
-1767,M16626,M,298.3,307.7,1717,27.1,7,0,No Failure
-1768,M16627,M,298.3,307.7,1520,41.4,10,0,No Failure
-1769,M16628,M,298.3,307.8,1485,42,13,0,No Failure
-1770,L48949,L,298.4,307.9,1981,23.2,16,0,No Failure
-1771,H31184,H,298.4,307.9,1605,31,18,0,No Failure
-1772,L48951,L,298.4,307.9,1446,45.3,23,0,No Failure
-1773,L48952,L,298.4,308,1508,47.9,25,0,No Failure
-1774,L48953,L,298.5,308,1384,59.5,27,0,No Failure
-1775,M16634,M,298.5,308,1519,37.3,29,0,No Failure
-1776,L48955,L,298.5,308,1404,48.1,32,0,No Failure
-1777,L48956,L,298.5,308.1,1564,31.1,34,0,No Failure
-1778,H31191,H,298.6,308.2,1555,36.8,36,0,No Failure
-1779,L48958,L,298.6,308.2,1325,54,41,0,No Failure
-1780,M16639,M,298.6,308.2,1488,44,43,0,No Failure
-1781,L48960,L,298.5,308.2,1595,32.3,46,0,No Failure
-1782,L48961,L,298.5,308.1,1662,28.6,48,0,No Failure
-1783,L48962,L,298.4,308,1571,37.4,50,0,No Failure
-1784,H31197,H,298.3,308,1553,41,52,0,No Failure
-1785,L48964,L,298.3,308,2886,3.8,57,1,Power Failure
-1786,L48965,L,298.2,308,1538,38.2,59,0,No Failure
-1787,L48966,L,298.4,308.2,1618,33,61,0,No Failure
-1788,L48967,L,298.4,308.2,1364,45.9,63,0,No Failure
-1789,L48968,L,298.3,308,1442,47.3,65,0,No Failure
-1790,L48969,L,298.2,307.9,1313,67.3,67,1,Power Failure
-1791,L48970,L,298.2,307.9,1847,23.6,69,0,No Failure
-1792,L48971,L,298.1,307.8,1524,40.8,71,0,No Failure
-1793,M16652,M,298.1,307.7,1445,48,73,0,No Failure
-1794,L48973,L,298.1,307.8,1761,28.2,76,0,No Failure
-1795,M16654,M,298.1,307.8,1514,43.5,78,0,No Failure
-1796,M16655,M,298.1,307.7,1498,38.3,81,0,No Failure
-1797,H31210,H,298.1,307.6,1542,37.1,84,0,No Failure
-1798,M16657,M,298,307.6,1508,41.8,89,0,No Failure
-1799,M16658,M,298,307.5,1431,52.9,92,0,No Failure
-1800,M16659,M,298,307.5,1427,45.1,95,0,No Failure
-1801,M16660,M,298,307.5,1524,36.3,98,0,No Failure
-1802,M16661,M,298,307.5,1427,43.6,101,0,No Failure
-1803,H31216,H,298.1,307.6,1496,44.1,104,0,No Failure
-1804,L48983,L,298.1,307.7,1388,40.3,109,0,No Failure
-1805,L48984,L,298.1,307.7,1495,48.1,111,0,No Failure
-1806,H31219,H,298.1,307.7,1376,56.2,113,0,No Failure
-1807,H31220,H,298,307.6,1593,32.2,118,0,No Failure
-1808,L48987,L,298,307.6,1654,28.9,123,0,No Failure
-1809,L48988,L,298.1,307.7,2567,12.8,125,1,Power Failure
-1810,L48989,L,298.1,307.7,1767,27,127,0,No Failure
-1811,L48990,L,298.1,307.6,1364,53.8,129,0,No Failure
-1812,M16671,M,298.1,307.8,1569,31.2,131,0,No Failure
-1813,L48992,L,298.2,307.8,1476,36.8,134,0,No Failure
-1814,L48993,L,298.1,307.7,1479,45,136,0,No Failure
-1815,L48994,L,298.1,307.7,1650,34.1,138,0,No Failure
-1816,M16675,M,298.1,307.6,1565,36.3,140,0,No Failure
-1817,L48996,L,298.1,307.6,1460,46.5,143,0,No Failure
-1818,L48997,L,298.1,307.7,1664,27.6,145,0,No Failure
-1819,M16678,M,298.1,307.7,1435,40.9,147,0,No Failure
-1820,M16679,M,298.1,307.6,2066,19.2,150,0,No Failure
-1821,L49000,L,298.1,307.5,1493,43.7,153,0,No Failure
-1822,L49001,L,298.1,307.6,1354,43.3,155,0,No Failure
-1823,L49002,L,298.1,307.6,1488,39.4,157,0,No Failure
-1824,L49003,L,298.1,307.7,1414,48.7,159,0,No Failure
-1825,L49004,L,298.1,307.5,1391,57.4,161,0,No Failure
-1826,M16685,M,298,307.5,1784,27.8,163,0,No Failure
-1827,H31240,H,297.8,307.3,1516,40.1,166,0,No Failure
-1828,M16687,M,297.9,307.3,1420,47.8,171,0,No Failure
-1829,L49008,L,297.8,307.2,1351,56.3,174,0,No Failure
-1830,L49009,L,297.8,307.2,1880,23,176,0,No Failure
-1831,L49010,L,297.8,307.3,1859,24,178,0,No Failure
-1832,M16691,M,297.8,307.3,1315,54,180,0,No Failure
-1833,M16692,M,297.8,307.4,1330,51.7,183,0,No Failure
-1834,L49013,L,297.8,307.3,1327,61,186,1,Overstrain Failure
-1835,L49014,L,297.8,307.2,1498,38.1,188,0,No Failure
-1836,H31249,H,297.8,307.3,1555,35.8,190,0,No Failure
-1837,L49016,L,297.7,307.2,1518,35.8,195,0,No Failure
-1838,L49017,L,297.7,307.2,1392,43,197,0,No Failure
-1839,M16698,M,297.8,307.2,1456,39.6,199,0,No Failure
-1840,L49019,L,297.7,307.1,1715,30.2,0,0,No Failure
-1841,M16700,M,297.7,307.2,1405,43.7,2,0,No Failure
-1842,L49021,L,297.7,307.2,1668,37.8,5,0,No Failure
-1843,H31256,H,297.7,307.1,1855,22.5,7,0,No Failure
-1844,L49023,L,297.6,307.1,1496,39.2,12,0,No Failure
-1845,M16704,M,297.6,307.1,1471,44.9,14,0,No Failure
-1846,L49025,L,297.7,307.2,1444,40,17,0,No Failure
-1847,H31260,H,297.7,307.3,1514,38.6,19,0,No Failure
-1848,L49027,L,297.8,307.3,1412,50.7,24,0,No Failure
-1849,H31262,H,297.7,307.2,1429,44.1,26,0,No Failure
-1850,L49029,L,297.7,307.2,1668,32.7,31,0,No Failure
-1851,M16710,M,297.7,307.2,1372,52.8,33,0,No Failure
-1852,M16711,M,297.7,307.3,1365,49.2,36,0,No Failure
-1853,M16712,M,297.6,307.1,1526,39.1,39,0,No Failure
-1854,L49033,L,297.6,307.2,1486,40.6,42,0,No Failure
-1855,M16714,M,297.6,307.2,1470,42.6,44,0,No Failure
-1856,H31269,H,297.7,307.3,1249,62.8,47,0,No Failure
-1857,M16716,M,297.8,307.4,1752,26.1,52,0,No Failure
-1858,L49037,L,297.7,307.4,1643,36.5,55,0,No Failure
-1859,M16718,M,297.8,307.4,1488,36.1,57,0,No Failure
-1860,L49039,L,297.8,307.4,1355,45.8,60,0,No Failure
-1861,L49040,L,297.8,307.6,1607,30.3,62,0,No Failure
-1862,M16721,M,297.9,307.6,1609,30.3,64,0,No Failure
-1863,L49042,L,297.9,307.7,1517,44.4,67,0,No Failure
-1864,M16723,M,297.9,307.7,1517,39.5,69,0,No Failure
-1865,L49044,L,297.9,307.7,1546,37.6,72,0,No Failure
-1866,L49045,L,297.9,307.7,1567,34.7,74,0,No Failure
-1867,M16726,M,298.1,307.9,1662,28.9,76,0,No Failure
-1868,L49047,L,298.1,307.9,1502,41.8,79,0,No Failure
-1869,L49048,L,298.3,308,1361,56.9,81,0,No Failure
-1870,M16729,M,298.3,308.1,1630,32.7,83,0,No Failure
-1871,L49050,L,298.3,308,1486,42.3,86,0,No Failure
-1872,L49051,L,298.3,308.1,1840,21.5,88,0,No Failure
-1873,L49052,L,298.3,308.1,1326,58.4,90,0,No Failure
-1874,L49053,L,298.4,308.1,1367,57.8,92,0,No Failure
-1875,L49054,L,298.4,308.1,1598,32.7,94,0,No Failure
-1876,L49055,L,298.3,308,1363,50.1,96,0,No Failure
-1877,L49056,L,298.3,308,1242,62,98,0,No Failure
-1878,M16737,M,298.2,307.8,1566,33.8,100,0,No Failure
-1879,M16738,M,298.1,307.7,1424,47.7,103,0,No Failure
-1880,M16739,M,298.2,307.7,1608,33.8,106,0,No Failure
-1881,L49060,L,298.1,307.7,1705,29.1,109,0,No Failure
-1882,L49061,L,298,307.6,1548,45.8,111,0,No Failure
-1883,M16742,M,298,307.6,1581,43.4,113,0,No Failure
-1884,M16743,M,298,307.6,1472,46.7,116,0,No Failure
-1885,M16744,M,298,307.6,1792,26,119,0,No Failure
-1886,L49065,L,298,307.6,1683,32.8,122,0,No Failure
-1887,L49066,L,297.9,307.6,1503,40.7,124,0,No Failure
-1888,M16747,M,297.9,307.5,1642,32.4,126,0,No Failure
-1889,M16748,M,297.8,307.4,1902,24.3,129,0,No Failure
-1890,H31303,H,297.7,307.4,1432,40.2,132,0,No Failure
-1891,L49070,L,297.8,307.4,1512,40.8,137,0,No Failure
-1892,L49071,L,297.7,307.4,1764,29,139,0,No Failure
-1893,M16752,M,297.8,307.4,1438,43.6,141,0,No Failure
-1894,L49073,L,297.8,307.5,1631,29.9,144,0,No Failure
-1895,H31308,H,297.9,307.5,1880,23.3,146,0,No Failure
-1896,L49075,L,297.9,307.6,1344,54.3,151,0,No Failure
-1897,L49076,L,297.9,307.5,1574,35.8,153,0,No Failure
-1898,L49077,L,297.8,307.4,1418,41.2,155,0,No Failure
-1899,L49078,L,297.8,307.5,1372,54.1,157,0,No Failure
-1900,L49079,L,297.8,307.5,1388,40,159,0,No Failure
-1901,H31314,H,297.9,307.6,1493,36,161,0,No Failure
-1902,M16761,M,297.9,307.6,1505,40.1,166,0,No Failure
-1903,L49082,L,298,307.6,1694,29.1,169,0,No Failure
-1904,L49083,L,297.9,307.6,1968,20.4,171,0,No Failure
-1905,M16764,M,298,307.6,1569,35.6,173,0,No Failure
-1906,L49085,L,297.9,307.6,1687,29.1,176,0,No Failure
-1907,L49086,L,297.9,307.6,1430,52.4,178,0,No Failure
-1908,L49087,L,297.9,307.6,1504,42.4,180,0,No Failure
-1909,L49088,L,297.9,307.6,1977,20.2,182,0,No Failure
-1910,L49089,L,298,307.7,1435,45.6,184,0,No Failure
-1911,H31324,H,298,307.7,1547,36.8,186,0,No Failure
-1912,M16771,M,298.1,307.8,1316,57.2,191,0,No Failure
-1913,M16772,M,298,307.7,1621,34.9,194,0,No Failure
-1914,M16773,M,298,307.8,1492,40.2,197,0,No Failure
-1915,L49094,L,298,307.7,1643,32.3,200,0,No Failure
-1916,L49095,L,298,307.7,1492,38.7,202,0,No Failure
-1917,L49096,L,298,307.7,1387,50.8,204,0,No Failure
-1918,M16777,M,298.1,307.9,1463,47.3,206,0,No Failure
-1919,M16778,M,298.1,307.9,1496,40,0,0,No Failure
-1920,L49099,L,298.2,308,1658,30,3,0,No Failure
-1921,L49100,L,298.1,307.9,2161,17.5,5,0,No Failure
-1922,L49101,L,298.1,307.9,1665,32,7,0,No Failure
-1923,L49102,L,298,307.8,1716,26.6,9,0,No Failure
-1924,L49103,L,298,307.7,1529,34.1,11,0,No Failure
-1925,L49104,L,297.9,307.7,1353,50.7,13,0,No Failure
-1926,L49105,L,297.9,307.7,1537,37.7,15,0,No Failure
-1927,L49106,L,298,307.7,1606,30.8,17,0,No Failure
-1928,H31341,H,298,307.8,1314,47.8,19,0,No Failure
-1929,L49108,L,298,307.8,1623,29.9,24,0,No Failure
-1930,M16789,M,298,307.8,1483,50.9,26,0,No Failure
-1931,M16790,M,298.1,307.9,1569,37,29,0,No Failure
-1932,M16791,M,298.2,308,1969,21.7,32,0,No Failure
-1933,M16792,M,298.1,308,1686,29.3,35,0,No Failure
-1934,L49113,L,298.1,308,1638,35.1,38,0,No Failure
-1935,L49114,L,298.1,307.9,1698,33.3,40,0,No Failure
-1936,M16795,M,298.1,307.9,1377,55.1,42,0,No Failure
-1937,M16796,M,298.1,308,2129,18.4,45,0,No Failure
-1938,L49117,L,298.2,308,1411,42.4,48,0,No Failure
-1939,L49118,L,298.1,307.9,1517,40.8,50,0,No Failure
-1940,M16799,M,298.1,307.9,1303,53.9,52,0,No Failure
-1941,L49120,L,298.1,307.9,1578,35.6,55,0,No Failure
-1942,L49121,L,298.1,307.9,1425,58.2,57,0,No Failure
-1943,L49122,L,298.1,308,1456,42.4,59,0,No Failure
-1944,L49123,L,298.1,308,1704,30.9,61,0,No Failure
-1945,L49124,L,298.1,308.1,1791,27.3,63,0,No Failure
-1946,L49125,L,298.1,308.1,1616,32.8,65,0,No Failure
-1947,L49126,L,298.2,308.1,1622,34.9,67,0,No Failure
-1948,L49127,L,298.2,308.1,1462,49.9,69,0,No Failure
-1949,L49128,L,298.1,308.1,1410,45.8,71,0,No Failure
-1950,M16809,M,298.1,308,1543,41.9,73,0,No Failure
-1951,M16810,M,298,307.9,1479,47.6,76,0,No Failure
-1952,L49131,L,298,307.8,1839,22.7,79,0,No Failure
-1953,L49132,L,298,307.8,1266,60.5,81,0,No Failure
-1954,L49133,L,297.9,307.7,1593,34.9,83,0,No Failure
-1955,L49134,L,297.9,307.8,1459,46.9,85,0,No Failure
-1956,L49135,L,297.9,307.7,1308,55.2,87,0,No Failure
-1957,M16816,M,297.9,307.7,1364,46.8,89,0,No Failure
-1958,H31371,H,297.9,307.7,1618,35.9,92,0,No Failure
-1959,H31372,H,297.9,307.7,1464,43.2,97,0,No Failure
-1960,M16819,M,297.8,307.6,1352,49.4,102,0,No Failure
-1961,L49140,L,297.8,307.6,1446,51.4,105,0,No Failure
-1962,L49141,L,297.8,307.5,1448,51.2,107,0,No Failure
-1963,L49142,L,297.8,307.5,1391,48.6,109,0,No Failure
-1964,L49143,L,297.7,307.5,1379,43.3,111,0,No Failure
-1965,M16824,M,297.8,307.5,1405,46.9,113,0,No Failure
-1966,L49145,L,297.8,307.5,1581,33.1,116,0,No Failure
-1967,L49146,L,297.9,307.6,1515,40.5,118,0,No Failure
-1968,L49147,L,297.9,307.6,1589,37.8,120,0,No Failure
-1969,L49148,L,298,307.6,1281,50.8,122,0,No Failure
-1970,H31383,H,297.8,307.5,1631,31.3,124,0,No Failure
-1971,M16830,M,297.9,307.6,1202,67,129,0,No Failure
-1972,L49151,L,297.9,307.6,1298,52.7,132,0,No Failure
-1973,L49152,L,297.9,307.6,1612,30.7,134,0,No Failure
-1974,L49153,L,297.9,307.6,1747,25.3,136,0,No Failure
-1975,L49154,L,298,307.6,1450,48.7,138,0,No Failure
-1976,L49155,L,298,307.7,1422,45.6,140,0,No Failure
-1977,M16836,M,298.1,307.7,1419,47.4,142,0,No Failure
-1978,M16837,M,298.1,307.7,1633,30.7,145,0,No Failure
-1979,L49158,L,298,307.7,1442,43.6,148,0,No Failure
-1980,H31393,H,298,307.6,1420,45.8,150,0,No Failure
-1981,M16840,M,298,307.6,1301,58.5,155,0,No Failure
-1982,L49161,L,298,307.6,1385,45,158,0,No Failure
-1983,M16842,M,298,307.7,1487,41.3,160,0,No Failure
-1984,M16843,M,298,307.6,1459,44.4,163,0,No Failure
-1985,M16844,M,298,307.5,1387,45.5,166,0,No Failure
-1986,L49165,L,298.1,307.7,1537,40.8,169,0,No Failure
-1987,L49166,L,298.1,307.6,1498,42.9,171,0,No Failure
-1988,M16847,M,298.2,307.8,1599,31.2,173,0,No Failure
-1989,H31402,H,298.3,307.9,1420,39.2,176,0,No Failure
-1990,L49169,L,298.2,307.9,1785,23.4,181,0,No Failure
-1991,L49170,L,298.2,307.8,1423,48.1,183,0,No Failure
-1992,M16851,M,298.2,307.8,1583,36.6,185,0,No Failure
-1993,L49172,L,298.2,307.8,1375,46.6,188,0,No Failure
-1994,M16853,M,298.3,308,1463,42.5,190,0,No Failure
-1995,M16854,M,298.2,307.9,1403,45.1,193,0,No Failure
-1996,L49175,L,298.3,308,1451,47.1,196,0,No Failure
-1997,M16856,M,298.4,308,1416,38.2,198,1,Tool Wear Failure
-1998,L49177,L,298.3,308.1,1672,41.3,0,0,No Failure
-1999,H31412,H,298.3,308,1637,30.8,2,0,No Failure
-2000,L49179,L,298.4,308,1540,37.8,7,0,No Failure
-2001,L49180,L,298.4,308.1,1279,53.1,9,0,No Failure
-2002,L49181,L,298.4,308.2,1604,34.9,11,0,No Failure
-2003,L49182,L,298.5,308.2,1654,27.1,13,0,No Failure
-2004,M16863,M,298.5,308.2,1564,37.5,15,0,No Failure
-2005,L49184,L,298.5,308.2,1451,47.5,18,0,No Failure
-2006,L49185,L,298.5,308.3,1504,38,20,0,No Failure
-2007,M16866,M,298.5,308.3,1381,50.5,22,0,No Failure
-2008,L49187,L,298.6,308.4,1562,34.4,25,0,No Failure
-2009,L49188,L,298.5,308.3,1811,24.7,27,0,No Failure
-2010,M16869,M,298.6,308.3,1717,28.7,29,0,No Failure
-2011,L49190,L,298.6,308.3,1278,60.5,32,0,No Failure
-2012,L49191,L,298.7,308.5,1616,30.2,34,0,No Failure
-2013,L49192,L,298.6,308.4,1397,46.4,36,0,No Failure
-2014,L49193,L,298.6,308.4,1485,42.9,38,0,No Failure
-2015,L49194,L,298.6,308.4,1310,59.7,40,0,No Failure
-2016,L49195,L,298.5,308.2,1301,66.3,42,1,Power Failure
-2017,L49196,L,298.5,308.3,1458,44,44,0,No Failure
-2018,L49197,L,298.7,308.5,1483,42.5,46,0,No Failure
-2019,L49198,L,298.7,308.5,1375,46.4,48,0,No Failure
-2020,M16879,M,298.7,308.5,1660,27,50,0,No Failure
-2021,H31434,H,298.7,308.4,1560,33.3,53,0,No Failure
-2022,L49201,L,298.7,308.5,1480,42.2,58,0,No Failure
-2023,L49202,L,298.7,308.4,1373,46.9,60,0,No Failure
-2024,L49203,L,298.7,308.5,1444,54.2,62,0,No Failure
-2025,M16884,M,298.7,308.6,1722,24.7,64,0,No Failure
-2026,L49205,L,298.7,308.5,1469,39.9,67,0,No Failure
-2027,M16886,M,298.7,308.5,1360,52.9,69,0,No Failure
-2028,L49207,L,298.7,308.4,1750,25.8,72,0,No Failure
-2029,M16888,M,298.7,308.3,1349,46.6,74,0,No Failure
-2030,L49209,L,298.7,308.5,1668,35.2,77,0,No Failure
-2031,L49210,L,298.9,308.6,1400,49.5,79,0,No Failure
-2032,L49211,L,298.8,308.6,1331,62.8,81,0,No Failure
-2033,L49212,L,298.8,308.5,1444,42.2,83,0,No Failure
-2034,H31447,H,298.8,308.5,1359,47.6,85,0,No Failure
-2035,M16894,M,298.8,308.5,1425,47.4,90,0,No Failure
-2036,M16895,M,298.9,308.6,1469,34.2,93,0,No Failure
-2037,L49216,L,299,308.7,1892,22.8,96,0,No Failure
-2038,H31451,H,299,308.7,1940,19.9,98,0,No Failure
-2039,L49218,L,299,308.8,1405,55.2,103,0,No Failure
-2040,M16899,M,299,308.9,1449,39.6,105,0,No Failure
-2041,L49220,L,299.1,308.9,1686,29.6,108,0,No Failure
-2042,L49221,L,299.1,308.9,1680,27.2,110,0,No Failure
-2043,M16902,M,299.1,308.9,1397,52.4,112,0,No Failure
-2044,M16903,M,299.2,309,1597,30.3,115,0,No Failure
-2045,L49224,L,299.3,309.1,1470,41.1,118,0,No Failure
-2046,M16905,M,299.3,309.1,1703,31.3,120,0,No Failure
-2047,L49226,L,299.3,309.1,1388,45.5,123,0,No Failure
-2048,L49227,L,299.3,309.2,1775,24.2,125,0,No Failure
-2049,L49228,L,299.3,309.2,1465,41.5,127,0,No Failure
-2050,M16909,M,299.3,309.2,1586,37.9,129,0,No Failure
-2051,M16910,M,299.5,309.3,1675,29.2,132,0,No Failure
-2052,M16911,M,299.4,309.2,1470,44.4,135,0,No Failure
-2053,L49232,L,299.5,309.3,1477,40.4,138,0,No Failure
-2054,L49233,L,299.5,309.3,1382,61,140,0,No Failure
-2055,M16914,M,299.6,309.4,1605,29.8,142,0,No Failure
-2056,L49235,L,299.6,309.4,1643,32.9,145,0,No Failure
-2057,L49236,L,299.5,309.3,1333,54.1,147,0,No Failure
-2058,L49237,L,299.5,309.3,1520,42.3,149,0,No Failure
-2059,M16918,M,299.5,309.3,1902,24,151,0,No Failure
-2060,H31473,H,299.5,309.4,1386,44.4,154,0,No Failure
-2061,L49240,L,299.6,309.5,1803,27.7,159,0,No Failure
-2062,L49241,L,299.7,309.6,1359,50.7,161,0,No Failure
-2063,M16922,M,299.7,309.6,1477,42.7,163,0,No Failure
-2064,L49243,L,299.7,309.6,1321,53.4,166,0,No Failure
-2065,L49244,L,299.6,309.5,1453,41.4,168,0,No Failure
-2066,L49245,L,299.7,309.6,1419,45.1,170,0,No Failure
-2067,L49246,L,299.7,309.6,1512,36.2,172,0,No Failure
-2068,L49247,L,299.7,309.6,1553,36.8,174,0,No Failure
-2069,M16928,M,299.7,309.6,1534,39.1,176,0,No Failure
-2070,H31483,H,299.7,309.6,1553,41,179,0,No Failure
-2071,L49250,L,299.7,309.5,1352,49.7,184,0,No Failure
-2072,M16931,M,299.7,309.6,1313,60,186,0,No Failure
-2073,L49252,L,299.6,309.5,1570,35.5,189,0,Random Failures
-2074,L49253,L,299.6,309.4,1677,31.1,191,0,No Failure
-2075,L49254,L,299.5,309.4,1602,31.5,193,0,No Failure
-2076,L49255,L,299.5,309.4,1390,58.8,195,1,Overstrain Failure
-2077,L49256,L,299.4,309.3,1544,36,197,0,No Failure
-2078,L49257,L,299.4,309.4,1701,31.2,199,0,No Failure
-2079,M16938,M,299.4,309.3,1692,28.4,201,0,No Failure
-2080,M16939,M,299.3,309.3,1523,37.9,204,0,No Failure
-2081,L49260,L,299.3,309.2,2280,15.4,207,0,No Failure
-2082,M16941,M,299.4,309.3,1485,47.1,209,0,No Failure
-2083,H31496,H,299.4,309.2,1513,36.1,212,0,No Failure
-2084,H31497,H,299.4,309.3,1743,28.2,0,0,No Failure
-2085,L49264,L,299.5,309.3,1442,46.2,5,0,No Failure
-2086,L49265,L,299.5,309.3,1462,46.7,7,0,No Failure
-2087,H31500,H,299.4,309.3,1439,49.7,9,0,No Failure
-2088,L49267,L,299.5,309.3,1577,36.6,14,0,No Failure
-2089,L49268,L,299.6,309.4,1331,46.4,16,0,No Failure
-2090,L49269,L,299.5,309.3,1941,22.5,18,0,No Failure
-2091,L49270,L,299.5,309.2,1393,47.3,20,0,No Failure
-2092,L49271,L,299.4,309.2,1433,42.1,22,0,No Failure
-2093,L49272,L,299.4,309.2,1444,48.2,24,0,No Failure
-2094,L49273,L,299.4,309.2,1564,39,26,0,No Failure
-2095,L49274,L,299.4,309.3,1377,43.6,28,0,No Failure
-2096,L49275,L,299.4,309.3,1525,41.5,30,0,No Failure
-2097,M16956,M,299.5,309.4,1387,56.2,32,0,No Failure
-2098,M16957,M,299.4,309.4,1326,47.5,35,0,No Failure
-2099,L49278,L,299.4,309.3,1401,59,38,0,No Failure
-2100,L49279,L,299.4,309.3,1596,31.8,40,0,No Failure
-2101,M16960,M,299.3,309.3,1471,46,42,0,No Failure
-2102,L49281,L,299.3,309.3,1528,37.8,45,0,No Failure
-2103,L49282,L,299.3,309.3,1325,62,47,0,No Failure
-2104,M16963,M,299.3,309.1,1376,46.7,49,0,No Failure
-2105,M16964,M,299.3,309.1,1600,35.3,52,0,No Failure
-2106,L49285,L,299.3,309.1,1495,44,55,0,No Failure
-2107,L49286,L,299.4,309.1,1645,28.6,57,0,No Failure
-2108,M16967,M,299.4,309.1,1417,47.3,59,0,No Failure
-2109,H31522,H,299.4,309,1415,51.7,62,0,No Failure
-2110,M16969,M,299.3,309,1496,43.4,67,0,No Failure
-2111,H31524,H,299.3,309,1508,35,70,0,No Failure
-2112,L49291,L,299.4,309,1436,47.9,75,0,No Failure
-2113,L49292,L,299.5,309.1,1852,22.6,77,0,No Failure
-2114,L49293,L,299.5,309.1,1863,22.5,79,0,No Failure
-2115,H31528,H,299.4,309.1,1373,44.1,81,0,No Failure
-2116,L49295,L,299.4,309,1404,47.3,86,0,No Failure
-2117,M16976,M,299.4,309,1381,44.9,88,0,No Failure
-2118,H31531,H,299.4,308.9,1762,29.3,91,0,No Failure
-2119,H31532,H,299.3,308.9,1429,43,96,0,No Failure
-2120,M16979,M,299.3,308.9,1858,24.7,101,0,No Failure
-2121,H31534,H,299.2,308.8,1908,21.3,104,0,No Failure
-2122,M16981,M,299.2,308.8,1503,37.4,109,0,No Failure
-2123,M16982,M,299.2,308.8,1523,38.9,112,0,No Failure
-2124,L49303,L,299.3,309,1491,38.4,115,0,No Failure
-2125,L49304,L,299.2,308.9,1430,39.1,117,0,No Failure
-2126,L49305,L,299.3,308.9,1258,69.4,119,1,Power Failure
-2127,L49306,L,299.3,309,1449,46.5,121,0,No Failure
-2128,H31541,H,299.3,309,1425,40.6,123,0,No Failure
-2129,L49308,L,299.4,309,1800,24.3,128,0,No Failure
-2130,H31543,H,299.4,309,1607,33.7,130,0,No Failure
-2131,L49310,L,299.4,309,1391,58.2,135,0,No Failure
-2132,L49311,L,299.4,309.1,1432,45.4,137,0,No Failure
-2133,L49312,L,299.4,309,1660,28.4,139,0,No Failure
-2134,H31547,H,299.3,309,1732,29.7,141,0,No Failure
-2135,L49314,L,299.3,309,1473,46.3,146,0,No Failure
-2136,L49315,L,299.3,309,1511,47.8,148,0,No Failure
-2137,L49316,L,299.2,308.9,1588,41.5,150,0,No Failure
-2138,L49317,L,299.3,308.9,1623,31.1,152,0,No Failure
-2139,L49318,L,299.3,309,1734,30.6,154,0,No Failure
-2140,L49319,L,299.3,309,1415,47.6,156,0,No Failure
-2141,L49320,L,299.3,309,1419,46.6,158,0,No Failure
-2142,M17001,M,299.3,308.9,1577,34.9,160,0,No Failure
-2143,L49322,L,299.3,308.9,1376,60.3,163,0,No Failure
-2144,M17003,M,299.3,308.8,1442,49,165,0,No Failure
-2145,L49324,L,299.4,308.9,1451,40.5,168,0,No Failure
-2146,L49325,L,299.3,308.8,1550,45.8,170,0,No Failure
-2147,L49326,L,299.3,308.8,1647,32.9,172,0,No Failure
-2148,L49327,L,299.4,308.9,1550,33.7,174,0,No Failure
-2149,L49328,L,299.4,308.9,1583,34.1,176,0,No Failure
-2150,L49329,L,299.4,309,1613,32.2,178,0,No Failure
-2151,H31564,H,299.3,308.8,1636,35.5,180,0,No Failure
-2152,M17011,M,299.3,308.7,1289,51.5,185,0,No Failure
-2153,M17012,M,299.3,308.8,1648,28.4,188,0,No Failure
-2154,H31567,H,299.3,308.8,1397,45.4,191,0,No Failure
-2155,M17014,M,299.3,308.9,1767,24.8,196,0,No Failure
-2156,L49335,L,299.3,308.8,1341,47.7,199,0,No Failure
-2157,M17016,M,299.4,308.9,1457,41.5,201,0,No Failure
-2158,M17017,M,299.4,309,1939,19.8,204,0,No Failure
-2159,M17018,M,299.5,309,1399,49.7,207,0,No Failure
-2160,M17019,M,299.5,309,1602,31.3,210,0,No Failure
-2161,L49340,L,299.4,309,1507,41,213,0,No Failure
-2162,L49341,L,299.4,309.1,1464,40.5,215,0,No Failure
-2163,L49342,L,299.5,309.1,1336,42.1,217,0,No Failure
-2164,L49343,L,299.6,309.2,1422,39.8,219,0,No Failure
-2165,L49344,L,299.6,309.2,1540,36.7,221,0,No Failure
-2166,L49345,L,299.5,309.1,1476,47.8,223,0,No Failure
-2167,M17026,M,299.6,309.2,1867,23.4,225,1,Tool Wear Failure
-2168,H31581,H,299.6,309.1,1588,41.3,0,0,No Failure
-2169,M17028,M,299.5,309.1,1420,49.5,5,0,No Failure
-2170,L49349,L,299.5,309.1,1415,49.2,8,0,No Failure
-2171,M17030,M,299.4,309.1,1500,43.3,10,0,No Failure
-2172,L49351,L,299.5,309.1,1502,44.6,13,0,No Failure
-2173,L49352,L,299.5,309.2,1816,23,15,0,No Failure
-2174,M17033,M,299.5,309.2,1495,41.6,17,0,No Failure
-2175,L49354,L,299.6,309.2,1572,33.4,20,0,No Failure
-2176,M17035,M,299.5,309.2,1590,35.9,22,0,No Failure
-2177,M17036,M,299.6,309.3,1387,48.3,25,0,No Failure
-2178,M17037,M,299.6,309.2,1393,47.7,28,0,No Failure
-2179,L49358,L,299.6,309.2,1602,37.3,31,0,No Failure
-2180,L49359,L,299.6,309.2,1601,33.3,33,0,No Failure
-2181,H31594,H,299.6,309.2,1597,36.3,35,0,No Failure
-2182,H31595,H,299.5,309.1,1548,44.3,40,0,No Failure
-2183,M17042,M,299.5,309.2,1314,61.8,45,0,No Failure
-2184,M17043,M,299.6,309.3,1577,39.8,48,0,No Failure
-2185,L49364,L,299.8,309.4,1475,43.4,51,0,No Failure
-2186,L49365,L,299.8,309.4,1630,32.4,53,0,No Failure
-2187,L49366,L,299.7,309.4,1445,42.9,55,0,No Failure
-2188,M17047,M,299.8,309.4,1439,47.4,57,0,No Failure
-2189,L49368,L,299.7,309.3,1420,44.1,60,0,No Failure
-2190,H31603,H,299.7,309.2,1554,41.6,62,0,No Failure
-2191,M17050,M,299.6,309.1,1471,44.3,67,0,No Failure
-2192,L49371,L,299.6,309,1648,33.6,70,0,No Failure
-2193,L49372,L,299.6,309,1472,48.8,72,0,No Failure
-2194,M17053,M,299.5,308.9,1448,42.9,74,0,No Failure
-2195,M17054,M,299.6,308.9,1568,35.3,77,0,No Failure
-2196,L49375,L,299.6,308.9,1613,30.8,80,0,No Failure
-2197,M17056,M,299.7,308.9,1551,35.4,82,0,No Failure
-2198,L49377,L,299.7,309,1412,49.2,85,0,No Failure
-2199,M17058,M,299.7,308.9,1478,41,87,0,No Failure
-2200,M17059,M,299.8,309.1,1268,58,90,0,No Failure
-2201,L49380,L,299.8,309.1,1546,35.6,93,0,No Failure
-2202,L49381,L,299.8,309,1567,36.1,95,0,No Failure
-2203,M17062,M,299.9,309.2,1548,35.7,97,0,No Failure
-2204,L49383,L,299.8,309,1614,30.8,100,0,No Failure
-2205,M17064,M,299.7,309.1,1352,46.1,102,0,No Failure
-2206,L49385,L,299.9,309.2,1624,34.6,105,0,No Failure
-2207,L49386,L,299.9,309.2,1436,52,107,0,No Failure
-2208,L49387,L,299.8,309.2,1591,37.5,109,0,No Failure
-2209,H31622,H,299.8,309.2,1435,42.6,111,0,No Failure
-2210,L49389,L,299.8,309.3,1386,49.4,116,0,No Failure
-2211,L49390,L,299.7,309.2,1401,54.1,118,0,No Failure
-2212,M17071,M,299.6,309,1245,64,120,0,No Failure
-2213,L49392,L,299.7,309.1,1475,40,123,0,No Failure
-2214,L49393,L,299.7,309.1,1473,39.4,125,0,No Failure
-2215,H31628,H,299.7,309.2,1355,44.8,127,0,No Failure
-2216,H31629,H,299.7,309.2,1468,49.6,132,0,No Failure
-2217,L49396,L,299.7,309.2,1645,30.8,137,0,No Failure
-2218,L49397,L,299.7,309.1,1347,55.3,139,0,No Failure
-2219,L49398,L,299.7,309.1,1713,33.5,141,0,No Failure
-2220,M17079,M,299.6,309.1,1435,48.4,143,0,No Failure
-2221,M17080,M,299.6,309,1736,26.1,146,0,No Failure
-2222,L49401,L,299.6,309,1372,60.4,149,0,No Failure
-2223,L49402,L,299.7,309,1605,33,151,0,No Failure
-2224,L49403,L,299.6,309,1413,48.5,153,0,No Failure
-2225,M17084,M,299.7,309,1645,31.9,155,0,No Failure
-2226,M17085,M,299.7,309,1465,49,158,0,No Failure
-2227,M17086,M,299.6,308.9,1685,27.8,161,0,No Failure
-2228,L49407,L,299.5,308.8,1965,20.4,164,0,No Failure
-2229,H31642,H,299.4,308.6,1542,41.8,166,0,No Failure
-2230,L49409,L,299.4,308.7,1681,30.8,171,0,No Failure
-2231,L49410,L,299.5,308.7,1446,45.7,173,0,No Failure
-2232,L49411,L,299.4,308.6,1415,56.4,175,0,No Failure
-2233,L49412,L,299.5,308.6,1672,30.5,177,0,No Failure
-2234,L49413,L,299.5,308.7,2549,13,179,1,Power Failure
-2235,L49414,L,299.4,308.6,1492,40.5,181,0,No Failure
-2236,M17095,M,299.4,308.6,1455,42.7,183,0,No Failure
-2237,M17096,M,299.3,308.5,1422,43.1,186,0,No Failure
-2238,L49417,L,299.3,308.6,1403,50.6,189,0,No Failure
-2239,L49418,L,299.3,308.6,1474,49.6,191,0,No Failure
-2240,L49419,L,299.2,308.6,1381,50,193,0,No Failure
-2241,L49420,L,299.2,308.5,1457,44.7,195,0,No Failure
-2242,L49421,L,299.2,308.4,1711,28.9,197,0,No Failure
-2243,L49422,L,299.2,308.4,1667,29,199,0,No Failure
-2244,L49423,L,299.2,308.4,1465,35,201,0,No Failure
-2245,M17104,M,299.3,308.4,1542,37.5,203,1,Tool Wear Failure
-2246,M17105,M,299.3,308.4,1438,42.3,0,0,No Failure
-2247,L49426,L,299.3,308.4,1406,47.4,3,0,No Failure
-2248,M17107,M,299.2,308.4,1396,48.5,5,0,No Failure
-2249,M17108,M,299.3,308.5,1304,60.6,8,0,No Failure
-2250,L49429,L,299.2,308.5,1442,46.5,11,0,No Failure
-2251,M17110,M,299.2,308.4,1396,48.7,13,0,No Failure
-2252,H31665,H,299.1,308.3,1424,43.4,16,0,No Failure
-2253,H31666,H,299.1,308.3,1451,42.8,21,0,No Failure
-2254,L49433,L,299.2,308.4,1386,54.1,26,0,No Failure
-2255,L49434,L,299.1,308.3,1325,46.9,28,0,No Failure
-2256,L49435,L,299.1,308.3,1559,33.7,30,0,No Failure
-2257,L49436,L,299.1,308.3,1489,38.1,32,0,No Failure
-2258,L49437,L,299.1,308.3,1892,25.2,34,0,No Failure
-2259,L49438,L,299.1,308.2,1319,60.3,36,0,No Failure
-2260,L49439,L,299.1,308.3,1431,52.3,38,0,No Failure
-2261,H31674,H,299.1,308.3,1521,36.5,40,0,No Failure
-2262,M17121,M,299.1,308.2,1435,45.2,45,0,No Failure
-2263,L49442,L,299.1,308.3,1533,42.4,48,0,No Failure
-2264,M17123,M,299.2,308.4,1529,43,50,0,No Failure
-2265,M17124,M,299.2,308.4,1415,43.5,53,0,No Failure
-2266,M17125,M,299.2,308.4,1330,51.2,56,0,No Failure
-2267,L49446,L,299.2,308.5,1381,60.6,59,0,No Failure
-2268,L49447,L,299.2,308.5,1370,52.4,61,0,No Failure
-2269,L49448,L,299.2,308.5,1438,46.6,63,0,No Failure
-2270,L49449,L,299.3,308.6,1314,48.2,65,0,No Failure
-2271,L49450,L,299.3,308.6,1437,48.1,67,0,No Failure
-2272,L49451,L,299.2,308.5,1821,26.1,69,0,No Failure
-2273,M17132,M,299.3,308.6,1448,52.1,71,0,No Failure
-2274,L49453,L,299.3,308.5,1589,32.7,74,0,No Failure
-2275,L49454,L,299.3,308.6,1520,33.7,76,0,No Failure
-2276,L49455,L,299.3,308.6,1605,37,78,0,No Failure
-2277,L49456,L,299.3,308.7,1393,54.2,80,0,No Failure
-2278,H31691,H,299.3,308.7,1408,44.4,82,0,No Failure
-2279,M17138,M,299.3,308.7,1459,35.6,87,0,No Failure
-2280,L49459,L,299.4,308.7,1525,39,90,0,No Failure
-2281,L49460,L,299.4,308.8,1390,57,92,0,No Failure
-2282,L49461,L,299.3,308.7,1536,38.9,94,0,No Failure
-2283,L49462,L,299.4,308.7,1459,47.6,96,0,No Failure
-2284,L49463,L,299.2,308.5,1387,51.1,98,0,No Failure
-2285,L49464,L,299.2,308.5,1378,53.4,100,0,No Failure
-2286,L49465,L,299.4,308.7,1381,56.7,102,0,No Failure
-2287,M17146,M,299.4,308.7,1289,60.5,104,0,No Failure
-2288,L49467,L,299.4,308.6,1746,26.8,107,0,No Failure
-2289,M17148,M,299.4,308.6,1541,39.1,109,0,No Failure
-2290,L49469,L,299.4,308.7,1504,37.8,112,0,No Failure
-2291,M17150,M,299.5,308.7,1321,51.9,114,0,No Failure
-2292,M17151,M,299.5,308.8,1886,20.9,117,0,No Failure
-2293,L49472,L,299.6,308.9,1422,53.2,120,0,No Failure
-2294,L49473,L,299.5,308.9,1520,38.3,122,0,No Failure
-2295,L49474,L,299.4,308.8,1627,32.6,124,0,No Failure
-2296,L49475,L,299.4,308.7,1512,37.2,126,0,No Failure
-2297,L49476,L,299.4,308.7,1553,42.7,128,0,No Failure
-2298,L49477,L,299.3,308.7,1802,26,130,0,No Failure
-2299,L49478,L,299.3,308.6,1482,37.6,132,0,No Failure
-2300,L49479,L,299.4,308.7,1446,62.9,134,1,Power Failure
-2301,L49480,L,299.3,308.6,1371,50.5,136,0,No Failure
-2302,M17161,M,299.2,308.6,1586,35.7,138,0,No Failure
-2303,L49482,L,299.2,308.5,1515,39.8,141,0,No Failure
-2304,L49483,L,299.2,308.5,1374,53.6,143,0,No Failure
-2305,L49484,L,299.1,308.5,1455,39.8,145,0,No Failure
-2306,H31719,H,299.2,308.5,1342,47.5,147,0,No Failure
-2307,L49486,L,299.1,308.6,1260,57.8,152,0,No Failure
-2308,H31721,H,299,308.5,1623,33.5,154,0,No Failure
-2309,L49488,L,299.1,308.5,1371,55.5,159,0,No Failure
-2310,L49489,L,299.1,308.6,1611,31.4,161,0,No Failure
-2311,M17170,M,299,308.4,1535,47.5,163,0,No Failure
-2312,M17171,M,299.1,308.6,1491,38.5,166,0,No Failure
-2313,M17172,M,299.1,308.6,1441,36.2,169,0,No Failure
-2314,M17173,M,299.1,308.8,1725,26.6,172,0,No Failure
-2315,L49494,L,299.2,308.9,1368,47.2,175,0,No Failure
-2316,L49495,L,299.2,308.9,1526,37.9,177,0,No Failure
-2317,L49496,L,299.2,308.8,1542,39.2,179,0,No Failure
-2318,L49497,L,299.2,308.8,1605,31.1,181,0,No Failure
-2319,L49498,L,299.2,308.8,1405,51.4,183,0,No Failure
-2320,M17179,M,299.2,308.8,1700,33.5,185,0,No Failure
-2321,H31734,H,299.2,308.8,1440,39.1,188,0,No Failure
-2322,M17181,M,299.2,308.8,1314,52.5,193,0,No Failure
-2323,L49502,L,299.2,308.7,1514,41.9,196,0,No Failure
-2324,M17183,M,299.2,308.7,1401,47,198,0,No Failure
-2325,L49504,L,299.3,308.8,1636,29.9,201,0,No Failure
-2326,L49505,L,299.3,308.8,1603,33.9,203,0,No Failure
-2327,M17186,M,299.4,308.7,1487,52.6,205,0,No Failure
-2328,M17187,M,299.3,308.7,1420,50.3,208,0,No Failure
-2329,L49508,L,299.3,308.7,1579,36.3,211,0,No Failure
-2330,L49509,L,299.3,308.7,1484,40.5,213,0,No Failure
-2331,M17190,M,299.3,308.7,1390,49.3,215,0,No Failure
-2332,L49511,L,299.3,308.6,1384,53.6,218,1,Overstrain Failure
-2333,L49512,L,299.2,308.5,1378,50.4,220,1,Overstrain Failure
-2334,L49513,L,299.2,308.5,1445,45.2,222,0,No Failure
-2335,L49514,L,299.2,308.4,1445,43.5,224,0,No Failure
-2336,L49515,L,299.2,308.4,1509,39.4,0,0,No Failure
-2337,L49516,L,299.2,308.4,1434,46.8,2,0,No Failure
-2338,L49517,L,299.2,308.4,1877,23.9,4,0,No Failure
-2339,L49518,L,299.3,308.3,1651,28,6,0,No Failure
-2340,L49519,L,299.2,308.2,1466,41.3,8,0,No Failure
-2341,L49520,L,299.1,308.1,1479,40.7,10,0,No Failure
-2342,L49521,L,299.1,308.2,1409,46.4,12,0,No Failure
-2343,M17202,M,299.2,308.2,1674,28.2,14,0,No Failure
-2344,L49523,L,299.1,308.3,1305,61.4,17,0,No Failure
-2345,M17204,M,299.2,308.3,1755,26.4,19,0,No Failure
-2346,L49525,L,299.2,308.4,1475,38.7,22,0,No Failure
-2347,L49526,L,299.2,308.4,1402,47.7,24,0,No Failure
-2348,L49527,L,299.2,308.3,1410,43,26,0,No Failure
-2349,L49528,L,299.2,308.4,1436,41.8,28,0,No Failure
-2350,M17209,M,299.3,308.5,1386,42.2,30,0,No Failure
-2351,L49530,L,299.3,308.6,1744,26.4,33,0,No Failure
-2352,L49531,L,299.2,308.4,1393,48.4,35,0,No Failure
-2353,M17212,M,299.3,308.5,1422,45.4,37,0,No Failure
-2354,L49533,L,299.2,308.4,1841,22.8,40,0,No Failure
-2355,L49534,L,299.3,308.6,1433,37.7,42,0,No Failure
-2356,M17215,M,299.3,308.5,1305,60.6,44,0,No Failure
-2357,H31770,H,299.3,308.6,1498,39.5,47,0,No Failure
-2358,L49537,L,299.3,308.5,1772,26.1,52,0,No Failure
-2359,M17218,M,299.2,308.4,1381,42.5,54,0,No Failure
-2360,L49539,L,299.3,308.5,1413,38.5,57,0,No Failure
-2361,H31774,H,299.2,308.4,1388,53.2,59,0,No Failure
-2362,M17221,M,299.2,308.6,1631,35.4,64,0,No Failure
-2363,H31776,H,299.3,308.6,1520,41.4,67,0,No Failure
-2364,L49543,L,299.3,308.5,1510,45.4,72,0,No Failure
-2365,L49544,L,299.2,308.5,1366,49.7,74,0,No Failure
-2366,L49545,L,299.4,308.5,1845,22.9,76,0,No Failure
-2367,L49546,L,299.3,308.5,1485,44.7,78,0,No Failure
-2368,M17227,M,299.3,308.5,1496,39.4,80,0,No Failure
-2369,M17228,M,299.3,308.4,1468,42.2,83,0,No Failure
-2370,M17229,M,299.2,308.4,1856,22.7,86,0,No Failure
-2371,L49550,L,299.2,308.4,1620,34.1,89,0,No Failure
-2372,L49551,L,299.3,308.5,1409,44.8,91,0,No Failure
-2373,M17232,M,299.3,308.5,1404,49.4,93,0,No Failure
-2374,L49553,L,299.2,308.4,1350,51.3,96,0,No Failure
-2375,M17234,M,299.2,308.4,1538,38,98,0,No Failure
-2376,M17235,M,299.2,308.4,1476,32.7,101,0,No Failure
-2377,M17236,M,299.2,308.3,1364,51.8,104,0,No Failure
-2378,M17237,M,299.2,308.3,1582,45.5,107,0,No Failure
-2379,L49558,L,299.1,308.2,1348,56.1,110,0,No Failure
-2380,H31793,H,299.1,308.2,1450,46.1,112,0,No Failure
-2381,L49560,L,299,308.1,1242,60.9,117,0,No Failure
-2382,L49561,L,299.1,308.2,1493,34.9,119,0,No Failure
-2383,L49562,L,299.1,308.3,1601,31.4,121,0,No Failure
-2384,L49563,L,299.1,308.2,1568,33.3,123,0,No Failure
-2385,M17244,M,299.1,308.3,1506,38,125,0,No Failure
-2386,L49565,L,299.1,308.3,1524,34.1,128,0,No Failure
-2387,L49566,L,299.1,308.4,1543,37.9,130,0,No Failure
-2388,M17247,M,299.2,308.5,1474,47.2,132,0,No Failure
-2389,M17248,M,299.2,308.5,1526,37.3,135,0,No Failure
-2390,L49569,L,299.2,308.5,1867,27,138,0,No Failure
-2391,L49570,L,299.2,308.5,1487,41.2,140,0,No Failure
-2392,L49571,L,299.2,308.4,1580,32.6,142,0,No Failure
-2393,L49572,L,299.2,308.5,1340,50,144,0,No Failure
-2394,L49573,L,299.2,308.5,1544,41.6,146,0,No Failure
-2395,L49574,L,299.2,308.5,1488,40.3,148,0,No Failure
-2396,M17255,M,299.2,308.5,1742,28.9,150,0,No Failure
-2397,M17256,M,299.1,308.5,1592,34.2,153,0,No Failure
-2398,L49577,L,299.2,308.6,1582,38.8,156,0,No Failure
-2399,L49578,L,299.2,308.5,1490,43.2,158,0,No Failure
-2400,M17259,M,299.2,308.5,1594,35.8,160,0,No Failure
-2401,H31814,H,299.2,308.6,1462,55,163,0,No Failure
-2402,M17261,M,299.2,308.6,1367,47.6,168,0,No Failure
-2403,L49582,L,299.2,308.7,1325,51,171,0,No Failure
-2404,H31817,H,299.2,308.7,1448,51.4,173,0,No Failure
-2405,M17264,M,299.1,308.7,2008,20.3,178,0,No Failure
-2406,L49585,L,299.1,308.7,1498,38.9,181,0,No Failure
-2407,L49586,L,299.1,308.6,1437,41.6,183,0,No Failure
-2408,M17267,M,299.1,308.6,1499,45.1,185,0,No Failure
-2409,L49588,L,299,308.4,1356,52.6,188,0,No Failure
-2410,L49589,L,299.1,308.5,1539,46.8,190,0,No Failure
-2411,L49590,L,299.1,308.5,1689,32.1,192,0,No Failure
-2412,L49591,L,299,308.5,1559,38.1,194,0,No Failure
-2413,L49592,L,299.1,308.6,1408,46.7,196,0,No Failure
-2414,L49593,L,299,308.5,1886,23,198,0,No Failure
-2415,L49594,L,299.1,308.5,1415,43.4,0,0,No Failure
-2416,M17275,M,299.1,308.5,1587,35.6,2,0,No Failure
-2417,L49596,L,299,308.4,1571,38.6,5,0,No Failure
-2418,L49597,L,298.9,308.3,1576,36.6,7,0,No Failure
-2419,L49598,L,298.9,308.3,1660,34.4,9,0,No Failure
-2420,M17279,M,298.9,308.2,1328,49.2,11,0,No Failure
-2421,H31834,H,298.8,308.2,1450,44.7,14,0,No Failure
-2422,L49601,L,298.9,308.2,2384,15,19,0,No Failure
-2423,L49602,L,298.8,308.2,1443,53.4,21,0,No Failure
-2424,M17283,M,298.9,308.2,2022,20,23,0,No Failure
-2425,L49604,L,298.9,308.2,1828,23.8,26,0,No Failure
-2426,L49605,L,298.8,308.1,1472,53.5,28,0,No Failure
-2427,M17286,M,298.9,308.2,1372,63.6,30,1,Power Failure
-2428,L49607,L,298.9,308.3,1855,23.8,33,0,No Failure
-2429,M17288,M,299,308.3,1377,47.2,35,0,No Failure
-2430,L49609,L,298.9,308.3,1432,48.9,38,0,No Failure
-2431,M17290,M,298.9,308.2,1335,47.8,40,0,No Failure
-2432,M17291,M,298.9,308.2,1411,51.3,43,0,No Failure
-2433,L49612,L,298.9,308.2,1510,43.5,46,0,No Failure
-2434,L49613,L,299,308.3,1441,44,48,0,No Failure
-2435,M17294,M,299,308.2,1358,42.7,50,0,No Failure
-2436,L49615,L,298.9,308.2,1686,30.4,53,0,No Failure
-2437,H31850,H,299,308.2,1662,30.4,55,0,No Failure
-2438,L49617,L,299.1,308.3,1426,40.1,60,0,No Failure
-2439,M17298,M,299.1,308.4,1330,53.6,62,0,No Failure
-2440,L49619,L,299.1,308.4,1693,31.6,65,0,No Failure
-2441,L49620,L,299.1,308.4,1426,47.9,67,0,No Failure
-2442,L49621,L,299.1,308.5,1676,31,69,0,No Failure
-2443,M17302,M,299.1,308.4,1332,51.7,71,0,No Failure
-2444,L49623,L,299.1,308.5,1647,35,74,0,No Failure
-2445,L49624,L,299.2,308.6,1267,68.2,76,1,Power Failure
-2446,H31859,H,299.2,308.7,1375,55.1,78,0,No Failure
-2447,L49626,L,299.3,308.6,1422,48.9,83,0,No Failure
-2448,L49627,L,299.3,308.7,1408,48.7,85,0,No Failure
-2449,L49628,L,299.4,308.9,1440,42.5,87,0,No Failure
-2450,L49629,L,299.3,308.8,1772,25.2,89,0,No Failure
-2451,L49630,L,299.2,308.7,1492,37.8,91,0,No Failure
-2452,L49631,L,299.2,308.7,1650,30.5,93,0,No Failure
-2453,M17312,M,299.1,308.6,2329,14.6,95,0,No Failure
-2454,L49633,L,299,308.6,1648,30.8,98,0,No Failure
-2455,L49634,L,299,308.6,1653,31.7,100,0,No Failure
-2456,L49635,L,299,308.6,1946,22.3,102,0,No Failure
-2457,L49636,L,299.1,308.6,1555,36.6,104,0,No Failure
-2458,L49637,L,299,308.6,1661,32.2,106,0,No Failure
-2459,L49638,L,299,308.6,1434,45.9,108,0,No Failure
-2460,L49639,L,299,308.6,1297,54.2,110,0,No Failure
-2461,L49640,L,299,308.6,1466,46.4,112,0,No Failure
-2462,M17321,M,298.9,308.6,1517,39.8,114,0,No Failure
-2463,L49642,L,298.9,308.5,1742,34.5,117,0,No Failure
-2464,L49643,L,298.9,308.5,1580,39.1,119,0,No Failure
-2465,M17324,M,298.9,308.5,1534,42.9,121,0,No Failure
-2466,L49645,L,298.9,308.6,1481,40.7,124,0,No Failure
-2467,L49646,L,299,308.6,1429,37.7,126,0,No Failure
-2468,M17327,M,298.9,308.6,1574,33.5,128,0,No Failure
-2469,M17328,M,298.9,308.6,1524,40.4,131,0,No Failure
-2470,L49649,L,299,308.7,1507,37.5,134,0,No Failure
-2471,L49650,L,298.9,308.5,1467,44.7,136,0,No Failure
-2472,L49651,L,298.9,308.4,1301,51.1,138,0,No Failure
-2473,L49652,L,298.9,308.5,1429,55.1,140,0,No Failure
-2474,M17333,M,298.9,308.5,1555,37.6,142,0,No Failure
-2475,L49654,L,298.9,308.5,1503,40.6,145,0,No Failure
-2476,L49655,L,298.9,308.5,1459,43.1,147,0,No Failure
-2477,H31890,H,298.9,308.4,1449,42.4,149,0,No Failure
-2478,L49657,L,298.9,308.5,1387,57.3,154,0,No Failure
-2479,M17338,M,298.9,308.5,1456,50,156,0,No Failure
-2480,L49659,L,299,308.5,1604,34.7,159,0,No Failure
-2481,L49660,L,299,308.6,1734,32.4,161,0,No Failure
-2482,L49661,L,299,308.6,1378,47.8,163,0,No Failure
-2483,L49662,L,298.9,308.7,1504,41.8,165,0,No Failure
-2484,M17343,M,298.9,308.7,1402,49.8,167,0,No Failure
-2485,H31898,H,298.8,308.6,1524,37.7,170,0,No Failure
-2486,L49665,L,298.8,308.6,1593,35.5,175,0,No Failure
-2487,M17346,M,298.9,308.7,1772,28.4,177,0,No Failure
-2488,H31901,H,298.9,308.6,1623,31,180,0,No Failure
-2489,L49668,L,298.9,308.7,1356,50.7,185,0,No Failure
-2490,H31903,H,298.9,308.7,1500,41.6,187,0,No Failure
-2491,H31904,H,299.1,308.8,1566,46.6,192,0,No Failure
-2492,L49671,L,299.1,308.9,1445,43.4,197,0,No Failure
-2493,H31906,H,299,308.8,1382,58.5,199,0,No Failure
-2494,M17353,M,299,308.8,1418,45.7,204,0,No Failure
-2495,L49674,L,299.1,308.8,1329,53.6,207,1,Overstrain Failure
-2496,M17355,M,299.1,308.8,1491,41,209,0,No Failure
-2497,M17356,M,299.2,308.9,1573,37.4,212,0,No Failure
-2498,M17357,M,299.2,308.9,1521,42.3,215,0,No Failure
-2499,L49678,L,299.1,308.9,1467,47.2,218,0,No Failure
-2500,M17359,M,299.1,308.9,1325,48.4,220,0,No Failure
-2501,L49680,L,299.1,308.9,1617,32.3,223,0,No Failure
-2502,M17361,M,299.1,308.9,1476,42.7,225,0,No Failure
-2503,L49682,L,299.2,309,1515,48.9,228,1,Overstrain Failure
-2504,L49683,L,299.2,309,1408,47.2,0,0,No Failure
-2505,L49684,L,299.2,309.1,1468,45.6,2,0,No Failure
-2506,L49685,L,299.2,309.1,1387,48.7,4,0,No Failure
-2507,M17366,M,299.2,309.1,1503,34.7,6,0,No Failure
-2508,H31921,H,299.2,309.1,1410,47.1,9,0,No Failure
-2509,L49688,L,299,308.9,1615,30.6,14,0,No Failure
-2510,L49689,L,299,308.9,1511,35.9,16,0,No Failure
-2511,L49690,L,299.1,309,1405,53.8,18,0,No Failure
-2512,M17371,M,299,308.9,1526,41.1,20,0,No Failure
-2513,L49692,L,298.9,308.8,1530,38.3,23,0,No Failure
-2514,L49693,L,299,308.7,1583,32.5,25,0,No Failure
-2515,L49694,L,298.9,308.6,2069,18.7,27,0,No Failure
-2516,L49695,L,298.8,308.5,1490,35,29,0,No Failure
-2517,L49696,L,298.8,308.5,1736,29,31,0,No Failure
-2518,L49697,L,298.8,308.5,1395,44.4,33,0,No Failure
-2519,M17378,M,298.9,308.6,1425,49.6,35,0,No Failure
-2520,L49699,L,298.8,308.6,1631,32.4,38,0,No Failure
-2521,L49700,L,298.8,308.6,1535,41.2,40,0,No Failure
-2522,L49701,L,298.8,308.6,1584,34.4,42,0,No Failure
-2523,M17382,M,298.8,308.7,1543,38.2,44,0,No Failure
-2524,L49703,L,298.8,308.7,1635,35.2,47,0,No Failure
-2525,M17384,M,298.8,308.7,1446,45.5,49,0,No Failure
-2526,M17385,M,298.8,308.6,1598,35.1,52,0,No Failure
-2527,L49706,L,298.8,308.6,1501,35,55,0,No Failure
-2528,L49707,L,298.8,308.5,1450,50.8,57,0,No Failure
-2529,L49708,L,298.8,308.6,1730,25.9,59,0,No Failure
-2530,M17389,M,298.8,308.6,1571,33.7,61,0,No Failure
-2531,L49710,L,298.9,308.7,1438,51.7,64,0,No Failure
-2532,M17391,M,298.8,308.5,1510,38.7,66,0,No Failure
-2533,L49712,L,298.9,308.7,1389,44.9,69,0,No Failure
-2534,L49713,L,298.8,308.7,1490,33.6,71,0,No Failure
-2535,L49714,L,298.9,308.7,1729,26.6,73,0,No Failure
-2536,L49715,L,299,308.8,1495,38.4,75,0,No Failure
-2537,L49716,L,298.9,308.8,1281,53.9,77,0,No Failure
-2538,H31951,H,298.9,308.7,1353,48.1,79,0,No Failure
-2539,L49718,L,299.1,308.8,1429,50.1,84,0,No Failure
-2540,L49719,L,299.1,308.8,1413,42.1,86,0,No Failure
-2541,L49720,L,299.1,308.8,1502,38.3,88,0,No Failure
-2542,H31955,H,299.1,308.8,1553,32.6,90,0,No Failure
-2543,H31956,H,299.2,308.9,1712,26.4,95,0,No Failure
-2544,L49723,L,299.3,309,1786,23.5,100,0,No Failure
-2545,L49724,L,299.2,309,1951,21.4,102,0,No Failure
-2546,M17405,M,299.2,309,1541,36.3,104,0,No Failure
-2547,L49726,L,299.2,309.1,1605,34.3,107,0,No Failure
-2548,L49727,L,299.2,309.1,1578,38.1,109,0,No Failure
-2549,M17408,M,299.3,309.2,1440,37.5,111,0,No Failure
-2550,L49729,L,299.4,309.2,1489,42.3,114,0,No Failure
-2551,L49730,L,299.4,309.3,1366,48.4,116,0,No Failure
-2552,L49731,L,299.3,309.2,1541,37.2,118,0,No Failure
-2553,H31966,H,299.3,309.1,1552,40.7,120,0,No Failure
-2554,L49733,L,299.3,309.1,1473,40.3,125,0,No Failure
-2555,L49734,L,299.3,309.1,1531,37.9,127,0,No Failure
-2556,L49735,L,299.3,309.2,1511,37.2,129,0,No Failure
-2557,M17416,M,299.3,309.1,1449,47.9,131,0,No Failure
-2558,M17417,M,299.4,309.1,1440,50,134,0,No Failure
-2559,M17418,M,299.2,309,1881,23.9,137,0,No Failure
-2560,L49739,L,299.3,309,1447,50.4,140,0,Random Failures
-2561,M17420,M,299.4,309.1,1326,62,142,0,No Failure
-2562,L49741,L,299.4,309.2,1607,31.7,145,0,No Failure
-2563,L49742,L,299.3,309.1,1551,39.1,147,0,No Failure
-2564,L49743,L,299.3,309.1,1496,37.2,149,0,No Failure
-2565,L49744,L,299.3,309.1,1493,38,151,0,No Failure
-2566,L49745,L,299.4,309.1,1304,50.5,153,0,No Failure
-2567,M17426,M,299.3,309,1420,41.6,155,0,No Failure
-2568,L49747,L,299.4,309.1,1766,24.6,158,0,No Failure
-2569,L49748,L,299.6,309.2,1450,43.1,160,0,No Failure
-2570,H31983,H,299.5,309.2,1872,22.6,162,0,No Failure
-2571,L49750,L,299.6,309.2,1713,26.5,167,0,No Failure
-2572,M17431,M,299.5,309.2,1497,40.9,169,0,No Failure
-2573,M17432,M,299.4,309.1,1352,44.7,172,0,No Failure
-2574,L49753,L,299.5,309.2,1499,41.5,175,0,No Failure
-2575,L49754,L,299.5,309.3,1972,19.3,177,0,No Failure
-2576,L49755,L,299.5,309.3,1422,49.2,179,0,No Failure
-2577,L49756,L,299.5,309.3,1523,41.5,181,0,No Failure
-2578,L49757,L,299.5,309.4,1563,41.5,183,0,No Failure
-2579,L49758,L,299.4,309.3,1391,46.6,185,0,No Failure
-2580,L49759,L,299.3,309.1,1795,24.7,187,0,No Failure
-2581,L49760,L,299.3,309.1,1293,53.7,189,0,No Failure
-2582,L49761,L,299.2,309.1,1345,60.7,191,1,Overstrain Failure
-2583,L49762,L,299.2,309,1615,33.7,193,0,No Failure
-2584,L49763,L,299.2,308.9,1342,50.8,195,0,No Failure
-2585,L49764,L,299.1,308.8,1502,46.7,197,0,No Failure
-2586,M17445,M,299,308.7,1620,35.4,199,0,No Failure
-2587,L49766,L,299,308.7,1537,42.8,202,0,No Failure
-2588,L49767,L,299,308.7,2248,16.8,204,0,No Failure
-2589,L49768,L,299,308.7,1706,28.6,206,0,No Failure
-2590,L49769,L,299,308.7,2250,16.6,208,0,No Failure
-2591,L49770,L,299,308.7,1396,48.6,0,0,No Failure
-2592,L49771,L,298.9,308.6,1522,46.4,2,0,No Failure
-2593,L49772,L,298.9,308.6,1539,45.4,4,0,No Failure
-2594,H32007,H,298.9,308.5,1415,54,6,0,No Failure
-2595,L49774,L,298.8,308.5,1446,37,11,0,No Failure
-2596,M17455,M,298.8,308.6,1486,41.1,13,0,No Failure
-2597,L49776,L,299,308.7,1426,38.6,16,0,No Failure
-2598,L49777,L,299,308.7,1449,38.9,18,0,No Failure
-2599,L49778,L,299.1,308.8,1320,67.5,20,1,Power Failure
-2600,M17459,M,299.2,308.9,1447,39.6,22,0,No Failure
-2601,L49780,L,299.3,309,1422,47.3,25,0,No Failure
-2602,L49781,L,299.3,309.1,1399,52.1,27,0,No Failure
-2603,L49782,L,299.4,309.2,1427,41.5,29,0,No Failure
-2604,M17463,M,299.3,309.2,1334,46.3,31,0,No Failure
-2605,M17464,M,299.3,309.1,1385,45.6,34,0,No Failure
-2606,L49785,L,299.4,309.2,1552,37.4,37,0,No Failure
-2607,H32020,H,299.4,309.3,1534,37.5,39,0,No Failure
-2608,L49787,L,299.4,309.3,1448,48.6,44,0,No Failure
-2609,L49788,L,299.5,309.3,1409,44.7,46,0,No Failure
-2610,L49789,L,299.4,309.2,1621,34.5,48,0,No Failure
-2611,H32024,H,299.4,309.1,1547,40.9,50,0,No Failure
-2612,L49791,L,299.4,309.1,1957,22.1,55,0,No Failure
-2613,L49792,L,299.4,309.1,2421,14.2,57,0,No Failure
-2614,M17473,M,299.3,309.1,1571,38.3,59,0,No Failure
-2615,L49794,L,299.3,309.1,1634,36.8,62,0,No Failure
-2616,L49795,L,299.3,309,1516,38.7,64,0,No Failure
-2617,L49796,L,299.4,309.1,1207,66.5,66,0,No Failure
-2618,L49797,L,299.4,309.1,1670,35.9,68,0,No Failure
-2619,M17478,M,299.4,309.1,1461,48.6,70,0,No Failure
-2620,L49799,L,299.4,309.2,1569,40.8,73,0,No Failure
-2621,L49800,L,299.4,309.2,1556,35.7,75,0,No Failure
-2622,M17481,M,299.5,309.3,1506,41.5,77,0,No Failure
-2623,M17482,M,299.6,309.4,1642,30.3,80,0,No Failure
-2624,M17483,M,299.6,309.4,1283,62.1,83,0,No Failure
-2625,H32038,H,299.7,309.5,1375,46.8,86,0,No Failure
-2626,L49805,L,299.7,309.4,1399,39.9,91,0,No Failure
-2627,L49806,L,299.7,309.4,1650,29.8,93,0,No Failure
-2628,M17487,M,299.8,309.6,1346,53.2,95,0,No Failure
-2629,H32042,H,299.9,309.6,1410,51.2,98,0,No Failure
-2630,L49809,L,300,309.7,1586,37.8,103,0,No Failure
-2631,L49810,L,300,309.8,1372,39.6,105,0,No Failure
-2632,H32045,H,300,309.7,1529,42.4,107,0,No Failure
-2633,M17492,M,300,309.7,1652,28.6,112,0,No Failure
-2634,L49813,L,300.1,309.8,1532,39.8,115,0,No Failure
-2635,L49814,L,300,309.7,1554,32,117,0,No Failure
-2636,H32049,H,299.9,309.6,1462,51,119,0,No Failure
-2637,L49816,L,299.9,309.6,1254,61.3,124,0,No Failure
-2638,L49817,L,299.9,309.6,1294,49.7,126,0,No Failure
-2639,L49818,L,299.8,309.5,1739,27.5,128,0,No Failure
-2640,M17499,M,299.8,309.4,1412,47.8,130,0,No Failure
-2641,M17500,M,299.9,309.5,1372,56.2,133,0,No Failure
-2642,H32055,H,299.8,309.5,1420,46.7,136,0,No Failure
-2643,L49822,L,299.8,309.5,1542,40.3,141,0,No Failure
-2644,M17503,M,299.8,309.4,1401,48.1,143,0,No Failure
-2645,L49824,L,299.8,309.4,1510,42.5,146,0,No Failure
-2646,H32059,H,299.9,309.5,1547,38.5,148,0,No Failure
-2647,M17506,M,299.8,309.5,1453,43.2,153,0,No Failure
-2648,L49827,L,299.8,309.4,1408,45.6,156,0,No Failure
-2649,L49828,L,299.8,309.4,1436,51.6,158,0,No Failure
-2650,M17509,M,299.9,309.5,1582,38.2,160,0,No Failure
-2651,L49830,L,299.9,309.6,1280,59.3,163,0,No Failure
-2652,L49831,L,299.9,309.5,2008,20.4,165,0,No Failure
-2653,L49832,L,299.9,309.5,1772,23.5,167,0,No Failure
-2654,L49833,L,299.9,309.5,1779,26.1,169,0,No Failure
-2655,L49834,L,299.9,309.5,1567,35.5,171,0,No Failure
-2656,M17515,M,299.8,309.4,1751,27,173,0,No Failure
-2657,L49836,L,299.9,309.5,1349,51.3,176,0,No Failure
-2658,M17517,M,300,309.5,1425,40.8,178,0,No Failure
-2659,L49838,L,300,309.4,1395,44.5,181,0,No Failure
-2660,H32073,H,299.8,309.3,1595,32.1,183,0,No Failure
-2661,L49840,L,299.8,309.3,1291,56.4,188,0,No Failure
-2662,M17521,M,299.9,309.4,1509,42.8,190,0,No Failure
-2663,M17522,M,299.9,309.4,1483,38.1,193,0,No Failure
-2664,L49843,L,299.9,309.3,1620,31.1,196,0,No Failure
-2665,M17524,M,299.9,309.4,1487,42.2,198,0,No Failure
-2666,L49845,L,299.8,309.4,2256,15.9,201,0,No Failure
-2667,H32080,H,299.7,309.2,1691,27.7,203,0,No Failure
-2668,M17527,M,299.8,309.3,1663,35.2,208,0,No Failure
-2669,M17528,M,299.8,309.3,1640,31.1,211,0,No Failure
-2670,H32083,H,299.7,309.3,1494,37.8,214,0,No Failure
-2671,L49850,L,299.8,309.4,1467,46.2,219,0,No Failure
-2672,M17531,M,299.7,309.3,1399,41.9,221,1,Tool Wear Failure
-2673,L49852,L,299.7,309.3,1445,42.6,0,0,No Failure
-2674,L49853,L,299.8,309.4,1480,40.9,2,0,No Failure
-2675,L49854,L,299.7,309.3,1546,37.2,4,0,No Failure
-2676,L49855,L,299.7,309.3,1574,35.8,6,0,No Failure
-2677,L49856,L,299.7,309.3,1592,34.2,8,0,No Failure
-2678,L49857,L,299.8,309.5,1495,39.6,10,0,No Failure
-2679,L49858,L,299.8,309.6,1447,43.1,12,0,No Failure
-2680,L49859,L,299.8,309.5,1476,44.4,14,0,No Failure
-2681,L49860,L,299.8,309.5,1641,27.1,16,0,No Failure
-2682,L49861,L,299.8,309.5,1545,32.2,18,0,No Failure
-2683,M17542,M,299.9,309.6,1364,44.4,20,0,No Failure
-2684,L49863,L,299.8,309.5,1590,28.5,23,0,No Failure
-2685,L49864,L,299.8,309.4,1460,37.4,25,0,No Failure
-2686,L49865,L,299.8,309.4,1609,32.5,27,0,No Failure
-2687,L49866,L,299.8,309.4,1633,27.5,29,0,No Failure
-2688,L49867,L,299.9,309.4,1348,52.8,31,0,No Failure
-2689,L49868,L,299.9,309.4,1322,53.9,33,0,No Failure
-2690,L49869,L,300,309.5,1641,30.1,35,0,No Failure
-2691,L49870,L,300,309.5,1728,26,37,0,No Failure
-2692,L49871,L,300,309.6,1431,47.7,39,0,No Failure
-2693,L49872,L,300.1,309.7,1641,30.4,41,0,No Failure
-2694,M17553,M,300.1,309.6,1622,36.1,43,0,No Failure
-2695,M17554,M,300.1,309.6,1625,38,46,0,No Failure
-2696,L49875,L,300,309.5,1869,22.7,49,0,No Failure
-2697,L49876,L,300,309.6,1452,46,51,0,No Failure
-2698,L49877,L,300,309.6,1618,28.7,53,0,No Failure
-2699,L49878,L,300,309.4,2010,20,55,0,No Failure
-2700,L49879,L,299.9,309.4,1363,60.9,57,0,No Failure
-2701,L49880,L,299.9,309.3,1473,40.4,59,0,No Failure
-2702,L49881,L,299.9,309.2,1333,50.8,61,0,No Failure
-2703,L49882,L,299.8,309.2,1760,25.9,63,0,No Failure
-2704,M17563,M,299.8,309.2,1372,58.2,65,0,No Failure
-2705,M17564,M,299.7,309.2,1608,34.4,68,0,No Failure
-2706,L49885,L,299.7,309.2,1326,64.8,71,0,No Failure
-2707,M17566,M,299.6,309.1,1560,37.1,73,0,No Failure
-2708,M17567,M,299.6,309,1539,36.1,76,0,No Failure
-2709,L49888,L,299.6,309.1,2266,15.3,79,0,No Failure
-2710,L49889,L,299.6,309.1,1641,35.8,81,0,No Failure
-2711,L49890,L,299.6,309.1,1574,39.2,83,0,No Failure
-2712,L49891,L,299.6,309.1,1407,50.6,85,0,No Failure
-2713,H32126,H,299.7,309.2,1302,55.5,87,0,No Failure
-2714,M17573,M,299.6,309.2,1651,30.8,92,0,No Failure
-2715,M17574,M,299.6,309.1,1366,55.2,95,0,No Failure
-2716,M17575,M,299.5,309,1701,28.6,98,0,No Failure
-2717,L49896,L,299.5,309,1498,44.6,101,0,No Failure
-2718,M17577,M,299.5,309.1,1422,45.3,103,0,No Failure
-2719,L49898,L,299.5,309.1,1357,47.3,106,0,No Failure
-2720,L49899,L,299.5,309.2,1690,29.2,108,0,No Failure
-2721,L49900,L,299.6,309.2,1559,39.1,110,0,No Failure
-2722,M17581,M,299.6,309.3,1553,32.4,112,0,No Failure
-2723,L49902,L,299.6,309.3,1558,34.8,115,0,No Failure
-2724,L49903,L,299.7,309.4,1362,51.9,117,0,No Failure
-2725,M17584,M,299.8,309.3,1470,42.7,119,0,No Failure
-2726,L49905,L,299.8,309.4,1555,34.8,122,0,No Failure
-2727,M17586,M,299.8,309.4,1423,42.9,124,0,No Failure
-2728,L49907,L,299.7,309.3,1434,38.5,127,0,No Failure
-2729,L49908,L,299.7,309.3,1779,25.5,129,0,No Failure
-2730,L49909,L,299.7,309.3,1417,54.6,131,0,No Failure
-2731,L49910,L,299.6,309.2,1425,45.9,133,0,No Failure
-2732,M17591,M,299.7,309.2,1597,32.9,135,0,No Failure
-2733,L49912,L,299.7,309.2,1346,57.4,138,0,No Failure
-2734,L49913,L,299.7,309.2,1422,40.4,140,0,No Failure
-2735,H32148,H,299.7,309.2,1572,32.8,142,0,No Failure
-2736,L49915,L,299.7,309.2,1412,45.4,147,0,No Failure
-2737,M17596,M,299.7,309.1,1576,36.4,149,0,No Failure
-2738,M17597,M,299.7,309.1,1508,41.2,152,0,No Failure
-2739,M17598,M,299.8,309.1,1496,44.4,155,0,No Failure
-2740,L49919,L,299.8,309.2,1572,35.4,158,0,No Failure
-2741,L49920,L,299.6,309,1525,42.8,160,0,No Failure
-2742,L49921,L,299.6,309,1378,51.9,162,0,No Failure
-2743,L49922,L,299.6,309.1,1369,51.4,164,0,No Failure
-2744,L49923,L,299.6,309.1,1476,45.3,166,0,No Failure
-2745,L49924,L,299.7,309.2,1620,30,168,0,No Failure
-2746,M17605,M,299.7,309.1,1603,38.5,170,0,No Failure
-2747,L49926,L,299.7,309.2,1411,46.1,173,0,No Failure
-2748,L49927,L,299.7,309.2,1616,31.6,175,0,No Failure
-2749,L49928,L,299.7,309.2,1631,35.1,177,0,No Failure
-2750,M17609,M,299.7,309.2,1685,28.9,179,1,No Failure
-2751,H32164,H,299.7,309.2,1456,40.6,182,0,No Failure
-2752,L49931,L,299.7,309.1,1417,50.1,187,0,No Failure
-2753,M17612,M,299.7,309.1,1851,24.7,189,0,No Failure
-2754,L49933,L,299.7,309.1,1715,27.8,192,0,No Failure
-2755,H32168,H,299.6,309.1,1630,32.3,194,0,No Failure
-2756,L49935,L,299.7,309.2,1478,38.8,199,0,No Failure
-2757,L49936,L,299.7,309.2,1781,29.6,201,0,No Failure
-2758,L49937,L,299.8,309.2,1439,36.1,203,0,No Failure
-2759,M17618,M,299.7,309.2,1412,45.3,205,0,No Failure
-2760,L49939,L,299.7,309.1,1483,41.1,208,0,No Failure
-2761,L49940,L,299.8,309.2,1400,42.6,210,0,No Failure
-2762,L49941,L,299.8,309.3,1299,65.1,212,1,Overstrain Failure
-2763,L49942,L,299.8,309.2,1479,44.4,214,0,No Failure
-2764,L49943,L,299.8,309.2,1491,47.5,216,0,No Failure
-2765,M17624,M,299.9,309.3,1389,52.8,0,0,No Failure
-2766,M17625,M,299.9,309.4,1399,54.8,3,0,No Failure
-2767,M17626,M,299.9,309.4,1889,26,6,0,No Failure
-2768,L49947,L,300,309.5,1925,21.9,9,0,No Failure
-2769,L49948,L,300,309.5,1675,30.2,11,0,No Failure
-2770,M17629,M,300,309.6,1477,38.1,13,0,No Failure
-2771,L49950,L,300,309.6,1364,45.9,16,0,No Failure
-2772,L49951,L,299.9,309.5,1451,39.4,18,0,No Failure
-2773,L49952,L,299.9,309.4,1467,41.2,20,0,No Failure
-2774,L49953,L,299.9,309.4,1858,22.5,22,0,No Failure
-2775,L49954,L,300.1,309.4,1559,39.7,24,0,No Failure
-2776,L49955,L,300.1,309.4,1560,47.7,26,0,No Failure
-2777,L49956,L,300.1,309.4,1453,47.6,28,0,No Failure
-2778,L49957,L,300.1,309.4,1464,41.7,30,0,No Failure
-2779,L49958,L,300,309.4,1308,50.2,32,0,No Failure
-2780,L49959,L,300.1,309.5,1353,50.9,34,0,No Failure
-2781,M17640,M,300.2,309.6,1556,35.8,36,0,No Failure
-2782,L49961,L,300.2,309.5,2183,17.8,39,0,No Failure
-2783,M17642,M,300.2,309.6,1491,41.8,41,0,No Failure
-2784,M17643,M,300.2,309.6,1528,35.1,44,0,No Failure
-2785,L49964,L,300.2,309.6,1430,52.7,47,0,No Failure
-2786,L49965,L,300.2,309.5,1495,32.6,49,0,No Failure
-2787,M17646,M,300.2,309.5,1630,28.3,51,0,No Failure
-2788,M17647,M,300.3,309.6,1524,38.4,54,0,No Failure
-2789,L49968,L,300.3,309.6,1326,52.4,57,0,No Failure
-2790,H32203,H,300.3,309.5,1438,44,59,0,No Failure
-2791,L49970,L,300.4,309.6,1356,45.9,64,0,No Failure
-2792,H32205,H,300.4,309.6,1416,43.3,66,0,No Failure
-2793,L49972,L,300.4,309.7,1584,32.6,71,0,No Failure
-2794,L49973,L,300.3,309.6,1597,31.8,73,0,No Failure
-2795,L49974,L,300.4,309.6,1553,43.9,75,0,No Failure
-2796,M17655,M,300.3,309.5,1405,49.4,77,0,No Failure
-2797,L49976,L,300.2,309.5,1539,35.3,80,0,No Failure
-2798,M17657,M,300.3,309.6,1398,53.7,82,0,No Failure
-2799,L49978,L,300.3,309.6,1568,39.6,85,0,No Failure
-2800,L49979,L,300.3,309.6,1404,44.6,87,0,No Failure
-2801,M17660,M,300.2,309.5,1500,45.7,89,0,No Failure
-2802,M17661,M,300.2,309.5,1642,28.8,92,0,No Failure
-2803,M17662,M,300.3,309.6,1509,46.6,95,0,No Failure
-2804,L49983,L,300.2,309.5,1343,50.2,98,0,No Failure
-2805,L49984,L,300.1,309.5,1450,40.1,100,0,No Failure
-2806,L49985,L,300,309.4,1460,43.5,102,0,No Failure
-2807,L49986,L,300,309.3,1364,41.2,104,0,No Failure
-2808,M17667,M,299.9,309.3,1452,41.9,106,0,No Failure
-2809,L49988,L,299.9,309.3,1471,41.8,109,0,No Failure
-2810,L49989,L,299.9,309.2,1598,34.6,111,0,No Failure
-2811,L49990,L,299.8,309.1,1772,24.8,113,0,No Failure
-2812,L49991,L,299.9,309.2,1761,25.6,115,0,No Failure
-2813,M17672,M,300,309.3,1413,40.7,117,0,No Failure
-2814,L49993,L,300,309.3,1887,22.6,120,0,No Failure
-2815,L49994,L,300,309.3,1395,56.5,122,0,No Failure
-2816,M17675,M,300.1,309.4,1569,31.6,124,0,No Failure
-2817,L49996,L,300.1,309.4,1434,47.3,127,0,No Failure
-2818,L49997,L,300.2,309.5,1417,41.1,129,0,No Failure
-2819,L49998,L,300.2,309.5,1729,28.4,131,0,No Failure
-2820,L49999,L,300.2,309.5,1356,51.1,133,0,No Failure
-2821,L50000,L,300.2,309.5,1436,48.8,135,0,No Failure
-2822,M17681,M,300.3,309.6,1419,42.5,137,0,No Failure
-2823,L50002,L,300.3,309.6,1593,38.1,140,0,No Failure
-2824,M17683,M,300.3,309.5,1320,62.2,142,0,No Failure
-2825,M17684,M,300.3,309.5,1448,42.4,145,0,No Failure
-2826,L50005,L,300.3,309.4,1470,33.5,148,0,No Failure
-2827,M17686,M,300.3,309.4,1612,33.1,150,0,No Failure
-2828,L50007,L,300.4,309.4,1412,51.6,153,0,No Failure
-2829,M17688,M,300.4,309.4,1875,23.9,155,0,No Failure
-2830,L50009,L,300.3,309.3,1612,36,158,0,No Failure
-2831,M17690,M,300.4,309.3,1411,41.6,160,0,No Failure
-2832,M17691,M,300.3,309.2,1490,47.9,163,0,No Failure
-2833,M17692,M,300.4,309.3,1467,40.3,166,0,No Failure
-2834,L50013,L,300.3,309.2,1807,26.4,169,0,No Failure
-2835,L50014,L,300.3,309.1,1368,46,171,0,No Failure
-2836,L50015,L,300.3,309.2,1572,32,173,0,No Failure
-2837,M17696,M,300.3,309.1,1458,44.3,175,0,No Failure
-2838,L50017,L,300.3,309.1,1699,30.3,178,0,No Failure
-2839,L50018,L,300.3,309.3,1478,39.5,180,0,No Failure
-2840,M17699,M,300.4,309.4,1362,42.1,182,0,No Failure
-2841,H32254,H,300.4,309.4,1487,38.9,185,0,No Failure
-2842,L50021,L,300.3,309.4,1705,29.4,190,0,No Failure
-2843,L50022,L,300.3,309.3,1345,53.5,192,0,No Failure
-2844,L50023,L,300.3,309.2,1532,40.2,194,0,No Failure
-2845,L50024,L,300.3,309.2,1650,35.2,196,0,No Failure
-2846,L50025,L,300.3,309.2,1398,54.4,198,0,No Failure
-2847,L50026,L,300.3,309.2,1412,44.8,200,0,No Failure
-2848,L50027,L,300.4,309.3,1525,39.6,202,0,No Failure
-2849,M17708,M,300.3,309.3,1391,57.9,204,0,No Failure
-2850,L50029,L,300.4,309.3,1766,28.2,207,0,No Failure
-2851,L50030,L,300.4,309.3,1671,35,209,0,No Failure
-2852,L50031,L,300.5,309.3,1373,48.8,211,0,No Failure
-2853,M17712,M,300.5,309.4,1347,50.1,213,0,No Failure
-2854,M17713,M,300.5,309.3,1539,39.1,216,0,No Failure
-2855,L50034,L,300.5,309.3,1470,40.8,219,0,No Failure
-2856,L50035,L,300.5,309.3,1528,37,221,0,No Failure
-2857,H32270,H,300.5,309.3,1471,45.2,223,0,No Failure
-2858,M17717,M,300.4,309.2,1528,37.2,228,0,No Failure
-2859,L50038,L,300.5,309.3,1417,51.5,231,1,Overstrain Failure
-2860,L50039,L,300.6,309.4,1549,43.4,233,0,No Failure
-2861,H32274,H,300.6,309.4,1463,49.2,235,0,No Failure
-2862,L50041,L,300.7,309.5,1479,43.6,240,0,No Failure
-2863,L50042,L,300.6,309.5,1867,23,242,0,No Failure
-2864,L50043,L,300.6,309.4,1471,44.1,244,0,No Failure
-2865,H32278,H,300.6,309.4,1380,47.6,246,1,Tool Wear Failure
-2866,H32279,H,300.7,309.7,1623,32.7,0,0,No Failure
-2867,L50046,L,300.8,309.7,1997,20.7,5,0,No Failure
-2868,H32281,H,300.7,309.6,1390,48.5,7,0,No Failure
-2869,L50048,L,300.8,309.7,1418,46.6,12,0,No Failure
-2870,L50049,L,300.8,309.7,1519,35.8,14,0,No Failure
-2871,M17730,M,300.8,309.7,1519,39.7,16,0,No Failure
-2872,M17731,M,300.7,309.6,1536,37.2,19,0,No Failure
-2873,L50052,L,300.8,309.6,1680,28.7,22,0,No Failure
-2874,H32287,H,300.6,309.4,1555,37.9,24,0,No Failure
-2875,L50054,L,300.6,309.5,1471,49.6,29,0,No Failure
-2876,M17735,M,300.5,309.4,1877,23.8,31,0,No Failure
-2877,M17736,M,300.5,309.3,1578,30.5,34,0,No Failure
-2878,M17737,M,300.5,309.4,1655,32.1,37,0,No Failure
-2879,H32292,H,300.5,309.4,1502,34.3,40,0,No Failure
-2880,M17739,M,300.6,309.4,1367,63.2,45,1,Power Failure
-2881,L50060,L,300.7,309.5,1541,37.2,48,0,No Failure
-2882,M17741,M,300.6,309.6,1588,37,50,0,No Failure
-2883,L50062,L,300.6,309.6,1684,32.8,53,0,No Failure
-2884,L50063,L,300.6,309.5,1437,40,55,0,No Failure
-2885,L50064,L,300.6,309.6,1409,42.4,57,0,No Failure
-2886,M17745,M,300.5,309.5,1320,49.9,59,0,No Failure
-2887,H32300,H,300.5,309.5,1635,34.2,62,0,No Failure
-2888,M17747,M,300.5,309.5,1691,27.6,67,0,No Failure
-2889,M17748,M,300.6,309.6,1365,50,70,0,No Failure
-2890,M17749,M,300.7,309.7,1523,38.2,73,0,No Failure
-2891,L50070,L,300.6,309.7,1593,32.4,76,0,No Failure
-2892,L50071,L,300.6,309.6,1682,30.7,78,0,No Failure
-2893,L50072,L,300.7,309.6,1329,54.3,80,0,No Failure
-2894,M17753,M,300.7,309.6,1568,35.2,82,0,No Failure
-2895,L50074,L,300.7,309.6,1733,24.8,85,0,No Failure
-2896,M17755,M,300.7,309.6,1473,48.1,87,0,No Failure
-2897,M17756,M,300.7,309.5,1633,31.3,90,0,No Failure
-2898,M17757,M,300.6,309.5,1530,40.2,93,0,No Failure
-2899,M17758,M,300.6,309.5,1550,40.2,96,0,No Failure
-2900,L50079,L,300.6,309.4,1410,40.6,99,0,No Failure
-2901,L50080,L,300.5,309.3,1574,33.5,101,0,No Failure
-2902,L50081,L,300.6,309.4,1425,40.3,103,0,No Failure
-2903,M17762,M,300.6,309.4,1541,35.2,105,0,No Failure
-2904,M17763,M,300.7,309.5,1733,26.7,108,0,No Failure
-2905,L50084,L,300.6,309.4,2496,13.5,111,0,No Failure
-2906,L50085,L,300.6,309.4,1552,36.4,113,0,No Failure
-2907,L50086,L,300.6,309.3,1409,38.7,115,0,No Failure
-2908,M17767,M,300.6,309.4,1581,35.7,117,0,No Failure
-2909,L50088,L,300.7,309.5,1251,59.9,120,0,No Failure
-2910,L50089,L,300.7,309.6,1500,44.1,122,0,No Failure
-2911,L50090,L,300.6,309.5,1576,38.8,124,0,No Failure
-2912,M17771,M,300.7,309.5,1352,44,126,0,No Failure
-2913,L50092,L,300.7,309.6,1661,30.3,129,0,No Failure
-2914,L50093,L,300.7,309.6,1541,34.6,131,0,No Failure
-2915,H32328,H,300.6,309.6,1888,20.5,133,0,No Failure
-2916,L50095,L,300.5,309.5,1255,62.1,138,0,No Failure
-2917,L50096,L,300.6,309.6,1411,41.6,140,0,No Failure
-2918,L50097,L,300.6,309.5,1516,39,142,0,No Failure
-2919,M17778,M,300.6,309.5,1492,34,144,0,No Failure
-2920,L50099,L,300.6,309.6,1726,30,147,0,No Failure
-2921,L50100,L,300.7,309.7,1598,33.7,149,0,No Failure
-2922,L50101,L,300.8,309.8,1657,31.1,151,0,No Failure
-2923,L50102,L,300.8,309.7,1481,38.1,153,0,No Failure
-2924,M17783,M,300.7,309.7,1397,51.3,155,0,No Failure
-2925,L50104,L,300.8,309.7,1461,44.3,158,0,No Failure
-2926,M17785,M,300.7,309.6,1388,51.1,160,0,No Failure
-2927,L50106,L,300.7,309.7,1507,52.4,163,0,No Failure
-2928,M17787,M,300.7,309.6,1421,49.8,165,0,No Failure
-2929,M17788,M,300.8,309.7,1258,54.9,168,0,No Failure
-2930,M17789,M,300.8,309.7,1482,39,171,0,No Failure
-2931,H32344,H,300.7,309.6,1403,51.3,174,0,No Failure
-2932,L50111,L,300.8,309.7,1373,45.4,179,0,No Failure
-2933,L50112,L,300.9,309.7,1460,42.1,181,0,No Failure
-2934,M17793,M,300.8,309.7,1751,27.9,183,0,No Failure
-2935,M17794,M,300.8,309.6,1546,42.3,186,0,No Failure
-2936,M17795,M,300.8,309.7,1680,28.2,189,0,No Failure
-2937,M17796,M,300.9,309.7,1394,48.8,192,0,No Failure
-2938,L50117,L,300.7,309.6,1810,26,195,0,No Failure
-2939,L50118,L,300.7,309.5,1479,34.5,197,0,No Failure
-2940,L50119,L,300.9,309.7,1431,41.4,199,0,No Failure
-2941,L50120,L,300.9,309.7,2355,14.4,201,0,No Failure
-2942,M17801,M,300.7,309.6,1996,19.8,203,1,Tool Wear Failure
-2943,L50122,L,300.7,309.5,1461,49.9,0,0,No Failure
-2944,H32357,H,300.7,309.5,2007,19.7,2,0,No Failure
-2945,L50124,L,300.7,309.6,1505,34.9,7,0,No Failure
-2946,H32359,H,300.7,309.6,1925,20.5,9,0,No Failure
-2947,M17806,M,300.7,309.5,1622,30.5,14,0,No Failure
-2948,L50127,L,300.7,309.5,1592,29,17,0,No Failure
-2949,L50128,L,300.7,309.5,1850,24.5,19,0,No Failure
-2950,M17809,M,300.7,309.5,1470,48.7,21,0,No Failure
-2951,M17810,M,300.7,309.5,1445,46.4,24,0,No Failure
-2952,L50131,L,300.7,309.5,1685,31.1,27,0,No Failure
-2953,H32366,H,300.7,309.5,1667,30.5,29,0,No Failure
-2954,L50133,L,300.7,309.5,1578,35.4,34,0,No Failure
-2955,H32368,H,300.6,309.4,1691,28,36,0,No Failure
-2956,M17815,M,300.7,309.5,1439,43.8,41,0,No Failure
-2957,M17816,M,300.8,309.6,1404,38.7,44,0,No Failure
-2958,L50137,L,300.8,309.6,1498,45.8,47,0,No Failure
-2959,M17818,M,300.8,309.5,1481,44.5,49,0,No Failure
-2960,M17819,M,300.7,309.4,1589,35,52,0,No Failure
-2961,L50140,L,300.7,309.5,1467,44.3,55,0,No Failure
-2962,L50141,L,300.6,309.4,1654,32.8,57,0,No Failure
-2963,L50142,L,300.7,309.5,1508,39.9,59,0,No Failure
-2964,M17823,M,300.7,309.6,1439,43,61,0,No Failure
-2965,L50144,L,300.7,309.5,1692,30.3,64,0,No Failure
-2966,M17825,M,300.7,309.5,1838,24.9,66,0,No Failure
-2967,L50146,L,300.6,309.3,1601,40.2,69,0,No Failure
-2968,L50147,L,300.6,309.4,1369,51.6,71,0,No Failure
-2969,M17828,M,300.6,309.4,1312,45.2,73,0,No Failure
-2970,L50149,L,300.6,309.4,1468,44.1,76,0,No Failure
-2971,M17830,M,300.6,309.4,1452,39.4,78,0,No Failure
-2972,M17831,M,300.7,309.5,1393,43.9,81,0,No Failure
-2973,M17832,M,300.6,309.4,1432,44.2,84,0,No Failure
-2974,M17833,M,300.6,309.3,1510,46,87,0,No Failure
-2975,M17834,M,300.6,309.4,1521,37.2,90,0,No Failure
-2976,H32389,H,300.5,309.4,1360,46.2,93,0,No Failure
-2977,M17836,M,300.5,309.3,1881,25.5,98,0,No Failure
-2978,L50157,L,300.4,309.3,1413,50.3,101,0,No Failure
-2979,H32392,H,300.5,309.4,1642,36.2,103,0,No Failure
-2980,L50159,L,300.5,309.5,1542,38.5,108,0,No Failure
-2981,L50160,L,300.4,309.5,1447,39.3,110,0,No Failure
-2982,H32395,H,300.4,309.4,1530,40.4,112,0,No Failure
-2983,L50162,L,300.5,309.5,1795,27.7,117,0,No Failure
-2984,L50163,L,300.6,309.6,1290,57.4,119,0,No Failure
-2985,L50164,L,300.6,309.7,1639,30.4,121,0,No Failure
-2986,L50165,L,300.7,309.8,1596,31.5,123,0,No Failure
-2987,L50166,L,300.6,309.8,1455,48,125,0,No Failure
-2988,M17847,M,300.6,309.8,1659,28.9,127,0,No Failure
-2989,M17848,M,300.6,309.8,1532,42.5,130,0,No Failure
-2990,L50169,L,300.6,309.8,1502,42.4,133,0,No Failure
-2991,L50170,L,300.6,309.8,1688,28.6,135,0,No Failure
-2992,M17851,M,300.5,309.7,1341,50.9,137,0,No Failure
-2993,M17852,M,300.5,309.7,1685,29.4,140,0,No Failure
-2994,M17853,M,300.5,309.8,1370,55.9,143,0,No Failure
-2995,L50174,L,300.5,309.8,1461,52.5,146,0,No Failure
-2996,L50175,L,300.5,309.8,1550,37.4,148,0,No Failure
-2997,M17856,M,300.5,309.8,1508,37.8,150,0,No Failure
-2998,L50177,L,300.5,309.8,1345,62.7,153,0,No Failure
-2999,L50178,L,300.5,309.7,1616,34.5,155,0,No Failure
-3000,L50179,L,300.5,309.7,1395,61,157,0,No Failure
-3001,H32414,H,300.5,309.8,1324,72.8,159,1,Power Failure
-3002,L50181,L,300.5,309.8,1445,43.9,164,0,No Failure
-3003,M17862,M,300.5,309.8,1555,38.9,166,0,No Failure
-3004,M17863,M,300.6,309.9,1449,42.4,169,0,No Failure
-3005,M17864,M,300.5,309.9,1466,53.2,172,0,No Failure
-3006,L50185,L,300.5,309.9,1503,37.4,175,0,No Failure
-3007,L50186,L,300.4,309.7,1488,35.7,177,0,No Failure
-3008,L50187,L,300.4,309.7,1314,50.2,179,0,No Failure
-3009,M17868,M,300.4,309.7,1547,38,181,0,No Failure
-3010,M17869,M,300.4,309.7,1466,39.8,184,0,No Failure
-3011,L50190,L,300.3,309.6,1537,37.1,187,0,No Failure
-3012,M17871,M,300.2,309.5,1434,51.5,189,0,No Failure
-3013,L50192,L,300.4,309.6,1432,44.7,192,0,No Failure
-3014,L50193,L,300.5,309.6,1390,48.4,194,0,No Failure
-3015,L50194,L,300.5,309.7,1580,42.8,196,0,No Failure
-3016,L50195,L,300.5,309.7,1589,30.5,198,0,No Failure
-3017,L50196,L,300.5,309.8,1441,48.8,200,0,No Failure
-3018,L50197,L,300.5,309.8,1305,51.7,202,0,No Failure
-3019,M17878,M,300.5,309.8,1566,35.9,204,0,No Failure
-3020,L50199,L,300.5,309.8,1379,54.2,207,1,Overstrain Failure
-3021,L50200,L,300.4,309.6,1543,38.1,209,0,No Failure
-3022,L50201,L,300.5,309.8,1421,49.6,211,0,No Failure
-3023,L50202,L,300.5,309.6,1760,30.6,213,0,No Failure
-3024,L50203,L,300.4,309.5,1711,29.2,215,0,No Failure
-3025,L50204,L,300.5,309.6,1465,41.6,217,0,No Failure
-3026,L50205,L,300.5,309.6,1366,50.2,219,0,No Failure
-3027,M17886,M,300.4,309.5,1888,21.9,221,0,No Failure
-3028,L50207,L,300.5,309.5,1777,23.6,0,0,No Failure
-3029,L50208,L,300.5,309.5,1379,55.6,2,0,No Failure
-3030,L50209,L,300.4,309.5,1525,51.3,4,0,No Failure
-3031,M17890,M,300.4,309.6,1563,34,6,0,No Failure
-3032,M17891,M,300.5,309.7,1389,43.3,9,0,No Failure
-3033,M17892,M,300.6,309.8,1447,42.9,12,0,No Failure
-3034,M17893,M,300.6,309.7,1934,22.8,15,0,No Failure
-3035,H32448,H,300.6,309.7,1470,43.8,18,0,No Failure
-3036,M17895,M,300.6,309.7,1428,42.6,23,0,No Failure
-3037,L50216,L,300.4,309.6,1319,48.1,26,0,No Failure
-3038,L50217,L,300.5,309.7,1887,24.3,28,0,No Failure
-3039,L50218,L,300.4,309.5,1349,50.4,30,0,No Failure
-3040,M17899,M,300.3,309.5,1665,31.4,32,0,No Failure
-3041,L50220,L,300.3,309.5,1474,38.7,35,0,No Failure
-3042,L50221,L,300.4,309.5,1543,38.9,37,0,No Failure
-3043,M17902,M,300.2,309.4,1459,43.9,39,0,No Failure
-3044,L50223,L,300.3,309.5,1551,37.9,42,0,No Failure
-3045,L50224,L,300.2,309.4,1981,21.4,44,0,No Failure
-3046,L50225,L,300.2,309.4,1526,35.3,46,0,No Failure
-3047,M17906,M,300.2,309.4,1501,40,48,0,No Failure
-3048,L50227,L,300.2,309.4,1558,38.3,51,0,No Failure
-3049,L50228,L,300.2,309.3,1532,43.2,53,0,No Failure
-3050,L50229,L,300.1,309.2,1326,55.9,55,0,No Failure
-3051,L50230,L,300.2,309.2,1431,51.3,57,0,No Failure
-3052,L50231,L,300.2,309.3,1366,49.3,59,0,No Failure
-3053,L50232,L,300.1,309.2,1421,42.5,61,0,No Failure
-3054,H32467,H,300.2,309.3,1506,35.6,63,0,No Failure
-3055,H32468,H,300.2,309.3,1342,48.7,68,0,No Failure
-3056,L50235,L,300.1,309.2,1427,37.6,73,0,No Failure
-3057,L50236,L,300.2,309.2,1667,29.9,75,0,No Failure
-3058,L50237,L,300.1,309.1,1400,46.7,77,0,No Failure
-3059,L50238,L,300,309,1709,32.1,79,0,No Failure
-3060,M17919,M,300,309,1368,45.8,81,0,No Failure
-3061,L50240,L,300,309.1,1882,23.8,84,0,No Failure
-3062,L50241,L,300.1,309.1,1353,58.7,86,0,No Failure
-3063,L50242,L,299.9,309,1553,40,88,0,No Failure
-3064,L50243,L,300,309.1,1431,45.4,90,0,No Failure
-3065,M17924,M,300.1,309.1,1731,30.4,92,0,No Failure
-3066,M17925,M,300.1,309.2,1687,27.7,95,0,Random Failures
-3067,M17926,M,300.1,309.2,1457,44.3,98,0,No Failure
-3068,L50247,L,300.1,309.2,1533,37,101,0,No Failure
-3069,H32482,H,300,309,1622,31.8,103,0,No Failure
-3070,L50249,L,300,309.1,1791,28.2,108,0,No Failure
-3071,L50250,L,300,309.1,1631,28.3,110,0,No Failure
-3072,L50251,L,300,309,2174,16.9,112,0,No Failure
-3073,L50252,L,300.1,309,1314,58.2,114,0,No Failure
-3074,L50253,L,300.1,309.1,1478,46.9,116,0,No Failure
-3075,L50254,L,300.1,309.2,1783,27.3,118,0,No Failure
-3076,M17935,M,300.1,309.2,1385,46.1,120,0,No Failure
-3077,L50256,L,300,309.2,1444,43.6,123,0,No Failure
-3078,L50257,L,300.1,309.3,1841,23,125,0,No Failure
-3079,M17938,M,300.1,309.4,1349,56.2,127,0,No Failure
-3080,L50259,L,300.1,309.3,1340,56,130,0,No Failure
-3081,M17940,M,299.9,309.2,1539,43.2,132,0,No Failure
-3082,M17941,M,300,309.3,1932,21.8,135,0,No Failure
-3083,M17942,M,300,309.3,1407,43.9,138,0,No Failure
-3084,L50263,L,300.1,309.3,1712,28.5,141,0,No Failure
-3085,H32498,H,300.1,309.4,1329,55.2,143,0,No Failure
-3086,L50265,L,300.1,309.2,1441,42.9,148,0,No Failure
-3087,L50266,L,300,309.2,1610,32.1,150,0,No Failure
-3088,M17947,M,300,309.1,1474,45.2,152,0,No Failure
-3089,M17948,M,300,309.1,1624,30.8,155,0,No Failure
-3090,H32503,H,300.1,309.3,1520,38.2,158,0,No Failure
-3091,H32504,H,300.1,309.3,1448,45.8,163,0,No Failure
-3092,L50271,L,300,309.3,1558,29.7,168,0,No Failure
-3093,M17952,M,300,309.3,2293,16.3,170,0,No Failure
-3094,L50273,L,300,309.3,1397,51.2,173,0,No Failure
-3095,L50274,L,300,309.3,1972,22,175,0,No Failure
-3096,M17955,M,299.9,309.2,1574,36.5,177,0,No Failure
-3097,L50276,L,299.9,309.2,1560,38.9,180,0,No Failure
-3098,M17957,M,299.9,309.2,1353,49.8,182,0,No Failure
-3099,M17958,M,299.9,309.2,1389,51.2,185,0,No Failure
-3100,M17959,M,299.9,309.1,1513,43.8,188,0,No Failure
-3101,L50280,L,299.8,309.1,1578,42.1,191,0,No Failure
-3102,H32515,H,299.8,309,1467,37.3,193,0,No Failure
-3103,L50282,L,299.9,309.1,1412,48.3,198,0,No Failure
-3104,L50283,L,299.8,309.1,1668,30.3,200,0,No Failure
-3105,M17964,M,299.8,309.2,1678,29.8,202,0,No Failure
-3106,L50285,L,299.8,309.1,1612,35.4,205,0,No Failure
-3107,L50286,L,299.8,309.1,1485,39.9,207,0,No Failure
-3108,M17967,M,299.8,309.1,1456,39.4,209,0,No Failure
-3109,L50288,L,299.8,309.2,1504,38.7,212,0,No Failure
-3110,L50289,L,299.9,309.2,1491,44.3,214,0,No Failure
-3111,H32524,H,299.9,309.2,1525,33.2,0,0,No Failure
-3112,L50291,L,300,309.2,1759,27.9,5,0,No Failure
-3113,M17972,M,299.8,309.1,1355,56.7,7,0,No Failure
-3114,M17973,M,299.9,309.1,1345,56.8,10,0,No Failure
-3115,M17974,M,299.9,309.2,1683,30.5,13,0,No Failure
-3116,L50295,L,299.9,309.2,1658,34.8,16,0,No Failure
-3117,L50296,L,300,309.2,1566,34.4,18,0,No Failure
-3118,M17977,M,300.1,309.3,1469,43.9,20,0,No Failure
-3119,M17978,M,300.2,309.5,1458,46.9,23,0,No Failure
-3120,L50299,L,300.1,309.4,1858,23.6,26,0,No Failure
-3121,H32534,H,300.1,309.4,1563,40.8,28,0,No Failure
-3122,L50301,L,300.1,309.4,2141,17.9,33,0,No Failure
-3123,L50302,L,300,309.3,1473,46,35,0,No Failure
-3124,H32537,H,300,309.4,1498,38.5,37,0,No Failure
-3125,L50304,L,300.1,309.4,1568,39.7,42,0,No Failure
-3126,L50305,L,300.1,309.4,1694,27.4,44,0,No Failure
-3127,L50306,L,300,309.4,1499,35.7,46,0,No Failure
-3128,L50307,L,300,309.5,1717,28.3,48,0,No Failure
-3129,M17988,M,300.1,309.5,1462,42.8,50,0,No Failure
-3130,L50309,L,300.1,309.6,1642,34.5,53,0,No Failure
-3131,L50310,L,300.1,309.6,1760,25.4,55,0,No Failure
-3132,L50311,L,300.1,309.5,1660,32.7,57,0,No Failure
-3133,L50312,L,300.1,309.5,1557,40.6,59,0,No Failure
-3134,H32547,H,300.2,309.6,1442,49.2,61,0,No Failure
-3135,L50314,L,300.2,309.6,1359,51.5,66,0,No Failure
-3136,L50315,L,300.4,309.8,1342,52.5,68,0,No Failure
-3137,L50316,L,300.4,309.9,1435,54.8,70,0,No Failure
-3138,L50317,L,300.4,309.9,1567,36.5,72,0,No Failure
-3139,L50318,L,300.4,309.9,1376,43.5,74,0,No Failure
-3140,H32553,H,300.4,309.9,1513,38.7,76,0,No Failure
-3141,H32554,H,300.4,309.9,2563,12.8,81,1,Power Failure
-3142,L50321,L,300.5,310,1521,45.1,86,0,No Failure
-3143,L50322,L,300.6,310,1658,34.7,88,0,No Failure
-3144,H32557,H,300.6,310,1419,42.4,90,0,No Failure
-3145,M18004,M,300.6,310,1478,36.3,95,0,No Failure
-3146,M18005,M,300.5,310,1415,43.5,98,0,No Failure
-3147,M18006,M,300.5,309.9,1780,26.5,101,0,No Failure
-3148,M18007,M,300.4,309.7,1440,42.8,104,0,No Failure
-3149,H32562,H,300.4,309.8,1448,39.7,107,0,No Failure
-3150,H32563,H,300.4,309.7,1500,35.2,112,0,No Failure
-3151,L50330,L,300.4,309.8,1513,32.9,117,0,No Failure
-3152,L50331,L,300.5,309.8,1428,43.8,119,0,No Failure
-3153,M18012,M,300.5,309.8,1473,42.3,121,0,No Failure
-3154,M18013,M,300.5,309.9,1483,49.3,124,0,No Failure
-3155,L50334,L,300.4,309.7,1534,42.5,127,0,No Failure
-3156,L50335,L,300.5,309.8,1367,54,129,0,No Failure
-3157,L50336,L,300.4,309.7,1467,36.9,131,0,No Failure
-3158,M18017,M,300.4,309.7,1488,42.2,133,0,No Failure
-3159,L50338,L,300.4,309.7,1679,30.1,136,0,No Failure
-3160,H32573,H,300.4,309.8,1409,47.5,138,0,No Failure
-3161,M18020,M,300.4,309.7,1367,51.2,143,0,No Failure
-3162,L50341,L,300.4,309.8,1314,63.1,146,0,No Failure
-3163,L50342,L,300.5,309.9,1480,40,148,0,No Failure
-3164,L50343,L,300.4,309.8,1549,38.9,150,0,No Failure
-3165,L50344,L,300.4,309.7,1685,31.3,152,0,No Failure
-3166,L50345,L,300.4,309.6,1536,34.5,154,0,No Failure
-3167,M18026,M,300.4,309.7,1539,37.7,156,0,No Failure
-3168,L50347,L,300.4,309.7,1384,45.1,159,0,No Failure
-3169,M18028,M,300.4,309.6,1614,30.3,161,0,No Failure
-3170,M18029,M,300.4,309.6,1675,35.5,164,0,No Failure
-3171,M18030,M,300.4,309.7,1685,32.3,167,0,No Failure
-3172,L50351,L,300.4,309.6,1386,56.9,170,0,No Failure
-3173,M18032,M,300.3,309.6,1488,41.3,172,0,No Failure
-3174,L50353,L,300.3,309.6,1624,32.6,175,0,No Failure
-3175,L50354,L,300.3,309.6,1600,34.6,177,0,No Failure
-3176,L50355,L,300.3,309.6,1468,44.7,179,0,No Failure
-3177,L50356,L,300.3,309.6,1435,45.4,181,0,No Failure
-3178,M18037,M,300.2,309.5,1564,33.4,183,0,No Failure
-3179,M18038,M,300.2,309.4,1329,53.6,186,0,No Failure
-3180,L50359,L,300.1,309.3,1570,36.8,189,0,No Failure
-3181,M18040,M,300.2,309.4,1433,48.8,191,0,No Failure
-3182,L50361,L,300.2,309.4,1527,37,194,0,No Failure
-3183,M18042,M,300.1,309.3,1443,50.3,196,0,No Failure
-3184,L50363,L,300.1,309.3,1616,32,199,0,No Failure
-3185,L50364,L,300.1,309.3,1654,31,201,0,No Failure
-3186,L50365,L,300.1,309.3,1685,27.1,203,0,No Failure
-3187,M18046,M,300.2,309.4,1456,48.8,205,0,No Failure
-3188,M18047,M,300.2,309.4,1752,27.8,208,0,No Failure
-3189,M18048,M,300.1,309.2,1438,51,211,0,No Failure
-3190,L50369,L,300.1,309.1,1551,33.7,214,0,No Failure
-3191,L50370,L,300.1,309.2,1599,30.1,216,0,No Failure
-3192,M18051,M,300.1,309.2,1732,33.7,218,0,No Failure
-3193,M18052,M,300.1,309.2,1418,39.8,221,0,No Failure
-3194,L50373,L,300,309.1,1401,44.5,0,0,No Failure
-3195,L50374,L,300,309,1454,51.7,2,0,No Failure
-3196,M18055,M,300,309.2,1635,32.4,4,0,No Failure
-3197,L50376,L,300,309.1,1489,40.3,7,0,No Failure
-3198,L50377,L,300,309.1,1465,40.6,9,0,No Failure
-3199,M18058,M,300,309.1,1463,45.7,11,0,No Failure
-3200,H32613,H,300.1,309.1,1560,35.4,14,0,No Failure
-3201,M18060,M,300.1,309.2,1454,44.4,19,0,No Failure
-3202,L50381,L,300.2,309.1,1479,47,22,0,No Failure
-3203,L50382,L,300.2,309.2,1430,43.4,24,0,No Failure
-3204,M18063,M,300.1,309.1,1533,38,26,0,No Failure
-3205,L50384,L,300.1,309,1404,54.8,29,0,No Failure
-3206,M18065,M,300.1,308.9,1548,38.4,31,0,No Failure
-3207,M18066,M,300.1,309,1612,33,34,0,No Failure
-3208,M18067,M,300.2,309,1642,31.2,37,0,No Failure
-3209,M18068,M,300.2,309.1,1406,42.2,40,0,No Failure
-3210,L50389,L,300.3,309.2,1587,31.4,43,0,No Failure
-3211,M18070,M,300.3,309.2,1364,47.6,45,0,No Failure
-3212,L50391,L,300.3,309.2,1462,51.4,48,0,No Failure
-3213,L50392,L,300.3,309.2,1649,32.4,50,0,No Failure
-3214,L50393,L,300.4,309.2,1752,29,52,0,No Failure
-3215,H32628,H,300.4,309.3,1396,51.2,54,0,No Failure
-3216,M18075,M,300.5,309.4,2179,16.3,59,0,No Failure
-3217,L50396,L,300.5,309.5,1653,27.6,62,0,No Failure
-3218,L50397,L,300.6,309.5,2025,21.4,64,0,No Failure
-3219,L50398,L,300.6,309.6,1426,53.6,66,0,No Failure
-3220,M18079,M,300.6,309.6,1503,38.4,68,0,No Failure
-3221,M18080,M,300.7,309.6,1525,36.5,71,0,No Failure
-3222,L50401,L,300.6,309.6,1423,49.1,74,0,No Failure
-3223,M18082,M,300.7,309.7,1435,44.7,76,0,No Failure
-3224,H32637,H,300.6,309.5,1495,36.5,79,0,No Failure
-3225,M18084,M,300.6,309.5,1557,33.8,84,0,No Failure
-3226,L50405,L,300.6,309.4,1474,40.7,87,0,No Failure
-3227,L50406,L,300.5,309.3,1465,46,89,0,No Failure
-3228,M18087,M,300.5,309.3,1589,34.9,91,0,No Failure
-3229,L50408,L,300.5,309.3,1475,46.8,94,0,No Failure
-3230,L50409,L,300.6,309.4,1442,43.2,96,0,No Failure
-3231,L50410,L,300.6,309.4,1556,36,98,0,No Failure
-3232,L50411,L,300.7,309.3,1425,45.3,100,0,No Failure
-3233,L50412,L,300.7,309.3,1580,38.3,102,0,No Failure
-3234,H32647,H,300.8,309.4,1474,40.7,104,0,No Failure
-3235,L50414,L,300.8,309.4,1489,38.4,109,0,No Failure
-3236,L50415,L,300.8,309.4,1946,20.5,111,0,No Failure
-3237,M18096,M,300.8,309.4,1342,62.4,113,1,Heat Dissipation Failure
-3238,M18097,M,300.9,309.5,1758,26.8,116,0,No Failure
-3239,M18098,M,300.9,309.4,1724,25.6,119,0,No Failure
-3240,L50419,L,301,309.5,1430,48.5,122,0,No Failure
-3241,L50420,L,300.9,309.5,1612,35.2,124,0,No Failure
-3242,H32655,H,300.9,309.5,1469,43.4,126,0,No Failure
-3243,L50422,L,300.9,309.6,1384,42.4,131,0,No Failure
-3244,L50423,L,301,309.6,1724,28.1,133,0,No Failure
-3245,M18104,M,301,309.6,1397,48,135,0,No Failure
-3246,M18105,M,301,309.6,1588,32.7,138,0,No Failure
-3247,L50426,L,301,309.7,1468,42,141,0,No Failure
-3248,M18107,M,301,309.8,1594,31.1,143,0,No Failure
-3249,M18108,M,301,309.7,1511,39.3,146,0,No Failure
-3250,L50429,L,301.1,309.8,1493,38.9,149,0,No Failure
-3251,H32664,H,301.2,309.8,1709,27,151,0,No Failure
-3252,L50431,L,301.1,309.6,1501,36.1,156,0,No Failure
-3253,L50432,L,301.1,309.7,1668,30.8,158,0,No Failure
-3254,L50433,L,301.1,309.6,1502,48.9,160,0,No Failure
-3255,M18114,M,301,309.7,1288,58.4,162,0,No Failure
-3256,L50435,L,301,309.7,1491,42.9,165,0,No Failure
-3257,L50436,L,301.1,309.8,1519,39.6,167,0,No Failure
-3258,L50437,L,301.2,309.9,1984,19.7,169,0,No Failure
-3259,L50438,L,301.2,309.9,1643,32.9,171,0,No Failure
-3260,M18119,M,301.2,310,1625,31.6,173,0,No Failure
-3261,M18120,M,301.3,310,2068,17.8,176,0,No Failure
-3262,H32675,H,301.3,310.1,1469,39.7,179,0,No Failure
-3263,L50442,L,301.3,310.1,1558,36.3,184,0,No Failure
-3264,L50443,L,301.3,310,1344,54.8,186,0,No Failure
-3265,H32678,H,301.3,310.1,1455,44.1,188,0,No Failure
-3266,L50445,L,301.3,310.1,1355,53.6,193,0,No Failure
-3267,L50446,L,301.3,310.1,1269,56.8,195,1,Overstrain Failure
-3268,L50447,L,301.3,310,1550,41.5,197,0,No Failure
-3269,M18128,M,301.3,310.1,1525,37.8,199,0,No Failure
-3270,M18129,M,301.3,310,1696,32.4,202,0,No Failure
-3271,L50450,L,301.4,310.1,1937,21.8,205,0,No Failure
-3272,M18131,M,301.4,310,1689,32.1,207,0,No Failure
-3273,M18132,M,301.3,310,1593,30.8,210,0,No Failure
-3274,M18133,M,301.3,309.9,1565,36,213,0,No Failure
-3275,L50454,L,301.3,310,1665,31.4,0,0,No Failure
-3276,H32689,H,301.3,310,1532,36.3,2,0,No Failure
-3277,L50456,L,301.3,310,1438,40.9,7,0,No Failure
-3278,L50457,L,301.3,310.1,1531,41.6,9,0,No Failure
-3279,L50458,L,301.3,310,1506,40.8,11,0,No Failure
-3280,L50459,L,301.2,309.9,1382,52.4,13,0,No Failure
-3281,M18140,M,301.2,309.9,1456,50.8,15,0,No Failure
-3282,M18141,M,301.2,310,1445,45.6,18,0,No Failure
-3283,L50462,L,301.2,309.9,1515,40.9,21,0,No Failure
-3284,L50463,L,301.2,309.9,1449,45.5,23,0,No Failure
-3285,H32698,H,301.2,309.9,1362,50.7,25,0,No Failure
-3286,L50465,L,301.2,309.9,1687,29.7,30,0,No Failure
-3287,L50466,L,301.2,310,1618,37.6,32,0,No Failure
-3288,M18147,M,301.2,310.1,1558,32.6,34,0,No Failure
-3289,L50468,L,301.3,310.1,1662,31,37,0,No Failure
-3290,M18149,M,301.2,310.1,1295,56.6,39,0,No Failure
-3291,L50470,L,301.2,310.2,1385,42.3,42,0,No Failure
-3292,M18151,M,301.2,310.1,1479,45.5,44,0,No Failure
-3293,L50472,L,301.3,310.3,1400,44.3,47,0,No Failure
-3294,M18153,M,301.2,310.3,1357,54.5,49,0,No Failure
-3295,L50474,L,301.1,310.2,1657,34.1,52,0,No Failure
-3296,L50475,L,301.1,310.2,1496,43.4,54,0,No Failure
-3297,M18156,M,301.2,310.3,1379,43.2,56,0,No Failure
-3298,L50477,L,301.2,310.3,1548,38.6,59,0,No Failure
-3299,L50478,L,301.2,310.3,1499,38.1,61,0,No Failure
-3300,L50479,L,301.3,310.5,1390,45.8,63,0,No Failure
-3301,H32714,H,301.3,310.4,1538,38.4,65,0,No Failure
-3302,L50481,L,301.3,310.5,1365,47.7,70,0,No Failure
-3303,L50482,L,301.3,310.5,1503,48.6,72,0,No Failure
-3304,L50483,L,301.2,310.4,1390,49.9,74,0,No Failure
-3305,L50484,L,301.2,310.3,1497,45.7,76,0,No Failure
-3306,M18165,M,301.3,310.4,1577,48.3,78,0,No Failure
-3307,L50486,L,301.4,310.5,1432,54.3,81,0,No Failure
-3308,M18167,M,301.4,310.5,1563,39.9,83,0,No Failure
-3309,L50488,L,301.4,310.4,1433,43.4,86,0,No Failure
-3310,L50489,L,301.3,310.4,1384,50.1,88,0,No Failure
-3311,L50490,L,301.3,310.4,1346,46.7,90,0,No Failure
-3312,L50491,L,301.3,310.4,1459,44.7,92,0,No Failure
-3313,L50492,L,301.4,310.4,1639,28.9,94,0,No Failure
-3314,L50493,L,301.4,310.4,1737,31.9,96,0,No Failure
-3315,L50494,L,301.4,310.5,1489,43.5,98,0,No Failure
-3316,M18175,M,301.5,310.6,1492,43,100,0,No Failure
-3317,M18176,M,301.4,310.5,1217,60.6,103,0,No Failure
-3318,L50497,L,301.5,310.5,1636,28.7,106,0,No Failure
-3319,L50498,L,301.4,310.4,1436,49.7,108,0,No Failure
-3320,L50499,L,301.4,310.4,1689,30.6,110,0,No Failure
-3321,L50500,L,301.5,310.5,2289,16.4,112,0,No Failure
-3322,L50501,L,301.5,310.6,1522,41,114,0,No Failure
-3323,L50502,L,301.5,310.5,1351,52.9,116,0,No Failure
-3324,L50503,L,301.5,310.5,1589,36.7,118,0,No Failure
-3325,L50504,L,301.5,310.6,1578,34.1,120,0,No Failure
-3326,L50505,L,301.5,310.6,1587,33.7,122,0,No Failure
-3327,L50506,L,301.5,310.6,1962,20.2,124,0,No Failure
-3328,M18187,M,301.5,310.6,2432,14.2,126,0,No Failure
-3329,L50508,L,301.6,310.6,1418,43.9,129,0,No Failure
-3330,L50509,L,301.6,310.7,1683,29.7,131,0,No Failure
-3331,L50510,L,301.7,310.8,1385,50.7,133,0,No Failure
-3332,L50511,L,301.7,310.8,1559,44.5,135,0,No Failure
-3333,M18192,M,301.7,310.8,1671,31.6,137,0,No Failure
-3334,M18193,M,301.6,310.8,1343,49.5,140,0,No Failure
-3335,M18194,M,301.6,310.8,1548,34.2,143,0,No Failure
-3336,L50515,L,301.7,310.9,1705,31.2,146,0,No Failure
-3337,L50516,L,301.6,310.8,1535,35.4,148,0,No Failure
-3338,L50517,L,301.6,310.8,1564,34.1,150,0,No Failure
-3339,M18198,M,301.6,310.9,1510,40.9,152,0,No Failure
-3340,L50519,L,301.6,310.9,1492,45.2,155,0,No Failure
-3341,M18200,M,301.5,310.8,1452,44.1,157,0,No Failure
-3342,H32755,H,301.4,310.7,1329,52,160,0,No Failure
-3343,L50522,L,301.5,310.8,1382,52.4,165,0,No Failure
-3344,M18203,M,301.5,310.8,1628,36.4,167,0,No Failure
-3345,L50524,L,301.4,310.7,1706,27.9,170,0,No Failure
-3346,L50525,L,301.3,310.7,1594,34.1,172,0,No Failure
-3347,L50526,L,301.3,310.7,1761,24.3,174,0,No Failure
-3348,L50527,L,301.3,310.6,1529,41.8,176,0,No Failure
-3349,M18208,M,301.3,310.7,1532,40.7,178,0,No Failure
-3350,L50529,L,301.4,310.7,1673,27.8,181,0,No Failure
-3351,L50530,L,301.4,310.8,1285,62.6,183,1,Overstrain Failure
-3352,L50531,L,301.4,310.8,1680,31.4,185,0,No Failure
-3353,L50532,L,301.4,310.8,1610,34.6,187,0,No Failure
-3354,L50533,L,301.6,310.9,1632,31.6,189,0,No Failure
-3355,L50534,L,301.6,310.9,1559,40.2,191,0,No Failure
-3356,L50535,L,301.5,310.8,1367,49,193,0,No Failure
-3357,L50536,L,301.6,310.8,1355,57.8,195,1,Overstrain Failure
-3358,H32771,H,301.6,310.7,1414,51.7,197,0,No Failure
-3359,L50538,L,301.5,310.6,1522,36.6,202,0,No Failure
-3360,L50539,L,301.5,310.6,1525,41.9,204,0,No Failure
-3361,L50540,L,301.5,310.6,1394,46.5,206,0,No Failure
-3362,L50541,L,301.5,310.6,1519,40.7,208,0,No Failure
-3363,L50542,L,301.4,310.6,1445,43.9,210,0,No Failure
-3364,L50543,L,301.4,310.6,1555,43.3,212,0,No Failure
-3365,L50544,L,301.4,310.5,1633,39.5,0,0,No Failure
-3366,M18225,M,301.4,310.6,1630,30.3,2,0,No Failure
-3367,M18226,M,301.4,310.7,1692,32.3,5,0,No Failure
-3368,H32781,H,301.5,310.7,1790,26.2,8,0,No Failure
-3369,L50548,L,301.5,310.8,1350,58.5,13,0,No Failure
-3370,L50549,L,301.5,310.9,2760,8,15,1,Power Failure
-3371,L50550,L,301.4,310.7,1584,32.2,17,0,No Failure
-3372,L50551,L,301.4,310.7,1989,21.8,19,0,No Failure
-3373,L50552,L,301.4,310.8,1431,44.3,21,0,No Failure
-3374,L50553,L,301.4,310.7,1568,35.2,23,0,No Failure
-3375,L50554,L,301.4,310.7,1376,50.6,25,0,No Failure
-3376,M18235,M,301.4,310.6,1459,46.9,27,0,No Failure
-3377,M18236,M,301.5,310.8,1385,47.5,30,0,No Failure
-3378,H32791,H,301.5,310.8,1591,29.6,33,0,No Failure
-3379,L50558,L,301.5,310.7,1568,33.1,38,0,No Failure
-3380,M18239,M,301.4,310.7,1459,37.7,40,0,No Failure
-3381,L50560,L,301.4,310.7,1590,36.3,43,0,No Failure
-3382,L50561,L,301.3,310.6,1376,47.6,45,0,No Failure
-3383,L50562,L,301.3,310.6,1510,38.5,47,0,No Failure
-3384,H32797,H,301.4,310.6,1674,33.6,49,0,No Failure
-3385,L50564,L,301.3,310.6,1426,40.7,54,0,No Failure
-3386,L50565,L,301.5,310.7,1466,43.6,56,0,No Failure
-3387,H32800,H,301.5,310.8,1474,38.7,58,0,No Failure
-3388,M18247,M,301.6,310.8,1290,65.3,63,0,No Failure
-3389,M18248,M,301.7,310.9,1435,48,66,0,No Failure
-3390,M18249,M,301.5,310.7,1416,53.2,69,0,No Failure
-3391,H32804,H,301.5,310.7,1599,40.4,72,0,No Failure
-3392,L50571,L,301.5,310.7,1466,47.3,77,0,No Failure
-3393,L50572,L,301.5,310.7,1408,47.3,79,0,No Failure
-3394,L50573,L,301.5,310.6,1490,48.1,81,0,No Failure
-3395,L50574,L,301.5,310.6,1405,42.3,83,0,No Failure
-3396,L50575,L,301.4,310.5,1647,33.3,85,0,No Failure
-3397,M18256,M,301.4,310.6,1459,35,87,0,No Failure
-3398,L50577,L,301.4,310.6,1648,30.7,90,0,No Failure
-3399,L50578,L,301.4,310.7,1675,30.7,92,0,No Failure
-3400,L50579,L,301.4,310.7,1605,34.2,94,0,No Failure
-3401,H32814,H,301.4,310.7,1536,44.4,96,0,No Failure
-3402,M18261,M,301.4,310.7,1617,34.3,101,0,No Failure
-3403,L50582,L,301.4,310.6,1347,53.3,104,0,No Failure
-3404,L50583,L,301.3,310.5,1337,52.7,106,0,No Failure
-3405,L50584,L,301.3,310.4,1695,30.9,108,0,No Failure
-3406,M18265,M,301.3,310.4,1635,32.5,110,0,No Failure
-3407,L50586,L,301.2,310.4,1470,44,113,0,No Failure
-3408,L50587,L,301.2,310.4,1381,49.8,115,0,No Failure
-3409,M18268,M,301.2,310.4,1382,41.6,117,0,No Failure
-3410,M18269,M,301.2,310.4,1697,30,120,0,No Failure
-3411,L50590,L,301.2,310.3,1451,39.7,123,0,No Failure
-3412,L50591,L,301.3,310.3,1419,55.7,125,0,No Failure
-3413,L50592,L,301.3,310.3,1313,55.6,127,0,No Failure
-3414,L50593,L,301.3,310.3,1560,36.3,129,0,No Failure
-3415,L50594,L,301.3,310.3,1555,41.2,131,0,No Failure
-3416,L50595,L,301.4,310.4,1579,36.9,133,0,No Failure
-3417,L50596,L,301.5,310.5,1435,44.6,135,0,No Failure
-3418,L50597,L,301.6,310.6,1621,33.7,137,0,No Failure
-3419,H32832,H,301.6,310.6,1555,40.4,139,0,No Failure
-3420,L50599,L,301.5,310.5,1611,33.8,144,0,No Failure
-3421,L50600,L,301.6,310.6,1834,23.5,146,0,No Failure
-3422,M18281,M,301.5,310.5,1612,29.8,148,0,No Failure
-3423,L50602,L,301.5,310.4,1629,34.1,151,0,No Failure
-3424,L50603,L,301.4,310.4,1496,35.2,153,0,No Failure
-3425,L50604,L,301.5,310.5,1593,32.9,155,0,No Failure
-3426,M18285,M,301.5,310.5,1623,33.5,157,0,No Failure
-3427,L50606,L,301.5,310.5,1380,48.7,160,0,No Failure
-3428,L50607,L,301.6,310.6,1562,34.4,162,0,No Failure
-3429,L50608,L,301.6,310.6,1391,49.4,164,0,No Failure
-3430,H32843,H,301.5,310.5,1551,34.3,166,0,No Failure
-3431,H32844,H,301.6,310.6,1821,26.2,171,0,No Failure
-3432,L50611,L,301.6,310.7,1429,43.6,176,0,No Failure
-3433,M18292,M,301.6,310.7,2012,20.7,178,0,No Failure
-3434,M18293,M,301.6,310.6,1924,23.6,181,0,No Failure
-3435,M18294,M,301.5,310.5,1412,44.1,184,0,No Failure
-3436,L50615,L,301.5,310.5,1389,54.9,187,0,No Failure
-3437,L50616,L,301.5,310.5,1466,48.1,189,0,No Failure
-3438,L50617,L,301.5,310.5,2297,15.8,191,0,No Failure
-3439,L50618,L,301.4,310.4,1471,37.5,193,0,No Failure
-3440,L50619,L,301.4,310.3,1492,41.4,195,0,No Failure
-3441,L50620,L,301.3,310.3,1460,41.5,197,0,No Failure
-3442,L50621,L,301.4,310.4,1559,39.4,199,0,No Failure
-3443,M18302,M,301.4,310.5,1495,52.5,201,0,No Failure
-3444,L50623,L,301.5,310.5,1535,39,204,0,No Failure
-3445,L50624,L,301.5,310.6,1381,50.7,206,0,No Failure
-3446,M18305,M,301.6,310.6,1599,36.1,208,0,No Failure
-3447,H32860,H,301.6,310.6,1400,49.5,211,0,No Failure
-3448,L50627,L,301.7,310.6,1624,34.5,216,0,No Failure
-3449,L50628,L,301.6,310.6,1478,36.6,218,0,No Failure
-3450,L50629,L,301.7,310.7,1605,33.3,220,0,No Failure
-3451,L50630,L,301.6,310.6,1506,43.4,222,0,No Failure
-3452,L50631,L,301.6,310.6,1455,43.9,0,0,No Failure
-3453,H32866,H,301.6,310.5,1602,32.3,2,0,Random Failures
-3454,L50633,L,301.5,310.4,1425,54.4,7,0,No Failure
-3455,L50634,L,301.5,310.4,1918,21.8,9,0,No Failure
-3456,H32869,H,301.4,310.3,1611,41.5,11,0,No Failure
-3457,H32870,H,301.4,310.4,1610,38.6,16,0,No Failure
-3458,M18317,M,301.5,310.4,2639,12,21,1,Power Failure
-3459,L50638,L,301.5,310.4,1329,46.6,24,0,No Failure
-3460,L50639,L,301.5,310.4,1270,54.2,26,0,No Failure
-3461,L50640,L,301.5,310.3,1415,41.6,28,0,No Failure
-3462,H32875,H,301.6,310.4,1330,49.5,30,0,No Failure
-3463,H32876,H,301.6,310.5,1786,27.1,35,0,No Failure
-3464,L50643,L,301.6,310.5,1809,25.5,40,0,No Failure
-3465,L50644,L,301.7,310.6,1303,59.7,42,0,No Failure
-3466,M18325,M,301.8,310.7,1383,45.7,44,0,No Failure
-3467,L50646,L,301.7,310.6,1447,56.9,47,0,No Failure
-3468,L50647,L,301.8,310.7,1461,44.2,49,0,No Failure
-3469,L50648,L,301.8,310.7,2092,18.6,51,0,No Failure
-3470,M18329,M,301.8,310.7,1429,47.9,53,0,No Failure
-3471,L50650,L,301.8,310.8,1736,26.5,56,0,No Failure
-3472,L50651,L,301.8,310.7,1441,49.3,58,0,No Failure
-3473,L50652,L,301.8,310.7,1523,43.3,60,0,No Failure
-3474,M18333,M,301.8,310.8,1691,33.4,62,0,No Failure
-3475,M18334,M,301.9,310.8,1557,35.3,65,0,No Failure
-3476,L50655,L,301.8,310.7,1644,33.4,68,0,No Failure
-3477,L50656,L,301.8,310.6,1522,43.8,70,0,No Failure
-3478,L50657,L,301.8,310.7,1547,41.7,72,0,No Failure
-3479,L50658,L,301.8,310.7,1597,30.8,74,0,No Failure
-3480,M18339,M,301.8,310.8,1619,31,76,0,No Failure
-3481,L50660,L,301.9,310.8,1400,58.2,79,0,No Failure
-3482,L50661,L,302,310.9,1663,31.5,81,0,No Failure
-3483,L50662,L,301.9,310.8,1540,37.6,83,0,No Failure
-3484,H32897,H,301.9,310.8,1455,42.7,85,0,No Failure
-3485,L50664,L,301.9,310.8,1519,39,90,0,No Failure
-3486,L50665,L,301.9,310.8,1427,47.7,92,0,No Failure
-3487,L50666,L,301.9,310.8,1650,29.8,94,0,No Failure
-3488,M18347,M,301.8,310.8,1508,38.8,96,0,No Failure
-3489,L50668,L,301.9,310.9,1379,54.8,99,0,No Failure
-3490,L50669,L,301.9,310.9,1542,36.7,101,0,No Failure
-3491,M18350,M,301.9,310.9,1763,28.4,103,0,No Failure
-3492,H32905,H,301.9,310.9,1590,34.3,106,0,No Failure
-3493,H32906,H,301.9,311,1336,63.6,111,0,No Failure
-3494,M18353,M,301.9,311,1638,35.4,116,0,No Failure
-3495,L50674,L,301.9,311,1356,45.7,119,0,No Failure
-3496,M18355,M,301.9,311,1384,47.4,121,0,No Failure
-3497,L50676,L,301.9,310.9,1309,48,124,0,No Failure
-3498,L50677,L,301.9,311,1642,33.1,126,0,No Failure
-3499,L50678,L,301.9,311,1289,54.9,128,0,No Failure
-3500,L50679,L,301.9,311,1353,43.8,130,0,No Failure
-3501,H32914,H,301.9,311,1871,26,132,0,No Failure
-3502,H32915,H,301.9,311,1291,63.6,137,0,No Failure
-3503,M18362,M,301.8,310.9,1346,44.6,142,0,No Failure
-3504,L50683,L,301.7,310.8,1493,47.6,145,0,No Failure
-3505,M18364,M,301.7,310.8,1524,41.3,147,0,No Failure
-3506,L50685,L,301.6,310.8,1726,26.7,150,0,No Failure
-3507,H32920,H,301.6,310.8,1435,47.2,152,0,No Failure
-3508,M18367,M,301.7,310.8,1502,34.4,157,0,No Failure
-3509,L50688,L,301.7,310.9,1608,33,160,0,No Failure
-3510,L50689,L,301.8,311,1771,27.2,162,0,No Failure
-3511,L50690,L,301.7,311,1474,42.6,164,0,No Failure
-3512,L50691,L,301.8,311,1322,53,166,0,No Failure
-3513,M18372,M,301.8,311,1393,49.5,168,0,No Failure
-3514,M18373,M,301.9,311.1,1417,52.5,171,0,No Failure
-3515,H32928,H,301.9,311,1430,49.8,174,0,No Failure
-3516,M18375,M,301.9,311.1,1605,40,179,0,No Failure
-3517,L50696,L,302,311.1,1402,47.8,182,0,No Failure
-3518,L50697,L,302,311,1550,35.2,184,0,No Failure
-3519,L50698,L,301.9,311,1376,44.9,186,0,No Failure
-3520,M18379,M,301.9,310.9,1569,32.5,188,0,No Failure
-3521,L50700,L,301.9,311,1669,32.2,191,0,No Failure
-3522,L50701,L,301.9,311,1541,38.9,193,0,No Failure
-3523,L50702,L,301.8,311,1651,32.5,195,0,No Failure
-3524,L50703,L,301.8,310.9,1521,39.3,197,0,No Failure
-3525,M18384,M,301.8,310.8,1365,48.2,199,0,No Failure
-3526,L50705,L,301.8,310.9,1609,31.7,202,0,No Failure
-3527,H32940,H,301.8,310.8,1470,37.6,204,0,No Failure
-3528,M18387,M,301.9,310.9,1573,38.9,209,0,No Failure
-3529,L50708,L,302,310.9,1378,53.1,212,1,Overstrain Failure
-3530,L50709,L,301.9,310.9,1567,39,214,1,Tool Wear Failure
-3531,M18390,M,301.9,310.9,1441,43.7,0,0,No Failure
-3532,M18391,M,301.9,310.9,1641,33.2,3,0,No Failure
-3533,L50712,L,301.9,310.9,1486,40.3,6,0,No Failure
-3534,L50713,L,302,311,1563,36.2,8,0,No Failure
-3535,M18394,M,302,311.1,1769,26,10,0,No Failure
-3536,H32949,H,301.9,311,1672,29.9,13,0,No Failure
-3537,L50716,L,302,311,1632,34.2,18,0,No Failure
-3538,M18397,M,302,311,1980,21.5,20,0,No Failure
-3539,L50718,L,302,311.1,1635,36,23,0,No Failure
-3540,L50719,L,302,311,1686,32.5,25,0,No Failure
-3541,L50720,L,301.9,310.9,1574,31.4,27,0,No Failure
-3542,L50721,L,301.8,310.8,1546,43.4,29,0,No Failure
-3543,L50722,L,301.8,310.9,1899,24.7,31,0,No Failure
-3544,L50723,L,301.8,310.9,1449,36.5,33,0,No Failure
-3545,M18404,M,301.9,310.9,1483,37,35,0,No Failure
-3546,L50725,L,301.8,310.8,1576,38.6,38,0,No Failure
-3547,M18406,M,301.9,310.9,1317,51.9,40,0,No Failure
-3548,M18407,M,301.9,311,1467,48.1,43,0,No Failure
-3549,L50728,L,301.9,310.9,1616,34.5,46,0,No Failure
-3550,M18409,M,301.8,310.9,1299,60.4,48,0,No Failure
-3551,M18410,M,301.9,311,1432,41.5,51,0,No Failure
-3552,L50731,L,301.9,310.9,1799,24.2,54,0,No Failure
-3553,M18412,M,301.8,310.9,1358,52.3,56,0,No Failure
-3554,M18413,M,301.8,310.8,1618,37.8,59,0,No Failure
-3555,L50734,L,301.9,310.8,1525,43.2,62,0,No Failure
-3556,L50735,L,301.8,310.7,1551,37.7,64,0,No Failure
-3557,L50736,L,301.9,310.8,1735,31.5,66,0,No Failure
-3558,M18417,M,301.8,310.7,1309,43.3,68,0,No Failure
-3559,L50738,L,301.7,310.6,1743,26.2,71,0,No Failure
-3560,M18419,M,301.7,310.7,1659,29.9,73,0,No Failure
-3561,L50740,L,301.8,310.7,1680,32.4,76,0,No Failure
-3562,L50741,L,301.7,310.6,1486,38.5,78,0,No Failure
-3563,L50742,L,301.7,310.6,1471,43.8,80,0,No Failure
-3564,M18423,M,301.8,310.7,1465,35.8,82,0,No Failure
-3565,M18424,M,301.7,310.6,1492,42.2,85,0,No Failure
-3566,M18425,M,301.8,310.7,1420,52,88,0,No Failure
-3567,L50746,L,301.8,310.6,1295,62.3,91,0,No Failure
-3568,L50747,L,301.8,310.5,1548,34.1,93,0,No Failure
-3569,L50748,L,301.8,310.6,1372,54.7,95,0,No Failure
-3570,M18429,M,301.8,310.6,1552,35.9,97,0,No Failure
-3571,H32984,H,301.8,310.6,1441,46.3,100,0,No Failure
-3572,M18431,M,301.7,310.6,1691,27.7,105,0,No Failure
-3573,L50752,L,301.8,310.6,1451,50.7,108,0,No Failure
-3574,L50753,L,301.8,310.6,1452,48.4,110,0,No Failure
-3575,L50754,L,301.7,310.6,1406,46,112,0,No Failure
-3576,L50755,L,301.7,310.5,1567,39.1,114,0,No Failure
-3577,L50756,L,301.6,310.4,1599,41.7,116,0,No Failure
-3578,M18437,M,301.6,310.4,1455,39,118,0,No Failure
-3579,M18438,M,301.7,310.5,1625,35.9,121,0,No Failure
-3580,L50759,L,301.8,310.6,2672,11.8,124,1,Power Failure
-3581,L50760,L,301.8,310.6,1650,31.9,126,0,No Failure
-3582,M18441,M,301.8,310.6,1459,40.2,128,0,No Failure
-3583,L50762,L,301.8,310.6,1395,50.5,131,0,No Failure
-3584,L50763,L,301.8,310.7,1751,29.3,133,0,No Failure
-3585,L50764,L,301.8,310.6,1192,68.9,135,0,No Failure
-3586,L50765,L,301.9,310.7,1947,25,137,0,No Failure
-3587,L50766,L,301.8,310.5,1593,34.9,139,0,No Failure
-3588,H33001,H,301.8,310.5,1478,38.6,141,0,No Failure
-3589,M18448,M,301.7,310.6,1505,44.5,146,0,No Failure
-3590,L50769,L,301.7,310.5,2465,13.7,149,0,No Failure
-3591,L50770,L,301.8,310.6,1403,46.8,151,0,No Failure
-3592,M18451,M,301.7,310.5,1458,41.4,153,0,No Failure
-3593,H33006,H,301.6,310.4,1369,45.4,156,0,No Failure
-3594,M18453,M,301.6,310.4,1377,44.9,161,0,No Failure
-3595,M18454,M,301.6,310.4,1452,45.7,164,0,No Failure
-3596,L50775,L,301.6,310.4,1517,41.1,167,0,No Failure
-3597,L50776,L,301.7,310.5,1354,50,169,0,No Failure
-3598,M18457,M,301.7,310.5,1724,33,171,0,No Failure
-3599,L50778,L,301.7,310.5,1399,53.2,174,0,No Failure
-3600,H33013,H,301.7,310.5,1388,50.5,176,0,No Failure
-3601,L50780,L,301.7,310.5,1523,34.7,181,0,No Failure
-3602,L50781,L,301.7,310.5,1377,43.1,183,0,No Failure
-3603,M18462,M,301.7,310.6,1417,45.2,185,0,No Failure
-3604,L50783,L,301.7,310.7,1542,40,188,0,No Failure
-3605,L50784,L,301.8,310.8,1557,33.3,190,0,No Failure
-3606,L50785,L,301.7,310.7,1641,31.9,192,0,No Failure
-3607,L50786,L,301.7,310.7,1318,55,194,0,No Failure
-3608,L50787,L,301.6,310.7,1638,33.8,196,0,No Failure
-3609,M18468,M,301.7,310.8,1954,21.6,198,0,No Failure
-3610,M18469,M,301.7,310.9,1644,32.5,201,0,No Failure
-3611,M18470,M,301.7,310.8,1594,32.4,204,0,No Failure
-3612,L50791,L,301.7,310.9,1405,46.4,207,1,Tool Wear Failure
-3613,L50792,L,301.7,310.8,1622,37.8,0,0,No Failure
-3614,L50793,L,301.7,310.9,1557,39.4,2,0,No Failure
-3615,L50794,L,301.8,311,1606,33.3,4,0,No Failure
-3616,M18475,M,301.8,311.1,1647,31.6,6,0,No Failure
-3617,M18476,M,301.8,311.1,1413,42.2,9,0,No Failure
-3618,L50797,L,301.8,311,1529,41.6,12,0,No Failure
-3619,L50798,L,301.9,311.1,1448,46.3,14,0,No Failure
-3620,L50799,L,301.9,311.2,1435,44.2,16,0,No Failure
-3621,H33034,H,301.9,311.2,1474,41.8,18,0,No Failure
-3622,L50801,L,301.9,311.2,1657,29.1,23,0,No Failure
-3623,L50802,L,302,311.3,1509,39.9,25,0,No Failure
-3624,M18483,M,302,311.3,1530,36.4,27,0,No Failure
-3625,M18484,M,302,311.4,1587,35.9,30,0,No Failure
-3626,M18485,M,302.1,311.4,1467,43.4,33,0,No Failure
-3627,M18486,M,302.2,311.5,1360,53,36,0,No Failure
-3628,L50807,L,302.2,311.5,1588,30.6,39,0,No Failure
-3629,L50808,L,302.2,311.4,1609,32.1,41,0,No Failure
-3630,L50809,L,302.1,311.3,1415,44.1,43,0,No Failure
-3631,L50810,L,302,311.2,1845,27.3,45,0,No Failure
-3632,M18491,M,302.1,311.4,1419,36.2,47,0,No Failure
-3633,L50812,L,302.1,311.3,1634,30.6,50,0,No Failure
-3634,M18493,M,302.2,311.3,1521,40.6,52,0,No Failure
-3635,L50814,L,302.2,311.4,1499,37.7,55,0,No Failure
-3636,M18495,M,302.1,311.2,1616,35.1,57,0,No Failure
-3637,L50816,L,302.2,311.4,1449,46.5,60,0,No Failure
-3638,M18497,M,302.2,311.4,1626,31.6,62,0,No Failure
-3639,M18498,M,302.3,311.5,1445,44.8,65,0,No Failure
-3640,L50819,L,302.4,311.6,1622,35,68,0,No Failure
-3641,H33054,H,302.4,311.6,1544,39.1,70,0,No Failure
-3642,L50821,L,302.3,311.6,1488,41.8,75,0,No Failure
-3643,L50822,L,302.3,311.6,1309,57.6,77,0,No Failure
-3644,L50823,L,302.3,311.6,1784,26.4,79,0,No Failure
-3645,L50824,L,302.2,311.5,1548,32.4,81,0,No Failure
-3646,L50825,L,302.2,311.5,1413,43.5,83,0,No Failure
-3647,M18506,M,302.2,311.5,1863,25.7,85,0,No Failure
-3648,L50827,L,302.2,311.5,1427,43.8,88,0,No Failure
-3649,M18508,M,302.2,311.5,1443,47,90,0,No Failure
-3650,L50829,L,302.2,311.5,1481,40.4,93,0,No Failure
-3651,L50830,L,302.1,311.4,1446,39.7,95,0,No Failure
-3652,L50831,L,302.1,311.5,1444,44.9,97,0,No Failure
-3653,M18512,M,302.1,311.5,1341,50.8,99,0,No Failure
-3654,L50833,L,302.1,311.4,1518,37.4,102,0,No Failure
-3655,L50834,L,302.1,311.4,1603,35.9,104,0,No Failure
-3656,L50835,L,302.1,311.4,1686,30.9,106,0,No Failure
-3657,M18516,M,302.1,311.5,1383,53.6,108,0,No Failure
-3658,L50837,L,302.1,311.5,1477,45.4,111,0,No Failure
-3659,M18518,M,302.2,311.5,1449,44.5,113,0,No Failure
-3660,M18519,M,302.2,311.5,1734,25,116,0,No Failure
-3661,L50840,L,302.3,311.6,1398,49.1,119,0,No Failure
-3662,M18521,M,302.3,311.7,1639,36.6,121,0,No Failure
-3663,M18522,M,302.3,311.7,1517,37.6,124,0,No Failure
-3664,M18523,M,302.3,311.7,1442,41.7,127,0,No Failure
-3665,M18524,M,302.3,311.7,1685,30.8,130,0,No Failure
-3666,M18525,M,302.4,311.8,1358,50.6,133,0,No Failure
-3667,M18526,M,302.3,311.6,1608,39.9,136,0,No Failure
-3668,L50847,L,302.3,311.6,1665,34.3,139,0,No Failure
-3669,L50848,L,302.3,311.7,1510,38.7,141,0,No Failure
-3670,L50849,L,302.4,311.8,1465,40.2,143,0,No Failure
-3671,L50850,L,302.3,311.7,1701,27.5,145,0,No Failure
-3672,M18531,M,302.3,311.7,1486,39.6,147,0,No Failure
-3673,L50852,L,302.3,311.6,1658,32.3,150,0,No Failure
-3674,H33087,H,302.3,311.7,1449,44.5,152,0,No Failure
-3675,L50854,L,302.2,311.5,1346,52.4,157,0,No Failure
-3676,M18535,M,302.1,311.5,1866,23.1,159,0,No Failure
-3677,M18536,M,302.2,311.5,1562,38,162,0,No Failure
-3678,M18537,M,302.3,311.7,1368,53.6,165,0,No Failure
-3679,L50858,L,302.2,311.5,1567,33.1,168,0,No Failure
-3680,L50859,L,302.2,311.5,1725,34,170,0,No Failure
-3681,L50860,L,302.2,311.5,1744,31.2,172,0,No Failure
-3682,M18541,M,302.1,311.3,1453,45.1,174,0,No Failure
-3683,L50862,L,302.1,311.2,1550,34.8,177,0,No Failure
-3684,M18543,M,302,311.2,1558,39.1,179,0,No Failure
-3685,L50864,L,302,311.2,1270,65.3,182,1,Overstrain Failure
-3686,M18545,M,301.9,311.1,1380,51.6,184,0,No Failure
-3687,L50866,L,302,311.1,1406,50.5,187,0,No Failure
-3688,M18547,M,302,311.2,1625,30.7,189,0,No Failure
-3689,L50868,L,302,311.2,1420,45.8,192,0,No Failure
-3690,L50869,L,302.1,311.4,1889,22.7,194,0,No Failure
-3691,L50870,L,302.1,311.3,1477,43.6,196,0,No Failure
-3692,L50871,L,302.1,311.2,1460,46.9,198,0,No Failure
-3693,L50872,L,302.1,311.3,1758,24.4,200,0,No Failure
-3694,L50873,L,302.1,311.3,1521,31.5,202,0,No Failure
-3695,M18554,M,302.1,311.3,1511,45,204,0,No Failure
-3696,L50875,L,302.2,311.3,1530,37.3,207,1,Tool Wear Failure
-3697,L50876,L,302.1,311.2,1454,46.8,0,0,No Failure
-3698,L50877,L,302.2,311.2,1928,23.1,2,0,No Failure
-3699,H33112,H,302.2,311.3,1758,26.4,4,0,No Failure
-3700,L50879,L,302.2,311.2,1649,33.2,9,0,No Failure
-3701,L50880,L,302.1,311.2,1447,50.3,11,0,No Failure
-3702,L50881,L,302.1,311.2,1417,48,13,0,No Failure
-3703,L50882,L,302,311.2,1434,44.9,15,0,No Failure
-3704,M18563,M,302,311.2,1418,49.5,17,0,No Failure
-3705,M18564,M,302,311.2,1400,49.5,20,0,No Failure
-3706,M18565,M,302,311.3,1725,27.7,23,0,No Failure
-3707,L50886,L,302,311.3,1567,41.1,26,0,No Failure
-3708,M18567,M,302.1,311.3,1497,38.4,28,0,No Failure
-3709,L50888,L,302.1,311.4,1549,44.6,31,0,No Failure
-3710,L50889,L,302.2,311.4,1754,26.9,33,0,No Failure
-3711,L50890,L,302.2,311.5,1489,38.3,35,0,No Failure
-3712,L50891,L,302.2,311.5,1543,38.5,37,0,No Failure
-3713,L50892,L,302.3,311.5,1543,33.1,39,0,No Failure
-3714,L50893,L,302.3,311.5,1565,35.6,41,0,No Failure
-3715,M18574,M,302.3,311.4,1855,23.9,43,0,No Failure
-3716,M18575,M,302.4,311.4,1475,45.2,46,0,No Failure
-3717,L50896,L,302.3,311.4,1609,32.3,49,0,No Failure
-3718,H33131,H,302.3,311.4,1443,44.1,51,0,No Failure
-3719,L50898,L,302.4,311.4,1450,44.1,56,0,No Failure
-3720,L50899,L,302.4,311.5,1590,39.9,58,0,No Failure
-3721,M18580,M,302.4,311.4,1508,41.2,60,0,No Failure
-3722,M18581,M,302.2,311.2,1544,43.6,63,0,No Failure
-3723,L50902,L,302.2,311.2,1451,41.8,66,0,No Failure
-3724,L50903,L,302.3,311.2,1758,24.4,68,0,No Failure
-3725,M18584,M,302.3,311.2,1507,47.7,70,0,No Failure
-3726,H33139,H,302.3,311.1,1543,37.5,73,0,No Failure
-3727,M18586,M,302.3,311.2,1505,36.7,78,0,No Failure
-3728,L50907,L,302.3,311.2,1786,24.3,81,0,No Failure
-3729,L50908,L,302.3,311.3,1457,44.5,83,0,No Failure
-3730,M18589,M,302.4,311.3,1312,61.5,85,0,No Failure
-3731,M18590,M,302.3,311.2,1405,47.7,88,0,No Failure
-3732,M18591,M,302.2,311.2,1377,43,91,0,No Failure
-3733,M18592,M,302.2,311.2,1347,49.8,94,0,No Failure
-3734,L50913,L,302.2,311.1,1470,39.6,97,0,No Failure
-3735,M18594,M,302.2,311.2,1873,24,99,0,No Failure
-3736,M18595,M,302.2,311.1,1434,58.6,102,0,No Failure
-3737,H33150,H,302.2,311.1,1628,30.6,105,0,No Failure
-3738,L50917,L,302.2,311.1,1351,48.6,110,0,No Failure
-3739,M18598,M,302.3,311.2,1454,43.8,112,0,No Failure
-3740,M18599,M,302.2,311.2,1663,29.6,115,0,No Failure
-3741,L50920,L,302.3,311.2,1401,49.7,118,0,No Failure
-3742,L50921,L,302.4,311.3,1503,38.2,120,0,No Failure
-3743,L50922,L,302.4,311.4,1564,35,122,0,No Failure
-3744,L50923,L,302.5,311.4,1759,24.6,124,0,No Failure
-3745,L50924,L,302.5,311.4,1409,53.1,126,0,No Failure
-3746,L50925,L,302.6,311.4,1738,25.8,128,0,No Failure
-3747,H33160,H,302.5,311.3,1393,47.5,130,0,No Failure
-3748,L50927,L,302.5,311.1,1499,38.8,135,0,No Failure
-3749,L50928,L,302.5,311.1,1493,39,137,0,No Failure
-3750,L50929,L,302.4,311.1,1652,33.9,139,0,No Failure
-3751,L50930,L,302.3,311.1,1589,29.9,141,0,No Failure
-3752,L50931,L,302.4,311.1,1520,42.2,143,0,No Failure
-3753,H33166,H,302.3,311.1,1455,40.3,145,0,No Failure
-3754,L50933,L,302.2,311,1463,46.8,150,0,No Failure
-3755,L50934,L,302.3,311,1442,43.7,152,0,No Failure
-3756,L50935,L,302.3,311,1329,51.5,154,0,No Failure
-3757,L50936,L,302.3,311.1,1546,33.1,156,0,No Failure
-3758,M18617,M,302.2,311.1,1516,33.7,158,0,No Failure
-3759,M18618,M,302.2,311,1476,47.4,161,0,No Failure
-3760,L50939,L,302.3,311,1412,47,164,0,No Failure
-3761,L50940,L,302.3,310.9,1377,46.8,166,1,Heat Dissipation Failure
-3762,M18621,M,302.4,311,1490,37.1,168,0,No Failure
-3763,M18622,M,302.3,311,1526,37.7,171,0,No Failure
-3764,L50943,L,302.3,311,1428,47.9,174,0,No Failure
-3765,L50944,L,302.4,311,1329,54.6,176,0,No Failure
-3766,M18625,M,302.4,311.1,1443,51.8,178,0,No Failure
-3767,L50946,L,302.3,311.1,1373,53,181,0,No Failure
-3768,L50947,L,302.3,311.1,1630,35.6,183,0,No Failure
-3769,L50948,L,302.2,311,1555,34.2,185,0,No Failure
-3770,M18629,M,302.2,311,1436,47,187,0,No Failure
-3771,L50950,L,302.3,311,1609,31,190,0,No Failure
-3772,M18631,M,302.3,311,1384,49.7,192,0,No Failure
-3773,L50952,L,302.4,311.1,1448,44.8,195,0,No Failure
-3774,M18633,M,302.4,311.1,1887,22.4,197,0,No Failure
-3775,M18634,M,302.4,311.1,1480,45.7,200,0,No Failure
-3776,H33189,H,302.5,311.1,1850,23.3,203,0,No Failure
-3777,L50956,L,302.5,311.1,1538,36.8,208,0,No Failure
-3778,M18637,M,302.4,311.1,1721,30.1,210,0,No Failure
-3779,M18638,M,302.4,311.1,1366,54.4,0,0,No Failure
-3780,L50959,L,302.3,311,1657,31.1,3,0,No Failure
-3781,L50960,L,302.4,311.1,1446,42.9,5,0,No Failure
-3782,L50961,L,302.3,310.8,1465,43.8,7,0,No Failure
-3783,L50962,L,302.2,310.8,1827,23.8,9,0,No Failure
-3784,H33197,H,302.2,310.8,1397,47.6,11,0,No Failure
-3785,L50964,L,302.2,310.8,1744,29.7,16,0,No Failure
-3786,L50965,L,302.3,310.9,1545,36.7,18,0,No Failure
-3787,L50966,L,302.3,310.9,1587,36.6,20,0,No Failure
-3788,L50967,L,302.3,310.8,1377,47.3,22,1,Heat Dissipation Failure
-3789,L50968,L,302.3,310.8,1511,48.1,24,0,No Failure
-3790,L50969,L,302.3,310.8,1650,32.4,26,0,No Failure
-3791,L50970,L,302.3,310.9,1412,48.9,28,0,No Failure
-3792,L50971,L,302.3,311,1528,43.1,30,0,No Failure
-3793,L50972,L,302.3,310.9,1459,35,32,0,No Failure
-3794,L50973,L,302.3,310.9,1379,49.3,34,1,Heat Dissipation Failure
-3795,M18654,M,302.2,310.8,1356,48.3,36,0,No Failure
-3796,M18655,M,302.1,310.8,1409,41.3,39,0,No Failure
-3797,M18656,M,302.1,310.8,1504,37.5,42,0,No Failure
-3798,L50977,L,302.1,310.8,1622,36.8,45,0,No Failure
-3799,L50978,L,302.1,310.8,1786,25.7,47,0,No Failure
-3800,L50979,L,302.2,310.9,1506,34,49,0,No Failure
-3801,M18660,M,302.1,310.9,1916,23.1,51,0,No Failure
-3802,M18661,M,302.2,310.9,1771,27.6,54,0,No Failure
-3803,M18662,M,302.2,310.9,1488,44.2,57,0,No Failure
-3804,L50983,L,302.2,310.9,1531,37.5,60,0,No Failure
-3805,L50984,L,302.3,310.9,1529,33.4,62,0,No Failure
-3806,M18665,M,302.4,311,1580,36.5,64,0,No Failure
-3807,M18666,M,302.3,310.9,1360,44,67,1,Heat Dissipation Failure
-3808,M18667,M,302.3,311,1546,35.5,70,0,No Failure
-3809,M18668,M,302.3,310.9,1762,24.5,73,0,No Failure
-3810,L50989,L,302.2,310.8,1350,56.6,76,0,No Failure
-3811,M18670,M,302.2,310.8,1562,38.1,78,0,No Failure
-3812,M18671,M,302.1,310.7,1608,30.3,81,0,No Failure
-3813,L50992,L,302,310.6,1392,50,84,0,No Failure
-3814,L50993,L,302,310.6,1467,44.9,86,0,No Failure
-3815,M18674,M,302.1,310.6,1326,59.1,88,1,Heat Dissipation Failure
-3816,L50995,L,302.2,310.7,1769,24.9,91,0,No Failure
-3817,L50996,L,302.1,310.6,1459,47.6,93,0,No Failure
-3818,M18677,M,302.1,310.6,1421,52,95,0,No Failure
-3819,L50998,L,302.1,310.7,1491,42.8,98,0,No Failure
-3820,L50999,L,302.2,310.7,1567,36.4,100,0,No Failure
-3821,L51000,L,302.3,310.8,1421,41.4,102,0,No Failure
-3822,L51001,L,302.3,310.9,1596,33.5,104,0,No Failure
-3823,M18682,M,302.4,311,1464,44.2,106,0,No Failure
-3824,M18683,M,302.3,310.9,1581,36.1,109,0,No Failure
-3825,L51004,L,302.3,310.9,1620,30.3,112,0,No Failure
-3826,H33239,H,302.2,310.7,1413,48.9,114,0,No Failure
-3827,H33240,H,302.3,310.8,1438,43.8,119,0,No Failure
-3828,M18687,M,302.4,310.9,1469,41.6,124,0,No Failure
-3829,M18688,M,302.3,310.8,1762,27.8,127,0,No Failure
-3830,H33243,H,302.3,310.9,1366,48.4,130,1,Heat Dissipation Failure
-3831,L51010,L,302.3,310.9,1891,22.7,135,0,No Failure
-3832,M18691,M,302.3,310.9,1742,29.7,137,0,No Failure
-3833,M18692,M,302.2,310.9,1465,43.5,140,0,No Failure
-3834,M18693,M,302.3,311,1541,36.6,143,0,No Failure
-3835,M18694,M,302.3,311.1,1295,57.1,146,0,No Failure
-3836,M18695,M,302.3,311.1,1435,43.1,149,0,No Failure
-3837,L51016,L,302.4,311.2,1466,43.9,152,0,No Failure
-3838,L51017,L,302.4,311.2,1450,47.9,154,0,No Failure
-3839,L51018,L,302.4,311.1,1880,24.5,156,0,No Failure
-3840,M18699,M,302.3,311,1578,33.5,158,0,No Failure
-3841,L51020,L,302.4,311,1610,33.1,161,0,No Failure
-3842,L51021,L,302.4,311.1,1565,42.8,163,0,No Failure
-3843,L51022,L,302.5,311.2,1545,40.1,165,0,No Failure
-3844,L51023,L,302.5,311.2,1227,60.1,167,0,No Failure
-3845,L51024,L,302.4,311.1,1484,45.9,169,0,No Failure
-3846,L51025,L,302.3,311,1591,32.7,171,0,No Failure
-3847,L51026,L,302.3,310.9,1403,47.2,173,0,No Failure
-3848,M18707,M,302.3,311,1450,45.7,175,0,No Failure
-3849,L51028,L,302.3,310.9,1720,28.1,178,0,No Failure
-3850,L51029,L,302.3,311,1561,37.2,180,0,No Failure
-3851,M18710,M,302.3,311,1421,41.3,182,0,No Failure
-3852,H33265,H,302.2,310.9,1415,48.4,185,0,No Failure
-3853,L51032,L,302.3,310.9,2034,19.7,190,0,No Failure
-3854,L51033,L,302.4,311,1486,40.4,192,0,No Failure
-3855,L51034,L,302.4,311,1338,67.6,194,1,Power Failure
-3856,H33269,H,302.4,311.1,1578,32.3,196,0,No Failure
-3857,M18716,M,302.4,311.2,1330,58.6,201,0,No Failure
-3858,H33271,H,302.4,311.2,1506,40.8,204,0,No Failure
-3859,L51038,L,302.5,311.4,1559,37.6,209,0,No Failure
-3860,L51039,L,302.6,311.5,1599,37,211,0,No Failure
-3861,L51040,L,302.6,311.5,1427,38.9,213,0,No Failure
-3862,M18721,M,302.5,311.5,1481,41.1,215,0,No Failure
-3863,H33276,H,302.5,311.5,1496,43.8,218,0,No Failure
-3864,L51043,L,302.5,311.4,1674,27,223,0,No Failure
-3865,M18724,M,302.5,311.4,1629,31.7,225,0,No Failure
-3866,H33279,H,302.6,311.5,1629,34.4,228,1,Tool Wear Failure
-3867,L51046,L,302.6,311.6,1311,53.2,0,0,No Failure
-3868,M18727,M,302.7,311.6,2709,9.7,2,1,Power Failure
-3869,M18728,M,302.7,311.7,1759,29.9,5,0,No Failure
-3870,L51049,L,302.7,311.7,1480,45.2,8,0,No Failure
-3871,L51050,L,302.7,311.8,1461,46.1,10,0,No Failure
-3872,M18731,M,302.7,311.8,1728,30,12,0,No Failure
-3873,L51052,L,302.7,311.9,1389,46.5,15,0,No Failure
-3874,L51053,L,302.6,311.8,1638,35.1,17,0,No Failure
-3875,L51054,L,302.6,311.7,1254,54.1,19,0,No Failure
-3876,L51055,L,302.6,311.8,1427,50.1,21,0,No Failure
-3877,L51056,L,302.6,311.8,1627,31.8,23,0,No Failure
-3878,H33291,H,302.6,311.7,1471,48.3,25,0,No Failure
-3879,L51058,L,302.6,311.7,1773,27.1,30,0,No Failure
-3880,M18739,M,302.6,311.7,1430,51.7,32,0,No Failure
-3881,L51060,L,302.5,311.6,1595,29.5,35,0,No Failure
-3882,L51061,L,302.5,311.5,1521,44.1,37,0,No Failure
-3883,L51062,L,302.5,311.6,1419,43.7,39,0,No Failure
-3884,M18743,M,302.4,311.4,1534,40.1,41,0,No Failure
-3885,H33298,H,302.5,311.5,1626,36,44,0,No Failure
-3886,L51065,L,302.5,311.5,1677,29.2,49,0,No Failure
-3887,L51066,L,302.4,311.3,1392,50.5,51,0,No Failure
-3888,L51067,L,302.4,311.2,1448,50.5,53,0,No Failure
-3889,L51068,L,302.3,311.2,1903,22.9,55,0,No Failure
-3890,L51069,L,302.4,311.2,1404,52,57,0,No Failure
-3891,L51070,L,302.3,311.2,1386,53.5,59,0,No Failure
-3892,L51071,L,302.2,311.1,1418,47,61,0,No Failure
-3893,M18752,M,302.3,311.1,1338,53.3,63,0,No Failure
-3894,L51073,L,302.3,311.2,1549,40.6,66,0,No Failure
-3895,M18754,M,302.3,311.2,1432,42.7,68,0,No Failure
-3896,M18755,M,302.3,311.2,1546,40,71,0,No Failure
-3897,M18756,M,302.2,311.2,1627,33.2,74,0,No Failure
-3898,M18757,M,302.2,311.1,1640,32.8,77,0,No Failure
-3899,M18758,M,302.1,311.1,1423,36.8,80,0,No Failure
-3900,M18759,M,302.1,311,1711,28.7,83,0,No Failure
-3901,M18760,M,302.1,311.1,1450,51.6,86,0,No Failure
-3902,H33315,H,302.2,311.1,1553,34.1,89,0,No Failure
-3903,L51082,L,302.2,311.1,1630,34.6,94,0,No Failure
-3904,H33317,H,302.2,311.1,1476,39.6,96,0,No Failure
-3905,H33318,H,302.2,311.1,1426,50.6,101,0,No Failure
-3906,M18765,M,302.2,311.2,1561,34.9,106,0,No Failure
-3907,L51086,L,302.3,311.2,1297,62.5,109,0,No Failure
-3908,M18767,M,302.3,311.2,1842,23.9,111,0,No Failure
-3909,L51088,L,302.3,311.2,1633,36.4,114,0,No Failure
-3910,H33323,H,302.3,311.3,1744,30.3,116,0,No Failure
-3911,L51090,L,302.4,311.4,1831,26.9,121,0,No Failure
-3912,M18771,M,302.3,311.3,1339,50.8,123,0,No Failure
-3913,L51092,L,302.4,311.4,1475,40.4,126,0,No Failure
-3914,M18773,M,302.4,311.4,1675,29.6,128,0,No Failure
-3915,L51094,L,302.5,311.5,1493,35.1,131,0,No Failure
-3916,L51095,L,302.5,311.5,1700,29.5,133,0,No Failure
-3917,L51096,L,302.6,311.6,1453,37,135,0,No Failure
-3918,L51097,L,302.6,311.7,1542,34.1,137,0,No Failure
-3919,M18778,M,302.5,311.5,1358,52.7,139,0,No Failure
-3920,H33333,H,302.5,311.5,1655,32.3,142,0,No Failure
-3921,L51100,L,302.6,311.5,1885,27.5,147,0,No Failure
-3922,L51101,L,302.7,311.5,1494,41.4,149,0,No Failure
-3923,M18782,M,302.6,311.4,1757,29.5,151,0,No Failure
-3924,M18783,M,302.6,311.4,1718,31.2,154,0,No Failure
-3925,M18784,M,302.5,311.4,1636,35,157,0,No Failure
-3926,L51105,L,302.6,311.6,1638,29.6,160,0,No Failure
-3927,L51106,L,302.6,311.5,1609,36,162,0,No Failure
-3928,H33341,H,302.7,311.5,1556,35,164,0,No Failure
-3929,L51108,L,302.6,311.5,1442,59.8,169,1,Power Failure
-3930,M18789,M,302.7,311.6,1501,38.8,171,0,No Failure
-3931,M18790,M,302.6,311.6,2041,19.2,174,0,No Failure
-3932,M18791,M,302.7,311.7,1784,25.1,177,0,No Failure
-3933,L51112,L,302.6,311.6,1953,22.4,180,0,No Failure
-3934,L51113,L,302.6,311.6,1576,34.7,182,0,No Failure
-3935,M18794,M,302.6,311.6,1518,39,184,0,No Failure
-3936,M18795,M,302.6,311.6,1227,68.2,187,1,Overstrain Failure
-3937,L51116,L,302.5,311.5,1985,18.8,190,0,No Failure
-3938,L51117,L,302.5,311.5,1802,26.4,192,0,No Failure
-3939,L51118,L,302.5,311.5,1603,32.4,194,0,No Failure
-3940,L51119,L,302.5,311.6,1400,54,196,0,No Failure
-3941,L51120,L,302.3,311.5,1395,54.2,198,0,No Failure
-3942,L51121,L,302.2,311.4,1987,19.9,200,0,No Failure
-3943,M18802,M,302.2,311.4,1398,47.2,202,0,No Failure
-3944,L51123,L,302.3,311.4,1333,66.7,205,1,Power Failure
-3945,L51124,L,302.2,311.2,1381,49.4,207,0,No Failure
-3946,L51125,L,302.2,311.3,1570,36.1,0,0,No Failure
-3947,M18806,M,302.2,311.3,1658,31,2,0,No Failure
-3948,H33361,H,302.2,311.3,1749,29.2,5,0,No Failure
-3949,M18808,M,302.2,311.3,1510,37.1,10,0,No Failure
-3950,L51129,L,302.3,311.5,1384,50.8,13,0,No Failure
-3951,L51130,L,302.3,311.4,1570,37.2,15,0,No Failure
-3952,M18811,M,302.3,311.4,1571,32.7,17,0,No Failure
-3953,L51132,L,302.3,311.4,1476,37.3,20,0,No Failure
-3954,M18813,M,302.3,311.4,1484,39.5,22,0,No Failure
-3955,M18814,M,302.3,311.4,1909,23.2,25,0,No Failure
-3956,L51135,L,302.3,311.5,1448,49.6,28,0,No Failure
-3957,M18816,M,302.3,311.4,1500,40.2,30,0,No Failure
-3958,L51137,L,302.2,311.4,1510,44.9,33,0,No Failure
-3959,L51138,L,302.2,311.3,1378,55.5,35,0,No Failure
-3960,M18819,M,302.2,311.4,1538,37.4,37,0,No Failure
-3961,L51140,L,302.2,311.4,1390,48.1,40,0,No Failure
-3962,M18821,M,302.2,311.4,1642,32.1,42,0,No Failure
-3963,L51142,L,302.4,311.5,1785,24.8,45,0,No Failure
-3964,H33377,H,302.3,311.5,1526,38.2,47,0,No Failure
-3965,M18824,M,302.3,311.6,1668,33.2,52,0,No Failure
-3966,L51145,L,302.3,311.5,1507,37.5,55,0,No Failure
-3967,L51146,L,302.3,311.5,1530,37.8,57,0,No Failure
-3968,M18827,M,302.3,311.4,1479,45.6,59,0,No Failure
-3969,M18828,M,302.3,311.4,1418,41.3,62,0,No Failure
-3970,L51149,L,302.3,311.4,1504,38.7,65,0,No Failure
-3971,M18830,M,302.3,311.4,1345,47.6,67,0,No Failure
-3972,H33385,H,302.2,311.4,1625,35.4,70,0,No Failure
-3973,L51152,L,302.3,311.4,1511,34.7,75,0,No Failure
-3974,L51153,L,302.3,311.4,1535,41.8,77,0,No Failure
-3975,L51154,L,302.4,311.5,1505,37.9,79,0,No Failure
-3976,H33389,H,302.4,311.5,1540,43.7,81,0,No Failure
-3977,H33390,H,302.3,311.4,1372,46,86,0,No Failure
-3978,M18837,M,302.2,311.3,1510,36.6,91,0,No Failure
-3979,L51158,L,302.2,311.3,1382,46.4,94,0,No Failure
-3980,L51159,L,302.3,311.3,1439,41.8,96,0,No Failure
-3981,M18840,M,302.2,311.3,1375,47,98,0,No Failure
-3982,M18841,M,302.2,311.3,1931,21.9,101,0,No Failure
-3983,L51162,L,302.2,311.3,1475,48.6,104,0,No Failure
-3984,L51163,L,302.2,311.3,1389,46.9,106,0,No Failure
-3985,L51164,L,302.3,311.3,1652,32.8,108,0,No Failure
-3986,L51165,L,302.3,311.2,1386,50.3,110,0,No Failure
-3987,M18846,M,302.2,311.3,1577,29.8,112,0,No Failure
-3988,M18847,M,302.3,311.3,1444,43.1,115,0,No Failure
-3989,L51168,L,302.2,311.3,1554,40.2,118,0,No Failure
-3990,L51169,L,302.2,311.3,1602,32.8,120,0,No Failure
-3991,H33404,H,302.2,311.2,1692,28.2,122,0,No Failure
-3992,L51171,L,302.3,311.3,1682,34.4,127,0,No Failure
-3993,L51172,L,302.3,311.3,1614,34.1,129,0,No Failure
-3994,L51173,L,302.3,311.3,1324,47.8,131,0,No Failure
-3995,L51174,L,302.3,311.4,1434,40.3,133,0,No Failure
-3996,L51175,L,302.3,311.3,1621,31.6,135,0,No Failure
-3997,M18856,M,302.3,311.3,1625,33.1,137,0,No Failure
-3998,L51177,L,302.2,311.1,1394,53.7,140,0,No Failure
-3999,L51178,L,302.1,311,1586,35.1,142,0,No Failure
-4000,L51179,L,302,311,1420,45.9,144,0,No Failure
-4001,L51180,L,302.1,311.2,1422,50.3,146,0,No Failure
-4002,H33415,H,302.1,311.2,1598,37.9,148,0,No Failure
-4003,L51182,L,302.1,311.2,1454,59.2,153,1,Power Failure
-4004,L51183,L,302.1,311.2,1519,39.3,155,0,No Failure
-4005,L51184,L,302,311.1,1373,55.7,157,0,No Failure
-4006,M18865,M,302,311.1,1406,48.8,159,0,No Failure
-4007,L51186,L,302.1,311.2,1492,45,162,0,No Failure
-4008,L51187,L,302.1,311.2,1369,50.8,164,0,No Failure
-4009,M18868,M,302.2,311.2,1471,41.9,166,0,No Failure
-4010,L51189,L,302.2,311.2,1630,36,169,0,No Failure
-4011,M18870,M,302.1,311.1,1605,37.6,171,0,No Failure
-4012,L51191,L,302.2,311.1,1447,52.1,174,0,No Failure
-4013,M18872,M,302.2,311.2,1360,52.8,176,0,No Failure
-4014,M18873,M,302.2,311.1,1728,34,179,0,No Failure
-4015,L51194,L,302.1,311,1740,30.8,182,0,No Failure
-4016,L51195,L,302.1,310.9,1477,41.4,184,0,No Failure
-4017,L51196,L,302.1,310.9,1658,30.3,186,0,No Failure
-4018,L51197,L,302,310.8,1902,23.4,188,0,No Failure
-4019,M18878,M,302,310.8,1783,23.1,190,0,No Failure
-4020,M18879,M,302,310.9,1558,45.3,193,0,No Failure
-4021,L51200,L,302.1,311,1351,49.5,196,0,No Failure
-4022,H33435,H,302.1,310.9,1452,42.5,198,0,No Failure
-4023,L51202,L,302.1,310.9,1666,30.7,203,0,No Failure
-4024,L51203,L,302.1,311,1364,50,205,0,No Failure
-4025,M18884,M,302.1,311,1351,60.3,207,1,Overstrain Failure
-4026,H33439,H,302.1,311,1729,26.1,210,0,No Failure
-4027,M18886,M,302.1,311,1574,34.1,215,0,No Failure
-4028,L51207,L,302,311,1566,37.8,218,0,No Failure
-4029,L51208,L,302,310.9,1455,43.2,220,0,No Failure
-4030,H33443,H,302,310.9,1679,29,222,0,No Failure
-4031,L51210,L,302,310.8,2143,17.3,227,0,No Failure
-4032,L51211,L,302,310.8,1447,42.7,229,0,No Failure
-4033,L51212,L,302,310.8,1383,50.3,231,1,Overstrain Failure
-4034,L51213,L,302.1,310.8,1772,27.1,233,0,No Failure
-4035,L51214,L,302,310.8,1615,29,235,1,Tool Wear Failure
-4036,L51215,L,302,310.8,1454,36.6,0,0,No Failure
-4037,L51216,L,302,310.8,1445,49.1,2,0,No Failure
-4038,M18897,M,302,310.8,1609,35.2,4,0,No Failure
-4039,L51218,L,302,310.9,1546,34.4,7,0,No Failure
-4040,L51219,L,301.9,310.8,1567,39.3,9,0,No Failure
-4041,L51220,L,302,310.8,1767,27.4,11,0,No Failure
-4042,L51221,L,302,310.9,1539,34.2,13,0,No Failure
-4043,L51222,L,302,310.9,1564,39,15,0,No Failure
-4044,M18903,M,302,310.8,1445,46.3,17,0,No Failure
-4045,M18904,M,301.9,310.9,1419,47.7,20,1,No Failure
-4046,M18905,M,301.8,310.9,1881,20.9,23,0,No Failure
-4047,M18906,M,301.9,310.9,1421,46.2,26,0,No Failure
-4048,L51227,L,301.9,311,1455,46,29,0,No Failure
-4049,L51228,L,301.9,311,2691,12.1,31,1,Power Failure
-4050,L51229,L,301.8,310.8,1505,41.2,33,0,No Failure
-4051,L51230,L,301.8,310.8,1456,46.6,35,0,No Failure
-4052,L51231,L,301.8,310.8,1383,46.4,37,0,No Failure
-4053,M18912,M,301.9,310.8,1563,39.2,39,0,No Failure
-4054,M18913,M,301.9,310.9,2305,16.1,42,0,No Failure
-4055,M18914,M,301.9,310.9,1456,43.6,45,0,No Failure
-4056,L51235,L,302,311,1865,22.7,48,0,No Failure
-4057,L51236,L,301.9,310.9,1597,36.9,50,0,No Failure
-4058,L51237,L,302,310.9,1495,38.6,52,0,No Failure
-4059,M18918,M,302,310.9,1456,47.2,54,0,No Failure
-4060,L51239,L,301.9,310.8,1465,44.3,57,0,No Failure
-4061,M18920,M,302,310.9,1352,55.5,59,0,No Failure
-4062,L51241,L,301.9,310.8,1906,21.7,62,0,No Failure
-4063,L51242,L,302,310.9,1446,44,64,0,No Failure
-4064,L51243,L,302,310.8,1948,19.7,66,0,No Failure
-4065,L51244,L,301.9,310.7,1480,47.1,68,0,No Failure
-4066,M18925,M,301.9,310.7,1511,37.6,70,0,No Failure
-4067,M18926,M,301.9,310.7,1472,47,73,0,No Failure
-4068,L51247,L,301.9,310.7,1429,51,76,0,No Failure
-4069,L51248,L,301.9,310.7,1405,48.8,78,0,No Failure
-4070,M18929,M,301.9,310.7,1405,47.9,80,0,No Failure
-4071,L51250,L,302,310.7,1348,58.1,83,0,No Failure
-4072,L51251,L,301.9,310.6,1331,68.6,85,1,Power Failure
-4073,L51252,L,301.9,310.6,1610,33.4,87,0,No Failure
-4074,M18933,M,301.9,310.6,1412,46.5,89,0,No Failure
-4075,L51254,L,302,310.7,1453,42.7,92,0,No Failure
-4076,L51255,L,302,310.6,1583,38.9,94,0,No Failure
-4077,M18936,M,302,310.6,1539,37.4,96,0,No Failure
-4078,L51257,L,302,310.5,1635,39.8,99,0,No Failure
-4079,H33492,H,302.1,310.7,1294,62.4,101,1,Heat Dissipation Failure
-4080,L51259,L,302,310.5,1978,22,106,0,No Failure
-4081,L51260,L,302,310.4,1357,58,108,1,Heat Dissipation Failure
-4082,L51261,L,302,310.4,1336,58.2,110,1,Heat Dissipation Failure
-4083,L51262,L,302,310.4,1568,39.2,112,0,No Failure
-4084,M18943,M,302,310.4,1567,36.4,114,0,No Failure
-4085,L51264,L,302,310.4,1611,35.6,117,0,No Failure
-4086,H33499,H,302,310.5,1841,23.6,119,0,No Failure
-4087,L51266,L,302,310.5,1567,36.1,124,0,No Failure
-4088,L51267,L,301.9,310.4,1376,54.9,126,1,Heat Dissipation Failure
-4089,L51268,L,301.9,310.5,1477,42.4,128,0,No Failure
-4090,M18949,M,301.9,310.5,1590,40.3,130,0,No Failure
-4091,L51270,L,302,310.5,2197,15.8,133,0,No Failure
-4092,M18951,M,302,310.4,1595,32.9,135,0,No Failure
-4093,H33506,H,302,310.5,1812,24.4,138,0,No Failure
-4094,M18953,M,302,310.5,1573,32.1,143,0,No Failure
-4095,L51274,L,302,310.5,1651,30.9,146,0,No Failure
-4096,H33509,H,302,310.5,1459,43.2,148,0,No Failure
-4097,L51276,L,301.9,310.4,1370,51.7,153,1,Heat Dissipation Failure
-4098,L51277,L,301.9,310.4,1518,34.1,155,0,No Failure
-4099,L51278,L,302,310.3,1648,29.6,157,0,No Failure
-4100,L51279,L,302,310.4,1464,47.2,159,0,No Failure
-4101,L51280,L,302,310.4,1895,23.2,161,0,No Failure
-4102,L51281,L,301.9,310.4,1884,23.4,163,0,No Failure
-4103,L51282,L,302,310.4,1450,46.6,165,0,No Failure
-4104,L51283,L,302,310.4,1448,43.4,167,0,No Failure
-4105,L51284,L,302.1,310.5,1389,49.6,169,0,No Failure
-4106,L51285,L,302,310.6,1583,35.2,171,0,No Failure
-4107,L51286,L,301.9,310.5,1425,51.1,173,0,No Failure
-4108,L51287,L,302,310.5,1809,27.1,175,0,No Failure
-4109,L51288,L,301.9,310.5,1892,21.8,177,0,No Failure
-4110,M18969,M,301.9,310.6,1475,47.8,179,0,No Failure
-4111,L51290,L,302,310.6,1361,46.7,182,0,No Failure
-4112,M18971,M,302,310.6,1563,41,184,0,No Failure
-4113,H33526,H,301.9,310.5,1472,39.7,187,0,No Failure
-4114,L51293,L,302,310.6,1325,55.3,192,0,No Failure
-4115,L51294,L,302,310.6,1358,53.1,194,0,No Failure
-4116,H33529,H,302,310.6,1346,54.7,196,0,No Failure
-4117,M18976,M,302,310.5,1381,58.4,201,0,No Failure
-4118,L51297,L,301.9,310.5,1340,55.7,204,1,Overstrain Failure
-4119,L51298,L,302,310.6,1366,47.7,206,0,No Failure
-4120,L51299,L,302.1,310.7,1325,45.1,208,1,Heat Dissipation Failure
-4121,M18980,M,302.1,310.7,1376,46.3,210,1,Heat Dissipation Failure
-4122,M18981,M,302.1,310.7,1364,47.8,213,1,Heat Dissipation Failure
-4123,L51302,L,302.2,310.6,1462,43.6,0,0,No Failure
-4124,M18983,M,302.1,310.6,1517,38.9,2,0,No Failure
-4125,L51304,L,302.1,310.6,1385,53.6,5,0,No Failure
-4126,L51305,L,302.1,310.6,1439,40,7,0,No Failure
-4127,M18986,M,302,310.6,1623,34.3,9,0,No Failure
-4128,H33541,H,302,310.6,1438,43.2,12,0,No Failure
-4129,L51308,L,301.9,310.4,1708,24.8,17,0,No Failure
-4130,M18989,M,301.8,310.3,1666,32.7,19,0,No Failure
-4131,L51310,L,301.9,310.4,1286,62.8,22,1,Heat Dissipation Failure
-4132,L51311,L,301.9,310.3,1485,46.3,24,0,No Failure
-4133,M18992,M,301.8,310.3,1409,52.5,26,0,No Failure
-4134,L51313,L,301.8,310.3,1765,27.3,29,0,No Failure
-4135,L51314,L,301.8,310.3,1688,28.8,31,0,No Failure
-4136,M18995,M,301.7,310.3,1787,26.7,33,0,No Failure
-4137,L51316,L,301.7,310.1,1487,48,36,0,No Failure
-4138,L51317,L,301.7,310.1,1384,50.5,38,0,No Failure
-4139,L51318,L,301.7,310.2,1311,57.4,40,1,Heat Dissipation Failure
-4140,H33553,H,301.7,310.2,1620,30.8,42,0,No Failure
-4141,L51320,L,301.7,310.2,1331,61.2,47,1,Heat Dissipation Failure
-4142,H33555,H,301.7,310.1,1462,38.3,49,0,No Failure
-4143,L51322,L,301.7,310.1,1424,50.2,54,0,No Failure
-4144,L51323,L,301.7,310.1,1500,39.6,56,0,No Failure
-4145,L51324,L,301.8,310.1,1738,28,58,0,No Failure
-4146,M19005,M,301.8,310.3,1465,46.5,60,0,No Failure
-4147,L51326,L,301.8,310.3,1482,41.4,63,0,No Failure
-4148,L51327,L,301.9,310.3,1398,44,65,0,No Failure
-4149,L51328,L,301.9,310.3,1972,21.3,67,0,No Failure
-4150,L51329,L,301.9,310.4,1603,37.6,69,0,No Failure
-4151,L51330,L,301.9,310.4,1610,34.8,71,0,No Failure
-4152,M19011,M,301.9,310.4,1373,48,73,1,Heat Dissipation Failure
-4153,M19012,M,302,310.5,1425,44.7,76,0,No Failure
-4154,M19013,M,302,310.4,1212,55.6,79,1,Heat Dissipation Failure
-4155,M19014,M,302,310.4,1828,26.3,82,0,No Failure
-4156,L51335,L,302,310.5,1370,44.4,85,1,Heat Dissipation Failure
-4157,M19016,M,302,310.5,1823,25.1,87,0,No Failure
-4158,L51337,L,302,310.5,1263,60.6,90,1,Heat Dissipation Failure
-4159,L51338,L,301.9,310.4,1889,21.5,92,0,No Failure
-4160,M19019,M,302,310.5,1639,32.9,94,0,No Failure
-4161,M19020,M,302,310.4,1608,33.1,97,0,No Failure
-4162,H33575,H,301.9,310.3,1653,32.4,100,0,No Failure
-4163,L51342,L,302,310.4,1591,29.8,105,0,No Failure
-4164,L51343,L,302.1,310.5,1696,30.9,107,0,No Failure
-4165,L51344,L,302.2,310.6,1346,47.5,109,1,Heat Dissipation Failure
-4166,M19025,M,302.2,310.5,1507,40.4,111,0,No Failure
-4167,H33580,H,302.3,310.6,1525,48.7,114,0,No Failure
-4168,M19027,M,302.3,310.7,1559,33.9,119,0,No Failure
-4169,L51348,L,302.2,310.6,1632,30.5,122,0,No Failure
-4170,L51349,L,302.1,310.5,1559,36,124,0,No Failure
-4171,M19030,M,302.2,310.6,1355,51.5,126,1,Heat Dissipation Failure
-4172,M19031,M,302.2,310.5,1832,23.7,129,0,No Failure
-4173,L51352,L,302.2,310.6,1386,50,132,0,No Failure
-4174,M19033,M,302.2,310.6,1346,49.2,134,1,Heat Dissipation Failure
-4175,L51354,L,302.3,310.7,1499,37.8,137,0,No Failure
-4176,L51355,L,302.3,310.7,1612,33.4,139,0,No Failure
-4177,M19036,M,302.3,310.7,1544,39.7,141,0,No Failure
-4178,L51357,L,302.5,310.9,1477,39.2,144,0,No Failure
-4179,L51358,L,302.5,310.9,1624,34.4,146,0,No Failure
-4180,L51359,L,302.4,310.9,1349,46.1,148,1,Heat Dissipation Failure
-4181,L51360,L,302.4,310.8,1686,28.8,150,0,No Failure
-4182,M19041,M,302.4,310.7,1521,40.4,152,0,No Failure
-4183,L51362,L,302.4,310.7,1362,54.8,155,1,Heat Dissipation Failure
-4184,L51363,L,302.3,310.7,1402,50.9,157,0,No Failure
-4185,L51364,L,302.2,310.6,1334,53.2,159,1,Heat Dissipation Failure
-4186,L51365,L,302.2,310.6,1348,48.4,161,1,Heat Dissipation Failure
-4187,M19046,M,302.2,310.6,1570,34.6,163,0,No Failure
-4188,M19047,M,302.2,310.7,1601,33,166,0,No Failure
-4189,M19048,M,302.3,310.8,1611,31.8,169,0,No Failure
-4190,L51369,L,302.4,310.9,1560,31.8,172,0,No Failure
-4191,H33604,H,302.4,310.9,1444,40.7,174,0,No Failure
-4192,L51371,L,302.4,311,1317,59.4,179,0,No Failure
-4193,M19052,M,302.5,311,1463,43.1,181,0,No Failure
-4194,L51373,L,302.4,311.1,1634,34.2,184,0,No Failure
-4195,L51374,L,302.4,311,1423,46.2,186,0,No Failure
-4196,L51375,L,302.5,311,1548,38.4,188,0,No Failure
-4197,M19056,M,302.5,311,1563,35.6,190,0,No Failure
-4198,L51377,L,302.4,311,1573,36.5,193,0,No Failure
-4199,M19058,M,302.4,311.1,1432,44.5,195,0,No Failure
-4200,M19059,M,302.5,311.1,1638,32,198,0,No Failure
-4201,L51380,L,302.5,311.1,1571,34.2,201,0,No Failure
-4202,L51381,L,302.4,311,2211,15.4,203,0,No Failure
-4203,L51382,L,302.4,311,1555,40.6,205,0,No Failure
-4204,M19063,M,302.3,310.9,1558,31.9,207,0,No Failure
-4205,M19064,M,302.3,310.9,1523,43.2,210,0,No Failure
-4206,L51385,L,302.3,310.8,1723,26.3,213,0,No Failure
-4207,M19066,M,302.3,310.8,1721,28.4,215,0,No Failure
-4208,M19067,M,302.3,310.9,1710,30.4,218,1,Tool Wear Failure
-4209,M19068,M,302.3,310.9,1627,32.3,0,0,No Failure
-4210,M19069,M,302.2,310.8,1422,47,3,0,No Failure
-4211,L51390,L,302.1,310.8,1565,35.3,6,0,No Failure
-4212,L51391,L,302.1,310.7,1314,52.8,8,1,Heat Dissipation Failure
-4213,M19072,M,302,310.6,1392,60.5,10,0,No Failure
-4214,L51393,L,302.1,310.7,1465,40.7,13,0,No Failure
-4215,L51394,L,301.9,310.6,1573,36.6,15,0,No Failure
-4216,M19075,M,302,310.7,2157,17.8,17,0,No Failure
-4217,L51396,L,301.9,310.7,1370,50.3,20,0,No Failure
-4218,L51397,L,301.9,310.6,1462,38.8,22,0,No Failure
-4219,M19078,M,302,310.6,1479,40.5,24,0,No Failure
-4220,L51399,L,301.9,310.7,1717,26.8,27,0,No Failure
-4221,M19080,M,301.9,310.6,1260,65.9,29,0,No Failure
-4222,L51401,L,301.9,310.6,1467,39.3,32,0,No Failure
-4223,M19082,M,302,310.6,1535,38.6,34,0,No Failure
-4224,L51403,L,302,310.7,1657,31.9,37,0,No Failure
-4225,L51404,L,302,310.7,1698,28.1,39,0,No Failure
-4226,L51405,L,302.1,310.7,1359,49.3,41,1,Heat Dissipation Failure
-4227,L51406,L,302.1,310.8,1596,37.1,43,0,No Failure
-4228,L51407,L,302.2,310.8,1383,46.9,45,0,No Failure
-4229,L51408,L,302.2,310.8,2203,16.6,47,0,No Failure
-4230,M19089,M,302.2,310.8,1408,46.8,49,0,No Failure
-4231,L51410,L,302.2,310.8,1673,32.9,52,0,No Failure
-4232,L51411,L,302.2,310.8,1340,47.8,54,0,No Failure
-4233,L51412,L,302.2,310.9,1452,42.3,56,0,No Failure
-4234,M19093,M,302.2,310.9,1302,53.4,58,0,No Failure
-4235,H33648,H,302.2,310.9,1522,35.9,61,0,No Failure
-4236,L51415,L,302.2,310.8,1438,41.4,66,0,No Failure
-4237,L51416,L,302.2,310.9,1604,40.5,68,0,No Failure
-4238,L51417,L,302.2,311,1832,23.2,70,0,No Failure
-4239,M19098,M,302.3,311,1521,34.8,72,0,No Failure
-4240,L51419,L,302.3,311,1446,37.6,75,0,No Failure
-4241,L51420,L,302.4,311.1,1905,20.9,77,0,No Failure
-4242,L51421,L,302.4,311,1475,47.9,79,0,No Failure
-4243,L51422,L,302.4,311,1462,48.5,81,0,No Failure
-4244,M19103,M,302.4,310.9,1435,42.3,83,0,No Failure
-4245,L51424,L,302.4,310.9,1469,39.6,86,0,No Failure
-4246,M19105,M,302.6,311.1,1520,43,88,0,No Failure
-4247,L51426,L,302.6,311,1537,35.5,91,0,No Failure
-4248,L51427,L,302.6,311,1369,60,93,1,Heat Dissipation Failure
-4249,L51428,L,302.6,311,1506,37.2,95,0,No Failure
-4250,L51429,L,302.5,310.9,1330,56.9,97,1,Heat Dissipation Failure
-4251,L51430,L,302.6,311,1660,38,99,0,No Failure
-4252,H33665,H,302.5,310.9,1356,55.5,101,1,Heat Dissipation Failure
-4253,H33666,H,302.6,311,1438,51,106,0,No Failure
-4254,M19113,M,302.6,311,1329,48.6,111,1,Heat Dissipation Failure
-4255,L51434,L,302.6,311,1284,68,114,1,Power Failure
-4256,M19115,M,302.5,311,1387,52.1,116,0,No Failure
-4257,M19116,M,302.6,311,1591,33.9,119,0,No Failure
-4258,M19117,M,302.6,311,1589,39,122,0,No Failure
-4259,M19118,M,302.7,311.1,1297,60.7,125,1,Heat Dissipation Failure
-4260,L51439,L,302.7,311.2,1545,35.1,128,0,No Failure
-4261,H33674,H,302.7,311.1,1418,43.4,130,0,No Failure
-4262,L51441,L,302.7,311.1,1730,28.1,135,0,No Failure
-4263,L51442,L,302.6,311,2001,20.7,137,0,No Failure
-4264,L51443,L,302.6,311,1620,36.2,139,0,No Failure
-4265,M19124,M,302.6,311,1542,39.7,141,0,No Failure
-4266,L51445,L,302.6,311,1424,38,144,0,No Failure
-4267,L51446,L,302.7,311.1,1440,39.5,146,0,No Failure
-4268,L51447,L,302.6,311,1520,42.8,148,0,No Failure
-4269,L51448,L,302.7,311,1694,29.8,150,0,No Failure
-4270,L51449,L,302.6,311,1610,39.2,152,0,No Failure
-4271,L51450,L,302.6,310.9,1331,52,154,1,Heat Dissipation Failure
-4272,L51451,L,302.6,310.8,1470,41.2,156,0,No Failure
-4273,L51452,L,302.5,310.8,1577,36.9,158,0,No Failure
-4274,L51453,L,302.6,310.8,1486,36.4,160,0,No Failure
-4275,L51454,L,302.4,310.6,1445,40.3,162,0,No Failure
-4276,M19135,M,302.4,310.5,1500,36.7,164,0,No Failure
-4277,M19136,M,302.2,310.4,1456,47.5,167,0,No Failure
-4278,L51457,L,302.2,310.4,1743,28.1,170,0,No Failure
-4279,L51458,L,302,310.1,1409,50.4,172,0,No Failure
-4280,L51459,L,302,310.1,1361,45.4,174,1,Heat Dissipation Failure
-4281,L51460,L,302.1,310.1,1753,28.9,176,0,No Failure
-4282,L51461,L,302,310,1832,22.9,178,0,No Failure
-4283,L51462,L,301.9,309.9,1374,48.5,180,1,Heat Dissipation Failure
-4284,M19143,M,301.8,309.9,1334,61,182,1,Heat Dissipation Failure
-4285,L51464,L,301.8,310,1493,40.3,185,0,No Failure
-4286,L51465,L,301.7,309.9,1317,49,187,1,Heat Dissipation Failure
-4287,M19146,M,301.7,309.9,1434,47.9,189,0,No Failure
-4288,M19147,M,301.7,309.9,1457,39.2,192,0,No Failure
-4289,M19148,M,301.7,310,1391,50.6,195,0,No Failure
-4290,M19149,M,301.8,310,1781,23.9,198,0,No Failure
-4291,L51470,L,301.8,310,1642,32.6,201,0,No Failure
-4292,L51471,L,301.8,310,2032,19,203,0,No Failure
-4293,M19152,M,301.8,310.1,2372,13.9,205,1,Power Failure
-4294,L51473,L,301.8,310,1393,44.9,208,0,No Failure
-4295,M19154,M,301.7,310.1,1743,27.3,210,0,No Failure
-4296,L51475,L,301.8,310.2,1457,40.4,213,0,No Failure
-4297,L51476,L,301.8,310.2,2825,5.8,215,1,Power Failure
-4298,M19157,M,301.8,310.2,1609,34.2,217,0,No Failure
-4299,M19158,M,301.8,310.2,1437,42.3,0,0,No Failure
-4300,L51479,L,301.7,310.1,1402,50.1,3,0,No Failure
-4301,M19160,M,301.7,310.1,1644,34.6,5,0,No Failure
-4302,L51481,L,301.7,310.2,1471,51.1,8,0,No Failure
-4303,L51482,L,301.7,310.1,2695,12.6,10,0,No Failure
-4304,L51483,L,301.7,310.2,1435,48.1,12,0,No Failure
-4305,L51484,L,301.6,310.1,1694,26.3,14,0,No Failure
-4306,L51485,L,301.6,310.1,1687,26.6,16,0,No Failure
-4307,L51486,L,301.6,310,1869,22.9,18,0,No Failure
-4308,L51487,L,301.4,309.9,1259,63.9,20,1,Heat Dissipation Failure
-4309,H33722,H,301.4,309.9,1460,47.2,22,0,No Failure
-4310,M19169,M,301.3,309.9,1501,39.5,27,0,No Failure
-4311,L51490,L,301.4,310,1776,25.6,30,0,No Failure
-4312,M19171,M,301.5,310.1,1468,40.8,32,0,No Failure
-4313,L51492,L,301.5,310.1,1430,46.5,35,0,No Failure
-4314,L51493,L,301.4,310.1,1502,46.6,37,0,No Failure
-4315,H33728,H,301.4,310.1,1623,32.3,39,0,No Failure
-4316,M19175,M,301.4,310,1651,29.8,44,0,No Failure
-4317,L51496,L,301.5,310.1,1639,33.4,47,0,No Failure
-4318,M19177,M,301.5,310,1417,44.6,49,0,No Failure
-4319,L51498,L,301.5,310.1,1541,42.2,52,0,No Failure
-4320,M19179,M,301.6,310.2,1411,45.1,54,0,No Failure
-4321,L51500,L,301.7,310.3,1397,44.6,57,0,No Failure
-4322,L51501,L,301.7,310.2,1686,28.9,59,0,No Failure
-4323,M19182,M,301.7,310.1,1431,44,61,0,No Failure
-4324,L51503,L,301.8,310.3,1341,50.5,64,1,Heat Dissipation Failure
-4325,L51504,L,301.7,310.2,1486,43,66,0,No Failure
-4326,L51505,L,301.6,310.2,1384,57.1,68,0,No Failure
-4327,L51506,L,301.6,310.1,1362,55.8,70,1,Heat Dissipation Failure
-4328,H33741,H,301.7,310.1,1660,29.3,72,0,No Failure
-4329,L51508,L,301.6,310.1,1326,48.2,77,1,Heat Dissipation Failure
-4330,L51509,L,301.6,310,1566,30.3,79,0,No Failure
-4331,L51510,L,301.5,309.8,1549,38.5,81,0,No Failure
-4332,M19191,M,301.6,309.9,1746,31.1,83,0,No Failure
-4333,M19192,M,301.7,309.9,1452,41.5,86,0,No Failure
-4334,L51513,L,301.6,309.8,1588,33.9,89,0,No Failure
-4335,L51514,L,301.6,309.8,1472,42.5,91,0,No Failure
-4336,L51515,L,301.7,309.9,1607,37.7,93,0,No Failure
-4337,H33750,H,301.6,309.9,1423,53.6,95,0,No Failure
-4338,L51517,L,301.6,309.9,1440,43.4,100,0,No Failure
-4339,L51518,L,301.6,309.9,1397,43.7,102,0,No Failure
-4340,L51519,L,301.7,309.9,1524,46.6,104,0,No Failure
-4341,M19200,M,301.7,309.9,1533,40.9,106,0,No Failure
-4342,L51521,L,301.7,309.8,1398,46,109,0,No Failure
-4343,M19202,M,301.7,309.8,1284,68.2,111,1,Power Failure
-4344,L51523,L,301.7,309.8,1491,39.3,114,0,No Failure
-4345,H33758,H,301.8,309.9,1418,51.3,116,0,No Failure
-4346,M19205,M,301.8,309.8,1546,39.8,121,0,No Failure
-4347,L51526,L,301.8,309.7,1598,30.4,124,0,No Failure
-4348,H33761,H,301.9,309.8,1724,27.5,126,0,No Failure
-4349,L51528,L,301.9,309.8,1507,44.7,131,0,No Failure
-4350,L51529,L,301.9,309.7,1595,31.4,133,0,No Failure
-4351,M19210,M,301.9,309.7,1568,37.5,135,0,No Failure
-4352,L51531,L,301.8,309.6,1432,43.7,138,0,No Failure
-4353,L51532,L,301.9,309.7,1424,42.8,140,0,No Failure
-4354,M19213,M,302,309.7,1386,62.7,142,1,Power Failure
-4355,L51534,L,302,309.8,1456,58.1,145,0,No Failure
-4356,H33769,H,302,309.8,1280,57.3,147,1,Heat Dissipation Failure
-4357,L51536,L,302,309.8,1649,31,152,0,No Failure
-4358,L51537,L,302,309.9,1407,52.8,154,0,No Failure
-4359,H33772,H,302,309.9,1606,34.5,156,0,No Failure
-4360,M19219,M,302.1,310,1531,38,161,0,No Failure
-4361,L51540,L,302.1,310.1,1543,35.8,164,0,No Failure
-4362,M19221,M,302.1,310.1,1379,48.2,166,1,Heat Dissipation Failure
-4363,L51542,L,302.1,310.1,1447,46.6,169,0,No Failure
-4364,H33777,H,302.1,310.1,1844,24.6,171,0,No Failure
-4365,H33778,H,302.1,310.1,1615,29.9,176,0,No Failure
-4366,L51545,L,302,310,1449,48.8,181,0,No Failure
-4367,L51546,L,302,309.9,1388,51.4,183,0,No Failure
-4368,H33781,H,302,309.9,1447,42.8,185,0,No Failure
-4369,L51548,L,302,310,1664,28.6,190,0,No Failure
-4370,H33783,H,302,309.9,1735,27.2,192,0,No Failure
-4371,L51550,L,302,309.9,1308,57.6,197,1,Heat Dissipation Failure
-4372,L51551,L,302,309.8,1480,40,199,0,No Failure
-4373,M19232,M,301.9,309.6,1439,41.7,201,0,No Failure
-4374,M19233,M,301.9,309.7,1533,35.9,204,0,No Failure
-4375,L51554,L,302,309.7,1551,34.8,207,0,No Failure
-4376,L51555,L,302,309.7,1414,36.3,209,0,No Failure
-4377,M19236,M,301.9,309.6,1551,34.6,211,0,No Failure
-4378,M19237,M,301.8,309.6,1436,49,214,0,No Failure
-4379,M19238,M,301.9,309.6,1385,45.8,217,0,No Failure
-4380,M19239,M,301.8,309.5,1732,30.1,220,0,No Failure
-4381,L51560,L,301.9,309.6,1410,49,223,0,No Failure
-4382,L51561,L,301.9,309.6,1446,43.2,225,0,No Failure
-4383,L51562,L,301.8,309.5,1525,39.6,227,0,No Failure
-4384,L51563,L,301.7,309.5,1298,65.5,229,1,Heat Dissipation Failure
-4385,L51564,L,301.8,309.6,1443,42.7,231,0,No Failure
-4386,L51565,L,301.8,309.7,1442,45.3,233,1,Tool Wear Failure
-4387,L51566,L,301.9,309.7,1719,31.9,0,0,No Failure
-4388,L51567,L,302,309.8,1532,39.4,2,0,No Failure
-4389,L51568,L,302,309.8,1701,27.2,4,0,No Failure
-4390,M19249,M,302.1,310,1355,45.1,6,1,Heat Dissipation Failure
-4391,M19250,M,302.2,310.1,1421,45.4,9,0,No Failure
-4392,M19251,M,302.2,310.1,1368,51.6,12,1,Heat Dissipation Failure
-4393,L51572,L,302.2,310.1,1458,45.1,15,0,No Failure
-4394,M19253,M,302.2,310.1,1572,34.6,17,0,No Failure
-4395,L51574,L,302.2,310,1483,48.7,20,0,No Failure
-4396,L51575,L,302.3,310.1,1513,40.4,22,0,No Failure
-4397,H33810,H,302.3,310.1,1383,42.9,24,0,No Failure
-4398,L51577,L,302.4,310.2,1539,37.7,29,0,No Failure
-4399,M19258,M,302.3,310.1,1563,37.8,31,0,No Failure
-4400,L51579,L,302.3,310.1,1653,29.7,34,0,No Failure
-4401,L51580,L,302.3,310.1,1353,50.9,36,1,Heat Dissipation Failure
-4402,H33815,H,302.2,310,1468,43.6,38,0,No Failure
-4403,H33816,H,302.3,310.2,1506,33.8,43,0,No Failure
-4404,L51583,L,302.3,310.1,1388,49.9,48,0,No Failure
-4405,M19264,M,302.4,310.2,1485,45.9,50,0,No Failure
-4406,L51585,L,302.4,310.2,1331,45.5,53,1,Heat Dissipation Failure
-4407,L51586,L,302.5,310.3,1326,58.5,55,1,Heat Dissipation Failure
-4408,L51587,L,302.3,310.2,1394,55.4,57,0,No Failure
-4409,L51588,L,302.4,310.1,2009,18.9,59,0,No Failure
-4410,M19269,M,302.4,310.1,1358,54.6,61,1,Heat Dissipation Failure
-4411,L51590,L,302.5,310.2,1586,32.2,64,0,No Failure
-4412,L51591,L,302.5,310.3,1688,31.6,66,0,No Failure
-4413,L51592,L,302.6,310.5,1450,43.2,68,0,No Failure
-4414,M19273,M,302.7,310.5,1398,47.3,70,0,No Failure
-4415,L51594,L,302.7,310.5,1520,39.3,73,0,No Failure
-4416,L51595,L,302.6,310.4,1514,42.7,75,0,No Failure
-4417,M19276,M,302.6,310.4,1532,36.1,77,0,No Failure
-4418,L51597,L,302.6,310.4,1365,66.8,80,1,Power Failure
-4419,L51598,L,302.6,310.3,1642,33.2,82,0,No Failure
-4420,M19279,M,302.6,310.2,2676,10.8,84,1,Power Failure
-4421,H33834,H,302.6,310.2,1873,21.3,87,0,No Failure
-4422,L51601,L,302.6,310.2,1325,62.4,92,1,Heat Dissipation Failure
-4423,M19282,M,302.6,310.2,2157,17.2,94,0,No Failure
-4424,M19283,M,302.6,310.2,1563,39,97,0,No Failure
-4425,M19284,M,302.6,310.2,1631,31,100,0,No Failure
-4426,L51605,L,302.5,310.2,1547,36.9,103,0,No Failure
-4427,L51606,L,302.6,310.3,1479,40.4,105,0,No Failure
-4428,M19287,M,302.4,310.1,1379,48.9,107,1,Heat Dissipation Failure
-4429,L51608,L,302.4,310.1,1906,21.2,110,0,No Failure
-4430,M19289,M,302.3,310.1,1731,33.4,112,0,No Failure
-4431,H33844,H,302.3,310.1,1688,30.4,115,0,No Failure
-4432,H33845,H,302.3,310.2,1443,54.6,120,0,No Failure
-4433,L51612,L,302.4,310.2,1445,46.4,125,0,No Failure
-4434,H33847,H,302.4,310.2,1435,44.9,127,0,No Failure
-4435,L51614,L,302.4,310.1,1556,32.9,132,0,No Failure
-4436,L51615,L,302.3,310.1,1321,52.7,134,1,Heat Dissipation Failure
-4437,M19296,M,302.4,310.1,1577,35.8,136,0,No Failure
-4438,L51617,L,302.4,310.2,1578,31.2,139,0,No Failure
-4439,L51618,L,302.4,310.1,1418,52.3,141,0,No Failure
-4440,M19299,M,302.4,310.2,1392,55.8,143,0,No Failure
-4441,L51620,L,302.5,310.3,1446,44,146,0,No Failure
-4442,L51621,L,302.5,310.2,1329,50.6,148,1,Heat Dissipation Failure
-4443,L51622,L,302.5,310.2,1563,34.8,150,0,No Failure
-4444,L51623,L,302.5,310.3,1405,57.4,152,0,No Failure
-4445,L51624,L,302.4,310.2,2224,16,154,0,No Failure
-4446,L51625,L,302.5,310.2,1716,29.9,156,0,No Failure
-4447,L51626,L,302.5,310.3,1584,35.5,158,0,No Failure
-4448,M19307,M,302.5,310.3,1488,41.8,160,0,No Failure
-4449,L51628,L,302.4,310.3,1374,51.2,163,1,Heat Dissipation Failure
-4450,M19309,M,302.4,310.3,1378,54.3,165,1,Heat Dissipation Failure
-4451,L51630,L,302.5,310.3,1551,37.3,168,0,No Failure
-4452,L51631,L,302.5,310.3,1549,40.9,170,0,No Failure
-4453,M19312,M,302.5,310.3,1447,39.2,172,0,No Failure
-4454,L51633,L,302.4,310.2,1400,53.7,175,0,No Failure
-4455,L51634,L,302.4,310.1,1401,48.8,177,0,No Failure
-4456,H33869,H,302.4,310.1,1597,28.9,179,0,No Failure
-4457,L51636,L,302.3,310.1,1487,46,184,0,No Failure
-4458,M19317,M,302.5,310.3,1710,27.3,186,0,No Failure
-4459,L51638,L,302.6,310.4,1478,47.7,189,0,No Failure
-4460,L51639,L,302.6,310.4,1743,26.3,191,0,No Failure
-4461,L51640,L,302.6,310.5,1596,32.8,193,0,No Failure
-4462,L51641,L,302.7,310.5,1642,30.8,195,0,No Failure
-4463,L51642,L,302.7,310.5,1263,67.8,197,1,Heat Dissipation Failure
-4464,L51643,L,302.8,310.6,2016,19.9,199,0,No Failure
-4465,L51644,L,302.8,310.6,1671,30.5,201,0,No Failure
-4466,L51645,L,302.8,310.6,1404,43.2,203,0,No Failure
-4467,L51646,L,302.8,310.6,1470,41.1,205,0,No Failure
-4468,L51647,L,302.8,310.6,1617,37.9,207,0,No Failure
-4469,L51648,L,302.7,310.5,1725,29,209,0,No Failure
-4470,L51649,L,302.7,310.5,1446,40.9,211,1,Tool Wear Failure
-4471,L51650,L,302.7,310.6,1564,34.3,0,0,No Failure
-4472,L51651,L,302.8,310.6,1670,29.1,2,0,No Failure
-4473,L51652,L,302.7,310.6,1501,48.7,4,0,No Failure
-4474,L51653,L,302.7,310.5,1551,35.9,6,0,No Failure
-4475,L51654,L,302.7,310.5,1563,35,8,0,No Failure
-4476,L51655,L,302.7,310.5,1351,41.8,10,1,Heat Dissipation Failure
-4477,L51656,L,302.6,310.4,1415,52.1,12,0,No Failure
-4478,L51657,L,302.6,310.3,1647,34.2,14,0,No Failure
-4479,L51658,L,302.5,310.2,1477,41.6,16,0,No Failure
-4480,L51659,L,302.6,310.2,1923,21.5,18,0,No Failure
-4481,H33894,H,302.7,310.4,1305,55.2,20,1,Heat Dissipation Failure
-4482,M19341,M,302.6,310.4,1544,35.1,25,0,No Failure
-4483,H33896,H,302.7,310.5,1568,36.9,28,0,No Failure
-4484,L51663,L,302.7,310.4,1489,42.7,33,0,No Failure
-4485,M19344,M,302.6,310.4,1451,43.1,35,0,No Failure
-4486,L51665,L,302.7,310.4,1542,35.7,38,0,No Failure
-4487,M19346,M,302.6,310.5,1965,20.2,40,0,No Failure
-4488,L51667,L,302.5,310.5,1436,36.5,43,0,No Failure
-4489,M19348,M,302.5,310.4,1509,37.6,45,0,No Failure
-4490,L51669,L,302.5,310.4,1487,40.2,48,0,No Failure
-4491,L51670,L,302.5,310.4,1967,20.3,50,0,No Failure
-4492,H33905,H,302.6,310.4,1409,53.3,52,0,No Failure
-4493,M19352,M,302.6,310.5,1420,56.4,57,0,No Failure
-4494,L51673,L,302.7,310.5,1511,37.7,60,0,No Failure
-4495,H33908,H,302.6,310.4,1649,30.1,62,0,No Failure
-4496,L51675,L,302.6,310.4,1359,57.2,67,1,Heat Dissipation Failure
-4497,M19356,M,302.5,310.4,1605,36,69,0,No Failure
-4498,L51677,L,302.5,310.3,1523,36,72,0,No Failure
-4499,H33912,H,302.6,310.4,1614,36,74,0,No Failure
-4500,H33913,H,302.6,310.3,1721,27.4,79,0,No Failure
-4501,L51680,L,302.6,310.4,1638,36.2,84,0,No Failure
-4502,L51681,L,302.5,310.2,1307,54,86,1,Heat Dissipation Failure
-4503,L51682,L,302.4,310.2,1642,28.3,88,0,No Failure
-4504,M19363,M,302.5,310.2,1751,30.5,90,0,No Failure
-4505,L51684,L,302.4,310.1,1645,31.6,93,0,No Failure
-4506,L51685,L,302.4,310.1,1426,46.8,95,0,No Failure
-4507,M19366,M,302.4,310.1,1520,36.6,97,0,No Failure
-4508,L51687,L,302.4,310.1,1709,31.8,100,0,No Failure
-4509,L51688,L,302.4,310,1426,46.6,102,0,No Failure
-4510,L51689,L,302.4,310.1,1429,43.7,104,0,No Failure
-4511,L51690,L,302.4,310.2,1346,62.4,106,1,Heat Dissipation Failure
-4512,L51691,L,302.5,310.2,1454,43,108,0,No Failure
-4513,M19372,M,302.5,310.3,1411,49.5,110,0,No Failure
-4514,L51693,L,302.4,310.3,1900,24.4,113,0,No Failure
-4515,L51694,L,302.4,310.3,1479,36.2,115,0,No Failure
-4516,L51695,L,302.5,310.4,1415,48.2,117,0,No Failure
-4517,L51696,L,302.5,310.3,1539,39,119,0,No Failure
-4518,L51697,L,302.4,310.3,1520,31.6,121,0,No Failure
-4519,L51698,L,302.4,310.3,1480,45.8,123,0,No Failure
-4520,L51699,L,302.4,310.4,1666,29.7,125,0,No Failure
-4521,L51700,L,302.4,310.4,1456,47.6,127,0,No Failure
-4522,L51701,L,302.4,310.4,1865,23.9,129,0,No Failure
-4523,M19382,M,302.5,310.5,1918,21.6,131,0,No Failure
-4524,L51703,L,302.5,310.4,1488,48.4,134,0,No Failure
-4525,M19384,M,302.5,310.5,1527,38.8,136,0,No Failure
-4526,M19385,M,302.4,310.4,1463,42.2,139,0,No Failure
-4527,L51706,L,302.4,310.4,1521,38.5,142,0,No Failure
-4528,M19387,M,302.4,310.5,1372,45.7,144,1,Heat Dissipation Failure
-4529,L51708,L,302.5,310.5,1507,39.5,147,0,No Failure
-4530,M19389,M,302.4,310.4,1586,34.3,149,0,No Failure
-4531,L51710,L,302.5,310.4,1487,42,152,0,No Failure
-4532,L51711,L,302.5,310.5,1520,41.2,154,0,No Failure
-4533,H33946,H,302.5,310.4,1422,41.9,156,0,No Failure
-4534,M19393,M,302.4,310.3,1375,52.5,161,1,Heat Dissipation Failure
-4535,L51714,L,302.4,310.2,1633,28,164,0,No Failure
-4536,L51715,L,302.4,310.2,1503,36.2,166,0,No Failure
-4537,L51716,L,302.4,310.2,1351,45.1,168,1,Heat Dissipation Failure
-4538,L51717,L,302.3,310.2,1548,35.3,170,0,No Failure
-4539,L51718,L,302.4,310.3,1923,23.3,172,0,No Failure
-4540,L51719,L,302.5,310.3,1592,32.6,174,0,No Failure
-4541,M19400,M,302.5,310.4,1580,35.6,176,0,No Failure
-4542,L51721,L,302.5,310.4,1427,46.8,179,0,No Failure
-4543,M19402,M,302.5,310.4,1581,32.7,181,0,No Failure
-4544,M19403,M,302.6,310.5,1542,39.9,184,0,No Failure
-4545,L51724,L,302.5,310.4,1349,55.1,187,1,Heat Dissipation Failure
-4546,L51725,L,302.5,310.5,1463,43,189,0,No Failure
-4547,M19406,M,302.5,310.4,1429,43.2,191,0,No Failure
-4548,M19407,M,302.5,310.4,1451,53.6,194,0,No Failure
-4549,L51728,L,302.6,310.5,1511,37.2,197,0,No Failure
-4550,L51729,L,302.6,310.6,1549,37.5,199,0,No Failure
-4551,M19410,M,302.5,310.5,1507,40.2,201,0,No Failure
-4552,M19411,M,302.6,310.5,1524,33.7,204,0,No Failure
-4553,M19412,M,302.7,310.5,1880,22.7,207,0,No Failure
-4554,L51733,L,302.6,310.5,1461,45.4,0,0,No Failure
-4555,L51734,L,302.6,310.5,1748,28.2,2,0,No Failure
-4556,L51735,L,302.7,310.6,1690,26.7,4,0,No Failure
-4557,M19416,M,302.7,310.6,1349,51.2,6,1,Heat Dissipation Failure
-4558,L51737,L,302.7,310.6,1686,26.3,9,0,No Failure
-4559,L51738,L,302.7,310.7,1369,47.5,11,1,Heat Dissipation Failure
-4560,L51739,L,302.7,310.7,1433,43.7,13,0,No Failure
-4561,L51740,L,302.7,310.7,1597,41.9,15,0,No Failure
-4562,L51741,L,302.9,310.8,1610,32.2,17,0,No Failure
-4563,L51742,L,302.7,310.7,1398,57.7,19,0,No Failure
-4564,L51743,L,302.7,310.7,1977,20,21,0,No Failure
-4565,L51744,L,302.8,310.8,1516,39.5,23,0,No Failure
-4566,H33979,H,302.7,310.8,1275,55,25,1,Heat Dissipation Failure
-4567,L51746,L,302.8,310.8,1402,50.5,30,0,No Failure
-4568,M19427,M,302.8,310.8,1451,44.7,32,0,No Failure
-4569,M19428,M,302.7,310.8,1555,36.1,35,0,No Failure
-4570,L51749,L,302.8,310.9,1636,35,38,0,No Failure
-4571,L51750,L,302.8,310.9,1312,52.2,40,1,Heat Dissipation Failure
-4572,L51751,L,302.8,310.9,1708,29.8,42,0,No Failure
-4573,M19432,M,302.9,311,1556,36.5,44,0,No Failure
-4574,H33987,H,302.8,311,1436,43.5,47,0,No Failure
-4575,M19434,M,302.9,311,1402,40.7,52,0,No Failure
-4576,M19435,M,302.9,311,1437,49.9,55,0,No Failure
-4577,M19436,M,302.9,311.1,1926,21.8,58,0,No Failure
-4578,L51757,L,303,311.2,1800,23.7,61,0,No Failure
-4579,L51758,L,303,311.2,1641,32.6,63,0,No Failure
-4580,L51759,L,303,311.2,1374,48.2,65,1,Heat Dissipation Failure
-4581,L51760,L,303,311.2,1494,37,67,0,No Failure
-4582,L51761,L,303,311.2,1601,32.9,69,0,No Failure
-4583,L51762,L,302.9,311.2,1634,36.9,71,0,No Failure
-4584,M19443,M,302.9,311.2,1467,37.7,73,0,No Failure
-4585,L51764,L,302.8,311.1,1550,32.3,76,0,No Failure
-4586,L51765,L,302.8,311.1,1563,32.2,78,0,No Failure
-4587,L51766,L,302.7,310.9,1395,48.3,80,0,No Failure
-4588,M19447,M,302.8,311,1507,33.4,82,0,No Failure
-4589,L51768,L,302.8,311,1564,38.5,85,0,No Failure
-4590,L51769,L,302.8,311.1,1721,30,87,0,No Failure
-4591,L51770,L,302.8,311.1,1456,36.1,89,0,No Failure
-4592,H34005,H,302.9,311.2,2102,17.8,91,0,No Failure
-4593,L51772,L,302.9,311.1,1555,33.9,96,0,No Failure
-4594,L51773,L,303,311.2,1409,41.9,98,0,No Failure
-4595,M19454,M,303,311.2,1387,41.4,100,0,No Failure
-4596,M19455,M,303,311.2,1460,43.9,103,0,No Failure
-4597,L51776,L,303,311.2,1361,47.6,106,1,Heat Dissipation Failure
-4598,M19457,M,303,311.1,1490,43,108,0,No Failure
-4599,L51778,L,303.1,311.2,1399,49.2,111,0,No Failure
-4600,L51779,L,303.1,311.1,1420,55.8,113,0,No Failure
-4601,L51780,L,303,311,1359,44.2,115,1,Heat Dissipation Failure
-4602,M19461,M,303,311.1,1372,54.3,117,1,Heat Dissipation Failure
-4603,M19462,M,303,311,1409,41.7,120,0,No Failure
-4604,H34017,H,302.9,311,1452,58.3,123,0,No Failure
-4605,L51784,L,302.9,311,1820,24.6,128,0,No Failure
-4606,H34019,H,302.9,311,1469,48.7,130,0,No Failure
-4607,L51786,L,302.9,311.1,1556,45.3,135,0,No Failure
-4608,L51787,L,303,311.1,1980,20.2,137,0,No Failure
-4609,M19468,M,303,311.2,1519,38,139,0,No Failure
-4610,L51789,L,303,311.2,1456,44,142,0,No Failure
-4611,L51790,L,303.1,311.2,1394,45.3,144,0,No Failure
-4612,L51791,L,303,311.3,1365,56.2,146,1,Heat Dissipation Failure
-4613,L51792,L,303,311.3,2194,16.5,148,0,No Failure
-4614,L51793,L,303.1,311.3,1403,55.6,150,0,No Failure
-4615,H34028,H,303,311.2,1503,37,152,0,No Failure
-4616,L51795,L,303,311.3,1793,29.3,157,0,No Failure
-4617,L51796,L,303.1,311.4,1829,24.5,159,0,No Failure
-4618,M19477,M,303.1,311.4,1831,23.3,161,0,No Failure
-4619,M19478,M,303,311.3,1335,53.6,164,1,Heat Dissipation Failure
-4620,H34033,H,303.1,311.3,2056,19.7,167,0,No Failure
-4621,L51800,L,303.1,311.3,1336,52.6,172,1,Heat Dissipation Failure
-4622,L51801,L,303,311.2,1341,51,174,1,Heat Dissipation Failure
-4623,M19482,M,303,311.1,1526,37.3,176,0,No Failure
-4624,L51803,L,303,311.1,1525,40.7,179,0,No Failure
-4625,M19484,M,303,311.1,1428,39.8,181,0,No Failure
-4626,L51805,L,303,311.2,1511,45.7,184,0,No Failure
-4627,L51806,L,303,311.2,1664,29.8,186,0,No Failure
-4628,M19487,M,303,311.2,1592,38.9,188,0,No Failure
-4629,M19488,M,303,311.1,1597,36.7,191,0,No Failure
-4630,L51809,L,303,311.2,1735,26.1,194,0,No Failure
-4631,L51810,L,302.9,311.2,1751,23.8,196,0,No Failure
-4632,L51811,L,303,311.2,1383,44.6,198,0,No Failure
-4633,M19492,M,302.9,311.2,1330,53.7,200,1,Heat Dissipation Failure
-4634,L51813,L,303,311.2,1382,50.5,203,0,No Failure
-4635,L51814,L,303,311.2,1755,30.4,205,0,No Failure
-4636,M19495,M,303,311.2,1614,35.7,207,0,No Failure
-4637,L51816,L,303,311.3,1466,43,210,0,No Failure
-4638,M19497,M,303.1,311.3,1847,24.7,212,0,No Failure
-4639,L51818,L,303.1,311.3,1474,34.8,215,0,No Failure
-4640,L51819,L,303.1,311.3,1657,31.8,217,0,No Failure
-4641,L51820,L,303.1,311.2,1435,40.1,219,0,No Failure
-4642,H34055,H,303.1,311.3,1494,42.7,221,0,No Failure
-4643,L51822,L,303.2,311.4,1238,54.6,226,1,Heat Dissipation Failure
-4644,L51823,L,303.2,311.4,1324,54.2,228,1,Heat Dissipation Failure
-4645,L51824,L,303.2,311.4,1514,41.2,230,0,No Failure
-4646,L51825,L,303.3,311.4,1732,25.6,232,0,No Failure
-4647,L51826,L,303.3,311.4,1497,46,234,1,Tool Wear Failure
-4648,L51827,L,303.3,311.4,1958,21.5,0,0,No Failure
-4649,L51828,L,303.3,311.4,1630,32.5,2,0,No Failure
-4650,M19509,M,303.3,311.4,1395,59.1,4,0,No Failure
-4651,L51830,L,303.3,311.4,1658,30.5,7,0,No Failure
-4652,L51831,L,303.2,311.4,1349,51.1,9,1,Heat Dissipation Failure
-4653,L51832,L,303.1,311.2,1452,52.9,11,0,No Failure
-4654,M19513,M,303.1,311.1,1594,35.5,13,0,No Failure
-4655,M19514,M,303.1,311,1510,47.6,16,0,No Failure
-4656,L51835,L,303.1,311.1,1854,22.6,19,0,No Failure
-4657,L51836,L,303.1,311.2,1626,32.3,21,0,No Failure
-4658,L51837,L,303.1,311.2,1628,35.2,23,0,No Failure
-4659,L51838,L,303.1,311.2,1679,34.8,25,0,No Failure
-4660,M19519,M,303.1,311.2,1489,44.5,27,0,No Failure
-4661,L51840,L,303.2,311.2,1439,43.9,30,0,No Failure
-4662,L51841,L,303.3,311.3,1350,48.1,32,1,Heat Dissipation Failure
-4663,H34076,H,303.3,311.2,1607,31.7,34,0,No Failure
-4664,L51843,L,303.3,311.3,1389,53.9,39,0,No Failure
-4665,M19524,M,303.3,311.3,1566,46.1,41,0,No Failure
-4666,M19525,M,303.4,311.4,1307,54,44,1,Heat Dissipation Failure
-4667,M19526,M,303.3,311.5,1569,36.6,47,0,No Failure
-4668,H34081,H,303.3,311.4,1651,30.6,50,0,No Failure
-4669,H34082,H,303.3,311.4,1692,27.9,55,0,No Failure
-4670,M19529,M,303.3,311.5,1373,47.3,60,1,Heat Dissipation Failure
-4671,L51850,L,303.2,311.4,1610,35.5,63,0,No Failure
-4672,L51851,L,303.3,311.4,1511,43.4,65,0,No Failure
-4673,L51852,L,303.3,311.5,1412,55.6,67,0,No Failure
-4674,L51853,L,303.4,311.5,1501,36.2,69,0,No Failure
-4675,L51854,L,303.4,311.5,1414,44.8,71,0,No Failure
-4676,H34089,H,303.5,311.5,1629,33.5,73,0,No Failure
-4677,L51856,L,303.4,311.5,1879,21.3,78,0,No Failure
-4678,H34091,H,303.5,311.6,1466,47,80,0,No Failure
-4679,H34092,H,303.6,311.7,1476,40.1,85,0,No Failure
-4680,L51859,L,303.6,311.8,1695,30.7,90,0,No Failure
-4681,L51860,L,303.6,311.7,1491,39.8,92,0,No Failure
-4682,M19541,M,303.6,311.8,1659,34.7,94,0,No Failure
-4683,L51862,L,303.6,311.8,1567,31.7,97,0,No Failure
-4684,L51863,L,303.6,311.8,1736,32.9,99,0,No Failure
-4685,M19544,M,303.6,311.8,1421,44.8,101,1,No Failure
-4686,M19545,M,303.6,311.8,1627,30.8,104,0,No Failure
-4687,M19546,M,303.5,311.6,1562,34.2,107,0,No Failure
-4688,L51867,L,303.5,311.6,2183,17,110,0,No Failure
-4689,L51868,L,303.5,311.6,1577,38.1,112,0,No Failure
-4690,M19549,M,303.4,311.5,1560,36.4,114,0,No Failure
-4691,M19550,M,303.4,311.5,1483,43,117,0,No Failure
-4692,L51871,L,303.5,311.5,1535,33.3,120,0,No Failure
-4693,M19552,M,303.4,311.4,1606,29.6,122,0,No Failure
-4694,M19553,M,303.4,311.5,1817,24.7,125,0,No Failure
-4695,L51874,L,303.4,311.5,1424,50.8,128,0,No Failure
-4696,L51875,L,303.3,311.6,1514,34.7,130,0,No Failure
-4697,L51876,L,303.4,311.6,1449,41.7,132,0,No Failure
-4698,M19557,M,303.5,311.6,1573,34,134,0,No Failure
-4699,L51878,L,303.4,311.6,1564,41.9,137,0,No Failure
-4700,L51879,L,303.5,311.6,1428,46.2,139,0,No Failure
-4701,L51880,L,303.5,311.7,1620,31,141,0,No Failure
-4702,H34115,H,303.5,311.7,1584,32.7,143,0,No Failure
-4703,L51882,L,303.6,311.8,1222,66.8,148,1,Heat Dissipation Failure
-4704,M19563,M,303.6,311.8,1432,42.5,150,0,No Failure
-4705,L51884,L,303.7,311.9,1561,33.3,153,0,No Failure
-4706,L51885,L,303.6,311.8,1614,33.2,155,0,No Failure
-4707,L51886,L,303.5,311.7,1959,22.3,157,0,No Failure
-4708,L51887,L,303.5,311.8,1944,23.5,159,0,No Failure
-4709,L51888,L,303.4,311.7,1793,25.8,161,0,No Failure
-4710,M19569,M,303.4,311.6,1446,50,163,0,No Failure
-4711,L51890,L,303.4,311.7,1673,32.2,166,0,No Failure
-4712,M19571,M,303.4,311.7,1515,44.2,168,0,No Failure
-4713,L51892,L,303.4,311.8,1564,35.9,171,0,No Failure
-4714,L51893,L,303.5,311.8,1451,45.2,173,0,No Failure
-4715,H34128,H,303.4,311.8,1693,28.3,175,0,No Failure
-4716,L51895,L,303.4,311.7,1476,42.3,180,0,No Failure
-4717,L51896,L,303.4,311.6,1712,30.1,182,0,No Failure
-4718,M19577,M,303.4,311.6,1425,45.4,184,0,No Failure
-4719,L51898,L,303.3,311.6,1337,56.8,187,1,Heat Dissipation Failure
-4720,M19579,M,303.4,311.7,1690,34.9,189,0,No Failure
-4721,M19580,M,303.4,311.7,1353,44.1,192,1,Heat Dissipation Failure
-4722,L51901,L,303.5,311.8,1927,21.9,195,0,No Failure
-4723,M19582,M,303.4,311.8,1391,42.7,197,0,No Failure
-4724,L51903,L,303.4,311.8,1366,50.9,200,1,Heat Dissipation Failure
-4725,L51904,L,303.4,311.9,1771,31.6,202,0,No Failure
-4726,M19585,M,303.4,311.8,1515,42.6,204,0,No Failure
-4727,M19586,M,303.4,311.8,2133,18.3,207,0,No Failure
-4728,M19587,M,303.4,311.8,1341,47,210,1,Heat Dissipation Failure
-4729,L51908,L,303.4,311.7,1406,47.1,213,0,No Failure
-4730,L51909,L,303.4,311.8,1306,61,215,1,Heat Dissipation Failure
-4731,L51910,L,303.3,311.7,1508,35.5,217,0,No Failure
-4732,L51911,L,303.3,311.6,1301,45.1,219,1,Heat Dissipation Failure
-4733,L51912,L,303.3,311.7,1539,38.5,221,0,No Failure
-4734,L51913,L,303.3,311.6,1484,44.6,223,0,No Failure
-4735,L51914,L,303.2,311.5,1507,39.2,225,0,No Failure
-4736,L51915,L,303.2,311.5,1544,42.5,227,0,No Failure
-4737,L51916,L,303.2,311.5,1513,37.9,0,0,No Failure
-4738,M19597,M,303.2,311.5,1336,58.2,2,1,Heat Dissipation Failure
-4739,M19598,M,303.2,311.4,2102,19,5,0,No Failure
-4740,L51919,L,303.2,311.4,1351,53.8,8,1,Heat Dissipation Failure
-4741,L51920,L,303.3,311.5,1601,35.2,10,0,No Failure
-4742,L51921,L,303.2,311.3,1393,52.9,12,0,No Failure
-4743,L51922,L,303.3,311.3,1592,33.7,14,0,No Failure
-4744,L51923,L,303.3,311.3,1409,51.8,16,0,No Failure
-4745,L51924,L,303.3,311.3,1393,47.4,18,0,No Failure
-4746,H34159,H,303.2,311.2,1475,43.1,20,0,No Failure
-4747,L51926,L,303.2,311.2,1427,45.6,25,0,No Failure
-4748,L51927,L,303.3,311.2,1763,27.3,27,0,No Failure
-4749,L51928,L,303.2,311.2,1363,46.7,29,1,Heat Dissipation Failure
-4750,L51929,L,303.2,311.2,1404,50.9,31,0,No Failure
-4751,M19610,M,303.2,311.2,1688,31.9,33,0,No Failure
-4752,L51931,L,303.3,311.4,1510,37.3,36,0,No Failure
-4753,H34166,H,303.3,311.3,1502,39.5,38,0,No Failure
-4754,H34167,H,303.2,311.4,1607,36.6,43,0,No Failure
-4755,M19614,M,303.3,311.5,1384,54.8,48,0,No Failure
-4756,L51935,L,303.4,311.7,1295,51.3,51,1,Heat Dissipation Failure
-4757,H34170,H,303.4,311.7,1991,19,53,0,No Failure
-4758,L51937,L,303.4,311.6,1497,42.8,58,0,No Failure
-4759,L51938,L,303.5,311.6,1465,48.7,60,0,No Failure
-4760,L51939,L,303.5,311.6,1361,46.5,62,1,Heat Dissipation Failure
-4761,L51940,L,303.6,311.7,1546,38.5,64,0,No Failure
-4762,H34175,H,303.7,311.9,1332,52.7,66,1,Heat Dissipation Failure
-4763,M19622,M,303.7,312,2663,11.4,71,1,Power Failure
-4764,L51943,L,303.7,312.1,1443,45.9,74,0,No Failure
-4765,M19624,M,303.7,312,1402,48.6,76,0,No Failure
-4766,L51945,L,303.7,312,1892,22.5,79,0,No Failure
-4767,M19626,M,303.6,312,1645,35.7,81,0,No Failure
-4768,L51947,L,303.6,311.9,1473,50.1,84,0,No Failure
-4769,L51948,L,303.6,312,1309,52.9,86,1,Heat Dissipation Failure
-4770,H34183,H,303.6,311.9,1544,37.1,88,0,No Failure
-4771,L51950,L,303.5,311.9,1344,49.3,93,1,Heat Dissipation Failure
-4772,M19631,M,303.6,311.9,1617,36,95,0,No Failure
-4773,M19632,M,303.6,312,1435,37.9,98,0,No Failure
-4774,L51953,L,303.6,312,1391,50.3,101,0,No Failure
-4775,L51954,L,303.6,312,1827,23.3,103,0,No Failure
-4776,L51955,L,303.5,312,1761,25.8,105,0,No Failure
-4777,L51956,L,303.5,312.1,1522,36.4,107,0,No Failure
-4778,M19637,M,303.5,312.2,1818,23.6,109,0,No Failure
-4779,H34192,H,303.6,312.2,1371,54.6,112,1,Heat Dissipation Failure
-4780,L51959,L,303.7,312.3,1511,38.9,117,0,No Failure
-4781,L51960,L,303.7,312.4,1404,46.6,119,0,No Failure
-4782,L51961,L,303.7,312.3,1384,45.9,121,0,No Failure
-4783,L51962,L,303.8,312.5,1368,52.6,123,0,No Failure
-4784,L51963,L,303.7,312.5,1641,36,125,0,No Failure
-4785,L51964,L,303.9,312.6,1642,32.3,127,0,No Failure
-4786,H34199,H,303.9,312.7,1401,50,129,0,No Failure
-4787,L51966,L,303.8,312.6,1577,41.3,134,0,No Failure
-4788,L51967,L,303.7,312.6,1396,44.1,136,0,No Failure
-4789,H34202,H,303.7,312.6,1514,35.5,138,0,No Failure
-4790,L51969,L,303.8,312.8,1646,35.8,143,0,No Failure
-4791,L51970,L,303.8,312.8,1443,40.7,145,0,No Failure
-4792,M19651,M,303.7,312.7,1469,48.5,147,0,No Failure
-4793,H34206,H,303.7,312.7,1564,40.2,150,0,No Failure
-4794,H34207,H,303.6,312.6,1498,40.2,155,0,No Failure
-4795,L51974,L,303.6,312.6,1699,27.9,160,0,No Failure
-4796,L51975,L,303.6,312.5,1431,49,162,0,No Failure
-4797,L51976,L,303.5,312.4,1390,47.3,164,0,No Failure
-4798,L51977,L,303.5,312.5,1380,46.1,166,0,No Failure
-4799,L51978,L,303.5,312.5,1457,46.4,168,0,No Failure
-4800,L51979,L,303.5,312.5,1418,42.2,170,0,No Failure
-4801,M19660,M,303.5,312.5,1353,51,172,0,No Failure
-4802,L51981,L,303.5,312.4,1574,32.7,175,0,No Failure
-4803,M19662,M,303.5,312.4,1318,54.2,177,0,No Failure
-4804,L51983,L,303.6,312.5,1710,31.4,180,0,No Failure
-4805,L51984,L,303.7,312.6,1621,38.8,182,0,No Failure
-4806,L51985,L,303.6,312.6,1606,33.6,184,0,No Failure
-4807,H34220,H,303.6,312.5,1375,54,186,0,No Failure
-4808,L51987,L,303.5,312.4,1503,36.5,191,0,No Failure
-4809,L51988,L,303.5,312.3,1404,48.6,193,0,No Failure
-4810,L51989,L,303.4,312.2,1656,32.7,195,0,No Failure
-4811,M19670,M,303.4,312.1,1499,39.4,197,0,No Failure
-4812,M19671,M,303.4,312,1748,28.4,200,0,No Failure
-4813,L51992,L,303.4,311.9,1531,37.9,203,0,No Failure
-4814,M19673,M,303.3,311.8,1536,40.6,205,0,No Failure
-4815,L51994,L,303.4,311.8,1401,53,208,1,Overstrain Failure
-4816,H34229,H,303.4,311.9,1534,33.2,210,0,No Failure
-4817,L51996,L,303.4,312,1521,35.9,215,1,Tool Wear Failure
-4818,L51997,L,303.5,312.1,1674,30.8,0,0,No Failure
-4819,M19678,M,303.6,312.1,1967,20.9,2,0,No Failure
-4820,L51999,L,303.6,312.2,1696,30.7,5,0,No Failure
-4821,M19680,M,303.6,312.1,1627,32.5,7,0,No Failure
-4822,L52001,L,303.5,311.9,1405,45.6,10,0,No Failure
-4823,L52002,L,303.5,311.9,1565,38.9,12,0,No Failure
-4824,L52003,L,303.5,311.9,1493,38.7,14,0,No Failure
-4825,L52004,L,303.4,311.8,1499,45,16,0,No Failure
-4826,L52005,L,303.3,311.8,1692,30.6,18,0,No Failure
-4827,L52006,L,303.4,311.8,2268,15.8,20,0,No Failure
-4828,L52007,L,303.4,311.8,1438,58.9,22,0,No Failure
-4829,L52008,L,303.5,311.9,1515,39.2,24,0,No Failure
-4830,L52009,L,303.4,311.9,1491,38.2,26,0,No Failure
-4831,L52010,L,303.5,312,1756,29.7,28,0,No Failure
-4832,L52011,L,303.5,312,1366,54.5,30,1,Heat Dissipation Failure
-4833,L52012,L,303.5,312,1436,45.1,32,0,No Failure
-4834,L52013,L,303.4,311.9,1377,41.6,34,1,Heat Dissipation Failure
-4835,M19694,M,303.4,311.9,1510,42.2,36,0,No Failure
-4836,M19695,M,303.4,311.9,1419,50.9,39,0,No Failure
-4837,L52016,L,303.3,311.8,1315,62,42,1,Heat Dissipation Failure
-4838,H34251,H,303.3,311.8,1806,27.7,44,0,No Failure
-4839,H34252,H,303.3,311.8,1649,29.4,49,0,No Failure
-4840,H34253,H,303.4,311.9,1402,50,54,0,No Failure
-4841,L52020,L,303.4,311.9,1298,63.9,59,1,Heat Dissipation Failure
-4842,M19701,M,303.3,311.8,1441,44.9,61,0,No Failure
-4843,M19702,M,303.3,311.8,1489,49.4,64,0,No Failure
-4844,L52023,L,303.3,311.8,1842,24.5,67,0,No Failure
-4845,M19704,M,303.4,311.8,1316,50.9,69,1,Heat Dissipation Failure
-4846,M19705,M,303.3,311.8,1583,33.3,72,0,No Failure
-4847,M19706,M,303.3,311.8,1548,33.5,75,0,No Failure
-4848,L52027,L,303.4,311.9,1434,44.6,78,0,No Failure
-4849,H34262,H,303.5,312,1397,52.9,80,0,No Failure
-4850,M19709,M,303.5,312,1475,42.9,85,0,No Failure
-4851,L52030,L,303.5,312,1441,56.8,88,0,No Failure
-4852,L52031,L,303.7,312.1,1363,51.8,90,1,Heat Dissipation Failure
-4853,L52032,L,303.7,312.2,1619,34.9,92,0,No Failure
-4854,L52033,L,303.7,312.2,1487,34,94,0,No Failure
-4855,L52034,L,303.7,312.2,1568,33.8,96,0,No Failure
-4856,L52035,L,303.7,312.3,1375,46.2,98,0,No Failure
-4857,M19716,M,303.6,312.3,1698,31.3,100,0,No Failure
-4858,L52037,L,303.7,312.3,1606,37.4,103,0,No Failure
-4859,L52038,L,303.7,312.3,1349,51,105,0,No Failure
-4860,L52039,L,303.7,312.4,1535,38.6,107,0,No Failure
-4861,M19720,M,303.6,312.4,1504,49.5,109,0,No Failure
-4862,L52041,L,303.5,312.3,1946,21.1,112,0,No Failure
-4863,L52042,L,303.5,312.1,1326,55.7,114,0,No Failure
-4864,M19723,M,303.6,312.3,1915,22.3,116,0,No Failure
-4865,L52044,L,303.6,312.3,1451,43.4,119,0,No Failure
-4866,M19725,M,303.5,312.3,1624,34.8,121,0,No Failure
-4867,L52046,L,303.6,312.4,1781,28.7,124,0,No Failure
-4868,L52047,L,303.6,312.5,1345,54.1,126,0,No Failure
-4869,L52048,L,303.6,312.4,1418,46,128,0,No Failure
-4870,L52049,L,303.7,312.4,1718,26.5,130,0,No Failure
-4871,M19730,M,303.7,312.4,1631,28.5,132,0,No Failure
-4872,L52051,L,303.7,312.4,1513,40.1,135,0,No Failure
-4873,L52052,L,303.7,312.4,1316,59.3,137,0,No Failure
-4874,M19733,M,303.7,312.4,1474,38.8,139,0,No Failure
-4875,L52054,L,303.8,312.5,1619,30.9,142,0,No Failure
-4876,L52055,L,303.7,312.4,1702,31.2,144,0,No Failure
-4877,M19736,M,303.7,312.4,1540,37.4,146,0,No Failure
-4878,M19737,M,303.7,312.4,1546,33.7,149,0,No Failure
-4879,L52058,L,303.7,312.4,1348,51,152,0,No Failure
-4880,H34293,H,303.7,312.5,1520,35.6,154,0,No Failure
-4881,M19740,M,303.8,312.6,1527,41.9,159,0,No Failure
-4882,M19741,M,303.8,312.6,1406,47.1,162,0,No Failure
-4883,L52062,L,303.7,312.5,1462,46.2,165,0,No Failure
-4884,M19743,M,303.8,312.6,1684,29.3,167,0,No Failure
-4885,H34298,H,303.8,312.5,1655,28,170,0,No Failure
-4886,H34299,H,303.8,312.5,1748,25.1,175,0,No Failure
-4887,L52066,L,303.8,312.5,1372,45.7,180,0,No Failure
-4888,L52067,L,303.7,312.5,1481,33.3,182,0,No Failure
-4889,L52068,L,303.7,312.4,1512,39.2,184,0,No Failure
-4890,L52069,L,303.7,312.5,1632,36.6,186,0,No Failure
-4891,L52070,L,303.7,312.4,1525,43.9,188,0,No Failure
-4892,M19751,M,303.7,312.3,1756,26.4,190,0,No Failure
-4893,L52072,L,303.7,312.3,1922,23.1,193,0,No Failure
-4894,M19753,M,303.8,312.5,1448,44.3,195,0,No Failure
-4895,H34308,H,303.8,312.5,1447,46.6,198,0,No Failure
-4896,M19755,M,303.8,312.4,1597,33.4,203,0,No Failure
-4897,M19756,M,303.7,312.4,1642,32.3,206,0,No Failure
-4898,H34311,H,303.8,312.5,1525,38,209,0,No Failure
-4899,H34312,H,303.6,312.4,1460,53.7,214,0,No Failure
-4900,L52079,L,303.6,312.3,2168,17.7,219,0,No Failure
-4901,L52080,L,303.6,312.4,1388,41.9,221,0,No Failure
-4902,M19761,M,303.6,312.3,1630,32.4,223,0,No Failure
-4903,L52082,L,303.6,312.3,1616,29.3,226,0,No Failure
-4904,L52083,L,303.6,312.4,2232,16.8,0,0,No Failure
-4905,H34318,H,303.6,312.4,1480,50.7,2,0,No Failure
-4906,L52085,L,303.6,312.4,1363,53.1,7,0,No Failure
-4907,H34320,H,303.6,312.4,1436,45.6,9,0,No Failure
-4908,M19767,M,303.6,312.5,1607,33.7,14,0,No Failure
-4909,M19768,M,303.6,312.5,1459,48.2,17,0,No Failure
-4910,L52089,L,303.5,312.4,1481,43.7,20,0,No Failure
-4911,M19770,M,303.5,312.4,1606,31.7,22,0,No Failure
-4912,L52091,L,303.5,312.3,1681,29.8,25,0,No Failure
-4913,L52092,L,303.5,312.2,1511,37.1,27,0,No Failure
-4914,M19773,M,303.5,312.3,1593,35.2,29,0,No Failure
-4915,M19774,M,303.5,312.3,1532,41.7,32,0,No Failure
-4916,H34329,H,303.5,312.3,1386,49,35,0,No Failure
-4917,H34330,H,303.4,312.3,1769,27.9,40,0,No Failure
-4918,M19777,M,303.4,312.2,1561,38.2,45,0,No Failure
-4919,L52098,L,303.3,312.2,1457,40.7,48,0,No Failure
-4920,L52099,L,303.3,312.2,1506,40,50,0,No Failure
-4921,L52100,L,303.4,312.2,1337,69.4,52,1,Power Failure
-4922,L52101,L,303.4,312.3,1287,54.8,54,0,No Failure
-4923,M19782,M,303.4,312.2,1615,35.7,56,0,No Failure
-4924,M19783,M,303.4,312.2,1972,23.5,59,0,No Failure
-4925,H34338,H,303.4,312.3,1522,42.1,62,0,No Failure
-4926,L52105,L,303.4,312.3,1680,30.6,67,0,No Failure
-4927,L52106,L,303.4,312.3,1502,36,69,0,No Failure
-4928,M19787,M,303.5,312.3,1543,33.3,71,0,No Failure
-4929,L52108,L,303.5,312.3,1584,35.2,74,0,No Failure
-4930,L52109,L,303.5,312.4,1340,44.5,76,0,No Failure
-4931,L52110,L,303.4,312.3,1663,33.9,78,0,No Failure
-4932,M19791,M,303.3,312.1,1693,30,80,0,No Failure
-4933,L52112,L,303.3,312.1,1418,44.7,83,0,No Failure
-4934,H34347,H,303.4,312.2,1554,36.8,85,0,No Failure
-4935,L52114,L,303.4,312.2,1580,35.8,90,0,No Failure
-4936,L52115,L,303.4,312.3,1479,42.8,92,0,No Failure
-4937,L52116,L,303.5,312.4,1284,70.6,94,1,Power Failure
-4938,L52117,L,303.4,312.3,1540,38.7,96,0,No Failure
-4939,M19798,M,303.5,312.4,1606,30.1,98,0,No Failure
-4940,L52119,L,303.6,312.5,1286,62.4,101,0,No Failure
-4941,L52120,L,303.6,312.6,1502,39.5,103,0,No Failure
-4942,M19801,M,303.6,312.7,1699,31.5,105,0,No Failure
-4943,L52122,L,303.5,312.6,1602,34.2,108,0,No Failure
-4944,H34357,H,303.6,312.6,1436,42,110,0,No Failure
-4945,M19804,M,303.6,312.7,1765,27.5,115,0,No Failure
-4946,L52125,L,303.6,312.7,1418,44.1,118,0,No Failure
-4947,M19806,M,303.7,312.7,1669,31.7,120,0,No Failure
-4948,L52127,L,303.7,312.7,1395,53.9,123,0,No Failure
-4949,M19808,M,303.8,312.7,1500,41.7,125,0,No Failure
-4950,M19809,M,303.8,312.7,1555,33.4,128,0,No Failure
-4951,M19810,M,303.8,312.7,1919,20.2,131,0,No Failure
-4952,L52131,L,303.8,312.7,1596,36.6,134,0,No Failure
-4953,M19812,M,303.8,312.7,1374,53.6,136,0,No Failure
-4954,L52133,L,303.7,312.5,1670,26.1,139,0,No Failure
-4955,L52134,L,303.7,312.6,1702,29.1,141,0,No Failure
-4956,M19815,M,303.8,312.5,1366,45.1,143,0,No Failure
-4957,M19816,M,303.8,312.5,2344,15.2,146,0,No Failure
-4958,M19817,M,303.8,312.6,1768,23.9,149,0,No Failure
-4959,L52138,L,303.8,312.5,1523,47,152,0,No Failure
-4960,L52139,L,303.8,312.6,1735,25.9,154,0,No Failure
-4961,L52140,L,303.9,312.7,1339,62.3,156,0,No Failure
-4962,L52141,L,303.9,312.7,1800,24.3,158,0,No Failure
-4963,M19822,M,304,312.7,1456,51.2,160,0,No Failure
-4964,L52143,L,303.9,312.7,1789,24.4,163,0,No Failure
-4965,L52144,L,303.9,312.7,1602,33.9,165,0,No Failure
-4966,M19825,M,303.8,312.7,1364,49.3,167,0,No Failure
-4967,L52146,L,303.8,312.6,1793,28.1,170,0,No Failure
-4968,L52147,L,303.9,312.6,1426,53.4,172,0,No Failure
-4969,M19828,M,303.9,312.7,1485,43.3,174,0,No Failure
-4970,L52149,L,303.9,312.7,1528,38.4,177,0,No Failure
-4971,L52150,L,303.8,312.6,1565,36,179,0,No Failure
-4972,L52151,L,303.8,312.7,1838,27.8,181,0,No Failure
-4973,H34386,H,303.8,312.6,1811,24.9,183,0,No Failure
-4974,L52153,L,303.8,312.7,1461,38.2,188,0,No Failure
-4975,L52154,L,303.8,312.7,1414,41.7,190,0,No Failure
-4976,L52155,L,303.7,312.7,1426,45.5,192,0,No Failure
-4977,L52156,L,303.7,312.7,1359,56.8,194,1,Overstrain Failure
-4978,L52157,L,303.7,312.7,1540,44.8,196,0,No Failure
-4979,L52158,L,303.6,312.7,1429,47.7,198,0,No Failure
-4980,M19839,M,303.7,312.7,1612,36.3,200,0,No Failure
-4981,M19840,M,303.7,312.8,1685,31.8,203,0,No Failure
-4982,M19841,M,303.7,312.8,1558,37.7,206,0,No Failure
-4983,L52162,L,303.7,313,1811,24.3,209,0,No Failure
-4984,L52163,L,303.8,313.1,1869,25.8,211,0,No Failure
-4985,L52164,L,303.8,313.1,1256,58.7,213,1,Overstrain Failure
-4986,M19845,M,303.8,313,1789,23.5,215,0,No Failure
-4987,L52166,L,303.7,312.9,1502,40.5,0,0,No Failure
-4988,M19847,M,303.7,313,1303,54.4,2,0,No Failure
-4989,L52168,L,303.8,313.1,2497,13,5,1,Power Failure
-4990,L52169,L,303.9,313.2,1499,37.4,7,0,No Failure
-4991,L52170,L,303.9,313.2,1393,46.5,9,0,No Failure
-4992,M19851,M,303.9,313,1475,41,11,0,No Failure
-4993,L52172,L,303.8,312.9,1573,34.6,14,0,No Failure
-4994,L52173,L,303.8,312.9,1819,23.7,16,0,No Failure
-4995,M19854,M,303.5,312.6,1642,29.4,18,0,No Failure
-4996,L52175,L,303.6,312.6,1540,39.8,21,0,No Failure
-4997,M19856,M,303.6,312.8,1400,43.2,23,0,No Failure
-4998,M19857,M,303.6,312.8,2659,11.4,26,1,Power Failure
-4999,M19858,M,303.6,312.8,1825,25.2,29,0,No Failure
-5000,M19859,M,303.7,312.9,1532,41.3,32,0,No Failure
-5001,L52180,L,303.7,312.8,1832,23.6,35,0,No Failure
-5002,M19861,M,303.6,312.7,2174,17.6,37,0,No Failure
-5003,L52182,L,303.7,312.8,1627,31.7,40,0,No Failure
-5004,L52183,L,303.7,312.8,1437,51.3,42,0,No Failure
-5005,L52184,L,303.7,312.8,1364,46.3,44,0,No Failure
-5006,M19865,M,303.7,312.9,1444,52.7,46,0,No Failure
-5007,M19866,M,303.7,312.8,1366,47.3,49,0,No Failure
-5008,L52187,L,303.8,312.9,1442,48.3,52,0,No Failure
-5009,H34422,H,303.7,312.8,1488,42.8,54,0,No Failure
-5010,L52189,L,303.7,312.8,1523,40.7,59,0,No Failure
-5011,L52190,L,303.7,312.8,1543,38.3,61,0,No Failure
-5012,M19871,M,303.7,312.8,1634,33.8,63,0,No Failure
-5013,M19872,M,303.8,312.9,1815,27.8,66,0,No Failure
-5014,M19873,M,303.8,312.9,1594,35.2,69,0,No Failure
-5015,L52194,L,303.8,313,1452,38.6,72,0,No Failure
-5016,L52195,L,303.9,313,1759,28.4,74,0,No Failure
-5017,L52196,L,303.9,313,1408,47.5,76,0,No Failure
-5018,L52197,L,303.9,313,1483,45,78,0,No Failure
-5019,M19878,M,303.9,313,1620,36.6,80,0,No Failure
-5020,M19879,M,304,313.1,1466,39.5,83,0,No Failure
-5021,L52200,L,304.1,313.1,1556,36.3,86,0,No Failure
-5022,L52201,L,304,313,1350,61.1,88,0,No Failure
-5023,L52202,L,304,313.1,1404,47.1,90,0,No Failure
-5024,M19883,M,304,313,1575,34.5,92,0,No Failure
-5025,L52204,L,303.9,313.1,1639,29,95,0,No Failure
-5026,M19885,M,303.9,313.1,1473,42.8,97,0,No Failure
-5027,L52206,L,303.9,313.2,1481,40,100,0,No Failure
-5028,L52207,L,304,313.3,1294,54.6,102,0,No Failure
-5029,M19888,M,303.9,313.2,1630,29.3,104,0,No Failure
-5030,M19889,M,303.9,313.2,1624,39.8,107,0,No Failure
-5031,M19890,M,303.9,313.1,1437,48.3,110,0,No Failure
-5032,M19891,M,303.8,313,1514,45,113,0,No Failure
-5033,M19892,M,304,313.1,1694,31.4,116,0,No Failure
-5034,L52213,L,304,313.1,1564,50.9,119,0,No Failure
-5035,M19894,M,303.9,313.1,1514,41.1,121,0,No Failure
-5036,M19895,M,304,313.2,1500,40.6,124,0,No Failure
-5037,L52216,L,304,313.2,1615,37.8,127,0,No Failure
-5038,M19897,M,304.1,313.2,1586,41.1,129,0,No Failure
-5039,L52218,L,304.1,313.3,1732,28.5,132,0,No Failure
-5040,H34453,H,304.1,313.3,1689,32.5,134,0,No Failure
-5041,H34454,H,304.1,313.2,1586,34.6,139,0,No Failure
-5042,L52221,L,304,313.2,1314,47.1,144,0,No Failure
-5043,L52222,L,304.1,313.2,1569,35.8,146,0,No Failure
-5044,L52223,L,304.1,313.2,1468,39.4,148,0,No Failure
-5045,L52224,L,304.1,313.2,1412,47.5,150,0,No Failure
-5046,M19905,M,304.1,313.2,1510,46.9,152,0,No Failure
-5047,M19906,M,304.1,313.2,1410,42.4,155,0,No Failure
-5048,M19907,M,304.1,313.3,1680,29.3,158,0,No Failure
-5049,H34462,H,304,313.2,1271,68.6,161,1,Power Failure
-5050,H34463,H,304,313.1,1472,45.5,166,0,No Failure
-5051,H34464,H,304,313,1701,30.4,171,0,No Failure
-5052,L52231,L,303.9,313,1480,39.9,176,0,No Failure
-5053,L52232,L,303.9,313,1433,48.4,178,0,No Failure
-5054,L52233,L,303.8,312.9,1514,34.3,180,0,No Failure
-5055,L52234,L,303.8,312.9,1619,35.7,182,0,No Failure
-5056,H34469,H,303.8,312.9,1378,45.6,184,0,No Failure
-5057,M19916,M,303.9,312.9,1430,53.5,189,0,No Failure
-5058,L52237,L,303.8,312.9,1367,49.9,192,0,No Failure
-5059,L52238,L,303.9,312.9,1526,42.5,194,0,No Failure
-5060,L52239,L,303.9,312.8,1419,47.9,196,0,No Failure
-5061,L52240,L,304,312.8,1542,42.7,198,0,No Failure
-5062,L52241,L,304,312.9,1363,62.5,200,1,Overstrain Failure
-5063,L52242,L,304,312.9,1313,53.9,202,0,No Failure
-5064,H34477,H,304,312.9,1495,46.6,0,0,No Failure
-5065,L52244,L,304,313,1407,42.1,5,0,No Failure
-5066,L52245,L,304.1,313,1566,37.2,7,0,No Failure
-5067,L52246,L,304.1,313.1,1550,30.9,9,0,No Failure
-5068,M19927,M,304.2,313.2,1396,50.5,11,0,No Failure
-5069,M19928,M,304.3,313.3,1540,39,14,0,No Failure
-5070,M19929,M,304.2,313.2,1380,48.7,17,0,No Failure
-5071,M19930,M,304.2,313.1,1608,31.1,20,0,No Failure
-5072,H34485,H,304.2,313,1442,40.9,23,0,No Failure
-5073,L52252,L,304.1,313,1408,45.3,28,0,No Failure
-5074,M19933,M,304,313,1454,46.8,30,0,No Failure
-5075,L52254,L,304.1,313.1,1666,34.6,33,0,No Failure
-5076,L52255,L,304.1,313.2,1366,46.6,35,0,No Failure
-5077,L52256,L,304.2,313.2,1464,44.9,37,0,No Failure
-5078,L52257,L,304.3,313.3,1775,24.9,39,0,No Failure
-5079,M19938,M,304.3,313.4,1482,43.8,41,0,No Failure
-5080,M19939,M,304.2,313.4,1411,54.8,44,0,No Failure
-5081,L52260,L,304.2,313.3,1410,51.6,47,0,No Failure
-5082,M19941,M,304.1,313.3,1494,39,49,0,No Failure
-5083,H34496,H,304.1,313.2,1590,43.4,52,0,No Failure
-5084,L52263,L,304.1,313.1,1327,54.1,57,0,No Failure
-5085,L52264,L,304.1,313.1,1969,20.8,59,0,No Failure
-5086,M19945,M,304,313,1377,56,61,0,No Failure
-5087,L52266,L,304,313,1541,45.9,64,0,No Failure
-5088,M19947,M,304,313,1685,28.2,66,0,No Failure
-5089,L52268,L,304,313.1,1465,41,69,0,No Failure
-5090,M19949,M,303.9,313.1,1483,47.2,71,0,No Failure
-5091,M19950,M,303.9,313.2,1570,40.7,74,0,No Failure
-5092,L52271,L,303.9,313.2,1345,48.2,77,0,No Failure
-5093,M19952,M,303.9,313.2,1608,40.6,79,0,No Failure
-5094,M19953,M,304,313.3,1415,52.8,82,0,No Failure
-5095,M19954,M,304.1,313.5,1470,45.8,85,0,No Failure
-5096,M19955,M,304.1,313.5,1428,39.9,88,0,No Failure
-5097,H34510,H,304.2,313.5,1627,32.2,91,0,No Failure
-5098,L52277,L,304.2,313.4,1457,49.4,96,0,No Failure
-5099,L52278,L,304.2,313.4,1475,40.2,98,0,No Failure
-5100,L52279,L,304.2,313.5,1438,50.1,100,0,No Failure
-5101,M19960,M,304.2,313.5,1437,47.2,102,0,No Failure
-5102,M19961,M,304.1,313.4,1518,42.4,105,0,No Failure
-5103,M19962,M,304.1,313.5,1587,33.6,108,0,No Failure
-5104,L52283,L,304.1,313.4,1399,43.7,111,0,No Failure
-5105,L52284,L,304.1,313.5,1469,44.6,113,0,No Failure
-5106,L52285,L,304.1,313.4,1374,56.6,115,0,No Failure
-5107,L52286,L,304,313.3,1519,36.7,117,0,No Failure
-5108,L52287,L,303.9,313.2,1540,44.4,119,0,No Failure
-5109,L52288,L,303.9,313.3,1394,51.6,121,0,No Failure
-5110,M19969,M,304,313.4,1389,45.8,123,0,No Failure
-5111,M19970,M,304,313.5,1732,26.2,126,0,No Failure
-5112,L52291,L,304.1,313.6,1556,37.4,129,0,No Failure
-5113,M19972,M,304.1,313.6,1441,43.7,131,0,No Failure
-5114,L52293,L,304.1,313.6,1382,46.7,134,0,No Failure
-5115,M19974,M,304.2,313.8,1481,44.9,136,0,No Failure
-5116,M19975,M,304.2,313.7,2113,18.4,139,0,No Failure
-5117,L52296,L,304.2,313.8,1401,53.9,142,0,No Failure
-5118,L52297,L,304.1,313.6,1611,31.4,144,0,No Failure
-5119,M19978,M,304.2,313.6,1512,33.4,146,0,No Failure
-5120,L52299,L,304.2,313.6,1411,46,149,0,No Failure
-5121,M19980,M,304.2,313.6,1424,43.7,151,0,No Failure
-5122,L52301,L,304.2,313.6,1469,40,154,0,No Failure
-5123,H34536,H,304.2,313.5,1684,29.8,156,0,No Failure
-5124,M19983,M,304.2,313.5,1532,41.3,161,0,No Failure
-5125,M19984,M,304.2,313.5,1557,37.3,164,0,No Failure
-5126,M19985,M,304.3,313.5,1416,48.1,167,0,No Failure
-5127,L52306,L,304.3,313.5,1802,25.4,170,0,No Failure
-5128,M19987,M,304.3,313.5,2245,15.1,172,0,No Failure
-5129,L52308,L,304.2,313.4,1434,42.5,175,0,No Failure
-5130,M19989,M,304.1,313.3,1725,28.3,177,0,No Failure
-5131,L52310,L,304.2,313.3,1668,35.7,180,0,No Failure
-5132,L52311,L,304.1,313.3,1452,43.9,182,0,No Failure
-5133,L52312,L,304.1,313.3,1415,50,184,0,No Failure
-5134,L52313,L,304.1,313.2,1824,25.8,186,0,No Failure
-5135,L52314,L,304.1,313.3,1438,45.5,188,0,No Failure
-5136,L52315,L,304.1,313.3,1883,24.5,190,0,No Failure
-5137,L52316,L,304.2,313.4,1735,28.9,192,0,No Failure
-5138,L52317,L,304.3,313.5,1464,36.7,194,0,No Failure
-5139,M19998,M,304.3,313.6,1489,40.3,196,0,No Failure
-5140,M19999,M,304.4,313.6,1510,38.9,199,0,No Failure
-5141,M20000,M,304.3,313.6,1585,32.1,202,0,No Failure
-5142,L52321,L,304.4,313.7,1509,35,205,1,Tool Wear Failure
-5143,L52322,L,304.4,313.6,1568,39.1,0,0,No Failure
-5144,M20003,M,304.3,313.5,1525,42,2,0,No Failure
-5145,L52324,L,304.4,313.7,1607,33.5,5,0,No Failure
-5146,L52325,L,304.5,313.7,1670,32.9,7,0,No Failure
-5147,L52326,L,304.4,313.6,1585,38.9,9,0,No Failure
-5148,L52327,L,304.4,313.6,1569,38.4,11,0,No Failure
-5149,L52328,L,304.4,313.6,1507,43.1,13,0,No Failure
-5150,L52329,L,304.3,313.5,1452,41.5,15,0,No Failure
-5151,L52330,L,304.3,313.5,1590,29.8,17,0,No Failure
-5152,L52331,L,304.3,313.6,1409,56,19,0,No Failure
-5153,L52332,L,304.3,313.5,2643,12.7,21,0,No Failure
-5154,L52333,L,304.2,313.4,1644,31.7,23,0,No Failure
-5155,L52334,L,304.2,313.4,1568,37.6,25,0,No Failure
-5156,H34569,H,304.2,313.3,1625,37.3,27,0,No Failure
-5157,L52336,L,304.2,313.4,1482,41.4,32,0,No Failure
-5158,H34571,H,304.1,313.3,1397,49.6,34,0,No Failure
-5159,L52338,L,304.1,313.3,1459,50.3,39,0,No Failure
-5160,L52339,L,304.2,313.4,1490,44,41,0,No Failure
-5161,L52340,L,304.1,313.2,1434,50.1,43,0,No Failure
-5162,M20021,M,304.1,313.2,2028,18.9,45,0,No Failure
-5163,L52342,L,304.2,313.3,1464,45.9,48,0,No Failure
-5164,M20023,M,304.2,313.4,1713,23.5,50,0,No Failure
-5165,M20024,M,304.3,313.4,1624,32.1,53,0,No Failure
-5166,L52345,L,304.2,313.4,1421,43.4,56,0,No Failure
-5167,H34580,H,304.2,313.5,1546,41.4,58,0,No Failure
-5168,L52347,L,304.2,313.4,1639,32.7,63,0,No Failure
-5169,H34582,H,304.1,313.4,1696,29.6,65,0,No Failure
-5170,L52349,L,304.1,313.3,1470,39.9,70,0,No Failure
-5171,M20030,M,304.1,313.3,1480,38.4,72,0,No Failure
-5172,M20031,M,304.2,313.4,1329,54.5,75,0,No Failure
-5173,L52352,L,304.2,313.4,1740,28.2,78,0,No Failure
-5174,M20033,M,304.2,313.5,1739,28.1,80,0,No Failure
-5175,M20034,M,304.2,313.5,1390,47.8,83,0,No Failure
-5176,L52355,L,304.2,313.4,1740,23.7,86,0,No Failure
-5177,M20036,M,304,313.3,1844,27.1,88,0,No Failure
-5178,H34591,H,304,313.1,1388,53.2,91,0,No Failure
-5179,H34592,H,304,313.2,1517,43.1,96,0,No Failure
-5180,M20039,M,304,313.1,1450,42.8,101,0,No Failure
-5181,L52360,L,304,313.2,1584,38.7,104,0,No Failure
-5182,L52361,L,304,313.1,1720,28.7,106,0,No Failure
-5183,L52362,L,303.9,313.1,1586,31.9,108,0,No Failure
-5184,M20043,M,303.9,313,1901,22.5,110,0,No Failure
-5185,L52364,L,304,313,1397,42.4,113,0,No Failure
-5186,L52365,L,304,313,2012,21.1,115,0,No Failure
-5187,L52366,L,304,313,2354,15,117,0,No Failure
-5188,L52367,L,304,313.1,1648,35.7,119,0,No Failure
-5189,L52368,L,304,313.2,1632,30.6,121,0,No Failure
-5190,M20049,M,304.1,313.2,1427,46.9,123,0,No Failure
-5191,L52370,L,304.1,313.2,1452,48,126,0,No Failure
-5192,L52371,L,304,313.2,1416,46,128,0,No Failure
-5193,L52372,L,303.9,313.1,1310,62.9,130,0,No Failure
-5194,H34607,H,304,313.1,1408,39.8,132,0,No Failure
-5195,M20054,M,303.9,313.1,1668,34.4,137,0,No Failure
-5196,L52375,L,303.9,313,1551,36.8,140,0,No Failure
-5197,H34610,H,303.9,313,1517,36,142,0,No Failure
-5198,H34611,H,303.8,312.9,1570,35.8,147,0,No Failure
-5199,L52378,L,303.8,312.8,1428,53.3,152,0,No Failure
-5200,L52379,L,303.8,312.8,1503,40,154,0,No Failure
-5201,L52380,L,303.8,312.8,1416,58.7,156,0,No Failure
-5202,M20061,M,303.7,312.7,1396,47.3,158,0,No Failure
-5203,L52382,L,303.7,312.7,1335,51.1,161,0,No Failure
-5204,M20063,M,303.7,312.6,1671,30.5,163,0,No Failure
-5205,L52384,L,303.7,312.7,1989,22.4,166,0,No Failure
-5206,L52385,L,303.7,312.7,1468,43.3,168,0,No Failure
-5207,H34620,H,303.7,312.6,1711,27.6,170,0,No Failure
-5208,M20067,M,303.8,312.7,1488,41.3,175,0,No Failure
-5209,L52388,L,303.8,312.7,1664,29.3,178,0,No Failure
-5210,M20069,M,303.8,312.7,1507,38.5,180,0,No Failure
-5211,L52390,L,303.7,312.6,1466,42.5,183,0,No Failure
-5212,L52391,L,303.7,312.5,1433,53.6,185,0,No Failure
-5213,L52392,L,303.7,312.5,1397,45.7,187,0,No Failure
-5214,M20073,M,303.7,312.6,1429,43.3,189,0,No Failure
-5215,L52394,L,303.7,312.7,1572,37.2,192,0,No Failure
-5216,M20075,M,303.7,312.7,1532,42.7,194,0,No Failure
-5217,M20076,M,303.7,312.7,1316,51.8,197,0,No Failure
-5218,M20077,M,303.8,312.8,1420,47.9,200,0,No Failure
-5219,L52398,L,303.8,312.9,1589,37.2,203,0,No Failure
-5220,L52399,L,303.8,313,1365,59.9,205,1,Overstrain Failure
-5221,L52400,L,303.8,313,1633,32.9,207,0,No Failure
-5222,L52401,L,303.9,313,1626,31.4,209,0,No Failure
-5223,L52402,L,303.9,313.1,1665,29.6,0,0,No Failure
-5224,M20083,M,303.9,313.2,1350,47.2,2,0,No Failure
-5225,L52404,L,303.9,313.2,1590,31.9,5,0,No Failure
-5226,M20085,M,304,313.2,1437,53.9,7,0,No Failure
-5227,L52406,L,303.9,313,1403,48.3,10,0,No Failure
-5228,L52407,L,303.9,313.1,1440,41.1,12,0,No Failure
-5229,M20088,M,303.9,313.1,1343,61.4,14,0,No Failure
-5230,H34643,H,303.9,313.1,1790,26.7,17,0,No Failure
-5231,M20090,M,303.8,313.1,2117,18.6,22,0,No Failure
-5232,L52411,L,303.8,313.1,1458,42.2,25,0,No Failure
-5233,L52412,L,303.6,312.9,1381,57.8,27,0,No Failure
-5234,L52413,L,303.6,312.9,1450,45.3,29,0,No Failure
-5235,L52414,L,303.7,312.9,1461,50.1,31,0,No Failure
-5236,M20095,M,303.7,312.9,1511,41,33,0,No Failure
-5237,L52416,L,303.8,313.1,1394,45.4,36,0,No Failure
-5238,L52417,L,303.8,313,1499,42.3,38,0,No Failure
-5239,L52418,L,303.7,313,1457,44.1,40,0,No Failure
-5240,L52419,L,303.7,313,1753,29,42,0,No Failure
-5241,L52420,L,303.7,313,1694,28,44,0,No Failure
-5242,L52421,L,303.7,313.1,1683,28.4,46,0,No Failure
-5243,L52422,L,303.7,313.1,1496,47.4,48,0,No Failure
-5244,L52423,L,303.7,313.1,1721,34.8,50,0,No Failure
-5245,L52424,L,303.6,313,1593,31.6,52,0,No Failure
-5246,L52425,L,303.6,313,1575,38.3,54,0,No Failure
-5247,L52426,L,303.5,313,1465,41,56,0,No Failure
-5248,L52427,L,303.6,313.1,1405,38.3,58,0,No Failure
-5249,M20108,M,303.5,313,1902,21.6,60,0,No Failure
-5250,M20109,M,303.4,312.9,1422,39.9,63,0,No Failure
-5251,L52430,L,303.5,312.9,1332,52.9,66,0,No Failure
-5252,M20111,M,303.4,312.9,1307,54.3,68,0,No Failure
-5253,L52432,L,303.5,313,1322,59.5,71,0,No Failure
-5254,L52433,L,303.5,313,1547,40.3,73,0,No Failure
-5255,L52434,L,303.5,313.1,1897,23.6,75,0,No Failure
-5256,M20115,M,303.5,313,1403,51.9,77,0,No Failure
-5257,L52436,L,303.5,313,1393,51.6,80,0,No Failure
-5258,L52437,L,303.5,313,1482,38.5,82,0,No Failure
-5259,M20118,M,303.5,312.9,1572,44.7,84,0,No Failure
-5260,L52439,L,303.5,312.9,1544,36.9,87,0,No Failure
-5261,M20120,M,303.5,313,1492,46.1,89,0,No Failure
-5262,L52441,L,303.4,312.8,1513,35.8,92,0,No Failure
-5263,L52442,L,303.4,312.8,1449,43.9,94,0,No Failure
-5264,L52443,L,303.5,312.8,1877,22.3,96,0,No Failure
-5265,L52444,L,303.4,312.8,1376,53.4,98,0,No Failure
-5266,M20125,M,303.5,312.9,1883,23.3,100,0,No Failure
-5267,M20126,M,303.4,312.8,1518,38.7,103,0,No Failure
-5268,M20127,M,303.5,312.9,1438,42.8,106,0,No Failure
-5269,L52448,L,303.4,312.9,1389,54.1,109,0,No Failure
-5270,L52449,L,303.5,312.9,1504,44.8,111,0,No Failure
-5271,L52450,L,303.5,312.9,1275,64.4,113,0,No Failure
-5272,L52451,L,303.6,313,1534,39.7,115,0,No Failure
-5273,M20132,M,303.6,313,1396,38.2,117,0,No Failure
-5274,L52453,L,303.6,313.1,1395,44.1,120,0,No Failure
-5275,L52454,L,303.6,313,1617,30.9,122,0,No Failure
-5276,L52455,L,303.7,313.1,1423,41.2,124,0,No Failure
-5277,L52456,L,303.5,313,1606,34,126,0,No Failure
-5278,L52457,L,303.5,312.9,1501,44,128,0,No Failure
-5279,M20138,M,303.5,312.9,1618,30.4,130,0,No Failure
-5280,L52459,L,303.6,313,1522,35.8,133,0,No Failure
-5281,L52460,L,303.6,312.9,1480,41.4,135,0,No Failure
-5282,M20141,M,303.7,313,1469,39.9,137,0,No Failure
-5283,H34696,H,303.8,313.2,1381,52.4,140,0,No Failure
-5284,L52463,L,303.8,313.2,1525,41.9,145,0,No Failure
-5285,M20144,M,303.8,313.2,1732,29.6,147,0,No Failure
-5286,L52465,L,303.8,313.1,1523,39.8,150,0,No Failure
-5287,L52466,L,303.8,313.1,1422,42.4,152,0,No Failure
-5288,H34701,H,303.8,313.2,1506,46.9,154,0,No Failure
-5289,L52468,L,303.8,313.2,1531,39.4,159,0,No Failure
-5290,M20149,M,303.9,313.3,1507,34.3,161,0,No Failure
-5291,L52470,L,303.9,313.3,1526,40.7,164,0,No Failure
-5292,L52471,L,303.8,313.3,1406,52.1,166,0,No Failure
-5293,M20152,M,303.9,313.3,1567,35,168,0,No Failure
-5294,M20153,M,303.9,313.4,1464,49.1,171,0,No Failure
-5295,L52474,L,303.9,313.4,1442,48.5,174,0,No Failure
-5296,L52475,L,303.8,313.2,1336,47.8,176,0,No Failure
-5297,H34710,H,303.8,313.2,1379,50.2,178,0,No Failure
-5298,L52477,L,303.7,313.1,1406,48.6,183,0,No Failure
-5299,M20158,M,303.7,313.1,2130,18.1,185,0,No Failure
-5300,L52479,L,303.7,313.1,1355,49.1,188,0,No Failure
-5301,M20160,M,303.8,313.2,1710,26.5,190,0,No Failure
-5302,L52481,L,303.8,313.1,1309,55.8,193,0,No Failure
-5303,L52482,L,303.9,313.1,1491,37.2,195,0,No Failure
-5304,L52483,L,303.9,313.2,1481,44.1,197,0,No Failure
-5305,L52484,L,303.9,313.1,1425,49.3,199,0,No Failure
-5306,H34719,H,303.9,313.2,1680,29.1,201,0,No Failure
-5307,H34720,H,304,313.2,1612,31.7,206,0,No Failure
-5308,L52487,L,304,313.3,1530,34.8,211,0,No Failure
-5309,L52488,L,304,313.2,1481,42.6,213,0,No Failure
-5310,M20169,M,303.9,313.2,1422,48,215,1,Tool Wear Failure
-5311,L52490,L,303.8,313,1427,43,0,0,No Failure
-5312,H34725,H,303.7,312.9,1460,49.8,2,0,No Failure
-5313,L52492,L,303.6,312.9,1873,23.5,7,0,No Failure
-5314,M20173,M,303.7,312.9,1566,32.6,9,0,No Failure
-5315,L52494,L,303.6,312.8,1701,30.8,12,0,No Failure
-5316,L52495,L,303.6,312.8,1710,27.2,14,0,No Failure
-5317,M20176,M,303.6,312.8,1689,33.1,16,0,No Failure
-5318,L52497,L,303.6,312.7,1637,32.9,19,0,No Failure
-5319,L52498,L,303.5,312.6,1496,39,21,0,No Failure
-5320,M20179,M,303.5,312.7,1402,47,23,0,No Failure
-5321,L52500,L,303.4,312.7,1363,45.5,26,0,No Failure
-5322,M20181,M,303.4,312.7,1576,49.9,28,0,No Failure
-5323,M20182,M,303.4,312.7,1357,55.3,31,0,No Failure
-5324,M20183,M,303.4,312.7,1399,48.4,34,0,No Failure
-5325,M20184,M,303.4,312.8,1526,30.8,37,0,No Failure
-5326,L52505,L,303.5,312.7,1694,27.3,40,0,No Failure
-5327,M20186,M,303.5,312.7,1420,49.1,42,0,No Failure
-5328,M20187,M,303.5,312.7,2116,16.7,45,0,No Failure
-5329,M20188,M,303.7,312.9,1406,41.9,48,0,No Failure
-5330,L52509,L,303.7,313,1456,45.5,51,0,No Failure
-5331,L52510,L,303.6,312.9,1588,31.9,53,0,No Failure
-5332,L52511,L,303.7,312.8,1448,44.5,55,0,No Failure
-5333,H34746,H,303.6,312.7,1403,46.2,57,0,No Failure
-5334,M20193,M,303.5,312.6,1405,51.6,62,0,No Failure
-5335,M20194,M,303.4,312.6,2706,9.8,65,1,Power Failure
-5336,M20195,M,303.3,312.4,1505,38.9,68,0,No Failure
-5337,L52516,L,303.2,312.4,1663,33.7,71,0,No Failure
-5338,M20197,M,303.3,312.6,1482,44.4,73,0,No Failure
-5339,M20198,M,303.3,312.5,1674,32.7,76,0,No Failure
-5340,M20199,M,303.4,312.7,1594,32.8,79,0,No Failure
-5341,L52520,L,303.5,312.7,1393,49.3,82,0,No Failure
-5342,H34755,H,303.5,312.8,1404,55.8,84,0,No Failure
-5343,M20202,M,303.5,312.8,1375,45.7,89,0,No Failure
-5344,L52523,L,303.5,312.8,1607,38.4,92,0,No Failure
-5345,L52524,L,303.4,312.8,1360,50.8,94,0,No Failure
-5346,L52525,L,303.5,312.8,1524,39.4,96,0,No Failure
-5347,L52526,L,303.4,312.7,1534,35.5,98,0,No Failure
-5348,L52527,L,303.3,312.7,1262,63.8,100,0,No Failure
-5349,L52528,L,303.3,312.6,1623,34.6,102,0,No Failure
-5350,M20209,M,303.3,312.7,1642,33.6,104,0,No Failure
-5351,M20210,M,303.4,312.8,1622,35.1,107,0,No Failure
-5352,M20211,M,303.5,312.9,1530,34.5,110,0,No Failure
-5353,M20212,M,303.4,312.8,1590,36.3,113,0,No Failure
-5354,L52533,L,303.4,312.7,1589,34,116,0,No Failure
-5355,L52534,L,303.4,312.6,1462,37.5,118,0,No Failure
-5356,H34769,H,303.3,312.5,1328,49.8,120,0,No Failure
-5357,H34770,H,303.3,312.6,1692,29,125,0,No Failure
-5358,L52537,L,303.3,312.5,1968,20.6,130,0,No Failure
-5359,H34772,H,303.3,312.6,1827,24.2,132,0,No Failure
-5360,M20219,M,303.3,312.6,1397,47.1,137,0,No Failure
-5361,L52540,L,303.3,312.6,1463,44,140,0,No Failure
-5362,L52541,L,303.3,312.7,1643,30.7,142,0,No Failure
-5363,L52542,L,303.2,312.6,1281,57,144,0,No Failure
-5364,L52543,L,303.2,312.5,1518,39.9,146,0,No Failure
-5365,L52544,L,303.2,312.6,1601,35.3,148,0,No Failure
-5366,L52545,L,303.1,312.6,1548,36.4,150,0,No Failure
-5367,H34780,H,303.1,312.6,1404,40.6,152,0,No Failure
-5368,M20227,M,303.1,312.5,1766,26.7,157,0,No Failure
-5369,M20228,M,303.1,312.5,1667,30,160,0,No Failure
-5370,H34783,H,303,312.5,1507,37.9,163,0,No Failure
-5371,H34784,H,303,312.4,1627,37.1,168,0,No Failure
-5372,L52551,L,302.9,312.3,1435,47.7,173,0,No Failure
-5373,H34786,H,302.9,312.3,1509,46.8,175,0,No Failure
-5374,M20233,M,302.9,312.3,1809,25,180,0,No Failure
-5375,L52554,L,302.9,312.3,1515,40.8,183,0,No Failure
-5376,L52555,L,302.9,312.3,1530,34.9,185,0,No Failure
-5377,H34790,H,302.8,312.3,1336,57.5,187,0,No Failure
-5378,L52557,L,302.9,312.4,2030,19.1,192,0,No Failure
-5379,L52558,L,302.9,312.4,1550,36.9,194,0,No Failure
-5380,L52559,L,302.9,312.4,1446,41.7,196,0,No Failure
-5381,L52560,L,302.8,312.3,1494,37.5,198,0,No Failure
-5382,L52561,L,302.8,312.4,1651,27,200,0,No Failure
-5383,L52562,L,302.9,312.4,1698,33.8,202,0,No Failure
-5384,L52563,L,302.8,312.3,1504,40.3,204,0,No Failure
-5385,M20244,M,302.9,312.4,1421,46,206,0,No Failure
-5386,H34799,H,302.9,312.3,1754,26.9,209,0,No Failure
-5387,L52566,L,302.9,312.2,1469,42,214,0,No Failure
-5388,L52567,L,302.8,312.2,1433,50,216,0,No Failure
-5389,M20248,M,302.8,312.3,1432,49,218,0,No Failure
-5390,L52569,L,302.8,312.3,1366,49.1,221,0,No Failure
-5391,H34804,H,302.8,312.3,1483,47.2,223,0,No Failure
-5392,L52571,L,302.7,312.2,1572,34.4,228,0,No Failure
-5393,L52572,L,302.8,312.2,1481,40.2,230,0,No Failure
-5394,L52573,L,302.8,312.3,1473,42.6,232,0,No Failure
-5395,M20254,M,302.8,312.3,1262,70.5,234,1,Power Failure
-5396,L52575,L,302.8,312.4,1529,36.8,237,0,No Failure
-5397,L52576,L,302.8,312.4,1523,39.7,239,0,No Failure
-5398,M20257,M,302.8,312.3,1416,42.7,241,0,No Failure
-5399,L52578,L,302.9,312.4,1923,23.9,244,0,No Failure
-5400,H34813,H,302.8,312.4,1411,53.8,246,1,Overstrain Failure
-5401,L52580,L,302.7,312.4,1477,46.3,251,1,Overstrain Failure
-5402,M20261,M,302.6,312.3,1454,54.8,253,1,Tool Wear Failure
-5403,L52582,L,302.7,312.3,1421,48.5,0,0,No Failure
-5404,L52583,L,302.7,312.3,1858,25.4,2,0,No Failure
-5405,H34818,H,302.8,312.5,1422,46.1,4,0,No Failure
-5406,L52585,L,302.7,312.4,1444,48.7,9,0,No Failure
-5407,L52586,L,302.7,312.4,1360,47.8,11,0,No Failure
-5408,L52587,L,302.7,312.4,1954,24.8,13,0,No Failure
-5409,L52588,L,302.6,312.4,1628,33,15,0,No Failure
-5410,L52589,L,302.7,312.4,1433,44.2,17,0,No Failure
-5411,M20270,M,302.7,312.5,1417,51.5,19,0,No Failure
-5412,L52591,L,302.8,312.6,1462,39.4,22,0,No Failure
-5413,L52592,L,302.9,312.6,1328,59.9,24,0,No Failure
-5414,H34827,H,302.7,312.5,1527,36.4,26,0,No Failure
-5415,L52594,L,302.6,312.3,1534,34.3,31,0,No Failure
-5416,M20275,M,302.6,312.4,1410,50.3,33,0,No Failure
-5417,L52596,L,302.6,312.3,1660,30.3,36,0,No Failure
-5418,L52597,L,302.6,312.4,1386,45.8,38,0,No Failure
-5419,L52598,L,302.6,312.4,1398,41.6,40,0,No Failure
-5420,L52599,L,302.6,312.3,1321,53.4,42,0,No Failure
-5421,L52600,L,302.6,312.3,1512,34.2,44,0,No Failure
-5422,M20281,M,302.6,312.3,1566,36.6,46,0,No Failure
-5423,M20282,M,302.7,312.4,1422,44.5,49,0,No Failure
-5424,L52603,L,302.6,312.3,1647,31.8,52,0,No Failure
-5425,L52604,L,302.6,312.2,1377,45.5,54,0,No Failure
-5426,L52605,L,302.5,312.2,1775,27.9,56,0,No Failure
-5427,L52606,L,302.6,312.3,1554,42,58,0,No Failure
-5428,L52607,L,302.7,312.4,1423,51.9,60,0,No Failure
-5429,L52608,L,302.7,312.4,1453,47.3,62,0,No Failure
-5430,L52609,L,302.8,312.4,1590,34.4,64,0,No Failure
-5431,L52610,L,302.8,312.5,1694,28.4,66,0,No Failure
-5432,L52611,L,302.8,312.5,1462,43.4,68,0,No Failure
-5433,L52612,L,302.8,312.4,1392,46.2,70,0,No Failure
-5434,L52613,L,302.9,312.5,1550,45.5,72,0,No Failure
-5435,L52614,L,302.9,312.5,1629,30.4,74,0,No Failure
-5436,M20295,M,303,312.5,1524,42.1,76,0,No Failure
-5437,M20296,M,302.9,312.5,1679,30.9,79,0,No Failure
-5438,M20297,M,302.9,312.6,1394,46.4,82,0,No Failure
-5439,L52618,L,302.9,312.5,1683,32.1,85,0,No Failure
-5440,L52619,L,303,312.5,1626,30.5,87,0,No Failure
-5441,H34854,H,303,312.5,1698,30,89,0,No Failure
-5442,M20301,M,303,312.6,1392,42.9,94,0,No Failure
-5443,L52622,L,303.1,312.7,1353,51.8,97,0,No Failure
-5444,M20303,M,303,312.7,1426,46.8,99,0,No Failure
-5445,L52624,L,303,312.7,2024,19.9,102,0,No Failure
-5446,M20305,M,303,312.8,1648,32.1,104,0,No Failure
-5447,L52626,L,303.1,312.9,1511,40.1,107,0,No Failure
-5448,L52627,L,303.1,312.8,1465,44.1,109,0,No Failure
-5449,L52628,L,303,312.7,1551,41.8,111,0,No Failure
-5450,L52629,L,303.1,312.8,2329,15.1,113,0,No Failure
-5451,H34864,H,303.1,312.8,1435,41.9,115,0,No Failure
-5452,L52631,L,303,312.7,1361,48.8,120,0,No Failure
-5453,M20312,M,303,312.7,1553,35.8,122,0,No Failure
-5454,L52633,L,303,312.6,1451,42.1,125,0,No Failure
-5455,L52634,L,303,312.5,1461,40.2,127,0,No Failure
-5456,M20315,M,303.1,312.6,1895,23.5,129,0,No Failure
-5457,M20316,M,303.1,312.6,1567,32.9,132,0,No Failure
-5458,M20317,M,303,312.5,1602,33.7,135,0,No Failure
-5459,L52638,L,303.1,312.6,1514,42.1,138,0,No Failure
-5460,L52639,L,303.1,312.5,1453,49.1,140,0,No Failure
-5461,M20320,M,303,312.4,1526,36.1,142,0,No Failure
-5462,M20321,M,302.9,312.3,1339,52.1,145,0,No Failure
-5463,L52642,L,302.9,312.3,1889,22.8,148,0,No Failure
-5464,L52643,L,302.9,312.4,1561,34.8,150,0,No Failure
-5465,M20324,M,302.9,312.4,1659,33.1,152,0,No Failure
-5466,L52645,L,302.9,312.4,1424,49.5,155,0,No Failure
-5467,M20326,M,302.9,312.3,1426,44.7,157,0,No Failure
-5468,L52647,L,302.9,312.4,1383,51.4,160,0,No Failure
-5469,L52648,L,302.8,312.3,1764,29.9,162,0,No Failure
-5470,M20329,M,302.7,312.2,1439,42.5,164,0,No Failure
-5471,M20330,M,302.7,312.2,1585,35.5,167,0,No Failure
-5472,L52651,L,302.7,312.3,1346,61.2,170,0,Random Failures
-5473,L52652,L,302.8,312.3,1386,57.8,172,0,No Failure
-5474,L52653,L,302.7,312.2,1369,51.8,174,0,No Failure
-5475,M20334,M,302.7,312.1,1378,46.9,176,0,No Failure
-5476,L52655,L,302.7,312.2,1336,46.8,179,0,No Failure
-5477,M20336,M,302.6,312.1,1445,42,181,0,No Failure
-5478,L52657,L,302.7,312.1,1763,26.5,184,0,No Failure
-5479,L52658,L,302.7,312.2,1611,34.1,186,0,No Failure
-5480,M20339,M,302.7,312.1,1564,32.1,188,0,No Failure
-5481,H34894,H,302.7,312.1,1478,36,191,0,No Failure
-5482,L52661,L,302.6,312,1781,28.5,196,0,No Failure
-5483,L52662,L,302.6,312.1,1782,26.8,198,0,No Failure
-5484,M20343,M,302.6,312.1,2000,21.9,200,0,No Failure
-5485,M20344,M,302.5,312,1826,25.3,203,0,No Failure
-5486,L52665,L,302.6,312.1,1344,51,206,0,No Failure
-5487,L52666,L,302.6,312.2,1520,43,208,0,No Failure
-5488,M20347,M,302.6,312.1,1611,39.9,210,0,No Failure
-5489,L52668,L,302.7,312.2,1450,52.1,213,1,Overstrain Failure
-5490,L52669,L,302.6,312.1,1499,35,215,0,Random Failures
-5491,L52670,L,302.6,312.1,1288,68.5,0,1,Power Failure
-5492,M20351,M,302.7,312.2,1350,58.6,2,0,No Failure
-5493,M20352,M,302.9,312.4,1334,50.9,5,0,No Failure
-5494,L52673,L,302.8,312.4,1376,57.1,8,0,No Failure
-5495,L52674,L,302.8,312.4,1368,49.5,10,0,No Failure
-5496,H34909,H,302.9,312.5,1357,55,12,0,Random Failures
-5497,M20356,M,302.9,312.5,1924,24,17,0,No Failure
-5498,M20357,M,302.9,312.5,1551,40,20,0,No Failure
-5499,M20358,M,302.9,312.5,1903,21.2,23,0,No Failure
-5500,H34913,H,302.9,312.3,1417,48.7,26,0,No Failure
-5501,L52680,L,302.7,312.1,1601,35.2,31,0,No Failure
-5502,L52681,L,302.7,312.1,1543,37.5,33,0,No Failure
-5503,L52682,L,302.6,312.1,1439,52.3,35,0,No Failure
-5504,H34917,H,302.6,312,1657,29.3,37,0,No Failure
-5505,L52684,L,302.8,312.2,1458,51,42,0,No Failure
-5506,L52685,L,302.8,312.2,1746,27.4,44,0,No Failure
-5507,L52686,L,302.9,312.2,1677,30.5,46,0,No Failure
-5508,L52687,L,302.8,312.1,1520,39.9,48,0,No Failure
-5509,L52688,L,302.9,312.2,1367,55.1,50,0,No Failure
-5510,L52689,L,302.8,312.2,1509,36.5,52,0,Random Failures
-5511,L52690,L,302.8,312.1,1418,51.4,54,0,No Failure
-5512,L52691,L,302.8,312.1,1958,20.3,56,0,No Failure
-5513,L52692,L,302.8,312.2,1682,30.9,58,0,No Failure
-5514,M20373,M,302.8,312.2,1452,50.3,60,0,No Failure
-5515,L52694,L,302.7,312,1828,24,63,0,No Failure
-5516,H34929,H,302.7,312,1484,41.5,65,0,No Failure
-5517,L52696,L,302.6,312,1674,32.2,70,0,No Failure
-5518,L52697,L,302.6,311.9,1448,49.5,72,0,No Failure
-5519,M20378,M,302.5,311.8,2023,19.1,74,0,No Failure
-5520,L52699,L,302.5,311.9,1452,47.4,77,0,No Failure
-5521,M20380,M,302.6,312,1496,45,79,0,No Failure
-5522,L52701,L,302.6,311.9,1397,46.9,82,0,No Failure
-5523,L52702,L,302.6,311.9,1453,39.1,84,0,No Failure
-5524,M20383,M,302.5,311.9,1524,34.8,86,0,No Failure
-5525,L52704,L,302.6,311.9,1633,30.9,89,0,No Failure
-5526,M20385,M,302.6,312,1363,45.7,91,0,No Failure
-5527,L52706,L,302.5,311.9,1520,44.9,94,0,No Failure
-5528,M20387,M,302.5,311.9,1532,38.8,96,0,No Failure
-5529,L52708,L,302.4,311.8,1384,50.9,99,0,No Failure
-5530,M20389,M,302.4,311.8,1539,39.9,101,0,No Failure
-5531,M20390,M,302.3,311.8,1355,50.1,104,0,No Failure
-5532,M20391,M,302.3,311.7,1504,37.3,107,0,No Failure
-5533,L52712,L,302.4,311.8,1476,46.6,110,0,No Failure
-5534,L52713,L,302.4,311.7,1721,26.9,112,0,No Failure
-5535,M20394,M,302.3,311.7,1494,37.1,114,0,No Failure
-5536,L52715,L,302.3,311.7,1465,43.5,117,0,No Failure
-5537,M20396,M,302.3,311.8,1363,54,119,1,No Failure
-5538,L52717,L,302.4,311.8,1648,30,122,0,No Failure
-5539,M20398,M,302.3,311.8,1879,23,124,0,No Failure
-5540,H34953,H,302.3,311.7,1482,39,127,0,No Failure
-5541,L52720,L,302.4,311.8,1493,38.4,132,0,No Failure
-5542,L52721,L,302.4,311.8,1433,42.2,134,0,No Failure
-5543,L52722,L,302.3,311.7,1400,41.6,136,0,No Failure
-5544,L52723,L,302.4,311.8,1255,59,138,0,No Failure
-5545,L52724,L,302.2,311.7,1471,45.6,140,0,No Failure
-5546,H34959,H,302.2,311.6,1357,44.2,142,0,No Failure
-5547,L52726,L,302.3,311.7,1453,41.2,147,0,No Failure
-5548,M20407,M,302.3,311.7,1540,28.9,149,0,No Failure
-5549,L52728,L,302.3,311.8,1605,35.2,152,0,No Failure
-5550,H34963,H,302.3,311.9,1374,52.4,154,0,No Failure
-5551,M20410,M,302.3,311.9,1508,42.3,159,0,No Failure
-5552,H34965,H,302.4,311.9,1366,47.3,162,0,No Failure
-5553,H34966,H,302.5,312,1579,35.7,167,0,No Failure
-5554,L52733,L,302.5,311.9,1306,59.7,172,0,Random Failures
-5555,M20414,M,302.5,312,1521,40.2,174,0,No Failure
-5556,L52735,L,302.5,312,1411,44.2,177,0,No Failure
-5557,H34970,H,302.5,312,1357,42,179,0,No Failure
-5558,M20417,M,302.5,312,1436,43.5,184,0,No Failure
-5559,L52738,L,302.5,311.9,1553,40.1,187,0,No Failure
-5560,M20419,M,302.5,312,1451,43.2,189,0,No Failure
-5561,L52740,L,302.4,311.9,1541,37.9,192,0,No Failure
-5562,M20421,M,302.3,311.7,1341,46.3,194,0,No Failure
-5563,L52742,L,302.3,311.7,1648,32.1,197,0,No Failure
-5564,M20423,M,302.3,311.7,1640,31.5,199,0,No Failure
-5565,L52744,L,302.4,311.8,1416,46.1,202,0,No Failure
-5566,L52745,L,302.4,311.9,1671,29.9,204,0,No Failure
-5567,L52746,L,302.4,312,1457,45.5,206,0,No Failure
-5568,M20427,M,302.5,312,1445,54.8,0,0,No Failure
-5569,L52748,L,302.5,312.1,1534,38.6,3,0,No Failure
-5570,L52749,L,302.4,312,1508,36.9,5,0,No Failure
-5571,M20430,M,302.4,312.1,1492,47.7,7,0,No Failure
-5572,L52751,L,302.4,312,1562,37.9,10,0,No Failure
-5573,L52752,L,302.4,312,1545,36.4,12,0,No Failure
-5574,L52753,L,302.5,312.2,1738,25.3,14,0,No Failure
-5575,L52754,L,302.4,312,1305,49.1,16,0,No Failure
-5576,H34989,H,302.4,312,1477,39.7,18,0,No Failure
-5577,H34990,H,302.4,312,1457,43.4,23,0,No Failure
-5578,L52757,L,302.4,312.1,1455,40.4,28,0,No Failure
-5579,L52758,L,302.5,312.2,1574,38.7,30,0,No Failure
-5580,L52759,L,302.6,312.2,1695,27.1,32,0,No Failure
-5581,M20440,M,302.6,312.2,1458,38.8,34,0,No Failure
-5582,M20441,M,302.5,312.1,1454,47.6,37,0,No Failure
-5583,L52762,L,302.5,312,2052,18.9,40,0,No Failure
-5584,L52763,L,302.5,312,1673,29.9,42,0,No Failure
-5585,L52764,L,302.4,311.9,1578,29.9,44,0,No Failure
-5586,M20445,M,302.5,312,1642,29.1,46,0,No Failure
-5587,M20446,M,302.4,311.8,1557,31.5,49,0,No Failure
-5588,L52767,L,302.5,311.9,1481,42.9,52,0,No Failure
-5589,M20448,M,302.5,311.8,1566,37.6,54,0,No Failure
-5590,M20449,M,302.5,311.9,1298,57.5,57,0,No Failure
-5591,M20450,M,302.5,311.9,1340,59.4,60,0,No Failure
-5592,L52771,L,302.5,312,1574,33.8,63,0,No Failure
-5593,L52772,L,302.5,311.9,1437,46.7,65,0,No Failure
-5594,L52773,L,302.6,311.9,1354,48,67,0,No Failure
-5595,L52774,L,302.6,311.9,1598,35.5,69,0,No Failure
-5596,M20455,M,302.7,312,1944,21.4,71,0,No Failure
-5597,M20456,M,302.7,312,1538,36.7,74,0,No Failure
-5598,L52777,L,302.7,312,1501,37,77,0,No Failure
-5599,L52778,L,302.8,312.1,1441,52.1,79,0,No Failure
-5600,M20459,M,302.7,312,1652,31,81,0,No Failure
-5601,L52780,L,302.8,312.1,1487,36.6,84,0,No Failure
-5602,L52781,L,302.9,312.2,1605,33.9,86,0,No Failure
-5603,L52782,L,302.9,312.1,1334,54.7,88,0,No Failure
-5604,L52783,L,302.9,312.2,1340,57.8,90,0,No Failure
-5605,L52784,L,302.9,312.2,1513,37.8,92,0,No Failure
-5606,L52785,L,302.9,312.2,1510,41.4,94,0,No Failure
-5607,L52786,L,302.9,312.2,1729,23.6,96,0,No Failure
-5608,M20467,M,302.9,312.2,1745,25.5,98,0,No Failure
-5609,M20468,M,303.1,312.3,1623,31.6,101,0,No Failure
-5610,M20469,M,303.1,312.4,1378,50.1,104,0,No Failure
-5611,L52790,L,303.1,312.4,1407,41.2,107,0,No Failure
-5612,M20471,M,303,312.3,1674,29.5,109,0,No Failure
-5613,L52792,L,303,312.3,1486,42.4,112,0,No Failure
-5614,M20473,M,303,312.3,1483,38.8,114,0,No Failure
-5615,H35028,H,303,312.2,1624,28.8,117,0,No Failure
-5616,M20475,M,303,312.2,1257,71.3,122,1,Power Failure
-5617,L52796,L,303,312.3,1480,41.4,125,0,No Failure
-5618,L52797,L,303.1,312.4,1404,61.5,127,1,Power Failure
-5619,M20478,M,303,312.4,1645,29.6,129,0,No Failure
-5620,L52799,L,303,312.3,1932,21.9,132,0,No Failure
-5621,L52800,L,303,312.3,1533,38.5,134,0,No Failure
-5622,M20481,M,302.9,312.2,1292,54.4,136,0,No Failure
-5623,L52802,L,302.9,312.2,1571,40.6,139,0,No Failure
-5624,L52803,L,302.9,312.3,1578,36.3,141,0,No Failure
-5625,M20484,M,302.8,312.2,1469,36.9,143,0,No Failure
-5626,L52805,L,302.7,312.1,1728,24.4,146,0,No Failure
-5627,H35040,H,302.7,312.1,1603,32.5,148,0,No Failure
-5628,L52807,L,302.7,312.1,1597,39.8,153,0,No Failure
-5629,L52808,L,302.7,312.1,1688,32,155,0,No Failure
-5630,L52809,L,302.7,312.2,1405,51.4,157,0,No Failure
-5631,M20490,M,302.8,312.2,1615,32.9,159,0,No Failure
-5632,L52811,L,302.8,312.2,1515,36.8,162,0,No Failure
-5633,L52812,L,302.7,312.2,1376,52.8,164,0,No Failure
-5634,L52813,L,302.7,312.2,1447,47.5,166,0,No Failure
-5635,M20494,M,302.6,312.2,1353,56.5,168,0,No Failure
-5636,L52815,L,302.6,312.1,1502,47.3,171,0,No Failure
-5637,L52816,L,302.6,312,1447,45.5,173,0,No Failure
-5638,M20497,M,302.5,312,1487,46.1,175,0,No Failure
-5639,L52818,L,302.6,312.1,1519,38.1,178,0,No Failure
-5640,L52819,L,302.6,312.1,1668,28.7,180,0,Random Failures
-5641,L52820,L,302.6,312.1,1420,51.6,182,0,No Failure
-5642,L52821,L,302.6,312.1,1473,37.3,184,0,No Failure
-5643,L52822,L,302.5,312,1495,38.8,186,0,No Failure
-5644,L52823,L,302.5,312,1574,42,188,0,No Failure
-5645,L52824,L,302.5,312,1383,51.3,190,0,No Failure
-5646,M20505,M,302.5,312,1591,29.4,192,0,No Failure
-5647,M20506,M,302.4,311.8,1644,37.2,195,0,No Failure
-5648,H35061,H,302.5,311.8,2370,14.7,198,0,No Failure
-5649,L52828,L,302.5,311.9,1401,44.9,203,0,No Failure
-5650,M20509,M,302.5,311.9,1414,51.6,205,0,No Failure
-5651,L52830,L,302.5,312,1456,46.3,208,0,No Failure
-5652,M20511,M,302.5,312,1447,45.7,210,0,No Failure
-5653,L52832,L,302.4,311.8,1727,26.5,213,0,No Failure
-5654,L52833,L,302.4,311.7,1495,36.8,215,0,No Failure
-5655,L52834,L,302.3,311.6,1544,34.3,0,0,No Failure
-5656,L52835,L,302.3,311.5,1387,47.3,2,0,No Failure
-5657,M20516,M,302.3,311.5,1316,47.2,4,0,No Failure
-5658,L52837,L,302.3,311.5,1794,26.1,7,0,No Failure
-5659,M20518,M,302.2,311.4,1372,55.1,9,0,No Failure
-5660,M20519,M,302.3,311.5,1674,30,12,0,No Failure
-5661,L52840,L,302.2,311.4,1477,41.7,15,0,No Failure
-5662,L52841,L,302.2,311.4,1397,53,17,0,No Failure
-5663,L52842,L,302.2,311.5,1616,34,19,0,No Failure
-5664,M20523,M,302.3,311.5,1530,42.3,21,0,No Failure
-5665,M20524,M,302.2,311.4,1539,35.1,24,0,No Failure
-5666,L52845,L,302.3,311.4,1845,21.9,27,0,No Failure
-5667,L52846,L,302.2,311.4,1430,43.1,29,0,No Failure
-5668,L52847,L,302.2,311.4,2080,19.2,31,0,No Failure
-5669,M20528,M,302.2,311.4,1432,45.3,33,0,No Failure
-5670,M20529,M,302.2,311.5,1479,39.5,36,0,No Failure
-5671,L52850,L,302.2,311.5,1424,45.2,39,0,No Failure
-5672,H35085,H,302.2,311.6,1534,37.2,41,0,No Failure
-5673,H35086,H,302.1,311.6,1701,26.2,46,0,No Failure
-5674,L52853,L,302.2,311.6,1462,50,51,0,No Failure
-5675,M20534,M,302.2,311.7,1393,42.5,53,0,No Failure
-5676,M20535,M,302.3,311.7,1453,42.5,56,0,No Failure
-5677,L52856,L,302.3,311.8,1565,37.8,59,0,No Failure
-5678,L52857,L,302.3,311.8,1281,51.7,61,0,No Failure
-5679,M20538,M,302.2,311.7,1584,36.2,63,0,No Failure
-5680,M20539,M,302.2,311.7,1466,49,66,0,No Failure
-5681,M20540,M,302.2,311.6,1386,50.5,69,0,No Failure
-5682,L52861,L,302.2,311.6,1383,44.3,72,0,No Failure
-5683,H35096,H,302.3,311.6,1441,53.9,74,0,No Failure
-5684,M20543,M,302.2,311.6,1592,37.7,79,0,No Failure
-5685,H35098,H,302.2,311.6,1594,36.8,82,0,No Failure
-5686,L52865,L,302.2,311.5,1482,45.6,87,0,No Failure
-5687,L52866,L,302.2,311.6,1658,31.4,89,0,No Failure
-5688,L52867,L,302.3,311.7,2170,18.2,91,0,No Failure
-5689,M20548,M,302.3,311.7,1423,44.6,93,0,No Failure
-5690,L52869,L,302.4,311.8,1543,31.1,96,0,No Failure
-5691,L52870,L,302.3,311.8,1435,44.8,98,0,No Failure
-5692,L52871,L,302.4,311.8,1320,56.4,100,0,No Failure
-5693,M20552,M,302.4,311.9,1313,55.7,102,0,No Failure
-5694,M20553,M,302.4,311.8,1453,42.1,105,0,No Failure
-5695,L52874,L,302.4,311.8,1508,45.7,108,0,No Failure
-5696,L52875,L,302.4,311.8,1451,42,110,0,No Failure
-5697,H35110,H,302.5,311.9,1595,34.6,112,0,No Failure
-5698,L52877,L,302.5,311.9,1354,49.4,117,0,No Failure
-5699,L52878,L,302.5,311.9,1265,59.8,119,0,No Failure
-5700,L52879,L,302.4,311.9,1867,25.9,121,0,No Failure
-5701,L52880,L,302.5,311.9,1497,41.6,123,0,No Failure
-5702,M20561,M,302.5,311.9,1347,54.3,125,0,No Failure
-5703,L52882,L,302.3,311.7,1544,43.2,128,0,No Failure
-5704,H35117,H,302.3,311.7,1456,45.4,130,0,No Failure
-5705,L52884,L,302.5,311.8,1335,52.7,135,0,No Failure
-5706,L52885,L,302.4,311.9,1452,43.1,137,0,No Failure
-5707,L52886,L,302.4,311.9,1290,70,139,1,Power Failure
-5708,L52887,L,302.4,311.8,1448,43.4,141,0,No Failure
-5709,L52888,L,302.3,311.7,1611,38.6,143,0,No Failure
-5710,L52889,L,302.2,311.7,1556,38.6,145,0,No Failure
-5711,H35124,H,302.2,311.7,1413,46.5,147,0,No Failure
-5712,L52891,L,302.2,311.6,1545,35.9,152,0,No Failure
-5713,L52892,L,302.2,311.7,1330,54.6,154,0,No Failure
-5714,L52893,L,302.2,311.9,1596,38,156,0,No Failure
-5715,L52894,L,302.2,311.8,1618,36,158,0,No Failure
-5716,H35129,H,302.2,311.9,1597,35.8,160,0,No Failure
-5717,L52896,L,302.3,312,1354,52.2,165,0,No Failure
-5718,L52897,L,302.3,312,1746,28.1,167,0,No Failure
-5719,L52898,L,302.4,312,1621,32.5,169,0,No Failure
-5720,L52899,L,302.3,312,1398,43.3,171,0,No Failure
-5721,L52900,L,302.3,311.9,1434,51.9,173,0,No Failure
-5722,M20581,M,302.3,311.8,1443,43.4,175,0,No Failure
-5723,L52902,L,302.2,311.7,1488,44.6,178,0,No Failure
-5724,M20583,M,302.3,311.8,1475,48,180,0,No Failure
-5725,L52904,L,302.3,311.8,1433,50.3,183,0,No Failure
-5726,M20585,M,302.3,311.8,1557,34.1,185,0,No Failure
-5727,M20586,M,302.4,311.9,1398,50.1,188,0,No Failure
-5728,M20587,M,302.3,311.8,1559,34.4,191,0,No Failure
-5729,M20588,M,302.4,311.9,1422,46.4,194,0,No Failure
-5730,M20589,M,302.3,311.8,1463,35.7,197,0,No Failure
-5731,L52910,L,302.3,311.7,1793,25.3,200,0,No Failure
-5732,L52911,L,302.2,311.6,1872,20.4,202,0,No Failure
-5733,L52912,L,302.2,311.7,1412,44.5,204,0,No Failure
-5734,L52913,L,302.3,311.8,1487,43.2,206,0,No Failure
-5735,L52914,L,302.3,311.8,1369,56.2,208,1,Overstrain Failure
-5736,L52915,L,302.4,311.8,1673,30.1,210,0,No Failure
-5737,M20596,M,302.4,311.9,1439,36.6,212,0,No Failure
-5738,L52917,L,302.3,311.8,1574,42.8,215,0,No Failure
-5739,L52918,L,302.3,311.7,1281,48.8,0,0,No Failure
-5740,M20599,M,302.2,311.7,1653,31.4,2,0,No Failure
-5741,M20600,M,302.3,311.7,1535,38.3,5,0,No Failure
-5742,M20601,M,302.3,311.7,1483,40.5,8,0,No Failure
-5743,L52922,L,302.3,311.7,1414,47,11,0,No Failure
-5744,M20603,M,302.2,311.6,1379,42.9,13,0,No Failure
-5745,H35158,H,302.2,311.5,1482,42.6,16,0,No Failure
-5746,L52925,L,302.1,311.5,1987,20.1,21,0,No Failure
-5747,M20606,M,302.1,311.5,1635,31.6,23,0,No Failure
-5748,L52927,L,302.1,311.5,1533,39.4,26,0,No Failure
-5749,M20608,M,302.2,311.7,1576,34,28,0,No Failure
-5750,H35163,H,302.2,311.8,1330,62.4,31,0,No Failure
-5751,L52930,L,302.2,311.8,1981,21.8,36,0,No Failure
-5752,H35165,H,302.3,311.8,1475,42.8,38,0,No Failure
-5753,H35166,H,302.3,311.8,1804,25,43,0,No Failure
-5754,L52933,L,302.2,311.6,1416,54.1,48,0,No Failure
-5755,L52934,L,302.1,311.5,1727,27.7,50,0,No Failure
-5756,L52935,L,302.1,311.4,1391,49.2,52,0,No Failure
-5757,M20616,M,302,311.5,1366,52.3,54,0,No Failure
-5758,L52937,L,301.9,311.3,1366,55.6,57,0,No Failure
-5759,L52938,L,301.9,311.3,1501,40.8,59,0,No Failure
-5760,L52939,L,301.8,311.3,1551,35.8,61,0,No Failure
-5761,M20620,M,301.9,311.3,1522,35.6,63,0,No Failure
-5762,L52941,L,301.9,311.2,1369,49.8,66,0,No Failure
-5763,L52942,L,301.8,311.2,1334,52.3,68,0,No Failure
-5764,H35177,H,301.8,311.2,1451,39.4,70,0,No Failure
-5765,L52944,L,301.7,311.2,1589,37.9,75,0,No Failure
-5766,L52945,L,301.7,311.3,1708,30.5,77,0,No Failure
-5767,M20626,M,301.7,311.2,1413,42.6,79,0,No Failure
-5768,M20627,M,301.6,311.2,1415,46.5,82,0,No Failure
-5769,L52948,L,301.7,311.3,1421,45.9,85,0,No Failure
-5770,L52949,L,301.7,311.3,1348,51,87,0,No Failure
-5771,L52950,L,301.6,311.2,1408,42.9,89,0,No Failure
-5772,L52951,L,301.6,311.2,1525,43.7,91,0,No Failure
-5773,L52952,L,301.6,311.3,1706,29.9,93,0,No Failure
-5774,H35187,H,301.6,311.2,1395,46.8,95,0,No Failure
-5775,L52954,L,301.5,311.1,1602,34.3,100,0,No Failure
-5776,L52955,L,301.6,311.1,1907,21.5,102,0,No Failure
-5777,L52956,L,301.6,311.1,1325,49.2,104,0,No Failure
-5778,L52957,L,301.6,311.1,1408,44.4,106,0,No Failure
-5779,M20638,M,301.7,311.1,1489,41.4,108,0,No Failure
-5780,L52959,L,301.6,311.1,1680,29.2,111,0,No Failure
-5781,L52960,L,301.7,311.2,1517,42.4,113,0,No Failure
-5782,M20641,M,301.7,311.1,1618,36.7,115,0,No Failure
-5783,L52962,L,301.7,311.1,1455,39.8,118,0,No Failure
-5784,H35197,H,301.8,311.1,1543,36.4,120,0,No Failure
-5785,M20644,M,301.8,311.1,1399,41.8,125,0,No Failure
-5786,L52965,L,301.7,311.1,1469,37.2,128,0,No Failure
-5787,L52966,L,301.7,311.2,1521,36.7,130,0,No Failure
-5788,L52967,L,301.7,311.3,1584,38.8,132,0,No Failure
-5789,L52968,L,301.8,311.5,1443,43.3,134,0,No Failure
-5790,M20649,M,301.8,311.5,1416,49,136,0,No Failure
-5791,M20650,M,301.7,311.2,1563,34.5,139,0,No Failure
-5792,M20651,M,301.8,311.3,1542,40.1,142,0,No Failure
-5793,M20652,M,301.8,311.3,1624,31.6,145,0,No Failure
-5794,L52973,L,301.8,311.3,1471,44.2,148,0,No Failure
-5795,M20654,M,301.9,311.5,1492,40.8,150,0,No Failure
-5796,M20655,M,301.9,311.4,1465,39.9,153,0,No Failure
-5797,L52976,L,301.7,311.1,1399,55.1,156,0,No Failure
-5798,L52977,L,301.6,311,1431,42.6,158,0,No Failure
-5799,L52978,L,301.5,310.9,1600,39,160,0,No Failure
-5800,L52979,L,301.5,310.8,1593,34.5,162,0,No Failure
-5801,L52980,L,301.5,310.9,1469,44.7,164,0,No Failure
-5802,L52981,L,301.5,310.8,1413,44.6,166,0,No Failure
-5803,L52982,L,301.4,310.8,1490,38,168,0,No Failure
-5804,L52983,L,301.5,310.9,1671,31.1,170,0,No Failure
-5805,L52984,L,301.5,310.9,1365,46.5,172,0,No Failure
-5806,M20665,M,301.4,310.9,1557,39.3,174,0,No Failure
-5807,L52986,L,301.4,310.9,1440,45.4,177,0,No Failure
-5808,M20667,M,301.4,310.9,1489,38.9,179,0,No Failure
-5809,L52988,L,301.4,311,1733,25.7,182,0,No Failure
-5810,H35223,H,301.3,311,1580,36.6,184,0,No Failure
-5811,L52990,L,301.3,311,1856,21.9,189,0,No Failure
-5812,L52991,L,301.3,311.1,1454,40.3,191,0,No Failure
-5813,L52992,L,301.4,311.1,1495,36.3,193,0,No Failure
-5814,L52993,L,301.2,311,1761,29.1,195,0,No Failure
-5815,M20674,M,301.3,311,1402,47.5,197,0,No Failure
-5816,L52995,L,301.2,311,1670,33,200,0,No Failure
-5817,L52996,L,301.3,311,1582,35.6,202,0,No Failure
-5818,L52997,L,301.3,311,1542,35.1,204,0,No Failure
-5819,L52998,L,301.3,311,1539,36.9,206,0,No Failure
-5820,L52999,L,301.3,311,1418,41.9,208,0,No Failure
-5821,L53000,L,301.3,311.1,1723,27.6,210,0,No Failure
-5822,L53001,L,301.3,311.1,1303,49.2,212,0,No Failure
-5823,M20682,M,301.3,311,1463,50.2,214,0,No Failure
-5824,L53003,L,301.2,311,1544,39.3,217,0,No Failure
-5825,L53004,L,301.2,311,1596,37.2,219,0,No Failure
-5826,L53005,L,301.3,311.1,1413,42,221,0,No Failure
-5827,M20686,M,301.3,311.1,1492,41.2,223,0,No Failure
-5828,L53007,L,301.3,311.1,1624,40.9,0,0,No Failure
-5829,L53008,L,301.3,311.1,1504,39.1,2,0,No Failure
-5830,M20689,M,301.2,311.1,1574,34.3,4,0,No Failure
-5831,M20690,M,301.3,311.2,1438,42.4,7,0,No Failure
-5832,L53011,L,301.3,311.3,1474,50.7,10,0,No Failure
-5833,L53012,L,301.3,311.2,1675,32.1,12,0,No Failure
-5834,L53013,L,301.3,311.2,1457,44.5,14,0,No Failure
-5835,L53014,L,301.3,311.3,1434,49.8,16,0,No Failure
-5836,L53015,L,301.3,311.2,1668,30.1,18,0,No Failure
-5837,L53016,L,301.2,311.1,1550,39.7,20,0,No Failure
-5838,M20697,M,301.3,311.1,1834,25.4,22,0,No Failure
-5839,M20698,M,301.4,311.2,1476,36.5,25,0,No Failure
-5840,M20699,M,301.4,311.2,1541,36.3,28,0,No Failure
-5841,M20700,M,301.3,311.1,1581,30.9,31,0,No Failure
-5842,M20701,M,301.3,311.1,1678,30.7,34,0,No Failure
-5843,L53022,L,301.4,311.2,1355,50.6,37,0,No Failure
-5844,L53023,L,301.5,311.2,1700,28.8,39,0,No Failure
-5845,L53024,L,301.4,311.1,1462,37.1,41,0,No Failure
-5846,M20705,M,301.4,311.2,1727,26.5,43,0,No Failure
-5847,L53026,L,301.4,311.3,1674,33.3,46,0,No Failure
-5848,L53027,L,301.4,311.3,1397,42.3,48,0,No Failure
-5849,L53028,L,301.4,311.3,2323,15.9,50,0,No Failure
-5850,M20709,M,301.4,311.2,1434,47.6,52,0,No Failure
-5851,L53030,L,301.3,311.1,1560,35.3,55,0,No Failure
-5852,L53031,L,301.2,311,1573,32.8,57,0,No Failure
-5853,H35266,H,301.2,310.9,1798,22.3,59,0,No Failure
-5854,L53033,L,301.2,311,1567,35.1,64,0,No Failure
-5855,L53034,L,301.2,310.9,1416,53.3,66,0,No Failure
-5856,M20715,M,301.2,310.9,1424,45.2,68,0,No Failure
-5857,H35270,H,301.2,310.9,1598,35.9,71,0,No Failure
-5858,L53037,L,301.3,310.9,1760,23.9,76,0,No Failure
-5859,L53038,L,301.3,311,1348,44.5,78,0,No Failure
-5860,L53039,L,301.3,311,1542,33.6,80,0,No Failure
-5861,L53040,L,301.3,310.9,1566,33.1,82,0,No Failure
-5862,L53041,L,301.3,311,1554,47.7,84,0,No Failure
-5863,L53042,L,301.4,311,1470,40.6,86,0,No Failure
-5864,M20723,M,301.4,311.1,1758,25.4,88,0,No Failure
-5865,M20724,M,301.4,311,1486,36.5,91,0,No Failure
-5866,M20725,M,301.5,311.1,1402,40,94,0,No Failure
-5867,L53046,L,301.5,311.1,1459,45.1,97,0,No Failure
-5868,L53047,L,301.5,311,1494,45.3,99,0,No Failure
-5869,L53048,L,301.5,311.1,1731,27.9,101,0,No Failure
-5870,L53049,L,301.5,311.1,2076,18.7,103,0,No Failure
-5871,L53050,L,301.5,311.1,2055,16.8,105,0,No Failure
-5872,L53051,L,301.5,311.1,1469,49.5,107,0,No Failure
-5873,M20732,M,301.5,311,1504,42.6,109,0,No Failure
-5874,M20733,M,301.5,311.1,1396,43.5,112,0,No Failure
-5875,M20734,M,301.5,311.1,1660,33.8,115,0,No Failure
-5876,M20735,M,301.5,311,1577,39.7,118,0,No Failure
-5877,L53056,L,301.5,311.1,1426,52.1,121,0,No Failure
-5878,L53057,L,301.5,311.1,1458,41.4,123,0,No Failure
-5879,L53058,L,301.4,311,1533,45.8,125,0,No Failure
-5880,L53059,L,301.4,311,1701,28.4,127,0,No Failure
-5881,L53060,L,301.5,311.1,1434,49.6,129,0,No Failure
-5882,L53061,L,301.4,311.1,1952,22.7,131,0,No Failure
-5883,L53062,L,301.4,311.1,1469,36.9,133,0,No Failure
-5884,L53063,L,301.4,311.1,1800,26,135,0,No Failure
-5885,M20744,M,301.3,311.1,1438,43,137,0,No Failure
-5886,L53065,L,301.3,311.1,1647,28.2,140,0,No Failure
-5887,L53066,L,301.4,311.1,1494,41.9,142,0,No Failure
-5888,H35301,H,301.4,311.1,1445,41.4,144,0,No Failure
-5889,M20748,M,301.5,311.1,1507,38.6,149,0,No Failure
-5890,M20749,M,301.4,311,1234,55.8,152,0,No Failure
-5891,L53070,L,301.4,311,1634,32.6,155,0,No Failure
-5892,L53071,L,301.4,311,1334,53.3,157,0,No Failure
-5893,L53072,L,301.4,311.1,1472,44.5,159,0,No Failure
-5894,M20753,M,301.3,311,1410,52.7,161,0,No Failure
-5895,L53074,L,301.2,310.9,1597,37.9,164,0,No Failure
-5896,M20755,M,301.2,310.9,1460,46.7,166,0,No Failure
-5897,L53076,L,301.1,310.8,1274,55.7,169,0,No Failure
-5898,M20757,M,301,310.7,1517,40.2,171,0,No Failure
-5899,L53078,L,301,310.7,1300,57.2,174,0,No Failure
-5900,H35313,H,300.9,310.6,1686,27.7,176,0,No Failure
-5901,M20760,M,300.9,310.7,1485,41,181,0,No Failure
-5902,L53081,L,301,310.7,1464,45.8,184,0,No Failure
-5903,L53082,L,300.9,310.6,1598,35.4,186,0,No Failure
-5904,L53083,L,300.9,310.5,1894,21.9,188,0,No Failure
-5905,M20764,M,300.8,310.5,1330,59,190,0,No Failure
-5906,H35319,H,300.8,310.5,1582,31.1,193,0,No Failure
-5907,L53086,L,300.7,310.3,1533,35.6,198,0,No Failure
-5908,H35321,H,300.8,310.4,1419,46.4,200,0,No Failure
-5909,M20768,M,300.8,310.3,1526,36.3,205,0,No Failure
-5910,H35323,H,300.7,310.2,1364,65.3,208,1,Power Failure
-5911,M20770,M,300.8,310.3,1458,43.4,0,0,No Failure
-5912,M20771,M,300.8,310.4,1288,64,3,0,No Failure
-5913,M20772,M,300.7,310.3,1659,29.8,6,0,No Failure
-5914,H35327,H,300.7,310.2,1479,52.3,9,0,No Failure
-5915,L53094,L,300.7,310.3,1592,36,14,0,No Failure
-5916,M20775,M,300.6,310.2,1532,38.7,16,0,No Failure
-5917,L53096,L,300.6,310.2,1555,41.9,19,0,No Failure
-5918,L53097,L,300.6,310.2,1341,52.6,21,0,No Failure
-5919,L53098,L,300.6,310.1,1541,42,23,0,No Failure
-5920,L53099,L,300.6,310.3,1414,50.6,25,0,No Failure
-5921,L53100,L,300.5,310.2,1764,25.9,27,0,No Failure
-5922,L53101,L,300.5,310.3,1336,57.1,29,0,No Failure
-5923,L53102,L,300.5,310.3,1435,43.3,31,0,No Failure
-5924,M20783,M,300.4,310.3,1537,35,33,0,No Failure
-5925,L53104,L,300.3,310.2,1369,48.8,36,0,No Failure
-5926,M20785,M,300.2,310.1,1619,31.3,38,0,No Failure
-5927,L53106,L,300.2,310.1,1440,51.1,41,0,No Failure
-5928,L53107,L,300.2,310.1,1649,30.5,43,0,No Failure
-5929,M20788,M,300.2,310.1,1550,38.7,45,0,No Failure
-5930,L53109,L,300.3,310.2,1471,45.2,48,0,No Failure
-5931,L53110,L,300.3,310.3,1483,51.6,50,0,No Failure
-5932,L53111,L,300.3,310.4,1336,54.4,52,0,No Failure
-5933,L53112,L,300.5,310.5,1515,36.6,54,0,No Failure
-5934,L53113,L,300.5,310.5,1373,47.4,56,0,No Failure
-5935,H35348,H,300.6,310.5,1454,51.2,58,0,No Failure
-5936,L53115,L,300.5,310.5,1646,34.5,63,0,No Failure
-5937,M20796,M,300.5,310.4,1548,37.3,65,0,No Failure
-5938,M20797,M,300.6,310.5,1462,41.3,68,0,No Failure
-5939,L53118,L,300.5,310.4,1702,33.1,71,0,No Failure
-5940,L53119,L,300.5,310.5,1409,60.9,73,0,No Failure
-5941,M20800,M,300.6,310.6,1427,52.8,75,0,No Failure
-5942,L53121,L,300.6,310.7,1438,48.5,78,1,No Failure
-5943,L53122,L,300.7,310.7,1450,43.4,80,0,No Failure
-5944,L53123,L,300.7,310.7,1541,41.3,82,0,No Failure
-5945,M20804,M,300.7,310.6,1484,38,84,0,No Failure
-5946,M20805,M,300.8,310.8,1415,44.5,87,0,No Failure
-5947,L53126,L,300.7,310.8,1496,46.4,90,0,No Failure
-5948,M20807,M,300.7,310.8,1465,45.2,92,0,No Failure
-5949,L53128,L,300.7,310.8,2113,18.5,95,0,No Failure
-5950,M20809,M,300.7,310.8,1506,44,97,0,No Failure
-5951,L53130,L,300.7,310.8,1689,28.9,100,0,No Failure
-5952,L53131,L,300.7,310.9,1650,29.4,102,0,No Failure
-5953,L53132,L,300.7,310.8,1563,33.8,104,0,No Failure
-5954,M20813,M,300.7,310.9,1486,38.9,106,0,No Failure
-5955,L53134,L,300.8,310.9,1732,25.7,109,0,No Failure
-5956,L53135,L,300.7,310.8,1653,31.6,111,0,No Failure
-5957,L53136,L,300.7,310.9,1535,37.1,113,0,No Failure
-5958,L53137,L,300.7,310.9,1637,37.2,115,0,No Failure
-5959,L53138,L,300.6,310.8,1533,38.5,117,0,No Failure
-5960,L53139,L,300.6,310.8,1378,51.2,119,0,No Failure
-5961,L53140,L,300.5,310.7,1606,33.5,121,0,No Failure
-5962,L53141,L,300.3,310.7,1539,32.3,123,0,No Failure
-5963,L53142,L,300.5,310.8,1728,26.3,125,0,No Failure
-5964,H35377,H,300.4,310.7,1656,36.3,127,0,No Failure
-5965,H35378,H,300.5,310.8,1631,30.5,132,0,No Failure
-5966,H35379,H,300.5,310.9,1447,46.5,137,0,No Failure
-5967,L53146,L,300.4,310.8,1396,49.3,142,0,No Failure
-5968,L53147,L,300.4,310.8,1390,52.5,144,0,No Failure
-5969,L53148,L,300.4,310.8,1348,56,146,0,No Failure
-5970,M20829,M,300.4,310.8,1491,35.9,148,0,No Failure
-5971,L53150,L,300.4,310.8,1520,37.6,151,0,No Failure
-5972,L53151,L,300.5,310.8,1509,33,153,0,No Failure
-5973,L53152,L,300.5,310.8,1445,46.6,155,0,No Failure
-5974,L53153,L,300.5,310.8,1354,51.8,157,0,No Failure
-5975,L53154,L,300.5,310.7,1488,39.4,159,0,No Failure
-5976,H35389,H,300.5,310.7,1654,28.6,161,0,No Failure
-5977,H35390,H,300.5,310.6,1378,51.5,166,0,No Failure
-5978,L53157,L,300.6,310.7,1750,30.6,171,0,No Failure
-5979,L53158,L,300.5,310.6,1448,46.3,173,0,No Failure
-5980,H35393,H,300.6,310.7,1501,45.3,175,0,No Failure
-5981,M20840,M,300.6,310.7,1654,32,180,0,No Failure
-5982,M20841,M,300.7,310.7,1347,46.5,183,0,No Failure
-5983,L53162,L,300.7,310.8,1486,37.1,186,0,No Failure
-5984,H35397,H,300.8,310.8,1466,45.2,188,0,No Failure
-5985,H35398,H,300.7,310.8,1346,52,193,0,No Failure
-5986,L53165,L,300.7,310.7,1314,42.4,198,0,No Failure
-5987,L53166,L,300.6,310.7,1440,52.5,200,0,No Failure
-5988,L53167,L,300.7,310.8,1608,39.5,202,0,No Failure
-5989,H35402,H,300.7,310.8,1296,58.2,204,0,No Failure
-5990,L53169,L,300.7,310.7,1507,46.1,209,0,No Failure
-5991,M20850,M,300.7,310.7,1343,51.6,211,0,No Failure
-5992,L53171,L,300.7,310.7,1416,40.4,214,0,No Failure
-5993,L53172,L,300.7,310.6,1288,47.2,216,0,No Failure
-5994,M20853,M,300.7,310.6,1407,42.4,218,0,No Failure
-5995,L53174,L,300.6,310.4,1608,39.2,221,0,No Failure
-5996,L53175,L,300.6,310.3,1920,22.3,223,0,No Failure
-5997,M20856,M,300.5,310.2,1386,48.2,225,0,No Failure
-5998,M20857,M,300.5,310.2,1571,34.6,228,0,No Failure
-5999,M20858,M,300.4,310.2,1613,36.9,231,0,No Failure
-6000,M20859,M,300.4,310.2,1671,30.5,234,1,Tool Wear Failure
-6001,H35414,H,300.4,310.2,1431,43.2,0,0,No Failure
-6002,M20861,M,300.4,310.2,1380,47.3,5,0,No Failure
-6003,L53182,L,300.5,310.3,1683,31.5,8,0,No Failure
-6004,L53183,L,300.4,310.2,1529,36.2,10,0,No Failure
-6005,L53184,L,300.5,310.4,1761,26.5,12,0,No Failure
-6006,L53185,L,300.6,310.5,1570,38.3,14,0,No Failure
-6007,M20866,M,300.6,310.5,2156,18,16,0,No Failure
-6008,M20867,M,300.7,310.6,1349,54.5,19,0,No Failure
-6009,L53188,L,300.7,310.7,1431,39.3,22,0,No Failure
-6010,L53189,L,300.6,310.6,1931,22,24,0,No Failure
-6011,H35424,H,300.7,310.7,1428,43.4,26,0,No Failure
-6012,L53191,L,300.8,310.8,1564,36.2,31,0,No Failure
-6013,H35426,H,300.8,310.9,1425,44,33,0,No Failure
-6014,L53193,L,300.7,310.8,1597,30.5,38,0,No Failure
-6015,H35428,H,300.8,310.8,1618,32.8,40,0,No Failure
-6016,M20875,M,300.8,310.8,1520,38,45,0,No Failure
-6017,L53196,L,300.7,310.7,1425,45.3,48,0,No Failure
-6018,L53197,L,300.8,310.9,1398,38.2,50,0,No Failure
-6019,M20878,M,300.8,310.9,1557,31.6,52,0,No Failure
-6020,L53199,L,300.7,310.8,1519,43.9,55,0,No Failure
-6021,L53200,L,300.7,310.8,1619,34.9,57,0,No Failure
-6022,L53201,L,300.7,310.8,1814,21.4,59,0,No Failure
-6023,L53202,L,300.7,310.9,1521,39.4,61,0,No Failure
-6024,M20883,M,300.7,310.9,1369,51.2,63,0,No Failure
-6025,L53204,L,300.7,310.9,1356,65.3,66,1,Power Failure
-6026,L53205,L,300.7,311,1336,53.3,68,0,No Failure
-6027,L53206,L,300.7,311,1403,48.3,70,0,No Failure
-6028,M20887,M,300.7,311,1413,44.3,72,0,No Failure
-6029,L53208,L,300.6,310.9,1472,47.6,75,0,No Failure
-6030,M20889,M,300.7,310.8,1452,47.9,77,0,No Failure
-6031,L53210,L,300.6,310.7,1397,53.7,80,0,No Failure
-6032,L53211,L,300.6,310.7,1455,40.6,82,0,No Failure
-6033,L53212,L,300.7,310.8,1754,27.7,84,0,No Failure
-6034,L53213,L,300.6,310.9,1471,37.9,86,0,No Failure
-6035,M20894,M,300.6,310.8,1389,48.1,88,0,No Failure
-6036,M20895,M,300.6,310.9,1702,30.3,91,0,No Failure
-6037,M20896,M,300.6,311,1401,54.6,94,0,No Failure
-6038,L53217,L,300.7,311.1,1426,46.2,97,0,No Failure
-6039,L53218,L,300.7,311,1496,38.3,99,0,No Failure
-6040,L53219,L,300.6,310.9,1433,42.6,101,0,No Failure
-6041,M20900,M,300.7,311.1,1438,46.6,103,0,No Failure
-6042,M20901,M,300.7,311,1418,49.3,106,0,No Failure
-6043,M20902,M,300.8,311,1580,36.6,109,0,No Failure
-6044,M20903,M,300.7,310.9,1468,41.8,112,0,No Failure
-6045,M20904,M,300.8,310.9,1522,41.7,115,0,No Failure
-6046,L53225,L,300.8,310.9,1311,55.8,118,0,No Failure
-6047,L53226,L,300.9,311,1316,56.5,120,0,No Failure
-6048,H35461,H,300.9,311,1853,23.6,122,0,No Failure
-6049,M20908,M,300.9,311,1556,38.8,127,0,No Failure
-6050,M20909,M,300.9,311,1567,34.3,130,0,No Failure
-6051,M20910,M,300.9,311.1,1546,37.7,133,0,No Failure
-6052,L53231,L,300.9,311,1382,51.2,136,0,No Failure
-6053,L53232,L,300.9,311,2003,20.2,138,0,No Failure
-6054,L53233,L,300.8,310.9,1748,29.9,140,0,No Failure
-6055,H35468,H,300.7,310.8,1518,40.1,142,0,No Failure
-6056,L53235,L,300.7,310.8,1475,42,147,0,No Failure
-6057,L53236,L,300.8,310.8,1634,29.2,149,0,No Failure
-6058,L53237,L,300.8,310.8,1689,32.9,151,0,No Failure
-6059,M20918,M,300.9,310.9,1636,35.3,153,0,No Failure
-6060,L53239,L,300.9,311,2235,15.8,156,0,No Failure
-6061,L53240,L,301,311.1,1615,35.6,158,0,No Failure
-6062,H35475,H,301.1,311.1,1618,29.5,160,0,No Failure
-6063,M20922,M,301.1,311.2,1407,53,165,0,No Failure
-6064,L53243,L,301.1,311.1,1450,43.3,168,0,No Failure
-6065,L53244,L,301.1,311.1,1889,23.8,170,0,No Failure
-6066,L53245,L,301,310.9,1568,38.2,172,0,No Failure
-6067,L53246,L,301,311,1804,25.8,174,0,No Failure
-6068,L53247,L,301,311,1582,37.5,176,0,No Failure
-6069,M20928,M,301,310.9,2047,17.9,178,0,No Failure
-6070,L53249,L,300.9,310.9,1601,34,181,0,No Failure
-6071,L53250,L,300.9,310.9,1615,32,183,0,No Failure
-6072,M20931,M,300.9,310.8,1452,43.6,185,0,No Failure
-6073,M20932,M,300.9,310.8,1695,30.2,188,0,No Failure
-6074,M20933,M,300.9,310.8,1790,26.2,191,0,No Failure
-6075,M20934,M,301,310.8,1533,39.3,194,0,No Failure
-6076,L53255,L,301,310.9,1813,28.5,197,0,No Failure
-6077,L53256,L,301,310.9,1492,36.7,199,0,No Failure
-6078,L53257,L,300.9,310.7,1479,43.3,201,0,No Failure
-6079,L53258,L,300.8,310.7,1339,59.1,203,1,Overstrain Failure
-6080,M20939,M,300.8,310.7,1371,44.7,205,0,No Failure
-6081,L53260,L,300.9,310.7,1468,36.2,208,0,No Failure
-6082,L53261,L,300.9,310.7,1517,41.7,210,0,No Failure
-6083,L53262,L,300.9,310.7,1352,46.4,212,0,No Failure
-6084,L53263,L,300.9,310.7,1389,50,214,0,No Failure
-6085,M20944,M,300.8,310.6,1505,36.2,0,0,No Failure
-6086,L53265,L,300.9,310.6,1538,36.7,3,0,No Failure
-6087,L53266,L,300.9,310.8,1482,37,5,0,No Failure
-6088,M20947,M,300.9,310.8,1599,33,7,0,No Failure
-6089,L53268,L,300.9,310.8,1476,39,10,0,No Failure
-6090,L53269,L,300.9,310.7,1509,37.5,12,0,No Failure
-6091,L53270,L,300.9,310.8,1708,29.1,14,0,No Failure
-6092,L53271,L,300.9,310.7,1412,57.5,16,0,Random Failures
-6093,L53272,L,300.9,310.7,1658,28.5,18,0,No Failure
-6094,L53273,L,301,310.8,1375,57.2,20,0,No Failure
-6095,M20954,M,300.9,310.8,1402,48.1,22,0,No Failure
-6096,M20955,M,300.9,310.7,1452,47.3,25,0,No Failure
-6097,M20956,M,300.8,310.7,1483,40.8,28,0,No Failure
-6098,H35511,H,300.9,310.8,1477,38.4,31,0,No Failure
-6099,M20958,M,300.8,310.7,1924,22.4,36,0,No Failure
-6100,H35513,H,300.9,310.7,1609,28.7,39,0,No Failure
-6101,M20960,M,300.8,310.7,1886,21.1,44,0,No Failure
-6102,L53281,L,300.7,310.6,1616,29.6,47,0,No Failure
-6103,L53282,L,300.7,310.7,1442,43.2,49,0,No Failure
-6104,L53283,L,300.8,310.8,1407,45.1,51,0,No Failure
-6105,M20964,M,300.8,310.8,1461,41.3,53,0,No Failure
-6106,M20965,M,300.8,310.9,1522,46.2,56,0,No Failure
-6107,L53286,L,300.9,311,1432,48.1,59,0,No Failure
-6108,L53287,L,300.9,311,1438,49,61,0,No Failure
-6109,M20968,M,300.8,310.9,1678,28.1,63,0,No Failure
-6110,M20969,M,300.8,310.9,1514,38.7,66,0,No Failure
-6111,L53290,L,300.7,310.8,1534,41.3,69,0,No Failure
-6112,M20971,M,300.7,310.8,1486,41.2,71,0,No Failure
-6113,L53292,L,300.7,310.8,1925,22,74,0,No Failure
-6114,M20973,M,300.7,310.8,1724,30,76,0,No Failure
-6115,M20974,M,300.8,310.8,1549,35.5,79,0,No Failure
-6116,L53295,L,300.8,310.9,1457,47.7,82,0,No Failure
-6117,L53296,L,300.8,310.9,1453,43.9,84,0,No Failure
-6118,L53297,L,300.8,311,1578,44.4,86,0,No Failure
-6119,M20978,M,300.9,311.1,1325,61.4,88,0,No Failure
-6120,L53299,L,300.9,311.1,1471,39.3,91,0,No Failure
-6121,M20980,M,300.9,311.2,1472,40,93,0,No Failure
-6122,L53301,L,300.9,311.1,1457,37.4,96,0,No Failure
-6123,L53302,L,301,311,1402,55.3,98,0,No Failure
-6124,L53303,L,300.9,310.9,1477,41.5,100,0,No Failure
-6125,M20984,M,300.9,310.9,1727,30.1,102,0,No Failure
-6126,L53305,L,300.9,310.9,1995,20.2,105,0,No Failure
-6127,L53306,L,300.9,310.9,1370,52.5,107,0,No Failure
-6128,L53307,L,300.9,310.9,1228,66.4,109,0,No Failure
-6129,L53308,L,300.9,311,1499,38,111,0,No Failure
-6130,M20989,M,301,311,1508,46.9,113,0,No Failure
-6131,L53310,L,301,310.9,1473,44.2,116,0,No Failure
-6132,H35545,H,301,311,1640,37.6,118,0,No Failure
-6133,L53312,L,301.1,311.1,1429,42.5,123,0,No Failure
-6134,L53313,L,301.1,311.1,1470,40.9,125,0,No Failure
-6135,L53314,L,301,311,1581,37,127,0,No Failure
-6136,L53315,L,301,310.9,1740,28.9,129,0,No Failure
-6137,H35550,H,300.9,310.8,1390,40.6,131,0,No Failure
-6138,M20997,M,300.9,310.8,1988,19.7,136,0,No Failure
-6139,M20998,M,300.8,310.7,1452,43,139,0,No Failure
-6140,L53319,L,300.8,310.7,1586,33.4,142,0,No Failure
-6141,L53320,L,300.8,310.7,1589,34.3,144,0,No Failure
-6142,L53321,L,300.8,310.8,1486,45.7,146,0,No Failure
-6143,L53322,L,300.9,310.9,1755,27.9,148,0,No Failure
-6144,M21003,M,301,310.9,1575,34.6,150,0,No Failure
-6145,M21004,M,301.1,311.1,1615,37.7,153,0,No Failure
-6146,M21005,M,301.1,311.1,1436,41.8,156,0,No Failure
-6147,M21006,M,301.1,311.1,1470,40.6,159,0,No Failure
-6148,M21007,M,301.1,311.1,2089,19.8,162,0,No Failure
-6149,L53328,L,301.1,311.2,1564,37,165,0,No Failure
-6150,M21009,M,301,311.1,1420,47.4,167,0,No Failure
-6151,L53330,L,301.1,311.1,1711,29.1,170,0,No Failure
-6152,L53331,L,301.1,311.2,1555,35.3,172,0,No Failure
-6153,M21012,M,301.1,311.1,1592,35.7,174,0,No Failure
-6154,L53333,L,301,311.1,1236,64.4,177,1,Overstrain Failure
-6155,M21014,M,301,310.9,1765,24.2,179,0,No Failure
-6156,L53335,L,301,311,1634,31.2,182,0,No Failure
-6157,L53336,L,301.1,311.1,1508,41.5,184,0,No Failure
-6158,L53337,L,301.1,311.2,1774,29.6,186,0,No Failure
-6159,L53338,L,301.1,311,1677,29.1,188,0,No Failure
-6160,L53339,L,301,311,1399,58,190,1,Overstrain Failure
-6161,L53340,L,301,310.9,1570,34,192,0,No Failure
-6162,L53341,L,301,310.9,1479,44.3,194,0,No Failure
-6163,L53342,L,301,310.8,1558,34.9,196,0,No Failure
-6164,L53343,L,300.8,310.7,1358,48.1,198,0,No Failure
-6165,H35578,H,300.9,310.7,1656,30.7,200,0,No Failure
-6166,L53345,L,300.9,310.7,1523,35.8,205,0,No Failure
-6167,H35580,H,300.9,310.7,1403,40.6,207,0,No Failure
-6168,M21027,M,300.9,310.7,1362,51.6,212,0,No Failure
-6169,M21028,M,300.7,310.6,1778,27.1,215,0,No Failure
-6170,L53349,L,300.7,310.5,1448,38.2,218,0,No Failure
-6171,H35584,H,300.8,310.5,1559,40.1,220,0,No Failure
-6172,L53351,L,300.8,310.6,1416,42.2,225,0,No Failure
-6173,L53352,L,300.8,310.6,1577,37.9,227,1,Tool Wear Failure
-6174,L53353,L,300.8,310.7,1633,27.8,0,0,No Failure
-6175,L53354,L,300.9,310.7,1573,31.2,2,0,No Failure
-6176,L53355,L,300.9,310.8,1517,44.3,4,0,No Failure
-6177,L53356,L,301,310.9,1515,37.3,6,0,No Failure
-6178,L53357,L,301,310.8,1527,45.3,8,0,No Failure
-6179,L53358,L,301.1,310.9,1282,67.9,10,1,Power Failure
-6180,M21039,M,301.1,310.9,1396,45.1,12,0,No Failure
-6181,L53360,L,301,310.9,1492,44.6,15,0,No Failure
-6182,L53361,L,301,310.8,1975,19.7,17,0,No Failure
-6183,L53362,L,301,310.8,1475,35.3,19,0,No Failure
-6184,H35597,H,301,310.9,1495,37.3,21,0,No Failure
-6185,L53364,L,301,311,1553,35.8,26,0,No Failure
-6186,L53365,L,301.1,311,1918,21.7,28,0,No Failure
-6187,M21046,M,301.1,311,1413,46.6,30,0,No Failure
-6188,L53367,L,301,311,1437,56,33,0,No Failure
-6189,L53368,L,301,310.9,1450,45.9,35,0,No Failure
-6190,M21049,M,301,310.9,1910,21.9,37,0,No Failure
-6191,L53370,L,300.9,310.9,1749,26.4,40,0,No Failure
-6192,H35605,H,301,310.9,1916,22,42,0,No Failure
-6193,L53372,L,301,310.9,1428,45.3,47,0,No Failure
-6194,L53373,L,301,310.9,1578,38.4,49,0,No Failure
-6195,L53374,L,300.9,310.8,1571,39.9,51,0,No Failure
-6196,L53375,L,300.9,310.8,1729,30.2,53,0,No Failure
-6197,L53376,L,300.9,310.8,1701,30.4,55,0,No Failure
-6198,L53377,L,300.9,310.8,1493,45.8,57,0,No Failure
-6199,M21058,M,301,310.9,1554,32.7,59,0,No Failure
-6200,L53379,L,300.9,310.9,1497,43.2,62,0,No Failure
-6201,L53380,L,301,310.9,1679,29.8,64,0,No Failure
-6202,M21061,M,301,310.9,1510,44.5,66,0,No Failure
-6203,L53382,L,301,310.9,1296,54.9,69,0,No Failure
-6204,L53383,L,301,310.9,1404,41.8,71,0,No Failure
-6205,M21064,M,300.9,310.8,1519,34.9,73,0,No Failure
-6206,M21065,M,300.9,310.7,1696,27.3,76,0,No Failure
-6207,M21066,M,300.8,310.6,1669,28.4,79,0,No Failure
-6208,L53387,L,300.7,310.6,1447,40.7,82,0,No Failure
-6209,M21068,M,300.7,310.6,1418,46.3,84,0,No Failure
-6210,L53389,L,300.7,310.6,1407,40.5,87,0,No Failure
-6211,L53390,L,300.8,310.5,1434,44.5,89,0,No Failure
-6212,L53391,L,300.8,310.6,1360,48.8,91,0,No Failure
-6213,L53392,L,300.8,310.6,1402,53.7,93,0,No Failure
-6214,L53393,L,300.9,310.6,1552,34.9,95,0,No Failure
-6215,L53394,L,300.9,310.7,1392,44.2,97,0,No Failure
-6216,L53395,L,301.1,310.8,1521,41,99,0,No Failure
-6217,L53396,L,301.1,310.8,1724,27.5,101,0,No Failure
-6218,M21077,M,301,310.7,1455,46.1,103,0,No Failure
-6219,H35632,H,301,310.6,1366,50.6,106,0,No Failure
-6220,H35633,H,301.1,310.6,1407,43.9,111,0,No Failure
-6221,L53400,L,301.1,310.8,1470,49.3,116,0,No Failure
-6222,M21081,M,301.2,310.9,1359,50.8,118,0,No Failure
-6223,H35636,H,301.1,310.8,1792,25.8,121,0,No Failure
-6224,M21083,M,301.1,310.9,1552,37.9,126,0,No Failure
-6225,L53404,L,301.2,311,1612,32.9,129,0,No Failure
-6226,M21085,M,301.2,311,1424,41.4,131,0,No Failure
-6227,H35640,H,301.3,311,1341,59.3,134,0,No Failure
-6228,L53407,L,301.2,310.8,1479,38.2,139,0,No Failure
-6229,L53408,L,301.2,310.9,1413,50.1,141,0,No Failure
-6230,L53409,L,301.3,310.9,2165,17.4,143,0,No Failure
-6231,M21090,M,301.3,311,1641,33,145,0,No Failure
-6232,M21091,M,301.3,311,1495,40.8,148,0,No Failure
-6233,L53412,L,301.3,311,1576,30.4,151,0,No Failure
-6234,L53413,L,301.2,310.9,1467,37.1,153,0,No Failure
-6235,L53414,L,301.2,310.8,1479,41.2,155,0,No Failure
-6236,L53415,L,301.3,310.9,1596,33.9,157,0,No Failure
-6237,M21096,M,301.3,310.9,1512,36.9,159,0,No Failure
-6238,L53417,L,301.4,310.9,1414,38.8,162,0,No Failure
-6239,L53418,L,301.3,310.8,1390,57.4,164,0,No Failure
-6240,L53419,L,301.2,310.7,1644,31.6,166,0,No Failure
-6241,M21100,M,301.2,310.7,1394,42.8,168,0,No Failure
-6242,L53421,L,301.1,310.5,1324,52.4,171,0,No Failure
-6243,L53422,L,301,310.4,1476,43.6,173,0,No Failure
-6244,L53423,L,301,310.4,2204,16.6,175,0,No Failure
-6245,M21104,M,301,310.4,1665,30.9,177,0,No Failure
-6246,L53425,L,300.9,310.4,1445,41.7,180,0,No Failure
-6247,H35660,H,300.8,310.3,1457,46.8,182,0,No Failure
-6248,L53427,L,300.8,310.2,1492,46.3,187,0,No Failure
-6249,L53428,L,300.8,310.1,1405,61.2,189,1,Power Failure
-6250,L53429,L,300.7,310.1,1542,35.5,191,0,No Failure
-6251,L53430,L,300.8,310.2,1520,37.7,193,0,No Failure
-6252,M21111,M,300.8,310.2,1598,36.5,195,0,No Failure
-6253,L53432,L,300.8,310.3,1538,36.1,198,0,No Failure
-6254,L53433,L,300.9,310.4,1615,30.9,200,0,No Failure
-6255,L53434,L,301,310.5,1408,47,202,0,No Failure
-6256,L53435,L,301,310.5,1379,57.3,204,1,Overstrain Failure
-6257,L53436,L,301,310.6,1493,37.8,206,1,Tool Wear Failure
-6258,L53437,L,301.1,310.7,1376,49.1,0,0,No Failure
-6259,M21118,M,301.1,310.7,1583,40.7,2,0,No Failure
-6260,M21119,M,301.2,310.8,1396,47.4,5,0,No Failure
-6261,L53440,L,301.1,310.7,1436,45.3,8,0,No Failure
-6262,L53441,L,301.1,310.6,1417,47.6,10,0,No Failure
-6263,L53442,L,301,310.6,1641,33.4,12,0,No Failure
-6264,M21123,M,301,310.6,1698,27.3,14,0,No Failure
-6265,L53444,L,300.9,310.4,1541,39.1,17,0,No Failure
-6266,L53445,L,300.8,310.3,1383,46.6,19,0,No Failure
-6267,L53446,L,300.8,310.4,1368,46.8,21,0,No Failure
-6268,L53447,L,300.8,310.4,1570,35.2,23,0,No Failure
-6269,L53448,L,300.9,310.5,1616,33.5,25,0,No Failure
-6270,M21129,M,300.9,310.5,1444,43.2,27,0,No Failure
-6271,L53450,L,300.9,310.4,2021,18.8,30,0,No Failure
-6272,M21131,M,300.9,310.5,1702,29.3,32,0,No Failure
-6273,M21132,M,301.1,310.6,1429,52.7,35,0,No Failure
-6274,L53453,L,301.2,310.8,1711,28.9,38,0,No Failure
-6275,M21134,M,301.2,310.7,1543,32.9,40,0,No Failure
-6276,L53455,L,301.3,310.8,1628,32.2,43,0,No Failure
-6277,L53456,L,301.2,310.8,1233,64.6,45,0,No Failure
-6278,L53457,L,301.2,310.8,1461,40.6,47,0,No Failure
-6279,L53458,L,301.2,310.7,1568,38.3,49,0,No Failure
-6280,L53459,L,301.3,310.8,1432,54.4,51,0,No Failure
-6281,M21140,M,301.2,310.7,1527,41.1,53,0,No Failure
-6282,M21141,M,301.3,310.8,1455,41.2,56,0,No Failure
-6283,M21142,M,301.3,310.8,1418,45.4,59,0,No Failure
-6284,L53463,L,301.3,310.8,1719,29.5,62,0,No Failure
-6285,M21144,M,301.2,310.8,1734,31.3,64,0,No Failure
-6286,M21145,M,301.2,310.7,1426,46.1,67,0,No Failure
-6287,L53466,L,301.1,310.6,1611,35.2,70,0,No Failure
-6288,M21147,M,301.1,310.6,1479,41.1,72,0,No Failure
-6289,L53468,L,301,310.5,1317,50.9,75,0,No Failure
-6290,L53469,L,301,310.5,1248,61.4,77,0,No Failure
-6291,L53470,L,301,310.5,1932,21.7,79,0,No Failure
-6292,M21151,M,301.1,310.5,1547,35.8,81,0,No Failure
-6293,L53472,L,301,310.4,1614,31.6,84,0,No Failure
-6294,H35707,H,301,310.4,1512,44.9,86,0,No Failure
-6295,L53474,L,301.1,310.5,1529,38.7,91,0,No Failure
-6296,H35709,H,301.1,310.6,1782,24.9,93,0,No Failure
-6297,L53476,L,301,310.5,1429,39.4,98,0,No Failure
-6298,M21157,M,301.1,310.5,1309,60.7,100,0,No Failure
-6299,L53478,L,301.1,310.5,1428,44.1,103,0,No Failure
-6300,L53479,L,301.2,310.6,1385,49.2,105,0,No Failure
-6301,L53480,L,301.2,310.7,1517,39.4,107,0,No Failure
-6302,M21161,M,301.2,310.6,1576,39.6,109,0,No Failure
-6303,L53482,L,301.2,310.6,1437,51.2,112,0,No Failure
-6304,H35717,H,301.2,310.6,1457,50.5,114,0,No Failure
-6305,L53484,L,301.1,310.5,1532,37.5,119,0,No Failure
-6306,M21165,M,301.1,310.5,1603,32.6,121,0,No Failure
-6307,L53486,L,301,310.4,1563,34.4,124,0,No Failure
-6308,L53487,L,301,310.3,1617,34.5,126,0,No Failure
-6309,M21168,M,300.8,310.1,1686,26.9,128,0,No Failure
-6310,L53489,L,300.9,310.2,1382,50.4,131,0,No Failure
-6311,L53490,L,300.9,310.1,2090,17.8,133,0,No Failure
-6312,L53491,L,300.9,310.3,1446,44.5,135,0,No Failure
-6313,M21172,M,300.9,310.2,1533,38.1,137,0,No Failure
-6314,L53493,L,300.9,310.3,1440,47.6,140,0,No Failure
-6315,M21174,M,301,310.4,1793,25,142,0,No Failure
-6316,M21175,M,301,310.4,1517,46.1,145,0,No Failure
-6317,L53496,L,300.9,310.4,1544,36,148,0,No Failure
-6318,L53497,L,300.9,310.3,1321,48.8,150,0,No Failure
-6319,M21178,M,300.9,310.3,1416,50.9,152,0,No Failure
-6320,L53499,L,300.8,310.2,1514,40,155,0,No Failure
-6321,M21180,M,300.8,310.2,1304,52.5,157,0,No Failure
-6322,L53501,L,300.7,310.2,1286,64.9,160,0,No Failure
-6323,M21182,M,300.7,310.1,1483,40.2,162,0,No Failure
-6324,L53503,L,300.7,310.1,1351,46.9,165,0,No Failure
-6325,M21184,M,300.7,310.1,1367,52.6,167,0,No Failure
-6326,L53505,L,300.7,310.1,1721,32.3,170,0,No Failure
-6327,L53506,L,300.6,310,1455,40.4,172,0,No Failure
-6328,L53507,L,300.6,310,1425,49.5,174,0,No Failure
-6329,L53508,L,300.7,310,1672,29.7,176,0,No Failure
-6330,M21189,M,300.7,310,1641,34.6,178,0,No Failure
-6331,M21190,M,300.5,310,1580,37,181,0,No Failure
-6332,H35745,H,300.5,310,1495,47.4,184,0,No Failure
-6333,M21192,M,300.5,309.9,1994,19.8,189,0,No Failure
-6334,M21193,M,300.4,309.9,1415,31.8,192,0,No Failure
-6335,M21194,M,300.4,309.8,1725,30.4,195,0,No Failure
-6336,M21195,M,300.4,309.8,1430,43.4,198,0,No Failure
-6337,L53516,L,300.4,309.8,1395,48.1,201,0,No Failure
-6338,M21197,M,300.4,309.8,1435,43.6,203,0,No Failure
-6339,L53518,L,300.4,309.9,1681,28.6,206,0,No Failure
-6340,L53519,L,300.5,310,1451,48.6,208,0,No Failure
-6341,H35754,H,300.5,309.9,1397,45.9,210,1,Tool Wear Failure
-6342,M21201,M,300.4,309.8,1421,47.2,0,0,No Failure
-6343,M21202,M,300.3,309.8,1444,42,3,0,No Failure
-6344,L53523,L,300.2,309.8,1827,23,6,0,No Failure
-6345,H35758,H,300.2,309.8,1374,47.7,8,0,No Failure
-6346,L53525,L,300.2,309.8,1650,29.6,13,0,No Failure
-6347,L53526,L,300.2,309.7,1275,60.7,15,0,No Failure
-6348,L53527,L,300.2,309.7,1421,44.6,17,0,No Failure
-6349,L53528,L,300.2,309.8,1557,33.8,19,0,No Failure
-6350,L53529,L,300.1,309.8,1506,35.2,21,0,No Failure
-6351,L53530,L,300.1,309.7,1362,49.1,23,0,No Failure
-6352,L53531,L,300,309.7,1542,47.1,25,0,No Failure
-6353,L53532,L,300,309.6,1496,38.8,27,0,No Failure
-6354,M21213,M,300,309.6,1491,42,29,0,No Failure
-6355,L53534,L,300.1,309.6,1565,34.8,32,0,No Failure
-6356,L53535,L,300.1,309.7,1481,37.9,34,0,No Failure
-6357,M21216,M,300.1,309.7,1420,48.4,36,0,No Failure
-6358,L53537,L,300.2,309.8,1398,54.8,39,0,No Failure
-6359,M21218,M,300.2,309.8,1466,45.7,41,0,No Failure
-6360,L53539,L,300.1,309.8,1430,56.7,44,0,No Failure
-6361,L53540,L,300.1,309.7,1441,40.1,46,0,No Failure
-6362,M21221,M,300.1,309.7,1348,57.3,48,0,No Failure
-6363,L53542,L,300,309.6,1738,28.7,51,0,No Failure
-6364,M21223,M,300,309.6,1618,36.2,53,0,No Failure
-6365,M21224,M,299.9,309.6,1489,41.7,56,0,No Failure
-6366,M21225,M,299.9,309.5,1412,57.9,59,0,No Failure
-6367,M21226,M,299.9,309.5,2065,18.1,62,0,No Failure
-6368,L53547,L,300,309.6,1571,33.1,65,0,No Failure
-6369,M21228,M,300,309.6,1423,48.7,67,0,No Failure
-6370,H35783,H,300,309.5,1781,24.9,70,0,No Failure
-6371,L53550,L,300.1,309.6,1321,46.9,75,0,No Failure
-6372,L53551,L,300.1,309.6,1546,36.7,77,0,No Failure
-6373,M21232,M,300,309.5,1879,22.4,79,0,No Failure
-6374,H35787,H,300,309.5,1735,28.9,82,0,No Failure
-6375,L53554,L,300,309.5,1506,38.8,87,0,No Failure
-6376,H35789,H,300,309.6,1629,32.3,89,0,No Failure
-6377,L53556,L,300,309.6,1694,28.7,94,0,No Failure
-6378,L53557,L,300.1,309.6,1541,37,96,0,No Failure
-6379,L53558,L,300,309.6,1514,44.6,98,0,No Failure
-6380,L53559,L,300.1,309.7,1485,45.9,100,0,No Failure
-6381,L53560,L,300.2,309.8,1430,55,102,0,No Failure
-6382,L53561,L,300.2,309.7,1771,27.1,104,0,No Failure
-6383,L53562,L,300.2,309.8,1481,41.9,106,0,No Failure
-6384,H35797,H,300.2,309.7,1483,43.8,108,0,No Failure
-6385,H35798,H,300.1,309.6,1463,45.1,113,0,No Failure
-6386,L53565,L,300.1,309.7,1410,48.3,118,0,No Failure
-6387,L53566,L,300.2,309.7,1656,34.3,120,0,No Failure
-6388,M21247,M,300.2,309.8,1487,39.2,122,0,No Failure
-6389,H35802,H,300.3,309.9,1509,46.6,125,0,No Failure
-6390,H35803,H,300.3,309.9,1677,30.1,130,0,No Failure
-6391,L53570,L,300.3,309.8,1450,55,135,0,No Failure
-6392,M21251,M,300.2,309.7,1413,43,137,0,No Failure
-6393,L53572,L,300.1,309.7,1680,33.8,140,0,No Failure
-6394,L53573,L,300.2,309.7,1678,30.5,142,0,No Failure
-6395,M21254,M,300.2,309.7,1408,44,144,0,No Failure
-6396,M21255,M,300.1,309.6,1376,52.1,147,0,No Failure
-6397,L53576,L,300,309.6,1526,46.4,150,0,No Failure
-6398,M21257,M,300,309.6,1587,32.6,152,0,No Failure
-6399,L53578,L,300.1,309.7,1351,58.2,155,0,No Failure
-6400,M21259,M,300.1,309.6,1501,38,157,0,No Failure
-6401,L53580,L,300.1,309.7,1601,35.8,160,0,No Failure
-6402,M21261,M,300,309.6,1573,39.7,162,0,No Failure
-6403,M21262,M,300.1,309.6,1584,36.7,165,0,No Failure
-6404,L53583,L,300.1,309.6,1649,33.6,168,0,No Failure
-6405,M21264,M,300.2,309.7,1183,61.4,170,0,No Failure
-6406,L53585,L,300.1,309.7,2151,17.5,173,0,No Failure
-6407,L53586,L,300.2,309.8,1526,45.6,175,0,No Failure
-6408,M21267,M,300.3,309.9,1611,29,177,0,No Failure
-6409,L53588,L,300.3,309.9,1601,31.7,180,0,No Failure
-6410,L53589,L,300.3,310,1560,40.8,182,0,No Failure
-6411,L53590,L,300.4,310.1,1544,41.9,184,0,No Failure
-6412,M21271,M,300.4,310,1560,42.3,186,0,No Failure
-6413,L53592,L,300.4,310,1423,44.2,189,0,No Failure
-6414,L53593,L,300.4,310.1,1614,33.5,191,0,No Failure
-6415,M21274,M,300.4,310.1,1457,35.1,193,0,No Failure
-6416,L53595,L,300.4,310.1,1503,42.2,196,0,No Failure
-6417,H35830,H,300.4,310.1,1484,38,198,0,No Failure
-6418,L53597,L,300.3,309.9,1540,39.9,203,0,No Failure
-6419,H35832,H,300.3,309.9,1405,52.1,205,0,No Failure
-6420,H35833,H,300.3,309.9,1394,46.7,210,1,Tool Wear Failure
-6421,L53600,L,300.3,309.9,1518,36.4,0,0,No Failure
-6422,L53601,L,300.3,309.9,1527,41.4,2,0,No Failure
-6423,L53602,L,300.3,309.9,1377,55.3,4,0,No Failure
-6424,M21283,M,300.3,310,1537,37.5,6,0,No Failure
-6425,M21284,M,300.3,310,1409,43.2,9,0,No Failure
-6426,L53605,L,300.3,309.9,1393,56.1,12,0,No Failure
-6427,L53606,L,300.2,309.7,1448,36.8,14,0,No Failure
-6428,L53607,L,300.2,309.8,1418,49.3,16,0,No Failure
-6429,M21288,M,300.2,309.8,1743,24.1,18,0,No Failure
-6430,M21289,M,300.2,309.8,1394,47.4,21,0,No Failure
-6431,L53610,L,300.3,309.8,1523,39.2,24,0,No Failure
-6432,L53611,L,300.2,309.8,1353,59.4,26,0,No Failure
-6433,M21292,M,300.3,309.9,1447,46.5,28,0,No Failure
-6434,L53613,L,300.3,309.9,1570,34,31,0,No Failure
-6435,M21294,M,300.3,309.9,1494,38.5,33,0,No Failure
-6436,L53615,L,300.3,309.9,1621,34.1,36,0,No Failure
-6437,L53616,L,300.4,310,1769,26.1,38,0,No Failure
-6438,L53617,L,300.4,310,1282,66.1,40,0,No Failure
-6439,L53618,L,300.4,310,1581,30.3,42,0,No Failure
-6440,L53619,L,300.6,310.1,1656,32.7,44,0,No Failure
-6441,L53620,L,300.6,310.2,1648,31.7,46,0,No Failure
-6442,L53621,L,300.7,310.2,1639,31.4,48,0,No Failure
-6443,L53622,L,300.7,310.2,1348,54.8,50,0,No Failure
-6444,L53623,L,300.8,310.3,1537,33.3,52,0,No Failure
-6445,M21304,M,300.8,310.3,1270,61,54,0,No Failure
-6446,L53625,L,300.7,310.3,1662,34.4,57,0,No Failure
-6447,M21306,M,300.7,310.3,1471,40.2,59,0,No Failure
-6448,L53627,L,300.6,310.1,1337,45.8,62,0,No Failure
-6449,H35862,H,300.7,310.2,1877,24.8,64,0,No Failure
-6450,L53629,L,300.6,310.2,1519,44.6,69,0,No Failure
-6451,L53630,L,300.6,310.2,1378,47.3,71,0,No Failure
-6452,L53631,L,300.7,310.2,1696,27.5,73,0,No Failure
-6453,L53632,L,300.7,310.1,1376,50.8,75,0,No Failure
-6454,L53633,L,300.7,310.2,1807,24.2,77,0,No Failure
-6455,L53634,L,300.7,310.1,1598,32.8,79,0,No Failure
-6456,L53635,L,300.7,310.1,1565,40.2,81,0,No Failure
-6457,L53636,L,300.7,310.2,1387,50.6,83,0,No Failure
-6458,L53637,L,300.7,310,1395,48,85,0,No Failure
-6459,M21318,M,300.6,310,1302,62.9,87,0,No Failure
-6460,M21319,M,300.6,310,1397,55.2,90,0,No Failure
-6461,L53640,L,300.6,310,1313,52.9,93,0,No Failure
-6462,L53641,L,300.6,310,1505,35.9,95,0,No Failure
-6463,H35876,H,300.6,310,1483,44,97,0,No Failure
-6464,H35877,H,300.5,310,1358,60.4,102,0,No Failure
-6465,M21324,M,300.5,309.9,1735,27,107,0,No Failure
-6466,M21325,M,300.5,309.8,1416,48.5,110,0,No Failure
-6467,L53646,L,300.4,309.7,1740,31.1,113,0,No Failure
-6468,L53647,L,300.4,309.7,1692,27.4,115,0,No Failure
-6469,L53648,L,300.5,309.8,1507,42.5,117,0,No Failure
-6470,M21329,M,300.4,309.6,1521,35,119,0,No Failure
-6471,L53650,L,300.4,309.6,1379,54.5,122,0,No Failure
-6472,L53651,L,300.4,309.6,1523,38.5,124,0,No Failure
-6473,H35886,H,300.4,309.6,1571,33.6,126,0,No Failure
-6474,H35887,H,300.4,309.5,1547,50.7,131,0,No Failure
-6475,M21334,M,300.5,309.7,1347,54.3,136,0,No Failure
-6476,L53655,L,300.5,309.7,1560,30.2,139,0,No Failure
-6477,L53656,L,300.5,309.7,1384,48.6,141,0,No Failure
-6478,L53657,L,300.5,309.7,1841,24.6,143,0,No Failure
-6479,L53658,L,300.5,309.8,1663,29.1,145,1,No Failure
-6480,L53659,L,300.6,309.8,1418,42.7,147,0,No Failure
-6481,L53660,L,300.7,309.9,1775,26.6,149,0,No Failure
-6482,L53661,L,300.7,309.8,1406,48.4,151,0,No Failure
-6483,L53662,L,300.6,309.9,1480,43.7,153,0,No Failure
-6484,L53663,L,300.7,309.9,1412,45.3,155,0,No Failure
-6485,H35898,H,300.6,309.8,1913,22.5,157,0,No Failure
-6486,L53665,L,300.6,309.8,1629,37.6,162,0,No Failure
-6487,L53666,L,300.5,309.8,1939,21.4,164,0,No Failure
-6488,H35901,H,300.6,309.8,1541,36.2,166,0,No Failure
-6489,L53668,L,300.7,309.8,1330,54.4,171,0,No Failure
-6490,M21349,M,300.7,309.8,1490,38.8,173,0,No Failure
-6491,L53670,L,300.7,309.9,1383,44.5,176,0,No Failure
-6492,L53671,L,300.8,310,1468,52.7,178,0,No Failure
-6493,M21352,M,300.8,309.9,1444,46,180,0,No Failure
-6494,L53673,L,300.7,309.8,1363,53.1,183,0,No Failure
-6495,L53674,L,300.6,309.7,1617,33.2,185,0,No Failure
-6496,M21355,M,300.6,309.8,1694,31.1,187,0,No Failure
-6497,L53676,L,300.7,309.9,1815,27,190,0,No Failure
-6498,L53677,L,300.8,309.9,1312,65.3,192,1,Overstrain Failure
-6499,H35912,H,300.8,309.9,2041,19.2,194,0,No Failure
-6500,L53679,L,300.9,310,1671,26.8,199,0,No Failure
-6501,M21360,M,300.9,310,1416,46.6,201,0,No Failure
-6502,M21361,M,300.9,310,1600,36,204,0,No Failure
-6503,L53682,L,300.9,310,2595,13.7,207,0,No Failure
-6504,M21363,M,300.9,309.9,1465,42.9,209,0,No Failure
-6505,M21364,M,301,310.1,1681,27.4,212,0,No Failure
-6506,L53685,L,301.1,310.1,1457,39.6,215,0,No Failure
-6507,H35920,H,301,310.1,1454,44.1,217,0,No Failure
-6508,L53687,L,301,310.1,1558,32.6,0,0,No Failure
-6509,H35922,H,301,310.1,1756,30.7,2,0,No Failure
-6510,L53689,L,301.1,310.1,1564,36.8,7,0,No Failure
-6511,L53690,L,301.1,310.2,1455,55.3,9,0,No Failure
-6512,M21371,M,301.2,310.1,2280,15.7,11,0,No Failure
-6513,M21372,M,301.1,310,1433,48.1,14,0,No Failure
-6514,L53693,L,301.1,310,1513,38,17,0,No Failure
-6515,L53694,L,301,309.9,1507,41.8,19,0,No Failure
-6516,L53695,L,301,310,1480,43.5,21,0,No Failure
-6517,H35930,H,301.1,310,1470,40.1,23,0,No Failure
-6518,L53697,L,301.1,310.1,1540,36.6,28,0,No Failure
-6519,H35932,H,301,310,1212,67.9,30,0,No Failure
-6520,L53699,L,301.1,310.1,1417,46.9,35,0,No Failure
-6521,M21380,M,301.2,310.1,1666,34.9,37,0,No Failure
-6522,L53701,L,301.1,310.1,1666,27.2,40,0,No Failure
-6523,L53702,L,301.1,310.1,1489,45.8,42,0,No Failure
-6524,M21383,M,301.1,310.2,1850,27.7,44,0,No Failure
-6525,L53704,L,301.1,310.4,1874,24.8,47,0,No Failure
-6526,L53705,L,301.1,310.4,1312,73.6,49,1,Power Failure
-6527,L53706,L,301.2,310.4,1515,38.4,51,0,No Failure
-6528,L53707,L,301.2,310.4,1516,44.4,53,0,No Failure
-6529,L53708,L,301.2,310.5,1546,40,55,0,No Failure
-6530,L53709,L,301.3,310.6,1481,40.9,57,0,No Failure
-6531,H35944,H,301.3,310.6,1605,32.5,59,0,No Failure
-6532,H35945,H,301.2,310.7,1656,26.2,64,0,No Failure
-6533,H35946,H,301.2,310.6,1352,52,69,0,No Failure
-6534,L53713,L,301.3,310.7,1504,47.2,74,0,No Failure
-6535,L53714,L,301.3,310.6,1436,44.2,76,0,No Failure
-6536,H35949,H,301.2,310.5,1505,43.6,78,0,No Failure
-6537,L53716,L,301.3,310.5,1406,47.1,83,0,No Failure
-6538,M21397,M,301.3,310.5,1481,39.7,85,0,No Failure
-6539,L53718,L,301.4,310.7,1487,44.6,88,0,No Failure
-6540,L53719,L,301.4,310.7,1436,54.1,90,0,No Failure
-6541,M21400,M,301.4,310.7,1368,63.7,92,1,Power Failure
-6542,L53721,L,301.4,310.7,1509,38.3,95,0,No Failure
-6543,L53722,L,301.4,310.8,1543,36.9,97,0,No Failure
-6544,L53723,L,301.4,310.8,1698,29.6,99,0,No Failure
-6545,M21404,M,301.4,310.7,1470,46.5,101,0,No Failure
-6546,M21405,M,301.4,310.8,1738,30.3,104,0,No Failure
-6547,M21406,M,301.4,310.8,1530,39.9,107,0,No Failure
-6548,L53727,L,301.4,310.8,1740,29.2,110,0,No Failure
-6549,L53728,L,301.4,310.8,1770,24.1,112,0,No Failure
-6550,H35963,H,301.3,310.6,1527,44,114,0,No Failure
-6551,L53730,L,301.3,310.7,1516,46,119,0,No Failure
-6552,L53731,L,301.4,310.7,1616,36.5,121,0,No Failure
-6553,L53732,L,301.4,310.7,1786,26.1,123,0,No Failure
-6554,L53733,L,301.4,310.8,1389,52.7,125,0,No Failure
-6555,M21414,M,301.4,310.7,1639,29.8,127,0,No Failure
-6556,H35969,H,301.5,310.7,1394,46.7,130,0,No Failure
-6557,L53736,L,301.5,310.7,1686,27.9,135,0,No Failure
-6558,M21417,M,301.5,310.6,1638,31.9,137,0,No Failure
-6559,M21418,M,301.5,310.6,1447,41.9,140,0,No Failure
-6560,H35973,H,301.5,310.6,1512,39,143,0,No Failure
-6561,L53740,L,301.6,310.8,1961,21.8,148,0,No Failure
-6562,L53741,L,301.5,310.7,1596,35.4,150,0,No Failure
-6563,M21422,M,301.5,310.7,1871,21.3,152,0,No Failure
-6564,L53743,L,301.5,310.7,1942,20.5,155,0,No Failure
-6565,L53744,L,301.4,310.6,1557,38.2,157,0,No Failure
-6566,L53745,L,301.4,310.6,1550,36.8,159,0,No Failure
-6567,L53746,L,301.3,310.6,1966,22.6,161,0,No Failure
-6568,M21427,M,301.3,310.6,1499,36.1,163,0,No Failure
-6569,L53748,L,301.3,310.6,1521,36.3,166,0,No Failure
-6570,M21429,M,301.4,310.7,1375,42,168,0,No Failure
-6571,L53750,L,301.4,310.6,1634,31.1,171,0,No Failure
-6572,M21431,M,301.3,310.6,1378,49.4,173,0,No Failure
-6573,L53752,L,301.4,310.7,1428,53.7,176,0,No Failure
-6574,M21433,M,301.4,310.6,1855,25.3,178,0,No Failure
-6575,L53754,L,301.4,310.6,1578,33,181,0,No Failure
-6576,M21435,M,301.4,310.5,1451,45.3,183,0,No Failure
-6577,L53756,L,301.5,310.5,1644,34.9,186,0,No Failure
-6578,L53757,L,301.4,310.4,1388,45.3,188,0,No Failure
-6579,L53758,L,301.4,310.4,1543,40.9,190,0,No Failure
-6580,L53759,L,301.3,310.4,1501,41.6,192,0,No Failure
-6581,L53760,L,301.3,310.4,1507,39.1,194,0,No Failure
-6582,L53761,L,301.4,310.4,1559,36,196,0,No Failure
-6583,L53762,L,301.5,310.5,1528,35.7,198,0,No Failure
-6584,M21443,M,301.5,310.5,1503,38.2,200,0,No Failure
-6585,L53764,L,301.5,310.5,1372,44,203,0,No Failure
-6586,M21445,M,301.5,310.5,1600,32.8,205,0,No Failure
-6587,L53766,L,301.5,310.6,1453,44,208,0,No Failure
-6588,M21447,M,301.6,310.7,1813,24.6,210,0,No Failure
-6589,L53768,L,301.6,310.7,1457,40.4,213,0,No Failure
-6590,M21449,M,301.6,310.6,1553,38.9,0,0,No Failure
-6591,L53770,L,301.7,310.7,1763,25.9,3,0,No Failure
-6592,L53771,L,301.7,310.7,2023,20.9,5,0,No Failure
-6593,M21452,M,301.6,310.7,1457,47.8,7,0,No Failure
-6594,L53773,L,301.6,310.7,1679,29.5,10,0,No Failure
-6595,L53774,L,301.6,310.6,2103,19.7,12,0,No Failure
-6596,M21455,M,301.5,310.7,1460,38.6,14,0,No Failure
-6597,M21456,M,301.5,310.7,1454,39.4,17,0,No Failure
-6598,L53777,L,301.5,310.6,1481,46.8,20,0,No Failure
-6599,L53778,L,301.5,310.7,1424,51.1,22,0,No Failure
-6600,L53779,L,301.6,310.7,1494,39.5,24,0,No Failure
-6601,M21460,M,301.5,310.6,1424,47,26,0,No Failure
-6602,M21461,M,301.5,310.7,1347,47.9,29,0,No Failure
-6603,L53782,L,301.5,310.6,1374,46.7,32,0,No Failure
-6604,M21463,M,301.5,310.6,1403,47.4,34,0,No Failure
-6605,M21464,M,301.5,310.6,1573,37.4,37,0,No Failure
-6606,M21465,M,301.6,310.6,1691,30.1,40,0,No Failure
-6607,H36020,H,301.5,310.5,1538,44.3,43,0,No Failure
-6608,L53787,L,301.5,310.5,1556,39.1,48,0,No Failure
-6609,M21468,M,301.5,310.4,1593,36.8,50,0,No Failure
-6610,L53789,L,301.5,310.4,1474,39.9,53,0,No Failure
-6611,L53790,L,301.5,310.4,1543,34,55,0,No Failure
-6612,H36025,H,301.5,310.5,1587,33.8,57,0,No Failure
-6613,L53792,L,301.6,310.6,1222,70,62,0,No Failure
-6614,L53793,L,301.7,310.6,1513,41.1,64,0,No Failure
-6615,L53794,L,301.7,310.6,1660,28.7,66,0,No Failure
-6616,L53795,L,301.7,310.6,1545,42.1,68,0,No Failure
-6617,M21476,M,301.7,310.6,1380,45.8,70,0,No Failure
-6618,L53797,L,301.6,310.6,1321,60.8,73,0,No Failure
-6619,M21478,M,301.6,310.6,1309,65.8,75,1,Power Failure
-6620,M21479,M,301.7,310.7,1627,31.3,78,0,No Failure
-6621,M21480,M,301.6,310.7,1791,23.8,81,0,No Failure
-6622,M21481,M,301.7,310.7,1861,21.8,84,0,No Failure
-6623,L53802,L,301.7,310.7,1493,51.1,87,0,No Failure
-6624,M21483,M,301.7,310.7,1442,41.1,89,0,No Failure
-6625,L53804,L,301.7,310.7,1532,39.8,92,0,No Failure
-6626,M21485,M,301.6,310.7,1421,44.4,94,0,No Failure
-6627,L53806,L,301.6,310.6,1613,42.5,97,0,No Failure
-6628,M21487,M,301.7,310.6,1876,22.1,99,0,No Failure
-6629,L53808,L,301.6,310.5,1593,34.5,102,0,No Failure
-6630,L53809,L,301.6,310.5,1397,49.4,104,0,No Failure
-6631,M21490,M,301.6,310.5,1414,49.3,106,0,No Failure
-6632,M21491,M,301.5,310.4,1378,55.3,109,0,No Failure
-6633,L53812,L,301.4,310.4,1301,51.2,112,0,No Failure
-6634,M21493,M,301.5,310.5,1737,29.3,114,0,No Failure
-6635,L53814,L,301.5,310.5,1396,44.5,117,0,No Failure
-6636,L53815,L,301.5,310.5,1534,39.3,119,0,No Failure
-6637,M21496,M,301.5,310.5,1774,25.5,121,0,No Failure
-6638,H36051,H,301.5,310.5,1453,48,124,0,No Failure
-6639,L53818,L,301.5,310.5,1453,44.2,129,0,No Failure
-6640,L53819,L,301.4,310.5,1380,48.4,131,0,No Failure
-6641,L53820,L,301.4,310.4,1334,43.2,133,0,No Failure
-6642,L53821,L,301.5,310.5,1702,28.7,135,0,No Failure
-6643,L53822,L,301.6,310.6,1431,37.5,137,0,No Failure
-6644,M21503,M,301.5,310.5,1308,60.5,139,0,No Failure
-6645,L53824,L,301.5,310.6,1565,43.9,142,0,No Failure
-6646,M21505,M,301.5,310.4,1486,39.6,144,0,No Failure
-6647,L53826,L,301.5,310.5,1479,34.2,147,0,No Failure
-6648,L53827,L,301.5,310.5,1927,22.4,149,0,No Failure
-6649,L53828,L,301.5,310.4,1488,41.1,151,0,No Failure
-6650,M21509,M,301.5,310.4,1350,54.9,153,0,No Failure
-6651,L53830,L,301.6,310.4,1561,35.3,156,0,No Failure
-6652,M21511,M,301.5,310.4,1276,55.6,158,0,No Failure
-6653,H36066,H,301.5,310.4,1580,35.7,161,0,No Failure
-6654,M21513,M,301.4,310.3,1610,29.1,166,0,No Failure
-6655,L53834,L,301.4,310.3,2203,16.6,169,0,No Failure
-6656,L53835,L,301.4,310.3,1639,32.7,171,0,No Failure
-6657,M21516,M,301.4,310.4,1553,44.7,173,0,No Failure
-6658,L53837,L,301.4,310.3,1374,47.6,176,0,No Failure
-6659,L53838,L,301.4,310.4,1430,50.9,178,0,No Failure
-6660,L53839,L,301.3,310.3,1626,31.3,180,0,No Failure
-6661,H36074,H,301.4,310.5,1421,43.8,182,0,No Failure
-6662,M21521,M,301.3,310.4,1501,39.8,187,0,No Failure
-6663,M21522,M,301.3,310.4,2093,18.7,190,0,No Failure
-6664,L53843,L,301.3,310.4,1504,47.2,193,0,No Failure
-6665,L53844,L,301.3,310.4,1538,38.4,195,0,No Failure
-6666,L53845,L,301.3,310.4,1440,41.5,197,0,No Failure
-6667,L53846,L,301.3,310.4,1414,51.4,199,0,No Failure
-6668,H36081,H,301.4,310.5,1536,39.9,201,0,No Failure
-6669,L53848,L,301.4,310.5,1476,39.2,206,0,No Failure
-6670,L53849,L,301.4,310.5,1571,33.9,208,0,No Failure
-6671,L53850,L,301.5,310.6,1998,20.2,210,0,No Failure
-6672,L53851,L,301.5,310.6,1357,42.1,212,0,No Failure
-6673,L53852,L,301.6,310.7,1424,50.5,214,0,No Failure
-6674,L53853,L,301.6,310.7,1380,51.8,216,1,Overstrain Failure
-6675,L53854,L,301.5,310.7,1618,35.5,218,0,No Failure
-6676,L53855,L,301.5,310.6,1579,28,220,0,No Failure
-6677,L53856,L,301.5,310.7,1423,44,222,0,No Failure
-6678,L53857,L,301.5,310.7,1435,38.5,224,0,No Failure
-6679,M21538,M,301.5,310.7,1336,65.6,0,1,Power Failure
-6680,L53859,L,301.6,310.8,1392,42.4,3,0,No Failure
-6681,L53860,L,301.5,310.8,1417,49.7,5,0,No Failure
-6682,L53861,L,301.4,310.7,1425,45.1,7,0,No Failure
-6683,L53862,L,301.5,310.8,1512,38.9,9,0,No Failure
-6684,L53863,L,301.5,310.9,1318,50.6,11,0,No Failure
-6685,L53864,L,301.6,310.9,1538,40.4,13,0,No Failure
-6686,L53865,L,301.6,310.9,1532,43.6,15,0,No Failure
-6687,L53866,L,301.7,311,1715,24.8,17,0,No Failure
-6688,L53867,L,301.7,311,1700,28.7,19,0,No Failure
-6689,L53868,L,301.7,311,1548,40.3,21,0,No Failure
-6690,L53869,L,301.7,311,1546,43,23,0,No Failure
-6691,L53870,L,301.7,311,1343,49.2,25,0,No Failure
-6692,M21551,M,301.7,311,1510,47.8,27,0,No Failure
-6693,M21552,M,301.8,311,1839,23.6,30,0,No Failure
-6694,M21553,M,301.8,311,1756,26.7,33,0,No Failure
-6695,M21554,M,301.7,310.9,1300,62.7,36,0,No Failure
-6696,M21555,M,301.7,311,1311,55.8,39,0,No Failure
-6697,L53876,L,301.7,310.9,1636,31.3,42,0,No Failure
-6698,L53877,L,301.6,310.9,1643,34.1,44,0,No Failure
-6699,L53878,L,301.6,310.8,1418,44.7,46,0,No Failure
-6700,M21559,M,301.7,310.8,1516,40.4,48,0,No Failure
-6701,H36114,H,301.6,310.9,1419,50.2,51,0,No Failure
-6702,L53881,L,301.6,310.9,1623,34.1,56,0,No Failure
-6703,M21562,M,301.6,310.8,1664,32,58,0,No Failure
-6704,M21563,M,301.5,310.7,1744,28.2,61,0,No Failure
-6705,M21564,M,301.5,310.7,1510,36,64,0,No Failure
-6706,M21565,M,301.5,310.6,1382,58.1,67,0,No Failure
-6707,L53886,L,301.4,310.6,1381,46.1,70,0,No Failure
-6708,L53887,L,301.3,310.6,1556,39,72,0,No Failure
-6709,M21568,M,301.4,310.6,1464,37.4,74,0,No Failure
-6710,L53889,L,301.4,310.6,1481,37.6,77,0,No Failure
-6711,L53890,L,301.5,310.7,1323,49.7,79,0,No Failure
-6712,L53891,L,301.5,310.7,1426,46.1,81,0,No Failure
-6713,H36126,H,301.4,310.7,1516,36.4,83,0,No Failure
-6714,L53893,L,301.3,310.6,1416,45.2,88,0,No Failure
-6715,L53894,L,301.3,310.6,1440,53.8,90,0,No Failure
-6716,L53895,L,301.3,310.6,1576,30.4,92,0,No Failure
-6717,L53896,L,301.3,310.6,1387,53.6,94,0,No Failure
-6718,M21577,M,301.4,310.6,1464,48.6,96,0,No Failure
-6719,L53898,L,301.4,310.6,2137,18,99,0,No Failure
-6720,M21579,M,301.4,310.6,1431,40.6,101,0,No Failure
-6721,L53900,L,301.3,310.6,1458,48,104,0,No Failure
-6722,L53901,L,301.4,310.7,1280,61,106,0,No Failure
-6723,L53902,L,301.4,310.7,1657,28.7,108,0,No Failure
-6724,M21583,M,301.4,310.6,1565,36.1,110,0,No Failure
-6725,L53904,L,301.3,310.6,1560,36.8,113,0,No Failure
-6726,M21585,M,301.5,310.7,1359,47.1,115,0,No Failure
-6727,L53906,L,301.5,310.8,1500,41,118,0,No Failure
-6728,L53907,L,301.5,310.8,1785,25.5,120,0,No Failure
-6729,L53908,L,301.5,310.9,1891,23.2,122,0,No Failure
-6730,H36143,H,301.5,310.9,1524,40.4,124,0,No Failure
-6731,M21590,M,301.6,311,1431,42.3,129,0,No Failure
-6732,L53911,L,301.6,310.9,1385,51.2,132,0,No Failure
-6733,L53912,L,301.7,311,1503,44.8,134,0,No Failure
-6734,M21593,M,301.7,311,1311,46.8,136,0,No Failure
-6735,M21594,M,301.6,310.9,1575,40.1,139,0,No Failure
-6736,L53915,L,301.6,311,1485,40.1,142,0,No Failure
-6737,L53916,L,301.7,311,1527,42.2,144,0,No Failure
-6738,M21597,M,301.7,311,1537,33.5,146,0,No Failure
-6739,H36152,H,301.8,311.1,1463,50.1,149,0,No Failure
-6740,L53919,L,301.7,311.2,1482,43.6,154,0,No Failure
-6741,L53920,L,301.8,311.2,1417,55.9,156,0,No Failure
-6742,M21601,M,301.7,311.1,1506,39.5,158,0,No Failure
-6743,H36156,H,301.7,311.2,1639,30,161,0,No Failure
-6744,L53923,L,301.7,311.2,1418,38,166,0,No Failure
-6745,M21604,M,301.7,311,1298,58.1,168,0,No Failure
-6746,M21605,M,301.8,311.1,1395,44.6,171,0,No Failure
-6747,M21606,M,301.7,311.1,1578,40.5,174,0,No Failure
-6748,M21607,M,301.8,311.1,1597,29.8,177,0,No Failure
-6749,H36162,H,301.7,311,2016,19.3,180,0,No Failure
-6750,L53929,L,301.7,311,1585,35.9,185,0,No Failure
-6751,M21610,M,301.7,311,1505,44,187,0,No Failure
-6752,M21611,M,301.7,311,1505,37.1,190,0,No Failure
-6753,L53932,L,301.6,310.9,1706,29.5,193,0,No Failure
-6754,L53933,L,301.6,310.9,1385,50.7,195,0,No Failure
-6755,L53934,L,301.8,311.1,1495,36.9,197,0,No Failure
-6756,M21615,M,301.8,311.1,1663,31.6,199,0,No Failure
-6757,L53936,L,301.8,311.2,1840,26.6,202,0,No Failure
-6758,L53937,L,301.8,311.2,1822,26.2,204,0,No Failure
-6759,L53938,L,301.7,311.1,1644,32.8,206,0,No Failure
-6760,L53939,L,301.7,311,1441,44.3,208,1,Tool Wear Failure
-6761,L53940,L,301.5,310.9,1451,40.6,0,0,No Failure
-6762,L53941,L,301.5,310.9,1400,50.8,2,0,No Failure
-6763,L53942,L,301.4,310.8,1362,53.2,4,0,No Failure
-6764,M21623,M,301.4,310.8,1782,26.5,6,0,No Failure
-6765,L53944,L,301.4,310.9,1536,38.3,9,0,No Failure
-6766,L53945,L,301.5,310.9,1580,32.3,11,0,No Failure
-6767,M21626,M,301.4,311,1427,43.2,13,0,No Failure
-6768,L53947,L,301.3,310.9,1509,41.7,16,0,No Failure
-6769,H36182,H,301.3,310.8,1434,39.5,18,0,No Failure
-6770,L53949,L,301.2,310.8,1392,52.6,23,0,No Failure
-6771,M21630,M,301.3,310.8,1509,40.1,25,0,No Failure
-6772,M21631,M,301.2,310.7,1962,22.5,28,0,No Failure
-6773,L53952,L,301.3,310.7,1536,39.3,31,0,No Failure
-6774,L53953,L,301.3,310.8,1381,47.9,33,0,No Failure
-6775,H36188,H,301.2,310.7,1747,27.3,35,0,No Failure
-6776,L53955,L,301.2,310.6,1670,30,40,0,No Failure
-6777,L53956,L,301.3,310.6,1451,47.5,42,0,No Failure
-6778,L53957,L,301.2,310.7,1951,21.3,44,0,No Failure
-6779,M21638,M,301.3,310.7,1819,25.5,46,0,No Failure
-6780,M21639,M,301.3,310.8,1372,54.2,49,0,No Failure
-6781,L53960,L,301.3,310.8,1560,38.5,52,0,No Failure
-6782,M21641,M,301.3,310.8,1494,35.3,54,0,No Failure
-6783,L53962,L,301.3,310.8,1531,53.4,57,0,No Failure
-6784,L53963,L,301.3,310.8,1450,46.9,59,0,No Failure
-6785,M21644,M,301.3,310.7,1391,52.5,61,0,No Failure
-6786,L53965,L,301.2,310.6,1389,45.3,64,0,No Failure
-6787,L53966,L,301.2,310.6,1409,50.9,66,0,No Failure
-6788,H36201,H,301.1,310.6,1388,58.5,68,0,No Failure
-6789,M21648,M,301.1,310.6,1410,43.9,73,0,No Failure
-6790,M21649,M,301.1,310.5,1646,30.7,76,0,No Failure
-6791,M21650,M,301.1,310.7,2219,16.7,79,0,No Failure
-6792,L53971,L,301.2,310.7,1551,41.2,82,0,No Failure
-6793,L53972,L,301.2,310.6,1811,24,84,0,No Failure
-6794,L53973,L,301.3,310.7,1608,31.4,86,0,No Failure
-6795,L53974,L,301.3,310.8,1428,55.2,88,0,No Failure
-6796,L53975,L,301.4,310.8,1477,50.4,90,0,No Failure
-6797,M21656,M,301.3,310.7,1300,58.3,92,0,No Failure
-6798,M21657,M,301.2,310.7,1615,34.9,95,0,No Failure
-6799,L53978,L,301.2,310.7,1676,32.4,98,0,No Failure
-6800,M21659,M,301.1,310.7,2636,12.2,100,1,Power Failure
-6801,M21660,M,301.1,310.6,1310,48.8,103,0,No Failure
-6802,L53981,L,301.1,310.7,1334,48.2,106,0,No Failure
-6803,M21662,M,301.1,310.7,1621,31,108,0,No Failure
-6804,M21663,M,301.1,310.7,1367,43.4,111,0,No Failure
-6805,L53984,L,301,310.6,1588,33.7,114,0,No Failure
-6806,M21665,M,301,310.7,1497,37.6,116,0,No Failure
-6807,L53986,L,301.1,310.8,1608,32.9,119,0,No Failure
-6808,L53987,L,301,310.8,1549,41.4,121,0,No Failure
-6809,L53988,L,301,310.7,1391,45,123,0,No Failure
-6810,L53989,L,300.9,310.8,1490,38.1,125,0,No Failure
-6811,L53990,L,301,310.7,1727,34.5,127,0,No Failure
-6812,L53991,L,300.9,310.6,1504,46.4,129,0,No Failure
-6813,L53992,L,300.9,310.6,1350,53.8,131,0,No Failure
-6814,M21673,M,300.9,310.7,1420,43,133,0,No Failure
-6815,H36228,H,300.8,310.6,1465,44.1,136,0,No Failure
-6816,L53995,L,300.9,310.7,1427,44.1,141,0,No Failure
-6817,L53996,L,300.9,310.7,1477,43.2,143,0,No Failure
-6818,M21677,M,301,310.7,1493,48.1,145,0,No Failure
-6819,M21678,M,301,310.7,1657,29.9,148,0,No Failure
-6820,L53999,L,300.9,310.7,1359,46,151,0,No Failure
-6821,L54000,L,300.8,310.6,1551,34.5,153,0,No Failure
-6822,M21681,M,300.8,310.6,1545,37.5,155,0,No Failure
-6823,M21682,M,300.9,310.6,1709,29.2,158,0,No Failure
-6824,M21683,M,300.9,310.7,1268,56.3,161,0,No Failure
-6825,L54004,L,300.9,310.7,1740,25.3,164,0,No Failure
-6826,L54005,L,301,310.9,1828,25.1,166,0,No Failure
-6827,L54006,L,301,310.9,1822,21.6,168,0,No Failure
-6828,M21687,M,301,310.9,1515,41.8,170,0,No Failure
-6829,L54008,L,301,310.9,1392,52.9,173,0,No Failure
-6830,H36243,H,300.9,310.9,1474,35.7,175,0,No Failure
-6831,M21690,M,301,310.9,1359,53.4,180,0,No Failure
-6832,L54011,L,301.1,311,1565,52.3,183,0,No Failure
-6833,M21692,M,301.1,311.1,1384,42.5,185,0,No Failure
-6834,L54013,L,301.1,311.1,1387,53.1,188,0,No Failure
-6835,L54014,L,301.1,311,1378,51.1,190,0,No Failure
-6836,L54015,L,301,310.9,1809,25.7,192,0,No Failure
-6837,H36250,H,301.1,311,1339,52.8,194,0,No Failure
-6838,M21697,M,301,311,1423,38.6,199,0,No Failure
-6839,L54018,L,301.1,311.1,1570,41.6,202,0,No Failure
-6840,L54019,L,301.2,311.2,1558,34.1,204,0,No Failure
-6841,L54020,L,301.1,311.1,1799,21.7,206,0,No Failure
-6842,M21701,M,301.1,311.2,1591,35,208,0,No Failure
-6843,L54022,L,301.2,311.2,1635,29.6,211,0,No Failure
-6844,L54023,L,301.3,311.3,1509,42.5,213,0,No Failure
-6845,M21704,M,301.3,311.4,1838,23.2,215,0,No Failure
-6846,M21705,M,301.3,311.5,1648,32.4,0,0,No Failure
-6847,M21706,M,301.2,311.5,1498,49.5,3,0,No Failure
-6848,L54027,L,301.2,311.4,1757,28,6,0,No Failure
-6849,M21708,M,301.1,311.3,1389,53.3,8,0,No Failure
-6850,L54029,L,301.1,311.3,1498,37.6,11,0,No Failure
-6851,M21710,M,301,311.2,1521,35.8,13,0,No Failure
-6852,M21711,M,301,311.2,1394,41.3,16,0,No Failure
-6853,H36266,H,301,311.2,1602,32.7,19,0,No Failure
-6854,L54033,L,300.9,311.1,1417,40.7,24,0,No Failure
-6855,L54034,L,301,311.2,1511,42.9,26,0,No Failure
-6856,M21715,M,301.1,311.3,1654,30.7,28,0,No Failure
-6857,M21716,M,301.1,311.3,1836,22.8,31,0,No Failure
-6858,L54037,L,301.1,311.3,1622,35.6,34,0,No Failure
-6859,L54038,L,301,311.2,1467,45.4,36,0,No Failure
-6860,M21719,M,301.1,311.3,1909,22.7,38,0,No Failure
-6861,L54040,L,301.1,311.2,1910,20.2,41,0,No Failure
-6862,H36275,H,301.1,311.3,2207,16.6,43,0,No Failure
-6863,M21722,M,301.1,311.2,1384,49.4,48,0,No Failure
-6864,L54043,L,301.1,311.3,1630,29.5,51,0,No Failure
-6865,L54044,L,301.1,311.3,1268,60,53,0,No Failure
-6866,L54045,L,301.1,311.4,1531,38.7,55,0,No Failure
-6867,M21726,M,301,311.3,1454,41.5,57,0,No Failure
-6868,L54047,L,301,311.3,1342,50.9,60,0,No Failure
-6869,L54048,L,301,311.2,1363,46.3,62,0,No Failure
-6870,L54049,L,301,311.2,1412,42.1,64,0,No Failure
-6871,H36284,H,301,311.3,1597,39.2,66,0,No Failure
-6872,L54051,L,301,311.3,1349,47,71,0,No Failure
-6873,L54052,L,301,311.3,1472,35.3,73,0,No Failure
-6874,L54053,L,301,311.4,1478,39.5,75,0,No Failure
-6875,H36288,H,300.9,311.3,1295,58.9,77,0,No Failure
-6876,M21735,M,300.8,311.2,1592,32.9,82,0,No Failure
-6877,L54056,L,300.8,311.2,1430,54.4,85,0,No Failure
-6878,M21737,M,300.8,311.2,1488,40.1,87,0,No Failure
-6879,H36292,H,300.9,311.2,1518,35,90,0,No Failure
-6880,H36293,H,300.8,311.2,2237,17,95,0,No Failure
-6881,M21740,M,300.9,311.3,1801,24.6,100,0,No Failure
-6882,L54061,L,301,311.4,1573,37.6,103,0,No Failure
-6883,L54062,L,300.9,311.4,2073,21.4,105,0,No Failure
-6884,L54063,L,300.9,311.3,1953,19.4,107,0,No Failure
-6885,L54064,L,300.8,311.2,1492,39,109,0,No Failure
-6886,L54065,L,300.8,311.2,1397,48.7,111,0,No Failure
-6887,M21746,M,300.8,311.3,1465,43.2,113,0,No Failure
-6888,L54067,L,300.8,311.3,1782,26.9,116,0,No Failure
-6889,M21748,M,300.9,311.4,1434,45.4,118,0,No Failure
-6890,H36303,H,300.9,311.4,1387,42.7,121,0,No Failure
-6891,M21750,M,300.9,311.4,1532,41.5,126,0,No Failure
-6892,L54071,L,300.9,311.5,1505,41.1,129,0,No Failure
-6893,L54072,L,301,311.6,1440,43.3,131,0,No Failure
-6894,L54073,L,301,311.6,1470,43.4,133,0,No Failure
-6895,L54074,L,301.1,311.7,1408,46.3,135,0,No Failure
-6896,M21755,M,301,311.6,1357,45.6,137,0,No Failure
-6897,M21756,M,301,311.6,1454,40,140,0,No Failure
-6898,L54077,L,301,311.6,1352,63.5,143,0,No Failure
-6899,M21758,M,301,311.6,1448,43.9,145,0,No Failure
-6900,L54079,L,300.9,311.6,1671,33.5,148,0,No Failure
-6901,L54080,L,301,311.7,1670,31.3,150,0,No Failure
-6902,L54081,L,301,311.7,1547,34.5,152,0,No Failure
-6903,L54082,L,301,311.6,1461,40.6,154,0,No Failure
-6904,M21763,M,301,311.6,1609,35.8,156,0,No Failure
-6905,M21764,M,300.9,311.5,1704,31.3,159,0,No Failure
-6906,M21765,M,301,311.5,1550,34.9,162,0,No Failure
-6907,M21766,M,301,311.5,1530,43.9,165,0,No Failure
-6908,L54087,L,300.9,311.3,1449,40.2,168,0,No Failure
-6909,L54088,L,300.9,311.3,1613,32.7,170,0,No Failure
-6910,L54089,L,300.8,311.2,1376,48.1,172,0,No Failure
-6911,L54090,L,300.8,311.2,1434,45.6,174,0,No Failure
-6912,L54091,L,300.8,311.1,1480,41.1,176,0,No Failure
-6913,M21772,M,300.8,311.2,1634,31.9,178,0,No Failure
-6914,L54093,L,300.8,311.2,1481,38.5,181,0,Random Failures
-6915,H36328,H,300.9,311.3,1668,28.9,183,0,No Failure
-6916,L54095,L,301,311.4,1484,36.2,188,0,No Failure
-6917,M21776,M,300.9,311.3,1603,31.8,190,0,No Failure
-6918,L54097,L,301,311.4,1481,37.5,193,0,No Failure
-6919,L54098,L,301,311.5,1559,31.8,195,0,No Failure
-6920,L54099,L,301,311.5,1444,39.8,197,0,No Failure
-6921,M21780,M,301.2,311.6,1423,48,199,0,No Failure
-6922,L54101,L,301.1,311.6,1432,48.1,202,0,No Failure
-6923,L54102,L,301.2,311.7,1463,48.3,204,0,No Failure
-6924,L54103,L,301.2,311.7,1433,49.3,206,0,No Failure
-6925,L54104,L,301.2,311.6,1461,52.9,208,1,Overstrain Failure
-6926,M21785,M,301.1,311.6,1266,55.5,210,0,No Failure
-6927,H36340,H,301.1,311.6,1417,53.4,0,0,No Failure
-6928,L54107,L,301.1,311.6,1488,43.4,5,0,No Failure
-6929,L54108,L,301.1,311.7,1816,24.5,7,0,No Failure
-6930,M21789,M,301,311.6,1301,55,9,0,No Failure
-6931,M21790,M,300.9,311.5,1836,21.8,12,0,No Failure
-6932,M21791,M,300.8,311.4,1521,39.9,15,0,No Failure
-6933,L54112,L,300.8,311.4,1322,67.2,18,1,Power Failure
-6934,L54113,L,300.8,311.4,1492,40.6,20,0,No Failure
-6935,L54114,L,300.8,311.4,1536,40.9,22,0,No Failure
-6936,L54115,L,300.7,311.2,1878,24.3,24,0,No Failure
-6937,L54116,L,300.6,311.1,1471,40.7,26,0,No Failure
-6938,H36351,H,300.6,311.1,1452,40.2,28,0,No Failure
-6939,L54118,L,300.7,311.2,1452,44.4,33,0,No Failure
-6940,M21799,M,300.7,311.3,1348,53,35,0,No Failure
-6941,H36354,H,300.8,311.4,1453,44.6,38,0,No Failure
-6942,L54121,L,300.8,311.4,1316,57.6,43,0,No Failure
-6943,M21802,M,300.8,311.4,1732,26.9,45,0,No Failure
-6944,L54123,L,300.7,311.3,1522,35.2,48,0,No Failure
-6945,M21804,M,300.7,311.3,1487,39.8,50,0,No Failure
-6946,M21805,M,300.8,311.4,1852,22.2,53,0,No Failure
-6947,L54126,L,300.7,311.2,1486,46.8,56,0,No Failure
-6948,M21807,M,300.7,311.3,1562,37.1,58,0,No Failure
-6949,L54128,L,300.7,311.2,1457,51.4,61,0,No Failure
-6950,M21809,M,300.7,311.2,1769,26.5,63,0,No Failure
-6951,H36364,H,300.7,311.3,1374,53.1,66,0,No Failure
-6952,L54131,L,300.8,311.3,1524,43.5,71,0,No Failure
-6953,L54132,L,300.8,311.3,1498,40.2,73,0,No Failure
-6954,L54133,L,300.8,311.3,1462,41.4,75,0,No Failure
-6955,M21814,M,300.8,311.2,1429,52.3,77,0,No Failure
-6956,L54135,L,300.7,311.2,1399,47.9,80,0,No Failure
-6957,M21816,M,300.8,311.2,1434,39.1,82,0,No Failure
-6958,L54137,L,300.7,311.1,1324,52.2,85,0,No Failure
-6959,L54138,L,300.6,311,1563,40.7,87,0,No Failure
-6960,L54139,L,300.6,311,1543,34.7,89,0,No Failure
-6961,L54140,L,300.7,311,1413,52,91,0,Random Failures
-6962,M21821,M,300.7,311,1378,41.2,93,0,No Failure
-6963,M21822,M,300.7,311.1,1373,49.9,96,0,No Failure
-6964,H36377,H,300.7,311,1981,19.9,99,0,No Failure
-6965,M21824,M,300.7,311,1263,52.3,104,0,No Failure
-6966,L54145,L,300.7,311,1312,52.1,107,0,No Failure
-6967,L54146,L,300.7,311,1969,20.7,109,0,No Failure
-6968,M21827,M,300.8,311.2,1365,51.7,111,0,No Failure
-6969,L54148,L,300.9,311.2,1789,25.5,114,0,No Failure
-6970,M21829,M,300.8,311.1,1583,32.1,116,0,No Failure
-6971,L54150,L,300.7,311,1436,44.9,119,0,No Failure
-6972,M21831,M,300.7,311,1559,42.8,121,0,No Failure
-6973,L54152,L,300.7,311,1377,49.9,124,0,No Failure
-6974,L54153,L,300.7,311,1462,41.9,126,0,No Failure
-6975,L54154,L,300.7,311,1318,48.2,128,0,No Failure
-6976,M21835,M,300.7,311,1378,51.6,130,0,No Failure
-6977,L54156,L,300.6,310.9,1344,46.7,133,0,No Failure
-6978,L54157,L,300.7,311.1,2377,14.3,135,0,No Failure
-6979,L54158,L,300.7,311.1,1427,50.3,137,0,No Failure
-6980,L54159,L,300.9,311.2,1353,60.4,139,0,No Failure
-6981,L54160,L,300.8,311.3,1505,45.5,141,0,No Failure
-6982,H36395,H,300.8,311.2,1612,32.5,143,0,No Failure
-6983,L54162,L,300.7,311.1,1440,43,148,0,No Failure
-6984,M21843,M,300.7,311,1334,53.9,150,0,No Failure
-6985,M21844,M,300.7,311,1706,25,153,0,No Failure
-6986,H36399,H,300.8,311.1,1698,24.8,156,0,No Failure
-6987,L54166,L,300.7,311.1,1688,30.7,161,0,No Failure
-6988,L54167,L,300.7,311.1,2437,13.8,163,0,No Failure
-6989,L54168,L,300.7,311.1,1478,46.8,165,0,No Failure
-6990,M21849,M,300.7,311.1,1608,35.3,167,0,No Failure
-6991,L54170,L,300.7,311.1,2478,13.4,170,1,Power Failure
-6992,L54171,L,300.8,311.1,1509,33.4,172,0,No Failure
-6993,L54172,L,300.7,311,1596,36.9,174,0,No Failure
-6994,M21853,M,300.7,311,1740,25.6,176,0,No Failure
-6995,L54174,L,300.6,310.8,1375,53.2,179,0,No Failure
-6996,M21855,M,300.6,310.7,1705,31.2,181,0,No Failure
-6997,M21856,M,300.5,310.6,1621,32,184,0,No Failure
-6998,M21857,M,300.6,310.7,1566,38.2,187,0,No Failure
-6999,M21858,M,300.6,310.7,1388,42.9,190,0,No Failure
-7000,M21859,M,300.6,310.7,1457,36.7,193,0,No Failure
-7001,M21860,M,300.6,310.6,1463,45.5,196,0,No Failure
-7002,L54181,L,300.5,310.5,1564,38.2,199,0,No Failure
-7003,H36416,H,300.5,310.6,1411,47.2,201,0,No Failure
-7004,L54183,L,300.5,310.6,1540,46.7,206,0,No Failure
-7005,L54184,L,300.5,310.6,1950,20.3,208,0,No Failure
-7006,M21865,M,300.6,310.7,1339,52.9,0,0,No Failure
-7007,H36420,H,300.6,310.6,1419,39.6,3,0,No Failure
-7008,L54187,L,300.5,310.6,1499,45.2,8,0,No Failure
-7009,L54188,L,300.5,310.6,1368,49.6,10,0,No Failure
-7010,L54189,L,300.5,310.5,1536,36.2,12,0,No Failure
-7011,M21870,M,300.5,310.5,1469,42.9,14,0,No Failure
-7012,L54191,L,300.5,310.5,2633,12.2,17,1,Power Failure
-7013,L54192,L,300.4,310.4,1298,61.4,19,0,No Failure
-7014,M21873,M,300.4,310.4,1544,36.3,21,0,No Failure
-7015,H36428,H,300.5,310.5,1403,47.7,24,0,No Failure
-7016,L54195,L,300.5,310.5,1452,42.9,29,0,No Failure
-7017,L54196,L,300.6,310.5,1509,43.1,31,0,No Failure
-7018,M21877,M,300.7,310.6,1474,37,33,0,No Failure
-7019,M21878,M,300.7,310.7,1377,46.7,36,0,No Failure
-7020,L54199,L,300.8,310.8,1741,27.1,39,0,No Failure
-7021,L54200,L,300.8,310.8,1460,53.8,41,0,No Failure
-7022,H36435,H,300.7,310.6,1631,32.6,43,0,No Failure
-7023,L54202,L,300.7,310.5,1561,33.2,48,0,No Failure
-7024,M21883,M,300.7,310.6,1572,38.5,50,0,No Failure
-7025,L54204,L,300.6,310.6,2127,18.7,53,0,No Failure
-7026,H36439,H,300.6,310.6,1448,44.7,55,0,No Failure
-7027,L54206,L,300.6,310.7,1543,39.6,60,0,No Failure
-7028,L54207,L,300.6,310.6,1508,34.8,62,0,No Failure
-7029,M21888,M,300.6,310.6,1403,50.4,64,0,No Failure
-7030,L54209,L,300.6,310.6,1454,39.7,67,0,No Failure
-7031,L54210,L,300.7,310.8,1772,27.3,69,0,No Failure
-7032,L54211,L,300.7,310.8,1479,49.1,71,0,No Failure
-7033,L54212,L,300.7,310.9,1723,31,73,0,No Failure
-7034,M21893,M,300.7,310.8,1469,46.4,75,0,No Failure
-7035,H36448,H,300.6,310.6,1830,26.2,78,0,No Failure
-7036,L54215,L,300.6,310.6,1497,38.2,83,0,No Failure
-7037,L54216,L,300.7,310.6,1540,52.7,85,0,No Failure
-7038,L54217,L,300.6,310.6,1514,39.5,87,0,No Failure
-7039,L54218,L,300.7,310.6,1654,34.2,89,0,No Failure
-7040,H36453,H,300.6,310.5,1519,37,91,0,No Failure
-7041,L54220,L,300.7,310.6,1720,30.3,96,0,No Failure
-7042,L54221,L,300.6,310.5,1470,37.7,98,0,No Failure
-7043,L54222,L,300.6,310.5,1642,29.9,100,0,No Failure
-7044,M21903,M,300.7,310.6,2006,19.1,102,0,No Failure
-7045,M21904,M,300.7,310.6,1505,35.6,105,0,No Failure
-7046,M21905,M,300.7,310.6,1609,27.6,108,0,No Failure
-7047,M21906,M,300.7,310.5,1863,22.2,111,0,No Failure
-7048,L54227,L,300.6,310.4,1401,42.6,114,0,No Failure
-7049,L54228,L,300.6,310.4,2007,19.8,116,0,No Failure
-7050,L54229,L,300.6,310.4,1494,47.3,118,0,No Failure
-7051,L54230,L,300.6,310.4,1457,47.7,120,0,No Failure
-7052,L54231,L,300.6,310.4,1556,37.7,122,0,No Failure
-7053,H36466,H,300.6,310.4,1510,42.8,124,0,No Failure
-7054,H36467,H,300.7,310.5,1567,38.7,129,0,No Failure
-7055,H36468,H,300.7,310.5,1476,43.1,134,0,No Failure
-7056,L54235,L,300.8,310.6,1663,30.6,139,0,No Failure
-7057,M21916,M,300.8,310.5,1409,50.6,141,0,No Failure
-7058,L54237,L,300.8,310.6,1666,36.2,144,0,No Failure
-7059,L54238,L,300.7,310.6,1520,45.9,146,0,No Failure
-7060,L54239,L,300.6,310.5,1644,33.8,148,0,No Failure
-7061,H36474,H,300.6,310.4,1479,35.6,150,0,No Failure
-7062,L54241,L,300.6,310.4,1446,49.7,155,0,No Failure
-7063,M21922,M,300.6,310.4,1407,51.1,157,0,No Failure
-7064,L54243,L,300.7,310.4,1234,51.7,160,0,No Failure
-7065,M21924,M,300.8,310.5,1696,29.7,162,0,No Failure
-7066,L54245,L,300.8,310.6,1384,52.9,165,0,No Failure
-7067,M21926,M,300.8,310.7,1572,36.2,167,0,No Failure
-7068,M21927,M,300.8,310.7,1386,42.1,170,0,No Failure
-7069,L54248,L,300.8,310.7,1461,42.8,173,0,No Failure
-7070,L54249,L,300.8,310.7,1525,39.4,175,0,No Failure
-7071,L54250,L,300.7,310.7,1333,61,177,0,No Failure
-7072,H36485,H,300.7,310.6,1505,40.6,179,0,No Failure
-7073,M21932,M,300.7,310.6,1439,41.7,184,0,No Failure
-7074,L54253,L,300.7,310.6,1491,43.2,187,0,No Failure
-7075,M21934,M,300.7,310.6,1488,39.2,189,0,No Failure
-7076,L54255,L,300.7,310.5,1536,47.4,192,0,No Failure
-7077,L54256,L,300.7,310.5,1960,21,194,0,No Failure
-7078,M21937,M,300.7,310.5,1594,31,196,0,No Failure
-7079,L54258,L,300.7,310.5,1357,52.6,199,0,No Failure
-7080,L54259,L,300.7,310.5,1445,41.1,201,0,No Failure
-7081,L54260,L,300.7,310.4,1543,47.3,203,0,No Failure
-7082,L54261,L,300.7,310.4,1366,52.6,205,0,No Failure
-7083,L54262,L,300.7,310.3,1458,40,207,0,No Failure
-7084,L54263,L,300.7,310.4,1416,61.8,209,1,Power Failure
-7085,L54264,L,300.6,310.3,1794,24.4,211,0,No Failure
-7086,L54265,L,300.6,310.3,1484,41,213,0,No Failure
-7087,L54266,L,300.6,310.4,2514,13.4,215,0,No Failure
-7088,L54267,L,300.6,310.3,1648,30.5,217,1,Tool Wear Failure
-7089,M21948,M,300.6,310.3,1614,32.7,0,0,No Failure
-7090,L54269,L,300.6,310.2,1622,34.1,3,0,No Failure
-7091,M21950,M,300.6,310.2,1478,40.1,5,0,No Failure
-7092,L54271,L,300.6,310.2,1318,51,8,0,No Failure
-7093,L54272,L,300.7,310.2,1493,35.9,10,0,No Failure
-7094,H36507,H,300.7,310.3,1369,50.7,12,0,No Failure
-7095,L54274,L,300.6,310.2,1447,45.9,17,0,No Failure
-7096,L54275,L,300.6,310.1,1485,49.9,19,0,No Failure
-7097,L54276,L,300.6,310.2,1489,47.8,21,0,No Failure
-7098,M21957,M,300.6,310.2,1233,52.3,23,0,No Failure
-7099,L54278,L,300.7,310.2,1642,32.6,26,0,No Failure
-7100,M21959,M,300.7,310.2,1373,44.1,28,0,No Failure
-7101,L54280,L,300.7,310.2,1569,32.8,31,0,No Failure
-7102,L54281,L,300.8,310.2,1850,22.8,33,0,No Failure
-7103,M21962,M,300.8,310.3,1494,42.2,35,0,No Failure
-7104,H36517,H,300.8,310.3,1777,30.1,38,0,No Failure
-7105,L54284,L,300.9,310.4,1454,43.1,43,0,No Failure
-7106,L54285,L,300.9,310.4,1536,34.2,45,0,No Failure
-7107,L54286,L,300.8,310.5,1482,39,47,0,No Failure
-7108,H36521,H,300.9,310.5,1512,41.2,49,0,No Failure
-7109,M21968,M,300.8,310.5,1511,35.8,54,0,No Failure
-7110,L54289,L,300.9,310.5,1599,40.5,57,0,No Failure
-7111,M21970,M,300.8,310.4,1518,36,59,0,No Failure
-7112,M21971,M,300.8,310.4,1450,39.4,62,0,No Failure
-7113,L54292,L,300.9,310.4,1427,47,65,0,No Failure
-7114,L54293,L,300.9,310.4,1561,32.7,67,0,No Failure
-7115,H36528,H,300.9,310.4,1457,43.8,69,0,No Failure
-7116,M21975,M,301,310.6,1460,53.6,74,0,No Failure
-7117,L54296,L,301,310.5,1601,33.2,77,0,No Failure
-7118,L54297,L,300.9,310.5,1570,40.1,79,0,No Failure
-7119,L54298,L,300.9,310.5,1565,35.9,81,0,No Failure
-7120,L54299,L,301,310.5,1378,44.4,83,0,No Failure
-7121,L54300,L,300.9,310.5,2288,16.1,85,0,No Failure
-7122,M21981,M,300.9,310.4,1375,44.7,87,0,No Failure
-7123,L54302,L,300.9,310.4,1788,27.8,90,0,No Failure
-7124,M21983,M,300.9,310.4,1576,40.4,92,0,No Failure
-7125,M21984,M,300.8,310.3,1868,24.5,95,0,No Failure
-7126,L54305,L,300.7,310.1,1261,56.6,98,0,No Failure
-7127,M21986,M,300.6,310,1542,33.9,100,0,No Failure
-7128,L54307,L,300.6,310,1438,53.8,103,0,No Failure
-7129,L54308,L,300.6,310,1511,36.9,105,0,No Failure
-7130,L54309,L,300.6,310,1635,31,107,0,No Failure
-7131,L54310,L,300.6,309.9,1428,48.8,109,0,No Failure
-7132,M21991,M,300.5,309.8,1410,44.4,111,0,No Failure
-7133,L54312,L,300.5,309.9,1423,47.9,114,0,No Failure
-7134,M21993,M,300.5,309.9,1552,41.3,116,0,No Failure
-7135,M21994,M,300.5,310,1406,50.2,119,0,No Failure
-7136,L54315,L,300.5,309.9,1443,48.3,122,0,No Failure
-7137,M21996,M,300.5,309.9,1343,63.7,124,0,No Failure
-7138,M21997,M,300.6,310,1486,41.2,127,0,No Failure
-7139,L54318,L,300.6,310.1,1297,50,130,0,No Failure
-7140,L54319,L,300.6,310.1,1495,42.3,132,0,No Failure
-7141,L54320,L,300.5,309.9,1382,46.5,134,0,No Failure
-7142,M22001,M,300.4,309.8,1356,44.4,136,0,No Failure
-7143,H36556,H,300.3,309.7,1452,41.5,139,0,No Failure
-7144,H36557,H,300.3,309.7,1582,30.8,144,0,No Failure
-7145,M22004,M,300.4,309.8,1517,40.3,149,0,No Failure
-7146,L54325,L,300.5,310,1413,44.5,152,0,No Failure
-7147,L54326,L,300.4,309.9,1496,31.8,154,0,No Failure
-7148,L54327,L,300.3,309.8,1466,41.2,156,0,No Failure
-7149,M22008,M,300.3,309.8,1617,40.8,158,0,No Failure
-7150,L54329,L,300.2,309.8,1506,41.8,161,0,No Failure
-7151,L54330,L,300.2,309.8,1401,49.3,163,0,No Failure
-7152,H36565,H,300.2,309.9,1906,22.9,165,0,No Failure
-7153,L54332,L,300.2,309.9,1566,36.4,170,0,No Failure
-7154,L54333,L,300.2,310,1493,47.3,172,0,No Failure
-7155,L54334,L,300.3,310.1,1483,39.9,174,0,No Failure
-7156,M22015,M,300.2,309.9,1569,31.2,176,0,No Failure
-7157,M22016,M,300.2,310,1664,30.7,179,0,No Failure
-7158,L54337,L,300.2,310,1486,40.1,182,0,No Failure
-7159,L54338,L,300.2,310,1389,53.6,184,0,No Failure
-7160,L54339,L,300.1,310,1511,41.7,186,0,No Failure
-7161,M22020,M,300.2,310.1,1485,40.5,188,0,No Failure
-7162,L54341,L,300.2,310.2,1440,42.9,191,0,No Failure
-7163,L54342,L,300.2,310.2,1378,43.9,193,0,No Failure
-7164,M22023,M,300.1,310.1,1501,39.3,195,0,No Failure
-7165,M22024,M,300.2,310.1,1474,44,198,0,No Failure
-7166,L54345,L,300.2,310.1,1392,47.9,201,0,No Failure
-7167,M22026,M,300.3,310.2,1429,44.7,203,0,No Failure
-7168,L54347,L,300.3,310.3,1362,60.3,206,1,Overstrain Failure
-7169,L54348,L,300.3,310.3,1704,29.5,0,0,No Failure
-7170,L54349,L,300.3,310.2,1492,52.3,2,0,No Failure
-7171,M22030,M,300.3,310.2,1442,39.5,4,0,No Failure
-7172,M22031,M,300.2,310.2,1438,51.5,7,0,No Failure
-7173,M22032,M,300.1,310.1,1402,46.6,10,0,No Failure
-7174,L54353,L,300.1,310.1,1684,30.8,13,0,No Failure
-7175,L54354,L,300.2,310.2,1530,48.5,15,0,No Failure
-7176,L54355,L,300.1,310.1,1569,43.5,17,0,No Failure
-7177,L54356,L,300.1,310.1,1650,31.6,19,0,No Failure
-7178,L54357,L,300.2,310.2,1415,49.6,21,0,No Failure
-7179,L54358,L,300.2,310.2,1600,31.5,23,0,No Failure
-7180,L54359,L,300.2,310.1,1523,42.3,25,0,No Failure
-7181,M22040,M,300.2,310.2,1628,30.3,27,0,No Failure
-7182,L54361,L,300.2,310.3,1331,52.1,30,0,No Failure
-7183,L54362,L,300.3,310.3,2158,16.8,32,0,No Failure
-7184,L54363,L,300.2,310.3,1445,50.9,34,0,No Failure
-7185,M22044,M,300.2,310.3,1593,36.1,36,0,No Failure
-7186,L54365,L,300.3,310.4,1672,29.2,39,0,No Failure
-7187,M22046,M,300.4,310.5,1644,31.4,41,0,No Failure
-7188,L54367,L,300.4,310.5,1402,54.3,44,0,No Failure
-7189,L54368,L,300.4,310.4,1286,56.8,46,0,No Failure
-7190,L54369,L,300.4,310.4,1486,46.3,48,0,No Failure
-7191,L54370,L,300.3,310.3,1345,46.3,50,0,No Failure
-7192,L54371,L,300.3,310.3,1629,34.1,52,0,No Failure
-7193,M22052,M,300.2,310.2,1429,43.8,54,0,No Failure
-7194,L54373,L,300.1,310.1,1306,64.7,57,0,No Failure
-7195,L54374,L,300.1,310.1,1380,52.6,59,0,No Failure
-7196,M22055,M,300.1,310.1,1443,49.3,61,0,No Failure
-7197,H36610,H,300.1,310.1,1426,42.7,64,0,No Failure
-7198,L54377,L,300,310,1486,41.8,69,0,No Failure
-7199,M22058,M,300,309.9,1530,34.5,71,0,No Failure
-7200,L54379,L,300,309.9,1507,41.4,74,0,No Failure
-7201,L54380,L,300,309.9,1608,33.4,76,0,No Failure
-7202,L54381,L,300,309.8,1474,40.6,78,0,No Failure
-7203,L54382,L,300,309.7,1326,61.9,80,0,No Failure
-7204,M22063,M,299.8,309.6,1434,48,82,0,No Failure
-7205,L54384,L,299.8,309.6,1526,41.7,85,0,No Failure
-7206,L54385,L,299.8,309.7,1483,39.6,87,0,No Failure
-7207,L54386,L,299.8,309.7,1457,51.9,89,0,No Failure
-7208,M22067,M,299.7,309.6,1540,34.4,91,0,No Failure
-7209,L54388,L,299.8,309.7,1707,29.1,94,0,No Failure
-7210,L54389,L,299.8,309.7,1624,34.2,96,0,No Failure
-7211,M22070,M,299.8,309.6,1331,50.2,98,0,No Failure
-7212,L54391,L,299.8,309.7,1431,40.3,101,0,No Failure
-7213,M22072,M,299.8,309.7,1705,28.5,103,0,No Failure
-7214,M22073,M,299.8,309.8,1427,45.2,106,0,No Failure
-7215,M22074,M,299.9,309.8,1625,41.2,109,0,No Failure
-7216,L54395,L,299.9,309.8,1477,47.7,112,0,No Failure
-7217,M22076,M,300,309.9,1651,28.1,114,0,No Failure
-7218,L54397,L,299.9,309.8,1716,28.2,117,0,No Failure
-7219,H36632,H,299.9,309.8,1400,48.7,119,0,No Failure
-7220,M22079,M,299.8,309.7,1556,37.7,124,0,No Failure
-7221,L54400,L,299.8,309.7,1429,42.6,127,0,No Failure
-7222,H36635,H,299.7,309.6,1433,49.6,129,0,No Failure
-7223,M22082,M,299.8,309.7,1320,61.7,134,0,No Failure
-7224,L54403,L,299.8,309.6,1374,51.6,137,0,No Failure
-7225,L54404,L,299.8,309.6,1598,31,139,0,No Failure
-7226,M22085,M,299.8,309.7,1910,21.8,141,0,No Failure
-7227,L54406,L,299.7,309.6,1399,51.3,144,0,No Failure
-7228,L54407,L,299.7,309.6,1720,27.1,146,0,No Failure
-7229,H36642,H,299.8,309.7,1368,47.4,148,0,No Failure
-7230,L54409,L,299.8,309.8,1749,33.4,153,0,No Failure
-7231,L54410,L,299.8,309.8,1542,39.4,155,0,No Failure
-7232,L54411,L,299.8,309.9,1553,36.6,157,0,No Failure
-7233,M22092,M,299.9,309.9,1639,42.1,159,0,No Failure
-7234,L54413,L,299.9,310,1447,45.9,162,0,No Failure
-7235,M22094,M,299.8,310,1397,48.1,164,0,No Failure
-7236,L54415,L,299.8,310,1361,53.8,167,0,No Failure
-7237,M22096,M,299.8,310,1460,37.1,169,0,No Failure
-7238,M22097,M,299.8,310,1632,33.7,172,0,No Failure
-7239,L54418,L,299.8,310,1697,36,175,0,No Failure
-7240,L54419,L,299.8,310.1,1553,42,177,0,No Failure
-7241,M22100,M,299.9,310.1,1362,56.3,179,0,No Failure
-7242,M22101,M,299.9,310,1484,42.1,182,0,No Failure
-7243,H36656,H,299.9,310.1,1447,51.4,185,0,No Failure
-7244,M22103,M,300,310.2,1393,51.2,190,0,No Failure
-7245,L54424,L,300,310.2,1760,26.9,193,0,No Failure
-7246,L54425,L,300,310.1,1477,34.6,195,0,No Failure
-7247,L54426,L,299.9,310.1,1681,29.1,197,0,No Failure
-7248,M22107,M,300,310.1,1314,53.5,199,0,No Failure
-7249,L54428,L,300,310.1,1762,28,202,0,No Failure
-7250,L54429,L,299.9,310,1402,44.7,204,0,No Failure
-7251,M22110,M,300.1,310.2,1429,42,206,0,No Failure
-7252,M22111,M,300.2,310.3,1448,40.1,209,0,No Failure
-7253,H36666,H,300.2,310.4,1501,42.9,212,0,No Failure
-7254,L54433,L,300.3,310.5,1522,39.1,217,0,No Failure
-7255,L54434,L,300.3,310.4,1493,37.5,219,0,No Failure
-7256,M22115,M,300.2,310.3,1704,29.4,221,0,No Failure
-7257,H36670,H,300.2,310.3,1408,42.5,0,0,No Failure
-7258,L54437,L,300.2,310.4,1518,41.8,5,0,No Failure
-7259,L54438,L,300.3,310.4,1742,25.9,7,0,No Failure
-7260,M22119,M,300.4,310.5,1500,43,9,0,No Failure
-7261,L54440,L,300.4,310.5,2424,14.5,12,0,No Failure
-7262,L54441,L,300.4,310.5,1818,25.1,14,0,No Failure
-7263,M22122,M,300.4,310.6,1545,35.6,16,0,No Failure
-7264,L54443,L,300.4,310.6,1429,46.9,19,0,No Failure
-7265,M22124,M,300.4,310.6,1448,44.9,21,0,No Failure
-7266,L54445,L,300.4,310.6,1384,48.7,24,0,No Failure
-7267,L54446,L,300.4,310.5,1578,32.8,26,0,No Failure
-7268,L54447,L,300.5,310.5,1695,26.7,28,0,No Failure
-7269,L54448,L,300.5,310.6,1543,36.2,30,0,No Failure
-7270,M22129,M,300.4,310.5,1540,33.4,32,0,No Failure
-7271,L54450,L,300.2,310.4,1808,25.8,35,0,No Failure
-7272,M22131,M,300.3,310.4,1293,49.7,37,0,No Failure
-7273,L54452,L,300.2,310.3,1202,59.5,40,0,No Failure
-7274,M22133,M,300.2,310.3,1704,29.2,42,0,No Failure
-7275,M22134,M,300.2,310.3,1478,38.1,45,0,No Failure
-7276,L54455,L,300.2,310.3,1514,38.7,48,0,No Failure
-7277,M22136,M,300.1,310.3,1350,48.8,50,0,No Failure
-7278,L54457,L,300.1,310.2,1475,54.2,53,0,No Failure
-7279,H36692,H,300,310.1,1714,28.7,55,0,No Failure
-7280,L54459,L,300,310.1,1465,40.9,60,0,No Failure
-7281,L54460,L,299.9,310.2,1288,69.6,62,1,Power Failure
-7282,L54461,L,300,310.2,1675,29.7,64,0,No Failure
-7283,L54462,L,300,310.2,1486,36.4,66,0,No Failure
-7284,M22143,M,300,310.2,1443,58.7,68,0,No Failure
-7285,M22144,M,300.1,310.3,1345,57.1,71,0,No Failure
-7286,M22145,M,300.2,310.4,1202,61.7,74,0,No Failure
-7287,M22146,M,300.1,310.4,1480,37.1,77,0,No Failure
-7288,M22147,M,300.2,310.4,1530,35.7,80,0,No Failure
-7289,M22148,M,300.2,310.6,1983,20.8,83,0,No Failure
-7290,L54469,L,300.3,310.6,1433,53.8,86,0,No Failure
-7291,L54470,L,300.3,310.6,1806,24.4,88,0,No Failure
-7292,L54471,L,300.2,310.5,1416,46.7,90,0,No Failure
-7293,M22152,M,300.1,310.4,1556,38.1,92,0,No Failure
-7294,L54473,L,300.1,310.5,1627,29.2,95,0,No Failure
-7295,L54474,L,300.1,310.6,1809,24.3,97,0,No Failure
-7296,M22155,M,300.1,310.5,1329,57.4,99,0,No Failure
-7297,H36710,H,300,310.4,1881,21.9,102,0,No Failure
-7298,L54477,L,300.1,310.5,1500,39.8,107,0,No Failure
-7299,L54478,L,300.1,310.5,1532,36,109,0,No Failure
-7300,L54479,L,300.1,310.5,1492,50.9,111,0,No Failure
-7301,L54480,L,300.2,310.6,1431,42.3,113,0,No Failure
-7302,L54481,L,300.1,310.4,1554,39.4,115,0,No Failure
-7303,L54482,L,300.1,310.5,1494,44.2,117,0,No Failure
-7304,L54483,L,300.1,310.6,1374,45.4,119,0,No Failure
-7305,L54484,L,300.1,310.5,1394,44.3,121,0,No Failure
-7306,M22165,M,300,310.5,1790,25.7,123,0,No Failure
-7307,L54486,L,300.1,310.5,1356,45.8,126,0,No Failure
-7308,M22167,M,300,310.4,1385,52.1,128,0,No Failure
-7309,L54488,L,300,310.4,1333,49.1,131,0,No Failure
-7310,L54489,L,300,310.4,1505,44.9,133,0,No Failure
-7311,L54490,L,300,310.5,1606,33.5,135,0,No Failure
-7312,H36725,H,300,310.5,1558,36.7,137,0,No Failure
-7313,L54492,L,300,310.5,1412,52.4,142,0,No Failure
-7314,L54493,L,299.9,310.4,1408,38.4,144,0,No Failure
-7315,L54494,L,299.9,310.3,1268,53.3,146,0,No Failure
-7316,L54495,L,299.9,310.4,1470,50,148,0,No Failure
-7317,L54496,L,299.9,310.4,1497,47,150,0,No Failure
-7318,L54497,L,299.9,310.3,1638,29.1,152,0,No Failure
-7319,H36732,H,299.9,310.3,1535,43.9,154,0,No Failure
-7320,L54499,L,299.8,310.2,1654,32.7,159,0,No Failure
-7321,H36734,H,299.8,310.2,1411,49.7,161,0,No Failure
-7322,L54501,L,299.8,310.2,1911,23.5,166,0,No Failure
-7323,H36736,H,299.8,310.2,1573,33.3,168,0,No Failure
-7324,L54503,L,299.9,310.2,1479,46.3,173,0,No Failure
-7325,M22184,M,299.9,310.4,1820,26.6,175,0,No Failure
-7326,L54505,L,299.9,310.4,1419,45.7,178,0,No Failure
-7327,M22186,M,299.9,310.5,1335,52.9,180,0,No Failure
-7328,M22187,M,299.9,310.5,1576,39.4,183,0,No Failure
-7329,L54508,L,300,310.5,1517,42.2,186,0,No Failure
-7330,M22189,M,299.9,310.4,1576,34.3,188,0,No Failure
-7331,H36744,H,299.8,310.2,1537,36.6,191,0,No Failure
-7332,L54511,L,299.8,310.3,1524,34.2,196,0,No Failure
-7333,M22192,M,299.8,310.3,1805,23.7,198,0,No Failure
-7334,M22193,M,299.9,310.4,1367,53.3,201,0,No Failure
-7335,L54514,L,299.8,310.4,1694,30.3,204,0,No Failure
-7336,L54515,L,299.9,310.4,1328,49.9,206,0,No Failure
-7337,H36750,H,299.9,310.5,1549,42.8,208,0,No Failure
-7338,L54517,L,299.9,310.5,1539,32.8,213,0,No Failure
-7339,L54518,L,299.8,310.5,1496,38.8,215,0,No Failure
-7340,L54519,L,299.8,310.4,1579,36.4,0,0,No Failure
-7341,L54520,L,299.7,310.3,1386,46.6,2,0,No Failure
-7342,L54521,L,299.7,310.3,1505,37.7,4,0,No Failure
-7343,M22202,M,299.7,310.3,1661,34.5,6,0,No Failure
-7344,L54523,L,299.6,310.2,1468,48,9,0,No Failure
-7345,L54524,L,299.6,310.1,1384,49.8,11,0,No Failure
-7346,L54525,L,299.6,310.2,1381,60.5,13,0,No Failure
-7347,L54526,L,299.6,310.2,1469,47,15,0,No Failure
-7348,L54527,L,299.6,310.2,1627,36.6,17,0,No Failure
-7349,H36762,H,299.7,310.3,1462,40.4,19,0,No Failure
-7350,L54529,L,299.7,310.2,1633,36.5,24,0,No Failure
-7351,L54530,L,299.7,310.2,1469,39.5,26,0,No Failure
-7352,L54531,L,299.7,310.2,1458,43.4,28,0,No Failure
-7353,M22212,M,299.7,310.2,1440,42.8,30,0,No Failure
-7354,L54533,L,299.8,310.3,1687,30.4,33,0,No Failure
-7355,M22214,M,299.7,310.3,1429,47.7,35,0,No Failure
-7356,L54535,L,299.6,310.2,1588,34.1,38,0,No Failure
-7357,L54536,L,299.6,310.2,1333,51.2,40,0,No Failure
-7358,L54537,L,299.6,310.1,1487,42.9,42,0,No Failure
-7359,M22218,M,299.5,310.1,1659,31.5,44,0,No Failure
-7360,M22219,M,299.4,310,1512,43.2,47,0,No Failure
-7361,L54540,L,299.5,310.1,1585,35.2,50,0,No Failure
-7362,L54541,L,299.5,310,1502,38.5,52,0,No Failure
-7363,L54542,L,299.5,310,1594,35.1,54,0,No Failure
-7364,L54543,L,299.5,310,1412,48.9,56,0,No Failure
-7365,L54544,L,299.5,309.9,1402,51.7,58,0,No Failure
-7366,L54545,L,299.6,310.1,2057,20.4,60,0,No Failure
-7367,H36780,H,299.6,310.1,1531,36.8,62,0,No Failure
-7368,M22227,M,299.5,310.1,1359,61.1,67,0,No Failure
-7369,M22228,M,299.6,310.2,1620,30,70,0,No Failure
-7370,M22229,M,299.6,310.1,1646,29.6,73,0,No Failure
-7371,M22230,M,299.6,310.1,1455,46.1,76,0,No Failure
-7372,L54551,L,299.6,310.2,1512,44,79,0,No Failure
-7373,L54552,L,299.6,310.2,1473,42.7,81,0,No Failure
-7374,L54553,L,299.6,310.1,1553,38,83,0,No Failure
-7375,L54554,L,299.5,310,1379,50.4,85,0,No Failure
-7376,M22235,M,299.4,309.9,1567,40.6,87,0,No Failure
-7377,L54556,L,299.5,310,1481,43.1,90,0,No Failure
-7378,L54557,L,299.5,310,1349,52.7,92,0,No Failure
-7379,L54558,L,299.5,310,1388,52.4,94,0,No Failure
-7380,M22239,M,299.6,310.1,1357,48.7,96,0,No Failure
-7381,L54560,L,299.6,310.2,1743,24.8,99,0,No Failure
-7382,L54561,L,299.7,310.3,1495,43.1,101,0,No Failure
-7383,L54562,L,299.8,310.4,1698,28.3,103,0,No Failure
-7384,M22243,M,299.7,310.4,1410,44.5,105,0,No Failure
-7385,L54564,L,299.7,310.4,1614,36.2,108,0,No Failure
-7386,M22245,M,299.8,310.5,1375,53.9,110,0,No Failure
-7387,M22246,M,299.8,310.6,1574,31.8,113,0,No Failure
-7388,H36801,H,299.8,310.6,1423,44.6,116,0,No Failure
-7389,M22248,M,299.8,310.6,1694,31.3,121,0,No Failure
-7390,L54569,L,299.8,310.6,1707,32.5,124,0,No Failure
-7391,M22250,M,299.7,310.5,1490,41.2,126,0,No Failure
-7392,L54571,L,299.7,310.6,1675,31.3,129,0,No Failure
-7393,M22252,M,299.7,310.5,1492,39.3,131,0,No Failure
-7394,M22253,M,299.7,310.5,1594,35.4,134,0,No Failure
-7395,L54574,L,299.7,310.6,1479,38,137,0,No Failure
-7396,M22255,M,299.7,310.6,1572,38,139,0,No Failure
-7397,L54576,L,299.7,310.6,1616,35.1,142,0,No Failure
-7398,L54577,L,299.7,310.6,1737,26.1,144,0,No Failure
-7399,M22258,M,299.7,310.7,1498,37.8,146,0,No Failure
-7400,L54579,L,299.6,310.6,1642,35.1,149,0,No Failure
-7401,M22260,M,299.6,310.6,1633,34.2,151,0,No Failure
-7402,L54581,L,299.8,310.8,1409,51.9,154,0,No Failure
-7403,M22262,M,299.8,310.8,1463,43.5,156,0,No Failure
-7404,L54583,L,299.8,310.8,1376,48.6,159,0,No Failure
-7405,L54584,L,299.8,310.8,1553,32.2,161,0,No Failure
-7406,M22265,M,299.8,310.8,1530,35.2,163,0,No Failure
-7407,L54586,L,299.8,310.9,1545,40.7,166,0,No Failure
-7408,H36821,H,299.8,310.9,1427,47.2,168,0,No Failure
-7409,L54588,L,299.9,310.9,1292,51.1,173,0,No Failure
-7410,L54589,L,299.8,310.9,2084,17.6,175,0,No Failure
-7411,L54590,L,299.9,311,1747,27.6,177,0,No Failure
-7412,L54591,L,300,311.1,1425,47.8,179,0,No Failure
-7413,L54592,L,300,311,1637,33.6,181,0,No Failure
-7414,M22273,M,300.1,311.1,1616,35.2,183,0,No Failure
-7415,L54594,L,300.1,311.1,1619,33.4,186,0,No Failure
-7416,L54595,L,300.1,311.2,1489,39.1,188,0,No Failure
-7417,M22276,M,300.1,311.2,1452,42.4,190,0,No Failure
-7418,M22277,M,300.1,311.3,1495,41,193,0,No Failure
-7419,M22278,M,300.2,311.4,1427,39.7,196,0,No Failure
-7420,L54599,L,300.1,311.4,1572,36.2,199,0,No Failure
-7421,L54600,L,300.1,311.3,1547,40,201,0,No Failure
-7422,M22281,M,300.1,311.4,1342,48.5,203,0,No Failure
-7423,L54602,L,300,311.2,1351,44.1,206,0,No Failure
-7424,L54603,L,300,311.3,1407,47.3,208,0,No Failure
-7425,M22284,M,300.1,311.4,1575,29.8,210,0,No Failure
-7426,M22285,M,300,311.4,1791,24.1,213,0,No Failure
-7427,M22286,M,300,311.4,1692,29,216,1,Tool Wear Failure
-7428,L54607,L,300,311.4,1634,31.9,0,0,No Failure
-7429,M22288,M,300,311.4,1864,23.3,2,0,No Failure
-7430,L54609,L,300,311.4,1590,33.6,5,0,No Failure
-7431,M22290,M,300,311.4,1384,46.1,7,0,No Failure
-7432,M22291,M,300,311.4,1352,61.8,10,0,No Failure
-7433,L54612,L,300.1,311.4,1484,43.1,13,0,No Failure
-7434,M22293,M,300.1,311.4,1913,21.9,15,0,No Failure
-7435,L54614,L,300,311.4,1508,38.2,18,0,No Failure
-7436,L54615,L,299.9,311.3,1504,40.7,20,0,No Failure
-7437,L54616,L,300,311.4,1487,41.2,22,0,No Failure
-7438,L54617,L,299.8,311.3,1727,30,24,0,No Failure
-7439,L54618,L,299.9,311.3,1647,27.5,26,0,No Failure
-7440,L54619,L,300,311.3,1493,41.4,28,0,No Failure
-7441,L54620,L,300,311.4,1655,29.6,30,0,No Failure
-7442,M22301,M,299.9,311.4,1337,54.8,32,0,No Failure
-7443,L54622,L,300,311.5,1601,36.9,35,0,No Failure
-7444,H36857,H,300.1,311.6,1589,37.9,37,0,No Failure
-7445,L54624,L,300.2,311.7,1286,55.1,42,0,No Failure
-7446,L54625,L,300.2,311.7,1553,41.3,44,0,No Failure
-7447,L54626,L,300.2,311.8,1379,51,46,0,No Failure
-7448,M22307,M,300.3,311.9,1677,30.8,48,0,No Failure
-7449,L54628,L,300.3,311.8,1488,38.4,51,0,No Failure
-7450,L54629,L,300.3,311.8,1418,45.9,53,0,No Failure
-7451,L54630,L,300.3,311.8,1451,41,55,0,No Failure
-7452,L54631,L,300.3,311.8,1508,43.1,57,0,No Failure
-7453,L54632,L,300.3,311.7,1579,33.6,59,0,No Failure
-7454,H36867,H,300.3,311.7,1432,47.7,61,0,No Failure
-7455,L54634,L,300.2,311.6,1446,47.3,66,0,No Failure
-7456,M22315,M,300.2,311.7,1597,39.5,68,0,No Failure
-7457,M22316,M,300.2,311.7,1397,50.2,71,0,No Failure
-7458,L54637,L,300.1,311.6,1530,36.6,74,0,No Failure
-7459,M22318,M,300.1,311.6,1433,51.4,76,0,No Failure
-7460,L54639,L,300,311.5,1591,32,79,0,No Failure
-7461,L54640,L,300,311.5,1445,41.6,81,0,No Failure
-7462,L54641,L,300,311.5,1749,28.3,83,0,No Failure
-7463,L54642,L,300,311.3,1703,30.4,85,0,No Failure
-7464,H36877,H,300.1,311.4,1518,46.9,87,0,No Failure
-7465,L54644,L,300.1,311.3,1535,42.3,92,0,No Failure
-7466,M22325,M,300.1,311.4,1390,52.1,94,0,No Failure
-7467,H36880,H,300.3,311.6,1801,23.6,97,0,No Failure
-7468,H36881,H,300.3,311.6,1463,41.6,102,0,No Failure
-7469,L54648,L,300.3,311.6,1560,37.7,107,0,No Failure
-7470,L54649,L,300.3,311.6,1607,33.5,109,0,No Failure
-7471,L54650,L,300.4,311.6,1332,54.6,111,0,No Failure
-7472,L54651,L,300.3,311.7,1365,53.3,113,0,No Failure
-7473,M22332,M,300.3,311.6,1617,32.5,115,0,No Failure
-7474,M22333,M,300.3,311.6,1304,62.8,118,0,No Failure
-7475,L54654,L,300.3,311.7,1989,22.3,121,0,No Failure
-7476,H36889,H,300.3,311.6,1339,53.4,123,0,No Failure
-7477,L54656,L,300.2,311.5,1492,41.8,128,0,No Failure
-7478,M22337,M,300.1,311.3,1518,40.2,130,0,No Failure
-7479,L54658,L,300.1,311.3,1479,39.5,133,0,No Failure
-7480,M22339,M,300.1,311.3,1523,34.1,135,0,No Failure
-7481,M22340,M,300.2,311.4,1570,35.3,138,0,No Failure
-7482,H36895,H,300.2,311.4,1506,36.1,141,0,No Failure
-7483,M22342,M,300.2,311.6,1510,47.5,146,0,No Failure
-7484,L54663,L,300.2,311.6,1671,28.8,149,0,No Failure
-7485,M22344,M,300.3,311.6,1312,53.4,151,0,No Failure
-7486,L54665,L,300.3,311.6,1595,38.8,154,0,No Failure
-7487,L54666,L,300.3,311.7,1635,31.8,156,0,No Failure
-7488,L54667,L,300.3,311.7,1707,33.6,158,0,No Failure
-7489,L54668,L,300.3,311.7,1545,43.5,160,0,Random Failures
-7490,M22349,M,300.2,311.6,1751,28,162,0,No Failure
-7491,M22350,M,300.4,311.8,1707,30,165,0,No Failure
-7492,L54671,L,300.4,311.8,1320,57.9,168,0,No Failure
-7493,M22352,M,300.3,311.7,1319,51.4,170,0,No Failure
-7494,L54673,L,300.2,311.7,1448,54.2,173,0,No Failure
-7495,L54674,L,300.2,311.8,1436,48.2,175,0,No Failure
-7496,L54675,L,300.3,311.9,1609,34,177,0,No Failure
-7497,L54676,L,300.2,311.8,1464,44.5,179,0,No Failure
-7498,M22357,M,300.3,311.8,1483,45.1,181,0,No Failure
-7499,M22358,M,300.2,311.8,1748,28.5,184,0,No Failure
-7500,L54679,L,300.3,311.8,1746,26.3,187,0,No Failure
-7501,L54680,L,300.2,311.8,1410,51.4,189,0,No Failure
-7502,L54681,L,300.2,311.7,1640,30.8,191,0,No Failure
-7503,H36916,H,300.3,311.7,1655,29.9,193,0,No Failure
-7504,M22363,M,300.3,311.7,1646,28.9,198,0,No Failure
-7505,L54684,L,300.4,311.8,1589,42,201,0,No Failure
-7506,L54685,L,300.5,311.9,1546,39.4,203,0,No Failure
-7507,L54686,L,300.5,311.9,1511,41.8,205,0,No Failure
-7508,L54687,L,300.5,311.9,1750,28.3,207,0,No Failure
-7509,M22368,M,300.5,311.9,1730,27.5,209,0,No Failure
-7510,L54689,L,300.6,311.9,1372,60.1,212,1,Overstrain Failure
-7511,L54690,L,300.5,311.8,1524,38.9,214,1,Tool Wear Failure
-7512,L54691,L,300.4,311.8,1601,36.1,0,0,No Failure
-7513,M22372,M,300.5,311.8,1636,34.4,2,0,No Failure
-7514,L54693,L,300.4,311.8,2261,14.9,5,0,No Failure
-7515,L54694,L,300.4,311.8,1636,32.3,7,0,No Failure
-7516,M22375,M,300.4,311.9,1335,58.3,9,0,No Failure
-7517,M22376,M,300.3,311.7,1236,57.5,12,0,No Failure
-7518,L54697,L,300.3,311.7,1445,47.3,15,0,No Failure
-7519,L54698,L,300.2,311.5,1500,40.8,17,0,No Failure
-7520,L54699,L,300.2,311.6,1999,21,19,0,No Failure
-7521,L54700,L,300.2,311.6,1529,35.5,21,0,No Failure
-7522,M22381,M,300.2,311.6,1467,40.7,23,0,No Failure
-7523,L54702,L,300.1,311.5,1334,54,26,0,No Failure
-7524,M22383,M,300.1,311.5,1343,46.2,28,0,No Failure
-7525,L54704,L,300.2,311.5,1639,31.1,31,0,No Failure
-7526,H36939,H,300.1,311.5,1383,49.1,33,0,No Failure
-7527,L54706,L,300.1,311.4,1660,31.4,38,0,No Failure
-7528,L54707,L,300.1,311.3,1470,45.2,40,0,No Failure
-7529,M22388,M,300.1,311.3,1748,26.6,42,0,No Failure
-7530,L54709,L,300.1,311.4,1467,35.7,45,0,No Failure
-7531,M22390,M,300.1,311.4,1617,39.3,47,0,No Failure
-7532,H36945,H,300.1,311.4,1377,56.7,50,0,No Failure
-7533,M22392,M,300,311.3,1629,32.1,55,0,No Failure
-7534,L54713,L,300,311.2,1504,37.9,58,0,No Failure
-7535,L54714,L,300,311.2,1418,47.3,60,0,No Failure
-7536,L54715,L,300,311.2,1629,31.7,62,0,No Failure
-7537,L54716,L,300.1,311.3,2579,12.5,64,1,Power Failure
-7538,L54717,L,300.1,311.3,1305,64.7,66,0,No Failure
-7539,M22398,M,300.2,311.4,1450,38.5,68,0,No Failure
-7540,L54719,L,300.2,311.3,1487,36.9,71,0,No Failure
-7541,M22400,M,300.2,311.3,1587,31.2,73,0,No Failure
-7542,M22401,M,300.3,311.5,1528,40.9,76,0,No Failure
-7543,M22402,M,300.4,311.6,1401,49.9,79,0,No Failure
-7544,L54723,L,300.3,311.5,1446,45,82,0,No Failure
-7545,L54724,L,300.2,311.4,1425,44.2,84,0,No Failure
-7546,L54725,L,300.2,311.4,1891,22.6,86,0,No Failure
-7547,H36960,H,300.2,311.5,1454,42.8,88,0,No Failure
-7548,L54727,L,300.1,311.4,1430,40.9,93,0,No Failure
-7549,L54728,L,300.2,311.4,1495,43.6,95,0,No Failure
-7550,L54729,L,300.3,311.4,1544,41.6,97,0,No Failure
-7551,M22410,M,300.3,311.4,1554,34.3,99,0,No Failure
-7552,M22411,M,300.2,311.3,1491,37.3,102,0,No Failure
-7553,L54732,L,300.3,311.3,1525,40.7,105,0,No Failure
-7554,L54733,L,300.3,311.3,1505,39.6,107,0,No Failure
-7555,M22414,M,300.3,311.4,1371,50.2,109,0,No Failure
-7556,L54735,L,300.3,311.3,1332,60.5,112,0,No Failure
-7557,L54736,L,300.3,311.4,1471,37,114,0,No Failure
-7558,M22417,M,300.4,311.5,1750,27.3,116,0,No Failure
-7559,M22418,M,300.3,311.4,1386,48.1,119,0,No Failure
-7560,M22419,M,300.4,311.4,1355,56.2,122,0,No Failure
-7561,M22420,M,300.3,311.3,1377,53.8,125,0,No Failure
-7562,L54741,L,300.3,311.1,1388,49.4,128,0,No Failure
-7563,M22422,M,300.3,311.1,1350,58.7,130,0,No Failure
-7564,M22423,M,300.4,311.2,1831,23.4,133,0,No Failure
-7565,M22424,M,300.3,311.2,1381,65.2,136,1,Power Failure
-7566,M22425,M,300.3,311.2,1783,25.6,139,0,No Failure
-7567,L54746,L,300.3,311,1613,34.7,142,0,No Failure
-7568,M22427,M,300.2,311,2370,14.7,144,0,No Failure
-7569,L54748,L,300.2,311,1627,33.7,147,0,No Failure
-7570,L54749,L,300.2,311,1255,71.8,149,1,Power Failure
-7571,H36984,H,300.2,311,1777,27.5,151,0,No Failure
-7572,L54751,L,300.3,311.1,1606,30.9,156,0,No Failure
-7573,L54752,L,300.3,311.1,1676,28.6,158,0,No Failure
-7574,L54753,L,300.3,311.1,1605,37.1,160,0,No Failure
-7575,L54754,L,300.4,311.1,1487,37.4,162,0,No Failure
-7576,L54755,L,300.4,311.2,1471,46.5,164,0,No Failure
-7577,M22436,M,300.3,311.1,1477,44.2,166,0,No Failure
-7578,L54757,L,300.4,311.2,1530,32,169,0,No Failure
-7579,L54758,L,300.4,311.2,1673,28.9,171,0,No Failure
-7580,L54759,L,300.4,311.2,1436,56.8,173,0,No Failure
-7581,L54760,L,300.4,311.3,1495,51.2,175,0,No Failure
-7582,M22441,M,300.4,311.2,1366,56.1,177,0,No Failure
-7583,H36996,H,300.4,311.2,1489,45.3,180,0,No Failure
-7584,L54763,L,300.3,311.1,1480,46.6,185,0,No Failure
-7585,L54764,L,300.4,311.2,1472,37.3,187,0,No Failure
-7586,L54765,L,300.4,311.1,1397,50.8,189,0,No Failure
-7587,L54766,L,300.4,311.1,1589,35.5,191,0,No Failure
-7588,L54767,L,300.4,311.1,1405,54.1,193,0,No Failure
-7589,L54768,L,300.4,311.1,2013,20.1,195,0,No Failure
-7590,L54769,L,300.4,311,1802,26,197,0,No Failure
-7591,M22450,M,300.4,311,1433,46.1,199,0,No Failure
-7592,M22451,M,300.5,311.1,1296,61.3,202,1,Overstrain Failure
-7593,M22452,M,300.5,311.2,1551,36.6,205,0,No Failure
-7594,L54773,L,300.5,311.2,1270,67.5,208,1,Overstrain Failure
-7595,L54774,L,300.6,311.3,1531,38.5,0,0,No Failure
-7596,H37009,H,300.5,311.2,1397,45.2,2,0,No Failure
-7597,L54776,L,300.5,311.1,1547,37.2,7,0,No Failure
-7598,L54777,L,300.5,311,2074,18.9,9,0,No Failure
-7599,L54778,L,300.5,311.1,1491,42.6,11,0,No Failure
-7600,L54779,L,300.5,311,1759,28.3,13,0,No Failure
-7601,M22460,M,300.4,311,1595,35.4,15,0,No Failure
-7602,L54781,L,300.4,311.2,1351,62,18,0,No Failure
-7603,L54782,L,300.4,311.2,1705,28.7,20,0,No Failure
-7604,L54783,L,300.4,311.2,1406,43.6,22,0,No Failure
-7605,L54784,L,300.4,311.3,1639,34.6,24,0,No Failure
-7606,H37019,H,300.4,311.3,2026,20.3,26,0,No Failure
-7607,M22466,M,300.4,311.3,1350,56.5,31,0,No Failure
-7608,M22467,M,300.5,311.3,1468,41.1,34,0,No Failure
-7609,L54788,L,300.5,311.4,1642,27.1,37,0,No Failure
-7610,L54789,L,300.5,311.3,1490,41.8,39,0,No Failure
-7611,M22470,M,300.5,311.3,1507,43.4,41,0,No Failure
-7612,L54791,L,300.5,311.4,1611,32.7,44,0,No Failure
-7613,M22472,M,300.5,311.4,1743,27.6,46,0,No Failure
-7614,L54793,L,300.5,311.3,1475,46.3,49,0,No Failure
-7615,L54794,L,300.5,311.4,1432,47.5,51,0,No Failure
-7616,L54795,L,300.5,311.4,1442,47,53,0,No Failure
-7617,M22476,M,300.6,311.4,1468,40.4,55,0,No Failure
-7618,L54797,L,300.5,311.4,1556,45.3,58,0,No Failure
-7619,M22478,M,300.5,311.4,1312,51.4,60,0,No Failure
-7620,L54799,L,300.6,311.5,1459,47,63,0,No Failure
-7621,L54800,L,300.5,311.5,1651,36.9,65,0,No Failure
-7622,L54801,L,300.5,311.5,1490,38.4,67,0,No Failure
-7623,M22482,M,300.6,311.6,1473,31.5,69,0,No Failure
-7624,L54803,L,300.6,311.7,1734,29.9,72,0,No Failure
-7625,L54804,L,300.6,311.7,1507,45.5,74,0,No Failure
-7626,L54805,L,300.6,311.7,1556,34.9,76,0,No Failure
-7627,H37040,H,300.5,311.6,1351,53.5,78,0,No Failure
-7628,L54807,L,300.5,311.7,1445,44.8,83,0,No Failure
-7629,L54808,L,300.5,311.7,1619,32.7,85,0,No Failure
-7630,M22489,M,300.5,311.7,1269,64,87,0,No Failure
-7631,L54810,L,300.5,311.6,1534,37.7,90,0,No Failure
-7632,L54811,L,300.5,311.6,1444,49.3,92,0,No Failure
-7633,L54812,L,300.5,311.6,1744,26.8,94,0,No Failure
-7634,L54813,L,300.4,311.5,1441,44.6,96,0,No Failure
-7635,M22494,M,300.3,311.3,1506,40.7,98,0,No Failure
-7636,L54815,L,300.3,311.4,1526,38.5,101,0,No Failure
-7637,L54816,L,300.4,311.5,1704,29.7,103,0,No Failure
-7638,H37051,H,300.4,311.4,1445,52.4,105,0,No Failure
-7639,L54818,L,300.5,311.5,1661,35.9,110,0,No Failure
-7640,L54819,L,300.5,311.4,1466,41.8,112,0,No Failure
-7641,L54820,L,300.4,311.3,1608,35.1,114,0,No Failure
-7642,M22501,M,300.4,311.4,1352,57.3,116,0,No Failure
-7643,M22502,M,300.4,311.4,1604,31.7,119,0,No Failure
-7644,H37057,H,300.4,311.4,1427,50.7,122,0,No Failure
-7645,L54824,L,300.4,311.4,1424,44.6,127,0,No Failure
-7646,L54825,L,300.4,311.4,1662,29.3,129,0,No Failure
-7647,L54826,L,300.4,311.4,1936,23.9,131,0,No Failure
-7648,L54827,L,300.4,311.4,1728,31.7,133,0,No Failure
-7649,L54828,L,300.4,311.4,1552,28.8,135,0,No Failure
-7650,H37063,H,300.4,311.5,1662,29,137,0,No Failure
-7651,L54830,L,300.3,311.4,1343,57.7,142,0,No Failure
-7652,M22511,M,300.4,311.5,1476,32.6,144,0,No Failure
-7653,L54832,L,300.3,311.4,1346,51.1,147,0,No Failure
-7654,L54833,L,300.4,311.5,1492,44.6,149,0,No Failure
-7655,M22514,M,300.3,311.5,1540,41.5,151,0,No Failure
-7656,L54835,L,300.4,311.5,1596,32.5,154,0,No Failure
-7657,L54836,L,300.5,311.6,1541,47.8,156,0,No Failure
-7658,L54837,L,300.5,311.6,1661,30,158,0,No Failure
-7659,M22518,M,300.4,311.6,1359,55.4,160,0,No Failure
-7660,L54839,L,300.5,311.6,1528,42.4,163,0,No Failure
-7661,M22520,M,300.5,311.6,1246,52.9,165,0,No Failure
-7662,L54841,L,300.5,311.6,1575,32.5,168,0,No Failure
-7663,M22522,M,300.5,311.6,1658,30.4,170,0,No Failure
-7664,L54843,L,300.5,311.6,1385,54.8,173,0,No Failure
-7665,H37078,H,300.5,311.7,1454,50.3,175,0,No Failure
-7666,L54845,L,300.5,311.6,1497,40.5,180,0,No Failure
-7667,M22526,M,300.6,311.7,1424,50.8,182,0,No Failure
-7668,L54847,L,300.6,311.7,1528,43.9,185,0,No Failure
-7669,L54848,L,300.6,311.8,1539,37,187,0,No Failure
-7670,L54849,L,300.7,311.8,1336,58.4,189,1,Overstrain Failure
-7671,L54850,L,300.5,311.6,1525,37.6,191,0,No Failure
-7672,M22531,M,300.5,311.6,1456,51.1,193,0,No Failure
-7673,M22532,M,300.5,311.7,2141,17.2,196,0,No Failure
-7674,M22533,M,300.5,311.6,1476,39.1,199,0,No Failure
-7675,L54854,L,300.5,311.6,1509,47.2,202,0,No Failure
-7676,L54855,L,300.5,311.6,1447,45.4,204,0,No Failure
-7677,L54856,L,300.6,311.7,1448,49.1,206,0,No Failure
-7678,L54857,L,300.6,311.7,1428,52.6,208,0,No Failure
-7679,M22538,M,300.6,311.7,1389,52.1,210,0,No Failure
-7680,L54859,L,300.7,311.7,1635,32.4,213,0,No Failure
-7681,L54860,L,300.7,311.7,1395,43.7,215,0,No Failure
-7682,L54861,L,300.7,311.8,1443,43.7,217,0,No Failure
-7683,M22542,M,300.7,311.7,1412,49.1,219,0,No Failure
-7684,L54863,L,300.7,311.7,1524,43.5,222,0,No Failure
-7685,M22544,M,300.7,311.8,1407,42.4,224,0,No Failure
-7686,L54865,L,300.8,311.7,1397,43.5,227,0,No Failure
-7687,M22546,M,300.7,311.7,1504,36.9,229,0,No Failure
-7688,M22547,M,300.7,311.7,2097,18.9,232,1,Tool Wear Failure
-7689,L54868,L,300.6,311.7,1553,39.8,0,0,No Failure
-7690,L54869,L,300.6,311.7,1432,39.2,2,0,No Failure
-7691,M22550,M,300.5,311.6,1577,36.5,4,0,No Failure
-7692,M22551,M,300.5,311.5,1370,56.1,7,0,No Failure
-7693,H37106,H,300.5,311.6,1506,36.2,10,0,No Failure
-7694,L54873,L,300.6,311.6,1964,21.4,15,0,No Failure
-7695,H37108,H,300.6,311.7,1500,36.7,17,0,No Failure
-7696,L54875,L,300.6,311.7,1488,47.7,22,0,No Failure
-7697,H37110,H,300.6,311.5,1282,60.2,24,0,No Failure
-7698,L54877,L,300.5,311.4,1400,45.1,29,0,No Failure
-7699,L54878,L,300.6,311.5,1419,38.6,31,0,No Failure
-7700,M22559,M,300.7,311.5,1441,40.6,33,0,No Failure
-7701,M22560,M,300.7,311.6,1348,62.5,36,0,No Failure
-7702,H37115,H,300.8,311.7,1468,38.7,39,0,No Failure
-7703,M22562,M,300.7,311.7,1701,30.8,44,0,No Failure
-7704,H37117,H,300.7,311.7,1864,23.6,47,0,No Failure
-7705,M22564,M,300.6,311.6,1630,31.8,52,0,No Failure
-7706,L54885,L,300.5,311.5,1316,49.7,55,0,No Failure
-7707,L54886,L,300.5,311.5,1708,31.2,57,0,No Failure
-7708,H37121,H,300.5,311.4,1679,27.5,59,0,No Failure
-7709,L54888,L,300.5,311.4,1709,32.3,64,0,No Failure
-7710,L54889,L,300.5,311.4,1445,41.5,66,0,No Failure
-7711,M22570,M,300.5,311.4,1390,51.9,68,0,No Failure
-7712,L54891,L,300.4,311.4,1309,55.5,71,0,No Failure
-7713,L54892,L,300.5,311.5,1499,37.6,73,0,No Failure
-7714,M22573,M,300.5,311.4,2072,18.8,75,0,No Failure
-7715,L54894,L,300.5,311.5,1487,43,78,0,No Failure
-7716,L54895,L,300.5,311.5,1302,49.6,80,0,No Failure
-7717,M22576,M,300.5,311.5,1378,48.2,82,0,No Failure
-7718,L54897,L,300.5,311.6,1365,53,85,0,No Failure
-7719,H37132,H,300.6,311.7,1427,44.6,87,0,No Failure
-7720,H37133,H,300.6,311.7,1535,33.3,92,0,No Failure
-7721,H37134,H,300.5,311.6,1476,41.7,97,0,No Failure
-7722,L54901,L,300.5,311.6,1425,42.4,102,0,No Failure
-7723,L54902,L,300.5,311.7,1409,54.7,104,0,No Failure
-7724,L54903,L,300.5,311.6,1730,30.2,106,0,No Failure
-7725,M22584,M,300.5,311.6,1454,41.4,108,0,No Failure
-7726,L54905,L,300.6,311.7,1744,26.9,111,0,No Failure
-7727,M22586,M,300.8,311.9,1761,29,113,0,No Failure
-7728,M22587,M,300.7,311.9,1657,30.9,116,0,No Failure
-7729,L54908,L,300.7,311.8,1420,47,119,0,No Failure
-7730,H37143,H,300.7,311.9,1329,59.2,121,0,No Failure
-7731,L54910,L,300.6,311.9,1472,44.2,126,0,No Failure
-7732,L54911,L,300.6,312,1566,30.1,128,0,No Failure
-7733,L54912,L,300.6,312,1430,42.7,130,0,No Failure
-7734,L54913,L,300.6,312,1481,40.9,132,0,No Failure
-7735,L54914,L,300.6,312,1670,29.4,134,0,No Failure
-7736,L54915,L,300.6,312,1406,55.1,136,0,No Failure
-7737,H37150,H,300.6,312.1,1354,46.9,138,0,No Failure
-7738,M22597,M,300.5,312,1985,19.3,143,0,No Failure
-7739,M22598,M,300.5,312,1263,60.8,146,0,No Failure
-7740,L54919,L,300.5,311.9,1576,31.1,149,0,No Failure
-7741,L54920,L,300.5,312,1453,45.1,151,0,No Failure
-7742,L54921,L,300.5,312,1478,39,153,0,No Failure
-7743,M22602,M,300.5,311.9,1323,57.9,155,0,No Failure
-7744,L54923,L,300.5,311.9,1710,28.4,158,0,No Failure
-7745,L54924,L,300.4,311.7,1314,59.5,160,0,No Failure
-7746,L54925,L,300.4,311.7,1460,39.6,162,0,No Failure
-7747,M22606,M,300.4,311.7,1508,45.4,164,0,No Failure
-7748,M22607,M,300.5,311.8,1331,55.3,167,0,No Failure
-7749,L54928,L,300.4,311.7,1515,47.4,170,0,No Failure
-7750,L54929,L,300.4,311.6,1674,33,172,0,No Failure
-7751,L54930,L,300.4,311.7,1444,51.2,174,0,No Failure
-7752,M22611,M,300.4,311.7,1398,42.6,176,0,No Failure
-7753,M22612,M,300.4,311.7,1832,24.2,179,0,No Failure
-7754,M22613,M,300.5,311.8,1591,42,182,0,No Failure
-7755,M22614,M,300.4,311.7,1478,39.9,185,0,No Failure
-7756,M22615,M,300.4,311.8,1362,47.6,188,0,No Failure
-7757,L54936,L,300.5,311.8,1368,57.9,191,1,Overstrain Failure
-7758,M22617,M,300.3,311.7,1723,28.3,193,0,No Failure
-7759,L54938,L,300.4,311.8,1689,30.8,196,0,No Failure
-7760,L54939,L,300.4,311.8,1272,59.2,198,1,Overstrain Failure
-7761,M22620,M,300.4,311.7,1511,33,200,0,No Failure
-7762,H37175,H,300.4,311.6,1715,30.8,203,0,No Failure
-7763,M22622,M,300.3,311.5,1400,43.8,0,0,No Failure
-7764,L54943,L,300.4,311.6,1200,76.6,3,1,Power Failure
-7765,M22624,M,300.4,311.7,1555,38.7,5,0,No Failure
-7766,H37179,H,300.3,311.6,1427,56.2,8,0,No Failure
-7767,L54946,L,300.3,311.4,1318,52.7,13,0,No Failure
-7768,H37181,H,300.2,311.4,1319,54.6,15,0,No Failure
-7769,M22628,M,300.2,311.4,1960,20.9,20,0,No Failure
-7770,L54949,L,300.3,311.5,1552,38.9,23,0,No Failure
-7771,L54950,L,300.3,311.5,1548,32.2,25,0,No Failure
-7772,L54951,L,300.3,311.6,1709,29.5,27,0,No Failure
-7773,H37186,H,300.3,311.5,1464,41,29,0,No Failure
-7774,L54953,L,300.3,311.4,1759,24.8,34,0,No Failure
-7775,L54954,L,300.3,311.5,1634,31.9,36,0,No Failure
-7776,L54955,L,300.3,311.5,1663,33.6,38,0,No Failure
-7777,M22636,M,300.3,311.5,1445,47.3,40,0,No Failure
-7778,L54957,L,300.3,311.5,1695,25.6,43,0,No Failure
-7779,L54958,L,300.4,311.6,1517,39,45,0,No Failure
-7780,L54959,L,300.5,311.7,1811,26.8,47,0,No Failure
-7781,L54960,L,300.4,311.6,1815,23.5,49,0,No Failure
-7782,L54961,L,300.4,311.7,1513,40,51,0,No Failure
-7783,M22642,M,300.4,311.6,1518,36.4,53,0,No Failure
-7784,L54963,L,300.3,311.5,1667,28.8,56,0,No Failure
-7785,L54964,L,300.3,311.5,1403,60.1,58,0,No Failure
-7786,L54965,L,300.2,311.5,1383,42.1,60,0,No Failure
-7787,L54966,L,300.3,311.5,1466,46.2,62,0,No Failure
-7788,L54967,L,300.3,311.5,1378,47.5,64,0,No Failure
-7789,M22648,M,300.2,311.5,1547,40.9,66,0,No Failure
-7790,L54969,L,300.2,311.5,1495,38.5,69,0,No Failure
-7791,L54970,L,300.1,311.4,1729,29.3,71,0,No Failure
-7792,L54971,L,300.1,311.4,1418,47.7,73,0,No Failure
-7793,H37206,H,300.1,311.4,1485,40.4,75,0,No Failure
-7794,L54973,L,300.1,311.5,1434,40.8,80,0,No Failure
-7795,M22654,M,300.2,311.6,1415,55.8,82,0,No Failure
-7796,H37209,H,300.1,311.6,1674,29.6,85,0,No Failure
-7797,L54976,L,300.1,311.5,1454,52.4,90,0,No Failure
-7798,L54977,L,300,311.4,1476,39,92,0,No Failure
-7799,L54978,L,300,311.5,1812,28.3,94,0,No Failure
-7800,L54979,L,300,311.4,1374,41.9,96,0,No Failure
-7801,M22660,M,300.1,311.4,1524,40.6,98,0,No Failure
-7802,L54981,L,300,311.4,1383,49.6,101,0,No Failure
-7803,L54982,L,299.9,311.3,1429,58.2,103,0,No Failure
-7804,M22663,M,299.8,311.3,1517,41.2,105,0,No Failure
-7805,M22664,M,299.9,311.4,1480,44.9,108,0,No Failure
-7806,L54985,L,299.9,311.4,1706,28.8,111,0,No Failure
-7807,L54986,L,300,311.5,1349,48.6,113,0,No Failure
-7808,M22667,M,300,311.5,1451,49,115,0,No Failure
-7809,L54988,L,299.9,311.4,1627,36.7,118,0,No Failure
-7810,M22669,M,300,311.4,1537,35.4,120,0,No Failure
-7811,L54990,L,300.1,311.5,2218,17,123,0,No Failure
-7812,M22671,M,300,311.4,1466,39,125,0,No Failure
-7813,L54992,L,300,311.5,1666,32,128,0,No Failure
-7814,L54993,L,300,311.5,1455,41.7,130,0,No Failure
-7815,L54994,L,300,311.4,1927,24.6,132,0,No Failure
-7816,M22675,M,299.9,311.3,1703,28.4,134,0,No Failure
-7817,L54996,L,299.8,311.2,1533,35.9,137,0,No Failure
-7818,H37231,H,299.8,311.3,1785,25.4,139,0,No Failure
-7819,L54998,L,299.8,311.2,2142,16.6,144,0,No Failure
-7820,L54999,L,299.8,311.2,1369,46.2,146,0,No Failure
-7821,M22680,M,299.8,311.2,1706,29.2,148,0,No Failure
-7822,L55001,L,299.9,311.3,1802,24.4,151,0,No Failure
-7823,H37236,H,299.9,311.3,1413,41.8,153,0,No Failure
-7824,L55003,L,300,311.3,1484,53.2,158,0,No Failure
-7825,L55004,L,299.9,311.3,1535,38.1,160,0,No Failure
-7826,M22685,M,299.9,311.2,1579,35.5,162,0,No Failure
-7827,L55006,L,299.8,311.1,1300,64.2,165,0,No Failure
-7828,M22687,M,299.8,311.1,1452,44.3,167,0,No Failure
-7829,M22688,M,299.8,311.1,1562,35.7,170,0,No Failure
-7830,L55009,L,299.8,311.2,1664,28.3,173,0,No Failure
-7831,H37244,H,299.9,311.2,1495,35.8,175,0,No Failure
-7832,M22691,M,300,311.4,1533,42.6,180,0,No Failure
-7833,L55012,L,300,311.4,1484,37,183,0,No Failure
-7834,L55013,L,300,311.4,1604,38.7,185,0,No Failure
-7835,L55014,L,300,311.4,1483,45.6,187,0,No Failure
-7836,L55015,L,300.1,311.5,1549,34.7,189,0,No Failure
-7837,L55016,L,300.1,311.4,1604,35,191,0,No Failure
-7838,L55017,L,300.2,311.5,1685,31,193,0,No Failure
-7839,L55018,L,300.2,311.6,1372,49.2,195,0,No Failure
-7840,L55019,L,300.3,311.6,1374,47.4,197,0,No Failure
-7841,L55020,L,300.2,311.6,1606,31,199,0,No Failure
-7842,L55021,L,300.1,311.5,1471,47.2,201,0,No Failure
-7843,L55022,L,300.1,311.5,1659,31.1,203,0,No Failure
-7844,M22703,M,300.1,311.7,1400,48.5,205,0,No Failure
-7845,L55024,L,300.1,311.7,1503,42.6,208,0,No Failure
-7846,L55025,L,300.2,311.8,1798,23.2,210,0,No Failure
-7847,M22706,M,300.2,311.6,1608,35,212,0,No Failure
-7848,L55027,L,300.2,311.6,1322,50.9,215,0,No Failure
-7849,H37262,H,300.2,311.6,1547,37.7,217,0,No Failure
-7850,M22709,M,300.3,311.7,1374,47.9,222,1,Tool Wear Failure
-7851,M22710,M,300.3,311.7,1447,36.8,0,0,No Failure
-7852,L55031,L,300.4,311.7,1373,47.2,3,0,No Failure
-7853,L55032,L,300.3,311.7,1515,37.5,5,0,No Failure
-7854,L55033,L,300.3,311.7,1317,56.5,7,0,No Failure
-7855,L55034,L,300.3,311.8,1551,37.2,9,0,No Failure
-7856,M22715,M,300.3,311.8,1592,32.1,11,0,No Failure
-7857,L55036,L,300.4,311.8,1433,42.2,14,0,No Failure
-7858,L55037,L,300.5,311.9,1432,43.1,16,0,No Failure
-7859,L55038,L,300.5,311.9,1350,51.7,18,0,No Failure
-7860,M22719,M,300.5,311.9,1370,44.8,20,0,No Failure
-7861,L55040,L,300.5,312,1415,44.6,23,0,No Failure
-7862,L55041,L,300.5,312,1498,42.9,25,0,No Failure
-7863,M22722,M,300.5,312,1382,54.1,27,0,No Failure
-7864,M22723,M,300.5,311.9,1511,44.5,30,0,No Failure
-7865,L55044,L,300.5,311.9,1330,59.5,33,0,No Failure
-7866,L55045,L,300.5,311.9,1383,50.5,35,0,No Failure
-7867,L55046,L,300.5,311.9,1431,49.4,37,0,No Failure
-7868,L55047,L,300.5,312,1461,38.1,39,0,No Failure
-7869,H37282,H,300.4,311.9,1438,46.7,41,0,Random Failures
-7870,M22729,M,300.5,312,1779,27.7,46,0,No Failure
-7871,M22730,M,300.6,312.1,1293,52.3,49,0,No Failure
-7872,L55051,L,300.6,312.2,1308,54.7,52,0,No Failure
-7873,L55052,L,300.6,312.3,1532,37.2,54,0,No Failure
-7874,L55053,L,300.7,312.4,1470,38.6,56,0,No Failure
-7875,L55054,L,300.7,312.3,1548,37.9,58,0,No Failure
-7876,L55055,L,300.7,312.3,1898,24,60,0,No Failure
-7877,H37290,H,300.7,312.2,1335,49,62,0,No Failure
-7878,L55057,L,300.7,312.3,1420,53.8,67,0,No Failure
-7879,L55058,L,300.7,312.3,1418,49,69,0,No Failure
-7880,M22739,M,300.8,312.3,1535,40.3,71,0,No Failure
-7881,H37294,H,300.7,312.4,1457,47.2,74,0,No Failure
-7882,L55061,L,300.8,312.4,1493,39.1,79,0,No Failure
-7883,H37296,H,300.7,312.3,1670,27.3,81,0,No Failure
-7884,H37297,H,300.7,312.3,1446,45.4,86,0,No Failure
-7885,L55064,L,300.8,312.4,1465,59.1,91,1,Power Failure
-7886,L55065,L,300.7,312.3,1590,36.3,93,0,No Failure
-7887,M22746,M,300.6,312.2,2174,18.5,95,0,No Failure
-7888,L55067,L,300.7,312.4,1590,37.9,98,0,No Failure
-7889,L55068,L,300.7,312.3,1577,33.2,100,0,No Failure
-7890,M22749,M,300.7,312.4,1371,61.7,102,0,No Failure
-7891,L55070,L,300.8,312.4,1767,25.6,105,0,No Failure
-7892,L55071,L,300.8,312.5,1517,39.2,107,0,No Failure
-7893,M22752,M,300.9,312.6,1555,40.6,109,0,No Failure
-7894,L55073,L,300.9,312.7,1416,43.8,112,0,No Failure
-7895,M22754,M,300.8,312.6,1588,35.6,114,0,No Failure
-7896,L55075,L,300.8,312.6,1422,50,117,0,No Failure
-7897,L55076,L,300.8,312.6,1376,53.6,119,0,No Failure
-7898,L55077,L,300.8,312.5,1434,50.7,121,0,No Failure
-7899,L55078,L,300.8,312.5,1423,47.3,123,0,No Failure
-7900,L55079,L,300.9,312.4,1364,52.5,125,0,No Failure
-7901,L55080,L,300.8,312.4,1825,23.8,127,0,No Failure
-7902,L55081,L,300.8,312.4,1365,44.5,129,0,No Failure
-7903,M22762,M,300.7,312.3,1430,47.2,131,0,No Failure
-7904,L55083,L,300.8,312.3,1435,44.8,134,0,No Failure
-7905,M22764,M,300.8,312.4,1811,25.1,136,0,No Failure
-7906,M22765,M,300.8,312.4,1465,43.7,139,0,No Failure
-7907,L55086,L,300.9,312.4,1372,51,142,0,No Failure
-7908,L55087,L,300.8,312.3,1858,26.3,144,0,No Failure
-7909,L55088,L,300.7,312.3,1715,26.8,146,0,No Failure
-7910,L55089,L,300.7,312.2,1590,38.5,148,0,No Failure
-7911,M22770,M,300.8,312.2,1664,25.7,150,0,No Failure
-7912,L55091,L,300.7,312.1,1512,36.9,153,0,No Failure
-7913,L55092,L,300.7,312.1,1498,44,155,0,No Failure
-7914,L55093,L,300.7,312.1,1395,41.9,157,0,No Failure
-7915,H37328,H,300.7,312.1,1490,43.1,159,0,No Failure
-7916,H37329,H,300.8,312.1,1527,35.1,164,0,No Failure
-7917,L55096,L,300.8,312.1,1512,37.1,169,0,No Failure
-7918,L55097,L,300.9,312.1,1474,42.4,171,0,No Failure
-7919,L55098,L,300.8,312.1,1505,41.3,173,0,No Failure
-7920,L55099,L,300.8,312,1496,40,175,0,No Failure
-7921,L55100,L,300.8,312,1382,49.3,177,0,No Failure
-7922,L55101,L,300.7,311.9,1419,47.7,179,0,No Failure
-7923,L55102,L,300.7,311.9,1462,39.7,181,0,No Failure
-7924,M22783,M,300.8,312,1450,45,183,0,No Failure
-7925,H37338,H,300.7,311.9,1389,46.5,186,0,No Failure
-7926,M22785,M,300.7,311.9,1697,28.2,191,0,No Failure
-7927,L55106,L,300.7,311.9,1335,57.1,194,1,Overstrain Failure
-7928,L55107,L,300.7,311.9,1476,42,196,0,No Failure
-7929,L55108,L,300.6,311.7,1497,43.6,198,0,No Failure
-7930,M22789,M,300.6,311.6,1669,29.2,200,0,No Failure
-7931,L55110,L,300.6,311.6,1455,48,203,0,No Failure
-7932,L55111,L,300.7,311.7,1499,38.4,205,0,No Failure
-7933,L55112,L,300.7,311.8,1478,41.9,207,0,No Failure
-7934,L55113,L,300.8,311.8,1928,21.8,209,0,No Failure
-7935,M22794,M,300.8,311.9,1621,28.3,211,0,No Failure
-7936,M22795,M,300.8,311.9,1356,44.3,214,0,No Failure
-7937,L55116,L,300.8,311.7,1490,46.4,217,0,No Failure
-7938,L55117,L,300.8,311.7,1578,31.4,219,0,No Failure
-7939,L55118,L,300.8,311.7,1681,31.3,221,0,No Failure
-7940,L55119,L,300.8,311.8,1417,43.4,223,0,No Failure
-7941,M22800,M,300.7,311.7,1532,40,0,0,No Failure
-7942,M22801,M,300.7,311.7,1499,38.9,3,0,No Failure
-7943,L55122,L,300.8,311.7,1432,45.8,6,0,No Failure
-7944,L55123,L,300.8,311.7,1753,29,8,0,No Failure
-7945,L55124,L,300.8,311.7,1414,49,10,0,No Failure
-7946,L55125,L,300.8,311.7,1655,32.2,12,0,No Failure
-7947,L55126,L,300.8,311.6,1516,35.6,14,0,No Failure
-7948,L55127,L,300.8,311.7,1426,45.5,16,0,No Failure
-7949,L55128,L,300.8,311.7,1479,39.4,18,0,No Failure
-7950,M22809,M,300.7,311.5,1569,36.4,20,0,No Failure
-7951,L55130,L,300.8,311.6,1568,36,23,0,No Failure
-7952,M22811,M,300.9,311.8,1843,24.5,25,0,No Failure
-7953,M22812,M,300.9,311.9,1480,40.9,28,0,No Failure
-7954,L55133,L,301,312,1447,36.8,31,0,No Failure
-7955,L55134,L,301,311.9,1454,41.9,33,0,No Failure
-7956,M22815,M,300.9,311.9,1310,56.1,35,0,No Failure
-7957,H37370,H,300.9,311.9,1513,38,38,0,No Failure
-7958,H37371,H,300.9,311.9,2140,16.5,43,0,No Failure
-7959,L55138,L,301,312.1,1377,49.9,48,0,No Failure
-7960,L55139,L,301,312.1,1585,32.3,50,0,No Failure
-7961,H37374,H,301.1,312.2,1491,42.6,52,0,No Failure
-7962,L55141,L,301,312.2,1264,59,57,0,No Failure
-7963,L55142,L,301,312.2,1372,47,59,0,No Failure
-7964,L55143,L,301,312.2,1510,39.9,61,0,No Failure
-7965,L55144,L,300.9,312.1,1423,40.2,63,0,No Failure
-7966,L55145,L,301.1,312.3,1464,35.3,65,0,No Failure
-7967,L55146,L,301,312.2,1602,35.9,67,0,No Failure
-7968,M22827,M,301,312.2,1629,32.6,69,0,No Failure
-7969,L55148,L,300.9,312.2,1811,23.2,72,0,No Failure
-7970,L55149,L,300.9,312.1,1711,28.8,74,0,No Failure
-7971,M22830,M,300.9,312.1,1297,48.6,76,0,No Failure
-7972,L55151,L,301,312.1,1405,46.1,79,0,No Failure
-7973,L55152,L,301.1,312.2,1397,54.9,81,0,No Failure
-7974,L55153,L,301.1,312.3,1682,29.7,83,0,No Failure
-7975,L55154,L,301.2,312.3,1528,38.4,85,0,No Failure
-7976,M22835,M,301.2,312.3,1548,38.3,87,0,No Failure
-7977,H37390,H,301.2,312.4,1395,47.8,90,0,No Failure
-7978,L55157,L,301.2,312.4,1378,59,95,0,No Failure
-7979,L55158,L,301.2,312.4,1480,53.5,97,0,No Failure
-7980,M22839,M,301.2,312.4,1428,36.6,99,0,No Failure
-7981,M22840,M,301.2,312.4,1505,39.6,102,0,No Failure
-7982,L55161,L,301,312.3,1445,36.4,105,0,No Failure
-7983,L55162,L,301,312.3,1488,42.6,107,0,No Failure
-7984,L55163,L,301,312.2,1601,33,109,0,No Failure
-7985,L55164,L,301,312.3,1550,34.9,111,0,No Failure
-7986,L55165,L,301,312.2,1540,34.1,113,0,No Failure
-7987,L55166,L,301.1,312.3,1587,34.5,115,0,No Failure
-7988,H37401,H,301,312.2,1489,40.3,117,0,No Failure
-7989,L55168,L,301.1,312.3,1486,34.9,122,0,No Failure
-7990,L55169,L,301.1,312.4,1430,37.9,124,0,No Failure
-7991,M22850,M,301.1,312.4,1809,25.1,126,0,No Failure
-7992,L55171,L,301.1,312.3,1534,39,129,0,No Failure
-7993,M22852,M,301.1,312.3,1852,25.9,131,0,No Failure
-7994,L55173,L,301.1,312.3,1595,31.9,134,0,No Failure
-7995,L55174,L,301,312.3,1424,43.5,136,0,No Failure
-7996,L55175,L,301,312.2,1776,28.8,138,0,No Failure
-7997,M22856,M,301,312.2,1499,41.5,140,0,No Failure
-7998,M22857,M,301,312.2,2710,9.7,143,1,Power Failure
-7999,L55178,L,300.9,312.1,1359,51.7,146,0,No Failure
-8000,M22859,M,300.9,312.1,1617,31,148,0,No Failure
-8001,M22860,M,300.8,312,1443,53.3,151,0,No Failure
-8002,L55181,L,300.8,312,1374,50.2,154,0,No Failure
-8003,M22862,M,300.9,312.1,1851,23,156,0,No Failure
-8004,M22863,M,300.8,312,1274,67.3,159,0,No Failure
-8005,L55184,L,300.9,312,1533,44,162,0,No Failure
-8006,L55185,L,300.8,312,1477,37.3,164,0,No Failure
-8007,L55186,L,300.9,312.1,1462,46,166,0,No Failure
-8008,M22867,M,301,312.1,1664,28.4,168,0,No Failure
-8009,L55188,L,300.8,311.9,1414,41.1,171,0,No Failure
-8010,H37423,H,300.9,312,2129,17.8,173,0,No Failure
-8011,L55190,L,300.8,311.8,1323,61.1,178,0,No Failure
-8012,L55191,L,300.8,311.8,1427,43.3,180,0,No Failure
-8013,M22872,M,300.9,312,1375,56.1,182,0,No Failure
-8014,M22873,M,300.9,312,1402,50.7,185,0,No Failure
-8015,L55194,L,300.9,312,1500,44.2,188,0,No Failure
-8016,M22875,M,301,312,1558,37.5,190,0,No Failure
-8017,M22876,M,300.9,312,1447,41.4,193,0,No Failure
-8018,L55197,L,301,312,1518,39.3,196,0,No Failure
-8019,L55198,L,301,311.9,1889,23.5,198,0,No Failure
-8020,L55199,L,301,312.1,1675,30.7,200,0,No Failure
-8021,H37434,H,300.9,312,1720,27.9,202,0,No Failure
-8022,M22881,M,301,312,1499,34.6,207,0,No Failure
-8023,L55202,L,300.9,312,1441,43.8,210,0,No Failure
-8024,H37437,H,300.9,312,1397,42.7,212,0,No Failure
-8025,L55204,L,300.9,312,1493,38.7,217,0,No Failure
-8026,M22885,M,300.8,312,1422,50.7,219,0,No Failure
-8027,L55206,L,300.7,311.9,1399,50.2,222,1,Overstrain Failure
-8028,L55207,L,300.6,311.9,1425,44.9,224,0,No Failure
-8029,L55208,L,300.6,311.8,1501,44.8,226,0,No Failure
-8030,M22889,M,300.6,311.9,1629,35.3,0,0,No Failure
-8031,L55210,L,300.6,312,1490,42.2,3,0,No Failure
-8032,L55211,L,300.7,312,1550,32.4,5,0,No Failure
-8033,L55212,L,300.8,312,1416,46.5,7,0,No Failure
-8034,L55213,L,300.7,311.9,1485,38.8,9,0,No Failure
-8035,L55214,L,300.7,311.8,1564,36.8,11,0,No Failure
-8036,L55215,L,300.7,311.7,1910,19.7,13,0,No Failure
-8037,L55216,L,300.7,311.7,1460,46.1,15,0,No Failure
-8038,L55217,L,300.7,311.8,1603,34.1,17,0,No Failure
-8039,L55218,L,300.7,311.8,1486,47.3,19,0,No Failure
-8040,L55219,L,300.8,311.9,1560,31.8,21,0,No Failure
-8041,L55220,L,300.8,311.9,1498,39.3,23,0,No Failure
-8042,H37455,H,300.8,311.9,1431,48.5,25,0,No Failure
-8043,L55222,L,300.8,311.9,1486,45.1,30,0,No Failure
-8044,L55223,L,300.7,311.9,1486,35.8,32,0,No Failure
-8045,L55224,L,300.7,311.8,1441,38.1,34,0,No Failure
-8046,M22905,M,300.7,311.9,1366,55.1,36,0,No Failure
-8047,L55226,L,300.6,311.8,1471,41.4,39,0,No Failure
-8048,L55227,L,300.6,311.9,1463,38.2,41,0,No Failure
-8049,L55228,L,300.6,311.9,1413,41.3,43,0,No Failure
-8050,H37463,H,300.6,311.9,1604,30.5,45,0,No Failure
-8051,L55230,L,300.7,312,1401,51.1,50,0,No Failure
-8052,L55231,L,300.6,311.8,1652,27.2,52,0,No Failure
-8053,L55232,L,300.5,311.9,1403,45.7,54,0,No Failure
-8054,L55233,L,300.5,311.9,1887,21.7,56,0,No Failure
-8055,L55234,L,300.4,311.8,1405,47.9,58,0,No Failure
-8056,H37469,H,300.2,311.6,1496,41.1,60,0,No Failure
-8057,L55236,L,300.1,311.5,1499,43.4,65,0,No Failure
-8058,L55237,L,300.2,311.5,1549,37.2,67,0,No Failure
-8059,L55238,L,300.3,311.6,1515,44.9,69,0,No Failure
-8060,L55239,L,300.2,311.6,1540,37.7,71,0,No Failure
-8061,H37474,H,300.2,311.5,1426,44.3,73,0,No Failure
-8062,M22921,M,300.2,311.6,1465,41.4,78,0,No Failure
-8063,M22922,M,300.3,311.6,1359,54.1,81,0,No Failure
-8064,M22923,M,300.3,311.7,1551,36.4,84,0,No Failure
-8065,L55244,L,300.5,311.8,1596,34.8,87,0,No Failure
-8066,M22925,M,300.5,311.9,1670,26.3,89,0,No Failure
-8067,L55246,L,300.4,311.9,1868,21.3,92,0,No Failure
-8068,M22927,M,300.6,312,1490,39.8,94,0,No Failure
-8069,M22928,M,300.5,311.9,1676,35.2,97,0,No Failure
-8070,M22929,M,300.5,311.9,1875,22.1,100,0,No Failure
-8071,M22930,M,300.5,312,1867,23,103,0,No Failure
-8072,L55251,L,300.5,312,1646,29.5,106,0,No Failure
-8073,H37486,H,300.5,312,1375,43.2,108,0,No Failure
-8074,L55253,L,300.5,312,1558,36.7,113,0,No Failure
-8075,L55254,L,300.4,312,1631,34.9,115,0,No Failure
-8076,L55255,L,300.4,312,1366,43,117,0,No Failure
-8077,L55256,L,300.3,311.8,1360,48,119,0,No Failure
-8078,L55257,L,300.3,311.8,1547,39.7,121,0,No Failure
-8079,L55258,L,300.3,311.7,1571,31.2,123,0,No Failure
-8080,L55259,L,300.2,311.5,1528,36.1,125,0,No Failure
-8081,H37494,H,300.2,311.5,1432,43.6,127,0,No Failure
-8082,L55261,L,300.2,311.6,1356,53.5,132,0,No Failure
-8083,H37496,H,300.1,311.5,1422,46.2,134,0,No Failure
-8084,L55263,L,300.1,311.4,1438,42.2,139,0,No Failure
-8085,L55264,L,300.2,311.4,1483,44.4,141,0,No Failure
-8086,L55265,L,300.2,311.4,1331,49.8,143,0,No Failure
-8087,L55266,L,300.2,311.4,1463,37.5,145,0,No Failure
-8088,L55267,L,300.1,311.4,1446,40.6,147,0,No Failure
-8089,L55268,L,300.1,311.4,1356,45.7,149,0,No Failure
-8090,L55269,L,300.1,311.3,1676,30.3,151,0,No Failure
-8091,L55270,L,300.1,311.4,1910,23,153,0,No Failure
-8092,L55271,L,300.2,311.6,1375,56.9,155,0,No Failure
-8093,M22952,M,300.2,311.6,1513,40.8,157,0,No Failure
-8094,L55273,L,300.2,311.6,1511,35.7,160,0,No Failure
-8095,H37508,H,300.2,311.6,1662,28.8,162,0,No Failure
-8096,L55275,L,300.2,311.7,1493,48.3,167,0,No Failure
-8097,M22956,M,300.2,311.7,1555,37.4,169,0,No Failure
-8098,L55277,L,300.3,311.7,1452,41.5,172,0,No Failure
-8099,L55278,L,300.2,311.6,1500,39,174,0,No Failure
-8100,L55279,L,300.2,311.7,1603,30.5,176,0,No Failure
-8101,L55280,L,300.3,311.7,1682,27.8,178,0,No Failure
-8102,L55281,L,300.3,311.8,1567,37.7,180,0,No Failure
-8103,L55282,L,300.3,311.8,1413,46,182,0,No Failure
-8104,M22963,M,300.3,311.9,1429,41.6,184,0,No Failure
-8105,L55284,L,300.3,311.9,1692,31.5,187,0,No Failure
-8106,L55285,L,300.4,311.9,1476,48.7,189,0,No Failure
-8107,M22966,M,300.4,312,1596,30.4,191,0,No Failure
-8108,H37521,H,300.3,311.9,1390,49,194,0,No Failure
-8109,M22968,M,300.3,311.8,1607,33.7,199,0,No Failure
-8110,L55289,L,300.3,311.7,1821,26.3,202,0,No Failure
-8111,H37524,H,300.3,311.8,2141,18.5,204,0,No Failure
-8112,M22971,M,300.4,311.8,1553,33.1,209,1,Tool Wear Failure
-8113,M22972,M,300.4,311.8,1442,45.1,0,0,No Failure
-8114,L55293,L,300.4,311.7,1459,45.6,3,0,No Failure
-8115,H37528,H,300.4,311.8,2496,13.5,5,0,No Failure
-8116,L55295,L,300.4,311.8,1367,57.2,10,0,No Failure
-8117,L55296,L,300.3,311.8,2004,19.6,12,0,No Failure
-8118,L55297,L,300.3,311.7,1406,47.5,14,0,No Failure
-8119,L55298,L,300.3,311.8,1548,33,16,0,No Failure
-8120,L55299,L,300.3,311.7,1333,55.2,18,0,No Failure
-8121,L55300,L,300.2,311.6,1767,26.4,20,0,No Failure
-8122,L55301,L,300.2,311.6,1827,27,22,0,No Failure
-8123,M22982,M,300.2,311.6,1533,46.4,24,0,No Failure
-8124,H37537,H,300.2,311.5,1515,36.8,27,0,No Failure
-8125,L55304,L,300.2,311.4,1568,41,32,0,No Failure
-8126,L55305,L,300.2,311.4,1452,47.8,34,0,No Failure
-8127,L55306,L,300.2,311.4,1433,37.9,36,0,No Failure
-8128,M22987,M,300.1,311.3,1650,33.8,38,0,No Failure
-8129,L55308,L,300.1,311.4,1629,31.3,41,0,No Failure
-8130,L55309,L,300,311.3,1520,39.2,43,0,No Failure
-8131,H37544,H,300,311.2,1393,43.1,45,0,No Failure
-8132,H37545,H,299.9,311.2,1364,49.6,50,0,No Failure
-8133,M22992,M,299.9,311.3,1389,50,55,0,No Failure
-8134,L55313,L,299.8,311.1,1466,46.1,58,0,No Failure
-8135,L55314,L,299.7,311.1,1650,32.4,60,0,No Failure
-8136,L55315,L,299.6,311,1554,36.3,62,0,No Failure
-8137,M22996,M,299.6,310.9,1474,39.7,64,0,No Failure
-8138,H37551,H,299.5,310.8,1600,32.4,67,0,No Failure
-8139,L55318,L,299.5,310.8,1356,54.9,72,0,No Failure
-8140,L55319,L,299.5,310.8,1571,38.2,74,0,No Failure
-8141,L55320,L,299.6,310.9,1658,28,76,0,No Failure
-8142,L55321,L,299.6,310.8,1393,49.9,78,0,No Failure
-8143,M23002,M,299.7,311,1448,49.8,80,0,No Failure
-8144,L55323,L,299.7,310.9,1477,40.4,83,0,No Failure
-8145,M23004,M,299.7,311,1506,42.7,85,0,No Failure
-8146,M23005,M,299.7,310.9,1685,32.1,88,0,No Failure
-8147,L55326,L,299.6,310.9,1533,31.8,91,0,No Failure
-8148,L55327,L,299.5,310.8,1447,41,93,0,No Failure
-8149,M23008,M,299.5,310.7,1488,39.5,95,0,No Failure
-8150,M23009,M,299.6,310.8,1427,50.4,98,0,No Failure
-8151,M23010,M,299.5,310.7,1424,41.3,101,0,No Failure
-8152,L55331,L,299.5,310.7,1472,40.9,104,0,No Failure
-8153,L55332,L,299.5,310.7,1438,45.7,106,0,No Failure
-8154,L55333,L,299.6,310.8,1507,42.4,108,0,No Failure
-8155,L55334,L,299.6,310.7,1393,52.1,110,0,No Failure
-8156,L55335,L,299.5,310.8,1283,52.4,112,0,No Failure
-8157,L55336,L,299.6,310.8,1644,30.9,114,0,No Failure
-8158,L55337,L,299.6,310.8,1498,46.9,116,0,No Failure
-8159,L55338,L,299.6,310.8,1400,40.8,118,0,No Failure
-8160,H37573,H,299.6,310.9,1679,31.2,120,0,No Failure
-8161,M23020,M,299.7,311.1,1618,30.3,125,0,No Failure
-8162,H37575,H,299.6,311,1714,30.2,128,0,No Failure
-8163,L55342,L,299.6,311,1574,35,133,0,No Failure
-8164,L55343,L,299.7,311.1,1574,36.4,135,0,No Failure
-8165,L55344,L,299.6,310.9,1472,40.9,137,0,No Failure
-8166,L55345,L,299.6,311,1552,33.2,139,0,No Failure
-8167,L55346,L,299.7,311.1,1603,31.4,141,0,No Failure
-8168,H37581,H,299.7,311.1,1353,47.1,143,0,No Failure
-8169,L55348,L,299.7,311.1,1690,30.6,148,0,No Failure
-8170,M23029,M,299.8,311.2,1745,26.3,150,0,No Failure
-8171,L55350,L,299.9,311.3,1522,45.7,153,0,No Failure
-8172,H37585,H,300,311.4,1641,34.5,155,0,No Failure
-8173,L55352,L,299.9,311.4,1596,28.9,160,0,No Failure
-8174,H37587,H,299.9,311.4,1497,37,162,0,No Failure
-8175,L55354,L,299.9,311.3,1371,52.3,167,0,No Failure
-8176,M23035,M,299.9,311.3,1445,41.2,169,0,No Failure
-8177,L55356,L,299.8,311.2,1564,40,172,0,No Failure
-8178,L55357,L,299.7,311.1,1439,44.9,174,0,No Failure
-8179,L55358,L,299.7,311.2,1352,52.1,176,0,No Failure
-8180,L55359,L,299.8,311.3,1560,35.4,178,0,No Failure
-8181,M23040,M,299.7,311.2,1616,42.3,180,0,No Failure
-8182,L55361,L,299.7,311.2,1835,23.7,183,0,No Failure
-8183,M23042,M,299.7,311.1,1649,32.7,185,0,No Failure
-8184,L55363,L,299.8,311.1,1452,47.3,188,0,No Failure
-8185,L55364,L,299.8,311.1,2144,17.7,190,0,No Failure
-8186,L55365,L,299.7,311.1,1554,41,192,0,No Failure
-8187,L55366,L,299.7,311,1827,25.4,194,0,No Failure
-8188,L55367,L,299.6,310.9,1448,46.3,196,0,No Failure
-8189,M23048,M,299.6,310.9,1530,38.8,198,0,No Failure
-8190,L55369,L,299.7,311,1983,21,201,0,No Failure
-8191,M23050,M,299.7,310.9,1620,37.2,203,0,No Failure
-8192,M23051,M,299.6,310.9,1630,29.8,206,0,No Failure
-8193,L55372,L,299.6,310.9,1229,65.2,209,1,Overstrain Failure
-8194,L55373,L,299.5,310.8,1873,22.3,211,0,No Failure
-8195,L55374,L,299.4,310.7,1426,45.7,213,0,No Failure
-8196,L55375,L,299.4,310.8,1376,53.9,215,1,Overstrain Failure
-8197,L55376,L,299.4,310.8,1622,33.6,217,0,No Failure
-8198,M23057,M,299.4,310.7,1492,45.7,219,0,No Failure
-8199,M23058,M,299.3,310.7,1374,48.9,222,0,No Failure
-8200,L55379,L,299.2,310.7,1737,27,225,1,Tool Wear Failure
-8201,L55380,L,299.3,310.8,1426,42.4,0,0,No Failure
-8202,M23061,M,299.3,310.9,1826,25.1,2,0,No Failure
-8203,L55382,L,299.3,310.9,1669,32.4,5,0,No Failure
-8204,M23063,M,299.4,310.9,1473,40.1,7,0,No Failure
-8205,L55384,L,299.4,310.9,1751,27.8,10,0,No Failure
-8206,M23065,M,299.4,310.9,1446,47.3,12,0,No Failure
-8207,L55386,L,299.3,310.8,1483,43.5,15,0,No Failure
-8208,L55387,L,299.2,310.7,1535,42.6,17,0,No Failure
-8209,L55388,L,299.2,310.7,1477,44,19,0,No Failure
-8210,L55389,L,299.3,310.8,1391,46.9,21,0,No Failure
-8211,H37624,H,299.2,310.7,1636,29.4,23,0,No Failure
-8212,L55391,L,299.2,310.6,1675,33.3,28,0,No Failure
-8213,H37626,H,299.2,310.5,1329,48.9,30,0,No Failure
-8214,M23073,M,299.2,310.5,1548,33.5,35,0,No Failure
-8215,L55394,L,299.2,310.5,1391,45.8,38,0,No Failure
-8216,L55395,L,299.1,310.5,1437,43.1,40,0,No Failure
-8217,L55396,L,299.2,310.6,1370,61.9,42,0,No Failure
-8218,L55397,L,299.1,310.6,1577,37.1,44,0,No Failure
-8219,L55398,L,299.1,310.5,1485,37.8,46,0,No Failure
-8220,L55399,L,299,310.4,1504,34.3,48,0,No Failure
-8221,M23080,M,298.9,310.3,1551,35.2,50,0,No Failure
-8222,M23081,M,299.1,310.5,1428,43,53,0,No Failure
-8223,L55402,L,299,310.5,1755,27.9,56,0,No Failure
-8224,L55403,L,299.1,310.5,1329,54.9,58,0,No Failure
-8225,L55404,L,299.1,310.5,1496,35.2,60,0,No Failure
-8226,L55405,L,299.1,310.5,1532,36.6,62,0,No Failure
-8227,L55406,L,299.1,310.5,1389,61.4,64,0,No Failure
-8228,M23087,M,299.1,310.4,1524,51.4,66,0,No Failure
-8229,M23088,M,299.1,310.4,1422,49.3,69,0,No Failure
-8230,L55409,L,299.1,310.5,1739,27.4,72,0,No Failure
-8231,L55410,L,299.1,310.5,1736,26.9,74,0,No Failure
-8232,L55411,L,299.1,310.5,1419,48.8,76,0,No Failure
-8233,L55412,L,299.1,310.6,1326,49.7,78,0,No Failure
-8234,M23093,M,299.1,310.6,1449,43.2,80,0,No Failure
-8235,L55414,L,299.2,310.6,1534,39.7,83,0,No Failure
-8236,M23095,M,299.2,310.6,1443,50.9,85,0,No Failure
-8237,L55416,L,299.2,310.6,1498,41.1,88,0,No Failure
-8238,L55417,L,299.1,310.6,1796,26,90,0,No Failure
-8239,L55418,L,299.1,310.4,1519,45.3,92,0,No Failure
-8240,L55419,L,299,310.4,1339,49.6,94,0,No Failure
-8241,L55420,L,299,310.4,1483,41.5,96,0,No Failure
-8242,M23101,M,298.9,310.2,2099,20,98,0,No Failure
-8243,M23102,M,299,310.3,1689,29.7,101,0,No Failure
-8244,H37657,H,299.1,310.4,1369,54.5,104,0,No Failure
-8245,L55424,L,299,310.4,1512,38.8,109,0,No Failure
-8246,M23105,M,299,310.3,1303,68.6,111,1,Power Failure
-8247,L55426,L,299,310.3,1552,39.9,114,0,No Failure
-8248,L55427,L,299,310.4,1713,28,116,0,No Failure
-8249,L55428,L,298.9,310.3,1456,44.1,118,0,No Failure
-8250,L55429,L,299,310.4,1524,39.8,120,0,No Failure
-8251,M23110,M,299,310.4,1394,45.2,122,0,No Failure
-8252,L55431,L,299,310.4,1981,21.2,125,0,No Failure
-8253,L55432,L,299,310.4,1565,36.1,127,0,No Failure
-8254,L55433,L,299.1,310.4,1657,31,129,0,No Failure
-8255,M23114,M,299,310.4,1625,37.1,131,0,No Failure
-8256,L55435,L,299,310.4,1606,31.1,134,0,No Failure
-8257,H37670,H,299,310.5,1336,56.8,136,0,No Failure
-8258,M23117,M,299,310.6,1587,34.2,141,0,No Failure
-8259,L55438,L,299.1,310.6,1602,39.7,144,0,No Failure
-8260,L55439,L,299.1,310.5,1471,38.4,146,0,No Failure
-8261,H37674,H,299.1,310.6,1332,48,148,0,No Failure
-8262,H37675,H,299.2,310.6,1434,48.4,153,0,No Failure
-8263,L55442,L,299.1,310.6,1921,23.9,158,0,No Failure
-8264,H37677,H,299.2,310.6,1704,30.6,160,0,No Failure
-8265,M23124,M,299.1,310.6,1397,49.5,165,0,No Failure
-8266,H37679,H,299.1,310.6,1791,28,168,0,No Failure
-8267,L55446,L,299.1,310.6,1818,24.1,173,0,No Failure
-8268,L55447,L,299.2,310.7,1540,36.3,175,0,No Failure
-8269,M23128,M,299.2,310.8,1502,39.8,177,0,No Failure
-8270,H37683,H,299.2,310.8,1761,30.4,180,0,No Failure
-8271,M23130,M,299.1,310.8,1517,38.4,185,0,No Failure
-8272,L55451,L,299.1,310.7,1309,51.1,188,0,No Failure
-8273,L55452,L,298.9,310.6,1363,52.6,190,0,No Failure
-8274,M23133,M,299,310.6,1787,22.2,192,0,No Failure
-8275,L55454,L,298.9,310.5,1640,29.2,195,0,No Failure
-8276,M23135,M,298.9,310.6,1720,25.3,197,0,No Failure
-8277,L55456,L,298.8,310.5,1384,52.8,200,0,No Failure
-8278,H37691,H,298.8,310.5,1294,55.8,202,0,No Failure
-8279,L55458,L,298.8,310.5,1464,46.4,207,0,No Failure
-8280,L55459,L,298.8,310.6,1803,25.4,209,0,No Failure
-8281,L55460,L,298.8,310.6,1602,39.1,211,0,No Failure
-8282,H37695,H,298.9,310.6,1519,38.8,213,0,No Failure
-8283,M23142,M,298.9,310.7,1638,33.6,218,0,No Failure
-8284,H37697,H,298.9,310.6,1615,33,221,0,No Failure
-8285,L55464,L,298.8,310.6,1651,33.3,0,0,No Failure
-8286,L55465,L,298.9,310.6,1387,52.7,2,0,No Failure
-8287,M23146,M,298.8,310.5,1678,32.8,4,0,No Failure
-8288,L55467,L,298.9,310.6,1585,38.1,7,0,No Failure
-8289,M23148,M,298.8,310.6,1640,33.8,9,0,No Failure
-8290,L55469,L,298.9,310.6,1406,43.8,12,0,No Failure
-8291,M23150,M,298.9,310.6,1679,35.8,14,0,No Failure
-8292,L55471,L,298.9,310.5,1717,26.9,17,0,No Failure
-8293,H37706,H,298.9,310.5,1429,39.9,19,0,No Failure
-8294,M23153,M,298.9,310.4,1533,44.4,24,0,No Failure
-8295,M23154,M,298.9,310.5,1525,38.5,27,0,No Failure
-8296,L55475,L,298.9,310.4,1739,26.3,30,0,No Failure
-8297,L55476,L,298.9,310.3,1436,39,32,0,No Failure
-8298,M23157,M,298.8,310.2,1595,33.1,34,0,No Failure
-8299,H37712,H,298.7,310.1,1435,45.6,37,0,No Failure
-8300,L55479,L,298.7,310,1637,31.8,42,0,No Failure
-8301,L55480,L,298.7,310.1,1558,37.6,44,0,No Failure
-8302,M23161,M,298.7,310.1,1644,34.1,46,0,No Failure
-8303,L55482,L,298.7,310.1,1641,31.1,49,0,No Failure
-8304,L55483,L,298.8,310.2,1504,41,51,0,No Failure
-8305,M23164,M,298.7,310.1,1506,50.7,53,0,No Failure
-8306,H37719,H,298.8,310.1,1380,44,56,0,No Failure
-8307,M23166,M,298.7,310.1,1549,42.5,61,0,No Failure
-8308,M23167,M,298.7,310.1,1402,69.7,64,1,Power Failure
-8309,L55488,L,298.7,310.1,1401,45.3,67,0,No Failure
-8310,M23169,M,298.7,310,1459,40.2,69,0,No Failure
-8311,L55490,L,298.7,309.9,1465,39.7,72,0,No Failure
-8312,M23171,M,298.8,310,1295,52.7,74,0,No Failure
-8313,M23172,M,298.8,310,1529,38.5,77,0,No Failure
-8314,M23173,M,298.8,310,1484,44.9,80,0,No Failure
-8315,L55494,L,298.8,309.9,1739,30.6,83,0,No Failure
-8316,H37729,H,298.7,309.8,1422,40.7,85,0,No Failure
-8317,L55496,L,298.8,309.8,1463,40,90,0,No Failure
-8318,L55497,L,298.7,309.7,1667,30.4,92,0,No Failure
-8319,H37732,H,298.7,309.7,1565,39.3,94,0,No Failure
-8320,L55499,L,298.7,309.7,1393,45.7,99,0,No Failure
-8321,M23180,M,298.8,309.7,1453,47.7,101,0,No Failure
-8322,L55501,L,298.8,309.6,1442,50,104,0,No Failure
-8323,L55502,L,298.7,309.6,1364,44.9,106,0,No Failure
-8324,H37737,H,298.7,309.5,1453,40.4,108,0,No Failure
-8325,M23184,M,298.7,309.5,1394,46,113,0,No Failure
-8326,M23185,M,298.7,309.5,1500,38.8,116,0,No Failure
-8327,H37740,H,298.6,309.5,1523,34.2,119,0,No Failure
-8328,M23187,M,298.7,309.6,1254,57.1,124,0,No Failure
-8329,L55508,L,298.6,309.5,1325,52.2,127,0,No Failure
-8330,L55509,L,298.8,309.7,1424,49.6,129,0,No Failure
-8331,L55510,L,298.8,309.7,1505,39,131,0,No Failure
-8332,M23191,M,298.8,309.7,1392,48.7,133,0,No Failure
-8333,L55512,L,298.8,309.7,1529,44,136,0,No Failure
-8334,M23193,M,298.8,309.7,1477,48.5,138,0,No Failure
-8335,M23194,M,298.8,309.7,1459,47.3,141,0,No Failure
-8336,M23195,M,299,309.8,2240,15.9,144,0,No Failure
-8337,L55516,L,298.9,309.7,1449,48.8,147,0,No Failure
-8338,M23197,M,298.8,309.7,1589,35.3,149,0,No Failure
-8339,L55518,L,298.8,309.7,1740,28.5,152,0,No Failure
-8340,M23199,M,298.8,309.7,1499,40.3,154,0,No Failure
-8341,M23200,M,298.8,309.7,1480,38.1,157,0,No Failure
-8342,L55521,L,298.8,309.7,1751,29.6,160,0,No Failure
-8343,L55522,L,298.7,309.7,1510,40.6,162,0,No Failure
-8344,H37757,H,298.8,309.8,1437,48.2,164,0,No Failure
-8345,L55524,L,298.8,309.7,1609,40.4,169,0,No Failure
-8346,H37759,H,298.8,309.8,1490,35.9,171,0,No Failure
-8347,L55526,L,298.7,309.7,1601,35.7,176,0,No Failure
-8348,L55527,L,298.7,309.6,1665,31.1,178,0,No Failure
-8349,M23208,M,298.7,309.6,1452,42.7,180,0,No Failure
-8350,M23209,M,298.7,309.5,1487,33.6,183,0,No Failure
-8351,M23210,M,298.7,309.6,1382,48.1,186,0,No Failure
-8352,M23211,M,298.7,309.6,1686,26.2,189,0,No Failure
-8353,L55532,L,298.6,309.6,1491,36.9,192,0,No Failure
-8354,L55533,L,298.7,309.6,1442,55.6,194,0,No Failure
-8355,L55534,L,298.6,309.6,1390,50.3,196,0,No Failure
-8356,L55535,L,298.7,309.6,1502,46.7,198,0,No Failure
-8357,M23216,M,298.6,309.6,1344,59.4,200,0,No Failure
-8358,L55537,L,298.5,309.5,1385,46.3,203,1,Tool Wear Failure
-8359,L55538,L,298.7,309.7,1547,37.4,0,0,No Failure
-8360,M23219,M,298.6,309.6,1525,42.4,2,0,No Failure
-8361,L55540,L,298.6,309.6,1540,35.8,5,0,No Failure
-8362,L55541,L,298.6,309.5,1450,44.3,7,0,No Failure
-8363,L55542,L,298.6,309.6,1353,62.5,9,0,No Failure
-8364,L55543,L,298.8,309.7,1582,45,11,0,No Failure
-8365,L55544,L,298.9,309.8,1396,49,13,0,No Failure
-8366,M23225,M,298.8,309.8,1551,36.6,15,0,No Failure
-8367,M23226,M,298.9,309.8,1836,22.8,18,0,No Failure
-8368,L55547,L,298.9,309.8,1390,49.9,21,0,No Failure
-8369,L55548,L,298.9,309.8,1534,42.1,23,0,No Failure
-8370,L55549,L,298.8,309.7,1953,20.6,25,0,No Failure
-8371,L55550,L,298.8,309.8,1634,33.6,27,0,No Failure
-8372,L55551,L,298.7,309.7,1881,21.7,29,0,No Failure
-8373,M23232,M,298.8,309.7,1448,44.8,31,0,No Failure
-8374,M23233,M,298.7,309.7,1362,50.5,34,0,No Failure
-8375,L55554,L,298.8,309.7,1225,63.4,37,0,No Failure
-8376,M23235,M,298.8,309.6,1384,48.2,39,0,No Failure
-8377,L55556,L,298.8,309.8,1334,49.3,42,0,No Failure
-8378,L55557,L,298.8,309.7,1336,50.3,44,0,No Failure
-8379,M23238,M,298.8,309.9,1331,61.6,46,0,No Failure
-8380,L55559,L,298.8,309.9,1629,31.9,49,0,No Failure
-8381,L55560,L,298.9,310,1776,25.7,51,0,No Failure
-8382,H37795,H,298.8,310,1530,38.3,53,0,No Failure
-8383,L55562,L,298.9,310,1719,27.3,58,0,No Failure
-8384,M23243,M,298.8,309.9,1495,35.2,60,0,No Failure
-8385,L55564,L,298.8,309.7,1450,43.1,63,0,No Failure
-8386,H37799,H,298.8,309.8,1563,38.8,65,0,No Failure
-8387,M23246,M,298.9,309.9,1501,37.1,70,0,No Failure
-8388,L55567,L,298.8,309.9,1351,47.2,73,0,No Failure
-8389,L55568,L,298.9,309.9,1365,46.5,75,0,No Failure
-8390,L55569,L,298.8,309.9,1525,39.7,77,0,No Failure
-8391,M23250,M,298.8,309.8,1288,61.9,79,0,No Failure
-8392,L55571,L,298.6,309.6,1423,42.7,82,0,No Failure
-8393,M23252,M,298.5,309.6,1502,39.4,84,0,No Failure
-8394,L55573,L,298.5,309.5,1428,43.5,87,0,No Failure
-8395,M23254,M,298.6,309.5,1566,38.1,89,0,No Failure
-8396,M23255,M,298.5,309.5,1483,44.8,92,0,No Failure
-8397,H37810,H,298.6,309.6,1593,33.3,95,0,No Failure
-8398,L55577,L,298.5,309.6,1724,26.4,100,0,No Failure
-8399,L55578,L,298.5,309.7,2617,12.1,102,1,Power Failure
-8400,L55579,L,298.6,309.7,1294,59.4,104,0,No Failure
-8401,L55580,L,298.6,309.6,1533,40.7,106,0,No Failure
-8402,H37815,H,298.5,309.4,1671,31.8,108,0,No Failure
-8403,L55582,L,298.5,309.5,1370,52.4,113,0,No Failure
-8404,L55583,L,298.5,309.6,1462,45.1,115,0,No Failure
-8405,L55584,L,298.4,309.5,1545,36.6,117,0,No Failure
-8406,M23265,M,298.4,309.5,1484,41.7,119,0,No Failure
-8407,M23266,M,298.4,309.5,1344,45.3,122,0,No Failure
-8408,L55587,L,298.4,309.5,1357,50.1,125,0,No Failure
-8409,M23268,M,298.5,309.6,1572,33,127,0,No Failure
-8410,L55589,L,298.5,309.6,1861,26.9,130,0,No Failure
-8411,L55590,L,298.5,309.5,1548,44.5,132,0,No Failure
-8412,L55591,L,298.6,309.8,1496,37.7,134,0,No Failure
-8413,M23272,M,298.6,309.7,1314,49.7,136,0,No Failure
-8414,M23273,M,298.6,309.7,1422,49.7,139,0,No Failure
-8415,L55594,L,298.6,309.8,1842,20.1,142,0,No Failure
-8416,M23275,M,298.7,309.9,1434,53,144,0,No Failure
-8417,M23276,M,298.8,310.1,1585,31.3,147,0,No Failure
-8418,H37831,H,298.8,310.1,1704,30.7,150,0,No Failure
-8419,L55598,L,298.9,310.2,1971,23.2,155,0,No Failure
-8420,L55599,L,299,310.3,1431,39.9,157,0,No Failure
-8421,L55600,L,298.9,310.4,1546,37.7,159,0,No Failure
-8422,L55601,L,298.9,310.3,1496,36.3,161,0,No Failure
-8423,H37836,H,298.9,310.3,1243,63,163,0,No Failure
-8424,L55603,L,299,310.4,1452,46.2,168,0,No Failure
-8425,L55604,L,299.1,310.6,1380,44.7,170,0,No Failure
-8426,L55605,L,299.2,310.6,1567,38.4,172,0,No Failure
-8427,L55606,L,299.1,310.5,1628,35.9,174,0,No Failure
-8428,L55607,L,299.1,310.4,1505,46.1,176,0,No Failure
-8429,M23288,M,299,310.3,1827,28,178,0,No Failure
-8430,L55609,L,299,310.3,1577,40,181,0,No Failure
-8431,L55610,L,298.9,310.2,1304,57.2,183,0,No Failure
-8432,H37845,H,298.9,310.1,1324,54.6,185,0,No Failure
-8433,L55612,L,298.8,310,1537,39.9,190,0,No Failure
-8434,M23293,M,298.8,310.1,1501,48.7,192,0,No Failure
-8435,M23294,M,298.7,309.9,1654,29.1,195,0,No Failure
-8436,M23295,M,298.7,310,1519,38.1,198,0,No Failure
-8437,L55616,L,298.7,309.9,1371,51.3,201,0,No Failure
-8438,L55617,L,298.7,309.8,1181,65.9,203,1,Overstrain Failure
-8439,L55618,L,298.6,309.8,1469,42.8,205,0,No Failure
-8440,L55619,L,298.6,309.8,1637,34.6,207,0,No Failure
-8441,L55620,L,298.6,309.8,1370,56,0,0,No Failure
-8442,L55621,L,298.6,309.9,1630,30.6,2,0,No Failure
-8443,L55622,L,298.6,310,1517,39,4,0,No Failure
-8444,M23303,M,298.6,309.9,1668,32.3,6,0,No Failure
-8445,M23304,M,298.6,309.9,1818,24.9,9,0,No Failure
-8446,M23305,M,298.6,310,1541,36.9,12,0,No Failure
-8447,L55626,L,298.5,309.9,1482,42.1,15,0,No Failure
-8448,L55627,L,298.6,310.1,1439,49.9,17,0,No Failure
-8449,L55628,L,298.5,310,1492,41.2,19,0,No Failure
-8450,L55629,L,298.4,309.9,1725,27.8,21,0,No Failure
-8451,L55630,L,298.4,310,1559,44.2,23,0,No Failure
-8452,L55631,L,298.5,310,1435,42.5,25,0,No Failure
-8453,M23312,M,298.6,310,1512,37.5,27,0,No Failure
-8454,L55633,L,298.6,309.9,1564,37.1,30,0,No Failure
-8455,L55634,L,298.6,310,1522,40.3,32,0,No Failure
-8456,L55635,L,298.6,309.9,1356,59.5,34,0,No Failure
-8457,L55636,L,298.6,309.9,1556,38.6,36,0,No Failure
-8458,L55637,L,298.6,309.9,1393,45.5,38,0,No Failure
-8459,L55638,L,298.7,309.9,1753,26.8,40,0,No Failure
-8460,L55639,L,298.7,309.9,1651,29.5,42,0,No Failure
-8461,L55640,L,298.7,309.9,1372,54.7,44,0,No Failure
-8462,L55641,L,298.7,309.9,1446,43.3,46,0,No Failure
-8463,M23322,M,298.7,309.8,1501,44.7,48,0,No Failure
-8464,M23323,M,298.7,309.9,1411,45.1,51,0,No Failure
-8465,H37878,H,298.6,309.7,1672,27.5,54,0,No Failure
-8466,M23325,M,298.7,309.8,1475,40.5,59,0,No Failure
-8467,L55646,L,298.7,309.8,1469,38.4,62,0,No Failure
-8468,L55647,L,298.6,309.8,1704,28.3,64,0,No Failure
-8469,H37882,H,298.6,309.7,1463,39.1,66,0,No Failure
-8470,M23329,M,298.6,309.7,1280,64.1,71,0,No Failure
-8471,L55650,L,298.7,309.9,1464,38,74,0,No Failure
-8472,L55651,L,298.6,309.8,1332,46.4,76,0,No Failure
-8473,L55652,L,298.5,309.7,1634,37.8,78,0,No Failure
-8474,M23333,M,298.6,309.8,1430,43.1,80,0,No Failure
-8475,M23334,M,298.5,309.7,1523,44.6,83,0,No Failure
-8476,M23335,M,298.5,309.7,1557,37.7,86,0,No Failure
-8477,L55656,L,298.5,309.6,1585,32.2,89,0,No Failure
-8478,H37891,H,298.5,309.6,1579,33.5,91,0,No Failure
-8479,M23338,M,298.5,309.7,1354,60.8,96,0,No Failure
-8480,L55659,L,298.6,309.7,1627,33.4,99,0,No Failure
-8481,L55660,L,298.4,309.6,1477,35.6,101,0,No Failure
-8482,M23341,M,298.3,309.4,1595,29,103,0,No Failure
-8483,L55662,L,298.4,309.5,1520,38.1,106,0,No Failure
-8484,L55663,L,298.3,309.4,1618,31.5,108,0,No Failure
-8485,L55664,L,298.4,309.5,1397,50.3,110,0,No Failure
-8486,L55665,L,298.4,309.5,1450,47.9,112,0,No Failure
-8487,M23346,M,298.5,309.5,1501,40.2,114,0,No Failure
-8488,L55667,L,298.4,309.4,1392,50.1,117,0,No Failure
-8489,L55668,L,298.4,309.4,1385,43.2,119,0,No Failure
-8490,L55669,L,298.4,309.4,1461,46.3,121,0,No Failure
-8491,M23350,M,298.5,309.6,1364,58.7,123,0,No Failure
-8492,L55671,L,298.5,309.5,1579,38.6,126,0,No Failure
-8493,M23352,M,298.4,309.5,1514,38.8,128,0,No Failure
-8494,M23353,M,298.3,309.5,1560,36.9,131,0,No Failure
-8495,L55674,L,298.3,309.5,1542,36.7,134,0,No Failure
-8496,L55675,L,298.3,309.4,1668,27.1,136,0,No Failure
-8497,M23356,M,298.3,309.4,1816,22.6,138,0,No Failure
-8498,M23357,M,298.3,309.4,1509,34.2,141,0,No Failure
-8499,L55678,L,298.4,309.6,1479,37.8,144,0,No Failure
-8500,L55679,L,298.4,309.6,1655,30.2,146,0,No Failure
-8501,L55680,L,298.3,309.5,1711,30.3,148,0,No Failure
-8502,L55681,L,298.4,309.7,1581,34.6,150,0,No Failure
-8503,H37916,H,298.6,309.8,1279,55.9,152,0,No Failure
-8504,L55683,L,298.5,309.8,1468,40.9,157,0,No Failure
-8505,L55684,L,298.4,309.7,1419,41.3,159,0,No Failure
-8506,L55685,L,298.4,309.7,1530,38.6,161,0,No Failure
-8507,L55686,L,298.4,309.6,1710,27.3,163,1,No Failure
-8508,L55687,L,298.4,309.7,1518,39.8,165,0,No Failure
-8509,M23368,M,298.4,309.7,1679,33.3,167,0,No Failure
-8510,M23369,M,298.4,309.7,1870,22.5,170,0,No Failure
-8511,L55690,L,298.3,309.7,1484,44.3,173,0,No Failure
-8512,L55691,L,298.4,309.7,1457,44.2,175,0,No Failure
-8513,H37926,H,298.3,309.6,1546,36.2,177,0,No Failure
-8514,M23373,M,298.2,309.5,1478,36.5,182,0,No Failure
-8515,L55694,L,298.2,309.4,1447,47.1,185,0,No Failure
-8516,L55695,L,298.2,309.4,1443,45.4,187,0,No Failure
-8517,L55696,L,298.3,309.6,1527,30.9,189,0,No Failure
-8518,M23377,M,298.3,309.6,1469,54.8,191,0,No Failure
-8519,M23378,M,298.3,309.6,1681,27.1,194,0,No Failure
-8520,L55699,L,298.3,309.6,1420,44.1,197,0,No Failure
-8521,M23380,M,298.3,309.5,1543,49.9,199,0,No Failure
-8522,L55701,L,298.4,309.5,1376,50.4,202,0,No Failure
-8523,H37936,H,298.3,309.4,1631,29.8,0,0,No Failure
-8524,H37937,H,298.3,309.3,1529,41.7,5,0,No Failure
-8525,L55704,L,298.3,309.4,1468,46.2,10,0,No Failure
-8526,L55705,L,298.3,309.4,1378,52.3,12,0,No Failure
-8527,L55706,L,298.3,309.3,1401,51.9,14,0,No Failure
-8528,L55707,L,298.4,309.3,1531,37.4,16,0,No Failure
-8529,L55708,L,298.4,309.3,1512,35.8,18,0,No Failure
-8530,M23389,M,298.5,309.4,1522,47.4,20,0,No Failure
-8531,M23390,M,298.5,309.3,1615,31.8,23,0,No Failure
-8532,L55711,L,298.6,309.3,1449,46.5,26,0,No Failure
-8533,L55712,L,298.6,309.4,1315,55.5,28,0,No Failure
-8534,M23393,M,298.6,309.4,1465,41.1,30,0,No Failure
-8535,M23394,M,298.6,309.5,1404,43.3,33,0,No Failure
-8536,L55715,L,298.6,309.5,1547,44.8,36,0,No Failure
-8537,M23396,M,298.6,309.5,1426,45.4,38,0,No Failure
-8538,L55717,L,298.6,309.5,1730,30.2,41,0,No Failure
-8539,L55718,L,298.5,309.4,1548,37.7,43,0,No Failure
-8540,L55719,L,298.5,309.4,1517,40.2,45,0,No Failure
-8541,L55720,L,298.6,309.5,1687,29.3,47,0,No Failure
-8542,L55721,L,298.5,309.5,1738,25.2,49,0,No Failure
-8543,H37956,H,298.4,309.4,1512,35.3,51,0,No Failure
-8544,M23403,M,298.5,309.4,1365,48.7,56,0,No Failure
-8545,H37958,H,298.5,309.4,2011,21,59,0,No Failure
-8546,L55725,L,298.4,309.3,1806,27.6,64,0,No Failure
-8547,L55726,L,298.4,309.3,1716,28.4,66,0,No Failure
-8548,M23407,M,298.4,309.4,1666,24.3,68,0,No Failure
-8549,L55728,L,298.5,309.4,1578,36.3,71,0,No Failure
-8550,L55729,L,298.3,309.3,1558,37.2,73,0,No Failure
-8551,L55730,L,298.3,309.2,1456,45.5,75,0,No Failure
-8552,M23411,M,298.2,309.1,1457,49,77,0,No Failure
-8553,L55732,L,298.2,309.1,1467,44.5,80,0,No Failure
-8554,M23413,M,298.1,309,1661,38.2,82,0,No Failure
-8555,L55734,L,298.1,309,1592,33.9,85,0,No Failure
-8556,L55735,L,298.2,309,1596,37.2,87,0,No Failure
-8557,L55736,L,298.2,309,1489,40.6,89,0,No Failure
-8558,L55737,L,298.3,309,1471,48.3,91,0,No Failure
-8559,M23418,M,298.3,309,1505,41.3,93,0,No Failure
-8560,L55739,L,298.3,309,1519,40,96,0,No Failure
-8561,L55740,L,298.3,309,1408,45.4,98,0,No Failure
-8562,L55741,L,298.2,308.9,1332,44.4,100,0,No Failure
-8563,L55742,L,298.1,308.9,1351,52.4,102,0,No Failure
-8564,L55743,L,298,308.9,1500,36.7,104,0,No Failure
-8565,M23424,M,298,308.7,1614,30.7,106,0,No Failure
-8566,L55745,L,298,308.8,1489,36.5,109,0,No Failure
-8567,M23426,M,297.9,308.7,1751,26.6,111,0,No Failure
-8568,L55747,L,298,308.7,1511,45.8,114,0,No Failure
-8569,L55748,L,297.9,308.6,1691,29.6,116,0,No Failure
-8570,L55749,L,297.9,308.6,1757,27.5,118,0,No Failure
-8571,H37984,H,297.9,308.7,1545,35.9,120,0,No Failure
-8572,L55751,L,297.9,308.6,2262,15.7,125,0,No Failure
-8573,M23432,M,297.7,308.5,1559,35.2,127,0,No Failure
-8574,L55753,L,297.6,308.4,1626,32.4,130,0,No Failure
-8575,L55754,L,297.6,308.3,1424,53.9,132,0,No Failure
-8576,M23435,M,297.6,308.3,1648,29.1,134,0,No Failure
-8577,L55756,L,297.6,308.3,1523,39.5,137,0,No Failure
-8578,L55757,L,297.6,308.3,1502,43.2,139,0,No Failure
-8579,L55758,L,297.5,308.2,1489,40.7,141,0,No Failure
-8580,M23439,M,297.4,308.1,1620,31.2,143,0,No Failure
-8581,L55760,L,297.5,308.1,1631,30.6,146,0,No Failure
-8582,M23441,M,297.5,308,1429,45.8,148,0,No Failure
-8583,M23442,M,297.5,308.1,1334,72,151,1,Power Failure
-8584,L55763,L,297.4,308,1423,38,154,0,No Failure
-8585,L55764,L,297.4,307.9,1390,47.7,156,0,No Failure
-8586,M23445,M,297.4,307.9,1338,48.5,158,0,No Failure
-8587,H38000,H,297.3,307.9,1461,37.5,161,0,No Failure
-8588,M23447,M,297.4,307.9,1627,34.3,166,0,No Failure
-8589,L55768,L,297.3,307.8,1385,44.4,169,0,No Failure
-8590,M23449,M,297.3,307.8,1538,48,171,0,No Failure
-8591,L55770,L,297.4,307.9,1557,35.5,174,0,No Failure
-8592,L55771,L,297.4,307.9,1606,33.4,176,0,No Failure
-8593,M23452,M,297.5,308,1430,44.5,178,0,No Failure
-8594,M23453,M,297.4,308,1601,34.6,181,0,No Failure
-8595,L55774,L,297.4,308,1356,51.9,184,0,No Failure
-8596,M23455,M,297.5,308.2,1624,30.9,186,0,No Failure
-8597,L55776,L,297.5,308.2,1327,56.5,189,0,No Failure
-8598,L55777,L,297.6,308.3,1410,47,191,0,No Failure
-8599,L55778,L,297.6,308.3,1478,42.3,193,0,No Failure
-8600,L55779,L,297.6,308.4,1460,40.3,195,0,No Failure
-8601,L55780,L,297.5,308.3,1435,40.3,197,0,No Failure
-8602,H38015,H,297.4,308.2,1359,46.9,199,0,No Failure
-8603,L55782,L,297.4,308.1,1729,31.7,204,0,No Failure
-8604,H38017,H,297.3,308,1384,49.1,206,0,No Failure
-8605,L55784,L,297.4,308.2,1297,52.1,211,0,No Failure
-8606,L55785,L,297.5,308.4,1633,33.3,213,0,No Failure
-8607,M23466,M,297.5,308.4,1505,37.2,215,0,No Failure
-8608,L55787,L,297.5,308.4,1433,50,218,0,No Failure
-8609,L55788,L,297.4,308.4,1369,50.6,220,1,Overstrain Failure
-8610,L55789,L,297.4,308.3,1475,40.5,222,1,Tool Wear Failure
-8611,L55790,L,297.4,308.3,1561,38.3,0,0,No Failure
-8612,L55791,L,297.4,308.3,1472,45.5,2,0,No Failure
-8613,L55792,L,297.5,308.4,1441,44.5,4,0,No Failure
-8614,M23473,M,297.5,308.5,1401,50.5,6,0,No Failure
-8615,L55794,L,297.5,308.5,1691,33.1,9,0,No Failure
-8616,L55795,L,297.6,308.6,1382,47.1,11,0,No Failure
-8617,L55796,L,297.6,308.6,1355,46.4,13,0,No Failure
-8618,L55797,L,297.6,308.6,1529,45.3,15,0,No Failure
-8619,L55798,L,297.7,308.7,1829,24.9,17,0,No Failure
-8620,H38033,H,297.6,308.6,1480,39.8,19,0,No Failure
-8621,L55800,L,297.6,308.5,1475,42.4,24,0,No Failure
-8622,M23481,M,297.6,308.5,1431,52.6,26,0,No Failure
-8623,L55802,L,297.5,308.3,1437,42.3,29,0,No Failure
-8624,M23483,M,297.5,308.3,1476,45.6,31,0,No Failure
-8625,H38038,H,297.5,308.4,1490,39.7,34,0,No Failure
-8626,L55805,L,297.4,308.3,1632,33.5,39,0,No Failure
-8627,L55806,L,297.4,308.2,1402,49.7,41,0,No Failure
-8628,L55807,L,297.4,308.3,1347,45.8,43,0,No Failure
-8629,L55808,L,297.5,308.4,1747,31,45,0,No Failure
-8630,H38043,H,297.5,308.5,1557,39.1,47,0,No Failure
-8631,L55810,L,297.4,308.4,1371,57.4,52,0,No Failure
-8632,H38045,H,297.3,308.3,1506,37,54,0,No Failure
-8633,L55812,L,297.3,308.3,1590,35.5,59,0,No Failure
-8634,L55813,L,297.4,308.3,1336,53.7,61,0,No Failure
-8635,L55814,L,297.3,308.3,1411,43.2,63,0,No Failure
-8636,L55815,L,297.4,308.3,1704,27.3,65,0,No Failure
-8637,L55816,L,297.5,308.4,1723,27.3,67,0,No Failure
-8638,L55817,L,297.5,308.5,1459,39.7,69,0,No Failure
-8639,L55818,L,297.6,308.5,1572,35.9,71,0,No Failure
-8640,L55819,L,297.5,308.4,1384,56,73,0,No Failure
-8641,L55820,L,297.6,308.6,1383,47.5,75,0,No Failure
-8642,M23501,M,297.6,308.5,1360,48.6,77,0,No Failure
-8643,M23502,M,297.5,308.4,1596,36.6,80,0,No Failure
-8644,L55823,L,297.5,308.5,1448,54.3,83,0,No Failure
-8645,M23504,M,297.6,308.5,1443,38.2,85,0,No Failure
-8646,M23505,M,297.6,308.6,1492,35.5,88,0,No Failure
-8647,L55826,L,297.5,308.6,1497,43.9,91,0,No Failure
-8648,L55827,L,297.5,308.5,1530,38.5,93,0,No Failure
-8649,M23508,M,297.4,308.4,1478,46.2,95,0,No Failure
-8650,L55829,L,297.4,308.4,1328,61.8,98,0,No Failure
-8651,H38064,H,297.4,308.3,1771,27.4,100,0,No Failure
-8652,M23511,M,297.4,308.4,1564,35,105,0,No Failure
-8653,H38066,H,297.3,308.3,1461,41.5,108,0,No Failure
-8654,M23513,M,297.4,308.3,1335,57.9,113,0,No Failure
-8655,M23514,M,297.4,308.4,1441,46.8,116,0,No Failure
-8656,L55835,L,297.3,308.3,1268,60.6,119,0,No Failure
-8657,M23516,M,297.3,308.3,1697,27.4,121,0,No Failure
-8658,L55837,L,297.4,308.4,1421,46,124,0,No Failure
-8659,L55838,L,297.4,308.5,1496,36.4,126,0,No Failure
-8660,L55839,L,297.5,308.5,1375,55.6,128,0,No Failure
-8661,L55840,L,297.4,308.5,1295,52.1,130,0,No Failure
-8662,L55841,L,297.4,308.5,1643,33.8,132,0,No Failure
-8663,L55842,L,297.5,308.6,1514,36.9,134,0,No Failure
-8664,L55843,L,297.5,308.6,1671,29.4,136,0,No Failure
-8665,H38078,H,297.5,308.6,1355,58.9,138,0,No Failure
-8666,L55845,L,297.6,308.7,1365,50.6,143,0,No Failure
-8667,L55846,L,297.5,308.7,1407,42.5,145,0,No Failure
-8668,M23527,M,297.5,308.8,1455,46.1,147,0,No Failure
-8669,L55848,L,297.5,308.8,1502,45.9,150,0,No Failure
-8670,M23529,M,297.5,308.8,1471,52.3,152,0,No Failure
-8671,L55850,L,297.5,308.9,1581,30.4,155,0,No Failure
-8672,L55851,L,297.5,308.8,1530,37.8,157,0,No Failure
-8673,L55852,L,297.5,308.8,1312,50.3,159,0,No Failure
-8674,L55853,L,297.4,308.6,1494,42.6,161,0,No Failure
-8675,M23534,M,297.4,308.6,1528,29.1,163,0,No Failure
-8676,H38089,H,297.3,308.6,1688,29.4,166,0,No Failure
-8677,M23536,M,297.3,308.5,1520,42.4,171,0,No Failure
-8678,M23537,M,297.3,308.5,1664,28.9,174,0,No Failure
-8679,L55858,L,297.3,308.5,1514,44.5,177,0,No Failure
-8680,L55859,L,297.3,308.5,1456,54.2,179,0,No Failure
-8681,L55860,L,297.2,308.5,1494,39.6,181,0,No Failure
-8682,L55861,L,297.2,308.4,1605,30,183,0,No Failure
-8683,M23542,M,297.2,308.5,1353,46.5,185,0,No Failure
-8684,L55863,L,297.2,308.5,1447,47.9,188,0,No Failure
-8685,L55864,L,297.2,308.5,1588,40.4,190,0,No Failure
-8686,H38099,H,297.2,308.5,1524,41.4,192,0,No Failure
-8687,M23546,M,297.2,308.5,1611,31.6,197,0,No Failure
-8688,M23547,M,297.2,308.5,1604,34.9,200,0,No Failure
-8689,L55868,L,297.1,308.5,1483,46.9,203,0,No Failure
-8690,L55869,L,297.1,308.4,1543,39.6,205,0,No Failure
-8691,L55870,L,297.1,308.5,1323,44.4,207,1,Tool Wear Failure
-8692,L55871,L,297.1,308.5,1555,36.2,0,0,No Failure
-8693,L55872,L,297.1,308.4,1583,31.9,2,0,No Failure
-8694,M23553,M,297.2,308.5,1584,40,4,0,No Failure
-8695,L55874,L,297.2,308.5,1766,25.8,7,0,No Failure
-8696,M23555,M,297.2,308.6,1498,44.4,9,0,No Failure
-8697,L55876,L,297.2,308.6,1413,49.8,12,0,No Failure
-8698,L55877,L,297.3,308.6,1505,33.5,14,0,No Failure
-8699,H38112,H,297.3,308.7,1438,46.2,16,0,No Failure
-8700,M23559,M,297.3,308.7,1655,34.1,21,0,No Failure
-8701,M23560,M,297.3,308.7,1451,43.8,24,0,No Failure
-8702,M23561,M,297.3,308.7,1466,38.4,27,0,No Failure
-8703,L55882,L,297.2,308.6,1774,23,30,0,No Failure
-8704,M23563,M,297.2,308.6,1284,51.3,32,0,No Failure
-8705,L55884,L,297.1,308.5,1425,40,35,0,No Failure
-8706,L55885,L,297.2,308.6,1437,52.4,37,0,No Failure
-8707,L55886,L,297.2,308.6,1335,53,39,0,No Failure
-8708,L55887,L,297.2,308.5,1471,41.7,41,0,No Failure
-8709,M23568,M,297.2,308.5,1364,54,43,0,No Failure
-8710,L55889,L,297.1,308.5,1578,35.6,46,0,No Failure
-8711,L55890,L,297.1,308.5,1712,32.1,48,0,No Failure
-8712,L55891,L,297.1,308.5,1733,28.7,50,0,No Failure
-8713,L55892,L,297.2,308.6,1652,32.1,52,0,No Failure
-8714,L55893,L,297.2,308.6,1917,24.1,54,0,No Failure
-8715,M23574,M,297.2,308.6,1444,41.1,56,0,No Failure
-8716,L55895,L,297.1,308.6,1442,37.1,59,0,No Failure
-8717,M23576,M,297.1,308.6,1717,31.3,61,0,No Failure
-8718,L55897,L,297.1,308.7,1474,42.3,64,0,No Failure
-8719,L55898,L,297.2,308.7,1509,39.3,66,0,No Failure
-8720,L55899,L,297.2,308.8,1451,43.1,68,0,No Failure
-8721,L55900,L,297.3,308.8,1554,36.1,70,0,No Failure
-8722,L55901,L,297.2,308.7,1669,30.7,72,0,No Failure
-8723,L55902,L,297.2,308.6,1366,50.4,74,0,No Failure
-8724,L55903,L,297.2,308.6,1578,34.4,76,0,No Failure
-8725,M23584,M,297.2,308.6,1513,39,78,0,No Failure
-8726,M23585,M,297.1,308.5,1515,42.1,81,0,No Failure
-8727,L55906,L,297.2,308.6,1562,33,84,0,No Failure
-8728,L55907,L,297.2,308.7,1501,38.5,86,0,No Failure
-8729,M23588,M,297.2,308.7,1398,38.1,88,0,No Failure
-8730,L55909,L,297.3,308.7,1352,53.8,91,0,No Failure
-8731,H38144,H,297.3,308.7,1569,33.9,93,0,No Failure
-8732,H38145,H,297.2,308.6,1486,46.6,98,0,No Failure
-8733,L55912,L,297.2,308.6,1864,23.6,103,0,No Failure
-8734,M23593,M,297.3,308.7,1447,44.5,105,0,No Failure
-8735,L55914,L,297.2,308.6,1392,41.5,108,0,No Failure
-8736,L55915,L,297.3,308.6,1358,47.6,110,0,No Failure
-8737,L55916,L,297.3,308.7,1491,40.2,112,0,No Failure
-8738,L55917,L,297.3,308.7,1556,36.7,114,0,No Failure
-8739,L55918,L,297.3,308.7,1531,36.7,116,0,No Failure
-8740,H38153,H,297.4,308.7,1429,37.6,118,0,No Failure
-8741,M23600,M,297.4,308.8,1573,33.9,123,0,No Failure
-8742,L55921,L,297.4,308.8,1538,41.2,126,0,No Failure
-8743,L55922,L,297.4,308.8,1467,39,128,0,No Failure
-8744,H38157,H,297.4,308.7,1323,51.1,130,0,No Failure
-8745,M23604,M,297.4,308.7,1798,23,135,0,No Failure
-8746,L55925,L,297.4,308.6,1411,46.3,138,0,No Failure
-8747,L55926,L,297.3,308.5,1528,44.5,140,0,No Failure
-8748,L55927,L,297.3,308.5,1504,42,142,0,No Failure
-8749,L55928,L,297.3,308.5,1384,39.6,144,0,No Failure
-8750,L55929,L,297.2,308.4,1677,26.4,146,0,No Failure
-8751,L55930,L,297.3,308.5,1764,30.8,148,0,No Failure
-8752,M23611,M,297.4,308.5,1472,42,150,0,No Failure
-8753,M23612,M,297.4,308.5,1465,55.9,153,0,No Failure
-8754,M23613,M,297.4,308.6,1657,33.1,156,0,No Failure
-8755,L55934,L,297.4,308.6,1635,30.5,159,0,No Failure
-8756,M23615,M,297.4,308.7,1582,31.9,161,0,No Failure
-8757,L55936,L,297.5,308.7,1761,26.2,164,0,No Failure
-8758,L55937,L,297.5,308.8,1587,34.9,166,0,No Failure
-8759,M23618,M,297.5,308.7,1446,53,168,0,No Failure
-8760,M23619,M,297.5,308.7,1352,53,171,0,No Failure
-8761,M23620,M,297.4,308.7,1392,46.4,174,0,No Failure
-8762,L55941,L,297.5,308.8,1417,49.8,177,0,No Failure
-8763,H38176,H,297.5,308.8,1824,24,179,0,No Failure
-8764,L55943,L,297.5,308.8,1603,36.7,184,0,No Failure
-8765,L55944,L,297.4,308.8,1620,33.4,186,0,No Failure
-8766,L55945,L,297.4,308.8,1353,49.4,188,0,No Failure
-8767,L55946,L,297.5,308.8,1360,50.7,190,0,No Failure
-8768,L55947,L,297.5,308.6,1380,53.5,192,0,No Failure
-8769,M23628,M,297.5,308.7,1363,53.6,194,0,No Failure
-8770,M23629,M,297.4,308.6,1452,41.2,197,0,No Failure
-8771,L55950,L,297.4,308.6,1680,32.8,200,0,No Failure
-8772,L55951,L,297.5,308.6,1536,39,202,0,No Failure
-8773,L55952,L,297.5,308.6,1621,28.9,0,0,No Failure
-8774,L55953,L,297.5,308.6,1585,37.6,2,0,No Failure
-8775,M23634,M,297.6,308.7,1408,51.5,4,0,No Failure
-8776,H38189,H,297.5,308.6,1536,38.7,7,0,No Failure
-8777,L55956,L,297.5,308.6,1352,52.6,12,0,No Failure
-8778,H38191,H,297.5,308.6,1481,38.8,14,0,No Failure
-8779,L55958,L,297.5,308.7,1454,45,19,0,No Failure
-8780,M23639,M,297.5,308.6,1349,51.5,21,0,No Failure
-8781,M23640,M,297.5,308.6,1327,52.1,24,0,No Failure
-8782,L55961,L,297.6,308.7,1552,42.3,27,0,No Failure
-8783,L55962,L,297.5,308.7,1456,44.7,29,0,No Failure
-8784,M23643,M,297.6,308.6,1254,45.8,31,0,No Failure
-8785,L55964,L,297.5,308.6,1437,43.3,34,0,No Failure
-8786,L55965,L,297.5,308.6,1694,27.1,36,0,No Failure
-8787,L55966,L,297.5,308.5,1306,50.7,38,0,No Failure
-8788,M23647,M,297.5,308.5,1699,30.1,40,0,No Failure
-8789,L55968,L,297.4,308.5,1369,53.2,43,0,No Failure
-8790,L55969,L,297.4,308.5,1471,43.9,45,0,No Failure
-8791,L55970,L,297.4,308.5,1410,43.9,47,0,No Failure
-8792,M23651,M,297.4,308.5,1412,45.5,49,0,No Failure
-8793,L55972,L,297.4,308.5,1418,51.2,52,0,No Failure
-8794,L55973,L,297.4,308.5,1782,25.9,54,0,No Failure
-8795,M23654,M,297.4,308.5,1497,36.4,56,0,No Failure
-8796,L55975,L,297.3,308.4,1459,39.4,59,0,No Failure
-8797,L55976,L,297.2,308.3,1796,23.8,61,0,No Failure
-8798,L55977,L,297.2,308.3,1569,31.2,63,0,No Failure
-8799,L55978,L,297.3,308.4,1469,46.7,65,0,No Failure
-8800,L55979,L,297.3,308.4,1472,41.3,67,0,No Failure
-8801,L55980,L,297.4,308.5,1475,47.2,69,0,No Failure
-8802,L55981,L,297.4,308.6,1488,36.4,71,0,No Failure
-8803,L55982,L,297.4,308.6,1524,43.1,73,0,No Failure
-8804,L55983,L,297.4,308.5,1486,48.6,75,0,No Failure
-8805,M23664,M,297.5,308.6,1255,60.7,77,0,No Failure
-8806,M23665,M,297.4,308.6,1469,42.6,80,0,No Failure
-8807,L55986,L,297.4,308.5,1692,34.3,83,0,No Failure
-8808,M23667,M,297.4,308.6,1604,32.8,85,0,No Failure
-8809,L55988,L,297.4,308.6,1446,48.1,88,0,No Failure
-8810,L55989,L,297.3,308.5,1503,43.3,90,0,No Failure
-8811,M23670,M,297.3,308.5,1625,32.8,92,0,No Failure
-8812,L55991,L,297.2,308.5,1574,35.8,95,0,No Failure
-8813,M23672,M,297.2,308.4,1378,41.9,97,0,No Failure
-8814,L55993,L,297.1,308.4,1693,29.5,100,0,No Failure
-8815,L55994,L,297.2,308.4,1462,51.2,102,0,No Failure
-8816,H38229,H,297.3,308.5,1435,55,104,0,No Failure
-8817,M23676,M,297.2,308.5,1425,45.8,109,0,No Failure
-8818,H38231,H,297.3,308.6,1376,53.5,112,0,No Failure
-8819,M23678,M,297.4,308.7,1481,48,117,0,No Failure
-8820,H38233,H,297.4,308.7,1349,48.9,120,0,No Failure
-8821,L56000,L,297.3,308.7,1551,40,125,0,No Failure
-8822,H38235,H,297.4,308.7,1623,33.8,127,0,No Failure
-8823,L56002,L,297.4,308.8,1462,49.7,132,0,No Failure
-8824,M23683,M,297.3,308.8,1447,57.4,134,0,No Failure
-8825,M23684,M,297.3,308.9,1799,24.5,137,0,No Failure
-8826,M23685,M,297.3,308.8,1548,41.3,140,0,No Failure
-8827,M23686,M,297.2,308.8,1485,47.9,143,0,No Failure
-8828,L56007,L,297.2,308.7,1463,49.9,146,0,No Failure
-8829,L56008,L,297.3,308.7,1587,35.8,148,0,No Failure
-8830,M23689,M,297.3,308.8,1469,44.1,150,0,No Failure
-8831,H38244,H,297.3,308.7,1430,42.8,153,0,No Failure
-8832,H38245,H,297.4,308.7,1726,26.8,158,0,No Failure
-8833,L56012,L,297.4,308.8,1651,34.1,163,0,No Failure
-8834,L56013,L,297.4,308.8,1529,41.3,165,0,No Failure
-8835,L56014,L,297.4,308.8,1473,46.2,167,0,No Failure
-8836,H38249,H,297.4,308.8,1324,53.5,169,0,No Failure
-8837,L56016,L,297.4,308.9,1708,28.8,174,0,No Failure
-8838,M23697,M,297.5,309.1,1540,38.5,176,0,No Failure
-8839,L56018,L,297.5,309,1320,54.7,179,0,No Failure
-8840,M23699,M,297.4,308.9,1376,39,181,0,No Failure
-8841,M23700,M,297.3,308.7,1542,37,184,0,No Failure
-8842,L56021,L,297.3,308.7,1506,39.3,187,0,No Failure
-8843,L56022,L,297.3,308.7,1492,43.6,189,0,No Failure
-8844,H38257,H,297.3,308.8,1564,38,191,0,No Failure
-8845,H38258,H,297.4,308.9,1645,30.8,196,0,No Failure
-8846,M23705,M,297.4,308.9,1348,59.1,201,0,No Failure
-8847,M23706,M,297.4,308.8,1325,62.4,204,1,Tool Wear Failure
-8848,L56027,L,297.5,308.9,1443,43.5,0,0,No Failure
-8849,M23708,M,297.5,308.9,1436,44.8,2,0,No Failure
-8850,L56029,L,297.5,308.9,1596,30.7,5,0,No Failure
-8851,L56030,L,297.6,309,1491,43.2,7,0,No Failure
-8852,M23711,M,297.7,308.9,1573,35.1,9,0,No Failure
-8853,L56032,L,297.7,308.9,1575,39.9,12,0,No Failure
-8854,L56033,L,297.7,308.9,1458,41.1,14,0,No Failure
-8855,M23714,M,297.7,309,1433,41.8,16,0,No Failure
-8856,L56035,L,297.7,308.9,1662,28.1,19,0,No Failure
-8857,M23716,M,297.7,308.9,1327,63.7,21,0,No Failure
-8858,L56037,L,297.7,308.9,1742,26.3,24,0,No Failure
-8859,L56038,L,297.8,308.9,1506,33.5,26,0,No Failure
-8860,L56039,L,297.9,309.1,1457,44.4,28,0,No Failure
-8861,M23720,M,297.9,309.1,1488,37.3,30,0,No Failure
-8862,L56041,L,297.9,309.1,1619,34.7,33,0,No Failure
-8863,M23722,M,298,309.2,1558,41.7,35,0,No Failure
-8864,L56043,L,298,309.2,1731,28.7,38,0,No Failure
-8865,M23724,M,298,309.1,1574,34.8,40,0,No Failure
-8866,L56045,L,297.9,309,1290,49.8,43,0,No Failure
-8867,H38280,H,297.9,308.9,1416,39.6,45,0,No Failure
-8868,L56047,L,297.9,308.9,1566,41.9,50,0,No Failure
-8869,L56048,L,297.9,309,1456,46.5,52,0,No Failure
-8870,L56049,L,297.9,309,1528,37.5,54,0,No Failure
-8871,M23730,M,297.9,309.1,1338,49.6,56,0,No Failure
-8872,M23731,M,297.9,309.1,1558,39.2,59,0,No Failure
-8873,M23732,M,297.9,309.1,1614,38.1,62,0,No Failure
-8874,H38287,H,298,309.1,1557,36.4,65,0,No Failure
-8875,L56054,L,298.1,309.3,1443,45.3,70,0,No Failure
-8876,H38289,H,298.1,309.3,1332,51,72,0,No Failure
-8877,M23736,M,298.1,309.3,1752,25.2,77,0,No Failure
-8878,M23737,M,298.1,309.2,1460,45.8,80,0,No Failure
-8879,L56058,L,298.1,309.2,1802,26.9,83,0,No Failure
-8880,L56059,L,298,309.2,1527,39.5,85,0,No Failure
-8881,L56060,L,298,309.2,1458,39.8,87,0,No Failure
-8882,H38295,H,298,309.2,1520,37.9,89,0,No Failure
-8883,L56062,L,298,309.2,1378,49.7,94,0,No Failure
-8884,M23743,M,297.9,309.2,1529,38.1,96,0,No Failure
-8885,L56064,L,298,309.2,1527,32.4,99,0,No Failure
-8886,M23745,M,298,309.2,1438,42.9,101,0,No Failure
-8887,L56066,L,297.9,309,1583,36.7,104,0,No Failure
-8888,L56067,L,297.8,308.9,1530,37.6,106,0,No Failure
-8889,M23748,M,297.7,308.9,1530,39.1,108,0,No Failure
-8890,M23749,M,297.7,308.8,2089,19.1,111,0,No Failure
-8891,L56070,L,297.7,308.8,1616,34.2,114,0,No Failure
-8892,M23751,M,297.7,308.9,1681,28.3,116,0,No Failure
-8893,L56072,L,297.6,308.8,1475,43,119,0,No Failure
-8894,L56073,L,297.5,308.7,1371,46.5,121,0,No Failure
-8895,M23754,M,297.5,308.7,1546,38,123,0,No Failure
-8896,H38309,H,297.4,308.6,1461,40.1,126,0,No Failure
-8897,L56076,L,297.4,308.7,1638,31.9,131,0,No Failure
-8898,M23757,M,297.3,308.7,1577,35.6,133,0,No Failure
-8899,L56078,L,297.4,308.6,1532,38.7,136,0,No Failure
-8900,M23759,M,297.3,308.5,1710,27.7,138,0,No Failure
-8901,M23760,M,297.3,308.6,1584,29.4,141,0,No Failure
-8902,L56081,L,297.3,308.6,1446,50.1,144,0,No Failure
-8903,H38316,H,297.4,308.7,1522,46.3,146,0,No Failure
-8904,M23763,M,297.4,308.7,1382,49.9,151,0,No Failure
-8905,L56084,L,297.4,308.7,1584,38.2,154,0,No Failure
-8906,L56085,L,297.3,308.6,1385,55.2,156,0,No Failure
-8907,L56086,L,297.3,308.7,1592,34.4,158,0,No Failure
-8908,M23767,M,297.2,308.6,1404,43.7,160,0,No Failure
-8909,L56088,L,297.2,308.5,1518,44.3,163,0,No Failure
-8910,L56089,L,297.1,308.4,1529,40.4,165,0,No Failure
-8911,L56090,L,297.1,308.4,1550,37,167,0,No Failure
-8912,L56091,L,297.1,308.3,1773,23.8,169,0,No Failure
-8913,L56092,L,297.2,308.5,1446,43.7,171,0,No Failure
-8914,M23773,M,297.2,308.5,1487,46.9,173,0,No Failure
-8915,M23774,M,297.3,308.5,1524,49.3,176,0,No Failure
-8916,L56095,L,297.1,308.3,1403,54.1,179,0,No Failure
-8917,L56096,L,297.1,308.2,2267,15.7,181,0,No Failure
-8918,M23777,M,297.1,308.2,1529,37.9,183,0,No Failure
-8919,L56098,L,297.1,308.2,1402,51.2,186,0,No Failure
-8920,L56099,L,297.2,308.3,1693,28,188,0,No Failure
-8921,L56100,L,297.1,308.3,1496,45.8,190,0,No Failure
-8922,L56101,L,297.1,308.1,1633,33.3,192,0,No Failure
-8923,L56102,L,297.1,308.2,1399,42.6,194,0,No Failure
-8924,M23783,M,297,308.1,1363,45.3,196,0,No Failure
-8925,H38338,H,297.1,308.2,1527,42.2,199,0,No Failure
-8926,M23785,M,297.2,308.2,1405,42.5,204,0,No Failure
-8927,M23786,M,297.3,308.3,1459,59.6,207,1,Power Failure
-8928,M23787,M,297.4,308.4,1789,25,210,0,No Failure
-8929,L56108,L,297.4,308.4,1531,41.5,213,0,No Failure
-8930,M23789,M,297.4,308.4,1620,35.8,215,0,No Failure
-8931,L56110,L,297.4,308.4,1571,39.4,0,0,No Failure
-8932,L56111,L,297.4,308.4,1434,39.9,2,0,No Failure
-8933,L56112,L,297.4,308.4,1474,43.6,4,0,No Failure
-8934,M23793,M,297.3,308.3,1544,41.7,6,0,No Failure
-8935,L56114,L,297.3,308.2,1601,35.7,9,0,No Failure
-8936,L56115,L,297.4,308.3,1801,26.9,11,0,No Failure
-8937,L56116,L,297.4,308.3,1465,42,13,0,No Failure
-8938,M23797,M,297.4,308.4,1340,52.6,15,0,No Failure
-8939,M23798,M,297.4,308.4,1517,41,18,0,No Failure
-8940,M23799,M,297.3,308.4,1434,44.8,21,0,No Failure
-8941,H38354,H,297.3,308.3,1935,19.3,24,0,No Failure
-8942,M23801,M,297.3,308.3,1595,32.2,29,0,No Failure
-8943,L56122,L,297.3,308.3,2188,17,32,0,No Failure
-8944,M23803,M,297.3,308.4,1449,44.4,34,0,No Failure
-8945,L56124,L,297.3,308.3,1471,38.2,37,0,No Failure
-8946,L56125,L,297.4,308.2,1639,33.8,39,0,No Failure
-8947,M23806,M,297.3,308.2,1846,24.5,41,0,No Failure
-8948,M23807,M,297.3,308.2,1452,38.2,44,0,No Failure
-8949,M23808,M,297.4,308.3,1483,41.9,47,0,No Failure
-8950,L56129,L,297.4,308.3,1284,60.3,50,0,No Failure
-8951,L56130,L,297.4,308.2,1419,50,52,0,No Failure
-8952,L56131,L,297.3,308.1,1763,28.4,54,0,No Failure
-8953,M23812,M,297.2,308,1478,42.5,56,0,No Failure
-8954,L56133,L,297.3,308,1518,36,59,0,No Failure
-8955,L56134,L,297.3,308,1447,49,61,0,No Failure
-8956,M23815,M,297.4,308,1355,55.1,63,0,No Failure
-8957,L56136,L,297.4,308.1,1348,57.4,66,0,No Failure
-8958,L56137,L,297.4,308.1,1348,53.7,68,0,No Failure
-8959,M23818,M,297.4,308.1,1734,27.7,70,0,No Failure
-8960,L56139,L,297.3,308,1420,46.5,73,0,No Failure
-8961,L56140,L,297.3,307.9,1797,24.7,75,0,No Failure
-8962,M23821,M,297.3,308,1403,45,77,0,No Failure
-8963,L56142,L,297.3,307.9,1628,30.2,80,0,No Failure
-8964,M23823,M,297.2,307.9,1687,30.4,82,0,No Failure
-8965,M23824,M,297.2,307.9,1456,44.9,85,0,No Failure
-8966,L56145,L,297.1,307.9,1496,44.7,88,0,No Failure
-8967,L56146,L,297.1,307.8,1636,30.3,90,0,No Failure
-8968,L56147,L,297.1,307.8,1536,40.4,92,0,No Failure
-8969,L56148,L,297.1,307.8,1454,50.6,94,0,No Failure
-8970,L56149,L,297,307.8,1396,50,96,0,No Failure
-8971,L56150,L,297,307.6,1575,37.4,98,0,No Failure
-8972,L56151,L,296.9,307.6,1514,35.7,100,0,No Failure
-8973,M23832,M,296.8,307.4,1455,49.9,102,0,No Failure
-8974,L56153,L,296.8,307.4,1549,48.3,105,0,No Failure
-8975,L56154,L,296.8,307.5,1474,42.4,107,0,No Failure
-8976,H38389,H,296.7,307.4,1661,34.2,109,0,No Failure
-8977,L56156,L,296.7,307.4,1535,34.6,114,0,No Failure
-8978,M23837,M,296.9,307.5,1556,31.2,116,0,No Failure
-8979,L56158,L,296.9,307.6,1435,45,119,0,No Failure
-8980,M23839,M,296.9,307.5,1332,51.1,121,0,No Failure
-8981,L56160,L,297,307.6,1513,42.4,124,0,No Failure
-8982,L56161,L,297,307.7,1502,39.4,126,0,No Failure
-8983,L56162,L,297,307.7,1315,60.1,128,0,No Failure
-8984,M23843,M,297,307.7,1261,51.1,130,0,No Failure
-8985,L56164,L,297.1,307.8,1406,60.4,133,0,No Failure
-8986,L56165,L,297.1,307.8,1584,42.3,135,0,No Failure
-8987,M23846,M,297.1,307.8,1443,43.9,137,0,No Failure
-8988,L56167,L,297.2,307.9,1580,35.8,140,0,No Failure
-8989,L56168,L,297.2,307.9,1825,24.6,142,0,No Failure
-8990,L56169,L,297.2,307.9,1469,48.2,144,0,No Failure
-8991,L56170,L,297.2,307.9,1493,38.4,146,0,No Failure
-8992,M23851,M,297.3,308,1598,29.4,148,0,No Failure
-8993,H38406,H,297.2,307.9,1450,37.2,151,0,No Failure
-8994,M23853,M,297.2,307.9,1632,37.5,156,0,No Failure
-8995,M23854,M,297.1,307.9,1980,20.3,159,0,No Failure
-8996,L56175,L,297.2,308,1474,43.7,162,0,No Failure
-8997,L56176,L,297.2,307.9,1540,37.1,164,0,No Failure
-8998,M23857,M,297.1,307.9,1609,38.9,166,0,No Failure
-8999,L56178,L,297.1,308,1467,42.8,169,0,No Failure
-9000,L56179,L,297.1,307.9,1492,39.4,171,0,No Failure
-9001,L56180,L,297,307.9,1493,46.1,173,0,No Failure
-9002,L56181,L,297,307.8,1500,39.9,175,0,No Failure
-9003,L56182,L,297.1,307.8,1477,36.6,177,0,No Failure
-9004,L56183,L,297.1,307.9,1342,49.1,179,0,No Failure
-9005,M23864,M,297.1,307.8,1538,34.3,181,0,No Failure
-9006,L56185,L,297.2,307.9,1337,58.1,184,0,No Failure
-9007,L56186,L,297.3,307.9,1417,41.8,186,0,No Failure
-9008,L56187,L,297.4,308,1383,46.2,188,0,No Failure
-9009,M23868,M,297.4,308,1440,42.4,190,0,No Failure
-9010,L56189,L,297.3,307.9,1579,34.4,193,0,No Failure
-9011,L56190,L,297.2,307.9,1441,40,195,0,No Failure
-9012,M23871,M,297.2,307.9,1530,35.9,197,0,No Failure
-9013,L56192,L,297.2,308,1705,26,200,0,No Failure
-9014,H38427,H,297.2,308,1435,43,202,0,No Failure
-9015,M23874,M,297.2,308.1,1340,61.3,207,1,Overstrain Failure
-9016,L56195,L,297.2,308.1,1431,49.7,210,1,No Failure
-9017,L56196,L,297.3,308.2,1396,52.7,212,1,Overstrain Failure
-9018,M23877,M,297.3,308.1,1369,52,214,0,No Failure
-9019,L56198,L,297.3,308.1,1615,35.4,217,1,Tool Wear Failure
-9020,L56199,L,297.2,308.1,1662,31.3,0,0,No Failure
-9021,L56200,L,297.3,308.2,1553,33.5,2,0,No Failure
-9022,M23881,M,297.4,308.2,1536,34.6,4,0,No Failure
-9023,L56202,L,297.4,308.3,1548,46.6,7,0,No Failure
-9024,L56203,L,297.4,308.3,1706,30.9,9,0,No Failure
-9025,L56204,L,297.4,308.3,1366,45.5,11,0,No Failure
-9026,L56205,L,297.5,308.4,1440,35.9,13,0,No Failure
-9027,M23886,M,297.5,308.4,1685,28.1,15,0,No Failure
-9028,M23887,M,297.4,308.3,1444,44,18,0,No Failure
-9029,L56208,L,297.4,308.3,1395,48.7,21,0,No Failure
-9030,L56209,L,297.4,308.3,1483,38.8,23,0,No Failure
-9031,M23890,M,297.5,308.4,1403,44.3,25,0,No Failure
-9032,H38445,H,297.5,308.4,1793,23.9,28,0,No Failure
-9033,L56212,L,297.4,308.3,1723,28.8,33,0,No Failure
-9034,L56213,L,297.4,308.2,1386,41,35,0,No Failure
-9035,H38448,H,297.4,308.2,1585,46.2,37,0,No Failure
-9036,M23895,M,297.3,308.1,1731,27.7,42,0,No Failure
-9037,L56216,L,297.3,308.3,1519,37.7,45,0,No Failure
-9038,L56217,L,297.3,308.2,1896,24.4,47,0,No Failure
-9039,L56218,L,297.3,308.3,2358,14.9,49,0,No Failure
-9040,M23899,M,297.3,308.3,1341,51.9,51,0,No Failure
-9041,L56220,L,297.3,308.3,1550,37,54,0,No Failure
-9042,L56221,L,297.3,308.3,1309,61.5,56,0,No Failure
-9043,M23902,M,297.3,308.4,1599,32.9,58,0,No Failure
-9044,L56223,L,297.4,308.4,1343,40,61,0,No Failure
-9045,L56224,L,297.4,308.4,1378,39.9,63,0,No Failure
-9046,L56225,L,297.4,308.4,1603,34.6,65,0,No Failure
-9047,L56226,L,297.4,308.4,1664,28.1,67,0,No Failure
-9048,L56227,L,297.3,308.4,1488,37.4,69,0,No Failure
-9049,M23908,M,297.3,308.4,1370,50.5,71,0,No Failure
-9050,L56229,L,297.3,308.5,1545,34.3,74,0,No Failure
-9051,M23910,M,297.4,308.5,1566,31.4,76,0,No Failure
-9052,L56231,L,297.4,308.6,1820,24.6,79,0,No Failure
-9053,M23912,M,297.4,308.6,1901,22.1,81,0,No Failure
-9054,M23913,M,297.4,308.5,1638,32.2,84,0,No Failure
-9055,M23914,M,297.3,308.4,1521,38.2,87,0,No Failure
-9056,H38469,H,297.3,308.4,1864,23.1,90,0,No Failure
-9057,L56236,L,297.3,308.3,1430,41.9,95,0,No Failure
-9058,M23917,M,297.3,308.4,1686,34.5,97,0,No Failure
-9059,M23918,M,297.2,308.3,1326,57.2,100,0,No Failure
-9060,L56239,L,297.2,308.3,1805,25.6,103,0,No Failure
-9061,H38474,H,297.2,308.3,1453,45.8,105,0,No Failure
-9062,M23921,M,297.2,308.4,1863,26,110,0,No Failure
-9063,L56242,L,297.2,308.3,1576,35.3,113,0,No Failure
-9064,L56243,L,297.2,308.3,1419,39.7,115,0,No Failure
-9065,L56244,L,297.2,308.4,1833,25.2,117,0,No Failure
-9066,H38479,H,297.2,308.4,2182,17.3,119,0,No Failure
-9067,L56246,L,297.2,308.3,1656,30.3,124,0,No Failure
-9068,L56247,L,297.1,308.2,1351,56.6,126,0,No Failure
-9069,H38482,H,297.1,308.2,1790,30.3,128,0,No Failure
-9070,M23929,M,297.2,308.2,1678,28.1,133,0,No Failure
-9071,L56250,L,297.1,308.2,1427,45.2,136,0,No Failure
-9072,L56251,L,297,308.1,1429,54,138,0,No Failure
-9073,H38486,H,297.2,308.1,1770,27.2,140,0,No Failure
-9074,L56253,L,297.2,308.1,1689,31.2,145,0,No Failure
-9075,M23934,M,297.2,308.1,1554,41.3,147,0,No Failure
-9076,L56255,L,297.3,308.1,1506,36,150,0,No Failure
-9077,L56256,L,297.2,308.1,1474,44.3,152,0,No Failure
-9078,L56257,L,297.3,308.1,1762,26.1,154,0,No Failure
-9079,L56258,L,297.3,308.1,1566,35.7,156,0,No Failure
-9080,H38493,H,297.3,308.1,1554,42.4,158,0,No Failure
-9081,L56260,L,297.2,308,1869,25.4,163,0,No Failure
-9082,L56261,L,297.3,308,1527,35.1,165,0,No Failure
-9083,L56262,L,297.2,307.9,1309,49.6,167,0,No Failure
-9084,M23943,M,297.2,307.9,1541,35.7,169,0,No Failure
-9085,L56264,L,297.2,307.9,1326,75.4,172,1,Power Failure
-9086,H38499,H,297.1,307.9,1365,54,174,0,No Failure
-9087,L56266,L,297.1,307.8,1428,43.7,179,0,No Failure
-9088,L56267,L,297.1,307.8,1681,27.6,181,0,No Failure
-9089,M23948,M,297.1,307.9,1662,26.9,183,0,No Failure
-9090,L56269,L,297.2,307.9,1989,20.3,186,0,No Failure
-9091,M23950,M,297.2,307.9,1747,29,188,0,No Failure
-9092,M23951,M,297.2,308,1765,31.1,191,0,No Failure
-9093,L56272,L,297.3,308.1,1568,34.4,194,0,No Failure
-9094,M23953,M,297.3,308.1,1709,30.6,196,0,No Failure
-9095,M23954,M,297.3,308.1,1370,58.8,199,0,No Failure
-9096,L56275,L,297.3,308.1,1458,45.7,202,0,No Failure
-9097,L56276,L,297.2,308.1,1712,30.9,204,0,No Failure
-9098,L56277,L,297.3,308.1,1642,36.9,206,0,No Failure
-9099,L56278,L,297.3,308.1,1468,49.8,0,0,No Failure
-9100,H38513,H,297.3,308.1,1477,52.3,2,0,No Failure
-9101,L56280,L,297.3,308.2,1446,53.5,7,0,No Failure
-9102,H38515,H,297.3,308.2,1653,31.4,9,0,No Failure
-9103,L56282,L,297.3,308.3,1494,38.2,14,0,No Failure
-9104,L56283,L,297.3,308.2,1490,41,16,0,No Failure
-9105,M23964,M,297.4,308.3,1550,47.8,18,0,No Failure
-9106,M23965,M,297.3,308.2,1677,34.9,21,0,No Failure
-9107,L56286,L,297.4,308.3,1854,21.8,24,0,No Failure
-9108,M23967,M,297.5,308.5,1662,30.3,26,0,No Failure
-9109,M23968,M,297.5,308.6,1440,38.8,29,0,No Failure
-9110,L56289,L,297.5,308.6,1513,39.7,32,0,No Failure
-9111,M23970,M,297.6,308.6,1389,49,34,0,No Failure
-9112,L56291,L,297.6,308.6,1351,51,37,0,No Failure
-9113,M23972,M,297.6,308.6,1482,38.3,39,0,No Failure
-9114,L56293,L,297.6,308.6,1744,28.5,42,0,No Failure
-9115,L56294,L,297.6,308.7,1476,39,44,0,No Failure
-9116,M23975,M,297.6,308.6,1444,48.2,46,0,No Failure
-9117,H38530,H,297.6,308.7,1659,32.1,49,0,No Failure
-9118,M23977,M,297.6,308.7,1475,46.6,54,0,No Failure
-9119,L56298,L,297.6,308.6,1526,42.1,57,0,No Failure
-9120,M23979,M,297.4,308.4,1675,29.5,59,0,No Failure
-9121,L56300,L,297.4,308.4,1525,38.7,62,0,No Failure
-9122,L56301,L,297.3,308.3,1396,45.9,64,0,No Failure
-9123,L56302,L,297.4,308.4,1580,41.2,66,0,No Failure
-9124,L56303,L,297.4,308.5,1462,42.8,68,0,No Failure
-9125,L56304,L,297.4,308.4,1426,50.4,70,0,No Failure
-9126,L56305,L,297.4,308.5,1569,34.2,72,0,No Failure
-9127,L56306,L,297.4,308.5,1477,40.7,74,0,No Failure
-9128,L56307,L,297.4,308.5,1761,27.2,76,0,No Failure
-9129,M23988,M,297.5,308.6,1486,45.9,78,0,No Failure
-9130,L56309,L,297.6,308.6,1664,30.1,81,0,No Failure
-9131,L56310,L,297.6,308.6,1576,32.7,83,0,No Failure
-9132,H38545,H,297.6,308.6,1463,46.7,85,0,No Failure
-9133,M23992,M,297.6,308.6,1585,42,90,0,No Failure
-9134,L56313,L,297.7,308.7,1479,45.7,93,0,No Failure
-9135,L56314,L,297.7,308.7,1449,40.2,95,0,No Failure
-9136,H38549,H,297.7,308.8,1404,50.3,97,0,No Failure
-9137,L56316,L,297.7,308.7,1694,29.1,102,0,No Failure
-9138,L56317,L,297.7,308.7,1731,28.4,104,0,No Failure
-9139,L56318,L,297.6,308.6,1522,37,106,0,No Failure
-9140,L56319,L,297.5,308.5,1536,36.9,108,0,No Failure
-9141,L56320,L,297.5,308.5,1373,39.9,110,0,No Failure
-9142,L56321,L,297.5,308.5,1597,36.4,112,0,No Failure
-9143,L56322,L,297.6,308.5,1678,34.2,114,0,No Failure
-9144,L56323,L,297.6,308.5,1452,42.6,116,0,No Failure
-9145,M24004,M,297.5,308.5,1447,41.6,118,0,No Failure
-9146,L56325,L,297.6,308.5,1574,37.1,121,0,No Failure
-9147,L56326,L,297.6,308.6,1528,40,123,0,No Failure
-9148,L56327,L,297.7,308.7,1688,27.2,125,0,No Failure
-9149,L56328,L,297.6,308.6,1393,40.4,127,0,No Failure
-9150,M24009,M,297.5,308.6,1429,50.5,129,0,No Failure
-9151,M24010,M,297.5,308.6,1347,57,132,0,No Failure
-9152,L56331,L,297.6,308.6,1553,40.5,135,0,No Failure
-9153,L56332,L,297.5,308.6,1260,53.6,137,0,No Failure
-9154,L56333,L,297.5,308.6,1546,33.8,139,0,No Failure
-9155,L56334,L,297.5,308.6,1596,36,141,0,No Failure
-9156,L56335,L,297.5,308.5,1340,57.4,143,0,No Failure
-9157,M24016,M,297.5,308.4,1369,54.8,145,0,No Failure
-9158,L56337,L,297.5,308.5,1462,52.3,148,0,No Failure
-9159,H38572,H,297.4,308.4,1487,46.2,150,0,No Failure
-9160,M24019,M,297.5,308.6,1510,35.5,155,0,No Failure
-9161,H38574,H,297.5,308.5,1671,28,158,0,No Failure
-9162,M24021,M,297.5,308.5,1612,30,163,0,No Failure
-9163,M24022,M,297.6,308.6,1509,39.7,166,0,No Failure
-9164,L56343,L,297.6,308.6,1415,47.3,169,0,No Failure
-9165,L56344,L,297.6,308.6,2384,14.4,171,0,No Failure
-9166,L56345,L,297.6,308.6,1326,62.4,173,0,No Failure
-9167,M24026,M,297.6,308.6,1390,53.4,175,0,No Failure
-9168,M24027,M,297.6,308.7,1392,41.2,178,0,No Failure
-9169,H38582,H,297.6,308.8,1385,44.4,181,0,No Failure
-9170,L56349,L,297.7,308.8,1896,24.5,186,0,No Failure
-9171,L56350,L,297.7,308.7,1474,46.8,188,0,No Failure
-9172,M24031,M,297.7,308.8,1388,45.6,190,0,No Failure
-9173,L56352,L,297.7,308.9,1715,27.2,193,0,No Failure
-9174,H38587,H,297.8,308.9,1650,32.2,195,0,No Failure
-9175,L56354,L,297.8,308.9,1871,25.6,200,1,Tool Wear Failure
-9176,L56355,L,297.8,309,1403,64.2,0,1,Power Failure
-9177,L56356,L,297.8,308.9,1518,40.4,2,0,No Failure
-9178,L56357,L,297.9,309.1,1504,43,4,0,No Failure
-9179,L56358,L,297.8,309,1340,56.9,6,0,No Failure
-9180,H38593,H,297.9,309.1,1435,44.7,8,0,No Failure
-9181,L56360,L,297.9,309.1,1507,36.9,13,0,No Failure
-9182,L56361,L,297.9,309.1,1521,36.1,15,0,No Failure
-9183,M24042,M,297.8,309,1576,45,17,0,No Failure
-9184,L56363,L,297.9,309.1,1543,36.6,20,0,No Failure
-9185,L56364,L,298,309.2,1665,36.6,22,0,No Failure
-9186,L56365,L,297.9,309.1,1442,50.3,24,0,No Failure
-9187,L56366,L,297.9,309,1629,29,26,0,No Failure
-9188,L56367,L,297.9,309,1379,47.3,28,0,No Failure
-9189,L56368,L,297.9,309,1502,40.2,30,0,No Failure
-9190,L56369,L,297.9,309.1,1595,32,32,0,No Failure
-9191,M24050,M,298,309,1439,38.5,34,0,No Failure
-9192,M24051,M,297.9,309,1970,21.6,37,0,No Failure
-9193,L56372,L,297.9,309,1562,35.8,40,0,No Failure
-9194,M24053,M,297.9,309,1530,40.9,42,0,No Failure
-9195,L56374,L,297.9,308.9,1393,40.6,45,0,No Failure
-9196,L56375,L,297.9,309,1532,37.6,47,0,No Failure
-9197,L56376,L,298,308.9,1607,37.7,49,0,No Failure
-9198,M24057,M,297.9,308.8,1469,49,51,0,No Failure
-9199,M24058,M,297.9,308.8,1538,37.6,54,0,No Failure
-9200,L56379,L,297.9,308.8,1613,31.4,57,0,No Failure
-9201,M24060,M,297.9,308.8,1602,32.1,59,0,No Failure
-9202,L56381,L,297.8,308.7,1404,44.2,62,0,No Failure
-9203,L56382,L,297.8,308.8,1548,36.9,64,0,No Failure
-9204,L56383,L,297.8,308.8,1559,35.2,66,0,No Failure
-9205,L56384,L,297.8,308.8,1621,36.1,68,0,No Failure
-9206,L56385,L,297.8,308.8,1579,32.9,70,0,No Failure
-9207,M24066,M,297.9,308.9,1547,44,72,0,No Failure
-9208,L56387,L,297.9,308.8,1386,48.6,75,0,No Failure
-9209,L56388,L,298,308.9,1406,40.9,77,0,No Failure
-9210,M24069,M,298,309,1393,55.9,79,0,No Failure
-9211,M24070,M,297.9,309,2456,13.9,82,0,No Failure
-9212,M24071,M,298,309,1409,49.1,85,0,No Failure
-9213,L56392,L,298,308.9,1390,53.9,88,0,No Failure
-9214,L56393,L,298,309,1679,32.4,90,0,No Failure
-9215,L56394,L,298,308.9,1508,37.1,92,0,No Failure
-9216,L56395,L,297.9,308.8,1681,31.7,94,0,No Failure
-9217,H38630,H,297.7,308.8,1469,43.7,96,0,No Failure
-9218,L56397,L,297.8,308.8,1421,49.6,101,0,No Failure
-9219,L56398,L,297.7,308.8,1354,50.2,103,0,No Failure
-9220,M24079,M,297.7,308.8,1350,57,105,0,No Failure
-9221,L56400,L,297.8,308.9,1282,58.1,108,0,No Failure
-9222,M24081,M,297.8,309,1675,30,110,0,No Failure
-9223,M24082,M,297.9,309,1525,38.5,113,0,No Failure
-9224,L56403,L,297.9,309,1382,43.9,116,0,No Failure
-9225,L56404,L,297.9,309,1450,46.8,118,0,No Failure
-9226,L56405,L,298,309.1,1820,23.6,120,0,No Failure
-9227,L56406,L,298,309.1,1822,23.5,122,0,No Failure
-9228,L56407,L,298,309.1,1473,44.3,124,0,No Failure
-9229,M24088,M,298.1,309.1,1572,37.5,126,0,No Failure
-9230,M24089,M,298.1,309,2042,17.8,129,0,No Failure
-9231,L56410,L,298.2,309.2,1922,22.6,132,0,No Failure
-9232,L56411,L,298.2,309.1,1539,36.5,134,0,No Failure
-9233,L56412,L,298.2,309.1,1350,52,136,0,No Failure
-9234,L56413,L,298.3,309.1,1403,45.1,138,0,No Failure
-9235,L56414,L,298.3,309.1,1904,20.3,140,0,No Failure
-9236,M24095,M,298.2,308.9,1592,35.2,142,0,No Failure
-9237,L56416,L,298.1,308.7,1556,31.6,145,0,No Failure
-9238,M24097,M,298.1,308.8,1811,25.4,147,0,No Failure
-9239,M24098,M,298.2,308.8,1456,41.2,150,0,No Failure
-9240,H38653,H,298.2,308.8,1436,51.9,153,0,No Failure
-9241,M24100,M,298.1,308.7,1362,49.6,158,0,No Failure
-9242,L56421,L,298.1,308.7,1683,29.1,161,0,No Failure
-9243,M24102,M,298.2,308.7,1269,60.9,163,0,No Failure
-9244,L56423,L,298.3,308.8,1454,49,166,0,No Failure
-9245,L56424,L,298.3,308.8,1767,27.3,168,0,No Failure
-9246,L56425,L,298.3,308.9,1708,27.3,170,0,No Failure
-9247,L56426,L,298.3,308.9,1862,27,172,0,No Failure
-9248,L56427,L,298.3,308.9,1695,30.7,174,0,No Failure
-9249,M24108,M,298.3,309.1,1488,40.6,176,0,No Failure
-9250,L56429,L,298.3,309,1657,32.2,179,0,No Failure
-9251,H38664,H,298.3,309,1823,25.9,181,0,No Failure
-9252,M24111,M,298.2,309.1,1651,28.8,186,0,No Failure
-9253,M24112,M,298.1,309,1533,36.1,189,0,No Failure
-9254,M24113,M,298.2,309,1508,40.5,192,0,No Failure
-9255,L56434,L,298.3,309.1,1616,31.1,195,0,No Failure
-9256,L56435,L,298.2,309,1651,31.5,197,0,No Failure
-9257,L56436,L,298.2,309.1,1569,35.2,199,0,No Failure
-9258,M24117,M,298.3,309.1,1296,58.7,201,0,No Failure
-9259,H38672,H,298.3,309,1379,43.2,0,0,No Failure
-9260,M24119,M,298.2,309,1694,28,5,0,No Failure
-9261,L56440,L,298.2,309,1377,57.8,8,0,No Failure
-9262,H38675,H,298.3,309,1470,38.4,10,0,No Failure
-9263,M24122,M,298.3,309.1,1404,47,15,0,No Failure
-9264,L56443,L,298.3,309.1,1593,40.1,18,0,No Failure
-9265,M24124,M,298.3,309,1526,36.9,20,0,No Failure
-9266,M24125,M,298.3,308.9,1390,49.7,23,0,No Failure
-9267,L56446,L,298.2,308.9,1737,25.5,26,0,No Failure
-9268,L56447,L,298.2,308.8,1362,57.3,28,0,No Failure
-9269,L56448,L,298.2,308.8,1666,31.5,30,0,No Failure
-9270,L56449,L,298.2,308.8,1354,60.9,32,0,No Failure
-9271,L56450,L,298.2,308.8,1302,60.4,34,0,No Failure
-9272,L56451,L,298.2,308.7,1991,20.5,36,0,No Failure
-9273,L56452,L,298.2,308.6,1353,54.1,38,0,No Failure
-9274,H38687,H,298.2,308.7,1520,35.7,40,0,No Failure
-9275,L56454,L,298.2,308.7,1428,54.9,45,0,No Failure
-9276,L56455,L,298.2,308.7,1605,29.4,47,0,No Failure
-9277,L56456,L,298.1,308.7,1691,30.3,49,0,No Failure
-9278,L56457,L,298.2,308.7,1447,48.4,51,0,No Failure
-9279,H38692,H,298.2,308.8,1606,39.9,53,0,No Failure
-9280,M24139,M,298.2,308.8,1645,28.2,58,0,No Failure
-9281,H38694,H,298.2,308.8,1470,43.3,61,0,No Failure
-9282,L56461,L,298.2,308.9,1336,45,66,0,No Failure
-9283,M24142,M,298.2,308.9,1414,44.3,68,0,No Failure
-9284,M24143,M,298.3,309,1802,27.5,71,0,No Failure
-9285,L56464,L,298.2,308.9,1683,31.7,74,0,No Failure
-9286,M24145,M,298.2,309,1410,47.6,76,0,No Failure
-9287,L56466,L,298.2,308.9,1605,32,79,0,No Failure
-9288,L56467,L,298.2,308.9,1709,28.1,81,0,No Failure
-9289,L56468,L,298.2,308.9,1444,53.1,83,0,No Failure
-9290,L56469,L,298.2,308.9,1367,45,85,0,No Failure
-9291,L56470,L,298.2,309,1418,44.2,87,0,No Failure
-9292,L56471,L,298.2,309,1353,57.8,89,0,No Failure
-9293,L56472,L,298.2,309,1643,34.1,91,0,No Failure
-9294,L56473,L,298.3,309.1,1437,38,93,0,No Failure
-9295,L56474,L,298.1,309,1437,36.2,95,0,No Failure
-9296,M24155,M,298.2,309,1413,47.9,97,0,No Failure
-9297,H38710,H,298.2,309,1524,39.1,100,0,No Failure
-9298,M24157,M,298.1,308.9,1479,43.4,105,0,No Failure
-9299,L56478,L,298.1,308.9,1313,50.6,108,0,No Failure
-9300,M24159,M,298.1,308.9,1335,50.4,110,0,No Failure
-9301,L56480,L,298.1,308.9,1367,41.9,113,0,No Failure
-9302,M24161,M,298.1,308.9,1459,50.3,115,0,No Failure
-9303,M24162,M,298.1,308.9,1804,25.1,118,0,No Failure
-9304,L56483,L,298.2,309,1491,38.3,121,0,No Failure
-9305,L56484,L,298.3,309.1,1537,43,123,0,No Failure
-9306,H38719,H,298.3,309.1,1646,30.2,125,0,No Failure
-9307,M24166,M,298.3,309.2,1783,28.3,130,0,No Failure
-9308,L56487,L,298.3,309.1,1395,49.8,133,0,No Failure
-9309,L56488,L,298.4,309.1,1423,48,135,0,No Failure
-9310,L56489,L,298.3,309.2,1562,37.6,137,0,No Failure
-9311,L56490,L,298.4,309.3,1549,40.8,139,0,No Failure
-9312,L56491,L,298.4,309.4,1540,43.2,141,0,No Failure
-9313,H38726,H,298.5,309.4,1573,33.6,143,0,No Failure
-9314,L56493,L,298.5,309.4,1418,45.1,148,0,No Failure
-9315,M24174,M,298.5,309.4,1565,33.7,150,0,No Failure
-9316,L56495,L,298.5,309.5,1569,41,153,0,No Failure
-9317,H38730,H,298.5,309.4,1417,41.2,155,0,No Failure
-9318,L56497,L,298.5,309.5,1480,38.1,160,0,No Failure
-9319,L56498,L,298.5,309.4,1364,44.5,162,0,No Failure
-9320,L56499,L,298.5,309.4,1911,21.5,164,0,No Failure
-9321,L56500,L,298.4,309.3,1409,43.1,166,0,No Failure
-9322,L56501,L,298.4,309.2,1335,53.5,168,0,No Failure
-9323,M24182,M,298.5,309.3,1512,38.1,170,0,No Failure
-9324,L56503,L,298.6,309.4,1447,40.2,173,0,No Failure
-9325,L56504,L,298.6,309.3,1537,37.6,175,0,No Failure
-9326,M24185,M,298.6,309.3,1510,40.8,177,0,No Failure
-9327,L56506,L,298.6,309.3,1677,31.2,180,0,No Failure
-9328,L56507,L,298.5,309.2,1504,33.7,182,0,No Failure
-9329,H38742,H,298.5,309.1,2051,19,184,0,No Failure
-9330,L56509,L,298.5,309.1,1474,41.3,189,0,No Failure
-9331,M24190,M,298.4,309,1507,36.1,191,0,No Failure
-9332,L56511,L,298.4,308.9,1496,37.9,194,0,No Failure
-9333,M24192,M,298.5,309,1921,22,196,0,No Failure
-9334,L56513,L,298.5,309,1450,40.5,199,0,No Failure
-9335,L56514,L,298.4,308.9,1402,44.8,201,0,No Failure
-9336,L56515,L,298.4,308.9,1501,50,203,0,No Failure
-9337,L56516,L,298.5,308.9,1725,31.9,205,0,No Failure
-9338,H38751,H,298.5,308.9,1500,40.3,207,0,No Failure
-9339,H38752,H,298.5,309,1531,30.8,212,0,No Failure
-9340,L56519,L,298.5,309,1458,44.8,217,0,No Failure
-9341,H38754,H,298.4,308.9,1577,37.1,0,0,No Failure
-9342,M24201,M,298.3,308.9,1363,46.1,5,0,No Failure
-9343,H38756,H,298.3,308.9,1706,31.8,8,0,No Failure
-9344,M24203,M,298.3,308.8,1391,50.4,13,0,No Failure
-9345,L56524,L,298.2,308.8,1616,33.7,16,0,No Failure
-9346,L56525,L,298.2,308.8,1442,47,18,0,No Failure
-9347,M24206,M,298.2,308.8,1626,40.4,20,0,No Failure
-9348,M24207,M,298.2,308.7,1426,42.6,23,0,No Failure
-9349,L56528,L,298.2,308.7,1436,49.1,26,0,No Failure
-9350,M24209,M,298.2,308.7,1599,36.2,28,0,No Failure
-9351,L56530,L,298.2,308.7,2186,17.8,31,0,No Failure
-9352,L56531,L,298.3,308.8,1645,30.4,33,0,No Failure
-9353,L56532,L,298.2,308.7,1780,27.9,35,0,No Failure
-9354,L56533,L,298.2,308.8,1345,44.3,37,0,No Failure
-9355,M24214,M,298.2,308.8,1607,31.9,39,0,No Failure
-9356,L56535,L,298.3,308.9,1708,28,42,0,No Failure
-9357,L56536,L,298.3,308.9,1270,52.7,44,0,No Failure
-9358,M24217,M,298.3,308.9,1646,25.4,46,0,No Failure
-9359,L56538,L,298.2,308.7,1407,45.1,49,0,No Failure
-9360,M24219,M,298.1,308.7,1581,47.4,51,0,No Failure
-9361,L56540,L,298,308.6,1532,42.6,54,0,No Failure
-9362,L56541,L,298,308.6,1610,33.1,56,0,No Failure
-9363,M24222,M,298,308.5,1682,33,58,0,No Failure
-9364,L56543,L,297.9,308.5,1519,34.3,61,0,No Failure
-9365,L56544,L,297.9,308.5,1683,28.5,63,0,No Failure
-9366,M24225,M,298,308.6,1254,55.8,65,0,No Failure
-9367,L56546,L,298,308.5,1461,48,68,0,No Failure
-9368,L56547,L,297.9,308.5,1472,45.1,70,0,No Failure
-9369,L56548,L,297.7,308.4,1510,38.6,72,0,No Failure
-9370,M24229,M,297.7,308.3,1547,36.8,74,0,No Failure
-9371,H38784,H,297.7,308.4,1418,51.9,77,0,No Failure
-9372,L56551,L,297.7,308.4,1289,51.3,82,0,No Failure
-9373,L56552,L,297.7,308.4,1487,41.4,84,0,No Failure
-9374,L56553,L,297.7,308.5,1453,45.5,86,0,No Failure
-9375,M24234,M,297.8,308.5,1466,44.7,88,0,No Failure
-9376,H38789,H,297.7,308.4,1288,49.5,91,0,No Failure
-9377,H38790,H,297.7,308.4,1738,27.7,96,0,No Failure
-9378,H38791,H,297.7,308.3,1488,41,101,0,No Failure
-9379,L56558,L,297.6,308.3,1816,28.8,106,0,No Failure
-9380,L56559,L,297.5,308.2,1419,48.5,108,0,No Failure
-9381,L56560,L,297.4,308.1,1435,45.7,110,0,No Failure
-9382,M24241,M,297.5,308.1,1480,42.4,112,0,No Failure
-9383,L56562,L,297.5,308.2,1610,33.6,115,0,No Failure
-9384,H38797,H,297.5,308.1,1548,38.2,117,0,No Failure
-9385,M24244,M,297.6,308.1,1379,57.4,122,0,No Failure
-9386,M24245,M,297.5,308.1,1907,23.5,125,0,No Failure
-9387,M24246,M,297.5,308,2033,16.7,128,0,No Failure
-9388,H38801,H,297.4,307.9,1390,52,131,0,No Failure
-9389,M24248,M,297.5,307.9,1544,37.9,136,0,No Failure
-9390,L56569,L,297.6,308,1258,57.4,139,0,No Failure
-9391,M24250,M,297.5,308,1560,39,141,0,No Failure
-9392,H38805,H,297.6,308.2,2071,18.5,144,0,No Failure
-9393,L56572,L,297.6,308.1,1437,46.3,149,0,No Failure
-9394,H38807,H,297.7,308.2,1489,43,151,0,No Failure
-9395,L56574,L,297.7,308.2,1334,53,156,0,No Failure
-9396,L56575,L,297.7,308.2,1500,39.9,158,0,No Failure
-9397,L56576,L,297.8,308.3,1498,47.3,160,0,No Failure
-9398,M24257,M,297.7,308.2,1370,53.4,162,0,No Failure
-9399,H38812,H,297.7,308.2,1526,40.1,165,0,No Failure
-9400,L56579,L,297.8,308.3,1477,44.8,170,0,No Failure
-9401,L56580,L,297.7,308.2,1446,43.9,172,0,No Failure
-9402,M24261,M,297.7,308.2,1720,25.6,174,0,No Failure
-9403,L56582,L,297.7,308.1,1734,30.7,177,0,No Failure
-9404,L56583,L,297.7,308.1,1697,29.1,179,0,No Failure
-9405,L56584,L,297.7,308.2,2007,19.3,181,0,No Failure
-9406,M24265,M,297.7,308.1,1469,48.8,183,0,No Failure
-9407,M24266,M,297.7,308.1,2189,15.6,186,0,No Failure
-9408,L56587,L,297.8,308.3,1435,50.1,189,0,No Failure
-9409,H38822,H,297.9,308.4,1637,34.5,191,0,No Failure
-9410,L56589,L,298,308.5,1664,28.3,196,0,No Failure
-9411,M24270,M,298,308.5,1666,31,198,0,No Failure
-9412,L56591,L,298,308.5,1404,46.6,201,0,No Failure
-9413,L56592,L,298,308.5,1702,26.7,203,0,No Failure
-9414,L56593,L,298.1,308.6,1439,44.9,205,0,No Failure
-9415,L56594,L,298.1,308.6,1354,53.9,207,1,Overstrain Failure
-9416,M24275,M,298.2,308.7,1361,44.2,0,0,No Failure
-9417,M24276,M,298.1,308.5,1463,45.9,3,0,No Failure
-9418,H38831,H,298.1,308.4,1515,43.8,6,0,No Failure
-9419,L56598,L,298,308.4,1432,46.2,11,0,No Failure
-9420,L56599,L,298,308.4,1911,22,13,0,No Failure
-9421,L56600,L,298,308.4,1472,42,15,0,No Failure
-9422,M24281,M,298.1,308.5,1382,54.5,17,0,No Failure
-9423,L56602,L,298.1,308.5,1665,29.6,20,0,No Failure
-9424,L56603,L,298.1,308.5,1676,30.5,22,0,No Failure
-9425,M24284,M,298,308.5,1585,33,24,0,No Failure
-9426,M24285,M,298.1,308.6,1415,46.3,27,0,No Failure
-9427,L56606,L,298.1,308.7,1341,55.7,30,0,No Failure
-9428,L56607,L,298.2,308.8,1540,34.8,32,0,No Failure
-9429,H38842,H,298.2,308.8,1837,28.4,34,0,No Failure
-9430,L56609,L,298.2,308.8,1498,36,39,0,No Failure
-9431,L56610,L,298.1,308.7,1671,28.8,41,0,No Failure
-9432,L56611,L,298,308.6,1430,57,43,0,No Failure
-9433,L56612,L,298,308.7,1619,40.1,45,0,No Failure
-9434,M24293,M,298,308.7,1430,51.9,47,0,No Failure
-9435,L56614,L,298,308.6,1626,33.3,50,0,No Failure
-9436,L56615,L,298,308.7,1443,49.3,52,0,No Failure
-9437,L56616,L,298,308.6,1481,42.5,54,0,No Failure
-9438,M24297,M,298.1,308.7,1527,43,56,0,No Failure
-9439,M24298,M,298.1,308.7,1315,56.8,59,0,No Failure
-9440,M24299,M,298.1,308.8,1433,48.2,62,0,No Failure
-9441,M24300,M,298.1,308.8,1378,53.5,65,0,No Failure
-9442,L56621,L,298.1,308.8,1432,43.4,68,0,No Failure
-9443,M24302,M,298.1,308.8,1394,47.9,70,0,No Failure
-9444,H38857,H,298,308.8,1411,53.8,73,0,No Failure
-9445,L56624,L,298.1,308.9,2136,15.9,78,0,No Failure
-9446,M24305,M,298.2,309,1446,45.8,80,0,No Failure
-9447,H38860,H,298.1,308.9,1388,53.5,83,0,No Failure
-9448,M24307,M,298.1,308.9,1323,51.7,88,0,No Failure
-9449,L56628,L,298.2,309,1780,29.3,91,0,No Failure
-9450,M24309,M,298.1,308.8,1434,41.8,93,0,No Failure
-9451,M24310,M,298,308.7,1494,42.6,96,0,No Failure
-9452,H38865,H,298,308.7,1536,39.6,99,0,No Failure
-9453,M24312,M,298,308.7,1392,53.4,104,0,No Failure
-9454,H38867,H,298.2,309,1360,56.8,107,0,No Failure
-9455,L56634,L,298.4,309.2,1583,35.4,112,0,No Failure
-9456,L56635,L,298.5,309.2,1983,20.2,114,0,No Failure
-9457,L56636,L,298.5,309.3,1630,33.3,116,0,No Failure
-9458,M24317,M,298.5,309.3,1692,26.7,118,0,No Failure
-9459,L56638,L,298.4,309.1,1417,40.6,121,0,No Failure
-9460,L56639,L,298.4,309.1,1579,36.1,123,0,No Failure
-9461,M24320,M,298.4,309.2,1399,45.2,125,0,No Failure
-9462,M24321,M,298.4,309.2,1414,46.4,128,0,No Failure
-9463,L56642,L,298.5,309.3,1570,40.1,131,0,No Failure
-9464,M24323,M,298.5,309.3,1552,36.8,133,0,No Failure
-9465,L56644,L,298.6,309.4,1440,48.2,136,0,No Failure
-9466,M24325,M,298.6,309.4,1460,43.8,138,0,No Failure
-9467,L56646,L,298.6,309.4,1471,48,141,0,No Failure
-9468,L56647,L,298.6,309.3,1702,27.6,143,0,No Failure
-9469,L56648,L,298.6,309.4,1375,55.4,145,0,No Failure
-9470,L56649,L,298.6,309.4,1698,33.2,147,0,No Failure
-9471,H38884,H,298.6,309.4,1439,47.1,149,0,No Failure
-9472,M24331,M,298.6,309.4,1774,27.5,154,0,No Failure
-9473,M24332,M,298.7,309.4,1375,48.3,157,0,No Failure
-9474,L56653,L,298.7,309.5,1446,40,160,0,No Failure
-9475,M24334,M,298.7,309.6,1455,46.8,162,0,No Failure
-9476,L56655,L,298.8,309.6,1523,41.9,165,0,No Failure
-9477,M24336,M,298.8,309.6,1692,31.9,167,0,No Failure
-9478,M24337,M,298.8,309.6,1693,33.3,170,0,No Failure
-9479,L56658,L,298.8,309.6,1890,24,173,0,No Failure
-9480,H38893,H,298.9,309.6,1600,33.5,175,0,No Failure
-9481,M24340,M,298.9,309.6,1434,43.8,180,0,No Failure
-9482,L56661,L,298.9,309.6,1365,50.9,183,0,No Failure
-9483,H38896,H,298.8,309.6,1309,57.4,185,0,No Failure
-9484,H38897,H,298.9,309.6,1546,35.3,190,0,No Failure
-9485,L56664,L,298.9,309.6,1663,33.7,195,0,No Failure
-9486,L56665,L,298.9,309.6,1589,34.2,197,0,No Failure
-9487,M24346,M,298.9,309.6,1472,46,199,0,No Failure
-9488,L56667,L,298.9,309.6,1583,39.8,202,0,No Failure
-9489,M24348,M,298.9,309.6,1567,34.5,204,0,No Failure
-9490,L56669,L,298.9,309.7,1407,41.9,207,0,No Failure
-9491,M24350,M,299,309.7,1418,44.7,209,0,No Failure
-9492,M24351,M,299,309.7,1489,40.7,212,0,No Failure
-9493,L56672,L,299.1,309.9,1586,36.6,215,0,No Failure
-9494,L56673,L,299.1,309.8,1398,55.4,217,1,Overstrain Failure
-9495,L56674,L,299.2,309.9,1516,41.4,219,0,No Failure
-9496,H38909,H,299.3,310,1373,44.8,221,0,No Failure
-9497,M24356,M,299.2,310,1349,50.4,226,0,No Failure
-9498,H38911,H,299.1,309.9,1443,40.3,0,0,No Failure
-9499,H38912,H,299.2,310.1,1542,36.1,5,0,No Failure
-9500,L56679,L,299.2,310.1,1534,37.7,10,0,No Failure
-9501,L56680,L,299.2,310.2,1697,30.6,12,0,No Failure
-9502,L56681,L,299.3,310.3,1396,47.4,14,0,No Failure
-9503,L56682,L,299.3,310.2,1495,49.2,16,0,No Failure
-9504,M24363,M,299.2,310.3,1551,44.8,18,0,No Failure
-9505,L56684,L,299.2,310.3,1440,47,21,0,No Failure
-9506,L56685,L,299.2,310.3,1429,40.1,23,0,No Failure
-9507,H38920,H,299.3,310.4,1548,41.6,25,0,No Failure
-9508,L56687,L,299.3,310.5,1505,38.8,30,0,No Failure
-9509,L56688,L,299.2,310.4,1611,36.4,32,0,No Failure
-9510,M24369,M,299.2,310.4,1502,39.8,34,0,No Failure
-9511,M24370,M,299.2,310.4,1504,43.3,37,0,No Failure
-9512,L56691,L,299.1,310.3,1449,40.7,40,0,No Failure
-9513,L56692,L,299,310.2,1575,37.8,42,0,No Failure
-9514,M24373,M,299,310.2,1598,33.4,44,0,No Failure
-9515,L56694,L,299,310.1,1416,45.9,47,0,No Failure
-9516,L56695,L,299,310.2,1682,28.8,49,0,No Failure
-9517,L56696,L,298.9,310.1,1341,54.5,51,0,No Failure
-9518,L56697,L,298.9,310.1,1523,39.1,53,0,No Failure
-9519,L56698,L,299,310.1,1580,41.9,55,0,No Failure
-9520,L56699,L,299,310.1,1531,36,57,0,No Failure
-9521,L56700,L,299,310.1,1375,48.9,59,0,No Failure
-9522,M24381,M,298.9,310.1,1484,40.4,61,0,No Failure
-9523,M24382,M,299,310.2,1657,32.3,64,0,No Failure
-9524,L56703,L,299,310.2,1494,40.6,67,0,No Failure
-9525,H38938,H,299,310.3,1658,27.6,69,0,No Failure
-9526,L56705,L,299.1,310.3,1411,42.1,74,0,No Failure
-9527,M24386,M,299.2,310.4,1395,55.4,76,0,No Failure
-9528,L56707,L,299.1,310.4,1550,43.9,79,0,No Failure
-9529,M24388,M,299.1,310.3,1233,59,81,0,No Failure
-9530,L56709,L,299.1,310.3,1459,46.7,84,0,No Failure
-9531,H38944,H,299.1,310.4,1405,53.6,86,0,No Failure
-9532,L56711,L,299.2,310.5,1458,44.1,91,0,No Failure
-9533,L56712,L,299.2,310.5,1384,48.7,93,0,No Failure
-9534,L56713,L,299.2,310.5,1705,29.5,95,0,No Failure
-9535,L56714,L,299.3,310.6,1443,45.7,97,0,No Failure
-9536,M24395,M,299.3,310.6,1609,31.4,99,0,No Failure
-9537,L56716,L,299.3,310.5,1818,26,102,0,No Failure
-9538,M24397,M,299.3,310.6,1457,42.1,104,0,No Failure
-9539,L56718,L,299.3,310.6,1480,45.1,107,0,No Failure
-9540,L56719,L,299.4,310.8,1424,47.7,109,0,No Failure
-9541,M24400,M,299.4,310.8,1628,40.2,111,0,No Failure
-9542,M24401,M,299.5,310.8,1754,31.3,114,0,No Failure
-9543,L56722,L,299.6,310.9,1716,28.5,117,0,No Failure
-9544,M24403,M,299.5,310.9,1378,48.7,119,0,No Failure
-9545,L56724,L,299.6,311,1708,31,122,0,No Failure
-9546,L56725,L,299.6,311,1430,38.3,124,0,No Failure
-9547,M24406,M,299.7,311.2,1560,43.9,126,0,No Failure
-9548,L56727,L,299.6,311.1,1679,30.7,129,0,No Failure
-9549,L56728,L,299.6,311.1,1521,37.2,131,0,No Failure
-9550,M24409,M,299.6,311.1,1649,33.8,133,0,No Failure
-9551,M24410,M,299.5,311,1451,43.3,136,0,No Failure
-9552,L56731,L,299.4,310.8,1391,48.9,139,0,No Failure
-9553,M24412,M,299.3,310.8,1523,40.9,141,0,No Failure
-9554,L56733,L,299.3,310.7,1495,39.2,144,0,No Failure
-9555,M24414,M,299.3,310.7,1440,45.5,146,0,No Failure
-9556,H38969,H,299.4,310.8,1585,31.4,149,0,No Failure
-9557,L56736,L,299.5,310.8,1374,48.3,154,0,No Failure
-9558,M24417,M,299.5,310.8,1507,40.2,156,0,No Failure
-9559,M24418,M,299.5,310.9,1577,34.6,159,0,No Failure
-9560,L56739,L,299.5,310.9,1496,38.5,162,0,No Failure
-9561,L56740,L,299.6,310.9,1487,42.5,164,0,No Failure
-9562,L56741,L,299.6,310.9,1853,26.3,166,0,No Failure
-9563,M24422,M,299.7,311,1435,50.1,168,0,No Failure
-9564,M24423,M,299.8,311.1,1763,25.5,171,0,No Failure
-9565,L56744,L,299.8,311.1,1820,24.9,174,0,No Failure
-9566,M24425,M,299.8,311.1,1498,38.1,176,0,No Failure
-9567,L56746,L,299.8,311.1,1603,35.1,179,0,No Failure
-9568,L56747,L,299.8,311.1,1412,42.5,181,0,No Failure
-9569,L56748,L,299.8,311.1,1588,38,183,0,No Failure
-9570,M24429,M,299.8,311,1948,20,185,0,No Failure
-9571,L56750,L,299.7,310.9,1384,48.2,188,0,No Failure
-9572,L56751,L,299.7,310.8,1589,36,190,0,No Failure
-9573,M24432,M,299.7,310.8,1405,47.6,192,0,No Failure
-9574,L56753,L,299.7,310.9,1491,40.1,195,0,No Failure
-9575,H38988,H,299.7,310.8,1418,46.6,197,0,No Failure
-9576,M24435,M,299.6,310.8,1603,35.4,202,0,No Failure
-9577,L56756,L,299.6,310.7,1922,23.3,205,1,Tool Wear Failure
-9578,M24437,M,299.5,310.7,1364,49.5,0,0,No Failure
-9579,L56758,L,299.4,310.7,1551,41.2,3,0,No Failure
-9580,L56759,L,299.5,310.7,1589,33.5,5,0,No Failure
-9581,M24440,M,299.5,310.7,1423,56.5,7,0,No Failure
-9582,L56761,L,299.4,310.6,1418,53.1,10,0,No Failure
-9583,M24442,M,299.3,310.5,1404,47.5,12,0,No Failure
-9584,L56763,L,299.3,310.5,1281,59.8,15,0,No Failure
-9585,L56764,L,299.3,310.5,1529,41.3,17,0,No Failure
-9586,M24445,M,299.3,310.5,1563,42.1,19,0,No Failure
-9587,L56766,L,299.4,310.6,1348,54.5,22,0,No Failure
-9588,M24447,M,299.3,310.5,1462,40.5,24,0,No Failure
-9589,H39002,H,299.3,310.4,1510,45.5,27,0,No Failure
-9590,L56769,L,299.2,310.4,1472,43.3,32,0,No Failure
-9591,M24450,M,299.2,310.4,1325,52,34,0,No Failure
-9592,L56771,L,299.2,310.4,1570,37.3,37,0,No Failure
-9593,L56772,L,299.2,310.4,1379,46.8,39,0,No Failure
-9594,L56773,L,299.1,310.2,1352,52.8,41,0,No Failure
-9595,L56774,L,299.1,310.3,1727,28.7,43,0,No Failure
-9596,H39009,H,299,310.1,1432,50,45,0,No Failure
-9597,L56776,L,298.9,310.1,1466,43.4,50,0,No Failure
-9598,L56777,L,298.9,310.1,1510,38,52,0,No Failure
-9599,L56778,L,299,310.2,1490,41.1,54,0,No Failure
-9600,L56779,L,299,310.1,1463,37.4,56,0,No Failure
-9601,M24460,M,298.9,310,1561,45.3,58,0,No Failure
-9602,L56781,L,298.9,310.1,2109,18,61,0,No Failure
-9603,L56782,L,298.9,310.2,1705,32.5,63,0,No Failure
-9604,M24463,M,298.9,310.1,1549,40.2,65,0,No Failure
-9605,H39018,H,299,310.2,1637,38,68,0,No Failure
-9606,M24465,M,298.9,310.1,1484,37.9,73,0,No Failure
-9607,L56786,L,298.9,310.1,1401,44.4,76,0,No Failure
-9608,L56787,L,298.9,310.1,1571,36.8,78,0,No Failure
-9609,M24468,M,298.9,310.1,1513,41.5,80,0,No Failure
-9610,L56789,L,299,310.1,1470,40.3,83,0,No Failure
-9611,L56790,L,299,310.1,1505,41.3,85,0,No Failure
-9612,L56791,L,299,310.2,1432,42.2,87,0,No Failure
-9613,M24472,M,299,310.2,1625,31.8,89,0,No Failure
-9614,L56793,L,299,310.2,1377,62.5,92,1,Power Failure
-9615,M24474,M,299.1,310.3,1441,43.9,94,0,No Failure
-9616,M24475,M,299,310.2,1564,39.9,97,0,No Failure
-9617,L56796,L,298.9,310.1,1580,37.3,100,0,No Failure
-9618,L56797,L,299,310.2,1516,35.3,102,0,No Failure
-9619,L56798,L,299,310.1,1447,42.8,104,0,No Failure
-9620,M24479,M,298.9,310,1323,52.9,106,0,No Failure
-9621,L56800,L,298.9,310,1470,45.9,109,0,No Failure
-9622,M24481,M,299,310,2049,19.5,111,0,No Failure
-9623,L56802,L,298.9,310,1794,27.2,114,0,No Failure
-9624,L56803,L,298.9,310.1,1356,47.8,116,0,No Failure
-9625,H39038,H,299,310.1,1555,38.6,118,0,No Failure
-9626,M24485,M,299,310.1,1487,47.5,123,0,No Failure
-9627,M24486,M,299,310,1341,58.9,126,0,No Failure
-9628,M24487,M,298.9,310,1487,36.6,129,0,No Failure
-9629,H39042,H,299,310,1569,34.3,132,0,No Failure
-9630,H39043,H,299,310.1,2053,19.7,137,0,No Failure
-9631,L56810,L,299,310.1,1583,35.8,142,0,No Failure
-9632,L56811,L,299,310,1672,33.2,144,0,No Failure
-9633,M24492,M,299,310,1337,57.4,146,0,No Failure
-9634,H39047,H,299.1,310.1,1421,41.2,149,0,No Failure
-9635,L56814,L,299.1,310.2,1425,52.7,154,0,No Failure
-9636,L56815,L,299.2,310.2,1609,33.2,156,0,No Failure
-9637,L56816,L,299.2,310.3,1507,41.3,158,0,No Failure
-9638,L56817,L,299.2,310.3,1463,38.9,160,0,No Failure
-9639,H39052,H,299.3,310.4,1393,44.9,162,0,No Failure
-9640,L56819,L,299.3,310.4,1725,26.8,167,0,No Failure
-9641,L56820,L,299.4,310.5,1514,36.1,169,0,No Failure
-9642,L56821,L,299.3,310.4,1365,53.9,171,0,No Failure
-9643,L56822,L,299.4,310.5,1372,46.3,173,0,No Failure
-9644,L56823,L,299.4,310.4,1509,40.6,175,0,No Failure
-9645,L56824,L,299.3,310.4,1629,32.6,177,0,No Failure
-9646,L56825,L,299.4,310.5,1749,28.1,179,0,No Failure
-9647,L56826,L,299.4,310.4,1582,31.7,181,0,No Failure
-9648,L56827,L,299.2,310.2,1458,47,183,0,No Failure
-9649,L56828,L,299.1,310.1,1416,41.2,185,0,No Failure
-9650,H39063,H,299.1,310,1657,33.1,187,0,No Failure
-9651,M24510,M,299.1,310,1437,41.1,192,0,No Failure
-9652,M24511,M,299.1,310,1580,36,195,0,No Failure
-9653,M24512,M,299,310,1488,46.3,198,0,No Failure
-9654,L56833,L,299,309.9,1373,55.7,201,1,Overstrain Failure
-9655,L56834,L,299.1,310,1367,56.3,203,1,Overstrain Failure
-9656,H39069,H,299.1,310,1431,49.5,205,0,No Failure
-9657,L56836,L,299,310.1,1623,33,210,0,No Failure
-9658,L56837,L,299,310,1484,39.6,212,0,No Failure
-9659,L56838,L,299,309.9,1548,34.5,214,0,No Failure
-9660,L56839,L,298.9,309.8,1287,61.9,216,1,Overstrain Failure
-9661,M24520,M,298.9,309.8,1392,43.1,218,0,No Failure
-9662,H39075,H,299,310,1458,44.9,221,0,No Failure
-9663,M24522,M,299.1,310.1,1570,30.9,226,0,No Failure
-9664,L56843,L,299.1,310.1,1435,48.8,229,1,Overstrain Failure
-9665,L56844,L,299.1,310.2,1317,54.8,231,1,Overstrain Failure
-9666,L56845,L,299.2,310.3,1610,33.3,233,0,No Failure
-9667,M24526,M,299.1,310.3,1838,24,235,0,No Failure
-9668,L56847,L,299.2,310.3,1352,48.9,238,1,Overstrain Failure
-9669,L56848,L,299.1,310.3,1619,35.2,240,0,No Failure
-9670,L56849,L,299.1,310.3,1619,31.1,242,0,No Failure
-9671,L56850,L,299,310.2,1690,30.7,244,0,No Failure
-9672,L56851,L,299,310.2,1412,44.1,246,0,No Failure
-9673,H39086,H,299,310.2,1744,31.5,0,0,No Failure
-9674,M24533,M,299,310.1,1593,35.4,5,0,No Failure
-9675,L56854,L,299.1,310.2,1695,29.6,8,0,No Failure
-9676,M24535,M,299,310.2,1298,57.2,10,0,No Failure
-9677,L56856,L,299,310.1,1886,21.2,13,0,No Failure
-9678,L56857,L,299,310.1,2033,19.3,15,0,No Failure
-9679,M24538,M,299.1,310.2,1711,28.1,17,0,No Failure
-9680,L56859,L,299.1,310.2,1598,33.4,20,0,No Failure
-9681,L56860,L,299.1,310.1,1894,24.2,22,0,No Failure
-9682,M24541,M,299.1,310.1,1412,44.4,24,0,No Failure
-9683,L56862,L,299.1,310,1394,46.6,27,0,No Failure
-9684,M24543,M,299,310,1338,56.4,29,0,No Failure
-9685,H39098,H,298.9,309.9,1376,51,32,0,No Failure
-9686,L56865,L,299,310,1360,48.1,37,0,No Failure
-9687,L56866,L,299.1,310.1,1486,40.7,39,0,No Failure
-9688,M24547,M,299.1,310.1,1649,31.6,41,0,No Failure
-9689,L56868,L,299.1,310.1,1367,45.6,44,0,No Failure
-9690,L56869,L,299,310.1,1362,59.5,46,0,No Failure
-9691,M24550,M,298.9,310,1520,35.6,48,0,No Failure
-9692,L56871,L,299,310,1582,31.9,51,0,No Failure
-9693,M24552,M,299,310,1667,30,53,0,No Failure
-9694,L56873,L,298.9,310,1693,28.8,56,0,No Failure
-9695,L56874,L,298.9,310,1559,33.4,58,0,No Failure
-9696,L56875,L,298.9,309.9,1592,32,60,0,No Failure
-9697,L56876,L,298.9,309.9,1404,39.8,62,0,No Failure
-9698,M24557,M,298.8,309.8,1413,45.5,64,0,No Failure
-9699,L56878,L,298.8,309.8,1663,28.2,67,0,No Failure
-9700,L56879,L,298.8,309.8,1508,36.3,69,0,No Failure
-9701,M24560,M,298.9,309.8,1353,53.7,71,0,No Failure
-9702,L56881,L,298.8,309.8,1485,42.4,74,0,No Failure
-9703,L56882,L,298.9,310,1633,31.2,76,0,No Failure
-9704,L56883,L,298.9,310,1422,43.6,78,0,No Failure
-9705,L56884,L,298.9,310.1,1577,41.4,80,0,No Failure
-9706,L56885,L,298.9,310,1482,41.1,82,0,No Failure
-9707,M24566,M,299,310.1,1705,30.1,84,0,No Failure
-9708,L56887,L,299,310.1,1699,32.9,87,0,No Failure
-9709,L56888,L,299,310.1,1664,29.7,89,0,No Failure
-9710,M24569,M,299,310,1486,34.6,91,0,No Failure
-9711,L56890,L,299.1,310.1,1336,61.3,94,0,No Failure
-9712,H39125,H,299.1,310.1,1429,42.9,96,0,No Failure
-9713,M24572,M,299.1,310.2,1456,48.4,101,0,No Failure
-9714,L56893,L,299.1,310.2,1496,45,104,0,No Failure
-9715,L56894,L,299.1,310.1,1894,20.1,106,0,No Failure
-9716,L56895,L,299.1,310.1,1373,55.6,108,0,No Failure
-9717,H39130,H,299,310,1387,45.2,110,0,No Failure
-9718,L56897,L,298.9,309.9,1500,44.2,115,0,No Failure
-9719,L56898,L,298.9,309.9,1517,36.6,117,0,No Failure
-9720,L56899,L,298.9,309.9,1309,56.2,119,0,No Failure
-9721,M24580,M,298.9,309.9,1357,54.5,121,0,No Failure
-9722,L56901,L,298.8,309.8,1490,40.6,124,0,No Failure
-9723,H39136,H,298.8,309.8,1911,21.6,126,0,No Failure
-9724,L56903,L,298.8,309.8,1599,33.6,131,0,No Failure
-9725,M24584,M,298.8,309.7,2098,19,133,0,No Failure
-9726,M24585,M,298.7,309.7,1629,27.9,136,0,No Failure
-9727,L56906,L,298.8,309.8,1557,37.2,139,0,No Failure
-9728,L56907,L,298.8,309.8,1461,39.4,141,0,No Failure
-9729,L56908,L,298.8,309.8,1563,33.7,143,0,No Failure
-9730,L56909,L,298.7,309.8,1695,29,145,0,No Failure
-9731,L56910,L,298.8,310,1528,36.7,147,0,No Failure
-9732,L56911,L,298.8,310,1389,49.6,149,0,No Failure
-9733,L56912,L,298.9,310,2231,17.4,151,0,No Failure
-9734,M24593,M,298.9,310.1,1442,42.9,153,0,No Failure
-9735,H39148,H,298.9,310.1,1458,44.3,156,0,No Failure
-9736,L56915,L,299,310.1,1444,47.7,161,0,No Failure
-9737,M24596,M,298.9,310,1348,58.2,163,0,No Failure
-9738,L56917,L,298.9,310,1791,27.6,166,0,No Failure
-9739,L56918,L,299,310,1509,38,168,0,No Failure
-9740,L56919,L,298.9,310,1515,42.9,170,0,No Failure
-9741,M24600,M,298.9,310.1,1655,31.5,172,0,No Failure
-9742,L56921,L,298.9,310.1,1495,42.9,175,0,No Failure
-9743,L56922,L,298.9,310.2,1623,37.2,177,0,No Failure
-9744,L56923,L,298.9,310.2,1562,42.5,179,0,No Failure
-9745,L56924,L,298.8,310.1,1574,36.2,181,0,No Failure
-9746,L56925,L,298.8,310,1611,32.4,183,0,No Failure
-9747,L56926,L,298.8,310,1403,45.6,185,0,No Failure
-9748,L56927,L,298.8,310.1,1481,47.4,187,0,No Failure
-9749,M24608,M,298.9,310.1,1441,41.2,189,0,No Failure
-9750,H39163,H,298.8,310.1,1483,45.4,192,0,No Failure
-9751,L56930,L,298.7,310,1555,32.6,197,0,No Failure
-9752,L56931,L,298.6,309.9,1615,28.8,199,0,No Failure
-9753,L56932,L,298.6,309.8,1561,32.6,201,0,No Failure
-9754,L56933,L,298.5,309.8,1593,35.1,203,0,No Failure
-9755,M24614,M,298.5,309.7,1552,34,205,0,No Failure
-9756,H39169,H,298.5,309.7,1561,35.3,208,0,No Failure
-9757,L56936,L,298.6,309.8,1597,35.9,213,0,No Failure
-9758,M24617,M,298.6,309.9,1517,34,215,0,No Failure
-9759,L56938,L,298.6,309.8,2271,16.2,218,1,Tool Wear Failure
-9760,L56939,L,298.5,309.7,1613,36.7,0,0,No Failure
-9761,M24620,M,298.5,309.6,1509,47.3,2,0,No Failure
-9762,L56941,L,298.6,309.7,1703,26.1,5,0,No Failure
-9763,L56942,L,298.6,309.7,1925,22.1,7,0,No Failure
-9764,M24623,M,298.6,309.6,1635,29.7,9,0,No Failure
-9765,L56944,L,298.5,309.5,1294,66.7,12,1,Power Failure
-9766,L56945,L,298.6,309.6,1472,39.1,14,0,No Failure
-9767,H39180,H,298.6,309.6,1449,42.5,16,0,No Failure
-9768,L56947,L,298.6,309.6,1563,35,21,0,No Failure
-9769,L56948,L,298.6,309.6,1611,35.7,23,0,No Failure
-9770,L56949,L,298.6,309.6,1386,48.6,25,0,No Failure
-9771,H39184,H,298.6,309.5,1584,31.8,27,0,No Failure
-9772,M24631,M,298.7,309.6,1424,50.4,32,0,No Failure
-9773,L56952,L,298.5,309.5,1561,34.8,35,0,No Failure
-9774,L56953,L,298.5,309.4,1560,37.9,37,0,No Failure
-9775,H39188,H,298.6,309.5,1375,41,39,0,No Failure
-9776,M24635,M,298.6,309.5,1684,27.8,44,0,No Failure
-9777,M24636,M,298.6,309.6,1397,54.1,47,0,No Failure
-9778,L56957,L,298.6,309.6,1387,57.6,50,0,No Failure
-9779,H39192,H,298.7,309.7,1311,54.5,52,0,No Failure
-9780,L56959,L,298.8,309.8,1509,36.2,57,0,No Failure
-9781,M24640,M,298.8,309.8,1477,46.7,59,0,No Failure
-9782,L56961,L,298.8,309.9,1441,41.6,62,0,No Failure
-9783,L56962,L,298.7,309.9,1404,47.1,64,0,No Failure
-9784,H39197,H,298.8,309.9,1466,44.6,66,0,No Failure
-9785,M24644,M,298.7,309.8,1435,48.8,71,0,No Failure
-9786,H39199,H,298.7,309.7,1697,29.8,74,0,No Failure
-9787,M24646,M,298.7,309.6,1738,27.3,79,0,No Failure
-9788,H39201,H,298.6,309.5,1420,50.4,82,0,No Failure
-9789,M24648,M,298.5,309.5,1535,39.8,87,0,No Failure
-9790,L56969,L,298.6,309.6,1715,28.4,90,0,No Failure
-9791,L56970,L,298.6,309.5,1483,43.2,92,0,No Failure
-9792,M24651,M,298.5,309.4,1521,37.5,94,0,No Failure
-9793,H39206,H,298.5,309.4,1573,36,97,0,No Failure
-9794,H39207,H,298.5,309.4,1414,46.7,102,0,No Failure
-9795,L56974,L,298.5,309.3,1590,33.9,107,0,No Failure
-9796,L56975,L,298.5,309.3,1623,33.1,109,0,No Failure
-9797,H39210,H,298.4,309.3,1694,30.9,111,0,No Failure
-9798,M24657,M,298.4,309.2,1597,33.5,116,0,No Failure
-9799,L56978,L,298.5,309.3,1471,44.7,119,0,No Failure
-9800,M24659,M,298.5,309.3,1551,34.7,121,0,No Failure
-9801,H39214,H,298.5,309.3,1421,50.3,124,0,No Failure
-9802,M24661,M,298.4,309.3,1496,45.6,129,0,No Failure
-9803,H39216,H,298.4,309.3,1984,19.2,132,0,No Failure
-9804,L56983,L,298.4,309.2,1692,29.8,137,0,No Failure
-9805,L56984,L,298.4,309.1,1467,42.5,139,0,No Failure
-9806,L56985,L,298.4,309.2,1651,28.5,141,0,No Failure
-9807,L56986,L,298.3,309.1,1417,60.5,143,0,No Failure
-9808,L56987,L,298.2,309,1413,55,145,0,No Failure
-9809,M24668,M,298.2,309,1441,44.2,147,0,No Failure
-9810,M24669,M,298.2,309,1353,50.3,150,0,No Failure
-9811,L56990,L,298.1,309,1502,40.9,153,0,No Failure
-9812,L56991,L,298.2,309,1610,31.7,155,0,No Failure
-9813,M24672,M,298.2,309.1,1411,45.8,157,0,No Failure
-9814,L56993,L,298.3,309.1,1387,52.3,160,0,No Failure
-9815,H39228,H,298.3,309.1,1430,40.9,162,0,No Failure
-9816,M24675,M,298.4,309.1,1576,38.8,167,0,No Failure
-9817,M24676,M,298.5,309.2,1721,29.4,170,0,No Failure
-9818,M24677,M,298.5,309.3,1465,42.4,173,0,No Failure
-9819,M24678,M,298.6,309.4,1407,45.1,176,0,No Failure
-9820,M24679,M,298.6,309.4,1464,36.9,179,0,No Failure
-9821,M24680,M,298.6,309.5,1568,36.7,182,0,No Failure
-9822,L57001,L,298.6,309.4,1667,35.6,185,0,No Failure
-9823,L57002,L,298.5,309.4,1360,60.9,187,1,Overstrain Failure
-9824,M24683,M,298.5,309.3,1488,43.7,189,0,No Failure
-9825,L57004,L,298.4,309.3,1504,39.3,192,0,No Failure
-9826,L57005,L,298.4,309.2,1610,32.4,194,0,No Failure
-9827,L57006,L,298.4,309.2,1345,52.7,196,0,No Failure
-9828,M24687,M,298.3,309.3,1376,57,198,0,No Failure
-9829,L57008,L,298.4,309.4,1385,50,201,0,No Failure
-9830,M24689,M,298.4,309.4,1429,41.8,203,0,No Failure
-9831,L57010,L,298.3,309.3,1337,56.1,206,1,Overstrain Failure
-9832,L57011,L,298.4,309.3,1542,35.4,208,0,No Failure
-9833,L57012,L,298.4,309.2,2118,17.7,210,0,No Failure
-9834,L57013,L,298.3,309.1,1386,45.3,212,0,No Failure
-9835,M24694,M,298.3,309.1,1632,32.7,0,0,No Failure
-9836,L57015,L,298.4,309.3,1545,36.9,3,0,No Failure
-9837,M24696,M,298.4,309.3,1390,53.6,5,0,No Failure
-9838,M24697,M,298.4,309.3,1355,50.6,8,0,No Failure
-9839,L57018,L,298.4,309.2,1425,45.5,11,0,No Failure
-9840,M24699,M,298.4,309.2,1491,51.2,13,0,No Failure
-9841,H39254,H,298.3,309.2,1486,42.4,16,0,No Failure
-9842,M24701,M,298.3,309.2,1359,51.4,21,0,No Failure
-9843,L57022,L,298.4,309.3,1395,47.6,24,0,No Failure
-9844,L57023,L,298.3,309.2,1383,52.1,26,0,No Failure
-9845,H39258,H,298.3,309.1,1484,37,28,0,No Failure
-9846,L57025,L,298.3,309.1,1421,47.4,33,0,No Failure
-9847,L57026,L,298.3,309,1339,58.8,35,0,No Failure
-9848,L57027,L,298.4,309.1,1362,46.1,37,0,No Failure
-9849,H39262,H,298.5,309.2,1568,40.6,39,0,No Failure
-9850,L57029,L,298.6,309.4,2312,15.5,44,0,No Failure
-9851,M24710,M,298.5,309.3,1498,34.6,46,0,No Failure
-9852,M24711,M,298.5,309.3,1761,27.2,49,0,No Failure
-9853,L57032,L,298.6,309.4,1316,51.4,52,0,No Failure
-9854,L57033,L,298.6,309.4,1525,37.8,54,0,No Failure
-9855,H39268,H,298.6,309.4,1362,45.3,56,0,No Failure
-9856,L57035,L,298.7,309.6,1516,38.5,61,0,No Failure
-9857,L57036,L,298.6,309.5,1450,44.2,63,0,No Failure
-9858,M24717,M,298.6,309.5,1366,55,65,0,No Failure
-9859,L57038,L,298.5,309.5,1547,33.1,68,0,No Failure
-9860,M24719,M,298.6,309.5,1580,33.9,70,0,No Failure
-9861,H39274,H,298.7,309.6,1755,26.9,73,0,No Failure
-9862,M24721,M,298.7,309.6,1800,24.8,78,0,No Failure
-9863,M24722,M,298.8,309.7,1439,45.8,81,0,No Failure
-9864,L57043,L,298.9,309.8,1411,56.3,84,0,No Failure
-9865,M24724,M,298.9,309.9,1645,31.4,86,0,No Failure
-9866,M24725,M,298.9,309.8,2450,13.9,89,0,No Failure
-9867,L57046,L,299,309.9,1630,34,92,0,No Failure
-9868,L57047,L,299,309.9,1411,44.7,94,0,No Failure
-9869,L57048,L,298.9,309.9,1526,35.4,96,0,No Failure
-9870,L57049,L,298.9,309.9,1590,31.3,98,0,No Failure
-9871,H39284,H,299,309.9,1884,25.6,100,0,No Failure
-9872,M24731,M,298.9,309.8,1947,21.7,105,0,No Failure
-9873,L57052,L,298.9,309.9,1373,52.1,108,0,No Failure
-9874,L57053,L,298.9,309.8,1616,36.5,110,0,No Failure
-9875,M24734,M,298.9,309.9,1449,44.1,112,0,No Failure
-9876,M24735,M,298.9,309.8,1363,50.6,115,0,No Failure
-9877,H39290,H,298.8,309.7,1461,55.1,118,0,No Failure
-9878,L57057,L,298.8,309.7,1374,58.6,123,0,No Failure
-9879,L57058,L,298.7,309.7,1293,59.1,125,0,No Failure
-9880,M24739,M,298.8,309.8,1490,38.6,127,0,No Failure
-9881,L57060,L,298.8,309.8,1753,27.5,130,0,No Failure
-9882,L57061,L,298.8,309.8,1493,38.5,132,0,No Failure
-9883,L57062,L,298.8,309.8,1895,22,134,0,No Failure
-9884,H39297,H,298.7,309.6,1654,34.3,136,0,No Failure
-9885,L57064,L,298.7,309.5,1673,30.8,141,0,No Failure
-9886,L57065,L,298.8,309.6,1613,27.7,143,0,No Failure
-9887,L57066,L,298.8,309.6,1903,22.3,145,0,No Failure
-9888,L57067,L,298.8,309.5,1368,44.7,147,0,No Failure
-9889,M24748,M,298.8,309.6,1575,34.4,149,0,No Failure
-9890,H39303,H,298.8,309.6,1516,40.2,152,0,No Failure
-9891,L57070,L,298.8,309.5,1645,32.8,157,0,No Failure
-9892,L57071,L,298.8,309.5,1374,48.1,159,0,No Failure
-9893,H39306,H,298.9,309.7,1407,48.6,161,0,No Failure
-9894,M24753,M,298.9,309.6,1284,55.3,166,0,No Failure
-9895,L57074,L,298.9,309.5,1645,31.1,169,0,No Failure
-9896,L57075,L,298.8,309.4,1387,54.1,171,0,No Failure
-9897,M24756,M,298.8,309.3,1618,35.1,173,0,No Failure
-9898,L57077,L,298.8,309.3,1357,47.1,176,0,No Failure
-9899,L57078,L,298.7,309.2,1396,44.8,178,0,No Failure
-9900,L57079,L,298.7,309.2,1586,31.4,180,0,No Failure
-9901,H39314,H,298.7,309.2,1449,42.3,182,0,No Failure
-9902,M24761,M,298.7,309.2,1423,48.9,187,0,No Failure
-9903,H39316,H,298.7,309.3,1402,45.3,190,0,No Failure
-9904,M24763,M,298.7,309.2,1437,45.7,195,0,No Failure
-9905,L57084,L,298.6,309.1,1537,35.7,198,0,No Failure
-9906,M24765,M,298.7,309.1,1423,49.5,200,0,No Failure
-9907,M24766,M,298.6,309.1,1587,37.3,203,0,No Failure
-9908,M24767,M,298.6,309.1,1487,43.2,206,0,No Failure
-9909,L57088,L,298.6,309,1456,47.7,0,0,No Failure
-9910,L57089,L,298.7,309.1,1607,32.7,2,0,No Failure
-9911,L57090,L,298.6,309,1469,46,4,0,No Failure
-9912,M24771,M,298.6,309,1481,40.8,6,0,No Failure
-9913,L57092,L,298.6,308.9,1327,58.8,9,0,No Failure
-9914,L57093,L,298.5,308.8,1589,30.6,11,0,No Failure
-9915,L57094,L,298.5,308.8,1670,29.6,13,0,No Failure
-9916,M24775,M,298.5,308.7,1662,28.3,15,0,No Failure
-9917,M24776,M,298.5,308.8,1553,34.9,18,0,No Failure
-9918,M24777,M,298.5,308.8,1557,36,21,0,No Failure
-9919,L57098,L,298.4,308.8,1352,56.7,24,0,No Failure
-9920,L57099,L,298.5,308.8,1305,58.7,26,0,No Failure
-9921,H39334,H,298.5,308.7,1450,43.9,28,0,No Failure
-9922,M24781,M,298.5,308.7,1347,48.5,33,0,No Failure
-9923,H39336,H,298.6,308.8,1566,39.1,36,0,No Failure
-9924,M24783,M,298.5,308.7,1615,33.3,41,0,No Failure
-9925,M24784,M,298.5,308.6,1384,54.4,44,0,No Failure
-9926,M24785,M,298.5,308.7,1367,47.3,47,0,No Failure
-9927,M24786,M,298.5,308.6,1897,20.2,50,0,No Failure
-9928,L57107,L,298.5,308.6,1522,36.9,53,0,No Failure
-9929,M24788,M,298.4,308.5,1576,27.4,55,0,No Failure
-9930,H39343,H,298.4,308.4,1479,39.2,58,0,No Failure
-9931,L57110,L,298.3,308.3,1452,45.5,63,0,No Failure
-9932,L57111,L,298.3,308.3,1432,46.9,65,0,No Failure
-9933,L57112,L,298.3,308.2,1663,28.4,67,0,No Failure
-9934,L57113,L,298.3,308.3,1597,32.4,69,0,No Failure
-9935,L57114,L,298.3,308.2,1472,44.3,71,0,No Failure
-9936,L57115,L,298.4,308.3,1452,48.5,73,0,No Failure
-9937,H39350,H,298.3,308.2,1534,33.2,75,0,No Failure
-9938,L57117,L,298.3,308.1,1505,46.1,80,0,No Failure
-9939,L57118,L,298.3,308.1,1528,33.9,82,0,No Failure
-9940,H39353,H,298.3,308.1,2636,12.8,84,0,No Failure
-9941,M24800,M,298.3,308.1,1722,28.6,89,0,No Failure
-9942,L57121,L,298.4,308.1,1395,44,92,0,No Failure
-9943,L57122,L,298.4,308.1,1375,50.8,94,0,No Failure
-9944,M24803,M,298.3,308,1766,26,96,0,No Failure
-9945,L57124,L,298.3,307.9,1399,47.8,99,0,No Failure
-9946,L57125,L,298.3,308,1578,37.8,101,0,No Failure
-9947,L57126,L,298.3,307.9,1502,42,103,0,No Failure
-9948,M24807,M,298.2,307.9,1529,36.6,105,0,No Failure
-9949,L57128,L,298.2,307.8,1804,25.1,108,0,No Failure
-9950,M24809,M,298.2,307.8,1411,53.4,110,0,No Failure
-9951,L57130,L,298.1,307.8,1413,54.1,113,0,No Failure
-9952,L57131,L,298.2,307.8,1355,59.4,115,0,No Failure
-9953,L57132,L,298.2,307.8,1429,46.9,117,0,No Failure
-9954,L57133,L,298.1,307.8,1565,35.3,119,0,No Failure
-9955,M24814,M,298.1,307.9,1446,42.8,121,0,No Failure
-9956,M24815,M,298.2,307.9,1462,38.8,124,0,No Failure
-9957,M24816,M,298.2,307.8,1578,34.5,127,0,No Failure
-9958,L57137,L,298.1,307.8,1606,33,130,0,No Failure
-9959,M24818,M,298.1,307.8,1525,35.9,132,0,No Failure
-9960,L57139,L,298.1,307.8,1379,49.1,135,0,No Failure
-9961,L57140,L,298.2,307.8,1575,35,137,0,No Failure
-9962,L57141,L,298.2,307.9,1399,54.9,139,0,No Failure
-9963,L57142,L,298.2,307.9,1429,49.4,141,0,No Failure
-9964,L57143,L,298.3,307.9,1435,39.9,143,0,No Failure
-9965,L57144,L,298.3,307.9,1766,26.5,145,0,No Failure
-9966,L57145,L,298.3,307.9,1703,28.9,147,0,No Failure
-9967,L57146,L,298.3,307.9,1507,41.2,149,0,No Failure
-9968,M24827,M,298.3,307.9,1609,32.4,151,0,No Failure
-9969,L57148,L,298.4,308,1605,32.4,154,0,No Failure
-9970,L57149,L,298.4,308.1,1491,50,156,0,No Failure
-9971,H39384,H,298.4,308.1,1891,24.7,158,0,No Failure
-9972,H39385,H,298.5,308.2,1563,44.6,163,0,No Failure
-9973,L57152,L,298.6,308.2,1390,51.4,168,0,No Failure
-9974,L57153,L,298.5,308.2,1444,40.5,170,0,No Failure
-9975,L57154,L,298.6,308.2,1361,68.2,172,1,Power Failure
-9976,M24835,M,298.6,308.3,1589,34.1,174,0,No Failure
-9977,L57156,L,298.6,308.2,1705,26.3,177,0,No Failure
-9978,L57157,L,298.6,308.3,1422,40.4,179,0,No Failure
-9979,H39392,H,298.6,308.3,1377,52.1,181,0,No Failure
-9980,L57159,L,298.5,308.3,1334,49.8,186,0,No Failure
-9981,L57160,L,298.6,308.4,1559,36.6,188,0,No Failure
-9982,L57161,L,298.7,308.5,1353,47,190,0,No Failure
-9983,M24842,M,298.7,308.4,1507,45.7,192,0,No Failure
-9984,L57163,L,298.7,308.4,1694,28.7,195,0,No Failure
-9985,H39398,H,298.7,308.4,1432,42.8,197,0,No Failure
-9986,H39399,H,298.7,308.5,1572,35.6,202,0,No Failure
-9987,M24846,M,298.8,308.6,1507,42.3,207,0,No Failure
-9988,M24847,M,298.8,308.6,1500,37.1,210,0,No Failure
-9989,L57168,L,298.9,308.6,1771,24.1,213,0,No Failure
-9990,M24849,M,298.8,308.5,1577,33.2,0,0,No Failure
-9991,L57170,L,298.8,308.5,1527,36.2,3,0,No Failure
-9992,M24851,M,298.9,308.4,1827,26.1,5,0,No Failure
-9993,L57172,L,298.8,308.4,1484,39.2,8,0,No Failure
-9994,L57173,L,298.8,308.4,1401,47.3,10,0,No Failure
-9995,L57174,L,298.8,308.3,1634,27.9,12,0,No Failure
-9996,M24855,M,298.8,308.4,1604,29.5,14,0,No Failure
-9997,H39410,H,298.9,308.4,1632,31.8,17,0,No Failure
-9998,M24857,M,299,308.6,1645,33.4,22,0,No Failure
-9999,H39412,H,299,308.7,1408,48.5,25,0,No Failure
-10000,M24859,M,299,308.7,1500,40.2,30,0,No Failure
\ No newline at end of file
diff --git a/Dataset/predictive_maintenance_final.csv b/Dataset/predictive_maintenance_final.csv
new file mode 100644
index 0000000..d99f973
--- /dev/null
+++ b/Dataset/predictive_maintenance_final.csv
@@ -0,0 +1,1632 @@
+Air temperature [K],Process temperature [K],Rotational speed [rpm],Torque [Nm],Tool wear [min],Type,prediction
+300.8,310.3,1538,36.1,198,L,0
+296.3,307.3,1368,49.5,10,M,0
+298.6,309.1,1339,51.1,34,M,0
+302.4,311.1,1634,34.2,184,L,0
+297.9,307.7,1546,37.6,72,L,0
+301.6,310.8,1290,65.3,63,M,0
+298.2,308.2,1407,47.1,153,L,0
+296.6,307.4,1465,47.8,187,L,0
+298.6,309.6,1353,62.5,9,L,0
+301.0,310.7,1391,45.0,123,L,0
+296.8,308.3,1506,45.9,182,L,0
+297.5,308.8,1312,50.3,159,L,0
+298.3,308.2,1663,28.4,67,L,0
+298.1,308.4,1438,45.6,105,L,0
+300.9,312.0,1493,38.7,217,L,0
+303.9,313.1,1425,49.3,199,L,0
+299.3,308.6,1437,48.1,67,L,0
+300.6,310.2,1519,44.6,69,L,0
+298.9,309.3,1665,32.5,93,L,0
+297.3,308.3,1544,41.7,6,M,0
+297.8,307.7,1505,39.7,25,L,0
+300.3,311.9,1390,49.0,194,H,0
+298.9,310.1,1366,62.7,161,H,0
+298.8,309.8,1551,36.6,15,M,0
+304.1,313.3,1480,38.4,72,M,0
+301.9,310.8,1427,47.7,92,L,0
+298.6,309.7,1422,49.7,139,M,0
+299.7,311.0,1448,49.8,80,M,0
+300.5,311.6,1456,51.1,193,M,0
+299.2,308.4,1436,41.8,28,L,0
+298.7,310.2,1402,45.9,30,L,0
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diff --git a/EDA/Exploratory_Data_Analysis.ipynb b/EDA/Exploratory_Data_Analysis.ipynb
index a0980df..48941b8 100644
--- a/EDA/Exploratory_Data_Analysis.ipynb
+++ b/EDA/Exploratory_Data_Analysis.ipynb
@@ -15,8 +15,8 @@
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:53:38.383696Z",
-     "start_time": "2025-12-02T07:53:38.363095Z"
+     "end_time": "2025-12-26T09:36:26.136230Z",
+     "start_time": "2025-12-26T09:36:26.128397Z"
     }
    },
    "cell_type": "code",
@@ -26,12 +26,32 @@
     "import matplotlib.pyplot as plt\n",
     "import seaborn as sns\n",
     "import plotly.express as px\n",
+    "from fontTools.ttLib.tables.S__i_l_f import attrs_attributes\n",
+    "\n",
+    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
+    "from sklearn.preprocessing import StandardScaler\n",
+    "from sklearn.ensemble import RandomForestClassifier\n",
+    "from sklearn.decomposition import PCA\n",
+    "from imblearn.over_sampling import SMOTE\n",
+    "\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "from sklearn.linear_model import LogisticRegression\n",
+    "from sklearn.metrics import classification_report\n",
+    "from sklearn.tree import DecisionTreeClassifier\n",
+    "from sklearn.svm import SVC\n",
+    "\n",
     "\n",
     "from scipy.stats import pearsonr, ttest_ind"
    ],
    "id": "498a4928e6383010",
    "outputs": [],
-   "execution_count": 141
+   "execution_count": 210
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "### General Information on Dataset and Domain",
+   "id": "4103c2fee6be983d"
   },
   {
    "metadata": {
@@ -41,19 +61,19 @@
     }
    },
    "cell_type": "markdown",
-   "source": "### Reading the dataset and describing it",
+   "source": "#### Reading the dataset and describing it",
    "id": "5d0d21a3e8b9425f"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:12.034939Z",
-     "start_time": "2025-12-02T07:41:12.010746Z"
+     "end_time": "2025-12-26T09:04:05.449957Z",
+     "start_time": "2025-12-26T09:04:05.429759Z"
     }
    },
    "cell_type": "code",
    "source": [
-    "df = pd.read_csv(\"../Dataset/predictive_maintenance.csv\")\n",
+    "df = pd.read_csv(\"../Dataset/predictive_maintenance_final.csv\")\n",
     "df.head(10)"
    ],
    "id": "cd4d1f683291397c",
@@ -61,29 +81,29 @@
     {
      "data": {
       "text/plain": [
-       "   UDI Product ID Type  Air temperature [K]  Process temperature [K]  \\\n",
-       "0    1     M14860    M                298.1                    308.6   \n",
-       "1    2     L47181    L                298.2                    308.7   \n",
-       "2    3     L47182    L                298.1                    308.5   \n",
-       "3    4     L47183    L                298.2                    308.6   \n",
-       "4    5     L47184    L                298.2                    308.7   \n",
-       "5    6     M14865    M                298.1                    308.6   \n",
-       "6    7     L47186    L                298.1                    308.6   \n",
-       "7    8     L47187    L                298.1                    308.6   \n",
-       "8    9     M14868    M                298.3                    308.7   \n",
-       "9   10     M14869    M                298.5                    309.0   \n",
-       "\n",
-       "   Rotational speed [rpm]  Torque [Nm]  Tool wear [min]  Target Failure Type  \n",
-       "0                    1551         42.8                0       0   No Failure  \n",
-       "1                    1408         46.3                3       0   No Failure  \n",
-       "2                    1498         49.4                5       0   No Failure  \n",
-       "3                    1433         39.5                7       0   No Failure  \n",
-       "4                    1408         40.0                9       0   No Failure  \n",
-       "5                    1425         41.9               11       0   No Failure  \n",
-       "6                    1558         42.4               14       0   No Failure  \n",
-       "7                    1527         40.2               16       0   No Failure  \n",
-       "8                    1667         28.6               18       0   No Failure  \n",
-       "9                    1741         28.0               21       0   No Failure  "
+       "   Air temperature [K]  Process temperature [K]  Rotational speed [rpm]  \\\n",
+       "0                300.8                    310.3                    1538   \n",
+       "1                296.3                    307.3                    1368   \n",
+       "2                298.6                    309.1                    1339   \n",
+       "3                302.4                    311.1                    1634   \n",
+       "4                297.9                    307.7                    1546   \n",
+       "5                301.6                    310.8                    1290   \n",
+       "6                298.2                    308.2                    1407   \n",
+       "7                296.6                    307.4                    1465   \n",
+       "8                298.6                    309.6                    1353   \n",
+       "9                301.0                    310.7                    1391   \n",
+       "\n",
+       "   Torque [Nm]  Tool wear [min] Type  prediction  \n",
+       "0         36.1              198    L           0  \n",
+       "1         49.5               10    M           0  \n",
+       "2         51.1               34    M           0  \n",
+       "3         34.2              184    L           0  \n",
+       "4         37.6               72    L           0  \n",
+       "5         65.3               63    M           0  \n",
+       "6         47.1              153    L           0  \n",
+       "7         47.8              187    L           0  \n",
+       "8         62.5                9    L           0  \n",
+       "9         45.0              123    L           0  "
       ],
       "text/html": [
        "<div>\n",
@@ -104,166 +124,133 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>UDI</th>\n",
-       "      <th>Product ID</th>\n",
-       "      <th>Type</th>\n",
        "      <th>Air temperature [K]</th>\n",
        "      <th>Process temperature [K]</th>\n",
        "      <th>Rotational speed [rpm]</th>\n",
        "      <th>Torque [Nm]</th>\n",
        "      <th>Tool wear [min]</th>\n",
-       "      <th>Target</th>\n",
-       "      <th>Failure Type</th>\n",
+       "      <th>Type</th>\n",
+       "      <th>prediction</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>M14860</td>\n",
-       "      <td>M</td>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>1551</td>\n",
-       "      <td>42.8</td>\n",
-       "      <td>0</td>\n",
+       "      <td>300.8</td>\n",
+       "      <td>310.3</td>\n",
+       "      <td>1538</td>\n",
+       "      <td>36.1</td>\n",
+       "      <td>198</td>\n",
+       "      <td>L</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>L47181</td>\n",
-       "      <td>L</td>\n",
-       "      <td>298.2</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>1408</td>\n",
-       "      <td>46.3</td>\n",
-       "      <td>3</td>\n",
+       "      <td>296.3</td>\n",
+       "      <td>307.3</td>\n",
+       "      <td>1368</td>\n",
+       "      <td>49.5</td>\n",
+       "      <td>10</td>\n",
+       "      <td>M</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>3</td>\n",
-       "      <td>L47182</td>\n",
-       "      <td>L</td>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.5</td>\n",
-       "      <td>1498</td>\n",
-       "      <td>49.4</td>\n",
-       "      <td>5</td>\n",
+       "      <td>298.6</td>\n",
+       "      <td>309.1</td>\n",
+       "      <td>1339</td>\n",
+       "      <td>51.1</td>\n",
+       "      <td>34</td>\n",
+       "      <td>M</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>L47183</td>\n",
+       "      <td>302.4</td>\n",
+       "      <td>311.1</td>\n",
+       "      <td>1634</td>\n",
+       "      <td>34.2</td>\n",
+       "      <td>184</td>\n",
        "      <td>L</td>\n",
-       "      <td>298.2</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>1433</td>\n",
-       "      <td>39.5</td>\n",
-       "      <td>7</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>5</td>\n",
-       "      <td>L47184</td>\n",
+       "      <td>297.9</td>\n",
+       "      <td>307.7</td>\n",
+       "      <td>1546</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>72</td>\n",
        "      <td>L</td>\n",
-       "      <td>298.2</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>1408</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>9</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>6</td>\n",
-       "      <td>M14865</td>\n",
+       "      <td>301.6</td>\n",
+       "      <td>310.8</td>\n",
+       "      <td>1290</td>\n",
+       "      <td>65.3</td>\n",
+       "      <td>63</td>\n",
        "      <td>M</td>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>1425</td>\n",
-       "      <td>41.9</td>\n",
-       "      <td>11</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>7</td>\n",
-       "      <td>L47186</td>\n",
+       "      <td>298.2</td>\n",
+       "      <td>308.2</td>\n",
+       "      <td>1407</td>\n",
+       "      <td>47.1</td>\n",
+       "      <td>153</td>\n",
        "      <td>L</td>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>1558</td>\n",
-       "      <td>42.4</td>\n",
-       "      <td>14</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>8</td>\n",
-       "      <td>L47187</td>\n",
+       "      <td>296.6</td>\n",
+       "      <td>307.4</td>\n",
+       "      <td>1465</td>\n",
+       "      <td>47.8</td>\n",
+       "      <td>187</td>\n",
        "      <td>L</td>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>1527</td>\n",
-       "      <td>40.2</td>\n",
-       "      <td>16</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
+       "      <td>298.6</td>\n",
+       "      <td>309.6</td>\n",
+       "      <td>1353</td>\n",
+       "      <td>62.5</td>\n",
        "      <td>9</td>\n",
-       "      <td>M14868</td>\n",
-       "      <td>M</td>\n",
-       "      <td>298.3</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>1667</td>\n",
-       "      <td>28.6</td>\n",
-       "      <td>18</td>\n",
+       "      <td>L</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>10</td>\n",
-       "      <td>M14869</td>\n",
-       "      <td>M</td>\n",
-       "      <td>298.5</td>\n",
-       "      <td>309.0</td>\n",
-       "      <td>1741</td>\n",
-       "      <td>28.0</td>\n",
-       "      <td>21</td>\n",
+       "      <td>301.0</td>\n",
+       "      <td>310.7</td>\n",
+       "      <td>1391</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>123</td>\n",
+       "      <td>L</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ]
      },
-     "execution_count": 102,
+     "execution_count": 114,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 102
+   "execution_count": 114
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:12.207424Z",
-     "start_time": "2025-12-02T07:41:12.181835Z"
+     "end_time": "2025-12-26T09:04:05.667985Z",
+     "start_time": "2025-12-26T09:04:05.637270Z"
     }
    },
    "cell_type": "code",
@@ -273,23 +260,21 @@
     {
      "data": {
       "text/plain": [
-       "                           count        mean          std     min      25%  \\\n",
-       "UDI                      10000.0  5000.50000  2886.895680     1.0  2500.75   \n",
-       "Air temperature [K]      10000.0   300.00493     2.000259   295.3   298.30   \n",
-       "Process temperature [K]  10000.0   310.00556     1.483734   305.7   308.80   \n",
-       "Rotational speed [rpm]   10000.0  1538.77610   179.284096  1168.0  1423.00   \n",
-       "Torque [Nm]              10000.0    39.98691     9.968934     3.8    33.20   \n",
-       "Tool wear [min]          10000.0   107.95100    63.654147     0.0    53.00   \n",
-       "Target                   10000.0     0.03390     0.180981     0.0     0.00   \n",
-       "\n",
-       "                            50%      75%      max  \n",
-       "UDI                      5000.5  7500.25  10000.0  \n",
-       "Air temperature [K]       300.1   301.50    304.5  \n",
-       "Process temperature [K]   310.1   311.10    313.8  \n",
-       "Rotational speed [rpm]   1503.0  1612.00   2886.0  \n",
-       "Torque [Nm]                40.1    46.80     76.6  \n",
-       "Tool wear [min]           108.0   162.00    253.0  \n",
-       "Target                      0.0     0.00      1.0  "
+       "                          count         mean           std   min      25%  \\\n",
+       "Air temperature [K]      1631.0  2126.669099  73755.964440 -25.0   298.30   \n",
+       "Process temperature [K]  1631.0   320.510791    293.111837   0.0   308.75   \n",
+       "Rotational speed [rpm]   1631.0  1538.865113    214.979791   0.0  1425.00   \n",
+       "Torque [Nm]              1631.0    39.915757     13.100062   0.0    33.00   \n",
+       "Tool wear [min]          1631.0   113.494788    109.264641   0.0    49.00   \n",
+       "prediction               1631.0     0.020846      0.142913   0.0     0.00   \n",
+       "\n",
+       "                            50%      75%        max  \n",
+       "Air temperature [K]       300.1   301.40  2978980.9  \n",
+       "Process temperature [K]   310.0   311.00    11111.0  \n",
+       "Rotational speed [rpm]   1510.0  1614.50     5000.0  \n",
+       "Torque [Nm]                39.4    46.45      360.0  \n",
+       "Tool wear [min]           108.0   165.00     1980.0  \n",
+       "prediction                  0.0     0.00        1.0  "
       ],
       "text/html": [
        "<div>\n",
@@ -322,76 +307,65 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>UDI</th>\n",
-       "      <td>10000.0</td>\n",
-       "      <td>5000.50000</td>\n",
-       "      <td>2886.895680</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>2500.75</td>\n",
-       "      <td>5000.5</td>\n",
-       "      <td>7500.25</td>\n",
-       "      <td>10000.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
        "      <th>Air temperature [K]</th>\n",
-       "      <td>10000.0</td>\n",
-       "      <td>300.00493</td>\n",
-       "      <td>2.000259</td>\n",
-       "      <td>295.3</td>\n",
+       "      <td>1631.0</td>\n",
+       "      <td>2126.669099</td>\n",
+       "      <td>73755.964440</td>\n",
+       "      <td>-25.0</td>\n",
        "      <td>298.30</td>\n",
        "      <td>300.1</td>\n",
-       "      <td>301.50</td>\n",
-       "      <td>304.5</td>\n",
+       "      <td>301.40</td>\n",
+       "      <td>2978980.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Process temperature [K]</th>\n",
-       "      <td>10000.0</td>\n",
-       "      <td>310.00556</td>\n",
-       "      <td>1.483734</td>\n",
-       "      <td>305.7</td>\n",
-       "      <td>308.80</td>\n",
-       "      <td>310.1</td>\n",
-       "      <td>311.10</td>\n",
-       "      <td>313.8</td>\n",
+       "      <td>1631.0</td>\n",
+       "      <td>320.510791</td>\n",
+       "      <td>293.111837</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>308.75</td>\n",
+       "      <td>310.0</td>\n",
+       "      <td>311.00</td>\n",
+       "      <td>11111.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Rotational speed [rpm]</th>\n",
-       "      <td>10000.0</td>\n",
-       "      <td>1538.77610</td>\n",
-       "      <td>179.284096</td>\n",
-       "      <td>1168.0</td>\n",
-       "      <td>1423.00</td>\n",
-       "      <td>1503.0</td>\n",
-       "      <td>1612.00</td>\n",
-       "      <td>2886.0</td>\n",
+       "      <td>1631.0</td>\n",
+       "      <td>1538.865113</td>\n",
+       "      <td>214.979791</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1425.00</td>\n",
+       "      <td>1510.0</td>\n",
+       "      <td>1614.50</td>\n",
+       "      <td>5000.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Torque [Nm]</th>\n",
-       "      <td>10000.0</td>\n",
-       "      <td>39.98691</td>\n",
-       "      <td>9.968934</td>\n",
-       "      <td>3.8</td>\n",
-       "      <td>33.20</td>\n",
-       "      <td>40.1</td>\n",
-       "      <td>46.80</td>\n",
-       "      <td>76.6</td>\n",
+       "      <td>1631.0</td>\n",
+       "      <td>39.915757</td>\n",
+       "      <td>13.100062</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>33.00</td>\n",
+       "      <td>39.4</td>\n",
+       "      <td>46.45</td>\n",
+       "      <td>360.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Tool wear [min]</th>\n",
-       "      <td>10000.0</td>\n",
-       "      <td>107.95100</td>\n",
-       "      <td>63.654147</td>\n",
+       "      <td>1631.0</td>\n",
+       "      <td>113.494788</td>\n",
+       "      <td>109.264641</td>\n",
        "      <td>0.0</td>\n",
-       "      <td>53.00</td>\n",
+       "      <td>49.00</td>\n",
        "      <td>108.0</td>\n",
-       "      <td>162.00</td>\n",
-       "      <td>253.0</td>\n",
+       "      <td>165.00</td>\n",
+       "      <td>1980.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>Target</th>\n",
-       "      <td>10000.0</td>\n",
-       "      <td>0.03390</td>\n",
-       "      <td>0.180981</td>\n",
+       "      <th>prediction</th>\n",
+       "      <td>1631.0</td>\n",
+       "      <td>0.020846</td>\n",
+       "      <td>0.142913</td>\n",
        "      <td>0.0</td>\n",
        "      <td>0.00</td>\n",
        "      <td>0.0</td>\n",
@@ -403,18 +377,54 @@
        "</div>"
       ]
      },
-     "execution_count": 103,
+     "execution_count": 115,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 115
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "#### Dataset Shape",
+   "id": "5adb2b4c420d7dab"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:06.026862Z",
+     "start_time": "2025-12-26T09:04:06.021349Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "df.shape",
+   "id": "16782cb23fa76759",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1631, 7)"
+      ]
+     },
+     "execution_count": 116,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 103
+   "execution_count": 116
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "#### Dataset Info",
+   "id": "b48454e7f77126d0"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:12.363855Z",
-     "start_time": "2025-12-02T07:41:12.347452Z"
+     "end_time": "2025-12-26T09:04:06.448208Z",
+     "start_time": "2025-12-26T09:04:06.437177Z"
     }
    },
    "cell_type": "code",
@@ -426,26 +436,101 @@
      "output_type": "stream",
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 10000 entries, 0 to 9999\n",
-      "Data columns (total 10 columns):\n",
+      "RangeIndex: 1631 entries, 0 to 1630\n",
+      "Data columns (total 7 columns):\n",
       " #   Column                   Non-Null Count  Dtype  \n",
       "---  ------                   --------------  -----  \n",
-      " 0   UDI                      10000 non-null  int64  \n",
-      " 1   Product ID               10000 non-null  object \n",
-      " 2   Type                     10000 non-null  object \n",
-      " 3   Air temperature [K]      10000 non-null  float64\n",
-      " 4   Process temperature [K]  10000 non-null  float64\n",
-      " 5   Rotational speed [rpm]   10000 non-null  int64  \n",
-      " 6   Torque [Nm]              10000 non-null  float64\n",
-      " 7   Tool wear [min]          10000 non-null  int64  \n",
-      " 8   Target                   10000 non-null  int64  \n",
-      " 9   Failure Type             10000 non-null  object \n",
-      "dtypes: float64(3), int64(4), object(3)\n",
-      "memory usage: 781.4+ KB\n"
+      " 0   Air temperature [K]      1631 non-null   float64\n",
+      " 1   Process temperature [K]  1631 non-null   float64\n",
+      " 2   Rotational speed [rpm]   1631 non-null   int64  \n",
+      " 3   Torque [Nm]              1631 non-null   float64\n",
+      " 4   Tool wear [min]          1631 non-null   int64  \n",
+      " 5   Type                     1628 non-null   object \n",
+      " 6   prediction               1631 non-null   int64  \n",
+      "dtypes: float64(3), int64(3), object(1)\n",
+      "memory usage: 89.3+ KB\n"
+     ]
+    }
+   ],
+   "execution_count": 117
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "#### Variable categorization (count of numeric and categorical)",
+   "id": "f985897e825e8f1d"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:06.921448Z",
+     "start_time": "2025-12-26T09:04:06.910662Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "numeric_attr = df.select_dtypes(include=[np.number])\n",
+    "categorical_attr = df.select_dtypes(exclude=[np.number])"
+   ],
+   "id": "fa01f810b4a7d7dd",
+   "outputs": [],
+   "execution_count": 118
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:07.202621Z",
+     "start_time": "2025-12-26T09:04:07.196950Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "def variable_categorical():\n",
+    "    print(\"Numeric attributes:\")\n",
+    "    print(numeric_attr.columns)\n",
+    "    print(f\"Length of numeric attributes: {len(numeric_attr)}\")\n",
+    "    print(\"\\n\\n***********************************\\n\\n\")\n",
+    "    print(\"Categorical attributes:\")\n",
+    "    print(categorical_attr.columns)\n",
+    "    print(f\"Length of categorical attributes: {len(categorical_attr)}\")"
+   ],
+   "id": "ba3a37d46761edcf",
+   "outputs": [],
+   "execution_count": 119
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:07.389213Z",
+     "start_time": "2025-12-26T09:04:07.382244Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "variable_categorical()",
+   "id": "61350169ead2e231",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Numeric attributes:\n",
+      "Index(['Air temperature [K]', 'Process temperature [K]',\n",
+      "       'Rotational speed [rpm]', 'Torque [Nm]', 'Tool wear [min]',\n",
+      "       'prediction'],\n",
+      "      dtype='object')\n",
+      "Length of numeric attributes: 1631\n",
+      "\n",
+      "\n",
+      "***********************************\n",
+      "\n",
+      "\n",
+      "Categorical attributes:\n",
+      "Index(['Type'], dtype='object')\n",
+      "Length of categorical attributes: 1631\n"
      ]
     }
    ],
-   "execution_count": 104
+   "execution_count": 120
   },
   {
    "metadata": {
@@ -455,14 +540,14 @@
     }
    },
    "cell_type": "markdown",
-   "source": "### Changing the column names as per use-case",
+   "source": "#### Data Dictionary || Also changing the column names as per use-case",
    "id": "aaee5d3ece8df927"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:12.668642Z",
-     "start_time": "2025-12-02T07:41:12.661129Z"
+     "end_time": "2025-12-26T09:04:07.794760Z",
+     "start_time": "2025-12-26T09:04:07.781627Z"
     }
    },
    "cell_type": "code",
@@ -472,50 +557,47 @@
     {
      "data": {
       "text/plain": [
-       "Index(['UDI', 'Product ID', 'Type', 'Air temperature [K]',\n",
-       "       'Process temperature [K]', 'Rotational speed [rpm]', 'Torque [Nm]',\n",
-       "       'Tool wear [min]', 'Target', 'Failure Type'],\n",
+       "Index(['Air temperature [K]', 'Process temperature [K]',\n",
+       "       'Rotational speed [rpm]', 'Torque [Nm]', 'Tool wear [min]', 'Type',\n",
+       "       'prediction'],\n",
        "      dtype='object')"
       ]
      },
-     "execution_count": 105,
+     "execution_count": 121,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 105
+   "execution_count": 121
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:12.838718Z",
-     "start_time": "2025-12-02T07:41:12.819982Z"
+     "end_time": "2025-12-26T09:04:07.997903Z",
+     "start_time": "2025-12-26T09:04:07.980896Z"
     }
    },
    "cell_type": "code",
    "source": [
     "columns = {\n",
-    "    \"UDI\": \"id\",\n",
-    "    \"Product ID\": \"product_id\",\n",
-    "    \"Type\": \"product_quality\", # L, M, or H for low (50% of all products), medium (30%), and high (20%) as product quality variants and a variant-specific serial number\n",
-    "    \"Air temperature [K]\": \"air_temperature\",\n",
-    "    \"Process temperature [K]\": \"process_temperature\",\n",
-    "    \"Rotational speed [rpm]\": \"rpm\",\n",
-    "    \"Torque [Nm]\": \"torque\",\n",
-    "    \"Tool wear [min]\": \"tool_wear\",\n",
-    "    \"Target\" : \"target\",\n",
-    "    \"Failure Type\" : \"failure_type\",\n",
+    "    \"Air temperature [K]\": \"air_temperature\", # Ambient temperature\n",
+    "    \"Process temperature [K]\": \"process_temperature\", # Internal process temperature\n",
+    "    \"Rotational speed [rpm]\":\"rotational_speed\", # RPM\n",
+    "    \"Torque [Nm]\": \"torque\", # Torque applied\n",
+    "    \"Tool wear [min]\": \"tool_wear\", # Tool wear in minutes\n",
+    "    \"Type\": \"type\", # Machine type (L = Light, M = Medium, H = Heavy)\n",
+    "    \"prediction\": \"machine_failure\" # Target variable\n",
     "    }"
    ],
    "id": "1ef4c3ffeed9ad07",
    "outputs": [],
-   "execution_count": 106
+   "execution_count": 122
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:13.010092Z",
-     "start_time": "2025-12-02T07:41:12.988176Z"
+     "end_time": "2025-12-26T09:04:08.212827Z",
+     "start_time": "2025-12-26T09:04:08.189045Z"
     }
    },
    "cell_type": "code",
@@ -528,29 +610,29 @@
     {
      "data": {
       "text/plain": [
-       "   id product_id product_quality  air_temperature  process_temperature   rpm  \\\n",
-       "0   1     M14860               M            298.1                308.6  1551   \n",
-       "1   2     L47181               L            298.2                308.7  1408   \n",
-       "2   3     L47182               L            298.1                308.5  1498   \n",
-       "3   4     L47183               L            298.2                308.6  1433   \n",
-       "4   5     L47184               L            298.2                308.7  1408   \n",
-       "5   6     M14865               M            298.1                308.6  1425   \n",
-       "6   7     L47186               L            298.1                308.6  1558   \n",
-       "7   8     L47187               L            298.1                308.6  1527   \n",
-       "8   9     M14868               M            298.3                308.7  1667   \n",
-       "9  10     M14869               M            298.5                309.0  1741   \n",
-       "\n",
-       "   torque  tool_wear  target failure_type  \n",
-       "0    42.8          0       0   No Failure  \n",
-       "1    46.3          3       0   No Failure  \n",
-       "2    49.4          5       0   No Failure  \n",
-       "3    39.5          7       0   No Failure  \n",
-       "4    40.0          9       0   No Failure  \n",
-       "5    41.9         11       0   No Failure  \n",
-       "6    42.4         14       0   No Failure  \n",
-       "7    40.2         16       0   No Failure  \n",
-       "8    28.6         18       0   No Failure  \n",
-       "9    28.0         21       0   No Failure  "
+       "   air_temperature  process_temperature  rotational_speed  torque  tool_wear  \\\n",
+       "0            300.8                310.3              1538    36.1        198   \n",
+       "1            296.3                307.3              1368    49.5         10   \n",
+       "2            298.6                309.1              1339    51.1         34   \n",
+       "3            302.4                311.1              1634    34.2        184   \n",
+       "4            297.9                307.7              1546    37.6         72   \n",
+       "5            301.6                310.8              1290    65.3         63   \n",
+       "6            298.2                308.2              1407    47.1        153   \n",
+       "7            296.6                307.4              1465    47.8        187   \n",
+       "8            298.6                309.6              1353    62.5          9   \n",
+       "9            301.0                310.7              1391    45.0        123   \n",
+       "\n",
+       "  type  machine_failure  \n",
+       "0    L                0  \n",
+       "1    M                0  \n",
+       "2    M                0  \n",
+       "3    L                0  \n",
+       "4    L                0  \n",
+       "5    M                0  \n",
+       "6    L                0  \n",
+       "7    L                0  \n",
+       "8    L                0  \n",
+       "9    L                0  "
       ],
       "text/html": [
        "<div>\n",
@@ -571,221 +653,238 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>id</th>\n",
-       "      <th>product_id</th>\n",
-       "      <th>product_quality</th>\n",
        "      <th>air_temperature</th>\n",
        "      <th>process_temperature</th>\n",
-       "      <th>rpm</th>\n",
+       "      <th>rotational_speed</th>\n",
        "      <th>torque</th>\n",
        "      <th>tool_wear</th>\n",
-       "      <th>target</th>\n",
-       "      <th>failure_type</th>\n",
+       "      <th>type</th>\n",
+       "      <th>machine_failure</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>1</td>\n",
-       "      <td>M14860</td>\n",
-       "      <td>M</td>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>1551</td>\n",
-       "      <td>42.8</td>\n",
-       "      <td>0</td>\n",
+       "      <td>300.8</td>\n",
+       "      <td>310.3</td>\n",
+       "      <td>1538</td>\n",
+       "      <td>36.1</td>\n",
+       "      <td>198</td>\n",
+       "      <td>L</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>2</td>\n",
-       "      <td>L47181</td>\n",
-       "      <td>L</td>\n",
-       "      <td>298.2</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>1408</td>\n",
-       "      <td>46.3</td>\n",
-       "      <td>3</td>\n",
+       "      <td>296.3</td>\n",
+       "      <td>307.3</td>\n",
+       "      <td>1368</td>\n",
+       "      <td>49.5</td>\n",
+       "      <td>10</td>\n",
+       "      <td>M</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>3</td>\n",
-       "      <td>L47182</td>\n",
-       "      <td>L</td>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.5</td>\n",
-       "      <td>1498</td>\n",
-       "      <td>49.4</td>\n",
-       "      <td>5</td>\n",
+       "      <td>298.6</td>\n",
+       "      <td>309.1</td>\n",
+       "      <td>1339</td>\n",
+       "      <td>51.1</td>\n",
+       "      <td>34</td>\n",
+       "      <td>M</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>4</td>\n",
-       "      <td>L47183</td>\n",
+       "      <td>302.4</td>\n",
+       "      <td>311.1</td>\n",
+       "      <td>1634</td>\n",
+       "      <td>34.2</td>\n",
+       "      <td>184</td>\n",
        "      <td>L</td>\n",
-       "      <td>298.2</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>1433</td>\n",
-       "      <td>39.5</td>\n",
-       "      <td>7</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>5</td>\n",
-       "      <td>L47184</td>\n",
+       "      <td>297.9</td>\n",
+       "      <td>307.7</td>\n",
+       "      <td>1546</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>72</td>\n",
        "      <td>L</td>\n",
-       "      <td>298.2</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>1408</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>9</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>5</th>\n",
-       "      <td>6</td>\n",
-       "      <td>M14865</td>\n",
+       "      <td>301.6</td>\n",
+       "      <td>310.8</td>\n",
+       "      <td>1290</td>\n",
+       "      <td>65.3</td>\n",
+       "      <td>63</td>\n",
        "      <td>M</td>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>1425</td>\n",
-       "      <td>41.9</td>\n",
-       "      <td>11</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>6</th>\n",
-       "      <td>7</td>\n",
-       "      <td>L47186</td>\n",
+       "      <td>298.2</td>\n",
+       "      <td>308.2</td>\n",
+       "      <td>1407</td>\n",
+       "      <td>47.1</td>\n",
+       "      <td>153</td>\n",
        "      <td>L</td>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>1558</td>\n",
-       "      <td>42.4</td>\n",
-       "      <td>14</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7</th>\n",
-       "      <td>8</td>\n",
-       "      <td>L47187</td>\n",
+       "      <td>296.6</td>\n",
+       "      <td>307.4</td>\n",
+       "      <td>1465</td>\n",
+       "      <td>47.8</td>\n",
+       "      <td>187</td>\n",
        "      <td>L</td>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>1527</td>\n",
-       "      <td>40.2</td>\n",
-       "      <td>16</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>8</th>\n",
+       "      <td>298.6</td>\n",
+       "      <td>309.6</td>\n",
+       "      <td>1353</td>\n",
+       "      <td>62.5</td>\n",
        "      <td>9</td>\n",
-       "      <td>M14868</td>\n",
-       "      <td>M</td>\n",
-       "      <td>298.3</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>1667</td>\n",
-       "      <td>28.6</td>\n",
-       "      <td>18</td>\n",
+       "      <td>L</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>9</th>\n",
-       "      <td>10</td>\n",
-       "      <td>M14869</td>\n",
-       "      <td>M</td>\n",
-       "      <td>298.5</td>\n",
-       "      <td>309.0</td>\n",
-       "      <td>1741</td>\n",
-       "      <td>28.0</td>\n",
-       "      <td>21</td>\n",
+       "      <td>301.0</td>\n",
+       "      <td>310.7</td>\n",
+       "      <td>1391</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>123</td>\n",
+       "      <td>L</td>\n",
        "      <td>0</td>\n",
-       "      <td>No Failure</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ]
      },
-     "execution_count": 107,
+     "execution_count": 123,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 107
+   "execution_count": 123
   },
   {
-   "metadata": {},
-   "cell_type": "markdown",
-   "source": "### Unique values of columns",
-   "id": "85dcf6897b1240ae"
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:08.430606Z",
+     "start_time": "2025-12-26T09:04:08.412941Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "df.machine_failure.value_counts()",
+   "id": "f6a778aacf9c74ac",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "machine_failure\n",
+       "0    1597\n",
+       "1      34\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 124,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 124
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:13.312147Z",
-     "start_time": "2025-12-02T07:41:13.302002Z"
+     "end_time": "2025-12-26T09:04:08.648624Z",
+     "start_time": "2025-12-26T09:04:08.637031Z"
     }
    },
    "cell_type": "code",
-   "source": "df.columns",
-   "id": "f6190806bee81871",
+   "source": "df['machine_failure'].value_counts(normalize=True)\n",
+   "id": "cec34a4e59f85028",
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "Index(['id', 'product_id', 'product_quality', 'air_temperature',\n",
-       "       'process_temperature', 'rpm', 'torque', 'tool_wear', 'target',\n",
-       "       'failure_type'],\n",
-       "      dtype='object')"
+       "machine_failure\n",
+       "0    0.979154\n",
+       "1    0.020846\n",
+       "Name: proportion, dtype: float64"
       ]
      },
-     "execution_count": 108,
+     "execution_count": 125,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 108
+   "execution_count": 125
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "\"#### Unique values of categorical columns",
+   "id": "85dcf6897b1240ae"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:13.465663Z",
-     "start_time": "2025-12-02T07:41:13.460150Z"
+     "end_time": "2025-12-26T09:04:09.212727Z",
+     "start_time": "2025-12-26T09:04:09.195664Z"
     }
    },
    "cell_type": "code",
    "source": [
-    "req_columns = ['product_quality', 'air_temperature',\n",
-    "       'process_temperature', 'rpm', 'torque', 'tool_wear', 'target',\n",
-    "       'failure_type']"
+    "numeric_attr = df.select_dtypes(include=[np.number])\n",
+    "categorical_attr = df.select_dtypes(exclude=[np.number])"
    ],
-   "id": "2928f62c47bc9fd4",
+   "id": "518768c9e1218707",
    "outputs": [],
-   "execution_count": 109
+   "execution_count": 126
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:09.448735Z",
+     "start_time": "2025-12-26T09:04:09.437772Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "categorical_attr.columns",
+   "id": "f6190806bee81871",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['type'], dtype='object')"
+      ]
+     },
+     "execution_count": 127,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 127
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:13.669491Z",
-     "start_time": "2025-12-02T07:41:13.652140Z"
+     "end_time": "2025-12-26T09:04:11.658709Z",
+     "start_time": "2025-12-26T09:04:11.646466Z"
     }
    },
    "cell_type": "code",
    "source": [
-    "for column in req_columns:\n",
+    "for column in categorical_attr.columns:\n",
     "    print(column)\n",
     "    print(df[column].unique())\n",
     "    print()"
@@ -796,5691 +895,667 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "product_quality\n",
-      "['M' 'L' 'H']\n",
-      "\n",
-      "air_temperature\n",
-      "[298.1 298.2 298.3 298.5 298.4 298.6 298.7 298.8 298.9 299.  299.1 298.\n",
-      " 297.9 297.8 297.7 297.6 297.5 297.4 297.3 297.2 297.1 297.  296.9 296.8\n",
-      " 296.7 296.6 296.5 296.3 296.4 296.2 296.1 296.  295.9 295.8 295.7 295.6\n",
-      " 295.5 295.4 295.3 299.2 299.3 299.5 299.4 299.6 299.7 299.8 299.9 300.\n",
-      " 300.1 300.2 300.3 300.4 300.5 300.6 300.7 300.8 300.9 301.  301.1 301.2\n",
-      " 301.3 301.4 301.5 301.6 301.7 301.8 301.9 302.  302.1 302.2 302.3 302.4\n",
-      " 302.5 302.6 302.7 302.8 302.9 303.  303.1 303.2 303.3 303.4 303.5 303.6\n",
-      " 303.7 303.8 303.9 304.  304.1 304.2 304.3 304.4 304.5]\n",
-      "\n",
-      "process_temperature\n",
-      "[308.6 308.7 308.5 309.  308.9 309.1 309.2 309.3 309.4 309.5 308.8 308.4\n",
-      " 308.3 308.2 308.1 308.  307.9 309.6 309.7 309.8 309.9 310.  310.1 310.2\n",
-      " 307.8 307.7 307.6 307.5 307.4 307.3 307.2 307.1 307.  306.9 306.8 306.7\n",
-      " 306.6 306.5 306.4 306.3 306.2 306.1 306.  305.9 305.8 305.7 310.3 310.4\n",
-      " 310.5 310.6 310.7 310.8 310.9 311.  311.1 311.2 311.3 311.4 311.5 311.6\n",
-      " 311.7 311.8 311.9 312.  312.1 312.2 312.3 312.4 312.5 312.6 312.7 312.8\n",
-      " 313.  313.1 312.9 313.2 313.3 313.4 313.5 313.6 313.8 313.7]\n",
-      "\n",
-      "rpm\n",
-      "[1551 1408 1498 1433 1425 1558 1527 1667 1741 1782 1423 1339 1742 2035\n",
-      " 1542 1311 1410 1306 1632 1375 1450 1581 1758 1561 1861 1512 1811 1439\n",
-      " 1693 1798 1419 1665 1559 1452 1379 1350 1362 1368 1372 1472 1489 1843\n",
-      " 1418 1412 2861 1383 1497 1565 1691 1477 1513 1661 1378 1393 1592 1829\n",
-      " 1812 1523 1394 1679 1466 1924 1369 1601 1461 1455 1398 1402 1445 1453\n",
-      " 1469 1422 1804 1436 1544 1487 1753 1830 1727 1622 1351 1575 1750 1529\n",
-      " 1852 1991 1555 1441 1591 1621 1572 1872 1499 1486 1680 1431 1564 1599\n",
-      " 1707 1467 1310 1546 1560 1329 1413 1587 1473 1737 1430 1711 1420 1297\n",
-      " 1449 1268 1511 1778 1407 1391 1612 1515 1463 1584 1850 1528 1987 1495\n",
-      " 1478 1471 1282 1586 1468 1440 1733 1458 1318 1610 1462 1382 1618 1988\n",
-      " 1304 1475 1824 1342 1485 1446 1301 1606 1539 1666 1678 2678 1432 1588\n",
-      " 1609 1636 1490 1344 1421 1386 1589 1548 1664 1447 1434 1416 1827 1569\n",
-      " 1629 1538 1570 1424 1552 1611 1777 1348 1442 1395 1627 1585 1405 1662\n",
-      " 1620 1357 1514 1331 1615 1482 1522 1654 1736 1390 1454 1954 1800 1524\n",
-      " 1520 1484 1426 1652 1401 1479 1819 1456 1626 2051 1568 1805 1385 1438\n",
-      " 1335 1392 1716 1713 2129 1567 1740 1374 1579 1305 1526 1313 1300 1646\n",
-      " 1714 1685 1550 1518 1448 1488 1699 1501 1373 1703 1720 1647 1749 1995\n",
-      " 1563 1474 1530 1388 2448 1459 1617 1595 1400 1507 1674 1658 1623 1517\n",
-      " 1521 1596 1640 1353 1604 1533 1754 2564 1842 1712 1414 1319 1249 1460\n",
-      " 1491 1571 1774 1502 2100 1722 1273 1600 1429 1573 2151 1657 1333 1496\n",
-      " 1208 1848 1493 1504 1341 1535 1389 1399 1582 1793 1376 1643 1510 1276\n",
-      " 1476 2874 2182 1619 1380 1833 1323 1583 1556 1324 1347 1404 1470 1326\n",
-      " 1505 1464 1543 1893 1415 1428 1715 1732 2027 1553 1709 1549 1443 1675\n",
-      " 1365 1759 1516 1775 1296 1803 1831 1958 1809 1332 1437 1698 1274 1650\n",
-      " 1503 1574 1669 1541 1935 1676 1700 1697 2001 1628 1525 1668 1312 1278\n",
-      " 1330 1480 1616 1547 2194 2000 1336 1403 1534 1634 1642 1686 1725 1926\n",
-      " 1509 1545 1554 1858 1536 1226 1608 2015 1683 1435 1562 1427 1729 1738\n",
-      " 1822 1577 1295 1656 1874 1531 1735 1354 1815 1838 1696 1500 1557 1506\n",
-      " 1361 1451 1289 1356 1978 1483 1492 1537 1286 1337 1343 1580 1409 1743\n",
-      " 1641 1605 2010 1828 1882 1285 1867 1338 1481 1566 1631 1465 1406 2833\n",
-      " 1444 1898 1951 1645 2044 1594 1358 1325 1892 1915 1235 1739 1397 2161\n",
-      " 1651 1370 1256 2270 1593 1396 1949 1363 1597 1263 1823 1287 1911 1387\n",
-      " 1508 1532 1644 1917 1655 1748 1638 2119 1168 2071 1633 1637 1291 1881\n",
-      " 1760 1648 1684 1607 1671 1927 1718 1840 1345 1653 1731 2008 2721 1695\n",
-      " 1540 1734 1292 1790 2077 1340 1258 1706 1672 1690 1271 1635 1846 1834\n",
-      " 1316 1367 1355 1352 1578 1417 1794 1776 1979 1371 2540 1359 1694 1702\n",
-      " 1763 1880 1364 2440 1726 1309 1280 1885 2243 2153 1868 1322 2098 1929\n",
-      " 1243 1411 1814 1719 1663 1771 1613 1721 1328 1717 1598 1334 1681 1708\n",
-      " 1366 1786 1603 2737 1494 1944 2083 1320 1377 1602 1677 1315 1519 1692\n",
-      " 2056 1976 1723 2206 2101 1614 2449 1787 1757 2304 1349 1781 2216 2090\n",
-      " 1230 2057 1639 1688 1877 1802 1590 1844 1921 1303 1761 1769 1384 1792\n",
-      " 1764 1952 2029 1457 1906 1948 1260 1624 2381 1576 1942 1950 1981 2886\n",
-      " 1847 2567 1767 2066 1784 1859 1327 1855 1752 1630 1242 1705 1902 1968\n",
-      " 1687 1977 1314 1969 1704 1791 1839 1266 1308 1281 1202 1298 1747 1785\n",
-      " 1279 1381 1660 1360 1940 1321 1701 2280 1941 1863 1762 1908 1939 1816\n",
-      " 1245 1965 2549 1821 1746 1886 1755 1744 1841 1772 1845 1856 1689 2384\n",
-      " 2022 1267 2329 1946 2069 1730 1766 1972 1795 1293 2248 2250 1957 2421\n",
-      " 1207 1670 1283 1346 1254 1294 1779 1751 2256 1728 1625 1869 2266 1302\n",
-      " 1851 1299 1889 1925 2183 1887 1875 1807 1997 1682 2496 1251 1888 1255\n",
-      " 1810 2355 1996 2007 1290 1659 1934 2174 1783 1932 2293 2141 2563 1780\n",
-      " 1649 2179 2025 1724 1288 1984 2068 1269 1937 1217 2289 1962 2432 1673\n",
-      " 2760 1989 2012 2297 1918 2639 1270 2092 1871 1980 1899 1317 1799 2672\n",
-      " 1192 1947 2465 1866 1928 1873 1916 1891 1227 2034 2709 1773 1903 2041\n",
-      " 1953 1985 1909 1931 2143 2691 2305 1865 2197 1895 1884 1765 1212 1832\n",
-      " 2211 1710 2157 2203 1905 1284 2032 2372 2825 2695 1259 2009 2676 2224\n",
-      " 2016 1923 1967 1307 1900 1275 2102 1820 1238 1854 1879 1817 1222 1959\n",
-      " 2133 2663 1818 2268 1756 1806 1922 2168 2232 1919 2344 1768 1789 2497\n",
-      " 2659 1825 2113 2245 1883 2643 2028 1901 2354 2117 1897 2130 2116 2706\n",
-      " 1262 2030 2024 1826 2023 2052 1745 1257 2370 2080 2170 1265 1907 2323\n",
-      " 2076 2055 1234 1894 1920 2156 1853 2003 2235 2047 1813 1228 2089 1236\n",
-      " 1975 1910 2165 2204 2021 1233 1248 1994 2065 1183 1913 2595 1770 1961\n",
-      " 1966 2103 1876 2093 1998 2137 2219 2636 1836 2207 2237 1801 2073 1878\n",
-      " 2377 2437 2478 2633 2127 2006 1960 2514 2288 1788 1261 2158 2424 1808\n",
-      " 1983 2084 1864 2261 1999 2579 2013 2074 2026 1936 1246 2097 1964 2072\n",
-      " 1272 1200 2218 2142 2140 1264 2710 2004 1835 2144 1229 1796 2099 2240\n",
-      " 1225 2617 1971 1181 1870 2011 2262 2267 2188 1797 1896 2358 1970 2456\n",
-      " 2042 1904 1862 2186 2033 2189 1837 2136 1890 2109 2049 2053 2231 2271\n",
-      " 2118 2312 2450]\n",
-      "\n",
-      "torque\n",
-      "[42.8 46.3 49.4 39.5 40.  41.9 42.4 40.2 28.6 28.  23.9 44.3 51.1 30.\n",
-      " 19.6 48.4 46.6 45.6 54.5 32.5 42.7 44.8 30.7 25.7 37.3 23.3 39.  24.6\n",
-      " 44.2 30.1 48.2 25.5 48.3 34.7 48.6 36.7 39.2 50.7 52.5 45.4 50.8 49.1\n",
-      " 48.5 47.5 25.8 53.9 44.1  4.6 54.9 43.8 35.1 40.7 40.3 29.5 54.4 52.6\n",
-      " 38.2 22.9 25.9 38.6 45.1 28.7 32.4 65.7 22.6 45.5 44.4 35.  32.3 46.7\n",
-      " 47.9 41.3 51.5 37.9 49.9 40.8 40.1 47.6 26.8 43.9 31.8 45.2 24.9 27.1\n",
-      " 43.  31.9 52.2 35.3 29.9 32.7 25.  20.7 40.6 40.5 43.4 31.1 46.8 34.1\n",
-      " 22.5 43.5 29.4 45.7 33.  28.1 44.7 41.2 32.2 60.5 46.5 34.3 41.1 27.7\n",
-      " 43.2 49.6 53.  28.5 55.3 55.8 36.1 35.2 28.2 50.5 33.6 48.  39.9 37.6\n",
-      " 41.  27.  36.2 19.8 46.  47.  60.7 52.3 35.5 43.6 26.  32.6 42.9 62.3\n",
-      " 59.1 20.8 33.7 58.3 21.4 50.2 49.8 24.2 48.1 30.6 56.  43.1 34.6 51.8\n",
-      " 10.7 49.5 40.9 47.1 35.7 32.8 44.  33.9 52.9 44.9 37.1 38.3 31.6 38.1\n",
-      " 46.2 52.7 24.3 45.  34.4 29.3 53.8 49.2 34.8 34.9 38.7 36.6 50.3 51.6\n",
-      " 58.8 31.4 33.5 56.8 56.2 42.6 35.8 40.4 63.  63.9 32.1 43.7 21.1 24.8\n",
-      " 37.  39.6 54.7 26.6 23.4 36.5 19.2 36.  33.2 42.2 25.3 18.7 35.6 27.5\n",
-      " 47.2 41.8 28.4 27.8 41.4 56.7 51.9 31.3 20.5 39.4 13.8 32.9 31.7 31.\n",
-      " 36.9 48.9 34.2 36.8 30.9 47.8 55.2 57.5 37.2 51.7 42.  37.4 12.8 50.9\n",
-      " 60.4 54.8 37.7 28.9 49.7 16.9 30.4 59.8 45.9 57.6 42.1 34.5 37.8 50.1\n",
-      " 17.7 39.7 23.7 36.3 38.5 61.5 26.7 59.9 41.7 46.1 57.4 53.6 42.3  4.2\n",
-      " 41.5 16.5 57.3 32.  56.9 35.9 38.8 30.2 27.4 43.3 37.5 58.2 20.6 35.4\n",
-      " 50.6 29.8 33.4 52.4 24.7 22.1 39.3 53.2 54.3 45.3 29.  49.  55.4 33.1\n",
-      " 27.9 50.4 53.1 16.8 21.3 71.6 33.8 47.7 29.1 57.8 41.6 51.3 58.7 28.8\n",
-      " 38.9 44.5 20.1 58.6 47.4 24.  25.4 61.2 47.3 48.8 24.4 29.7 26.4 55.6\n",
-      " 50.  27.3 46.4 45.8 58.1 23.8 44.6 54.6 46.9 62.  22.3 48.7 56.5 51.\n",
-      " 30.8 33.3 18.9 52.1 22.8 52.   5.6 22.7 53.3 21.7 22.4 76.2 42.5 31.2\n",
-      " 14.6 27.6 21.9 61.8 20.9 26.2 21.  39.1 18.3 63.4 19.4 29.6 53.4 68.3\n",
-      " 57.7 34.  38.  19.1 25.1 52.8 30.5 36.4 25.2 39.8 56.4 17.5  9.3 69.\n",
-      " 51.4 61.4 69.1 25.6 58.  57.1 30.3 20.4 55.9 53.5 13.3 59.  23.5 14.\n",
-      " 15.7 65.9 15.3 57.  74.5 27.2 31.5 26.1  8.8 62.7 18.2 54.  49.3 29.2\n",
-      " 61.9 28.3 60.2 19.3 58.5 69.4 16.3 17.4 55.7 15.1 55.5 19.  59.6 18.\n",
-      " 61.  51.2 62.9 59.5 57.9 59.3 26.3 21.6 19.9 54.2 14.2 60.1 20.3 23.2\n",
-      "  3.8 67.3 23.6 56.3 23.  62.8 21.5 58.4 54.1 20.2 57.2 55.1 18.4 67.\n",
-      " 59.7 66.3 60.  15.4 38.4 60.3 64.  13.  60.6 56.1 60.9 55.  15.  20.\n",
-      " 63.6 68.2 26.5 53.7 16.6 67.5 66.5 62.1 61.3 15.9 64.8 65.1 17.8 62.2\n",
-      " 63.2 13.5 14.4 19.7 24.5 72.8 21.8 22.  17.9 63.1 62.4 56.6 16.4 62.6\n",
-      "  8.  65.3 15.8 12.  18.6 11.8 68.9 13.7 23.1 26.9 67.6  9.7 62.5 18.8\n",
-      " 66.7 59.2 17.3 12.1 16.1 68.6 59.4 68.  13.9  5.8 12.6 65.5 66.8 10.8\n",
-      " 17.2 21.2 16.  67.8 17.  11.4 58.9 70.6 15.2 17.6 61.1 12.7 64.4 18.1\n",
-      " 16.7  9.8 63.8 70.5 68.5 71.3 14.7 70.  18.5 66.4 67.9 64.6 64.9 24.1\n",
-      " 66.1 73.6 63.7 60.8 65.8 65.6 12.2 63.5 67.2 22.2 14.3 13.4 64.7 61.7\n",
-      " 14.5 69.6 14.9 12.5 65.2 71.8 76.6 64.2 69.7 61.6 64.1 72.  75.4 15.6\n",
-      " 19.5 16.2 15.5]\n",
-      "\n",
-      "tool_wear\n",
-      "[  0   3   5   7   9  11  14  16  18  21  24  29  34  37  40  42  44  47\n",
-      "  50  55  58  63  65  68  70  73  75  77  82  84  86  89  91  93  95  98\n",
-      " 101 104 106 111 113 115 117 120 125 128 130 133 135 140 143 145 147 152\n",
-      " 154 156 158 160 162 165 167 169 172 174 177 179 181 184 189 191 193 196\n",
-      " 198 200 202 204 206 208   2   4  13  15  17  20  25  27  30  33  35  53\n",
-      "  57  59  61  66  72  80  92  97  99 103 108 110 112 114 116 118 122 124\n",
-      " 126 132 138 148 150 155 157 159 161 164 186 188 194 203 211 214 216 218\n",
-      "   8  10  22  32  39  41  43  45  49  54  67  69  74  76  81  96 105 107\n",
-      " 119 137 142 144 146 151 153 166 168 170 173 175 183 185 190 195 197 209\n",
-      " 212  19  51  56  78  83  85  88  90  94 109 131 134 136 192 199 201 205\n",
-      " 210 215  48  71  79 123 127 129 141 176 178 180 182 207 213  28 139 163\n",
-      " 171 221   6  26  46  60 100 121 220 222 224 229 231 233 235 240  31  38\n",
-      " 187  12  23  62  64  87 217 219 227 236 238 102 149  36 223 226 228 230\n",
-      " 225  52 242 244 246 232 234 237 239 241 251 253]\n",
-      "\n",
-      "target\n",
-      "[0 1]\n",
-      "\n",
-      "failure_type\n",
-      "['No Failure' 'Power Failure' 'Tool Wear Failure' 'Overstrain Failure'\n",
-      " 'Random Failures' 'Heat Dissipation Failure']\n",
+      "type\n",
+      "['L' 'M' 'H' nan]\n",
       "\n"
      ]
     }
    ],
-   "execution_count": 110
+   "execution_count": 128
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-25T20:53:56.075200Z",
+     "start_time": "2025-12-25T20:53:56.065117Z"
+    }
+   },
+   "cell_type": "markdown",
+   "source": "### PRE-PROCESSING DATA ANALYSIS",
+   "id": "f2b3662909a3dee3"
   },
   {
    "metadata": {},
    "cell_type": "markdown",
-   "source": "### Physical factors",
-   "id": "69ba61220ca37da4"
+   "source": "#### Missing Values",
+   "id": "31bb71e833a41983"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:14.013120Z",
-     "start_time": "2025-12-02T07:41:13.994732Z"
+     "end_time": "2025-12-26T09:04:12.315954Z",
+     "start_time": "2025-12-26T09:04:12.301533Z"
     }
    },
    "cell_type": "code",
-   "source": [
-    "df_phyical_factors = df[[\"air_temperature\", \"process_temperature\", \"rpm\", \"torque\", \"tool_wear\"]]\n",
-    "df_phyical_factors"
+   "source": "df.isnull().sum()",
+   "id": "b6fd28430e1e0aac",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "air_temperature        0\n",
+       "process_temperature    0\n",
+       "rotational_speed       0\n",
+       "torque                 0\n",
+       "tool_wear              0\n",
+       "type                   3\n",
+       "machine_failure        0\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 129,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
    ],
-   "id": "b8badebec2aa65d",
+   "execution_count": 129
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:12.517876Z",
+     "start_time": "2025-12-26T09:04:12.509983Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "df.isna().sum()",
+   "id": "50066be23c2d29ff",
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "      air_temperature  process_temperature   rpm  torque  tool_wear\n",
-       "0               298.1                308.6  1551    42.8          0\n",
-       "1               298.2                308.7  1408    46.3          3\n",
-       "2               298.1                308.5  1498    49.4          5\n",
-       "3               298.2                308.6  1433    39.5          7\n",
-       "4               298.2                308.7  1408    40.0          9\n",
-       "...               ...                  ...   ...     ...        ...\n",
-       "9995            298.8                308.4  1604    29.5         14\n",
-       "9996            298.9                308.4  1632    31.8         17\n",
-       "9997            299.0                308.6  1645    33.4         22\n",
-       "9998            299.0                308.7  1408    48.5         25\n",
-       "9999            299.0                308.7  1500    40.2         30\n",
-       "\n",
-       "[10000 rows x 5 columns]"
-      ],
-      "text/html": [
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-       "    .dataframe thead th {\n",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>air_temperature</th>\n",
-       "      <th>process_temperature</th>\n",
-       "      <th>rpm</th>\n",
-       "      <th>torque</th>\n",
-       "      <th>tool_wear</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>1551</td>\n",
-       "      <td>42.8</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>298.2</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>1408</td>\n",
-       "      <td>46.3</td>\n",
-       "      <td>3</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.5</td>\n",
-       "      <td>1498</td>\n",
-       "      <td>49.4</td>\n",
-       "      <td>5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>298.2</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>1433</td>\n",
-       "      <td>39.5</td>\n",
-       "      <td>7</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>298.2</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>1408</td>\n",
-       "      <td>40.0</td>\n",
-       "      <td>9</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9995</th>\n",
-       "      <td>298.8</td>\n",
-       "      <td>308.4</td>\n",
-       "      <td>1604</td>\n",
-       "      <td>29.5</td>\n",
-       "      <td>14</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9996</th>\n",
-       "      <td>298.9</td>\n",
-       "      <td>308.4</td>\n",
-       "      <td>1632</td>\n",
-       "      <td>31.8</td>\n",
-       "      <td>17</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9997</th>\n",
-       "      <td>299.0</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>1645</td>\n",
-       "      <td>33.4</td>\n",
-       "      <td>22</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9998</th>\n",
-       "      <td>299.0</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>1408</td>\n",
-       "      <td>48.5</td>\n",
-       "      <td>25</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9999</th>\n",
-       "      <td>299.0</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>1500</td>\n",
-       "      <td>40.2</td>\n",
-       "      <td>30</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>10000 rows × 5 columns</p>\n",
-       "</div>"
+       "air_temperature        0\n",
+       "process_temperature    0\n",
+       "rotational_speed       0\n",
+       "torque                 0\n",
+       "tool_wear              0\n",
+       "type                   3\n",
+       "machine_failure        0\n",
+       "dtype: int64"
       ]
      },
-     "execution_count": 111,
+     "execution_count": 130,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 111
+   "execution_count": 130
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:14.198775Z",
-     "start_time": "2025-12-02T07:41:14.188737Z"
+     "end_time": "2025-12-26T09:04:12.720046Z",
+     "start_time": "2025-12-26T09:04:12.709929Z"
     }
    },
    "cell_type": "code",
-   "source": "df_phyical_factors.isna().sum()",
-   "id": "1754f7f70b7ed502",
+   "source": "df['type'].value_counts()",
+   "id": "2cb85d65cf359681",
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "air_temperature        0\n",
-       "process_temperature    0\n",
-       "rpm                    0\n",
-       "torque                 0\n",
-       "tool_wear              0\n",
-       "dtype: int64"
+       "type\n",
+       "L    993\n",
+       "M    478\n",
+       "H    157\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 131,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 131
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "**Since machine type is a categorical operational attribute and only 3 records had missing values, mode imputation was used to preserve dataset size and avoid bias caused by row deletion.**",
+   "id": "add412cd258cb2b9"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:13.115619Z",
+     "start_time": "2025-12-26T09:04:13.101006Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "mode_type = df[\"type\"].mode()[0]\n",
+    "mode_type"
+   ],
+   "id": "ff3c3299d6c9babd",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'L'"
       ]
      },
-     "execution_count": 112,
+     "execution_count": 132,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 112
+   "execution_count": 132
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:13.302073Z",
+     "start_time": "2025-12-26T09:04:13.295161Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "df[\"type\"].fillna(mode_type, inplace=True)",
+   "id": "8bbff7ebc473e93f",
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Debesh Pramanick\\AppData\\Local\\Temp\\ipykernel_11816\\1022886954.py:1: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.\n",
+      "The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.\n",
+      "\n",
+      "For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.\n",
+      "\n",
+      "\n",
+      "  df[\"type\"].fillna(mode_type, inplace=True)\n"
+     ]
+    }
+   ],
+   "execution_count": 133
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:14.365249Z",
-     "start_time": "2025-12-02T07:41:14.348181Z"
+     "end_time": "2025-12-26T09:04:13.520258Z",
+     "start_time": "2025-12-26T09:04:13.502007Z"
     }
    },
    "cell_type": "code",
-   "source": "df_phyical_factors.isnull().sum()",
-   "id": "9d53add91efb1e25",
+   "source": "df.isna().sum()",
+   "id": "de2645e1ecb1ea05",
    "outputs": [
     {
      "data": {
       "text/plain": [
        "air_temperature        0\n",
        "process_temperature    0\n",
-       "rpm                    0\n",
+       "rotational_speed       0\n",
        "torque                 0\n",
        "tool_wear              0\n",
+       "type                   0\n",
+       "machine_failure        0\n",
        "dtype: int64"
       ]
      },
-     "execution_count": 113,
+     "execution_count": 134,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 113
+   "execution_count": 134
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T06:39:50.919592Z",
-     "start_time": "2025-12-02T06:39:50.907398Z"
+     "end_time": "2025-12-25T21:05:13.925210Z",
+     "start_time": "2025-12-25T21:05:13.913089Z"
     }
    },
    "cell_type": "markdown",
-   "source": "### Describe on Physical factors",
-   "id": "f241a0c852fdb009"
+   "source": "#### Duplicate Records",
+   "id": "2c34736612289f1a"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:14.726318Z",
-     "start_time": "2025-12-02T07:41:14.700624Z"
+     "end_time": "2025-12-26T09:04:13.911355Z",
+     "start_time": "2025-12-26T09:04:13.893544Z"
     }
    },
    "cell_type": "code",
-   "source": "df_phyical_factors.describe().T",
-   "id": "8c39a80355e06c38",
+   "source": "df.duplicated().sum()",
+   "id": "9dc88a66ce9f8968",
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "                       count        mean         std     min     25%     50%  \\\n",
-       "air_temperature      10000.0   300.00493    2.000259   295.3   298.3   300.1   \n",
-       "process_temperature  10000.0   310.00556    1.483734   305.7   308.8   310.1   \n",
-       "rpm                  10000.0  1538.77610  179.284096  1168.0  1423.0  1503.0   \n",
-       "torque               10000.0    39.98691    9.968934     3.8    33.2    40.1   \n",
-       "tool_wear            10000.0   107.95100   63.654147     0.0    53.0   108.0   \n",
-       "\n",
-       "                        75%     max  \n",
-       "air_temperature       301.5   304.5  \n",
-       "process_temperature   311.1   313.8  \n",
-       "rpm                  1612.0  2886.0  \n",
-       "torque                 46.8    76.6  \n",
-       "tool_wear             162.0   253.0  "
-      ],
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>count</th>\n",
-       "      <th>mean</th>\n",
-       "      <th>std</th>\n",
-       "      <th>min</th>\n",
-       "      <th>25%</th>\n",
-       "      <th>50%</th>\n",
-       "      <th>75%</th>\n",
-       "      <th>max</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>air_temperature</th>\n",
-       "      <td>10000.0</td>\n",
-       "      <td>300.00493</td>\n",
-       "      <td>2.000259</td>\n",
-       "      <td>295.3</td>\n",
-       "      <td>298.3</td>\n",
-       "      <td>300.1</td>\n",
-       "      <td>301.5</td>\n",
-       "      <td>304.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>process_temperature</th>\n",
-       "      <td>10000.0</td>\n",
-       "      <td>310.00556</td>\n",
-       "      <td>1.483734</td>\n",
-       "      <td>305.7</td>\n",
-       "      <td>308.8</td>\n",
-       "      <td>310.1</td>\n",
-       "      <td>311.1</td>\n",
-       "      <td>313.8</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>rpm</th>\n",
-       "      <td>10000.0</td>\n",
-       "      <td>1538.77610</td>\n",
-       "      <td>179.284096</td>\n",
-       "      <td>1168.0</td>\n",
-       "      <td>1423.0</td>\n",
-       "      <td>1503.0</td>\n",
-       "      <td>1612.0</td>\n",
-       "      <td>2886.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>torque</th>\n",
-       "      <td>10000.0</td>\n",
-       "      <td>39.98691</td>\n",
-       "      <td>9.968934</td>\n",
-       "      <td>3.8</td>\n",
-       "      <td>33.2</td>\n",
-       "      <td>40.1</td>\n",
-       "      <td>46.8</td>\n",
-       "      <td>76.6</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>tool_wear</th>\n",
-       "      <td>10000.0</td>\n",
-       "      <td>107.95100</td>\n",
-       "      <td>63.654147</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>53.0</td>\n",
-       "      <td>108.0</td>\n",
-       "      <td>162.0</td>\n",
-       "      <td>253.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
+       "0"
       ]
      },
-     "execution_count": 114,
+     "execution_count": 135,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 114
+   "execution_count": 135
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "#### Converting the object variables to categorical",
+   "id": "a5a49a2bf5d28f3f"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:15.496243Z",
-     "start_time": "2025-12-02T07:41:14.869024Z"
+     "end_time": "2025-12-26T09:04:14.319139Z",
+     "start_time": "2025-12-26T09:04:14.304110Z"
     }
    },
    "cell_type": "code",
-   "source": [
-    "df_phyical_factors.hist(bins=50, figsize=(60, 20))\n",
-    "plt.show()"
-   ],
-   "id": "78d6099d03e01bac",
+   "source": "df.dtypes",
+   "id": "cc94713dd94b9588",
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<Figure size 6000x2000 with 6 Axes>"
-      ],
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+       "air_temperature        float64\n",
+       "process_temperature    float64\n",
+       "rotational_speed         int64\n",
+       "torque                 float64\n",
+       "tool_wear                int64\n",
+       "type                    object\n",
+       "machine_failure          int64\n",
+       "dtype: object"
+      ]
      },
+     "execution_count": 136,
      "metadata": {},
-     "output_type": "display_data",
-     "jetTransient": {
-      "display_id": null
-     }
+     "output_type": "execute_result"
     }
    ],
-   "execution_count": 115
+   "execution_count": 136
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:14.524039Z",
+     "start_time": "2025-12-26T09:04:14.510200Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "for column in categorical_attr.columns:\n",
+    "    df[column] = df[column].astype(\"category\")"
+   ],
+   "id": "9baf930c9fe59848",
+   "outputs": [],
+   "execution_count": 137
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:15.559038Z",
-     "start_time": "2025-12-02T07:41:15.502786Z"
+     "end_time": "2025-12-26T09:04:14.742686Z",
+     "start_time": "2025-12-26T09:04:14.726058Z"
     }
    },
    "cell_type": "code",
-   "source": "px.histogram(df_phyical_factors, x=\"air_temperature\", nbins=50)",
-   "id": "9a060626c20f6a85",
+   "source": "df.dtypes",
+   "id": "e622365d70f45762",
    "outputs": [
     {
      "data": {
-      "application/vnd.plotly.v1+json": {
-       "data": [
-        {
-         "bingroup": "x",
-         "hovertemplate": "air_temperature=%{x}<br>count=%{y}<extra></extra>",
-         "legendgroup": "",
-         "marker": {
-          "color": "#636efa",
-          "pattern": {
-           "shape": ""
-          }
-         },
-         "name": "",
-         "nbinsx": 50,
-         "orientation": "v",
-         "showlegend": false,
-         "x": {
-          "dtype": "f8",
-          "bdata": 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-        "xaxis": {
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-         "domain": [
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-         "title": {
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-         }
-        },
-        "yaxis": {
-         "anchor": "x",
-         "domain": [
-          0.0,
-          1.0
-         ],
-         "title": {
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-        },
-        "legend": {
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-       "config": {
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+      "text/plain": [
+       "air_temperature         float64\n",
+       "process_temperature     float64\n",
+       "rotational_speed          int64\n",
+       "torque                  float64\n",
+       "tool_wear                 int64\n",
+       "type                   category\n",
+       "machine_failure           int64\n",
+       "dtype: object"
+      ]
      },
+     "execution_count": 138,
      "metadata": {},
-     "output_type": "display_data",
-     "jetTransient": {
-      "display_id": null
-     }
+     "output_type": "execute_result"
     }
    ],
-   "execution_count": 116
+   "execution_count": 138
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "### EXPLORATORY DATA ANALYSIS (EDA)",
+   "id": "656a2ff7c9462e66"
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "#### Target Variable Distribution",
+   "id": "ec57c67af17d9b20"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:15.793955Z",
-     "start_time": "2025-12-02T07:41:15.576060Z"
+     "end_time": "2025-12-26T09:04:15.646469Z",
+     "start_time": "2025-12-26T09:04:15.560143Z"
     }
    },
    "cell_type": "code",
    "source": [
-    "for column in df_phyical_factors.columns:\n",
-    "    fig = px.histogram(df_phyical_factors, x=column, nbins=50)\n",
-    "    fig.show()\n"
+    "sns.countplot(x=\"machine_failure\", data=df)\n",
+    "plt.title(\"Machine Failure Distribution\")\n",
+    "plt.xlabel(\"Machine Failure\")\n",
+    "plt.ylabel(\"Count/Frequency\")\n",
+    "plt.show()"
    ],
-   "id": "58fa879a9da8f092",
+   "id": "4c38ffa3520ec765",
    "outputs": [
     {
      "data": {
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-         "hovertemplate": "air_temperature=%{x}<br>count=%{y}<extra></extra>",
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-         "nbinsx": 50,
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"
      },
      "metadata": {},
      "output_type": "display_data",
      "jetTransient": {
       "display_id": null
      }
-    },
+    }
+   ],
+   "execution_count": 139
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "**Failure cases are rare i.e. class imbalance exists**",
+   "id": "202a378cd34c5b40"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T06:45:40.817256Z",
+     "start_time": "2025-12-26T06:45:40.809592Z"
+    }
+   },
+   "cell_type": "markdown",
+   "source": "#### Machine Type vs Failure",
+   "id": "a0f46409d3f83048"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:16.556945Z",
+     "start_time": "2025-12-26T09:04:16.472225Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "sns.countplot(x='type', hue='machine_failure', data=df)\n",
+    "plt.title(\"Machine Type vs Failure\")\n",
+    "plt.xlabel(\"Failure Type\")\n",
+    "plt.ylabel(\"Count/Frequency\")\n",
+    "plt.show()\n"
+   ],
+   "id": "e4930dc13da926c2",
+   "outputs": [
     {
      "data": {
-      "application/vnd.plotly.v1+json": {
-       "data": [
-        {
-         "bingroup": "x",
-         "hovertemplate": "rpm=%{x}<br>count=%{y}<extra></extra>",
-         "legendgroup": "",
-         "marker": {
-          "color": "#636efa",
-          "pattern": {
-           "shape": ""
-          }
-         },
-         "name": "",
-         "nbinsx": 50,
-         "orientation": "v",
-         "showlegend": false,
-         "x": {
-          "dtype": "i2",
-          "bdata": 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"
      },
      "metadata": {},
      "output_type": "display_data",
      "jetTransient": {
       "display_id": null
      }
-    },
+    }
+   ],
+   "execution_count": 140
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:17.122030Z",
+     "start_time": "2025-12-26T09:04:16.681021Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "df[numeric_attr.columns].hist(figsize=(15,10), bins=30)\n",
+    "plt.show()\n"
+   ],
+   "id": "96a2d19f1b4f875e",
+   "outputs": [
     {
      "data": {
-      "application/vnd.plotly.v1+json": {
-       "data": [
-        {
-         "bingroup": "x",
-         "hovertemplate": "torque=%{x}<br>count=%{y}<extra></extra>",
-         "legendgroup": "",
-         "marker": {
-          "color": "#636efa",
-          "pattern": {
-           "shape": ""
-          }
-         },
-         "name": "",
-         "nbinsx": 50,
-         "orientation": "v",
-         "showlegend": false,
-         "x": {
-          "dtype": "f8",
-          "bdata": 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-           "showland": true,
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-         "title": {
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-        "barmode": "relative"
-       },
-       "config": {
-        "plotlyServerURL": "https://plot.ly"
-       }
-      }
+      "text/plain": [
+       "<Figure size 1500x1000 with 6 Axes>"
+      ],
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"
      },
      "metadata": {},
      "output_type": "display_data",
      "jetTransient": {
       "display_id": null
      }
-    },
+    }
+   ],
+   "execution_count": 141
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:17.153063Z",
+     "start_time": "2025-12-26T09:04:17.134927Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "df.columns",
+   "id": "ba8941ec5ea8841c",
+   "outputs": [
     {
      "data": {
-      "application/vnd.plotly.v1+json": {
-       "data": [
-        {
-         "bingroup": "x",
-         "hovertemplate": "tool_wear=%{x}<br>count=%{y}<extra></extra>",
-         "legendgroup": "",
-         "marker": {
-          "color": "#636efa",
-          "pattern": {
-           "shape": ""
-          }
-         },
-         "name": "",
-         "nbinsx": 50,
-         "orientation": "v",
-         "showlegend": false,
-         "x": {
-          "dtype": "i2",
-          "bdata": 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AYABiAGQAZwBqAG0AbwBxAHQAdwB6AHwAfgCBAIQAiQCLAI0AkACSAJcAmQCbAJ0AnwChAKYAqQCrAK0AsACyALQAtgC4ALoAvwDCAMUAyADKAMwAzgAAAAMABQAHAAkACwANAA8AEQATABgAGgAdACAAIwAmACgAKgAtADAAMgA0ADcAOQA7AD0APwBBAEMARQBHAEkATABPAFEAUwBVAFcAWQBcAGEAZgBpAGsAbQBvAHEAdAB2AHgAegB8AIEAhACGAIgAigCMAI4AkQCUAJYAmwCeAKAAowCmAKkAqwCtALAAtQC3ALkAvAC+AMEAxADGAAAAAgAHAAkACwANAA8AEgAUABYAGQAbAB0AIAAiACQAJgAoACoALAAuADAAMgA1ADoAPAA+AEAAQwBFAEgASgBNAE8AUQBTAFUAWgBdAGAAYgBnAGkAbABuAHAAcwB2AHgAewB9AH8AgQCEAIcAigCMAI4AkQCTAJUAlwCaAJ8AoQCjAKYAqACqAKwArgCwALMAuAC6AL0AvwDBAMMAxQDHAMkAzADPANEA1AAAAAUABwAJAA4AEAASABQAFgAYABoAHAAeACAAIwAmACgAKgAtAC8AMQA0ADcAOQA7AD4AQwBGAEsATQBPAFEAVgBYAFsAYABlAGgAbQBwAHMAdQB3AHkAewCAAIIAhwCJAIsAjQCSAJQAlgCYAJoAnACeAKAAowClAKgAqgCsAK4AsACyALQAuQC8AL8AxADHAMkAzADPANIA1QDXANkA2wDdAN8A4QAAAAUACAAKAA0ADwARABQAFgAZABwAHwAhACMAKAAtADAAMwA1ADcAOQA8AD4AQwBGAEgASgBNAFAAUgBVAFcAWgBdAF8AYQBkAGYAaQBrAG0AbwB0AHYAeAB7AH0AfwCEAIkAiwCNAI8AkgCVAJcAmQCbAJ4AoQCkAKYAqwCtAK8AsQCzALUAtwC6AL0AvwDBAMMAxQDHAMkAywAAAAMABQAIAAsADQAQABUAGgAcAB4AIAAiACQAJgAoAC0AMAAyADUAOAA7AD0APwBBAEMARQBHAEoATABOAFAAUgBXAFoAXABeAGAAYgBkAGYAaABrAG0AcAByAHUAeAB6AHwAfgCAAIIAhACGAIgAigCNAI8AkQCTAJgAmgCfAKEAowCmAKkArACvALEAswC1ALcAuQC8AMEAxADGAMkAywDNANAA0wDVANcA2gDcAN4A4AAAAAIABAAGAAgACgAMAA4AEQATABYAGAAaABwAHgAhACMAJQAoACoALAAvADQANgA5ADsAQABDAEgASgBMAE4AUABTAFYAWQBbAF0AYABiAGUAaABrAG4AcAB1AHcAeQB7AH0AgACCAIQAhwCKAIwAjgCQAJIAlACWAJkAnACeAKAAowCoAKsArQCyALUAtwC5ALwAvgDAAMIAxADGAAAAAgAFAAcACQALAA4AEwAVABcAGgAcAB4AIQAjACYAKAArAC4AMAAyADUANwA8AD4AQQBDAEUARwBKAEwATgBTAFUAVwBZAFsAXQBfAGIAZABmAGgAagBsAG4AcAByAHUAdwB5AHwAfgCAAIMAhgCIAIoAjACOAJEAkwCVAJoAnACfAKEAowClAKcAqgCvALEAtAC5ALsAwADFAMcAzADPANEA1ADXANoA3ADfAOEA5AAAAAIABAAGAAkADgAQABIAFAAXABkAGwAdAB8AIQAjACYAKAAqACwALwAxADQANwA5ADsAPQBAAEIARQBHAEkASwBNAE8AVABWAFgAWgBfAGQAZgBoAGsAbQBvAHIAdAB2AHgAfQB/AIEAgwCGAIkAjACOAJEAkwCVAJcAmQCbAJ4AoACiAKcAqQCsAK8AsQCzALUAtwC5ALsAvQC/AMEAwwDFAMcAygDMAM4A0AAAAAIABAAGAAsADQAQABIAFAAWABkAGwAdAB8AIgAlACcALAAuADAAMgA3ADkAOwA+AEAAQgBEAEYASQBLAE0AUABTAFYAWwBdAF8AYgBnAGkAawBwAHMAdQB3AHwAfgCAAIIAhQCIAI0AjwCSAJQAmQCcAJ4AoACjAKUApwCpAKsArQCwALIAtQC3ALwAvgDBAMQAxgDJAMsA0ADTANYA2wDdAAAAAgAEAAYACAAKAAwADgAQABIAFAAXABkAGwAdAB8AIQAjACUAJwApACsALgAxADMANQA3ADkAOwA9AD8AQQBEAEcASQBMAE8AUQBTAFUAVwBcAF8AYgBlAGcAagBsAG4AcABzAHUAdwB6AHwAfwCBAIMAhQCHAIoAjACOAJMAlQCYAJsAngCgAKIApACmAKgAqgCtAK8AsQCzALYAuwC9AMAAwgDHAMkAywDNANAA0gDUANYA2AAAAAMABgAJAAsADQAQABIAFAAWABgAGgAcAB4AIAAiACQAJwApACwALwAxADMANgA5ADsAQABCAEcASQBLAE0AUABSAFUAVwBZAFwAXwBiAGQAZgBoAGoAbQBvAHEAcwB1AHgAegB8AH8AgQCDAIUAhwCJAIwAjgCRAJQAlgCZAJsAngCgAKMApgCpAKsArQCvALIAtAC2ALkAvgDAAMIAxADGAMgAygDMAM8A0QDTANUA2ADbAN0A3wDkAOcA6QDrAPAA8gD0APYAAAAFAAcADAAOABAAEwAWABgAHQAfACIAJQAoAC0AMAAyADUANwA5ADsAPgBDAEYASQBMAE4AUABSAFUAVwBaAF0AYABjAGUAZwBpAGwAbwBxAHMAdQB4AHoAfAB+AIEAgwCFAIoAjACOAJAAkwCVAJcAmQCbAJ4AoACjAKUAqACrAK4AswC1ALcAugC9AMAAwwDFAMcAyQDLAAAAAgAHAAkADgARABMAFQAYABsAHQAiACQAKQAsAC8AMQA0ADcAOQA7AD0AQABCAEUARwBJAEwATgBRAFQAVwBaAF0AYgBlAGcAbABuAHAAdQB3AHkAewB9AH8AggCFAIcAiQCMAI8AkgCUAJYAmQCbAJ0AnwCkAKYAqQCsAK8AsQCzALUAuAC7AL0AwADCAMQAxgDIAMoAzADPANEA0wDVANcA2QDbAN0AAAACAAQABgAJAAwADwASABcAGgAcAB4AIAAjACUAJwAqACwALgAwADMANQA3ADkAOwA9AD8ARABJAEsATQBPAFEAVABWAFgAWgBcAF8AYgBlAGcAbABuAHAAcgB0AHYAeAB7AH0AfwCCAIQAhwCKAI0AjwCUAJYAmACbAJ4AowCoAKoArQCvALEAtAC2ALkAvAC/AMEAxgDIAMoAzQDPANEA1ADWAAAABQAHAAoADQAQABIAFAAXABoAHAAhACMAJQAqACwALgAwADIANQA3ADkAOwA9AEIARABGAEgASgBMAFEAVgBYAFoAXwBiAGUAaABrAHAAdQB3AHkAfAB/AIEAgwCFAIgAigCPAJIAlACWAJgAmgCcAJ8AoQCkAKcAqgCsAK8AsQCzALUAtwC6AL0AvwDCAMQAxwDJAMsAzQDQANMA1gDYANoA3QAAAAIABAAHAAkACwAOABMAFgAYABoAHQAfACIAJQAoACsALQAwADIANAA2ADsAPgBAAEIARABHAEoATABPAFQAVwBZAFsAXgBgAGIAZABmAGgAbQBvAHEAdAB3AHoAfAB+AIMAhQCHAIoAjQCPAJIAlQCXAJwAngCgAKIApQCnAKkAqwCtALAAswC4ALoAvADBAMMAxQDHAMoAzQDPANIA1QAAAAIABwAJAAsADQAPABIAFQAXABkAHgAgACIAJQAnACoALAAvADEANAA2ADgAOwA9AD8AQQBGAEgASgBMAE4AUQBTAFYAWABaAFwAXgBgAGIAZABnAGoAbABuAHAAcgB0AHYAeAB6AHwAfgCBAIMAhQCHAIkAjACPAJIAlACWAJgAmwCdAKAApQCnAKoArACuALAAsgC1ALcAuQC7AL0AvwDBAMMAxQDKAMwAzgDQANIA1AAAAAIABQAIAA0ADwARABMAFQAXABkAGwAeACEAJgAoACsALQAvADEANgA4ADoAPwBCAEUASABNAE8AUQBTAFUAVwBaAFwAXgBgAGUAaABqAGwAbgBxAHMAdQB4AHsAfQB/AIEAgwCFAIcAiQCLAJAAkgCUAJcAmQCbAJ0AoACiAKQApgCrALAAsgC1ALgAuwC9AL8AwQDDAMUAxwDJAMwAzgDQANMA2ADaANwA3gAAAAIABwAJAAsAEAAVABgAGgAcAB4AIwAoACoALAAvADEAMwA1ADgAOgA8AD4AQQBEAEYASABKAEwATwBRAFMAVQBaAFwAXgBgAGMAZQBnAGoAbwB0AHcAeQB8AH4AgACCAIQAiQCOAJEAkwCWAJgAnQCgAKIApACmAKgAqwCuALMAtgC4ALoAvAC/AMEAwwDFAMcAygDMANEA1ADWAAAAAwAGAAgACgANABIAFAAXABkAGwAdAB8AIQAjACYAKAArAC4AMAAzADYAOAA7AD4AQABCAEQARwBJAEwATgBQAFIAVQBYAFsAXQBfAGEAZABpAGwAbgBwAHIAdAB2AHkAfAB+AIAAgwCFAIcAiQCLAI0AkgCVAJcAmQCcAKEApACnAKkAqwCuALAAtQC3ALkAvAC+AMAAwgDEAMYAyQDMAM8AAAACAAQABgAJAAwADgAQABIAFwAZABsAHgAhACQAJwApACsALQAvADIANAA3ADkAPAA+AEEARABGAEsATQBPAFEAUwBVAFgAWgBdAF8AYQBjAGYAaABqAGwAbwBxAHQAdwB5AHwAfwCCAIUAiACLAI0AjwCRAJMAlgCYAJ0AnwCiAKUAqACqAKwArgCxALMAtgC4ALsAvQDAAMIAxADGAMgAygDMAM8AAAACAAQACQALAA0ADwARABQAFwAaABwAHwAhACMAJQAnACkAKwAuADEAMwA4ADoAPAA/AEIARABGAEkATgBRAFMAVQBYAFsAXgBhAGMAZgBpAG4AcABzAHYAeAB6AHwAfgCAAIIAhwCJAIsAjQCPAJEAlgCYAJoAnACeAKEApACmAKgAqwCuALAAsgC1ALcAuQC7AL4AwADDAMUAyADLANAA0gAAAAMABQAHAAkACwAQABIAFAAWABgAGgAcAB4AIAAiACQAJwAqAC0ALwAxADMANgA5ADwAPgBAAEMARgBJAEwATgBRAFQAVgBYAFsAXQBfAGIAZABmAGgAagBtAHAAcgB3AHwAfwCCAIcAiQCMAI8AkgCVAJgAmgCcAJ4AoQCjAKUApwCpAKsArQCvALIAtAC2ALkAvgDAAMIAxADJAMwA0QDTANUA1wDaAN8A4QDkAAAAAgAFAAgACgAMAA8AEQATABUAFwAZAB4AIAAjACUAJwApACwAMQAzADUANwA5ADsAPQA/AEIARABHAEoATQBQAFMAVgBZAF4AYABlAGoAbQBvAHIAdAB5AHsAfgCAAIMAhQCHAIkAiwCOAJMAlQCXAJoAnQCgAKIApACpAKsArgCxALQAtgC4ALsAvgDAAMIAxADGAMgAygDNAM8AAAACAAUACgANAA8AEQAUABYAGQAcAB4AIQAjACUAKAAqAC0ALwA0ADcAOQA7AD4AQQBDAEYASwBNAE8AUQBWAFsAXgBgAGIAZQBoAGoAbABuAHAAcwB2AHgAegB/AIEAgwCFAIcAiQCMAI4AkACSAJQAmQCbAJ0AnwCiAKQApgCpAKsArgCwALMAtgC4ALoAvAC+AMEAxADGAMsAzQDPANIA1wDaANwA3gDjAOUA5wDpAOsAAAACAAQABwAJAAsADQAPABEAFAAXABoAHQAfACEAIwAlACcAKgAtADAAMgA0ADYAOQA7AD4AQABCAEQARgBJAEwATgBQAFMAVQBXAFkAXABeAGAAYwBlAGoAbABuAHAAcgB1AHcAfAB+AIAAggCFAIcAigCPAJIAlACZAJsAnQCfAKEAowClAKcAqQCrAK0ArwCxALMAtgC4ALsAwADCAMQAyQDMAM4A0ADSANUAAAACAAUABwAJAAwAEQATABYAGAAaAB0AHwAhACQAJgAoACoALwAxADYAOAA6ADwAPwBBAEMARQBHAEkATABPAFIAVQBXAFoAXABeAGEAZABpAGsAbQBvAHIAdwB6AHwAfgCBAIQAhgCJAIsAjQCQAJIAlACWAJgAmwCdAJ8AoQCjAKYAqQCsAK4AswC1ALgAugC8AL4AwQDDAMYAyQDLAM0AzwDSANUA1wDaAAAAAwAGAAgACgANAA8AEQAUABYAGAAbAB0AIAAiACUAJwApACsALQAvADEANAA2ADgAOgA9AEIARABGAEgASwBNAE8AUQBTAFYAWABbAF0AXwBhAGMAZQBqAG8AcgB0AHcAegB9AIAAggCHAIkAiwCNAJAAkgCUAJYAmACaAJwAngCgAKIApACnAKoArACuALAAsgC0ALYAuQC7AL0AwADDAMYAyQDLAM0A0ADSANUA1wDZAAAAAwAFAAgACgAMAA4AEAASABQAFgAbAB4AIAAjACUAJwAsAC8AMQA0ADYAOQA7AD0AQABCAEQARgBIAE0ATwBRAFMAVgBZAFsAXQBfAGQAZgBoAGoAbQBvAHIAdAB5AHwAfgCDAIUAhwCKAIwAjgCRAJMAmACaAJwAoQCkAKYAqQCrALAAtQC3ALkAvgDAAMUAxwDJAMwAzwDRANMA1gDZANwA3wDhAOMA5QDnAOkAAAACAAQABgAJAAwADwARABQAFgAYAB0AHwAiACQAJgArADAAMgA1ADcAOQA7AD0AQABCAEQARgBJAEsATQBQAFIAVABXAFwAXgBhAGQAZwBpAGsAbgBwAHMAeAB9AH8AhACGAIgAiwCNAI8AkgCUAJYAmACaAJwAngCgAKMApQCoAKoArACvALEAswC4ALoAvQC/AMEAwwDFAMcAyQDLAM0AzwDRANMAAAACAAQABgAIAAoADAAOABAAEgAUABkAHAAhACMAJgAoACsALQAwADIANAA5ADwAPgBDAEUASABKAE8AVABWAFgAWgBdAF8AYQBkAGYAaABqAGwAbgBxAHMAdQB3AHkAewB9AH8AgQCDAIYAiACLAI4AkACTAJUAmACaAJwAoQCkAKYAqACqAKwArgCwALMAtQC4ALsAvQC/AMIAxQDHAMkAzADPAAAAAgAEAAYACQALAA0ADwARABMAFQAXABkAHgAgACMAJgAoACoALAAvADQANwA6AD0APwBBAEMARQBHAEkATABOAFAAUgBVAFcAWQBbAGAAYgBkAGcAagBsAG8AcQBzAHUAeAB7AIAAggCHAIkAiwCOAJAAkgCUAJYAmACdAJ8AoQCkAKcArACuALAAswC1ALgAugC8AL8AwgDEAMYAyADLAM0AzwDSANQA1wDZANsA3QDiAOQA5gDoAOoAAAACAAQABwAJAAsADQAQABMAFQAXABkAGwAeACAAIgAnACkALAAvADIANwA8AD8AQQBDAEUARwBJAE4AUABVAFoAXABeAGEAYwBlAGgAawBuAHAAcgB1AHgAegB9AIAAggCEAIYAiQCLAI0AjwCUAJYAmQCbAJ0AnwChAKMApgCoAKsArQCvALQAtgC4ALsAvQDAAMMAxQDIAMoAzADPANIA1QDXANkA2wDdAN8A4QDjAAAAAgAFAAgACgAMAA4AEAASABQAGQAbAB0AHwAhACQAJgArADAAMwA1ADoAPAA+AEAAQgBHAEoATABPAFEAVABWAFgAXQBfAGIAZQBnAGkAawBtAHAAdQB3AHkAewB9AH8AgQCGAIgAigCPAJEAkwCWAJsAoACiAKQApgCoAKoArACvALEAtAC2ALgAugC/AMEAwwDFAMgAywDNANAA0gDXAAAAAgAFAAcACgAMAA4AEAASABQAFgAYABoAHAAeACAAIgAkACcAKgAsADEANgA7AD0AQABDAEUASABLAE4AUABVAFgAWgBcAF4AYABiAGQAZwBpAGsAbQBwAHIAdAB3AHkAfAB+AIAAggCEAIcAiQCLAI4AkACSAJUAmACaAJ8AogClAKcAqgCvALQAtgC4ALoAvAC+AMEAwwDGAMsAzgDRANYA2wDdAN8A4gAAAAIABwAJAA4AEQAUABYAGQAbAB0AIAAjACgALQAwADIANAA2ADgAOwA+AEMARQBHAEoATABOAFAAUwBVAFoAXABeAGAAYgBlAGcAaQBsAG4AcwB2AHgAewB9AIAAgwCGAIgAiwCNAI8AkgCVAJgAmgCcAJ4AoACjAKUApwCqAKwArgCxALMAtQC3ALwAvgDAAMIAxADGAMgAywDOANEA0wDVANcAAAACAAUABwAJAAsADgAQABIAFQAXABoAHQAgACMAJQAoACoALAAuADEANAA2ADsAPQA/AEIARQBIAEoATABOAFAAUwBWAFgAWgBcAF8AYQBkAGYAaABrAG4AcQB0AHcAeQB8AH8AgQCEAIYAiwCQAJIAlACWAJgAmwCeAKEApgCrALAAsgC0ALYAuAC9AMAAwgDEAMYAyADKAAAABQAHAAkACwAOABEAFAAXABwAHgAhACMAJQAnACkALAAvADEANAA5ADsAPQBAAEIARQBHAEoATQBPAFIAVQBYAFsAYABiAGQAZgBpAGwAbwBxAHMAdQB3AHkAewB+AIEAgwCGAIgAiwCOAJAAkgCVAJcAmgCcAKEApACnAKoArACvALEAtAC2ALgAugC8AL4AwADCAMQAxwDKAM0AAAACAAUABwAJAAsADQAPABEAEwAVABcAGQAbACAAIgAnACkAKwAtADAAMgA1ADgAOgA/AEEARgBIAEsATgBQAFMAVgBYAFsAYABlAGgAagBsAG4AcQBzAHUAdwB5AHsAfgCAAIIAhACJAIwAjgCTAJgAmgCcAJ4AoQCjAKYAqACqAK8AsgC0ALcAuQC7AL0AwADCAMUAyADLAM0AzwDRAAAAAgAFAAcACgAMAA4AEQAWABkAGwAdAB8AIQAkACYAKAAqACwALgAwADIANAA2ADgAOgA8AD8AQgBEAEcASQBLAE0AUABSAFQAVwBZAFwAXgBgAGIAZABnAGoAbQBvAHEAcwB1AHgAegB8AH4AgACCAIUAhwCJAIwAkQCTAJYAmACaAJ8AoQCkAKYAqACrAK4AsACyALcAuQC8AL4AwQDDAMUAxwDJAM4A0wDVANcAAAACAAcACQAMAA4AEAATABUAFwAaABwAHwAiACUAKAAqAC0AMAAzADUANwA5AD4AQQBEAEcASQBMAE8AUgBUAFkAXABeAGAAYgBkAGYAaABrAG4AcQB0AHYAeAB9AIIAhACJAIwAjgCQAJIAlACWAJgAnQCgAKMAqACtAK8AtAC3ALkAuwDAAMIAxADGAMgAygDMAM4A0QDWANgA2gDdAN8A5ADmAOgA6gDtAO8A8QD0APYA+wD9AAAAAgAEAAkACwANAA8AEQATABYAGAAaAB8AIQAkACYAKAAqACwALgAxADQANgA4ADoAPAA+AEAAQgBEAEYASABKAEwATwBSAFUAVwBZAF4AYQBjAGYAaABrAG0AbwBxAHMAeAB6AH0AfwCBAIQAhwCKAIwAjgCRAJQAlgCYAJsAnQCgAKIApACnAKoArACuALAAswC1ALgAugC8AL8AxADGAMgAywDOANAA0gDVANcAAAACAAUACAAKAAwAEQAUABcAGgAfACEAIwAlACoALAAuADAAMgA0ADYAOAA6ADwAPwBBAEYASABKAE0ATwBSAFQAVgBZAFsAXgBgAGMAZQBoAGsAbgBwAHIAdQB3AHoAfAB/AIQAhgCIAIoAjACOAJMAlQCYAJoAnwCiAKcArACuALEAswC4ALsAvQDAAMIAxQDHAMoAzADOAAAAAwAFAAcACgAMAA4AEAASABcAHAAeACAAIgAlACgAKgAsAC4AMQA0ADYAOQA8AD8AQQBDAEUARwBKAE0ATwBRAFQAVgBYAFoAXABeAGAAYgBlAGgAawBtAHAAcgB1AHoAfQB/AIEAhACGAIgAiwCNAI8AkgCUAJkAmwCdAJ8AogCkAKYAqACrAK0ArwCyALQAtgC4ALoAvAC+AMAAwwDGAMsAzQDQANIA1QDXAAAAAgAEAAcACQAMAA8AEQATABUAGAAbAB0AHwAhACQAJwApAC4AMwA1ADgAOwA9AD8AQgBFAEgASgBPAFIAVwBZAFsAXQBgAGIAZABmAGkAbABuAHAAdQB3AHkAewB9AIAAggCHAIkAiwCNAI8AkQCTAJgAmgCcAJ4AoAClAKcAqQCrAK0ArwCyALQAtwC5ALwAvwDCAMUAyADKAMwAzgDQANIA1ADXAAAAAgAFAAgACwANABAAFQAXABoAHAAfACQAJgArADAAMgA0ADYAOQA7AD0APwBCAEQARgBLAE0ATwBSAFUAVwBZAFsAXQBfAGQAZgBoAGoAbABvAHEAcwB2AHgAfQCAAIIAhACGAIgAiwCOAJEAlACWAJkAnACeAKAAogCkAKYAqACqAKwArgCxALMAtgC4AL0AvwDBAMMAxQDIAMoAzADOANAA0gDUANYA2QDbAN0A3wAAAAIABAAHAAoADAAOABAAEgAUABYAGQAcAB8AIgAlACcAKQArAC4AMAAyADQANwA5ADsAQABCAEQARwBMAE4AUABSAFQAVgBYAFsAXgBhAGMAZQBnAGkAawBtAHAAcwB2AHkAewB9AH8AgQCDAIUAhwCJAIwAjgCQAJUAmACbAJ0AnwChAKQApgCpAKsArgCwALUAuAC6ALwAvgDBAMYAyADNANAAAAADAAYACQAOABAAEwAVABcAGQAbAB0AHwAhACQAJgApACsALQAwADIANAA2ADgAOgA/AEEARABHAEkASwBOAFAAUgBUAFcAWgBcAF8AYQBkAGYAaABqAG0AbwBxAHMAdQB3AHkAewB9AH8AhACJAI4AkACSAJQAlwCZAJsAnQCfAKEApgCrAK0ArwC0ALcAugC8AMEAxgDIAMoAzADRANMA1gDYANoA3QDfAOEA5ADnAOoAAAAFAAgACgAMAA4AEAATABYAGAAaAB8AIQAmACgALQAwADIANAA3ADkAOwA9AD8AQgBEAEYASABLAE0AUABSAFQAVgBYAFsAXgBhAGMAZQBnAGoAbQBwAHMAdgB4AHoAfwCCAIUAiACKAIwAjgCTAJUAlwCZAJwAngCgAKUAqACqAKwArgCwALIAtQC3ALkAvAC/AMIAxQDHAMkAywDNANAA0gDUANYAAAADAAUABwAKAAwADgAQABIAFAAWABkAHAAfACQAJwAsAC8AMQAzADUAOAA7AD0APwBCAEUARwBKAEwATwBSAFQAVgBYAFsAXQBgAGIAZABmAGkAawBtAG8AcQB0AHYAewB9AH8AgQCDAIgAiwCOAJAAkgCUAJYAmQCcAJ8AogClAKcAqgCsAK4AsQCzALYAuAC6ALwAvgDAAMIAxADGAMgAzQDPANQA1wDaANwA4QDjAAAAAgAEAAYACAAKAAwADwARABMAFQAaABwAHgAhACMAJQAoACoALwAxADMANQA3ADkAOwA+AEAAQgBFAEcASQBMAE8AUgBUAFcAWQBbAF0AXwBhAGMAZQBnAGoAbwB0AHYAeQB+AIEAgwCGAIsAjQCPAJEAlACXAJkAmwCdAJ8AogCkAKYAqACrAK0ArwCxALQAtgC7AL0AvwDBAMMAxgDIAMoAzADOAAAAAgAFAAgACgAMAA4AEQATABUAFwAZABsAHgAgACMAJgAoACsALQAvADEAMwA1ADgAOwA+AEAAQwBGAEgASwBNAE8AUQBUAFYAWwBdAGIAZABnAGkAawBtAHAAcgB3AHkAfAB+AIAAgwCFAIcAiQCMAI4AkQCUAJYAmACbAJ0AoACiAKUApwCqAKwArgCwALIAtQC4AL0AwADDAMYAyQDLAM4A0ADSAAAAAwAGAAgADQAPABEAEwAVABcAGQAbAB0AIAAiACQAJwApACwALgAwADMANQA4ADsAPgBBAEMARgBLAE0ATwBSAFcAWQBeAGAAYgBkAGYAaABqAGwAcQB2AHgAegB9AIIAhwCJAIwAjgCQAJMAlgCYAJsAnQCgAKIApQCoAKoArQCvALEAtAC2ALgAugC9AL8AwQDEAMYAywDNANIAAAACAAQABgAJAAwADgAQABIAFQAYABoAHAAfACEAJAAmACgAKgAsAC4AMAAyADQANgA5ADsAPgBAAEUARwBJAEsATQBPAFEAUwBVAFcAWgBdAF8AYQBmAGsAbgBxAHMAdQB3AHoAfAB+AIMAiACLAI0AjwCRAJMAlQCXAJkAmwCdAKIApACmAKsArQCwALIAtAC3ALkAuwC+AMAAwgDHAMkAzADPANEA1ADXANkAAAACAAcACQALAA4AEQATABUAFwAcAB4AIwAlACgAKgAsAC8AMQAzADUANwA5ADsAQABFAEoATABOAFMAVQBYAFoAXABfAGEAYwBlAGgAawBuAHAAcgB3AHkAewB9AH8AggCHAIkAjACPAJQAlgCYAJsAnQCfAKEAowCmAKgAqwCtALAAsgC1ALcAugC8AL4AwADCAMQAxgDIAMsAzQDQANIA1QAAAAMABQAHAAoADAAOABEAFAAWABgAGgAdACAAIgAlACgAKwAwADIANQA3ADkAPgBAAEIARABGAEkASwBOAFEAVABXAFkAXABeAGEAYwBmAGgAagBtAHAAcgB1AHcAeQB8AIEAgwCFAIcAiQCLAI4AkACTAJUAlwCZAJwAngChAKYAqQCrAK0AsACyALQAtgC7AL4AwQDDAMUAxwDJAM4A0ADSANQA1gDYANoA3ADeAOAAAAADAAUABwAJAAsADQAPABEAEwAVABcAGQAbAB4AIQAkACcAKgAsAC4AMAAzADgAOgA9AEAAQwBGAEgASgBNAE8AUQBTAFgAWgBcAF4AYABjAGUAaABqAGwAbgBxAHMAdgB4AHoAfACBAIQAhgCIAIsAjgCQAJIAlQCaAJwAngChAKYAqACrAK4AsQC0ALkAuwC+AMEAwwDFAMcAygDMAM4A0AAAAAIABAAGAAkACwANABAAEgAXABkAHAAfACEAIwAoACoALAAuADEANAA2ADkAOwA9AEAAQgBEAEkATABPAFIAVABWAFgAWgBcAF8AYgBkAGcAagBsAG8AcgB0AHcAeQB7AH0AfwCBAIMAhQCIAI0AjwCRAJQAlwCZAJsAngChAKQApgCoAKoArQCvALQAtwC5ALwAvgDAAMIAxwDKAMwAzgDQANMA1QDXAAAAAwAGAAgACwANABAAEwAYABoAHAAfACIAJAAmACkAKwAwADMANQA3ADkAPAA+AEAAQgBHAEkASwBNAFIAVQBXAFoAXwBkAGcAaQBrAG0AbwBxAHQAdgB5AH4AgQCDAIUAhwCJAIwAjwCRAJQAlgCYAJoAnACfAKIApQCoAKoArACuALAAsgC1ALcAvAC+AMEAwwDFAMcAygDMAM4A0ADSAAAABQAHAAkADAAPABIAFAAWABgAGgAcACEAIwAmACsALQAwADIANQA4ADoAPQA/AEIARwBJAEsATQBQAFIAVQBXAFkAWwBdAGAAYwBoAGsAbQBvAHIAdAB3AHkAfAB+AIAAggCFAIcAiQCLAI0AjwCUAJYAmQCcAKEAowClAKcAqgCsAK4AsACzALUAuAC7AL4AwQDEAMcAyQDOANAAAAADAAgACgAMAA4AEQATABUAGAAdAB8AIQAkACcAKQArADAAMgA1ADcAPAA+AEAAQwBFAEcASQBLAE4AUwBVAFcAWQBbAGAAYgBkAGYAaQBsAG8AcgB0AHYAeAB6AHwAgQCGAIsAjQCQAJIAlACWAJsAnQCgAKIApQCnAKoArQCvALEAswC4ALsAvQDAAMIAxADHAMkAywDNAM8A0QDTANUA1wDZAAAAAwAFAAgACgAMABEAEwAVABcAGgAcAB8AIQAjACYAKwAtAC8AMQA2ADkAOwA+AEEAQwBFAEoATQBPAFEAUwBVAFcAWgBcAF8AYgBkAGcAaQBrAG0AbwByAHQAdwB6AHwAfwCCAIQAhgCIAIsAkACVAJgAmgCcAJ4AoQCjAKUAqgCsAK4AsACzALYAuAC6ALwAvwDBAMMAxgDJAMsAzgAAAAIABAAHAAoADQAPABEAEwAVABcAGQAbAB4AIAAiACQAJwApACwALgAwADIANAA2ADkAOwA9AEAARQBHAEoATABOAFAAUgBVAFcAWQBbAF4AYABiAGUAZwBqAG0AcAByAHUAdwB8AH8AgQCGAIkAiwCNAJAAkgCUAJkAmwCdAJ8AogCkAKcAqQCsAK8AsQCzALYAuQC+AMEAwwDFAMcAygDMAM4A0QDUANkA2wDdAAAABQAHAAkADAAOABAAEwAVABgAGgAcAB4AIAAjACUAKAAqAC0AMAAyADUANwA8AD4AQABCAEQARwBKAE0AUABTAFYAWABaAFwAXwBhAGMAZgBrAG0AbwBxAHMAdQB3AHkAewB+AIAAgwCFAIcAiQCOAJAAkgCUAJYAmACaAJ8AoQCmAKgArQCvALIAtAC3ALoAvAC/AMQAxgDJAMwAzgDQANUA1wAAAAIABAAGAAkACwANAA8AEQATABgAGgAcAB4AIQAjACYAKAAqACwALwAyADQANgA4ADoAPAA+AEMARgBJAEwATwBRAFMAVQBXAFoAXABeAGAAYwBlAGcAaQBsAG4AcQB0AHkAfAB+AIEAgwCGAIkAiwCOAJAAkgCVAJcAmgCcAJ8AoQCjAKYAqACtAK8AsQCzALUAtwC6ALwAvgDBAMQAxwDJAMsAzgDQANIA1QDYAAAAAgAFAAcACgANAA8AEgAUABYAGAAaABwAHgAgACMAJQAqACwALgAwADMANQA3ADkAOwA9AEIARABHAEoATABPAFEAUwBVAFcAXABeAGEAZgBrAG0AbwBxAHMAdgB5AHsAgACCAIUAhwCKAI0AkgCVAJcAmgCcAJ4AoACiAKUAqACqAK0ArwCxALMAtQC4ALsAvQC/AMEAxgDJAMsAzQDPANEA1ADWAAAAAgAFAAcACQAMAA8AEQATABUAFwAaABwAHwAhACYAKAAqAC0ALwAyADcAOgA8AD4AQABCAEQARwBJAEwATwBSAFQAVgBYAF0AXwBhAGMAZgBpAGsAbQBwAHIAdAB3AHoAfQCAAIIAhQCIAIsAjgCQAJMAlQCXAJwAngCgAKIApACmAKkAqwCtAK8AsQC0ALkAuwC9AL8AwQDDAMUAxwDKAM0A0AAAAAIABwAJAAsADQAPABIAFAAWABgAGgAfACIAJQAnACkALAAuADEAMwA1ADcAOgA8AD8AQQBDAEUASABKAEwATgBTAFUAVwBaAFwAXgBgAGIAZQBnAGkAbgBwAHIAdAB3AHoAfwCBAIMAhQCHAIkAjgCQAJMAlQCXAJoAnACeAKAAowClAKgAqgCtAK8AtAC2ALkAuwC9AL8AwQDEAMcAygDMAM4A0ADSANUA1wDZANsA3gDgAOMA5QDoAAAAAgAEAAcACgAPABEAFgAYAB0AHwAhACQAJwAsAC8ANAA3ADkAOwBAAEIARABHAEkASwBOAFAAUgBVAFcAXABhAGYAaABqAGwAbwBxAHQAdwB5AH4AgACCAIQAhgCIAIoAjwCSAJUAlwCZAJsAngCgAKIApACnAKoArACuALAAswC2ALkAvAC/AMEAxADGAMgAywAAAAMABQAIAA0ADwAUABcAGQAbAB0AIgAkACYAKAArAC0ALwAxADMANQA4ADoAPAA+AEAAQgBFAEcASQBLAFAAUgBVAFoAXABeAGAAYgBlAGcAaQBsAG8AcQBzAHYAeAB7AH0AgACCAIQAhgCJAIsAkACSAJQAlwCZAJ4AoACiAKUApwCqAK0ArwC0ALcAuQC7AL0AvwDBAMMAxQDHAMkAywDNANAA0gDUANcA2QDeAAAAAwAFAAcACQALAA4AEAASABQAFwAZABsAHgAhACMAJQAnACkALgAxADQANgA4ADoAPAA+AEMARQBHAEoATwBRAFYAWwBdAF8AYgBkAGYAaQBrAG0AcAByAHUAdwB5AHsAfQB/AIEAgwCGAIgAiwCOAJAAkgCUAJYAmQCbAJ0AnwCkAKkAqwCtAK8AsQCzALUAtwC6AL8AwgDEAMYAyADLAM0AzwDRANMA1gDZANsA3QDfAAAAAwAGAAgACgAMAA4AEAASABQAFwAZABwAHwAhACMAJgArADAAMgA0ADkAOwA9AD8AQQBDAEUASABKAEwATwBRAFMAVQBXAFoAXwBhAGMAZgBpAGsAbQBvAHEAcwB1AHoAfAB+AIEAgwCGAIgAigCMAI8AkgCUAJcAmgCcAJ8AogCkAKYAqACrAK0AsgC0ALYAuQC8AL4AwQDEAMYAyADKAM8A0gDUANkA2wDeAOAA4gAAAAMABQAHAAkACwANAA8AEQATABUAFwAZAB4AIAAiACQAJwApACsALQAyADQANgA4ADoAPABBAEMARQBHAEkATgBRAFQAVwBZAFwAXgBhAGQAZwBqAGwAcQBzAHUAdwB5AHsAfQB/AIQAhgCLAI0AjwCRAJMAlQCXAJkAmwCdAKAAogCnAKkArACuALAAsgC0ALYAuAC7AL0AvwDCAMcAygDMANEAAAADAAUACgAMAA4AEAASABQAFgAYABsAIAAiACQAJgApACsALQAyADcAOgA8AD4AQABDAEgASgBMAE4AUABTAFUAWABbAF0AXwBiAGUAaABqAGwAbgBwAHIAdAB2AHgAfQCAAIUAhwCJAIsAjQCPAJQAlgCZAJsAoACiAKcAqQCsAK4AsACyALQAtwC5ALwAvgDAAMIAxADGAMkAywDOANEA0wDVANcA2QDbAN4A4QAAAAIABQAHAAoADAAPABEAEwAVABcAHAAeACMAJgAoACoALAAuADAAMgA1ADgAOgA8AD4AQABCAEUASABKAEwATgBQAFMAVQBYAFoAXABeAGAAYgBlAGgAbQBvAHIAdAB2AHgAegB9AH8AgQCDAIYAiACNAJAAkgCUAJkAngCgAKUAqACtAK8AsQC0ALkAvAC+AMAAwwDFAMgAygDPANEA0wDVANoA3QAAAAIABAAHAAkADAAOABEAEwAYABsAHgAgACIAJQAqACwALgAxADMANQA4AD0AQABDAEUASABKAE0AUABTAFUAWgBcAF4AYwBlAGgAagBsAHEAdAB3AHwAfwCBAIMAhQCIAIoAjQCQAJMAlQCYAJoAnQCgAKIApACpAKsAsACyALQAtwC6AL0AwADCAMQAxgDIAMsAAAACAAUABwAJAAsADQAPABIAFQAXABkAGwAdAB8AIgAlACcAKgAsAC4AMQAzADUAOgA8AD8AQQBGAEkASwBNAE8AUgBUAFcAWQBcAF8AZABmAGgAagBsAHEAcwB1AHcAegB9AH8AggCEAIYAiACLAI4AkACTAJYAmwCdAJ8AoQCjAKgAqgCsAK4AsACyALUAtwC5AL4AwADDAMYAyQDLAM0AzwAAAAIABAAGAAkADAAPABEAEwAVABcAGQAbAB4AIAAiACQAJgAoACoALAAuADAAMwA2ADsAPgBAAEIARwBKAEwATgBQAFMAVgBZAFsAYABjAGUAZwBqAGwAbgBwAHIAdQB3AHkAewB+AIAAgwCGAIgAigCNAJAAkgCUAJYAmACdAJ8AoQCjAKUApwCqAK0ArwCxALYAuQC7AL0AvwDCAMUAxwDKAAAABQAKAAwADgAQABIAFAAXABoAHAAeACEAJAAmACkAKwAtAC8AMQAzADgAOwBAAEIARABHAEkASwBNAFAAUgBVAFcAWQBbAF0AYABiAGQAZgBoAGoAbQBvAHIAdAB2AHgAfQB/AIIAhACGAIkAiwCNAI8AkgCUAJcAmgCcAJ4AoQCmAKkAqwCuALAAsgC1ALgAugC9AL8AwQDDAMUAxwDMAM4A0wDVANcA2gDcAN4AAAACAAQABgAJAAsADQAPABEAEwAYABoAHQAfACIAJwApACsALQAvADQANgA7AD0APwBBAEMARQBHAEkASwBNAFAAUwBVAFgAWwBdAF8AYgBkAGkAbABxAHQAdwB5AHwAfgCAAIIAhACGAIgAigCPAJEAkwCWAJgAmwCdAJ8AoQCjAKYAqwCuALEAswC1ALcAuQC8AL4AwADFAMgAywDNAM8AAAACAAQABwAJAAwADgAQABUAGAAbAB4AIAAjACUAJwApACsALgAwADIANAA2ADgAOwA9AEAAQgBEAEYASABKAEwATgBRAFQAVgBYAFsAXQBiAGcAaQBsAG4AcAByAHQAdgB7AH4AgACCAIcAigCMAI4AkACSAJQAlgCZAJwAnwChAKQApgCoAKsArgCxALMAuAC6ALwAvgDAAMIAxQDIAMoAAAACAAQABwAMAA4AEwAVABgAGwAdAB8AIgAkACYAKAArAC0ALwAxADQANgA4ADsAPQA/AEEAQwBFAEcASQBLAE0AUABTAFUAWABaAFwAXwBhAGQAZgBoAG0AcAB1AHgAfQB/AIQAhgCJAIwAjwCSAJQAlgCZAJ4AowClAKcAqQCuALAAswC1ALgAuwC9AL8AxADJAMwAAAACAAUABwAJAAwADgAQABMAFQAYABoAHAAeACEAIwAmACgAKwAtADIANAA2ADgAOwA+AEEARgBIAE0AUABTAFUAVwBZAF4AYABjAGUAaABqAGwAbwByAHQAdwB5AHsAfgCDAIUAiACKAI0AkACSAJcAmgCcAJ4AoACjAKUApwCpAKsArQCwALMAtQC3ALoAvAC+AMAAwgDEAMcAzADPANIA1QDXAAAAAgAEAAYACQALAA0ADwASABUAGAAdACAAIgAlACcAKQAsAC8AMgA0ADYAOAA7AD0APwBCAEQARgBJAEsATQBQAFIAVQBYAFoAXABeAGAAYgBkAGYAaQBrAG0AcgB0AHcAeQB8AH4AgACCAIUAhwCJAIwAjgCQAJIAlACXAJwAnwCiAKQApgCpAKsArQCvALEAswC1ALgAugC8AL4AwQDDAMUAyADKAM8A0gDUANYA2QAAAAIABAAHAAkACwANAA8AEgAVABcAGQAcACEAIwAlACoALQAvADEAMwA2ADgAOgA9AD8AQQBDAEUARwBKAEwATwBRAFQAVwBaAF8AYQBkAGcAaQBuAHEAcwB1AHcAfAB+AIAAhQCIAIoAjACRAJMAlgCYAJoAnACeAKMApQCnAKkArACuALMAtQC3ALoAvAC/AMIAxADHAMoAzADOAAAAAgAHAAkADgAQABIAFQAYABoAHQAgACIAJQAnACoALAAuADEANgA5ADsAPgBAAEIARABGAEgASgBMAE4AUQBTAFUAWgBdAF8AYQBmAGgAagBsAG4AcAByAHQAdgB5AHsAfQB/AIEAhACHAIkAiwCNAI8AkQCUAJYAmwCeAKMApgCpAKsArQCvALIAtQC6ALwAvgDBAMMAyAAAAAIABAAGAAgADQAPABEAFAAWABgAGgAcAB4AIAAiACUAKAAqAC0ALwAxADMANgA5ADsAPgBAAEIARABGAEgASwBNAE8AUgBVAFgAWgBcAF4AYABlAGcAaQBsAG4AcQB0AHYAeAB6AHwAfgCBAIQAhgCIAIoAjACOAJEAkwCWAJkAngChAKMApgCoAKoArACuALAAswC1ALoAvQDAAMMAxQDHAMkAAAAFAAgACgAPABIAFAAXABoAHAAeACAAIgAkACYAKAAtAC8AMQAzADUAOgA9AEIARABHAEoATABPAFEAUwBVAFcAWQBbAF0AXwBhAGQAaQBsAG4AcQBzAHYAeQB7AH0AggCFAIcAiQCLAI0AjwCUAJYAmQCbAKAAogCkAKYAqACqAK0ArwCxALQAtgC4AL0AvwDCAMQAxwDJAMsAzQDPANQA2QAAAAUACAANABAAEgAUABcAGgAcAB8AIQAjACUAJwAqACwALgAxADMANgA4ADoAPQA/AEEARABGAEgASgBNAFIAVABWAFgAWwBgAGUAagBsAG4AcABzAHUAegB9AIAAgwCIAIsAjQCQAJUAlwCcAJ4AoACiAKUAqgCsAK4AsQCzALUAtwC6AL0AvwDEAMYAyQDLAM0AzwAAAAMABgALAA0ADwARABQAFgAYABsAHgAgACIAJwApACsALQAvADIANAA2ADgAOwA+AEEARABGAEkATgBQAFMAWABbAF0AYABjAGgAawBwAHIAdAB2AHkAewB9AIAAgwCFAIgAigCNAI8AkQCTAJUAmgCdAKAAogClAKcAqgCtAK8AtAC3ALkAvgDDAMUAxwDKAMwAzwDRANQA1wDZANsA3QDiAAAABQAKAAwADgAQABIAFQAXABkAHgAgACIAJQAoACoALAAvADEAMwA1ADcAOQA7AD0AQABDAEUASgBMAE8AUQBUAFYAWwBdAF8AYQBjAGYAaABrAG0AbwByAHUAdwB6AHwAfgCBAIMAhQCIAIsAjQCQAJIAlQCaAJwAnwCiAKQApgCoAKsArgCwALMAtQC3ALkAvAC+AMAAwwDFAMoAzQAAAAMABQAHAAoADAAPABEAEwAWABgAGwAgACIAJQAnACkAKwAtADIANAA2ADgAOgA9AD8AQQBEAEkATABOAFAAUwBVAFcAWQBcAF4AYQBkAGYAaABqAG0AbwByAHQAdgB7AH4AgQCEAIkAjgCQAJIAlQCaAJwAngCgAKIApwCpAKsArQCvALEAswC1ALcAuQC7AMAAwwDGAMkAywDNANIA1ADWANgA2gDdAOIA5QDnAOkA6wDuAPAA8gD0APYAAAAFAAgACgANAA8AEQAUABYAGAAbAB0AIAAlACcAKQAsAC4AMAAzADUAOAA6ADwAPgBAAEMARQBHAEoATABOAFAAUgBUAFcAWQBbAF4AYABlAGgAagBsAG4AcwB1AHcAeQB8AH4AgwCFAIgAiwCNAI8AkQCTAJUAlwCZAJwAoQCjAKYAqACqAKwArwCxALMAtQC3ALkAuwC9AMAAxQDHAMkAywDNANAA1QDXANoAAAACAAUABwAJAAwADgAQABUAFwAZABsAIAAjACUAJwAsAC8AMgA0ADkAOwA+AEAAQgBHAEoATwBSAFcAWgBcAF4AYQBmAGsAbQBvAHQAdwB5AHwAgQCEAIkAiwCNAI8AkQCTAJYAmQCbAJ0AoACiAKcAqgCtALAAswC2ALkAuwC9AMAAwgDEAMYAyQDLAM4A0ADSANQAAAADAAUACAALAA0AEAAVABgAGgAcACEAIwAlACcALAAuADEANAA2ADgAPQA/AEEARABGAEkATgBRAFQAVgBZAFwAXgBgAGIAZABpAGwAbgBwAHMAdgB7AH0AfwCCAIQAhgCIAI0AjwCRAJMAlQCYAJ0AnwChAKYAqQCrAK0AsACyALQAtgC7AL4AwwDGAMgAywDOAAAAAgAEAAYACQALAA0ADwASABUAGAAaABwAIQAkACkALAAvADIANQA3ADoAPwBBAEMARQBHAEkASwBQAFIAVABZAFwAXgBgAGMAZQBnAGkAbABuAHEAcwB1AHcAeQB8AH8AggCEAIcAiQCLAI0AjwCRAJMAlQCXAJoAnACeAKMAqACqAKwArgCxALMAtQC6ALwAvgDAAMMAxQDKAM8A0gDVAAAAAwAFAAgACgAMAA4AEQAWABkAHgA="
-         },
-         "xaxis": "x",
-         "yaxis": "y",
-         "type": "histogram"
-        }
-       ],
-       "layout": {
-        "template": {
-         "data": {
-          "histogram2dcontour": [
-           {
-            "type": "histogram2dcontour",
-            "colorbar": {
-             "outlinewidth": 0,
-             "ticks": ""
-            },
-            "colorscale": [
-             [
-              0.0,
-              "#0d0887"
-             ],
-             [
-              0.1111111111111111,
-              "#46039f"
-             ],
-             [
-              0.2222222222222222,
-              "#7201a8"
-             ],
-             [
-              0.3333333333333333,
-              "#9c179e"
-             ],
-             [
-              0.4444444444444444,
-              "#bd3786"
-             ],
-             [
-              0.5555555555555556,
-              "#d8576b"
-             ],
-             [
-              0.6666666666666666,
-              "#ed7953"
-             ],
-             [
-              0.7777777777777778,
-              "#fb9f3a"
-             ],
-             [
-              0.8888888888888888,
-              "#fdca26"
-             ],
-             [
-              1.0,
-              "#f0f921"
-             ]
-            ]
-           }
-          ],
-          "choropleth": [
-           {
-            "type": "choropleth",
-            "colorbar": {
-             "outlinewidth": 0,
-             "ticks": ""
-            }
-           }
-          ],
-          "histogram2d": [
-           {
-            "type": "histogram2d",
-            "colorbar": {
-             "outlinewidth": 0,
-             "ticks": ""
-            },
-            "colorscale": [
-             [
-              0.0,
-              "#0d0887"
-             ],
-             [
-              0.1111111111111111,
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+      "text/plain": [
+       "Index(['air_temperature', 'process_temperature', 'rotational_speed', 'torque',\n",
+       "       'tool_wear', 'type', 'machine_failure'],\n",
+       "      dtype='object')"
+      ]
      },
+     "execution_count": 142,
      "metadata": {},
-     "output_type": "display_data",
-     "jetTransient": {
-      "display_id": null
-     }
+     "output_type": "execute_result"
     }
    ],
-   "execution_count": 117
+   "execution_count": 142
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:16.860754Z",
-     "start_time": "2025-12-02T07:41:15.817487Z"
+     "end_time": "2025-12-26T09:04:17.246Z",
+     "start_time": "2025-12-26T09:04:17.230294Z"
     }
    },
    "cell_type": "code",
    "source": [
-    "for column in df_phyical_factors.columns:\n",
-    "    sns.distplot(df_phyical_factors[column], label=column)\n",
-    "    plt.show()\n",
-    "plt.show()"
+    "physical_attr = df[['air_temperature', 'process_temperature', 'rotational_speed', 'torque']]\n",
+    "physical_attr.head()"
    ],
-   "id": "a1b4635e50dd282b",
+   "id": "2cef0399d0d9df10",
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\Debesh Pramanick\\AppData\\Local\\Temp\\ipykernel_25236\\672425753.py:2: UserWarning:\n",
-      "\n",
-      "\n",
-      "\n",
-      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
-      "\n",
-      "Please adapt your code to use either `displot` (a figure-level function with\n",
-      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
-      "\n",
-      "For a guide to updating your code to use the new functions, please see\n",
-      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
-      "\n",
-      "\n"
-     ]
-    },
+     "data": {
+      "text/plain": [
+       "   air_temperature  process_temperature  rotational_speed  torque\n",
+       "0            300.8                310.3              1538    36.1\n",
+       "1            296.3                307.3              1368    49.5\n",
+       "2            298.6                309.1              1339    51.1\n",
+       "3            302.4                311.1              1634    34.2\n",
+       "4            297.9                307.7              1546    37.6"
+      ],
+      "text/html": [
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+       "<style scoped>\n",
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>air_temperature</th>\n",
+       "      <th>process_temperature</th>\n",
+       "      <th>rotational_speed</th>\n",
+       "      <th>torque</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>300.8</td>\n",
+       "      <td>310.3</td>\n",
+       "      <td>1538</td>\n",
+       "      <td>36.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>296.3</td>\n",
+       "      <td>307.3</td>\n",
+       "      <td>1368</td>\n",
+       "      <td>49.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>298.6</td>\n",
+       "      <td>309.1</td>\n",
+       "      <td>1339</td>\n",
+       "      <td>51.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>302.4</td>\n",
+       "      <td>311.1</td>\n",
+       "      <td>1634</td>\n",
+       "      <td>34.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>297.9</td>\n",
+       "      <td>307.7</td>\n",
+       "      <td>1546</td>\n",
+       "      <td>37.6</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ]
+     },
+     "execution_count": 143,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
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+   "execution_count": 143
+  },
+  {
+   "metadata": {
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+     "start_time": "2025-12-26T09:04:17.982823Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "df.tool_wear.describe()",
+   "id": "79e64a4ba336850c",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "count    1631.000000\n",
+       "mean      113.494788\n",
+       "std       109.264641\n",
+       "min         0.000000\n",
+       "25%        49.000000\n",
+       "50%       108.000000\n",
+       "75%       165.000000\n",
+       "max      1980.000000\n",
+       "Name: tool_wear, dtype: float64"
+      ]
+     },
+     "execution_count": 144,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 144
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:18.337240Z",
+     "start_time": "2025-12-26T09:04:18.325784Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "df[\"air_temperature\"]",
+   "id": "eabf5b34a9cfeafd",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0       300.8\n",
+       "1       296.3\n",
+       "2       298.6\n",
+       "3       302.4\n",
+       "4       297.9\n",
+       "        ...  \n",
+       "1626    297.8\n",
+       "1627    302.0\n",
+       "1628    298.9\n",
+       "1629    298.4\n",
+       "1630    301.7\n",
+       "Name: air_temperature, Length: 1631, dtype: float64"
+      ]
+     },
+     "execution_count": 145,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 145
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:19.039873Z",
+     "start_time": "2025-12-26T09:04:18.679813Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "for column in numeric_attr.columns:\n",
+    "    sns.boxplot(df[column])\n",
+    "    plt.show()"
+   ],
+   "id": "8f9695c4f1976eb5",
+   "outputs": [
     {
      "data": {
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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"
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"
      },
      "metadata": {},
      "output_type": "display_data",
@@ -6488,31 +1563,12 @@
       "display_id": null
      }
     },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\Debesh Pramanick\\AppData\\Local\\Temp\\ipykernel_25236\\672425753.py:2: UserWarning:\n",
-      "\n",
-      "\n",
-      "\n",
-      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
-      "\n",
-      "Please adapt your code to use either `displot` (a figure-level function with\n",
-      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
-      "\n",
-      "For a guide to updating your code to use the new functions, please see\n",
-      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
-      "\n",
-      "\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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"
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"
      },
      "metadata": {},
      "output_type": "display_data",
@@ -6520,31 +1576,12 @@
       "display_id": null
      }
     },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\Debesh Pramanick\\AppData\\Local\\Temp\\ipykernel_25236\\672425753.py:2: UserWarning:\n",
-      "\n",
-      "\n",
-      "\n",
-      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
-      "\n",
-      "Please adapt your code to use either `displot` (a figure-level function with\n",
-      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
-      "\n",
-      "For a guide to updating your code to use the new functions, please see\n",
-      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
-      "\n",
-      "\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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"
+      "image/png": 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G/Zq4uDizbYb2GGnPjQafb7/9Vlq3bm16bBo1aiRly5Z1W3wxNTXVvNZ2rUFyKFOmjDRu3Ni06+y0LVu2uLVreDpz5oykp6fzvzoAAPBuFpjq16+f+Tp16pQJHZGRns27v9RO8zqspT02N998s1llWgOSq+joaDPlXmVmZl6yXRdkzM3NdWsvWbKkVKhQwfn+wqwnAAAAAkNh/t72OgDpENXbb79tCpm1J0jrbmrXrm16agpr5syZZkhMP0eHs7RXyTG7zEHP8/LyzOtfaz99+rTz/FLv91R0tPehDgAA+C+vApAOVemwl86y0qnw2uPyww8/mACjQ2E33XRToT4vMTHRHPVzRo4cKb169bqgXkfDixZfq/Dw8AvCjJ5HRUWZNsd5wXYdKiuM7GxWggYAIJB6gDztvPAqAOmMqkceeUTuueceM81cjR492gw7aW+OJwFIe3y0Zqdjx47Oa3Xr1jW1OrGxsSZQFbzfMawVHx9vzi9WVK1DXRqC9NyxNcfZs2flyJEj5nMLQ8MPAQgAgODjVRH0d999Z2ZtFaQrQu/Zs8ejz9BtNHRqu+uO8rqGkE5p12G0bdu2OYezlBZJ65o/So967qC9RWlpaeZ6aGio6VFybdegpXVACQkJ3ny7AAAgyHgVgKpWrWpmWhWk0+K1zRMaUnTmli5SqBuqrlq1yvQsPfDAA2YmWOXKlWXMmDGyc+dOmTNnjmzevNk5xV6HyDZs2GCua7veV61aNWnTpo1pv+uuu8yWHCtWrDDv06G522+/vdBDYAAAIDh5tRv8559/Lo899pgJFQsWLDD1QNqj88knn8jUqVPNys2e0N6fp556StasWWPCiQ6p6Zo/ISEhprh63LhxZsp7zZo1TVDSrTYcNDDpbDGd2aXDcPo51atXd7ZrONLVoLX2R4fkxo8f76wP8hS7wQMAEJy7wXsVgJSuqTN37lzZtWuXmQavM8B06wrHMFUwIAABwUV/V6Wnp8nhw4ekYsVKkpDQyG1LHwCB7bIEIIfDhw+bupvy5ctLsCEAAcFj7dqvZd68NyQz86DzWmxsnAwYMFjatPmldxlA4Cr2AKT7eOlsL92S4tChQ+aaztC6++67zXBYsCAAAcETfp5//hlp0eIq6dmzj1SvXlP27v1RlixJlg0bvpVHHnmMEAQEgWIPQJMnT5bPPvtM/vznP5s9uTQQaVG0hqI77rjDzO4KBgQgIPDpsNeDDw6RGjVqyejR40yPtYP+7po6dbIJQzNnvspwGGBRAPJqFtiHH35oZmzpbuz169c308v79Okjzz77rFkdGgD8hdb86LCX9vy4hh+l57fd1kcOHsww9wGwh1cBSFdkLlWq1AXXdSVmncEFAP5CC56VDntdTI0aNdzuA2AHrwKQrvqs09L/9a9/mRWWT5w4IevXr5cnnnjC7AivG5s6vgDAl3S2l9JhrotxLN7quA+AHbyqAXJdUdnR4+P6MXpNz/W4fft2CVTUAAHBVQOkxc7ffZfunAZfv36CKY6mBggIDsVeBL1v3z6P7/V0ZWh/RAACgmcW2LRpT0tYWJjbRsmO85EjxzALDLAsAHm1GaqGmmPHjpmVlfVLF0VcvXq12drimmuu8eYjAcAHqFkEbOVVDZDusXX99debDUd1ywpd/2fp0qUydOhQszUGAPjTEJgugFinTl2JjIxya4uMjDTXk5LmmvsA2MOrADRjxgwZMWKE2ZtLF0PUjUt1H7Dp06eb7TEAwN+mwe/a9b3UqnWFTJ78nCQlvWeOeq7XmQYP2MerAKSzJrp06WJer1y5Ujp16mRe16tXz7kyNAD4g+zsLHNs1qylWQhRC59182U96rled70PgB28CkBVqlSRtWvXml3cd+/eLe3btzfXP/74Y6lVq1ZRPyMAeE3rFVWbNtdcdCHE1q2vdrsPgB28KoLW4S9dC0jHzNu1ayeJiYlmFehFixbJ7Nmzi/4pAcBLukCrWrdujbRv3+mCrTC+/fYbt/sA2MHr3eB1qCsjI0MaNmxozn/44QfzCyQmJsZ5jxZJazjSqaaBiGnwQODbtm2LTJgw1qxLppuh6tYXuvqzDuUvXfrfzVD11+CECVOkceNEXz8uAH9eB8hTLVq0MPuGVa9eXQIRAQgInoUQdQbY8ePHTEG0Q1xcvJQrFyknThxnIUQgCBT7OkCeKsZsBQAe0VAzYMBgs+Jz8+atpFu3nhIeHia5uXmSmpoiGzeuNytEE34AuxRrAAIAf6CrPGvI0fWAdMjLtQdIr7MKNGAfAhAAK2jIadWqjVnvx7EXWEJCI3p+AEsRgABYQ8MOhc4AFAEIgFUF0fQAAVAEIADW7AivNUCus8BiY+NMgTQ1QIB9vFoJ2lO1a9eWUqVKFecfAQAehR+dBVajRi23vcD0XK9rOwC7eLwO0AcffODxh/bo0UOCAesAAcGzDpCGnZEjH5MdO9KdQ2ANGiTItGnPyN69P7IOEBAEimUdoJkzZ3r4h4cETQACEDy7wXfq1FlGjHjggiGwjh07S0rKOnMfBdKAPTwOQP/85z+L90kAoBhob4965535ZiuMv/xllFSvXtP0+ixZkiyLFs13uw+AHbwugta9wHQneN1MUOlIWl5enqSlpcmQIUOK8hkBwGvly1cwxwYNGsro0eOcm6HWr59gzsePH2N6fxz3AbCDVwHovffek0mTJsnZs2fNkJejjEhfX3nllQQgAH7D8ftJD+fPn5Pt27e51QD90k7BH2ATrwLQK6+8Ig888IAJOu3bt5fk5GQ5efKkjB49Wjp16lT0TwkAXjp27Kg57tiRJgMG9DU91Q5hYWHOc8d9AOzg1TT4gwcPmkJn/eXRuHFjSU1Nlbp168rYsWNNGAIAf6E9PUV5HwCLA1ClSpVMDZC64oorZPv27eZ1fHy8ZGRkFO0TAsDvUL9+A1P3ExYWLmfOnHFr03O9HhpawtwHwB5eBaAuXbrIo48+Khs2bJC2bdvKkiVLZPny5fLiiy9KzZo1i/4pAcBL3323w0zWyMvLvaDO57+TN3JNbZDeB8AeXtUAjRw5UiIjI+Xw4cPSoUMH6dWrl4wfP14qVKggU6ZMKfqnBAAvZWUdLNL7AFi2ErSNWAkaCHxz5rwkn3/+D/O6RYtW0rx5K2fx88aN62XDhvWmrVOnLjJkyFAfPy0Av1sJuqA1a9bIli1bzBh6wQw1fPhwbz8WAIrU4cPZ5li2bISMGjVOSpb85ddex443y+DB98ipUyed9wGwg1cB6JlnnpGkpCRJSEiQiIgItzZdCwgA/IXW+CgNOdOmPS233dZHatSoIXv27JGlS5PNddf7ANjBqwC0ePFiE4L++Mc/Fv0TAUARqlOnnmzevEnCw0vLnj3/kccfH+Vsi4uLl/DwcMnNzTX3AbCHV7PAdMdkXfEZAPxdkyZNzTE397T5uvrq66Rduw7mePp0jgk/rvcBsINXAejuu++WWbNmyalTp4r+iQCgCOkO71FR5c3rY8eOyTfffCX//vdKc9RzpfuAsRM8YBevhsDWrVsnGzdulE8//VSio6OlVKlSbu0rV64squcDgN9Fe6y1x+ejj5Zc8p4bbmhv7gNgD68CUM+ePc0XAPi7c+fOyZo1q00vz9GjRy5o1+vaG3TXXf0JQYBFvApAt912mznm5OTIjz/+aFZZ1VkV5cqVK+rnA4DfJT09TTIzL73IoSMU6X0MgwH28CoA6do/zz33nLz99tvmX1e6DpCurdGtWzeZOHGiWWQMAPyB6wrPukyH67plruesBA3Yxasi6GeffVb+9a9/ycsvvyzffvutqQnSfcDWr18vL7zwQtE/JQB4KT39v5s1K90U1ZXruet9AIKfVz1Ay5Ytk7/97W/Spk0b57UbbrjBrKeh+4TpRqkA4A/27PnR+Vp7rF25nrveByD4edUDpF3GOvuroEqVKsnJk/9dVRUA/EFOzqkivQ+AxQHo6quvlmnTpsmJEyec13Q9jenTp7v1CgGAr0VGRjlfF1yyw/Xc9T4Awc+rIbCxY8dK//79pW3btlK7dm1zbffu3VK9enVTFwQA/iI0NMRtAocr13PX+wAEP68CUHx8vKkD+uKLL+SHH34wtT8ahK677roLigwBwJfOnDlbpPcBsDgAObqOO3ToYL4AwF/FxMTKjh3bPboPgD08DkANGzaU1atXm+LnhIQEs37GpWzfznRSAP6hRo1a8tVXX3h0HwB7eByA5s2bJ+XL/3dDwaSkpOJ8JgAoMrrje1HeB8CyANS6dWvn66VLl8q4ceMu2Pri6NGj8sQTT7jdCwC+9Cud1V7dB8CyAKS7v+u+X+qDDz6Qxo0bXxCAtCBah8kAwF9EREQW6X0ALAtAZcqUkVmzZplFEPXr9ddfd5vxpTVBZcuWNStBA4C/iIz85R9qutt79eo1JTw8THJz82Tv3h+dq0G73gcg+HkcgLTweeXKleZ1v379ZPbs2c6aIG9lZGTI5MmT5ZtvvjFT6W+55RZ5+OGHzeu9e/ea4bTU1FSpUqWKWXvo//7v/5zv/frrr2XKlCnmvqZNm5rP0XWIHN566y154403zGKNXbp0MZ+lIQ6AXXbu/M75WsPOf/7zwyXvu/HGTpfxyQD4kleL9syfP/+i4ScvL082bdrk0WdoL9KIESMkJydHFi5caDZR1Q1WZ8yYYdqGDRsmMTExsnjxYunevbsMHz5c9u/fb96rR23v2bOnvP/++2YLjqFDhzp3dV6+fLkJaJMmTTLF2/pMuns9APvs2fOfIr0PgMXrAGk90IQJE+T777+X8+fPu7VpF/PWrVt/8zO0Xkh7d7766isTdJQGIt1p/vrrrzc9O4sWLTLDanXq1JE1a9aYMPTggw9KcnKyNGnSRAYNGmTe9/TTT5tFGHVXet2KQ2epDRgwQG688UbTPnHiRBk8eLCMGjWKXiDAMv/7d1GR3QfA4h6gp556SqpWrSqvvPKKszbo8ccflwoVKsjUqVM9+ozY2FhTR+QIPw46ZKU9No0aNTLhx6Fly5YmMCltb9WqlbNNn0GLsrVdu7i3bNni1t6sWTOz5H16ero33y6AABYRUbZI7wNgcQ/Qzp07zZCS9sxo8NBVoe+++26zSOJrr71manl+S1RUlNlLzEF7khYsWGA2Ws3MzJS4uDi3+/WzDxw4YF7/Wrtuypqbm+vWXrJkSRPOHO/3FNNigcDn6c+93sfPPBDYCvMz7FUA0h4XHepSV1xxhezYsUNuuOEGufLKK82mqN7QQJWWlmZqerSAOSwszK1dz7XGSGnd0KXaT58+7Ty/1Ps9FR3NtFgg0GVnZ3l8X0wMP/OALbwKQNpL8/zzz5thr+bNm5vAcvvtt8s///lP07PjTfjRYmUthK5fv76ZBXbkyBG3ezS8lC5d2rzW9oJhRs/1z9Y2x3nB9sLW/2RnH6cuAAhwBXeA/7X7srKOF/vzACjeHiBPOy+8CkC6CrQWFH/22WfSt29f02ujoUh7hbQ4urD1RO+8844JQTfffLNzt3ktsHaVlZXlHNbSdj0v2K77lelQl4YgPdchOnX27FkTqLTuqDA0/BCAgMDmmB3qyX38vAP28CoAaQBx3Q9Mp8VrYNEeGK0H8pROVdeZXtOnT5fOnTs7r+u6PnPmzDHDWY5en5SUFFMI7WjXcwcdEtPhM50qr4szJiYmmnadEaa0OFrrgHQtIwAAAK9mgWlPy6FDh9xWga5Xr57paenQoYNHn7Fr1y556aWX5E9/+pMJNlrY7PjSvcQqV64sY8aMMQXXGoY2b94svXv3Nu/t1auXbNiwwVzXdr2vWrVqzsBz1113mUUQV6xYYd6nvVI6RMcUeAAAoELyPewf1v2/lixZYl7rejta+1Owt+fgwYNmNpcOjf0WDS9aR3QxWlSt+47pUJtOea9Zs6ZZCfraa6913rNq1SqzErTO3NBn0aE015Wg9fO1Nklrf2666SYZP368sz7IU1oPQJc4ENj69Onm8b3JyR8X67MAKP4aIE8nM3gcgE6ePClvvvmmc+jq3nvvlYiICLd7dN2eTp06uQWRQEYAQlHKyDggJ0+e8PVjWOfRRx/y+N5nn32hWJ8FFxcRUU7i4//g68dAECiWAORq6dKlcuutt14w1TzYEIBQVI4dOyr33ddf8vPdV04HIKZ287XXkiQq6vftLwmEFHcAUlp0rHU2uqWFrr5cu3Ztsxii1u8ECwIQihI9QL6xY8d2mTt3zm/eN2jQEGnQoOFleSa4owcIAROAPv/8c3nooYdMbY3W32gA0plWWnSsm5l27NhRggEBCAh8+vupf/87JC8v95L3hIWFS1LSu84FXgEEpmIPQF27djUzsgYOHOh2XYuOdXjsww8/lGBAAAKCw9q1X8u0aU9fsn3kyDHSps0vkywABH8A8moavO7U7thp3ZVe83YrDAAoLhpuNOQUXAw1NjaO8ANYyqsApCssf/HFFxdc16npuks8APgbDTmzZr0mQ4YMM+d6nDVrDuEHsJRXK0GPGDHCrLqsa/ToqsxKa4CWL18uU6dOLepnBIAioTU+derUNa/1SM0PYC+vAtDq1avliSeeMEfdx0sXGNRZYG+//bbZER4AACDoAtBHH30kixcvljvuuKPonwgAAMAfA5DO/po0aZI5VqlS5YItJvQaAABAUAWgmTNnmuOXX37ptiGqzqjX4/bt24vuCQEAAPwhAK1cubKonwMAAMC/AxBT3QEAgHXrAAEAAAQyAhAAALAOAQgAAFiHAAQAAKxDAAIAANbxahYYAkdm5kE5fvyYrx8D8Bv79u11OwL4RWRklMTGxokNQvJ19UJcVFbWcQnk/zoafv78l/8nZ/LyfP0oAIAAUCosTP424+WADUEhISIxMZEe3UsPUBDTnh8NPzlX3CDnS5f39eMAAPxY6OmjIj+sMn93BGoAKgwCkAU0/JyPiPH1YwAA4DcoggYAANYhAAEAAOsQgAAAgHWoAbJAaM4RXz8CAMDPhVr2dwUByAJldn/h60cAAMCvEIAskFP7ejlfpoKvHwMA4Oc9QGUs+gczAcgCGn6YBg8AwC8oggYAANahB8iW1T0BAPgVoZb9XUEACvJN7XRfF13aHACA31IqLMz83WEDNkMN4s1QFbvBA+50F/iZM6fLiBEPS9Wq1X39OIBfiQzw3eDZDBVO+n/kQP4/M1BcNPxccUVdXz8GAB+hCBoAAFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA67AZKnCZZGQckJMnT/j6Maynu8G7HuF7ERHlJD7+D75+DFgmJD8/P9/XD+GvsrKOC/91UBSOHTsq993XX/Lzz/v6UQC/ExoaKq+9liRRUeV9/SgIcCEhIjExkZ7dSwC6NAIQihI9QMDF0QMEXwQghsCAy4Rf8ADgPyiCBgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABgHb8IQHl5edK1a1dZu3at89revXtl4MCB0qxZM7nllltk9erVbu/5+uuvzXuaNm0q/fv3N/e7euutt6Rt27bSvHlzGTt2rOTk5Fy27wcAAPg3nweg3Nxcefjhh2Xnzp3Oa7o00bBhwyQmJkYWL14s3bt3l+HDh8v+/ftNux61vWfPnvL+++9LpUqVZOjQoeZ9avny5TJ79myZNGmSzJs3TzZt2iTPPfecz75HAADgX3wagL7//nu5/fbbZc+ePW7Xv/nmG9OjowGmTp06cv/995ueIA1DKjk5WZo0aSKDBg2SevXqydNPPy379u2TdevWmfakpCQZMGCA3HjjjXLllVfKxIkTzXvpBQIAAD4PQBpY2rRpI++++67bde2xadSokZQtW9Z5rWXLlpKamupsb9WqlbOtTJky0rhxY9N+7tw52bJli1u7hqczZ85Ienr6Zfm+AACAf/PpStB33XXXRa9nZmZKXFyc27Xo6Gg5cODAb7YfO3bMDKu5tpcsWVIqVKjgfH9hltQGAACBoTB/b/vlVhg6VBUWFuZ2Tc+1WPq32k+fPu08v9T7PRUd7dl+IgAAILD4ZQAKDw+XI0eOuF3T8FK6dGlne8Ewo+dRUVGmzXFesF2HygojO5vNUAEACKQeIE87L/wyAMXHx5sCaVdZWVnOYS1t1/OC7Q0bNjRDXRqC9FwLqNXZs2dNoIqNjS3Uc2j4IQABABB8fD4N/mJ0bZ9t27Y5h7NUSkqKue5o13MHHRJLS0sz10NDQyUxMdGtXYujtQ4oISHhMn8nAADAH/llAGrdurVUrlxZxowZY9YHmjNnjmzevFl69+5t2nv16iUbNmww17Vd76tWrZqZUeYorn7jjTdkxYoV5n0TJkww0+0LOwQGAACCk18GoBIlSshLL71kZnvpYocfffSRvPjii1KlShXTrmFn1qxZZm0fDUU6vKXtIf8r/7711lvN2kFPPvmkWStI1wIaNWqUj78rAADgL0LyHcsn4wJZWRRBAwAQKLQfJCYmMnB7gAAAAIoTAQgAAFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGAdAhAAALAOAQgAAFiHAAQAAKxDAAIAANYhAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAA6xCAAACAdQhAAADAOgQgAABgHQIQAACwDgEIAABYhwAEAACsQwACAADWIQABAADrEIAAAIB1CEAAAMA6BCAAAGCdkr5+AAC4XM6cyZPly/8hGRk/S3x8Zbn55i5SqlSYrx8LgA+E5Ofn5/viDw4EWVnHhf86QHCYP/9NWbbsAzl//rzzWmhoqHTt2kP69bvXp88GoGiEhIjExER6dC89QACsCD8ffbREypevIH373iMtW7aWlJR1smjRAnNdEYIAu9AD9CvoAQKCY9jrnnv6SGRklLzyyptSsuQv/+47e/asPPDAvXL8+HFZsOA9hsMAi3qAKIIGENS05keHvbTnxzX8KD2/44675fz5c+Y+APZgCAxAUNOCZ6XDXufOnZP09DQ5fPiQVKxYSRISGknLlle53QfADgQgAEFNZ3up5OR3JDU1RTIzDzrbYmPjpFmzFm73AbBDUNcA5ebmysSJE+Wzzz6T0qVLy6BBg8yXp6gBAoKjBujuu3uL/qrTIS+t+3FwnIeEhMrChcnUAAEBjllg/zN16lTZunWrzJs3T/bv3y+PPvqoVKlSRTp37uzrRwNwmYSGljDBJi8v1y38KMd5qVKlzH0A7BG0RdCnTp2S5ORkGTdunDRu3Fg6deok9913nyxcuNDXjwbgMtq2bYsJP79G2/U+APYI2gCUnp5u/nXXvHlz57WWLVvKpk2b3BZCAxDctm7dZI4REeVk/vx3ZcCA+6Rz51vNUc8jIiLc7gNgh6AdAsvMzJSKFStKWNgvY/oxMTGmLujIkSNSqVIlj8YSAQS2Xbt2mmP79h2lTJmy0q1bd7f2du06yCeffGTu42ceCGyF+RkO2gCUk5PjFn6U4zwvL8+jz4iO9qyQCoD/iowsZ447d6ZLpUoRZvsLB+0N/v77Hc77PC2eBBD4gjYAhYeHXxB0HOc6I8wT2dnMAgMCXZ06DeSrr74yw+KjRj0qPXveLjVq1JA9e/bIkiXvyY4dO5z36cxPAIHdA+Rp50XQBqD4+Hg5fPiwqQNyrP6qw2IafqKiojz6DA0/BCAgsGm9j+4FptPgN29OlZSUb51tjmnvOg1e7+PnHbBH0BZBN2zY0ASf1NRU57WUlBRJTEx06wIHENw05HTrdpt5feE0+DPm2K1bD9YAAiwTtEmgTJky0qNHD5kwYYJs3rxZVqxYIXPnzpX+/fv7+tEAXGa60/sf/9hTQgpUSGrPj15nJ3jAPkG9ErQWQmsA0pWgy5UrJ4MHD5aBAwd6/H5WggaCb1Vo3fRU9/3SrS9uvrkLPT+ApStBB3UA+r0IQAAABGcACtohMAAAgEshAAEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1gna3eCLQoFtgwAAQJD8vc1WGAAAwDoMgQEAAOsQgAAAgHUIQAAAwDoEIAAAYB0CEAAAsA4BCAAAWIcABAAArEMAAgAA1iEAAQAAsc3/B51xF3m0hoX6AAAAAElFTkSuQmCC"
      },
      "metadata": {},
      "output_type": "display_data",
@@ -6552,31 +1589,12 @@
       "display_id": null
      }
     },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\Debesh Pramanick\\AppData\\Local\\Temp\\ipykernel_25236\\672425753.py:2: UserWarning:\n",
-      "\n",
-      "\n",
-      "\n",
-      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
-      "\n",
-      "Please adapt your code to use either `displot` (a figure-level function with\n",
-      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
-      "\n",
-      "For a guide to updating your code to use the new functions, please see\n",
-      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
-      "\n",
-      "\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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"
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"
      },
      "metadata": {},
      "output_type": "display_data",
@@ -6584,954 +1602,25 @@
       "display_id": null
      }
     },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\Debesh Pramanick\\AppData\\Local\\Temp\\ipykernel_25236\\672425753.py:2: UserWarning:\n",
-      "\n",
-      "\n",
-      "\n",
-      "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
-      "\n",
-      "Please adapt your code to use either `displot` (a figure-level function with\n",
-      "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
-      "\n",
-      "For a guide to updating your code to use the new functions, please see\n",
-      "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
-      "\n",
-      "\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
        "<Figure size 640x480 with 1 Axes>"
       ],
-      "image/png": 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"
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"
      },
      "metadata": {},
      "output_type": "display_data",
      "jetTransient": {
       "display_id": null
      }
-    }
-   ],
-   "execution_count": 118
-  },
-  {
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2025-12-02T07:00:52.703413Z",
-     "start_time": "2025-12-02T07:00:52.699870Z"
-    }
-   },
-   "cell_type": "markdown",
-   "source": "### Bivariate Analysis",
-   "id": "3968fe501bea6bb7"
-  },
-  {
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:16.921705Z",
-     "start_time": "2025-12-02T07:41:16.867340Z"
-    }
-   },
-   "cell_type": "code",
-   "source": [
-    "fig_temp = px.scatter(df_phyical_factors, x=\"air_temperature\", y=\"process_temperature\", color=df[\"target\"])\n",
-    "fig_temp.show()"
-   ],
-   "id": "b4a7b3dcbacba8aa",
-   "outputs": [
+    },
     {
      "data": {
-      "application/vnd.plotly.v1+json": {
-       "data": [
-        {
-         "hovertemplate": "air_temperature=%{x}<br>process_temperature=%{y}<br>color=%{marker.color}<extra></extra>",
-         "legendgroup": "",
-         "marker": {
-          "color": {
-           "dtype": "i1",
-           "bdata": "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             "
-          },
-          "coloraxis": "coloraxis",
-          "symbol": "circle"
-         },
-         "mode": "markers",
-         "name": "",
-         "showlegend": false,
-         "x": {
-          "dtype": "f8",
-          "bdata": 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QckBmZmZmZs5yQGZmZmZmznJAzczMzMzMckBmZmZmZs5yQM3MzMzMzHJAZmZmZmbOckDNzMzMzMxyQDMzMzMzy3JAMzMzMzPLckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckBmZmZmZs5yQGZmZmZmznJAzczMzMzMckDNzMzMzMxyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAzczMzMzMckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckBmZmZmZs5yQGZmZmZmznJAZmZmZmbOckBmZmZmZs5yQAAAAAAA0HJAZmZmZmbOckBmZmZmZs5yQGZmZmZmznJAZmZmZmbOckBmZmZmZs5yQGZmZmZmznJAAAAAAADQckAAAAAAANByQAAAAAAA0HJAmpmZmZnRckCamZmZmdFyQAAAAAAA0HJAAAAAAADQckBmZmZmZs5yQGZmZmZmznJAzczMzMzMckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckBmZmZmZs5yQAAAAAAA0HJAmpmZmZnRckCamZmZmdFyQJqZmZmZ0XJAmpmZmZnRckCamZmZmdFyQAAAAAAA0HJAmpmZmZnRckCamZmZmdFyQJqZmZmZ0XJAAAAAAADQckAAAAAAANByQAAAAAAA0HJAmpmZmZnRckCamZmZmdFyQJqZmZmZ0XJAAAAAAADQckAAAAAAANByQAAAAAAA0HJAAAAAAADQckDNzMzMzMxyQGZmZmZmznJAZmZmZmbOckBmZmZmZs5yQGZmZmZmznJAMzMzMzPLckAzMzMzM8tyQM3MzMzMzHJAzczMzMzMckDNzMzMzMxyQM3MzMzMzHJAZmZmZmbOckBmZmZmZs5yQAAAAAAA0HJAAAAAAADQckCamZmZmdFyQJqZmZmZ0XJAAAAAAADQckAAAAAAANByQAAAAAAA0HJAAAAAAADQckAAAAAAANByQJqZmZmZ0XJAmpmZmZnRckAAAAAAANByQAAAAAAA0HJAAAAAAADQckBmZmZmZs5yQAAAAAAA0HJAAAAAAADQckAAAAAAANByQGZmZmZmznJAZmZmZmbOckBmZmZmZs5yQGZmZmZmznJAAAAAAADQckBmZmZmZs5yQAAAAAAA0HJAAAAAAADQckAAAAAAANByQAAAAAAA0HJAZmZmZmbOckBmZmZmZs5yQM3MzMzMzHJAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAzczMzMzMckDNzMzMzMxyQM3MzMzMzHJAZmZmZmbOckBmZmZmZs5yQJqZmZmZ0XJAmpmZmZnRckAAAAAAANByQAAAAAAA0HJAmpmZmZnRckCamZmZmdFyQDMzMzMz03JAmpmZmZnRckCamZmZmdFyQDMzMzMz03JAMzMzMzPTckDNzMzMzNRyQDMzMzMz03JAMzMzMzPTckDNzMzMzNRyQM3MzMzM1HJAzczMzMzUckDNzMzMzNRyQDMzMzMz03JAMzMzMzPTckDNzMzMzNRyQM3MzMzM1HJAZmZmZmbWckDNzMzMzNRyQDMzMzMz03JAMzMzMzPTckCamZmZmdFyQAAAAAAA0HJAAAAAAADQckAAAAAAANByQGZmZmZmznJAzczMzMzMckDNzMzMzMxyQM3MzMzMzHJAMzMzMzPLckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckBmZmZmZs5yQAAAAAAA0HJAAAAAAADQckAAAAAAANByQJqZmZmZ0XJAmpmZmZnRckAzMzMzM9NyQJqZmZmZ0XJAmpmZmZnRckAAAAAAANByQAAAAAAA0HJAZmZmZmbOckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckBmZmZmZs5yQGZmZmZmznJAZmZmZmbOckBmZmZmZs5yQJqZmZmZ0XJAMzMzMzPTckAzMzMzM9NyQM3MzMzM1HJAMzMzMzPTckAzMzMzM9NyQDMzMzMz03JAzczMzMzUckAzMzMzM9NyQM3MzMzM1HJAzczMzMzUckDNzMzMzNRyQDMzMzMz03JAMzMzMzPTckCamZmZmdFyQJqZmZmZ0XJAAAAAAADQckAAAAAAANByQAAAAAAA0HJAmpmZmZnRckAAAAAAANByQAAAAAAA0HJAmpmZmZnRckCamZmZmdFyQAAAAAAA0HJAmpmZmZnRckCamZmZmdFyQDMzMzMz03JAMzMzMzPTckAzMzMzM9NyQDMzMzMz03JAMzMzMzPTckCamZmZmdFyQJqZmZmZ0XJAAAAAAADQckAAAAAAANByQM3MzMzMzHJAZmZmZmbOckBmZmZmZs5yQGZmZmZmznJAZmZmZmbOckBmZmZmZs5yQAAAAAAA0HJAAAAAAADQckBmZmZmZs5yQGZmZmZmznJAZmZmZmbOckDNzMzMzMxyQM3MzMzMzHJAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQJqZmZmZyXJAmpmZmZnJckAzMzMzM8tyQDMzMzMzy3JAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAAAAAAADIckAAAAAAAMhyQGZmZmZmxnJAzczMzMzEckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckCamZmZmcFyQJqZmZmZwXJAAAAAAADAckAAAAAAAMByQAAAAAAAwHJAmpmZmZnBckCamZmZmcFyQJqZmZmZwXJAMzMzMzPDckAzMzMzM8NyQJqZmZmZwXJAmpmZmZnBckCamZmZmcFyQAAAAAAAwHJAAAAAAADAckBmZmZmZr5yQGZmZmZmvnJAZmZmZma+ckAAAAAAAMByQAAAAAAAwHJAAAAAAADAckCamZmZmcFyQJqZmZmZwXJAAAAAAADAckAAAAAAAMByQAAAAAAAwHJAAAAAAADAckAAAAAAAMByQJqZmZmZwXJAAAAAAADAckCamZmZmcFyQDMzMzMzw3JAMzMzMzPDckAzMzMzM8NyQDMzMzMzw3JAmpmZmZnBckCamZmZmcFyQDMzMzMzw3JAMzMzMzPDckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckAzMzMzM8NyQJqZmZmZwXJAMzMzMzPDckAzMzMzM8NyQJqZmZmZwXJAAAAAAADAckAAAAAAAMByQJqZmZmZwXJAmpmZmZnBckCamZmZmcFyQAAAAAAAwHJAmpmZmZnBckCamZmZmcFyQDMzMzMzw3JAmpmZmZnBckAzMzMzM8NyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAzczMzMzEckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQM3MzMzMxHJAMzMzMzPDckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckDNzMzMzMRyQDMzMzMzw3JAzczMzMzEckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckCamZmZmclyQJqZmZmZyXJAMzMzMzPLckAzMzMzM8tyQM3MzMzMzHJAzczMzMzMckAzMzMzM8tyQDMzMzMzy3JAmpmZmZnJckAzMzMzM8tyQJqZmZmZyXJAmpmZmZnJckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQJqZmZmZyXJAmpmZmZnJckCamZmZmclyQJqZmZmZyXJAmpmZmZnJckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckBmZmZmZsZyQGZmZmZmxnJAAAAAAADIckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQJqZmZmZyXJAMzMzMzPLckAzMzMzM8tyQJqZmZmZyXJAMzMzMzPLckCamZmZmclyQJqZmZmZyXJAAAAAAADIckCamZmZmclyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQM3MzMzMzHJAzczMzMzMckAzMzMzM8tyQJqZmZmZyXJAmpmZmZnJckAzMzMzM8tyQM3MzMzMzHJAzczMzMzMckBmZmZmZs5yQGZmZmZmznJAZmZmZmbOckBmZmZmZs5yQGZmZmZmznJAAAAAAADQckCamZmZmdFyQAAAAAAA0HJAAAAAAADQckAAAAAAANByQJqZmZmZ0XJAmpmZmZnRckAzMzMzM9NyQJqZmZmZ0XJAmpmZmZnRckAAAAAAANByQAAAAAAA0HJAmpmZmZnRckCamZmZmdFyQAAAAAAA0HJAmpmZmZnRckAzMzMzM9NyQJqZmZmZ0XJAmpmZmZnRckCamZmZmdFyQJqZmZmZ0XJAmpmZmZnRckAzMzMzM9NyQDMzMzMz03JAMzMzMzPTckDNzMzMzNRyQM3MzMzM1HJAMzMzMzPTckAzMzMzM9NyQM3MzMzM1HJAzczMzMzUckAzMzMzM9NyQM3MzMzM1HJAzczMzMzUckBmZmZmZtZyQGZmZmZm1nJAZmZmZmbWckBmZmZmZtZyQGZmZmZm1nJAZmZmZmbWckBmZmZmZtZyQGZmZmZm1nJAZmZmZmbWckBmZmZmZtZyQGZmZmZm1nJAzczMzMzUckDNzMzMzNRyQGZmZmZm1nJAZmZmZmbWckBmZmZmZtZyQGZmZmZm1nJAAAAAAADYckAAAAAAANhyQAAAAAAA2HJAAAAAAADYckAAAAAAANhyQJqZmZmZ2XJAAAAAAADYckAAAAAAANhyQAAAAAAA2HJAZmZmZmbWckBmZmZmZtZyQM3MzMzM1HJAzczMzMzUckDNzMzMzNRyQGZmZmZm1nJAZmZmZmbWckDNzMzMzNRyQGZmZmZm1nJAZmZmZmbWckBmZmZmZtZyQGZmZmZm1nJAAAAAAADYckBmZmZmZtZyQGZmZmZm1nJAzczMzMzUckDNzMzMzNRyQGZmZmZm1nJAAAAAAADYckAAAAAAANhyQAAAAAAA2HJAAAAAAADYckAAAAAAANhyQJqZmZmZ2XJAmpmZmZnZckCamZmZmdlyQDMzMzMz23JAMzMzMzPbckCamZmZmdlyQJqZmZmZ2XJAmpmZmZnZckAAAAAAANhyQAAAAAAA2HJAAAAAAADYckAAAAAAANhyQJqZmZmZ2XJAAAAAAADYckAAAAAAANhyQAAAAAAA2HJAAAAAAADYckAAAAAAANhyQJqZmZmZ2XJAAAAAAADYckAAAAAAANhyQAAAAAAA2HJAAAAAAADYckAAAAAAANhyQAAAAAAA2HJAmpmZmZnZckAzMzMzM9tyQDMzMzMz23JAMzMzMzPbckAzMzMzM9tyQJqZmZmZ2XJAmpmZmZnZckAzMzMzM9tyQJqZmZmZ2XJAMzMzMzPbckAzMzMzM9tyQDMzMzMz23JAMzMzMzPbckCamZmZmdlyQJqZmZmZ2XJAMzMzMzPbckCamZmZmdlyQJqZmZmZ2XJAmpmZmZnZckAAAAAAANhyQGZmZmZm1nJAAAAAAADYckAAAAAAANhyQAAAAAAA2HJAAAAAAADYckAAAAAAANhyQAAAAAAA2HJAZmZmZmbWckBmZmZmZtZyQAAAAAAA2HJAmpmZmZnZckAAAAAAANhyQAAAAAAA2HJAAAAAAADYckAAAAAAANhyQAAAAAAA2HJAAAAAAADYckAAAAAAANhyQJqZmZmZ2XJAAAAAAADYckAAAAAAANhyQGZmZmZm1nJAZmZmZmbWckBmZmZmZtZyQGZmZmZm1nJAZmZmZmbWckBmZmZmZtZyQM3MzMzM1HJAZmZmZmbWckDNzMzMzNRyQM3MzMzM1HJAzczMzMzUckDNzMzMzNRyQM3MzMzM1HJAzczMzMzUckBmZmZmZtZyQGZmZmZm1nJAZmZmZmbWckAAAAAAANhyQAAAAAAA2HJAmpmZmZnZckCamZmZmdlyQAAAAAAA2HJAAAAAAADYckAAAAAAANhyQAAAAAAA2HJAAAAAAADYckCamZmZmdlyQAAAAAAA2HJAZmZmZmbWckAAAAAAANhyQAAAAAAA2HJAmpmZmZnZckCamZmZmdlyQDMzMzMz23JAMzMzMzPbckAzMzMzM9tyQDMzMzMz23JAMzMzMzPbckAzMzMzM9tyQM3MzMzM3HJAzczMzMzcckAzMzMzM9tyQDMzMzMz23JAMzMzMzPbckCamZmZmdlyQJqZmZmZ2XJAMzMzMzPbckCamZmZmdlyQJqZmZmZ2XJAmpmZmZnZckAAAAAAANhyQAAAAAAA2HJAAAAAAADYckBmZmZmZtZyQM3MzMzM1HJAZmZmZmbWckBmZmZmZtZyQAAAAAAA2HJAAAAAAADYckBmZmZmZtZyQM3MzMzM1HJAzczMzMzUckDNzMzMzNRyQM3MzMzM1HJAZmZmZmbWckBmZmZmZtZyQGZmZmZm1nJAzczMzMzUckBmZmZmZtZyQGZmZmZm1nJAZmZmZmbWckDNzMzMzNRyQAAAAAAA2HJAAAAAAADYckAAAAAAANhyQAAAAAAA2HJAAAAAAADYckCamZmZmdlyQJqZmZmZ2XJAMzMzMzPbckAzMzMzM9tyQJqZmZmZ2XJAmpmZmZnZckAzMzMzM9tyQDMzMzMz23JAzczMzMzcckAzMzMzM9tyQM3MzMzM3HJAMzMzMzPbckAzMzMzM9tyQDMzMzMz23JAMzMzMzPbckDNzMzMzNxyQDMzMzMz23JAzczMzMzcckAzMzMzM9tyQDMzMzMz23JAMzMzMzPbckAzMzMzM9tyQJqZmZmZ2XJAmpmZmZnZckDNzMzMzNxyQM3MzMzM3HJAzczMzMzcckDNzMzMzNxyQDMzMzMz23JAMzMzMzPbckAAAAAAANhyQAAAAAAA2HJAZmZmZmbWckBmZmZmZtZyQGZmZmZm1nJAAAAAAADYckBmZmZmZtZyQM3MzMzM1HJAzczMzMzUckAzMzMzM9NyQM3MzMzM1HJAMzMzMzPTckDNzMzMzNRyQM3MzMzM1HJAMzMzMzPTckAzMzMzM9NyQM3MzMzM1HJAMzMzMzPTckDNzMzMzNRyQM3MzMzM1HJAzczMzMzUckDNzMzMzNRyQM3MzMzM1HJAzczMzMzUckDNzMzMzNRyQDMzMzMz03JAMzMzMzPTckCamZmZmdFyQJqZmZmZ0XJAmpmZmZnRckCamZmZmdFyQDMzMzMz03JAMzMzMzPTckDNzMzMzNRyQM3MzMzM1HJAZmZmZmbWckDNzMzMzNRyQDMzMzMz03JAMzMzMzPTckCamZmZmdFyQJqZmZmZ0XJAmpmZmZnRckCamZmZmdFyQJqZmZmZ0XJAAAAAAADQckAAAAAAANByQJqZmZmZ0XJAAAAAAADQckAAAAAAANByQGZmZmZmznJAAAAAAADQckBmZmZmZs5yQGZmZmZmznJAZmZmZmbOckDNzMzMzMxyQGZmZmZmznJAZmZmZmbOckAAAAAAANByQAAAAAAA0HJAZmZmZmbOckDNzMzMzMxyQM3MzMzMzHJAZmZmZmbOckBmZmZmZs5yQGZmZmZmznJAAAAAAADQckAAAAAAANByQAAAAAAA0HJAAAAAAADQckBmZmZmZs5yQAAAAAAA0HJAmpmZmZnRckCamZmZmdFyQJqZmZmZ0XJAmpmZmZnRckAAAAAAANByQJqZmZmZ0XJAAAAAAADQckCamZmZmdFyQDMzMzMz03JAmpmZmZnRckCamZmZmdFyQDMzMzMz03JAzczMzMzUckDNzMzMzNRyQM3MzMzM1HJAMzMzMzPTckAzMzMzM9NyQJqZmZmZ0XJAmpmZmZnRckAAAAAAANByQAAAAAAA0HJAAAAAAADQckBmZmZmZs5yQAAAAAAA0HJAmpmZmZnRckCamZmZmdFyQJqZmZmZ0XJAAAAAAADQckCamZmZmdFyQJqZmZmZ0XJAmpmZmZnRckCamZmZmdFyQJqZmZmZ0XJAmpmZmZnRckCamZmZmdFyQAAAAAAA0HJAAAAAAADQckAAAAAAANByQAAAAAAA0HJAAAAAAADQckAAAAAAANByQAAAAAAA0HJAAAAAAADQckBmZmZmZs5yQM3MzMzMzHJAzczMzMzMckDNzMzMzMxyQGZmZmZmznJAzczMzMzMckBmZmZmZs5yQAAAAAAA0HJAZmZmZmbOckBmZmZmZs5yQM3MzMzMzHJAzczMzMzMckDNzMzMzMxyQM3MzMzMzHJAZmZmZmbOckBmZmZmZs5yQGZmZmZmznJAZmZmZmbOckAAAAAAANByQAAAAAAA0HJAmpmZmZnRckAAAAAAANByQAAAAAAA0HJAAAAAAADQckAAAAAAANByQGZmZmZmznJAAAAAAADQckAAAAAAANByQAAAAAAA0HJAAAAAAADQckBmZmZmZs5yQAAAAAAA0HJAAAAAAADQckBmZmZmZs5yQGZmZmZmznJAzczMzMzMckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckDNzMzMzMxyQGZmZmZmznJAAAAAAADQckBmZmZmZs5yQAAAAAAA0HJAAAAAAADQckAAAAAAANByQDMzMzMz03JAmpmZmZnRckAzMzMzM9NyQDMzMzMz03JAMzMzMzPTckCamZmZmdFyQJqZmZmZ0XJAmpmZmZnRckCamZmZmdFyQAAAAAAA0HJAZmZmZmbOckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckDNzMzMzMxyQDMzMzMzy3JAmpmZmZnJckCamZmZmclyQDMzMzMzy3JAMzMzMzPLckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckAzMzMzM8tyQDMzMzMzy3JAzczMzMzMckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAzczMzMzMckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckAzMzMzM8tyQM3MzMzMzHJAMzMzMzPLckCamZmZmclyQJqZmZmZyXJAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckDNzMzMzMxyQGZmZmZmznJAzczMzMzMckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckCamZmZmclyQDMzMzMzy3JAMzMzMzPLckBmZmZmZs5yQM3MzMzMzHJAzczMzMzMckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckDNzMzMzMxyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckDNzMzMzMxyQDMzMzMzy3JAMzMzMzPLckCamZmZmclyQJqZmZmZyXJAAAAAAADIckCamZmZmclyQJqZmZmZyXJAmpmZmZnJckCamZmZmclyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAmpmZmZnJckCamZmZmclyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckBmZmZmZsZyQGZmZmZmxnJAAAAAAADIckAAAAAAAMhyQJqZmZmZyXJAMzMzMzPLckAzMzMzM8tyQM3MzMzMzHJAzczMzMzMckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckCamZmZmclyQJqZmZmZyXJAmpmZmZnJckCamZmZmclyQJqZmZmZyXJAmpmZmZnJckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQJqZmZmZyXJAmpmZmZnJckAzMzMzM8tyQJqZmZmZyXJAMzMzMzPLckCamZmZmclyQDMzMzMzy3JAmpmZmZnJckCamZmZmclyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAmpmZmZnJckCamZmZmclyQJqZmZmZyXJAmpmZmZnJckCamZmZmclyQJqZmZmZyXJAMzMzMzPLckAzMzMzM8tyQM3MzMzMzHJAzczMzMzMckDNzMzMzMxyQDMzMzMzy3JAmpmZmZnJckCamZmZmclyQJqZmZmZyXJAmpmZmZnJckAzMzMzM8tyQM3MzMzMzHJAzczMzMzMckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckDNzMzMzMxyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckCamZmZmclyQJqZmZmZyXJAmpmZmZnJckCamZmZmclyQJqZmZmZyXJAmpmZmZnJckCamZmZmclyQJqZmZmZyXJAMzMzMzPLckAzMzMzM8tyQJqZmZmZyXJAmpmZmZnJckCamZmZmclyQJqZmZmZyXJAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAzczMzMzMckDNzMzMzMxyQM3MzMzMzHJAZmZmZmbOckBmZmZmZs5yQM3MzMzMzHJAZmZmZmbOckDNzMzMzMxyQGZmZmZmznJAzczMzMzMckDNzMzMzMxyQGZmZmZmznJAZmZmZmbOckBmZmZmZs5yQAAAAAAA0HJAAAAAAADQckBmZmZmZs5yQGZmZmZmznJAAAAAAADQckBmZmZmZs5yQGZmZmZmznJAZmZmZmbOckBmZmZmZs5yQM3MzMzMzHJAMzMzMzPLckCamZmZmclyQJqZmZmZyXJAmpmZmZnJckCamZmZmclyQJqZmZmZyXJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAmpmZmZnJckCamZmZmclyQJqZmZmZyXJAAAAAAADIckBmZmZmZsZyQM3MzMzMxHJAzczMzMzEckBmZmZmZsZyQAAAAAAAyHJAZmZmZmbGckDNzMzMzMRyQM3MzMzMxHJAMzMzMzPDckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckAzMzMzM8NyQM3MzMzMxHJAMzMzMzPDckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckCamZmZmcFyQDMzMzMzw3JAMzMzMzPDckAzMzMzM8NyQJqZmZmZwXJAMzMzMzPDckAzMzMzM8NyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckAzMzMzM8NyQJqZmZmZwXJAmpmZmZnBckAzMzMzM8NyQJqZmZmZwXJAmpmZmZnBckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckAzMzMzM8NyQDMzMzMzw3JAzczMzMzEckAzMzMzM8NyQDMzMzMzw3JAzczMzMzEckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQM3MzMzMxHJAzczMzMzEckAzMzMzM8NyQJqZmZmZwXJAmpmZmZnBckCamZmZmcFyQJqZmZmZwXJAAAAAAADAckAAAAAAAMByQAAAAAAAwHJAAAAAAADAckAAAAAAAMByQAAAAAAAwHJAzczMzMy8ckDNzMzMzLxyQM3MzMzMvHJAzczMzMy8ckAzMzMzM7tyQM3MzMzMvHJAzczMzMy8ckDNzMzMzLxyQM3MzMzMvHJAzczMzMy8ckDNzMzMzLxyQGZmZmZmvnJAZmZmZma+ckAAAAAAAMByQGZmZmZmvnJAZmZmZma+ckDNzMzMzLxyQM3MzMzMvHJAMzMzMzO7ckDNzMzMzLxyQM3MzMzMvHJAzczMzMy8ckDNzMzMzLxyQDMzMzMzu3JAMzMzMzO7ckDNzMzMzLxyQM3MzMzMvHJAzczMzMy8ckDNzMzMzLxyQGZmZmZmvnJAZmZmZma+ckDNzMzMzLxyQM3MzMzMvHJAzczMzMy8ckDNzMzMzLxyQM3MzMzMvHJAzczMzMy8ckBmZmZmZr5yQGZmZmZmvnJAZmZmZma+ckAAAAAAAMByQAAAAAAAwHJAAAAAAADAckBmZmZmZr5yQAAAAAAAwHJAAAAAAADAckBmZmZmZr5yQJqZmZmZwXJAMzMzMzPDckAzMzMzM8NyQM3MzMzMxHJAzczMzMzEckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckDNzMzMzMRyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckAAAAAAAMhyQAAAAAAAyHJAZmZmZmbGckAzMzMzM8NyQM3MzMzMxHJAMzMzMzPDckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckCamZmZmcFyQJqZmZmZwXJAAAAAAADAckAAAAAAAMByQGZmZmZmvnJAAAAAAADAckAAAAAAAMByQAAAAAAAwHJAmpmZmZnBckAzMzMzM8NyQJqZmZmZwXJAMzMzMzPDckAzMzMzM8NyQM3MzMzMxHJAzczMzMzEckAzMzMzM8NyQJqZmZmZwXJAmpmZmZnBckCamZmZmcFyQJqZmZmZwXJAAAAAAADAckCamZmZmcFyQJqZmZmZwXJAmpmZmZnBckAzMzMzM8NyQJqZmZmZwXJAmpmZmZnBckCamZmZmcFyQJqZmZmZwXJAAAAAAADAckCamZmZmcFyQAAAAAAAwHJAAAAAAADAckAAAAAAAMByQAAAAAAAwHJAAAAAAADAckAAAAAAAMByQGZmZmZmvnJAZmZmZma+ckBmZmZmZr5yQGZmZmZmvnJAZmZmZma+ckBmZmZmZr5yQM3MzMzMvHJAzczMzMy8ckDNzMzMzLxyQM3MzMzMvHJAZmZmZma+ckBmZmZmZr5yQGZmZmZmvnJAZmZmZma+ckBmZmZmZr5yQAAAAAAAwHJAZmZmZma+ckDNzMzMzLxyQM3MzMzMvHJAzczMzMy8ckBmZmZmZr5yQM3MzMzMvHJAZmZmZma+ckBmZmZmZr5yQGZmZmZmvnJAzczMzMy8ckDNzMzMzLxyQDMzMzMzu3JAMzMzMzO7ckAzMzMzM7tyQJqZmZmZuXJAmpmZmZm5ckCamZmZmblyQJqZmZmZuXJAmpmZmZm5ckAzMzMzM7tyQDMzMzMzu3JAMzMzMzO7ckAzMzMzM7tyQDMzMzMzu3JAzczMzMy8ckAzMzMzM7tyQJqZmZmZuXJAmpmZmZm5ckCamZmZmblyQAAAAAAAuHJAZmZmZma2ckAAAAAAALhyQAAAAAAAuHJAAAAAAAC4ckAAAAAAALhyQAAAAAAAuHJAmpmZmZm5ckCamZmZmblyQAAAAAAAuHJAmpmZmZm5ckCamZmZmblyQJqZmZmZuXJAmpmZmZm5ckCamZmZmblyQJqZmZmZuXJAAAAAAAC4ckBmZmZmZrZyQAAAAAAAuHJAAAAAAAC4ckAAAAAAALhyQJqZmZmZuXJAmpmZmZm5ckAzMzMzM7tyQM3MzMzMvHJAMzMzMzO7ckAzMzMzM7tyQM3MzMzMvHJAzczMzMy8ckDNzMzMzLxyQM3MzMzMvHJAzczMzMy8ckAzMzMzM7tyQDMzMzMzu3JAMzMzMzO7ckAzMzMzM7tyQDMzMzMzu3JAMzMzMzO7ckAzMzMzM7tyQDMzMzMzu3JAMzMzMzO7ckCamZmZmblyQJqZmZmZuXJAzczMzMy8ckDNzMzMzLxyQM3MzMzMvHJAzczMzMy8ckDNzMzMzLxyQM3MzMzMvHJAzczMzMy8ckBmZmZmZr5yQM3MzMzMvHJAZmZmZma+ckAAAAAAAMByQAAAAAAAwHJAmpmZmZnBckCamZmZmcFyQJqZmZmZwXJAmpmZmZnBckCamZmZmcFyQDMzMzMzw3JAmpmZmZnBckCamZmZmcFyQJqZmZmZwXJAAAAAAADAckAAAAAAAMByQJqZmZmZwXJAAAAAAADAckAAAAAAAMByQAAAAAAAwHJAAAAAAADAckAAAAAAAMByQAAAAAAAwHJAAAAAAADAckCamZmZmcFyQJqZmZmZwXJAAAAAAADAckBmZmZmZr5yQAAAAAAAwHJAzczMzMy8ckBmZmZmZr5yQAAAAAAAwHJAAAAAAADAckBmZmZmZr5yQAAAAAAAwHJAmpmZmZnBckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQDMzMzMzw3JAMzMzMzPDckAzMzMzM8NyQJqZmZmZwXJAmpmZmZnBckAAAAAAAMByQAAAAAAAwHJAAAAAAADAckAAAAAAAMByQJqZmZmZwXJAmpmZmZnBckCamZmZmcFyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQM3MzMzMxHJAZmZmZmbGckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQM3MzMzMxHJAMzMzMzPDckCamZmZmcFyQJqZmZmZwXJAmpmZmZnBckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckAzMzMzM8NyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckAzMzMzM8NyQGZmZmZmxnJAZmZmZmbGckDNzMzMzMRyQDMzMzMzw3JAMzMzMzPDckDNzMzMzMRyQDMzMzMzw3JAzczMzMzEckAzMzMzM8NyQM3MzMzMxHJAMzMzMzPDckAzMzMzM8NyQM3MzMzMxHJAzczMzMzEckBmZmZmZsZyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAmpmZmZnJckAAAAAAAMhyQGZmZmZmxnJAAAAAAADIckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckDNzMzMzMRyQM3MzMzMxHJAMzMzMzPDckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckCamZmZmcFyQJqZmZmZwXJAMzMzMzPDckCamZmZmcFyQJqZmZmZwXJAmpmZmZnBckCamZmZmcFyQJqZmZmZwXJAmpmZmZnBckCamZmZmcFyQAAAAAAAwHJAAAAAAADAckAAAAAAAMByQAAAAAAAwHJAmpmZmZnBckCamZmZmcFyQDMzMzMzw3JAMzMzMzPDckAzMzMzM8NyQM3MzMzMxHJAZmZmZmbGckDNzMzMzMRyQDMzMzMzw3JAMzMzMzPDckAzMzMzM8NyQJqZmZmZwXJAMzMzMzPDckDNzMzMzMRyQM3MzMzMxHJAMzMzMzPDckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQM3MzMzMxHJAZmZmZmbGckDNzMzMzMRyQGZmZmZmxnJAzczMzMzEckDNzMzMzMRyQM3MzMzMxHJAZmZmZmbGckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckAzMzMzM8NyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQGZmZmZmxnJAZmZmZmbGckDNzMzMzMRyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQM3MzMzMxHJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckCamZmZmclyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQJqZmZmZyXJAAAAAAADIckAAAAAAAMhyQJqZmZmZyXJAAAAAAADIckAAAAAAAMhyQJqZmZmZyXJAmpmZmZnJckCamZmZmclyQJqZmZmZyXJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckBmZmZmZsZyQM3MzMzMxHJAzczMzMzEckBmZmZmZsZyQGZmZmZmxnJAAAAAAADIckAAAAAAAMhyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAzczMzMzEckBmZmZmZsZyQM3MzMzMxHJAZmZmZmbGckDNzMzMzMRyQGZmZmZmxnJAAAAAAADIckAAAAAAAMhyQGZmZmZmxnJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckCamZmZmclyQJqZmZmZyXJAmpmZmZnJckAzMzMzM8tyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQJqZmZmZyXJAmpmZmZnJckCamZmZmclyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQM3MzMzMzHJAMzMzMzPLckAzMzMzM8tyQJqZmZmZyXJAmpmZmZnJckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckCamZmZmclyQJqZmZmZyXJAmpmZmZnJckCamZmZmclyQAAAAAAAyHJAmpmZmZnJckAzMzMzM8tyQDMzMzMzy3JAzczMzMzMckAzMzMzM8tyQDMzMzMzy3JAmpmZmZnJckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckBmZmZmZsZyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQJqZmZmZyXJAmpmZmZnJckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAmpmZmZnJckDNzMzMzMxyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQJqZmZmZyXJAmpmZmZnJckCamZmZmclyQJqZmZmZyXJAmpmZmZnJckCamZmZmclyQJqZmZmZyXJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckAAAAAAAMhyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckAAAAAAAMhyQGZmZmZmxnJAZmZmZmbGckAAAAAAAMhyQM3MzMzMxHJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckDNzMzMzMRyQGZmZmZmxnJAZmZmZmbGckDNzMzMzMRyQM3MzMzMxHJAMzMzMzPDckAzMzMzM8NyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQGZmZmZmxnJAAAAAAADIckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckDNzMzMzMRyQM3MzMzMxHJAMzMzMzPDckDNzMzMzMRyQM3MzMzMxHJAMzMzMzPDckAzMzMzM8NyQJqZmZmZwXJAmpmZmZnBckCamZmZmcFyQJqZmZmZwXJAMzMzMzPDckCamZmZmcFyQJqZmZmZwXJAAAAAAADAckAAAAAAAMByQAAAAAAAwHJAmpmZmZnBckAAAAAAAMByQGZmZmZmvnJAzczMzMy8ckBmZmZmZr5yQGZmZmZmvnJAAAAAAADAckAAAAAAAMByQGZmZmZmvnJAAAAAAADAckCamZmZmcFyQAAAAAAAwHJAAAAAAADAckAAAAAAAMByQAAAAAAAwHJAZmZmZma+ckDNzMzMzLxyQM3MzMzMvHJAzczMzMy8ckDNzMzMzLxyQM3MzMzMvHJAZmZmZma+ckBmZmZmZr5yQAAAAAAAwHJAZmZmZma+ckBmZmZmZr5yQM3MzMzMvHJAzczMzMy8ckDNzMzMzLxyQM3MzMzMvHJAZmZmZma+ckAAAAAAAMByQAAAAAAAwHJAAAAAAADAckAAAAAAAMByQJqZmZmZwXJAmpmZmZnBckAzMzMzM8NyQDMzMzMzw3JAzczMzMzEckAzMzMzM8NyQJqZmZmZwXJAmpmZmZnBckCamZmZmcFyQJqZmZmZwXJAMzMzMzPDckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckDNzMzMzMRyQM3MzMzMxHJAZmZmZmbGckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQGZmZmZmxnJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQGZmZmZmxnJAAAAAAADIckCamZmZmclyQJqZmZmZyXJAmpmZmZnJckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckDNzMzMzMxyQDMzMzMzy3JAzczMzMzMckAzMzMzM8tyQDMzMzMzy3JAzczMzMzMckAzMzMzM8tyQJqZmZmZyXJAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAzczMzMzMckDNzMzMzMxyQGZmZmZmznJAZmZmZmbOckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckDNzMzMzMxyQM3MzMzMzHJAZmZmZmbOckDNzMzMzMxyQM3MzMzMzHJAMzMzMzPLckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckBmZmZmZs5yQM3MzMzMzHJAMzMzMzPLckAzMzMzM8tyQM3MzMzMzHJAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckDNzMzMzMxyQM3MzMzMzHJAZmZmZmbOckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckAzMzMzM8tyQDMzMzMzy3JAzczMzMzMckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQJqZmZmZyXJAmpmZmZnJckCamZmZmclyQDMzMzMzy3JAMzMzMzPLckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckDNzMzMzMxyQDMzMzMzy3JAMzMzMzPLckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckDNzMzMzMxyQM3MzMzMzHJAzczMzMzMckDNzMzMzMxyQDMzMzMzy3JAzczMzMzMckBmZmZmZs5yQGZmZmZmznJAAAAAAADQckAAAAAAANByQGZmZmZmznJAZmZmZmbOckBmZmZmZs5yQAAAAAAA0HJAAAAAAADQckCamZmZmdFyQAAAAAAA0HJAAAAAAADQckAAAAAAANByQGZmZmZmznJAmpmZmZnRckAAAAAAANByQAAAAAAA0HJAZmZmZmbOckBmZmZmZs5yQGZmZmZmznJAAAAAAADQckCamZmZmdFyQJqZmZmZ0XJAMzMzMzPTckAzMzMzM9NyQDMzMzMz03JAMzMzMzPTckAzMzMzM9NyQDMzMzMz03JAMzMzMzPTckAAAAAAANByQAAAAAAA0HJAAAAAAADQckAAAAAAANByQAAAAAAA0HJAmpmZmZnRckAAAAAAANByQJqZmZmZ0XJAmpmZmZnRckCamZmZmdFyQJqZmZmZ0XJAmpmZmZnRckCamZmZmdFyQAAAAAAA0HJAAAAAAADQckAAAAAAANByQAAAAAAA0HJAZmZmZmbOckBmZmZmZs5yQM3MzMzMzHJAzczMzMzMckBmZmZmZs5yQM3MzMzMzHJAZmZmZmbOckDNzMzMzMxyQGZmZmZmznJAAAAAAADQckDNzMzMzMxyQGZmZmZmznJAzczMzMzMckDNzMzMzMxyQGZmZmZmznJAZmZmZmbOckBmZmZmZs5yQAAAAAAA0HJAZmZmZmbOckAAAAAAANByQAAAAAAA0HJAAAAAAADQckBmZmZmZs5yQAAAAAAA0HJAZmZmZmbOckBmZmZmZs5yQGZmZmZmznJAzczMzMzMckAzMzMzM8tyQJqZmZmZyXJAmpmZmZnJckCamZmZmclyQJqZmZmZyXJAMzMzMzPLckDNzMzMzMxyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAMzMzMzPLckAzMzMzM8tyQM3MzMzMzHJAzczMzMzMckDNzMzMzMxyQM3MzMzMzHJAMzMzMzPLckAzMzMzM8tyQDMzMzMzy3JAmpmZmZnJckCamZmZmclyQJqZmZmZyXJAmpmZmZnJckAzMzMzM8tyQJqZmZmZyXJAAAAAAADIckAAAAAAAMhyQGZmZmZmxnJAMzMzMzPDckCamZmZmcFyQDMzMzMzw3JAzczMzMzEckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckDNzMzMzMRyQM3MzMzMxHJAAAAAAADIckAAAAAAAMhyQGZmZmZmxnJAmpmZmZnJckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckAAAAAAAMhyQAAAAAAAyHJAAAAAAADIckBmZmZmZsZyQGZmZmZmxnJAzczMzMzEckDNzMzMzMRyQM3MzMzMxHJAMzMzMzPDckAzMzMzM8NyQDMzMzMzw3JAmpmZmZnBckCamZmZmcFyQDMzMzMzw3JAMzMzMzPDckAzMzMzM8NyQJqZmZmZwXJAmpmZmZnBckCamZmZmcFyQJqZmZmZwXJAMzMzMzPDckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckAzMzMzM8NyQDMzMzMzw3JAzczMzMzEckAzMzMzM8NyQDMzMzMzw3JAzczMzMzEckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQGZmZmZmxnJAZmZmZmbGckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQGZmZmZmxnJAZmZmZmbGckBmZmZmZsZyQGZmZmZmxnJAZmZmZmbGckDNzMzMzMRyQM3MzMzMxHJAzczMzMzEckDNzMzMzMRyQDMzMzMzw3JAMzMzMzPDckAzMzMzM8NyQDMzMzMzw3JAMzMzMzPDckAzMzMzM8NyQDMzMzMzw3JAmpmZmZnBckCamZmZmcFyQAAAAAAAwHJAAAAAAADAckBmZmZmZr5yQGZmZmZmvnJAzczMzMy8ckAzMzMzM7tyQJqZmZmZuXJAmpmZmZm5ckAAAAAAALhyQAAAAAAAuHJAAAAAAAC4ckCamZmZmblyQJqZmZmZuXJAMzMzMzO7ckAzMzMzM7tyQDMzMzMzu3JAMzMzMzO7ckCamZmZmblyQAAAAAAAuHJAAAAAAAC4ckCamZmZmblyQAAAAAAAuHJAAAAAAAC4ckAAAAAAALhyQJqZmZmZuXJAmpmZmZm5ckAAAAAAALhyQJqZmZmZuXJAmpmZmZm5ckCamZmZmblyQJqZmZmZuXJAMzMzMzO7ckCamZmZmblyQJqZmZmZuXJAMzMzMzO7ckCamZmZmblyQJqZmZmZuXJAMzMzMzO7ckAzMzMzM7tyQDMzMzMzu3JAzczMzMy8ckBmZmZmZr5yQAAAAAAAwHJAZmZmZma+ckBmZmZmZr5yQGZmZmZmvnJAZmZmZma+ckDNzMzMzLxyQDMzMzMzu3JAMzMzMzO7ckDNzMzMzLxyQDMzMzMzu3JAMzMzMzO7ckAzMzMzM7tyQM3MzMzMvHJAzczMzMy8ckAzMzMzM7tyQDMzMzMzu3JAmpmZmZm5ckCamZmZmblyQDMzMzMzu3JAMzMzMzO7ckCamZmZmblyQJqZmZmZuXJAAAAAAAC4ckBmZmZmZrZyQGZmZmZmtnJAZmZmZma2ckBmZmZmZrZyQM3MzMzMtHJAMzMzMzOzckDNzMzMzLRyQM3MzMzMtHJAzczMzMy0ckBmZmZmZrZyQGZmZmZmtnJAZmZmZma2ckDNzMzMzLRyQDMzMzMzs3JAMzMzMzOzckDNzMzMzLRyQDMzMzMzs3JAMzMzMzOzckAzMzMzM7NyQDMzMzMzs3JAMzMzMzOzckCamZmZmbFyQDMzMzMzs3JAmpmZmZmxckCamZmZmbFyQAAAAAAAsHJAZmZmZmauckCamZmZmbFyQAAAAAAAsHJAmpmZmZmxckCamZmZmbFyQJqZmZmZsXJAmpmZmZmxckCamZmZmbFyQJqZmZmZsXJAmpmZmZmxckCamZmZmbFyQJqZmZmZsXJAmpmZmZmxckCamZmZmbFyQDMzMzMzs3JAMzMzMzOzckAzMzMzM7NyQJqZmZmZsXJAmpmZmZmxckAAAAAAALByQAAAAAAAsHJAZmZmZmauckAAAAAAALByQJqZmZmZsXJAAAAAAACwckAAAAAAALByQAAAAAAAsHJAAAAAAACwckBmZmZmZq5yQAAAAAAAsHJAAAAAAACwckAAAAAAALByQAAAAAAAsHJAmpmZmZmxckAAAAAAALByQAAAAAAAsHJAAAAAAACwckAAAAAAALByQJqZmZmZsXJAmpmZmZmxckCamZmZmbFyQDMzMzMzs3JAmpmZmZmxckAzMzMzM7NyQJqZmZmZsXJAmpmZmZmxckCamZmZmbFyQDMzMzMzs3JAMzMzMzOzckAzMzMzM7NyQJqZmZmZsXJAmpmZmZmxckBmZmZmZq5yQAAAAAAAsHJAZmZmZmauckBmZmZmZq5yQM3MzMzMrHJAzczMzMysckDNzMzMzKxyQM3MzMzMrHJAzczMzMysckBmZmZmZq5yQGZmZmZmrnJAZmZmZmauckDNzMzMzKxyQGZmZmZmrnJAzczMzMysckBmZmZmZq5yQM3MzMzMrHJAZmZmZmauckBmZmZmZq5yQGZmZmZmrnJAZmZmZmauckBmZmZmZq5yQGZmZmZmrnJAZmZmZmauckBmZmZmZq5yQM3MzMzMrHJAMzMzMzOrckAzMzMzM6tyQDMzMzMzq3JAMzMzMzOrckAzMzMzM6tyQM3MzMzMrHJAMzMzMzOrckDNzMzMzKxyQDMzMzMzq3JAMzMzMzOrckAzMzMzM6tyQDMzMzMzq3JAMzMzMzOrckDNzMzMzKxyQM3MzMzMrHJAzczMzMysckDNzMzMzKxyQDMzMzMzq3JAzczMzMysckAzMzMzM6tyQDMzMzMzq3JAMzMzMzOrckDNzMzMzKxyQM3MzMzMrHJAMzMzMzOrckAzMzMzM6tyQDMzMzMzq3JAMzMzMzOrckCamZmZmalyQDMzMzMzq3JAmpmZmZmpckDNzMzMzKxyQM3MzMzMrHJAzczMzMysckDNzMzMzKxyQM3MzMzMrHJAzczMzMysckAAAAAAALByQGZmZmZmrnJAzczMzMysckDNzMzMzKxyQM3MzMzMrHJAzczMzMysckDNzMzMzKxyQDMzMzMzq3JAzczMzMysckDNzMzMzKxyQM3MzMzMrHJAMzMzMzOrckAzMzMzM6tyQDMzMzMzq3JAMzMzMzOrckAzMzMzM6tyQDMzMzMzq3JAmpmZmZmpckAzMzMzM6tyQJqZmZmZqXJAMzMzMzOrckCamZmZmalyQAAAAAAAqHJAMzMzMzOrckCamZmZmalyQJqZmZmZqXJAmpmZmZmpckCamZmZmalyQM3MzMzMrHJAZmZmZmauckDNzMzMzKxyQGZmZmZmrnJAZmZmZmauckBmZmZmZq5yQM3MzMzMrHJAzczMzMysckAzMzMzM6tyQM3MzMzMrHJAMzMzMzOrckDNzMzMzKxyQM3MzMzMrHJAzczMzMysckDNzMzMzKxyQM3MzMzMrHJAzczMzMysckBmZmZmZq5yQM3MzMzMrHJAZmZmZmauckDNzMzMzKxyQM3MzMzMrHJAzczMzMysckBmZmZmZq5yQM3MzMzMrHJAZmZmZmauckDNzMzMzKxyQM3MzMzMrHJAmpmZmZmpckAAAAAAAKhyQAAAAAAAqHJAmpmZmZmpckAAAAAAAKhyQJqZmZmZqXJAAAAAAACockAAAAAAAKhyQJqZmZmZqXJAmpmZmZmpckAAAAAAAKhyQAAAAAAAqHJAAAAAAACockBmZmZmZqZyQGZmZmZmpnJAZmZmZmamckBmZmZmZqZyQAAAAAAAqHJAAAAAAACockAAAAAAAKhyQJqZmZmZqXJAmpmZmZmpckCamZmZmalyQJqZmZmZqXJAMzMzMzOrckDNzMzMzKxyQM3MzMzMrHJAZmZmZmauckAAAAAAALByQGZmZmZmrnJAZmZmZmauckBmZmZmZq5yQAAAAAAAsHJAmpmZmZmxckAzMzMzM7NyQJqZmZmZsXJAmpmZmZmxckAAAAAAALByQAAAAAAAsHJAZmZmZmauckBmZmZmZq5yQM3MzMzMrHJAzczMzMysckAzMzMzM6tyQDMzMzMzq3JAMzMzMzOrckAzMzMzM6tyQJqZmZmZqXJAmpmZmZmpckCamZmZmalyQJqZmZmZqXJAmpmZmZmpckCamZmZmalyQJqZmZmZqXJAmpmZmZmpckAAAAAAAKhyQJqZmZmZqXJAAAAAAACockBmZmZmZqZyQGZmZmZmpnJAAAAAAACockCamZmZmalyQJqZmZmZqXJAmpmZmZmpckCamZmZmalyQJqZmZmZqXJAmpmZmZmpckAzMzMzM6tyQDMzMzMzq3JAMzMzMzOrckAzMzMzM6tyQDMzMzMzq3JAMzMzMzOrckCamZmZmalyQDMzMzMzq3JAMzMzMzOrckCamZmZmalyQJqZmZmZqXJAmpmZmZmpckAzMzMzM6tyQJqZmZmZqXJAAAAAAACockCamZmZmalyQAAAAAAAqHJAAAAAAACockAAAAAAAKhyQAAAAAAAqHJAAAAAAACockCamZmZmalyQGZmZmZmpnJAzczMzMykckBmZmZmZqZyQM3MzMzMpHJAZmZmZmamckBmZmZmZqZyQAAAAAAAqHJAZmZmZmamckBmZmZmZqZyQGZmZmZmpnJAAAAAAACockAAAAAAAKhyQGZmZmZmpnJAzczMzMykckDNzMzMzKRyQM3MzMzMpHJAzczMzMykckDNzMzMzKRyQGZmZmZmpnJAZmZmZmamckDNzMzMzKRyQGZmZmZmpnJAmpmZmZmpckAAAAAAAKhyQGZmZmZmpnJAZmZmZmamckBmZmZmZqZyQGZmZmZmpnJAZmZmZmamckBmZmZmZqZyQM3MzMzMpHJAZmZmZmamckDNzMzMzKRyQDMzMzMzo3JAMzMzMzOjckAzMzMzM6NyQM3MzMzMpHJAzczMzMykckDNzMzMzKRyQM3MzMzMpHJAzczMzMykckBmZmZmZqZyQM3MzMzMpHJAzczMzMykckDNzMzMzKRyQM3MzMzMpHJAzczMzMykckBmZmZmZqZyQGZmZmZmpnJAAAAAAACockAAAAAAAKhyQJqZmZmZqXJAmpmZmZmpckCamZmZmalyQJqZmZmZqXJAmpmZmZmpckCamZmZmalyQJqZmZmZqXJAAAAAAACockAAAAAAAKhyQJqZmZmZqXJAAAAAAACockBmZmZmZqZyQAAAAAAAqHJAAAAAAACockBmZmZmZqZyQGZmZmZmpnJAZmZmZmamckAAAAAAAKhyQM3MzMzMpHJAzczMzMykckAzMzMzM6NyQDMzMzMzo3JAmpmZmZmhckCamZmZmaFyQDMzMzMzo3JAMzMzMzOjckDNzMzMzKRyQM3MzMzMpHJAzczMzMykckDNzMzMzKRyQDMzMzMzo3JAmpmZmZmhckAAAAAAAKByQAAAAAAAoHJAAAAAAACgckBmZmZmZp5yQAAAAAAAoHJAZmZmZmaeckBmZmZmZp5yQGZmZmZmnnJAZmZmZmaeckAzMzMzM5tyQJqZmZmZmXJAmpmZmZmZckCamZmZmZlyQJqZmZmZmXJAmpmZmZmZckAAAAAAAJhyQGZmZmZmlnJAAAAAAACYckAAAAAAAJhyQAAAAAAAmHJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAzczMzMyUckBmZmZmZpZyQM3MzMzMlHJAzczMzMyUckBmZmZmZpZyQGZmZmZmlnJAAAAAAACYckBmZmZmZpZyQGZmZmZmlnJAAAAAAACYckAAAAAAAJhyQJqZmZmZmXJAmpmZmZmZckCamZmZmZlyQAAAAAAAmHJAZmZmZmaWckBmZmZmZpZyQM3MzMzMlHJAZmZmZmaWckAAAAAAAJhyQAAAAAAAmHJAAAAAAACYckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQAAAAAAAmHJAAAAAAACYckAAAAAAAJhyQJqZmZmZmXJAmpmZmZmZckCamZmZmZlyQDMzMzMzm3JAmpmZmZmZckCamZmZmZlyQJqZmZmZmXJAAAAAAACYckAAAAAAAJhyQAAAAAAAmHJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAAAAAAACYckAAAAAAAJhyQGZmZmZmlnJAzczMzMyUckDNzMzMzJRyQGZmZmZmlnJAzczMzMyUckBmZmZmZpZyQAAAAAAAmHJAAAAAAACYckCamZmZmZlyQAAAAAAAmHJAmpmZmZmZckCamZmZmZlyQAAAAAAAmHJAAAAAAACYckCamZmZmZlyQJqZmZmZmXJAAAAAAACYckAAAAAAAJhyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAzczMzMyUckBmZmZmZpZyQGZmZmZmlnJAzczMzMyUckDNzMzMzJRyQGZmZmZmlnJAZmZmZmaWckAAAAAAAJhyQGZmZmZmlnJAZmZmZmaWckAAAAAAAJhyQAAAAAAAmHJAAAAAAACYckCamZmZmZlyQAAAAAAAmHJAAAAAAACYckAAAAAAAJhyQAAAAAAAmHJAAAAAAACYckAAAAAAAJhyQAAAAAAAmHJAZmZmZmaWckBmZmZmZpZyQM3MzMzMlHJAzczMzMyUckDNzMzMzJRyQM3MzMzMlHJAzczMzMyUckAzMzMzM5NyQDMzMzMzk3JAMzMzMzOTckAzMzMzM5NyQDMzMzMzk3JAMzMzMzOTckAzMzMzM5NyQDMzMzMzk3JAmpmZmZmRckCamZmZmZFyQJqZmZmZkXJAmpmZmZmRckCamZmZmZFyQDMzMzMzk3JAMzMzMzOTckAzMzMzM5NyQDMzMzMzk3JAzczMzMyUckDNzMzMzJRyQM3MzMzMlHJAzczMzMyUckDNzMzMzJRyQDMzMzMzk3JAMzMzMzOTckCamZmZmZFyQDMzMzMzk3JAMzMzMzOTckAzMzMzM5NyQDMzMzMzk3JAmpmZmZmRckCamZmZmZFyQJqZmZmZkXJAMzMzMzOTckAzMzMzM5NyQDMzMzMzk3JAmpmZmZmRckCamZmZmZFyQJqZmZmZkXJAMzMzMzOTckAzMzMzM5NyQM3MzMzMlHJAMzMzMzOTckAzMzMzM5NyQDMzMzMzk3JAMzMzMzOTckCamZmZmZFyQDMzMzMzk3JAMzMzMzOTckAzMzMzM5NyQM3MzMzMlHJAzczMzMyUckAzMzMzM5NyQDMzMzMzk3JAzczMzMyUckAzMzMzM5NyQM3MzMzMlHJAzczMzMyUckDNzMzMzJRyQM3MzMzMlHJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckDNzMzMzJRyQM3MzMzMlHJAzczMzMyUckAzMzMzM5NyQM3MzMzMlHJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQAAAAAAAmHJAAAAAAACYckAAAAAAAJhyQAAAAAAAmHJAZmZmZmaWckAAAAAAAJhyQAAAAAAAmHJAAAAAAACYckBmZmZmZpZyQGZmZmZmlnJAAAAAAACYckAAAAAAAJhyQAAAAAAAmHJAZmZmZmaWckBmZmZmZpZyQAAAAAAAmHJAAAAAAACYckAAAAAAAJhyQJqZmZmZmXJAAAAAAACYckAAAAAAAJhyQAAAAAAAmHJAAAAAAACYckAAAAAAAJhyQAAAAAAAmHJAmpmZmZmZckAAAAAAAJhyQJqZmZmZmXJAAAAAAACYckAAAAAAAJhyQAAAAAAAmHJAAAAAAACYckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQM3MzMzMlHJAMzMzMzOTckAzMzMzM5NyQM3MzMzMlHJAzczMzMyUckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQAAAAAAAmHJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckDNzMzMzJRyQM3MzMzMlHJAMzMzMzOTckAzMzMzM5NyQJqZmZmZkXJAMzMzMzOTckDNzMzMzJRyQDMzMzMzk3JAzczMzMyUckBmZmZmZpZyQGZmZmZmlnJAzczMzMyUckBmZmZmZpZyQGZmZmZmlnJAzczMzMyUckDNzMzMzJRyQM3MzMzMlHJAMzMzMzOTckAzMzMzM5NyQM3MzMzMlHJAzczMzMyUckDNzMzMzJRyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQAAAAAAAmHJAAAAAAACYckBmZmZmZpZyQM3MzMzMlHJAzczMzMyUckDNzMzMzJRyQM3MzMzMlHJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAAAAAAACYckAAAAAAAJhyQAAAAAAAmHJAmpmZmZmZckAzMzMzM5tyQDMzMzMzm3JAMzMzMzObckAzMzMzM5tyQDMzMzMzm3JAMzMzMzObckAzMzMzM5tyQM3MzMzMnHJAZmZmZmaeckBmZmZmZp5yQGZmZmZmnnJAAAAAAACgckAAAAAAAKByQAAAAAAAoHJAZmZmZmaeckBmZmZmZp5yQGZmZmZmnnJAZmZmZmaeckBmZmZmZp5yQGZmZmZmnnJAZmZmZmaeckBmZmZmZp5yQAAAAAAAoHJAmpmZmZmhckCamZmZmaFyQJqZmZmZoXJAmpmZmZmhckCamZmZmaFyQAAAAAAAoHJAAAAAAACgckAAAAAAAKByQAAAAAAAoHJAZmZmZmaeckAAAAAAAKByQAAAAAAAoHJAZmZmZmaeckDNzMzMzJxyQDMzMzMzm3JAMzMzMzObckAzMzMzM5tyQDMzMzMzm3JAmpmZmZmZckAAAAAAAJhyQAAAAAAAmHJAZmZmZmaWckBmZmZmZpZyQM3MzMzMlHJAZmZmZmaWckDNzMzMzJRyQM3MzMzMlHJAzczMzMyUckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckDNzMzMzJRyQM3MzMzMlHJAMzMzMzOTckAzMzMzM5NyQJqZmZmZkXJAmpmZmZmRckCamZmZmZFyQDMzMzMzk3JAMzMzMzOTckDNzMzMzJRyQJqZmZmZkXJAmpmZmZmRckCamZmZmZFyQJqZmZmZkXJAMzMzMzOTckCamZmZmZFyQJqZmZmZkXJAmpmZmZmRckAAAAAAAJByQJqZmZmZkXJAMzMzMzOTckDNzMzMzJRyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQM3MzMzMlHJAzczMzMyUckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQM3MzMzMlHJAzczMzMyUckDNzMzMzJRyQM3MzMzMlHJAzczMzMyUckDNzMzMzJRyQGZmZmZmlnJAzczMzMyUckDNzMzMzJRyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQM3MzMzMlHJAMzMzMzOTckDNzMzMzJRyQM3MzMzMlHJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckDNzMzMzJRyQM3MzMzMlHJAzczMzMyUckDNzMzMzJRyQDMzMzMzk3JAMzMzMzOTckCamZmZmZFyQJqZmZmZkXJAmpmZmZmRckCamZmZmZFyQAAAAAAAkHJAAAAAAACQckBmZmZmZo5yQM3MzMzMjHJAzczMzMyMckDNzMzMzIxyQDMzMzMzi3JAMzMzMzOLckBmZmZmZo5yQGZmZmZmjnJAZmZmZmaOckAAAAAAAJByQAAAAAAAkHJAAAAAAACQckAAAAAAAJByQJqZmZmZkXJAmpmZmZmRckCamZmZmZFyQDMzMzMzk3JAMzMzMzOTckAzMzMzM5NyQDMzMzMzk3JAzczMzMyUckAzMzMzM5NyQDMzMzMzk3JAmpmZmZmRckAzMzMzM5NyQDMzMzMzk3JAmpmZmZmRckCamZmZmZFyQJqZmZmZkXJAAAAAAACQckAAAAAAAJByQJqZmZmZkXJAmpmZmZmRckCamZmZmZFyQDMzMzMzk3JAzczMzMyUckBmZmZmZpZyQGZmZmZmlnJAzczMzMyUckAzMzMzM5NyQDMzMzMzk3JAMzMzMzOTckAzMzMzM5NyQDMzMzMzk3JAMzMzMzOTckDNzMzMzJRyQM3MzMzMlHJAzczMzMyUckAzMzMzM5NyQM3MzMzMlHJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckAAAAAAAJhyQAAAAAAAmHJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAAAAAAACYckAAAAAAAJhyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQM3MzMzMlHJAzczMzMyUckDNzMzMzJRyQM3MzMzMlHJAzczMzMyUckDNzMzMzJRyQM3MzMzMlHJAzczMzMyUckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQM3MzMzMlHJAzczMzMyUckDNzMzMzJRyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAzczMzMyUckDNzMzMzJRyQM3MzMzMlHJAzczMzMyUckAzMzMzM5NyQDMzMzMzk3JAMzMzMzOTckAzMzMzM5NyQDMzMzMzk3JAMzMzMzOTckAzMzMzM5NyQDMzMzMzk3JAMzMzMzOTckCamZmZmZFyQJqZmZmZkXJAMzMzMzOTckCamZmZmZFyQAAAAAAAkHJAMzMzMzOTckAzMzMzM5NyQDMzMzMzk3JAzczMzMyUckAzMzMzM5NyQM3MzMzMlHJAzczMzMyUckDNzMzMzJRyQDMzMzMzk3JAzczMzMyUckAzMzMzM5NyQDMzMzMzk3JAMzMzMzOTckCamZmZmZFyQJqZmZmZkXJAmpmZmZmRckCamZmZmZFyQDMzMzMzk3JAMzMzMzOTckAzMzMzM5NyQM3MzMzMlHJAzczMzMyUckDNzMzMzJRyQM3MzMzMlHJAMzMzMzOTckDNzMzMzJRyQM3MzMzMlHJAzczMzMyUckDNzMzMzJRyQM3MzMzMlHJAzczMzMyUckDNzMzMzJRyQGZmZmZmlnJAzczMzMyUckBmZmZmZpZyQAAAAAAAmHJAAAAAAACYckAAAAAAAJhyQJqZmZmZmXJAmpmZmZmZckCamZmZmZlyQJqZmZmZmXJAmpmZmZmZckCamZmZmZlyQJqZmZmZmXJAmpmZmZmZckCamZmZmZlyQGZmZmZmlnJAZmZmZmaWckDNzMzMzJRyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQGZmZmZmlnJAZmZmZmaWckBmZmZmZpZyQAAAAAAAmHJAmpmZmZmZckCamZmZmZlyQJqZmZmZmXJAmpmZmZmZckAzMzMzM5tyQDMzMzMzm3JAMzMzMzObckAzMzMzM5tyQDMzMzMzm3JAmpmZmZmZckAAAAAAAJhyQAAAAAAAmHJAAAAAAACYckCamZmZmZlyQJqZmZmZmXJAAAAAAACYckCamZmZmZlyQJqZmZmZmXJAMzMzMzObckCamZmZmZlyQAAAAAAAmHJAAAAAAACYckCamZmZmZlyQAAAAAAAmHJAAAAAAACYckAAAAAAAJhyQAAAAAAAmHJAAAAAAACYckAAAAAAAJhyQGZmZmZmlnJAAAAAAACYckAAAAAAAJhyQAAAAAAAmHJAmpmZmZmZckCamZmZmZlyQJqZmZmZmXJAmpmZmZmZckCamZmZmZlyQJqZmZmZmXJAmpmZmZmZckAzMzMzM5tyQDMzMzMzm3JAMzMzMzObckAzMzMzM5tyQM3MzMzMnHJAzczMzMycckDNzMzMzJxyQM3MzMzMnHJAZmZmZmaeckDNzMzMzJxyQGZmZmZmnnJAZmZmZmaeckBmZmZmZp5yQM3MzMzMnHJAZmZmZmaeckAAAAAAAKByQGZmZmZmnnJAZmZmZmaeckBmZmZmZp5yQGZmZmZmnnJAZmZmZmaeckAAAAAAAKByQGZmZmZmnnJAZmZmZmaeckBmZmZmZp5yQGZmZmZmnnJAZmZmZmaeckAAAAAAAKByQGZmZmZmnnJAZmZmZmaeckBmZmZmZp5yQGZmZmZmnnJAzczMzMycckDNzMzMzJxyQM3MzMzMnHJAzczMzMycckDNzMzMzJxyQGZmZmZmnnJAZmZmZmaeckAAAAAAAKByQAAAAAAAoHJAZmZmZmaeckAAAAAAAKByQAAAAAAAoHJAAAAAAACgckAAAAAAAKByQGZmZmZmnnJAMzMzMzObckDNzMzMzJxyQDMzMzMzm3JAMzMzMzObckDNzMzMzJxyQM3MzMzMnHJAZmZmZmaeckBmZmZmZp5yQGZmZmZmnnJAAAAAAACgckAAAAAAAKByQAAAAAAAoHJAmpmZmZmhckCamZmZmaFyQDMzMzMzo3JAMzMzMzOjckAzMzMzM6NyQM3MzMzMpHJAzczMzMykckAzMzMzM6NyQJqZmZmZoXJAmpmZmZmhckAzMzMzM6NyQDMzMzMzo3JAmpmZmZmhckCamZmZmaFyQDMzMzMzo3JAzczMzMykckDNzMzMzKRyQM3MzMzMpHJAzczMzMykckDNzMzMzKRyQM3MzMzMpHJAzczMzMykckDNzMzMzKRyQDMzMzMzo3JAmpmZmZmhckAzMzMzM6NyQM3MzMzMpHJAMzMzMzOjckAzMzMzM6NyQM3MzMzMpHJAzczMzMykckAzMzMzM6NyQDMzMzMzo3JAzczMzMykckDNzMzMzKRyQM3MzMzMpHJAzczMzMykckDNzMzMzKRyQDMzMzMzo3JAMzMzMzOjckAzMzMzM6NyQDMzMzMzo3JAMzMzMzOjckAzMzMzM6NyQDMzMzMzo3JAMzMzMzOjckAzMzMzM6NyQDMzMzMzo3JAmpmZmZmhckAzMzMzM6NyQDMzMzMzo3JAMzMzMzOjckAzMzMzM6NyQDMzMzMzo3JAMzMzMzOjckDNzMzMzKRyQDMzMzMzo3JAMzMzMzOjckAzMzMzM6NyQDMzMzMzo3JAMzMzMzOjckAzMzMzM6NyQDMzMzMzo3JAMzMzMzOjckAzMzMzM6NyQM3MzMzMpHJAmpmZmZmhckAzMzMzM6NyQDMzMzMzo3JAmpmZmZmhckCamZmZmaFyQJqZmZmZoXJAmpmZmZmhckCamZmZmaFyQJqZmZmZoXJAMzMzMzOjckDNzMzMzKRyQM3MzMzMpHJAzczMzMykckDNzMzMzKRyQGZmZmZmpnJAzczMzMykckBmZmZmZqZyQGZmZmZmpnJAAAAAAACockAAAAAAAKhyQAAAAAAAqHJAAAAAAACockAAAAAAAKhyQAAAAAAAqHJAAAAAAACockAAAAAAAKhyQGZmZmZmpnJAZmZmZmamckAAAAAAAKhyQJqZmZmZqXJAmpmZmZmpckCamZmZmalyQJqZmZmZqXJAAAAAAACockAAAAAAAKhyQAAAAAAAqHJAZmZmZmamckBmZmZmZqZyQAAAAAAAqHJAAAAAAACockBmZmZmZqZyQGZmZmZmpnJAAAAAAACockAAAAAAAKhyQAAAAAAAqHJAAAAAAACockBmZmZmZqZyQM3MzMzMpHJAzczMzMykckDNzMzMzKRyQDMzMzMzo3JAMzMzMzOjckAzMzMzM6NyQDMzMzMzo3JAMzMzMzOjckAzMzMzM6NyQDMzMzMzo3JAzczMzMykckAzMzMzM6NyQDMzMzMzo3JAMzMzMzOjckDNzMzMzKRyQM3MzMzMpHJAzczMzMykckAzMzMzM6NyQJqZmZmZoXJAAAAAAACgckAAAAAAAKByQAAAAAAAoHJAZmZmZmaeckBmZmZmZp5yQAAAAAAAoHJAAAAAAACgckBmZmZmZp5yQDMzMzMzm3JAMzMzMzObckAzMzMzM5tyQDMzMzMzm3JAMzMzMzObckAzMzMzM5tyQM3MzMzMnHJ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-         "xaxis": "x",
-         "y": {
-          "dtype": "f8",
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"
      },
      "metadata": {},
      "output_type": "display_data",
@@ -7540,318 +1629,312 @@
      }
     }
    ],
-   "execution_count": 119
+   "execution_count": 146
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:17.091487Z",
-     "start_time": "2025-12-02T07:41:16.933243Z"
+     "end_time": "2025-12-26T09:04:19.631858Z",
+     "start_time": "2025-12-26T09:04:19.612893Z"
     }
    },
    "cell_type": "code",
-   "source": "sns.histplot(df, x = \"air_temperature\", y = \"process_temperature\", hue = \"target\")",
-   "id": "d4ba55c3cec96550",
+   "source": "df['machine_failure'].value_counts(normalize=True)\n",
+   "id": "859acb4b776188d5",
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<Axes: xlabel='air_temperature', ylabel='process_temperature'>"
+       "machine_failure\n",
+       "0    0.979154\n",
+       "1    0.020846\n",
+       "Name: proportion, dtype: float64"
       ]
      },
-     "execution_count": 120,
+     "execution_count": 147,
      "metadata": {},
      "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
-      ],
-      "image/png": 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"
-     },
-     "metadata": {},
-     "output_type": "display_data",
-     "jetTransient": {
-      "display_id": null
-     }
     }
    ],
-   "execution_count": 120
+   "execution_count": 147
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:13:25.322079Z",
-     "start_time": "2025-12-02T07:13:25.304345Z"
+     "end_time": "2025-12-26T07:17:49.069588Z",
+     "start_time": "2025-12-26T07:17:49.056681Z"
     }
    },
    "cell_type": "markdown",
-   "source": [
-    "### Realationship between Air Temperture and Process Temperature\n",
-    "\n",
-    "H0: There is no statistical relationship between Air Temperture and Process Temperature (correlation == 0)\n",
-    "\n",
-    "H1: There is a statistical relationship between Air Temperture and Process Temperature (correlation != 0)"
-   ],
-   "id": "2f65a82eb57aa834"
+   "source": "#### Outlier Detection (IQR)",
+   "id": "914d97a2008d8913"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:17.106900Z",
-     "start_time": "2025-12-02T07:41:17.097348Z"
+     "end_time": "2025-12-26T09:04:20.211299Z",
+     "start_time": "2025-12-26T09:04:20.203341Z"
     }
    },
    "cell_type": "code",
    "source": [
-    "x = df_phyical_factors[\"air_temperature\"]\n",
-    "y = df_phyical_factors[\"process_temperature\"]"
+    "numeric_features = df.select_dtypes(include=np.number).columns.tolist()\n",
+    "numeric_features.remove('machine_failure')"
    ],
-   "id": "696e6742831495bc",
+   "id": "6d08a44ca4b0fe1",
    "outputs": [],
-   "execution_count": 121
+   "execution_count": 148
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:17.122233Z",
-     "start_time": "2025-12-02T07:41:17.113275Z"
+     "end_time": "2025-12-26T09:04:21.416995Z",
+     "start_time": "2025-12-26T09:04:21.405288Z"
     }
    },
    "cell_type": "code",
    "source": [
-    "corr, p_value = pearsonr(x,y)\n",
-    "print(corr, p_value)"
+    "Q1 = df[numeric_features].quantile(0.25)\n",
+    "Q3 = df[numeric_features].quantile(0.75)"
    ],
-   "id": "2b8b6c90e6a8d24",
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "0.8761071581166642 0.0\n"
-     ]
+   "id": "2860e75ca2b2c233",
+   "outputs": [],
+   "execution_count": 149
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:04:23.150138Z",
+     "start_time": "2025-12-26T09:04:23.131516Z"
     }
-   ],
-   "execution_count": 122
+   },
+   "cell_type": "code",
+   "source": "IQR = Q3-Q1",
+   "id": "e69384938d1fc1a0",
+   "outputs": [],
+   "execution_count": 150
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:17.137891Z",
-     "start_time": "2025-12-02T07:41:17.129250Z"
+     "end_time": "2025-12-26T09:04:44.795155Z",
+     "start_time": "2025-12-26T09:04:44.787816Z"
     }
    },
    "cell_type": "code",
-   "source": [
-    "if p_value < 0.05:\n",
-    "    print(\"Reject H0: Significant relationship exists\")\n",
-    "else:\n",
-    "    print(\"Fail to reject H0: No significant relationship\")"
-   ],
-   "id": "72082675f08870ae",
+   "source": "numeric_features",
+   "id": "a2e870b29fb38e15",
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Reject H0: Significant relationship exists\n"
-     ]
+     "data": {
+      "text/plain": [
+       "['air_temperature',\n",
+       " 'process_temperature',\n",
+       " 'rotational_speed',\n",
+       " 'torque',\n",
+       " 'tool_wear']"
+      ]
+     },
+     "execution_count": 152,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
-   "execution_count": 123
+   "execution_count": 152
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:15:37.375045Z",
-     "start_time": "2025-12-02T07:15:37.370257Z"
+     "end_time": "2025-12-26T09:05:20.792516Z",
+     "start_time": "2025-12-26T09:05:20.776292Z"
     }
    },
-   "cell_type": "markdown",
-   "source": "#### There is a **statistical relationship** between Air Temperture and Process Temperature",
-   "id": "5e8a44abd7ddfdee"
+   "cell_type": "code",
+   "source": "outlier_count = ((df[numeric_features] < (Q1 -1.5 * IQR)) | (df[numeric_features] > Q3 + 1.5 * IQR) ).sum()",
+   "id": "10798cdb90580284",
+   "outputs": [],
+   "execution_count": 153
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:17.169116Z",
-     "start_time": "2025-12-02T07:41:17.147432Z"
+     "end_time": "2025-12-26T09:05:24.150554Z",
+     "start_time": "2025-12-26T09:05:24.142216Z"
     }
    },
    "cell_type": "code",
-   "source": [
-    "df_temp = df[[\"air_temperature\", \"process_temperature\", \"failure_type\", \"target\"]]\n",
-    "df_temp.head(10)"
-   ],
-   "id": "deb3b0b7fb71fc1c",
+   "source": "outlier_count",
+   "id": "a1f4b8fcd70555f6",
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "   air_temperature  process_temperature failure_type  target\n",
-       "0            298.1                308.6   No Failure       0\n",
-       "1            298.2                308.7   No Failure       0\n",
-       "2            298.1                308.5   No Failure       0\n",
-       "3            298.2                308.6   No Failure       0\n",
-       "4            298.2                308.7   No Failure       0\n",
-       "5            298.1                308.6   No Failure       0\n",
-       "6            298.1                308.6   No Failure       0\n",
-       "7            298.1                308.6   No Failure       0\n",
-       "8            298.3                308.7   No Failure       0\n",
-       "9            298.5                309.0   No Failure       0"
-      ],
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>air_temperature</th>\n",
-       "      <th>process_temperature</th>\n",
-       "      <th>failure_type</th>\n",
-       "      <th>target</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>298.2</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.5</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>298.2</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>298.2</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>298.3</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>298.5</td>\n",
-       "      <td>309.0</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
+       "air_temperature        21\n",
+       "process_temperature    18\n",
+       "rotational_speed       73\n",
+       "torque                 17\n",
+       "tool_wear              10\n",
+       "dtype: int64"
       ]
      },
-     "execution_count": 124,
+     "execution_count": 154,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 124
+   "execution_count": 154
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "#### Outlier Treatment (Capping)",
+   "id": "ae940bc68a225457"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:17.201752Z",
-     "start_time": "2025-12-02T07:41:17.179128Z"
+     "end_time": "2025-12-26T09:05:34.082763Z",
+     "start_time": "2025-12-26T09:05:34.059386Z"
     }
    },
    "cell_type": "code",
    "source": [
-    "df_temp[\"temperature_diff\"] = df_temp[\"process_temperature\"] - df_temp[\"air_temperature\"]\n",
-    "df_temp.head(10)"
+    "for col in numeric_features:\n",
+    "    lower = Q1[col] - 1.5 * IQR[col]\n",
+    "    upper = Q3[col] + 1.5 * IQR[col]\n",
+    "    df[col] = np.clip(df[col], lower, upper)"
    ],
-   "id": "5539108a29b77d45",
+   "id": "60e8012518fe6a00",
+   "outputs": [],
+   "execution_count": 155
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T07:34:02.310124Z",
+     "start_time": "2025-12-26T07:34:02.305398Z"
+    }
+   },
+   "cell_type": "markdown",
+   "source": "#### Correlation & Multicollinearity",
+   "id": "1ee8ed97afe604ae"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:05:35.724692Z",
+     "start_time": "2025-12-26T09:05:35.495265Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "plt.figure(figsize=(12,8))\n",
+    "sns.heatmap(df[numeric_attr.columns].corr(), annot=True, cmap='coolwarm')\n",
+    "plt.show()"
+   ],
+   "id": "488783c63cb6e1a2",
    "outputs": [
     {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "C:\\Users\\Debesh Pramanick\\AppData\\Local\\Temp\\ipykernel_25236\\2182184859.py:1: SettingWithCopyWarning:\n",
-      "\n",
-      "\n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
-      "\n"
-     ]
-    },
+     "data": {
+      "text/plain": [
+       "<Figure size 1200x800 with 2 Axes>"
+      ],
+      "image/png": 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"
+     },
+     "metadata": {},
+     "output_type": "display_data",
+     "jetTransient": {
+      "display_id": null
+     }
+    }
+   ],
+   "execution_count": 156
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:05:35.756422Z",
+     "start_time": "2025-12-26T09:05:35.739547Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "df['machine_failure'].value_counts(normalize=True)\n",
+   "id": "757d35485cf59d2d",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "machine_failure\n",
+       "0    0.979154\n",
+       "1    0.020846\n",
+       "Name: proportion, dtype: float64"
+      ]
+     },
+     "execution_count": 157,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 157
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "#### VIF (Multicollinearity Check)",
+   "id": "9a063a56beef917d"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:05:36.099712Z",
+     "start_time": "2025-12-26T09:05:36.084380Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "X_vif = df[numeric_attr.columns].drop(columns='machine_failure')",
+   "id": "d0fec7bd8be8c6bb",
+   "outputs": [],
+   "execution_count": 158
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:05:36.285388Z",
+     "start_time": "2025-12-26T09:05:36.276762Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "vif = pd.DataFrame({\n",
+    "    \"Feature\": X_vif.columns,\n",
+    "    \"VIF\": [variance_inflation_factor(X_vif.values, i)\n",
+    "            for i in range(X_vif.shape[1])]\n",
+    "})"
+   ],
+   "id": "c69c50ddc365dbf4",
+   "outputs": [],
+   "execution_count": 159
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:05:36.471836Z",
+     "start_time": "2025-12-26T09:05:36.463423Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "vif",
+   "id": "81d7e0d5b4b22835",
+   "outputs": [
     {
      "data": {
       "text/plain": [
-       "   air_temperature  process_temperature failure_type  target  temperature_diff\n",
-       "0            298.1                308.6   No Failure       0              10.5\n",
-       "1            298.2                308.7   No Failure       0              10.5\n",
-       "2            298.1                308.5   No Failure       0              10.4\n",
-       "3            298.2                308.6   No Failure       0              10.4\n",
-       "4            298.2                308.7   No Failure       0              10.5\n",
-       "5            298.1                308.6   No Failure       0              10.5\n",
-       "6            298.1                308.6   No Failure       0              10.5\n",
-       "7            298.1                308.6   No Failure       0              10.5\n",
-       "8            298.3                308.7   No Failure       0              10.4\n",
-       "9            298.5                309.0   No Failure       0              10.5"
+       "               Feature           VIF\n",
+       "0      air_temperature  67590.412540\n",
+       "1  process_temperature  67847.984652\n",
+       "2     rotational_speed    438.830257\n",
+       "3               torque     69.886666\n",
+       "4            tool_wear      3.612584"
       ],
       "text/html": [
        "<div>\n",
@@ -7872,138 +1955,110 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>air_temperature</th>\n",
-       "      <th>process_temperature</th>\n",
-       "      <th>failure_type</th>\n",
-       "      <th>target</th>\n",
-       "      <th>temperature_diff</th>\n",
+       "      <th>Feature</th>\n",
+       "      <th>VIF</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10.5</td>\n",
+       "      <td>air_temperature</td>\n",
+       "      <td>67590.412540</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>298.2</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10.5</td>\n",
+       "      <td>process_temperature</td>\n",
+       "      <td>67847.984652</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.5</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10.4</td>\n",
+       "      <td>rotational_speed</td>\n",
+       "      <td>438.830257</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>298.2</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10.4</td>\n",
+       "      <td>torque</td>\n",
+       "      <td>69.886666</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>298.2</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>298.1</td>\n",
-       "      <td>308.6</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10.5</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>298.3</td>\n",
-       "      <td>308.7</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10.4</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>298.5</td>\n",
-       "      <td>309.0</td>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>0</td>\n",
-       "      <td>10.5</td>\n",
+       "      <td>tool_wear</td>\n",
+       "      <td>3.612584</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ]
      },
-     "execution_count": 125,
+     "execution_count": 160,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 125
+   "execution_count": 160
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": [
+    "- This justifies PCA\n",
+    "- This explains why tree models work better\n",
+    "- This invalidates Linear / Logistic coefficients interpretation"
+   ],
+   "id": "89d724b5bf554969"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T08:13:35.637054Z",
+     "start_time": "2025-12-26T08:13:35.624062Z"
+    }
+   },
+   "cell_type": "markdown",
+   "source": "### FEATURE ENGINEERING",
+   "id": "d57ef144dd3f1321"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T08:21:38.052359Z",
+     "start_time": "2025-12-26T08:21:38.042509Z"
+    }
+   },
+   "cell_type": "markdown",
+   "source": "#### Encoding the categorical attribute",
+   "id": "92c0932bffc5e48"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:47:56.128686Z",
-     "start_time": "2025-12-02T07:47:56.115575Z"
+     "end_time": "2025-12-26T09:05:37.002108Z",
+     "start_time": "2025-12-26T09:05:36.982914Z"
     }
    },
    "cell_type": "code",
    "source": [
-    "df_temp_failure = df_temp.loc[\n",
-    "    (df_temp[\"target\"] == 1) & (df_temp[\"failure_type\"] == \"Heat Dissipation Failure\"),\n",
-    "    [\"temperature_diff\", \"failure_type\", \"target\"]\n",
-    "]\n",
-    "\n",
-    "df_temp_failure.head(10)\n"
+    "df_encoded = pd.get_dummies(df, columns=[\"type\"], drop_first=True)\n",
+    "df_encoded.head()"
    ],
-   "id": "eb8e879f7eeae22a",
+   "id": "dc0c144f6e3a394",
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "      temperature_diff              failure_type  target\n",
-       "3236               8.6  Heat Dissipation Failure       1\n",
-       "3760               8.6  Heat Dissipation Failure       1\n",
-       "3787               8.5  Heat Dissipation Failure       1\n",
-       "3793               8.6  Heat Dissipation Failure       1\n",
-       "3806               8.6  Heat Dissipation Failure       1\n",
-       "3814               8.5  Heat Dissipation Failure       1\n",
-       "3829               8.6  Heat Dissipation Failure       1\n",
-       "4078               8.6  Heat Dissipation Failure       1\n",
-       "4080               8.4  Heat Dissipation Failure       1\n",
-       "4081               8.4  Heat Dissipation Failure       1"
+       "   air_temperature  process_temperature  rotational_speed  torque  tool_wear  \\\n",
+       "0            300.8                310.3            1538.0    36.1        198   \n",
+       "1            296.3                307.3            1368.0    49.5         10   \n",
+       "2            298.6                309.1            1339.0    51.1         34   \n",
+       "3            302.4                311.1            1634.0    34.2        184   \n",
+       "4            297.9                307.7            1546.0    37.6         72   \n",
+       "\n",
+       "   machine_failure  type_L  type_M  \n",
+       "0                0    True   False  \n",
+       "1                0   False    True  \n",
+       "2                0   False    True  \n",
+       "3                0    True   False  \n",
+       "4                0    True   False  "
       ],
       "text/html": [
        "<div>\n",
@@ -8024,117 +2079,147 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>temperature_diff</th>\n",
-       "      <th>failure_type</th>\n",
-       "      <th>target</th>\n",
+       "      <th>air_temperature</th>\n",
+       "      <th>process_temperature</th>\n",
+       "      <th>rotational_speed</th>\n",
+       "      <th>torque</th>\n",
+       "      <th>tool_wear</th>\n",
+       "      <th>machine_failure</th>\n",
+       "      <th>type_L</th>\n",
+       "      <th>type_M</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>3236</th>\n",
-       "      <td>8.6</td>\n",
-       "      <td>Heat Dissipation Failure</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3760</th>\n",
-       "      <td>8.6</td>\n",
-       "      <td>Heat Dissipation Failure</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3787</th>\n",
-       "      <td>8.5</td>\n",
-       "      <td>Heat Dissipation Failure</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3793</th>\n",
-       "      <td>8.6</td>\n",
-       "      <td>Heat Dissipation Failure</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3806</th>\n",
-       "      <td>8.6</td>\n",
-       "      <td>Heat Dissipation Failure</td>\n",
-       "      <td>1</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3814</th>\n",
-       "      <td>8.5</td>\n",
-       "      <td>Heat Dissipation Failure</td>\n",
-       "      <td>1</td>\n",
+       "      <th>0</th>\n",
+       "      <td>300.8</td>\n",
+       "      <td>310.3</td>\n",
+       "      <td>1538.0</td>\n",
+       "      <td>36.1</td>\n",
+       "      <td>198</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3829</th>\n",
-       "      <td>8.6</td>\n",
-       "      <td>Heat Dissipation Failure</td>\n",
-       "      <td>1</td>\n",
+       "      <th>1</th>\n",
+       "      <td>296.3</td>\n",
+       "      <td>307.3</td>\n",
+       "      <td>1368.0</td>\n",
+       "      <td>49.5</td>\n",
+       "      <td>10</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4078</th>\n",
-       "      <td>8.6</td>\n",
-       "      <td>Heat Dissipation Failure</td>\n",
-       "      <td>1</td>\n",
+       "      <th>2</th>\n",
+       "      <td>298.6</td>\n",
+       "      <td>309.1</td>\n",
+       "      <td>1339.0</td>\n",
+       "      <td>51.1</td>\n",
+       "      <td>34</td>\n",
+       "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4080</th>\n",
-       "      <td>8.4</td>\n",
-       "      <td>Heat Dissipation Failure</td>\n",
-       "      <td>1</td>\n",
+       "      <th>3</th>\n",
+       "      <td>302.4</td>\n",
+       "      <td>311.1</td>\n",
+       "      <td>1634.0</td>\n",
+       "      <td>34.2</td>\n",
+       "      <td>184</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4081</th>\n",
-       "      <td>8.4</td>\n",
-       "      <td>Heat Dissipation Failure</td>\n",
-       "      <td>1</td>\n",
+       "      <th>4</th>\n",
+       "      <td>297.9</td>\n",
+       "      <td>307.7</td>\n",
+       "      <td>1546.0</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>72</td>\n",
+       "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ]
      },
-     "execution_count": 136,
+     "execution_count": 161,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 136
+   "execution_count": 161
   },
   {
-   "metadata": {},
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:05:37.175779Z",
+     "start_time": "2025-12-26T09:05:37.167493Z"
+    }
+   },
    "cell_type": "code",
-   "outputs": [],
-   "execution_count": null,
-   "source": "",
-   "id": "44b5cdc843caf3fa"
+   "source": "df_encoded.machine_failure.value_counts()",
+   "id": "5f8186bca4bc4ae4",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "machine_failure\n",
+       "0    1597\n",
+       "1      34\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 162,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 162
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "#### Feature Creation",
+   "id": "e38aac4a5a60c720"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:50:46.755683Z",
-     "start_time": "2025-12-02T07:50:46.740514Z"
+     "end_time": "2025-12-26T09:05:37.566481Z",
+     "start_time": "2025-12-26T09:05:37.542825Z"
     }
    },
    "cell_type": "code",
-   "source": "df_temp.loc[df_temp[\"target\"] == 0, [\"failure_type\", \"temperature_diff\", \"target\"]].head(10)",
-   "id": "65e86fe4646083b0",
+   "source": [
+    "df_encoded[\"temp_diff\"] = (df_encoded[\"air_temperature\"] - df_encoded[\"process_temperature\"])\n",
+    "df_encoded.head()"
+   ],
+   "id": "fcd7a6b8cf94a7cc",
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "  failure_type  temperature_diff  target\n",
-       "0   No Failure              10.5       0\n",
-       "1   No Failure              10.5       0\n",
-       "2   No Failure              10.4       0\n",
-       "3   No Failure              10.4       0\n",
-       "4   No Failure              10.5       0\n",
-       "5   No Failure              10.5       0\n",
-       "6   No Failure              10.5       0\n",
-       "7   No Failure              10.5       0\n",
-       "8   No Failure              10.4       0\n",
-       "9   No Failure              10.5       0"
+       "   air_temperature  process_temperature  rotational_speed  torque  tool_wear  \\\n",
+       "0            300.8                310.3            1538.0    36.1        198   \n",
+       "1            296.3                307.3            1368.0    49.5         10   \n",
+       "2            298.6                309.1            1339.0    51.1         34   \n",
+       "3            302.4                311.1            1634.0    34.2        184   \n",
+       "4            297.9                307.7            1546.0    37.6         72   \n",
+       "\n",
+       "   machine_failure  type_L  type_M  temp_diff  \n",
+       "0                0    True   False       -9.5  \n",
+       "1                0   False    True      -11.0  \n",
+       "2                0   False    True      -10.5  \n",
+       "3                0    True   False       -8.7  \n",
+       "4                0    True   False       -9.8  "
       ],
       "text/html": [
        "<div>\n",
@@ -8155,249 +2240,4389 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>failure_type</th>\n",
-       "      <th>temperature_diff</th>\n",
-       "      <th>target</th>\n",
+       "      <th>air_temperature</th>\n",
+       "      <th>process_temperature</th>\n",
+       "      <th>rotational_speed</th>\n",
+       "      <th>torque</th>\n",
+       "      <th>tool_wear</th>\n",
+       "      <th>machine_failure</th>\n",
+       "      <th>type_L</th>\n",
+       "      <th>type_M</th>\n",
+       "      <th>temp_diff</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>10.5</td>\n",
+       "      <td>300.8</td>\n",
+       "      <td>310.3</td>\n",
+       "      <td>1538.0</td>\n",
+       "      <td>36.1</td>\n",
+       "      <td>198</td>\n",
        "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-9.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>10.5</td>\n",
+       "      <td>296.3</td>\n",
+       "      <td>307.3</td>\n",
+       "      <td>1368.0</td>\n",
+       "      <td>49.5</td>\n",
+       "      <td>10</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>-11.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>10.4</td>\n",
+       "      <td>298.6</td>\n",
+       "      <td>309.1</td>\n",
+       "      <td>1339.0</td>\n",
+       "      <td>51.1</td>\n",
+       "      <td>34</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>-10.5</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>10.4</td>\n",
+       "      <td>302.4</td>\n",
+       "      <td>311.1</td>\n",
+       "      <td>1634.0</td>\n",
+       "      <td>34.2</td>\n",
+       "      <td>184</td>\n",
        "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-8.7</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>10.5</td>\n",
+       "      <td>297.9</td>\n",
+       "      <td>307.7</td>\n",
+       "      <td>1546.0</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>72</td>\n",
        "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-9.8</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ]
+     },
+     "execution_count": 163,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 163
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:05:37.770912Z",
+     "start_time": "2025-12-26T09:05:37.749315Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "df_encoded[\"power\"] = (df_encoded[\"torque\"] * df_encoded[\"rotational_speed\"])\n",
+    "df_encoded.head()"
+   ],
+   "id": "5fc1200231456b5",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "   air_temperature  process_temperature  rotational_speed  torque  tool_wear  \\\n",
+       "0            300.8                310.3            1538.0    36.1        198   \n",
+       "1            296.3                307.3            1368.0    49.5         10   \n",
+       "2            298.6                309.1            1339.0    51.1         34   \n",
+       "3            302.4                311.1            1634.0    34.2        184   \n",
+       "4            297.9                307.7            1546.0    37.6         72   \n",
+       "\n",
+       "   machine_failure  type_L  type_M  temp_diff    power  \n",
+       "0                0    True   False       -9.5  55521.8  \n",
+       "1                0   False    True      -11.0  67716.0  \n",
+       "2                0   False    True      -10.5  68422.9  \n",
+       "3                0    True   False       -8.7  55882.8  \n",
+       "4                0    True   False       -9.8  58129.6  "
+      ],
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>air_temperature</th>\n",
+       "      <th>process_temperature</th>\n",
+       "      <th>rotational_speed</th>\n",
+       "      <th>torque</th>\n",
+       "      <th>tool_wear</th>\n",
+       "      <th>machine_failure</th>\n",
+       "      <th>type_L</th>\n",
+       "      <th>type_M</th>\n",
+       "      <th>temp_diff</th>\n",
+       "      <th>power</th>\n",
        "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>10.5</td>\n",
+       "      <th>0</th>\n",
+       "      <td>300.8</td>\n",
+       "      <td>310.3</td>\n",
+       "      <td>1538.0</td>\n",
+       "      <td>36.1</td>\n",
+       "      <td>198</td>\n",
        "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-9.5</td>\n",
+       "      <td>55521.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>10.5</td>\n",
+       "      <th>1</th>\n",
+       "      <td>296.3</td>\n",
+       "      <td>307.3</td>\n",
+       "      <td>1368.0</td>\n",
+       "      <td>49.5</td>\n",
+       "      <td>10</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>-11.0</td>\n",
+       "      <td>67716.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>10.5</td>\n",
+       "      <th>2</th>\n",
+       "      <td>298.6</td>\n",
+       "      <td>309.1</td>\n",
+       "      <td>1339.0</td>\n",
+       "      <td>51.1</td>\n",
+       "      <td>34</td>\n",
        "      <td>0</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>-10.5</td>\n",
+       "      <td>68422.9</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>10.4</td>\n",
+       "      <th>3</th>\n",
+       "      <td>302.4</td>\n",
+       "      <td>311.1</td>\n",
+       "      <td>1634.0</td>\n",
+       "      <td>34.2</td>\n",
+       "      <td>184</td>\n",
        "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-8.7</td>\n",
+       "      <td>55882.8</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>No Failure</td>\n",
-       "      <td>10.5</td>\n",
+       "      <th>4</th>\n",
+       "      <td>297.9</td>\n",
+       "      <td>307.7</td>\n",
+       "      <td>1546.0</td>\n",
+       "      <td>37.6</td>\n",
+       "      <td>72</td>\n",
        "      <td>0</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>-9.8</td>\n",
+       "      <td>58129.6</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ]
      },
-     "execution_count": 140,
+     "execution_count": 164,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 140
+   "execution_count": 164
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "#### Feature target split",
+   "id": "87a50b0b73e36c7d"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:05:38.146416Z",
+     "start_time": "2025-12-26T09:05:38.140737Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "X = df_encoded.drop(columns=\"machine_failure\")\n",
+    "y = df_encoded[\"machine_failure\"]"
+   ],
+   "id": "c405ac6091c95856",
+   "outputs": [],
+   "execution_count": 165
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "#### Scaling",
+   "id": "d1e0b0933b534345"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:48:51.856233Z",
-     "start_time": "2025-12-02T07:48:51.836789Z"
+     "end_time": "2025-12-26T09:05:38.567088Z",
+     "start_time": "2025-12-26T09:05:38.550428Z"
     }
    },
    "cell_type": "code",
-   "source": "df_temp_failure[\"temperature_diff\"].mean()\n",
-   "id": "6f0a988b0d16fc59",
+   "source": "y.value_counts(normalize=True)\n",
+   "id": "2d568b0135ee418",
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "8.23125"
+       "machine_failure\n",
+       "0    0.979154\n",
+       "1    0.020846\n",
+       "Name: proportion, dtype: float64"
       ]
      },
-     "execution_count": 138,
+     "execution_count": 166,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 138
+   "execution_count": 166
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:49:40.750177Z",
-     "start_time": "2025-12-02T07:49:40.730213Z"
+     "end_time": "2025-12-26T09:05:38.768596Z",
+     "start_time": "2025-12-26T09:05:38.759543Z"
     }
    },
    "cell_type": "code",
-   "source": "df_temp.loc[df_temp[\"target\"] == 0, [\"temperature_diff\"]].mean()",
-   "id": "f01d64e5cc4264af",
+   "source": "df['machine_failure'].value_counts(normalize=True)\n",
+   "id": "6399169fceddb834",
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "temperature_diff    10.021571\n",
-       "dtype: float64"
+       "machine_failure\n",
+       "0    0.979154\n",
+       "1    0.020846\n",
+       "Name: proportion, dtype: float64"
       ]
      },
-     "execution_count": 139,
+     "execution_count": 167,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 139
+   "execution_count": 167
   },
   {
-   "metadata": {},
-   "cell_type": "markdown",
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:05:38.955930Z",
+     "start_time": "2025-12-26T09:05:38.940583Z"
+    }
+   },
+   "cell_type": "code",
    "source": [
-    "Inferences:\n",
-    "- Normally, the process temperature is about 10 K higher than air temperature (as per dataset generation rules).\n",
-    "\n",
-    "- When the difference shrinks (closer to ~8 K instead of ~10 K), it may indicate poor heat dissipation.\n",
-    "\n",
-    "- This aligns with the idea that Heat Dissipation Failures occur when the machine cannot maintain the expected temperature gap."
+    "scaler = StandardScaler()\n",
+    "X_scaled = scaler.fit_transform(X)"
    ],
-   "id": "c0d67d9d78362eb1"
+   "id": "618568e022b3b605",
+   "outputs": [],
+   "execution_count": 168
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:41:18.059628Z",
-     "start_time": "2025-12-02T07:41:18.048605Z"
+     "end_time": "2025-12-26T09:05:39.145183Z",
+     "start_time": "2025-12-26T09:05:39.124813Z"
     }
    },
-   "cell_type": "markdown",
-   "source": "#### Is smaller temperature difference is a cause of failure (machine overheats because heat isn’t dissipated properly), or just a symptom (failure happens, and then the temperature difference shrinks?",
-   "id": "602e33da6448c4a0"
+   "cell_type": "code",
+   "source": "X_scaled",
+   "id": "d7222dec5b5091f5",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 0.40648903,  0.21730587,  0.03071707, ..., -0.64387164,\n",
+       "         0.44824634, -0.37284469],\n",
+       "       [-1.74784264, -1.734916  , -1.10196523, ...,  1.5531046 ,\n",
+       "        -0.85696036,  0.76480882],\n",
+       "       [-0.64673979, -0.56358288, -1.2951875 , ...,  1.5531046 ,\n",
+       "        -0.42189146,  0.8307588 ],\n",
+       "       ...,\n",
+       "       [-0.50311768,  0.08715775, -1.46842126, ...,  1.5531046 ,\n",
+       "        -1.03098791,  1.40503396],\n",
+       "       [-0.74248786, -1.34447163,  0.47712715, ..., -0.64387164,\n",
+       "         0.44824634, -0.91085622],\n",
+       "       [ 0.83735536, -0.10806444, -0.28243627, ..., -0.64387164,\n",
+       "         1.66643925, -0.08601032]])"
+      ]
+     },
+     "execution_count": 169,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 169
   },
   {
    "metadata": {},
    "cell_type": "markdown",
-   "source": [
-    "- H0: There is no significant difference in mean temperature_diff between failed machines (target = 1) and non-failed machines (target = 0).\n",
-    "\n",
-    "- H1: There is a significant difference in mean temperature_diff between failed and non-failed machines."
-   ],
-   "id": "658dcbb8eed8b1a3"
+   "source": "#### Feature Importance (Random Forest)",
+   "id": "4508c7b41c7380d1"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:57:59.796311Z",
-     "start_time": "2025-12-02T07:57:59.779015Z"
+     "end_time": "2025-12-26T09:05:40.211328Z",
+     "start_time": "2025-12-26T09:05:39.726489Z"
     }
    },
    "cell_type": "code",
    "source": [
-    "failures = df_temp.loc[df_temp[\"target\"] == 1, \"temperature_diff\"]\n",
-    "non_failures = df_temp.loc[df_temp[\"target\"] == 0, \"temperature_diff\"]"
+    "rf = RandomForestClassifier(n_estimators=300, random_state=42, class_weight=\"balanced\")\n",
+    "rf.fit(X_scaled, y)"
    ],
-   "id": "454c1eeca1ad515f",
-   "outputs": [],
-   "execution_count": 143
+   "id": "31b1f9c316baebb1",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RandomForestClassifier(class_weight='balanced', n_estimators=300,\n",
+       "                       random_state=42)"
+      ],
+      "text/html": [
+       "<style>#sk-container-id-3 {\n",
+       "  /* Definition of color scheme common for light and dark mode */\n",
+       "  --sklearn-color-text: #000;\n",
+       "  --sklearn-color-text-muted: #666;\n",
+       "  --sklearn-color-line: gray;\n",
+       "  /* Definition of color scheme for unfitted estimators */\n",
+       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
+       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
+       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
+       "  --sklearn-color-unfitted-level-3: chocolate;\n",
+       "  /* Definition of color scheme for fitted estimators */\n",
+       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
+       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
+       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
+       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
+       "\n",
+       "  /* Specific color for light theme */\n",
+       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
+       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-icon: #696969;\n",
+       "\n",
+       "  @media (prefers-color-scheme: dark) {\n",
+       "    /* Redefinition of color scheme for dark theme */\n",
+       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
+       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-icon: #878787;\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 pre {\n",
+       "  padding: 0;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 input.sk-hidden--visually {\n",
+       "  border: 0;\n",
+       "  clip: rect(1px 1px 1px 1px);\n",
+       "  clip: rect(1px, 1px, 1px, 1px);\n",
+       "  height: 1px;\n",
+       "  margin: -1px;\n",
+       "  overflow: hidden;\n",
+       "  padding: 0;\n",
+       "  position: absolute;\n",
+       "  width: 1px;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-dashed-wrapped {\n",
+       "  border: 1px dashed var(--sklearn-color-line);\n",
+       "  margin: 0 0.4em 0.5em 0.4em;\n",
+       "  box-sizing: border-box;\n",
+       "  padding-bottom: 0.4em;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-container {\n",
+       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
+       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
+       "     so we also need the `!important` here to be able to override the\n",
+       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
+       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
+       "  display: inline-block !important;\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-text-repr-fallback {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-parallel-item,\n",
+       "div.sk-serial,\n",
+       "div.sk-item {\n",
+       "  /* draw centered vertical line to link estimators */\n",
+       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
+       "  background-size: 2px 100%;\n",
+       "  background-repeat: no-repeat;\n",
+       "  background-position: center center;\n",
+       "}\n",
+       "\n",
+       "/* Parallel-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-3 div.sk-parallel-item::after {\n",
+       "  content: \"\";\n",
+       "  width: 100%;\n",
+       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
+       "  flex-grow: 1;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-parallel {\n",
+       "  display: flex;\n",
+       "  align-items: stretch;\n",
+       "  justify-content: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-parallel-item {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-parallel-item:first-child::after {\n",
+       "  align-self: flex-end;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-parallel-item:last-child::after {\n",
+       "  align-self: flex-start;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-parallel-item:only-child::after {\n",
+       "  width: 0;\n",
+       "}\n",
+       "\n",
+       "/* Serial-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-3 div.sk-serial {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "  align-items: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  padding-right: 1em;\n",
+       "  padding-left: 1em;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
+       "clickable and can be expanded/collapsed.\n",
+       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
+       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
+       "*/\n",
+       "\n",
+       "/* Pipeline and ColumnTransformer style (default) */\n",
+       "\n",
+       "#sk-container-id-3 div.sk-toggleable {\n",
+       "  /* Default theme specific background. It is overwritten whether we have a\n",
+       "  specific estimator or a Pipeline/ColumnTransformer */\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable label */\n",
+       "#sk-container-id-3 label.sk-toggleable__label {\n",
+       "  cursor: pointer;\n",
+       "  display: flex;\n",
+       "  width: 100%;\n",
+       "  margin-bottom: 0;\n",
+       "  padding: 0.5em;\n",
+       "  box-sizing: border-box;\n",
+       "  text-align: center;\n",
+       "  align-items: start;\n",
+       "  justify-content: space-between;\n",
+       "  gap: 0.5em;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 label.sk-toggleable__label .caption {\n",
+       "  font-size: 0.6rem;\n",
+       "  font-weight: lighter;\n",
+       "  color: var(--sklearn-color-text-muted);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 label.sk-toggleable__label-arrow:before {\n",
+       "  /* Arrow on the left of the label */\n",
+       "  content: \"▸\";\n",
+       "  float: left;\n",
+       "  margin-right: 0.25em;\n",
+       "  color: var(--sklearn-color-icon);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable content - dropdown */\n",
+       "\n",
+       "#sk-container-id-3 div.sk-toggleable__content {\n",
+       "  display: none;\n",
+       "  text-align: left;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-toggleable__content.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-toggleable__content pre {\n",
+       "  margin: 0.2em;\n",
+       "  border-radius: 0.25em;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-toggleable__content.fitted pre {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
+       "  /* Expand drop-down */\n",
+       "  display: block;\n",
+       "  width: 100%;\n",
+       "  overflow: visible;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
+       "  content: \"▾\";\n",
+       "}\n",
+       "\n",
+       "/* Pipeline/ColumnTransformer-specific style */\n",
+       "\n",
+       "#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific style */\n",
+       "\n",
+       "/* Colorize estimator box */\n",
+       "#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-label label.sk-toggleable__label,\n",
+       "#sk-container-id-3 div.sk-label label {\n",
+       "  /* The background is the default theme color */\n",
+       "  color: var(--sklearn-color-text-on-default-background);\n",
+       "}\n",
+       "\n",
+       "/* On hover, darken the color of the background */\n",
+       "#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Label box, darken color on hover, fitted */\n",
+       "#sk-container-id-3 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator label */\n",
+       "\n",
+       "#sk-container-id-3 div.sk-label label {\n",
+       "  font-family: monospace;\n",
+       "  font-weight: bold;\n",
+       "  display: inline-block;\n",
+       "  line-height: 1.2em;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-label-container {\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific */\n",
+       "#sk-container-id-3 div.sk-estimator {\n",
+       "  font-family: monospace;\n",
+       "  border: 1px dotted var(--sklearn-color-border-box);\n",
+       "  border-radius: 0.25em;\n",
+       "  box-sizing: border-box;\n",
+       "  margin-bottom: 0.5em;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-estimator.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "/* on hover */\n",
+       "#sk-container-id-3 div.sk-estimator:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 div.sk-estimator.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
+       "\n",
+       "/* Common style for \"i\" and \"?\" */\n",
+       "\n",
+       ".sk-estimator-doc-link,\n",
+       "a:link.sk-estimator-doc-link,\n",
+       "a:visited.sk-estimator-doc-link {\n",
+       "  float: right;\n",
+       "  font-size: smaller;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1em;\n",
+       "  height: 1em;\n",
+       "  width: 1em;\n",
+       "  text-decoration: none !important;\n",
+       "  margin-left: 0.5em;\n",
+       "  text-align: center;\n",
+       "  /* unfitted */\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted,\n",
+       "a:link.sk-estimator-doc-link.fitted,\n",
+       "a:visited.sk-estimator-doc-link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "/* Span, style for the box shown on hovering the info icon */\n",
+       ".sk-estimator-doc-link span {\n",
+       "  display: none;\n",
+       "  z-index: 9999;\n",
+       "  position: relative;\n",
+       "  font-weight: normal;\n",
+       "  right: .2ex;\n",
+       "  padding: .5ex;\n",
+       "  margin: .5ex;\n",
+       "  width: min-content;\n",
+       "  min-width: 20ex;\n",
+       "  max-width: 50ex;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  box-shadow: 2pt 2pt 4pt #999;\n",
+       "  /* unfitted */\n",
+       "  background: var(--sklearn-color-unfitted-level-0);\n",
+       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted span {\n",
+       "  /* fitted */\n",
+       "  background: var(--sklearn-color-fitted-level-0);\n",
+       "  border: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link:hover span {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
+       "\n",
+       "#sk-container-id-3 a.estimator_doc_link {\n",
+       "  float: right;\n",
+       "  font-size: 1rem;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1rem;\n",
+       "  height: 1rem;\n",
+       "  width: 1rem;\n",
+       "  text-decoration: none;\n",
+       "  /* unfitted */\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 a.estimator_doc_link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "#sk-container-id-3 a.estimator_doc_link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-3 a.estimator_doc_link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".estimator-table summary {\n",
+       "    padding: .5rem;\n",
+       "    font-family: monospace;\n",
+       "    cursor: pointer;\n",
+       "}\n",
+       "\n",
+       ".estimator-table details[open] {\n",
+       "    padding-left: 0.1rem;\n",
+       "    padding-right: 0.1rem;\n",
+       "    padding-bottom: 0.3rem;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table {\n",
+       "    margin-left: auto !important;\n",
+       "    margin-right: auto !important;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table tr:nth-child(odd) {\n",
+       "    background-color: #fff;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table tr:nth-child(even) {\n",
+       "    background-color: #f6f6f6;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table tr:hover {\n",
+       "    background-color: #e0e0e0;\n",
+       "}\n",
+       "\n",
+       ".estimator-table table td {\n",
+       "    border: 1px solid rgba(106, 105, 104, 0.232);\n",
+       "}\n",
+       "\n",
+       ".user-set td {\n",
+       "    color:rgb(255, 94, 0);\n",
+       "    text-align: left;\n",
+       "}\n",
+       "\n",
+       ".user-set td.value pre {\n",
+       "    color:rgb(255, 94, 0) !important;\n",
+       "    background-color: transparent !important;\n",
+       "}\n",
+       "\n",
+       ".default td {\n",
+       "    color: black;\n",
+       "    text-align: left;\n",
+       "}\n",
+       "\n",
+       ".user-set td i,\n",
+       ".default td i {\n",
+       "    color: black;\n",
+       "}\n",
+       "\n",
+       ".copy-paste-icon {\n",
+       "    background-image: url(data:image/svg+xml;base64,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);\n",
+       "    background-repeat: no-repeat;\n",
+       "    background-size: 14px 14px;\n",
+       "    background-position: 0;\n",
+       "    display: inline-block;\n",
+       "    width: 14px;\n",
+       "    height: 14px;\n",
+       "    cursor: pointer;\n",
+       "}\n",
+       "</style><body><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestClassifier(class_weight=&#x27;balanced&#x27;, n_estimators=300,\n",
+       "                       random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>RandomForestClassifier</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.7/modules/generated/sklearn.ensemble.RandomForestClassifier.html\">?<span>Documentation for RandomForestClassifier</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\" data-param-prefix=\"\">\n",
+       "        <div class=\"estimator-table\">\n",
+       "            <details>\n",
+       "                <summary>Parameters</summary>\n",
+       "                <table class=\"parameters-table\">\n",
+       "                  <tbody>\n",
+       "                    \n",
+       "        <tr class=\"user-set\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('n_estimators',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">n_estimators&nbsp;</td>\n",
+       "            <td class=\"value\">300</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('criterion',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">criterion&nbsp;</td>\n",
+       "            <td class=\"value\">&#x27;gini&#x27;</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('max_depth',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">max_depth&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('min_samples_split',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">min_samples_split&nbsp;</td>\n",
+       "            <td class=\"value\">2</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('min_samples_leaf',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">min_samples_leaf&nbsp;</td>\n",
+       "            <td class=\"value\">1</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('min_weight_fraction_leaf',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">min_weight_fraction_leaf&nbsp;</td>\n",
+       "            <td class=\"value\">0.0</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('max_features',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">max_features&nbsp;</td>\n",
+       "            <td class=\"value\">&#x27;sqrt&#x27;</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('max_leaf_nodes',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">max_leaf_nodes&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('min_impurity_decrease',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">min_impurity_decrease&nbsp;</td>\n",
+       "            <td class=\"value\">0.0</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('bootstrap',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">bootstrap&nbsp;</td>\n",
+       "            <td class=\"value\">True</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('oob_score',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">oob_score&nbsp;</td>\n",
+       "            <td class=\"value\">False</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('n_jobs',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">n_jobs&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"user-set\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('random_state',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">random_state&nbsp;</td>\n",
+       "            <td class=\"value\">42</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('verbose',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">verbose&nbsp;</td>\n",
+       "            <td class=\"value\">0</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('warm_start',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">warm_start&nbsp;</td>\n",
+       "            <td class=\"value\">False</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"user-set\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('class_weight',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">class_weight&nbsp;</td>\n",
+       "            <td class=\"value\">&#x27;balanced&#x27;</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('ccp_alpha',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">ccp_alpha&nbsp;</td>\n",
+       "            <td class=\"value\">0.0</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('max_samples',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">max_samples&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('monotonic_cst',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">monotonic_cst&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "                  </tbody>\n",
+       "                </table>\n",
+       "            </details>\n",
+       "        </div>\n",
+       "    </div></div></div></div></div><script>function copyToClipboard(text, element) {\n",
+       "    // Get the parameter prefix from the closest toggleable content\n",
+       "    const toggleableContent = element.closest('.sk-toggleable__content');\n",
+       "    const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
+       "    const fullParamName = paramPrefix ? `${paramPrefix}${text}` : text;\n",
+       "\n",
+       "    const originalStyle = element.style;\n",
+       "    const computedStyle = window.getComputedStyle(element);\n",
+       "    const originalWidth = computedStyle.width;\n",
+       "    const originalHTML = element.innerHTML.replace('Copied!', '');\n",
+       "\n",
+       "    navigator.clipboard.writeText(fullParamName)\n",
+       "        .then(() => {\n",
+       "            element.style.width = originalWidth;\n",
+       "            element.style.color = 'green';\n",
+       "            element.innerHTML = \"Copied!\";\n",
+       "\n",
+       "            setTimeout(() => {\n",
+       "                element.innerHTML = originalHTML;\n",
+       "                element.style = originalStyle;\n",
+       "            }, 2000);\n",
+       "        })\n",
+       "        .catch(err => {\n",
+       "            console.error('Failed to copy:', err);\n",
+       "            element.style.color = 'red';\n",
+       "            element.innerHTML = \"Failed!\";\n",
+       "            setTimeout(() => {\n",
+       "                element.innerHTML = originalHTML;\n",
+       "                element.style = originalStyle;\n",
+       "            }, 2000);\n",
+       "        });\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "document.querySelectorAll('.fa-regular.fa-copy').forEach(function(element) {\n",
+       "    const toggleableContent = element.closest('.sk-toggleable__content');\n",
+       "    const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
+       "    const paramName = element.parentElement.nextElementSibling.textContent.trim();\n",
+       "    const fullParamName = paramPrefix ? `${paramPrefix}${paramName}` : paramName;\n",
+       "\n",
+       "    element.setAttribute('title', fullParamName);\n",
+       "});\n",
+       "</script></body>"
+      ]
+     },
+     "execution_count": 170,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 170
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:58:15.603674Z",
-     "start_time": "2025-12-02T07:58:15.590653Z"
+     "end_time": "2025-12-26T09:05:40.242389Z",
+     "start_time": "2025-12-26T09:05:40.217815Z"
     }
    },
    "cell_type": "code",
    "source": [
-    "t_stat, p_val = ttest_ind(failures, non_failures, equal_var=False)\n",
-    "t_stat, p_val"
+    "importance = pd.Series(rf.feature_importances_, index=X.columns)\n",
+    "importance.sort_values(ascending=False)"
    ],
-   "id": "5cc4f90c769ad6e7",
+   "id": "cd39f19539c5bc84",
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(-9.646334154906233, 1.0385050034401234e-19)"
+       "tool_wear              0.231840\n",
+       "power                  0.206147\n",
+       "torque                 0.173479\n",
+       "temp_diff              0.159923\n",
+       "air_temperature        0.105196\n",
+       "rotational_speed       0.067003\n",
+       "process_temperature    0.052395\n",
+       "type_L                 0.002168\n",
+       "type_M                 0.001849\n",
+       "dtype: float64"
       ]
      },
-     "execution_count": 144,
+     "execution_count": 171,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "execution_count": 144
+   "execution_count": 171
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "#### Dimensionality Reduction (PCA)",
+   "id": "ee8a231b55731f28"
   },
   {
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-12-02T07:58:26.574863Z",
-     "start_time": "2025-12-02T07:58:26.561930Z"
+     "end_time": "2025-12-26T09:13:26.190729Z",
+     "start_time": "2025-12-26T09:13:26.157050Z"
     }
    },
    "cell_type": "code",
    "source": [
-    "alpha = 0.05  # significance level\n",
-    "if p_val < alpha:\n",
-    "    print(\"Reject H0: There is a significant difference in temperature_diff between failures and non-failures.\")\n",
-    "else:\n",
-    "    print(\"Fail to reject H0: No significant difference in temperature_diff between failures and non-failures.\")"
+    "pca = PCA(n_components=0.95)\n",
+    "X_pca = pca.fit_transform(X_scaled)"
    ],
-   "id": "d24f101f9872e574",
+   "id": "98b889c77e5192ce",
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Reject H0: There is a significant difference in temperature_diff between failures and non-failures.\n"
-     ]
+     "data": {
+      "text/plain": [
+       "((1631, 9), (1631, 6))"
+      ]
+     },
+     "execution_count": 177,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
-   "execution_count": 145
+   "execution_count": 177
   },
   {
-   "metadata": {},
-   "cell_type": "markdown",
-   "source": [
-    "Since your observed means are quite different (8.23 vs 10.02), it’s very likely the p‑value will be < 0.05.\n",
-    "That would imply:\n",
-    "\n",
-    "- Machines that fail tend to have lower temperature differences.\n",
-    "\n",
-    "- This supports the hypothesis that poor heat dissipation is a contributing factor to failures."
-   ],
-   "id": "e6e289f65bbcaa7a"
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:27:57.269466Z",
+     "start_time": "2025-12-26T09:27:57.254366Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "X_scaled.shape, X_pca.shape",
+   "id": "e94df57cea8cc9ea",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "((1631, 9), (1631, 6))"
+      ]
+     },
+     "execution_count": 187,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 187
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:13:48.106001Z",
+     "start_time": "2025-12-26T09:13:48.093225Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "X_scaled",
+   "id": "f544b8c41a72e7d1",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([[ 0.40648903,  0.21730587,  0.03071707, ..., -0.64387164,\n",
+       "         0.44824634, -0.37284469],\n",
+       "       [-1.74784264, -1.734916  , -1.10196523, ...,  1.5531046 ,\n",
+       "        -0.85696036,  0.76480882],\n",
+       "       [-0.64673979, -0.56358288, -1.2951875 , ...,  1.5531046 ,\n",
+       "        -0.42189146,  0.8307588 ],\n",
+       "       ...,\n",
+       "       [-0.50311768,  0.08715775, -1.46842126, ...,  1.5531046 ,\n",
+       "        -1.03098791,  1.40503396],\n",
+       "       [-0.74248786, -1.34447163,  0.47712715, ..., -0.64387164,\n",
+       "         0.44824634, -0.91085622],\n",
+       "       [ 0.83735536, -0.10806444, -0.28243627, ..., -0.64387164,\n",
+       "         1.66643925, -0.08601032]])"
+      ]
+     },
+     "execution_count": 178,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 178
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:28:15.384097Z",
+     "start_time": "2025-12-26T09:28:15.375275Z"
+    }
+   },
+   "cell_type": "markdown",
+   "source": "### CLASS IMBALANCE HANDLING",
+   "id": "596104fe6e2ff545"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:14:11.421312Z",
+     "start_time": "2025-12-26T09:14:10.687626Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "smote = SMOTE(random_state=42)\n",
+    "X_resampled, y_resampled = smote.fit_resample(X_scaled, y)"
+   ],
+   "id": "c6045a4f588d0241",
+   "outputs": [],
+   "execution_count": 179
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "### MODELLING",
+   "id": "fa0981b2418b4f7"
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "#### Train-Test Split",
+   "id": "3e357681bf71c955"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:30:03.880257Z",
+     "start_time": "2025-12-26T09:30:03.869256Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "X_train, X_test, y_train, y_test = train_test_split(\n",
+    "    X_resampled,\n",
+    "    y_resampled,\n",
+    "    test_size=0.2,\n",
+    "    stratify=y_resampled,\n",
+    "    random_state=42\n",
+    ")"
+   ],
+   "id": "b8631c59c2a553bd",
+   "outputs": [],
+   "execution_count": 191
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "#### Logistic Regression",
+   "id": "d01839c6fe960685"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:31:40.231855Z",
+     "start_time": "2025-12-26T09:31:40.210068Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "lr = LogisticRegression(max_iter=100)\n",
+    "lr.fit(X_train, y_train)"
+   ],
+   "id": "d65ee0bfffba9d3f",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "LogisticRegression()"
+      ],
+      "text/html": [
+       "<style>#sk-container-id-5 {\n",
+       "  /* Definition of color scheme common for light and dark mode */\n",
+       "  --sklearn-color-text: #000;\n",
+       "  --sklearn-color-text-muted: #666;\n",
+       "  --sklearn-color-line: gray;\n",
+       "  /* Definition of color scheme for unfitted estimators */\n",
+       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
+       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
+       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
+       "  --sklearn-color-unfitted-level-3: chocolate;\n",
+       "  /* Definition of color scheme for fitted estimators */\n",
+       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
+       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
+       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
+       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
+       "\n",
+       "  /* Specific color for light theme */\n",
+       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
+       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-icon: #696969;\n",
+       "\n",
+       "  @media (prefers-color-scheme: dark) {\n",
+       "    /* Redefinition of color scheme for dark theme */\n",
+       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
+       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-icon: #878787;\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 pre {\n",
+       "  padding: 0;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 input.sk-hidden--visually {\n",
+       "  border: 0;\n",
+       "  clip: rect(1px 1px 1px 1px);\n",
+       "  clip: rect(1px, 1px, 1px, 1px);\n",
+       "  height: 1px;\n",
+       "  margin: -1px;\n",
+       "  overflow: hidden;\n",
+       "  padding: 0;\n",
+       "  position: absolute;\n",
+       "  width: 1px;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-dashed-wrapped {\n",
+       "  border: 1px dashed var(--sklearn-color-line);\n",
+       "  margin: 0 0.4em 0.5em 0.4em;\n",
+       "  box-sizing: border-box;\n",
+       "  padding-bottom: 0.4em;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-container {\n",
+       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
+       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
+       "     so we also need the `!important` here to be able to override the\n",
+       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
+       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
+       "  display: inline-block !important;\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-text-repr-fallback {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-parallel-item,\n",
+       "div.sk-serial,\n",
+       "div.sk-item {\n",
+       "  /* draw centered vertical line to link estimators */\n",
+       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
+       "  background-size: 2px 100%;\n",
+       "  background-repeat: no-repeat;\n",
+       "  background-position: center center;\n",
+       "}\n",
+       "\n",
+       "/* Parallel-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-5 div.sk-parallel-item::after {\n",
+       "  content: \"\";\n",
+       "  width: 100%;\n",
+       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
+       "  flex-grow: 1;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-parallel {\n",
+       "  display: flex;\n",
+       "  align-items: stretch;\n",
+       "  justify-content: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-parallel-item {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-parallel-item:first-child::after {\n",
+       "  align-self: flex-end;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-parallel-item:last-child::after {\n",
+       "  align-self: flex-start;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-parallel-item:only-child::after {\n",
+       "  width: 0;\n",
+       "}\n",
+       "\n",
+       "/* Serial-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-5 div.sk-serial {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "  align-items: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  padding-right: 1em;\n",
+       "  padding-left: 1em;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
+       "clickable and can be expanded/collapsed.\n",
+       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
+       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
+       "*/\n",
+       "\n",
+       "/* Pipeline and ColumnTransformer style (default) */\n",
+       "\n",
+       "#sk-container-id-5 div.sk-toggleable {\n",
+       "  /* Default theme specific background. It is overwritten whether we have a\n",
+       "  specific estimator or a Pipeline/ColumnTransformer */\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable label */\n",
+       "#sk-container-id-5 label.sk-toggleable__label {\n",
+       "  cursor: pointer;\n",
+       "  display: flex;\n",
+       "  width: 100%;\n",
+       "  margin-bottom: 0;\n",
+       "  padding: 0.5em;\n",
+       "  box-sizing: border-box;\n",
+       "  text-align: center;\n",
+       "  align-items: start;\n",
+       "  justify-content: space-between;\n",
+       "  gap: 0.5em;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 label.sk-toggleable__label .caption {\n",
+       "  font-size: 0.6rem;\n",
+       "  font-weight: lighter;\n",
+       "  color: var(--sklearn-color-text-muted);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 label.sk-toggleable__label-arrow:before {\n",
+       "  /* Arrow on the left of the label */\n",
+       "  content: \"▸\";\n",
+       "  float: left;\n",
+       "  margin-right: 0.25em;\n",
+       "  color: var(--sklearn-color-icon);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 label.sk-toggleable__label-arrow:hover:before {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable content - dropdown */\n",
+       "\n",
+       "#sk-container-id-5 div.sk-toggleable__content {\n",
+       "  display: none;\n",
+       "  text-align: left;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-toggleable__content.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-toggleable__content pre {\n",
+       "  margin: 0.2em;\n",
+       "  border-radius: 0.25em;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-toggleable__content.fitted pre {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
+       "  /* Expand drop-down */\n",
+       "  display: block;\n",
+       "  width: 100%;\n",
+       "  overflow: visible;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
+       "  content: \"▾\";\n",
+       "}\n",
+       "\n",
+       "/* Pipeline/ColumnTransformer-specific style */\n",
+       "\n",
+       "#sk-container-id-5 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific style */\n",
+       "\n",
+       "/* Colorize estimator box */\n",
+       "#sk-container-id-5 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-label label.sk-toggleable__label,\n",
+       "#sk-container-id-5 div.sk-label label {\n",
+       "  /* The background is the default theme color */\n",
+       "  color: var(--sklearn-color-text-on-default-background);\n",
+       "}\n",
+       "\n",
+       "/* On hover, darken the color of the background */\n",
+       "#sk-container-id-5 div.sk-label:hover label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Label box, darken color on hover, fitted */\n",
+       "#sk-container-id-5 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator label */\n",
+       "\n",
+       "#sk-container-id-5 div.sk-label label {\n",
+       "  font-family: monospace;\n",
+       "  font-weight: bold;\n",
+       "  display: inline-block;\n",
+       "  line-height: 1.2em;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-label-container {\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific */\n",
+       "#sk-container-id-5 div.sk-estimator {\n",
+       "  font-family: monospace;\n",
+       "  border: 1px dotted var(--sklearn-color-border-box);\n",
+       "  border-radius: 0.25em;\n",
+       "  box-sizing: border-box;\n",
+       "  margin-bottom: 0.5em;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-estimator.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "/* on hover */\n",
+       "#sk-container-id-5 div.sk-estimator:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 div.sk-estimator.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
+       "\n",
+       "/* Common style for \"i\" and \"?\" */\n",
+       "\n",
+       ".sk-estimator-doc-link,\n",
+       "a:link.sk-estimator-doc-link,\n",
+       "a:visited.sk-estimator-doc-link {\n",
+       "  float: right;\n",
+       "  font-size: smaller;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1em;\n",
+       "  height: 1em;\n",
+       "  width: 1em;\n",
+       "  text-decoration: none !important;\n",
+       "  margin-left: 0.5em;\n",
+       "  text-align: center;\n",
+       "  /* unfitted */\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted,\n",
+       "a:link.sk-estimator-doc-link.fitted,\n",
+       "a:visited.sk-estimator-doc-link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "/* Span, style for the box shown on hovering the info icon */\n",
+       ".sk-estimator-doc-link span {\n",
+       "  display: none;\n",
+       "  z-index: 9999;\n",
+       "  position: relative;\n",
+       "  font-weight: normal;\n",
+       "  right: .2ex;\n",
+       "  padding: .5ex;\n",
+       "  margin: .5ex;\n",
+       "  width: min-content;\n",
+       "  min-width: 20ex;\n",
+       "  max-width: 50ex;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  box-shadow: 2pt 2pt 4pt #999;\n",
+       "  /* unfitted */\n",
+       "  background: var(--sklearn-color-unfitted-level-0);\n",
+       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted span {\n",
+       "  /* fitted */\n",
+       "  background: var(--sklearn-color-fitted-level-0);\n",
+       "  border: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link:hover span {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
+       "\n",
+       "#sk-container-id-5 a.estimator_doc_link {\n",
+       "  float: right;\n",
+       "  font-size: 1rem;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1rem;\n",
+       "  height: 1rem;\n",
+       "  width: 1rem;\n",
+       "  text-decoration: none;\n",
+       "  /* unfitted */\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 a.estimator_doc_link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "#sk-container-id-5 a.estimator_doc_link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-5 a.estimator_doc_link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".estimator-table summary {\n",
+       "    padding: .5rem;\n",
+       "    font-family: monospace;\n",
+       "    cursor: pointer;\n",
+       "}\n",
+       "\n",
+       ".estimator-table details[open] {\n",
+       "    padding-left: 0.1rem;\n",
+       "    padding-right: 0.1rem;\n",
+       "    padding-bottom: 0.3rem;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table {\n",
+       "    margin-left: auto !important;\n",
+       "    margin-right: auto !important;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table tr:nth-child(odd) {\n",
+       "    background-color: #fff;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table tr:nth-child(even) {\n",
+       "    background-color: #f6f6f6;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table tr:hover {\n",
+       "    background-color: #e0e0e0;\n",
+       "}\n",
+       "\n",
+       ".estimator-table table td {\n",
+       "    border: 1px solid rgba(106, 105, 104, 0.232);\n",
+       "}\n",
+       "\n",
+       ".user-set td {\n",
+       "    color:rgb(255, 94, 0);\n",
+       "    text-align: left;\n",
+       "}\n",
+       "\n",
+       ".user-set td.value pre {\n",
+       "    color:rgb(255, 94, 0) !important;\n",
+       "    background-color: transparent !important;\n",
+       "}\n",
+       "\n",
+       ".default td {\n",
+       "    color: black;\n",
+       "    text-align: left;\n",
+       "}\n",
+       "\n",
+       ".user-set td i,\n",
+       ".default td i {\n",
+       "    color: black;\n",
+       "}\n",
+       "\n",
+       ".copy-paste-icon {\n",
+       "    background-image: url(data:image/svg+xml;base64,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);\n",
+       "    background-repeat: no-repeat;\n",
+       "    background-size: 14px 14px;\n",
+       "    background-position: 0;\n",
+       "    display: inline-block;\n",
+       "    width: 14px;\n",
+       "    height: 14px;\n",
+       "    cursor: pointer;\n",
+       "}\n",
+       "</style><body><div id=\"sk-container-id-5\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>LogisticRegression()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" checked><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>LogisticRegression</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.7/modules/generated/sklearn.linear_model.LogisticRegression.html\">?<span>Documentation for LogisticRegression</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\" data-param-prefix=\"\">\n",
+       "        <div class=\"estimator-table\">\n",
+       "            <details>\n",
+       "                <summary>Parameters</summary>\n",
+       "                <table class=\"parameters-table\">\n",
+       "                  <tbody>\n",
+       "                    \n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('penalty',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">penalty&nbsp;</td>\n",
+       "            <td class=\"value\">&#x27;l2&#x27;</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('dual',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">dual&nbsp;</td>\n",
+       "            <td class=\"value\">False</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('tol',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">tol&nbsp;</td>\n",
+       "            <td class=\"value\">0.0001</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('C',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">C&nbsp;</td>\n",
+       "            <td class=\"value\">1.0</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('fit_intercept',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">fit_intercept&nbsp;</td>\n",
+       "            <td class=\"value\">True</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('intercept_scaling',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">intercept_scaling&nbsp;</td>\n",
+       "            <td class=\"value\">1</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('class_weight',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">class_weight&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('random_state',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">random_state&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('solver',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">solver&nbsp;</td>\n",
+       "            <td class=\"value\">&#x27;lbfgs&#x27;</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('max_iter',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">max_iter&nbsp;</td>\n",
+       "            <td class=\"value\">100</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('multi_class',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">multi_class&nbsp;</td>\n",
+       "            <td class=\"value\">&#x27;deprecated&#x27;</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('verbose',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">verbose&nbsp;</td>\n",
+       "            <td class=\"value\">0</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('warm_start',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">warm_start&nbsp;</td>\n",
+       "            <td class=\"value\">False</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('n_jobs',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">n_jobs&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('l1_ratio',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">l1_ratio&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "                  </tbody>\n",
+       "                </table>\n",
+       "            </details>\n",
+       "        </div>\n",
+       "    </div></div></div></div></div><script>function copyToClipboard(text, element) {\n",
+       "    // Get the parameter prefix from the closest toggleable content\n",
+       "    const toggleableContent = element.closest('.sk-toggleable__content');\n",
+       "    const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
+       "    const fullParamName = paramPrefix ? `${paramPrefix}${text}` : text;\n",
+       "\n",
+       "    const originalStyle = element.style;\n",
+       "    const computedStyle = window.getComputedStyle(element);\n",
+       "    const originalWidth = computedStyle.width;\n",
+       "    const originalHTML = element.innerHTML.replace('Copied!', '');\n",
+       "\n",
+       "    navigator.clipboard.writeText(fullParamName)\n",
+       "        .then(() => {\n",
+       "            element.style.width = originalWidth;\n",
+       "            element.style.color = 'green';\n",
+       "            element.innerHTML = \"Copied!\";\n",
+       "\n",
+       "            setTimeout(() => {\n",
+       "                element.innerHTML = originalHTML;\n",
+       "                element.style = originalStyle;\n",
+       "            }, 2000);\n",
+       "        })\n",
+       "        .catch(err => {\n",
+       "            console.error('Failed to copy:', err);\n",
+       "            element.style.color = 'red';\n",
+       "            element.innerHTML = \"Failed!\";\n",
+       "            setTimeout(() => {\n",
+       "                element.innerHTML = originalHTML;\n",
+       "                element.style = originalStyle;\n",
+       "            }, 2000);\n",
+       "        });\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "document.querySelectorAll('.fa-regular.fa-copy').forEach(function(element) {\n",
+       "    const toggleableContent = element.closest('.sk-toggleable__content');\n",
+       "    const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
+       "    const paramName = element.parentElement.nextElementSibling.textContent.trim();\n",
+       "    const fullParamName = paramPrefix ? `${paramPrefix}${paramName}` : paramName;\n",
+       "\n",
+       "    element.setAttribute('title', fullParamName);\n",
+       "});\n",
+       "</script></body>"
+      ]
+     },
+     "execution_count": 198,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 198
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:32:29.987176Z",
+     "start_time": "2025-12-26T09:32:29.970700Z"
+    }
+   },
+   "cell_type": "markdown",
+   "source": "##### Classification report for Logistic Regression",
+   "id": "dd0902593e98a341"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:31:57.971554Z",
+     "start_time": "2025-12-26T09:31:57.961027Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "print(classification_report(y_test, lr.predict(X_test)))",
+   "id": "546fa570e262384d",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.90      0.89      0.90       320\n",
+      "           1       0.89      0.90      0.90       319\n",
+      "\n",
+      "    accuracy                           0.90       639\n",
+      "   macro avg       0.90      0.90      0.90       639\n",
+      "weighted avg       0.90      0.90      0.90       639\n",
+      "\n"
+     ]
+    }
+   ],
+   "execution_count": 200
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:32:59.464166Z",
+     "start_time": "2025-12-26T09:32:59.447053Z"
+    }
+   },
+   "cell_type": "markdown",
+   "source": "#### Decision Tree",
+   "id": "33f021631e5e978"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:34:12.836678Z",
+     "start_time": "2025-12-26T09:34:12.808733Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "dt = DecisionTreeClassifier(max_depth=5, random_state=42)\n",
+    "dt.fit(X_train, y_train)"
+   ],
+   "id": "ce222ad2e3a6462f",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "DecisionTreeClassifier(max_depth=5, random_state=42)"
+      ],
+      "text/html": [
+       "<style>#sk-container-id-6 {\n",
+       "  /* Definition of color scheme common for light and dark mode */\n",
+       "  --sklearn-color-text: #000;\n",
+       "  --sklearn-color-text-muted: #666;\n",
+       "  --sklearn-color-line: gray;\n",
+       "  /* Definition of color scheme for unfitted estimators */\n",
+       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
+       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
+       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
+       "  --sklearn-color-unfitted-level-3: chocolate;\n",
+       "  /* Definition of color scheme for fitted estimators */\n",
+       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
+       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
+       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
+       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
+       "\n",
+       "  /* Specific color for light theme */\n",
+       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
+       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-icon: #696969;\n",
+       "\n",
+       "  @media (prefers-color-scheme: dark) {\n",
+       "    /* Redefinition of color scheme for dark theme */\n",
+       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
+       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-icon: #878787;\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 pre {\n",
+       "  padding: 0;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 input.sk-hidden--visually {\n",
+       "  border: 0;\n",
+       "  clip: rect(1px 1px 1px 1px);\n",
+       "  clip: rect(1px, 1px, 1px, 1px);\n",
+       "  height: 1px;\n",
+       "  margin: -1px;\n",
+       "  overflow: hidden;\n",
+       "  padding: 0;\n",
+       "  position: absolute;\n",
+       "  width: 1px;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-dashed-wrapped {\n",
+       "  border: 1px dashed var(--sklearn-color-line);\n",
+       "  margin: 0 0.4em 0.5em 0.4em;\n",
+       "  box-sizing: border-box;\n",
+       "  padding-bottom: 0.4em;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-container {\n",
+       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
+       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
+       "     so we also need the `!important` here to be able to override the\n",
+       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
+       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
+       "  display: inline-block !important;\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-text-repr-fallback {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-parallel-item,\n",
+       "div.sk-serial,\n",
+       "div.sk-item {\n",
+       "  /* draw centered vertical line to link estimators */\n",
+       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
+       "  background-size: 2px 100%;\n",
+       "  background-repeat: no-repeat;\n",
+       "  background-position: center center;\n",
+       "}\n",
+       "\n",
+       "/* Parallel-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-6 div.sk-parallel-item::after {\n",
+       "  content: \"\";\n",
+       "  width: 100%;\n",
+       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
+       "  flex-grow: 1;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-parallel {\n",
+       "  display: flex;\n",
+       "  align-items: stretch;\n",
+       "  justify-content: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-parallel-item {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-parallel-item:first-child::after {\n",
+       "  align-self: flex-end;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-parallel-item:last-child::after {\n",
+       "  align-self: flex-start;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-parallel-item:only-child::after {\n",
+       "  width: 0;\n",
+       "}\n",
+       "\n",
+       "/* Serial-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-6 div.sk-serial {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "  align-items: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  padding-right: 1em;\n",
+       "  padding-left: 1em;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
+       "clickable and can be expanded/collapsed.\n",
+       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
+       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
+       "*/\n",
+       "\n",
+       "/* Pipeline and ColumnTransformer style (default) */\n",
+       "\n",
+       "#sk-container-id-6 div.sk-toggleable {\n",
+       "  /* Default theme specific background. It is overwritten whether we have a\n",
+       "  specific estimator or a Pipeline/ColumnTransformer */\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable label */\n",
+       "#sk-container-id-6 label.sk-toggleable__label {\n",
+       "  cursor: pointer;\n",
+       "  display: flex;\n",
+       "  width: 100%;\n",
+       "  margin-bottom: 0;\n",
+       "  padding: 0.5em;\n",
+       "  box-sizing: border-box;\n",
+       "  text-align: center;\n",
+       "  align-items: start;\n",
+       "  justify-content: space-between;\n",
+       "  gap: 0.5em;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 label.sk-toggleable__label .caption {\n",
+       "  font-size: 0.6rem;\n",
+       "  font-weight: lighter;\n",
+       "  color: var(--sklearn-color-text-muted);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 label.sk-toggleable__label-arrow:before {\n",
+       "  /* Arrow on the left of the label */\n",
+       "  content: \"▸\";\n",
+       "  float: left;\n",
+       "  margin-right: 0.25em;\n",
+       "  color: var(--sklearn-color-icon);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 label.sk-toggleable__label-arrow:hover:before {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable content - dropdown */\n",
+       "\n",
+       "#sk-container-id-6 div.sk-toggleable__content {\n",
+       "  display: none;\n",
+       "  text-align: left;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-toggleable__content.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-toggleable__content pre {\n",
+       "  margin: 0.2em;\n",
+       "  border-radius: 0.25em;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-toggleable__content.fitted pre {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
+       "  /* Expand drop-down */\n",
+       "  display: block;\n",
+       "  width: 100%;\n",
+       "  overflow: visible;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
+       "  content: \"▾\";\n",
+       "}\n",
+       "\n",
+       "/* Pipeline/ColumnTransformer-specific style */\n",
+       "\n",
+       "#sk-container-id-6 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific style */\n",
+       "\n",
+       "/* Colorize estimator box */\n",
+       "#sk-container-id-6 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-label label.sk-toggleable__label,\n",
+       "#sk-container-id-6 div.sk-label label {\n",
+       "  /* The background is the default theme color */\n",
+       "  color: var(--sklearn-color-text-on-default-background);\n",
+       "}\n",
+       "\n",
+       "/* On hover, darken the color of the background */\n",
+       "#sk-container-id-6 div.sk-label:hover label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Label box, darken color on hover, fitted */\n",
+       "#sk-container-id-6 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator label */\n",
+       "\n",
+       "#sk-container-id-6 div.sk-label label {\n",
+       "  font-family: monospace;\n",
+       "  font-weight: bold;\n",
+       "  display: inline-block;\n",
+       "  line-height: 1.2em;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-label-container {\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific */\n",
+       "#sk-container-id-6 div.sk-estimator {\n",
+       "  font-family: monospace;\n",
+       "  border: 1px dotted var(--sklearn-color-border-box);\n",
+       "  border-radius: 0.25em;\n",
+       "  box-sizing: border-box;\n",
+       "  margin-bottom: 0.5em;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-estimator.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "/* on hover */\n",
+       "#sk-container-id-6 div.sk-estimator:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 div.sk-estimator.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
+       "\n",
+       "/* Common style for \"i\" and \"?\" */\n",
+       "\n",
+       ".sk-estimator-doc-link,\n",
+       "a:link.sk-estimator-doc-link,\n",
+       "a:visited.sk-estimator-doc-link {\n",
+       "  float: right;\n",
+       "  font-size: smaller;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1em;\n",
+       "  height: 1em;\n",
+       "  width: 1em;\n",
+       "  text-decoration: none !important;\n",
+       "  margin-left: 0.5em;\n",
+       "  text-align: center;\n",
+       "  /* unfitted */\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted,\n",
+       "a:link.sk-estimator-doc-link.fitted,\n",
+       "a:visited.sk-estimator-doc-link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "/* Span, style for the box shown on hovering the info icon */\n",
+       ".sk-estimator-doc-link span {\n",
+       "  display: none;\n",
+       "  z-index: 9999;\n",
+       "  position: relative;\n",
+       "  font-weight: normal;\n",
+       "  right: .2ex;\n",
+       "  padding: .5ex;\n",
+       "  margin: .5ex;\n",
+       "  width: min-content;\n",
+       "  min-width: 20ex;\n",
+       "  max-width: 50ex;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  box-shadow: 2pt 2pt 4pt #999;\n",
+       "  /* unfitted */\n",
+       "  background: var(--sklearn-color-unfitted-level-0);\n",
+       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted span {\n",
+       "  /* fitted */\n",
+       "  background: var(--sklearn-color-fitted-level-0);\n",
+       "  border: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link:hover span {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
+       "\n",
+       "#sk-container-id-6 a.estimator_doc_link {\n",
+       "  float: right;\n",
+       "  font-size: 1rem;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1rem;\n",
+       "  height: 1rem;\n",
+       "  width: 1rem;\n",
+       "  text-decoration: none;\n",
+       "  /* unfitted */\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 a.estimator_doc_link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "#sk-container-id-6 a.estimator_doc_link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-6 a.estimator_doc_link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".estimator-table summary {\n",
+       "    padding: .5rem;\n",
+       "    font-family: monospace;\n",
+       "    cursor: pointer;\n",
+       "}\n",
+       "\n",
+       ".estimator-table details[open] {\n",
+       "    padding-left: 0.1rem;\n",
+       "    padding-right: 0.1rem;\n",
+       "    padding-bottom: 0.3rem;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table {\n",
+       "    margin-left: auto !important;\n",
+       "    margin-right: auto !important;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table tr:nth-child(odd) {\n",
+       "    background-color: #fff;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table tr:nth-child(even) {\n",
+       "    background-color: #f6f6f6;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table tr:hover {\n",
+       "    background-color: #e0e0e0;\n",
+       "}\n",
+       "\n",
+       ".estimator-table table td {\n",
+       "    border: 1px solid rgba(106, 105, 104, 0.232);\n",
+       "}\n",
+       "\n",
+       ".user-set td {\n",
+       "    color:rgb(255, 94, 0);\n",
+       "    text-align: left;\n",
+       "}\n",
+       "\n",
+       ".user-set td.value pre {\n",
+       "    color:rgb(255, 94, 0) !important;\n",
+       "    background-color: transparent !important;\n",
+       "}\n",
+       "\n",
+       ".default td {\n",
+       "    color: black;\n",
+       "    text-align: left;\n",
+       "}\n",
+       "\n",
+       ".user-set td i,\n",
+       ".default td i {\n",
+       "    color: black;\n",
+       "}\n",
+       "\n",
+       ".copy-paste-icon {\n",
+       "    background-image: url(data:image/svg+xml;base64,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);\n",
+       "    background-repeat: no-repeat;\n",
+       "    background-size: 14px 14px;\n",
+       "    background-position: 0;\n",
+       "    display: inline-block;\n",
+       "    width: 14px;\n",
+       "    height: 14px;\n",
+       "    cursor: pointer;\n",
+       "}\n",
+       "</style><body><div id=\"sk-container-id-6\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeClassifier(max_depth=5, random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" checked><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>DecisionTreeClassifier</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.7/modules/generated/sklearn.tree.DecisionTreeClassifier.html\">?<span>Documentation for DecisionTreeClassifier</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\" data-param-prefix=\"\">\n",
+       "        <div class=\"estimator-table\">\n",
+       "            <details>\n",
+       "                <summary>Parameters</summary>\n",
+       "                <table class=\"parameters-table\">\n",
+       "                  <tbody>\n",
+       "                    \n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('criterion',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">criterion&nbsp;</td>\n",
+       "            <td class=\"value\">&#x27;gini&#x27;</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('splitter',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">splitter&nbsp;</td>\n",
+       "            <td class=\"value\">&#x27;best&#x27;</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"user-set\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('max_depth',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">max_depth&nbsp;</td>\n",
+       "            <td class=\"value\">5</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('min_samples_split',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">min_samples_split&nbsp;</td>\n",
+       "            <td class=\"value\">2</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('min_samples_leaf',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">min_samples_leaf&nbsp;</td>\n",
+       "            <td class=\"value\">1</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('min_weight_fraction_leaf',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">min_weight_fraction_leaf&nbsp;</td>\n",
+       "            <td class=\"value\">0.0</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('max_features',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">max_features&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"user-set\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('random_state',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">random_state&nbsp;</td>\n",
+       "            <td class=\"value\">42</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('max_leaf_nodes',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">max_leaf_nodes&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('min_impurity_decrease',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">min_impurity_decrease&nbsp;</td>\n",
+       "            <td class=\"value\">0.0</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('class_weight',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">class_weight&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('ccp_alpha',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">ccp_alpha&nbsp;</td>\n",
+       "            <td class=\"value\">0.0</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('monotonic_cst',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">monotonic_cst&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "                  </tbody>\n",
+       "                </table>\n",
+       "            </details>\n",
+       "        </div>\n",
+       "    </div></div></div></div></div><script>function copyToClipboard(text, element) {\n",
+       "    // Get the parameter prefix from the closest toggleable content\n",
+       "    const toggleableContent = element.closest('.sk-toggleable__content');\n",
+       "    const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
+       "    const fullParamName = paramPrefix ? `${paramPrefix}${text}` : text;\n",
+       "\n",
+       "    const originalStyle = element.style;\n",
+       "    const computedStyle = window.getComputedStyle(element);\n",
+       "    const originalWidth = computedStyle.width;\n",
+       "    const originalHTML = element.innerHTML.replace('Copied!', '');\n",
+       "\n",
+       "    navigator.clipboard.writeText(fullParamName)\n",
+       "        .then(() => {\n",
+       "            element.style.width = originalWidth;\n",
+       "            element.style.color = 'green';\n",
+       "            element.innerHTML = \"Copied!\";\n",
+       "\n",
+       "            setTimeout(() => {\n",
+       "                element.innerHTML = originalHTML;\n",
+       "                element.style = originalStyle;\n",
+       "            }, 2000);\n",
+       "        })\n",
+       "        .catch(err => {\n",
+       "            console.error('Failed to copy:', err);\n",
+       "            element.style.color = 'red';\n",
+       "            element.innerHTML = \"Failed!\";\n",
+       "            setTimeout(() => {\n",
+       "                element.innerHTML = originalHTML;\n",
+       "                element.style = originalStyle;\n",
+       "            }, 2000);\n",
+       "        });\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "document.querySelectorAll('.fa-regular.fa-copy').forEach(function(element) {\n",
+       "    const toggleableContent = element.closest('.sk-toggleable__content');\n",
+       "    const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
+       "    const paramName = element.parentElement.nextElementSibling.textContent.trim();\n",
+       "    const fullParamName = paramPrefix ? `${paramPrefix}${paramName}` : paramName;\n",
+       "\n",
+       "    element.setAttribute('title', fullParamName);\n",
+       "});\n",
+       "</script></body>"
+      ]
+     },
+     "execution_count": 205,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 205
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:33:53.527743Z",
+     "start_time": "2025-12-26T09:33:53.515504Z"
+    }
+   },
+   "cell_type": "markdown",
+   "source": "##### Classification report for Decision Tree",
+   "id": "6e2adbf7a01fc741"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:34:19.566567Z",
+     "start_time": "2025-12-26T09:34:19.542583Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "print(classification_report(y_test, dt.predict(X_test)))",
+   "id": "d00638cdfb10f43a",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.94      0.99      0.97       320\n",
+      "           1       0.99      0.94      0.96       319\n",
+      "\n",
+      "    accuracy                           0.97       639\n",
+      "   macro avg       0.97      0.97      0.97       639\n",
+      "weighted avg       0.97      0.97      0.97       639\n",
+      "\n"
+     ]
+    }
+   ],
+   "execution_count": 206
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "#### Random Forest",
+   "id": "4c288e1bee45716e"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:34:51.693945Z",
+     "start_time": "2025-12-26T09:34:51.115670Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "rf = RandomForestClassifier(n_estimators=200, random_state=42)\n",
+    "rf.fit(X_train, y_train)"
+   ],
+   "id": "425fee66cb170b7a",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "RandomForestClassifier(n_estimators=200, random_state=42)"
+      ],
+      "text/html": [
+       "<style>#sk-container-id-7 {\n",
+       "  /* Definition of color scheme common for light and dark mode */\n",
+       "  --sklearn-color-text: #000;\n",
+       "  --sklearn-color-text-muted: #666;\n",
+       "  --sklearn-color-line: gray;\n",
+       "  /* Definition of color scheme for unfitted estimators */\n",
+       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
+       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
+       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
+       "  --sklearn-color-unfitted-level-3: chocolate;\n",
+       "  /* Definition of color scheme for fitted estimators */\n",
+       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
+       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
+       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
+       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
+       "\n",
+       "  /* Specific color for light theme */\n",
+       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
+       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-icon: #696969;\n",
+       "\n",
+       "  @media (prefers-color-scheme: dark) {\n",
+       "    /* Redefinition of color scheme for dark theme */\n",
+       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
+       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-icon: #878787;\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 pre {\n",
+       "  padding: 0;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 input.sk-hidden--visually {\n",
+       "  border: 0;\n",
+       "  clip: rect(1px 1px 1px 1px);\n",
+       "  clip: rect(1px, 1px, 1px, 1px);\n",
+       "  height: 1px;\n",
+       "  margin: -1px;\n",
+       "  overflow: hidden;\n",
+       "  padding: 0;\n",
+       "  position: absolute;\n",
+       "  width: 1px;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-dashed-wrapped {\n",
+       "  border: 1px dashed var(--sklearn-color-line);\n",
+       "  margin: 0 0.4em 0.5em 0.4em;\n",
+       "  box-sizing: border-box;\n",
+       "  padding-bottom: 0.4em;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-container {\n",
+       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
+       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
+       "     so we also need the `!important` here to be able to override the\n",
+       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
+       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
+       "  display: inline-block !important;\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-text-repr-fallback {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-parallel-item,\n",
+       "div.sk-serial,\n",
+       "div.sk-item {\n",
+       "  /* draw centered vertical line to link estimators */\n",
+       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
+       "  background-size: 2px 100%;\n",
+       "  background-repeat: no-repeat;\n",
+       "  background-position: center center;\n",
+       "}\n",
+       "\n",
+       "/* Parallel-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-7 div.sk-parallel-item::after {\n",
+       "  content: \"\";\n",
+       "  width: 100%;\n",
+       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
+       "  flex-grow: 1;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-parallel {\n",
+       "  display: flex;\n",
+       "  align-items: stretch;\n",
+       "  justify-content: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-parallel-item {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-parallel-item:first-child::after {\n",
+       "  align-self: flex-end;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-parallel-item:last-child::after {\n",
+       "  align-self: flex-start;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-parallel-item:only-child::after {\n",
+       "  width: 0;\n",
+       "}\n",
+       "\n",
+       "/* Serial-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-7 div.sk-serial {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "  align-items: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  padding-right: 1em;\n",
+       "  padding-left: 1em;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
+       "clickable and can be expanded/collapsed.\n",
+       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
+       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
+       "*/\n",
+       "\n",
+       "/* Pipeline and ColumnTransformer style (default) */\n",
+       "\n",
+       "#sk-container-id-7 div.sk-toggleable {\n",
+       "  /* Default theme specific background. It is overwritten whether we have a\n",
+       "  specific estimator or a Pipeline/ColumnTransformer */\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable label */\n",
+       "#sk-container-id-7 label.sk-toggleable__label {\n",
+       "  cursor: pointer;\n",
+       "  display: flex;\n",
+       "  width: 100%;\n",
+       "  margin-bottom: 0;\n",
+       "  padding: 0.5em;\n",
+       "  box-sizing: border-box;\n",
+       "  text-align: center;\n",
+       "  align-items: start;\n",
+       "  justify-content: space-between;\n",
+       "  gap: 0.5em;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 label.sk-toggleable__label .caption {\n",
+       "  font-size: 0.6rem;\n",
+       "  font-weight: lighter;\n",
+       "  color: var(--sklearn-color-text-muted);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 label.sk-toggleable__label-arrow:before {\n",
+       "  /* Arrow on the left of the label */\n",
+       "  content: \"▸\";\n",
+       "  float: left;\n",
+       "  margin-right: 0.25em;\n",
+       "  color: var(--sklearn-color-icon);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 label.sk-toggleable__label-arrow:hover:before {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable content - dropdown */\n",
+       "\n",
+       "#sk-container-id-7 div.sk-toggleable__content {\n",
+       "  display: none;\n",
+       "  text-align: left;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-toggleable__content.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-toggleable__content pre {\n",
+       "  margin: 0.2em;\n",
+       "  border-radius: 0.25em;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-toggleable__content.fitted pre {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
+       "  /* Expand drop-down */\n",
+       "  display: block;\n",
+       "  width: 100%;\n",
+       "  overflow: visible;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
+       "  content: \"▾\";\n",
+       "}\n",
+       "\n",
+       "/* Pipeline/ColumnTransformer-specific style */\n",
+       "\n",
+       "#sk-container-id-7 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific style */\n",
+       "\n",
+       "/* Colorize estimator box */\n",
+       "#sk-container-id-7 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-label label.sk-toggleable__label,\n",
+       "#sk-container-id-7 div.sk-label label {\n",
+       "  /* The background is the default theme color */\n",
+       "  color: var(--sklearn-color-text-on-default-background);\n",
+       "}\n",
+       "\n",
+       "/* On hover, darken the color of the background */\n",
+       "#sk-container-id-7 div.sk-label:hover label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Label box, darken color on hover, fitted */\n",
+       "#sk-container-id-7 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator label */\n",
+       "\n",
+       "#sk-container-id-7 div.sk-label label {\n",
+       "  font-family: monospace;\n",
+       "  font-weight: bold;\n",
+       "  display: inline-block;\n",
+       "  line-height: 1.2em;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-label-container {\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific */\n",
+       "#sk-container-id-7 div.sk-estimator {\n",
+       "  font-family: monospace;\n",
+       "  border: 1px dotted var(--sklearn-color-border-box);\n",
+       "  border-radius: 0.25em;\n",
+       "  box-sizing: border-box;\n",
+       "  margin-bottom: 0.5em;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-estimator.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "/* on hover */\n",
+       "#sk-container-id-7 div.sk-estimator:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 div.sk-estimator.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
+       "\n",
+       "/* Common style for \"i\" and \"?\" */\n",
+       "\n",
+       ".sk-estimator-doc-link,\n",
+       "a:link.sk-estimator-doc-link,\n",
+       "a:visited.sk-estimator-doc-link {\n",
+       "  float: right;\n",
+       "  font-size: smaller;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1em;\n",
+       "  height: 1em;\n",
+       "  width: 1em;\n",
+       "  text-decoration: none !important;\n",
+       "  margin-left: 0.5em;\n",
+       "  text-align: center;\n",
+       "  /* unfitted */\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted,\n",
+       "a:link.sk-estimator-doc-link.fitted,\n",
+       "a:visited.sk-estimator-doc-link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "/* Span, style for the box shown on hovering the info icon */\n",
+       ".sk-estimator-doc-link span {\n",
+       "  display: none;\n",
+       "  z-index: 9999;\n",
+       "  position: relative;\n",
+       "  font-weight: normal;\n",
+       "  right: .2ex;\n",
+       "  padding: .5ex;\n",
+       "  margin: .5ex;\n",
+       "  width: min-content;\n",
+       "  min-width: 20ex;\n",
+       "  max-width: 50ex;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  box-shadow: 2pt 2pt 4pt #999;\n",
+       "  /* unfitted */\n",
+       "  background: var(--sklearn-color-unfitted-level-0);\n",
+       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted span {\n",
+       "  /* fitted */\n",
+       "  background: var(--sklearn-color-fitted-level-0);\n",
+       "  border: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link:hover span {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
+       "\n",
+       "#sk-container-id-7 a.estimator_doc_link {\n",
+       "  float: right;\n",
+       "  font-size: 1rem;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1rem;\n",
+       "  height: 1rem;\n",
+       "  width: 1rem;\n",
+       "  text-decoration: none;\n",
+       "  /* unfitted */\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 a.estimator_doc_link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "#sk-container-id-7 a.estimator_doc_link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-7 a.estimator_doc_link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".estimator-table summary {\n",
+       "    padding: .5rem;\n",
+       "    font-family: monospace;\n",
+       "    cursor: pointer;\n",
+       "}\n",
+       "\n",
+       ".estimator-table details[open] {\n",
+       "    padding-left: 0.1rem;\n",
+       "    padding-right: 0.1rem;\n",
+       "    padding-bottom: 0.3rem;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table {\n",
+       "    margin-left: auto !important;\n",
+       "    margin-right: auto !important;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table tr:nth-child(odd) {\n",
+       "    background-color: #fff;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table tr:nth-child(even) {\n",
+       "    background-color: #f6f6f6;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table tr:hover {\n",
+       "    background-color: #e0e0e0;\n",
+       "}\n",
+       "\n",
+       ".estimator-table table td {\n",
+       "    border: 1px solid rgba(106, 105, 104, 0.232);\n",
+       "}\n",
+       "\n",
+       ".user-set td {\n",
+       "    color:rgb(255, 94, 0);\n",
+       "    text-align: left;\n",
+       "}\n",
+       "\n",
+       ".user-set td.value pre {\n",
+       "    color:rgb(255, 94, 0) !important;\n",
+       "    background-color: transparent !important;\n",
+       "}\n",
+       "\n",
+       ".default td {\n",
+       "    color: black;\n",
+       "    text-align: left;\n",
+       "}\n",
+       "\n",
+       ".user-set td i,\n",
+       ".default td i {\n",
+       "    color: black;\n",
+       "}\n",
+       "\n",
+       ".copy-paste-icon {\n",
+       "    background-image: url(data:image/svg+xml;base64,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);\n",
+       "    background-repeat: no-repeat;\n",
+       "    background-size: 14px 14px;\n",
+       "    background-position: 0;\n",
+       "    display: inline-block;\n",
+       "    width: 14px;\n",
+       "    height: 14px;\n",
+       "    cursor: pointer;\n",
+       "}\n",
+       "</style><body><div id=\"sk-container-id-7\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>RandomForestClassifier(n_estimators=200, random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-7\" type=\"checkbox\" checked><label for=\"sk-estimator-id-7\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>RandomForestClassifier</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.7/modules/generated/sklearn.ensemble.RandomForestClassifier.html\">?<span>Documentation for RandomForestClassifier</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\" data-param-prefix=\"\">\n",
+       "        <div class=\"estimator-table\">\n",
+       "            <details>\n",
+       "                <summary>Parameters</summary>\n",
+       "                <table class=\"parameters-table\">\n",
+       "                  <tbody>\n",
+       "                    \n",
+       "        <tr class=\"user-set\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('n_estimators',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">n_estimators&nbsp;</td>\n",
+       "            <td class=\"value\">200</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('criterion',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">criterion&nbsp;</td>\n",
+       "            <td class=\"value\">&#x27;gini&#x27;</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('max_depth',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">max_depth&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('min_samples_split',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">min_samples_split&nbsp;</td>\n",
+       "            <td class=\"value\">2</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('min_samples_leaf',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">min_samples_leaf&nbsp;</td>\n",
+       "            <td class=\"value\">1</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('min_weight_fraction_leaf',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">min_weight_fraction_leaf&nbsp;</td>\n",
+       "            <td class=\"value\">0.0</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('max_features',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">max_features&nbsp;</td>\n",
+       "            <td class=\"value\">&#x27;sqrt&#x27;</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('max_leaf_nodes',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">max_leaf_nodes&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('min_impurity_decrease',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">min_impurity_decrease&nbsp;</td>\n",
+       "            <td class=\"value\">0.0</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('bootstrap',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">bootstrap&nbsp;</td>\n",
+       "            <td class=\"value\">True</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('oob_score',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">oob_score&nbsp;</td>\n",
+       "            <td class=\"value\">False</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('n_jobs',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">n_jobs&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"user-set\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('random_state',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">random_state&nbsp;</td>\n",
+       "            <td class=\"value\">42</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('verbose',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">verbose&nbsp;</td>\n",
+       "            <td class=\"value\">0</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('warm_start',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">warm_start&nbsp;</td>\n",
+       "            <td class=\"value\">False</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('class_weight',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">class_weight&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('ccp_alpha',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">ccp_alpha&nbsp;</td>\n",
+       "            <td class=\"value\">0.0</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('max_samples',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">max_samples&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('monotonic_cst',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">monotonic_cst&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "                  </tbody>\n",
+       "                </table>\n",
+       "            </details>\n",
+       "        </div>\n",
+       "    </div></div></div></div></div><script>function copyToClipboard(text, element) {\n",
+       "    // Get the parameter prefix from the closest toggleable content\n",
+       "    const toggleableContent = element.closest('.sk-toggleable__content');\n",
+       "    const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
+       "    const fullParamName = paramPrefix ? `${paramPrefix}${text}` : text;\n",
+       "\n",
+       "    const originalStyle = element.style;\n",
+       "    const computedStyle = window.getComputedStyle(element);\n",
+       "    const originalWidth = computedStyle.width;\n",
+       "    const originalHTML = element.innerHTML.replace('Copied!', '');\n",
+       "\n",
+       "    navigator.clipboard.writeText(fullParamName)\n",
+       "        .then(() => {\n",
+       "            element.style.width = originalWidth;\n",
+       "            element.style.color = 'green';\n",
+       "            element.innerHTML = \"Copied!\";\n",
+       "\n",
+       "            setTimeout(() => {\n",
+       "                element.innerHTML = originalHTML;\n",
+       "                element.style = originalStyle;\n",
+       "            }, 2000);\n",
+       "        })\n",
+       "        .catch(err => {\n",
+       "            console.error('Failed to copy:', err);\n",
+       "            element.style.color = 'red';\n",
+       "            element.innerHTML = \"Failed!\";\n",
+       "            setTimeout(() => {\n",
+       "                element.innerHTML = originalHTML;\n",
+       "                element.style = originalStyle;\n",
+       "            }, 2000);\n",
+       "        });\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "document.querySelectorAll('.fa-regular.fa-copy').forEach(function(element) {\n",
+       "    const toggleableContent = element.closest('.sk-toggleable__content');\n",
+       "    const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
+       "    const paramName = element.parentElement.nextElementSibling.textContent.trim();\n",
+       "    const fullParamName = paramPrefix ? `${paramPrefix}${paramName}` : paramName;\n",
+       "\n",
+       "    element.setAttribute('title', fullParamName);\n",
+       "});\n",
+       "</script></body>"
+      ]
+     },
+     "execution_count": 207,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 207
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:35:28.367416Z",
+     "start_time": "2025-12-26T09:35:28.355095Z"
+    }
+   },
+   "cell_type": "markdown",
+   "source": "##### Classification report for Random Forest",
+   "id": "4e9b3f09b33e37dc"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:35:05.872310Z",
+     "start_time": "2025-12-26T09:35:05.841344Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "print(classification_report(y_test, rf.predict(X_test)))",
+   "id": "a2c31c963a41cda7",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      1.00      1.00       320\n",
+      "           1       1.00      1.00      1.00       319\n",
+      "\n",
+      "    accuracy                           1.00       639\n",
+      "   macro avg       1.00      1.00      1.00       639\n",
+      "weighted avg       1.00      1.00      1.00       639\n",
+      "\n"
+     ]
+    }
+   ],
+   "execution_count": 208
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "#### SVM",
+   "id": "7123e9bad62a2ca5"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:36:44.636845Z",
+     "start_time": "2025-12-26T09:36:44.601182Z"
+    }
+   },
+   "cell_type": "code",
+   "source": [
+    "svm = SVC(kernel='rbf')\n",
+    "svm.fit(X_train, y_train)"
+   ],
+   "id": "e82b253e57afc7c3",
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "SVC()"
+      ],
+      "text/html": [
+       "<style>#sk-container-id-8 {\n",
+       "  /* Definition of color scheme common for light and dark mode */\n",
+       "  --sklearn-color-text: #000;\n",
+       "  --sklearn-color-text-muted: #666;\n",
+       "  --sklearn-color-line: gray;\n",
+       "  /* Definition of color scheme for unfitted estimators */\n",
+       "  --sklearn-color-unfitted-level-0: #fff5e6;\n",
+       "  --sklearn-color-unfitted-level-1: #f6e4d2;\n",
+       "  --sklearn-color-unfitted-level-2: #ffe0b3;\n",
+       "  --sklearn-color-unfitted-level-3: chocolate;\n",
+       "  /* Definition of color scheme for fitted estimators */\n",
+       "  --sklearn-color-fitted-level-0: #f0f8ff;\n",
+       "  --sklearn-color-fitted-level-1: #d4ebff;\n",
+       "  --sklearn-color-fitted-level-2: #b3dbfd;\n",
+       "  --sklearn-color-fitted-level-3: cornflowerblue;\n",
+       "\n",
+       "  /* Specific color for light theme */\n",
+       "  --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
+       "  --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
+       "  --sklearn-color-icon: #696969;\n",
+       "\n",
+       "  @media (prefers-color-scheme: dark) {\n",
+       "    /* Redefinition of color scheme for dark theme */\n",
+       "    --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
+       "    --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
+       "    --sklearn-color-icon: #878787;\n",
+       "  }\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 pre {\n",
+       "  padding: 0;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 input.sk-hidden--visually {\n",
+       "  border: 0;\n",
+       "  clip: rect(1px 1px 1px 1px);\n",
+       "  clip: rect(1px, 1px, 1px, 1px);\n",
+       "  height: 1px;\n",
+       "  margin: -1px;\n",
+       "  overflow: hidden;\n",
+       "  padding: 0;\n",
+       "  position: absolute;\n",
+       "  width: 1px;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-dashed-wrapped {\n",
+       "  border: 1px dashed var(--sklearn-color-line);\n",
+       "  margin: 0 0.4em 0.5em 0.4em;\n",
+       "  box-sizing: border-box;\n",
+       "  padding-bottom: 0.4em;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-container {\n",
+       "  /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
+       "     but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
+       "     so we also need the `!important` here to be able to override the\n",
+       "     default hidden behavior on the sphinx rendered scikit-learn.org.\n",
+       "     See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
+       "  display: inline-block !important;\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-text-repr-fallback {\n",
+       "  display: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-parallel-item,\n",
+       "div.sk-serial,\n",
+       "div.sk-item {\n",
+       "  /* draw centered vertical line to link estimators */\n",
+       "  background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
+       "  background-size: 2px 100%;\n",
+       "  background-repeat: no-repeat;\n",
+       "  background-position: center center;\n",
+       "}\n",
+       "\n",
+       "/* Parallel-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-8 div.sk-parallel-item::after {\n",
+       "  content: \"\";\n",
+       "  width: 100%;\n",
+       "  border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
+       "  flex-grow: 1;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-parallel {\n",
+       "  display: flex;\n",
+       "  align-items: stretch;\n",
+       "  justify-content: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  position: relative;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-parallel-item {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-parallel-item:first-child::after {\n",
+       "  align-self: flex-end;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-parallel-item:last-child::after {\n",
+       "  align-self: flex-start;\n",
+       "  width: 50%;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-parallel-item:only-child::after {\n",
+       "  width: 0;\n",
+       "}\n",
+       "\n",
+       "/* Serial-specific style estimator block */\n",
+       "\n",
+       "#sk-container-id-8 div.sk-serial {\n",
+       "  display: flex;\n",
+       "  flex-direction: column;\n",
+       "  align-items: center;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  padding-right: 1em;\n",
+       "  padding-left: 1em;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
+       "clickable and can be expanded/collapsed.\n",
+       "- Pipeline and ColumnTransformer use this feature and define the default style\n",
+       "- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
+       "*/\n",
+       "\n",
+       "/* Pipeline and ColumnTransformer style (default) */\n",
+       "\n",
+       "#sk-container-id-8 div.sk-toggleable {\n",
+       "  /* Default theme specific background. It is overwritten whether we have a\n",
+       "  specific estimator or a Pipeline/ColumnTransformer */\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable label */\n",
+       "#sk-container-id-8 label.sk-toggleable__label {\n",
+       "  cursor: pointer;\n",
+       "  display: flex;\n",
+       "  width: 100%;\n",
+       "  margin-bottom: 0;\n",
+       "  padding: 0.5em;\n",
+       "  box-sizing: border-box;\n",
+       "  text-align: center;\n",
+       "  align-items: start;\n",
+       "  justify-content: space-between;\n",
+       "  gap: 0.5em;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 label.sk-toggleable__label .caption {\n",
+       "  font-size: 0.6rem;\n",
+       "  font-weight: lighter;\n",
+       "  color: var(--sklearn-color-text-muted);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 label.sk-toggleable__label-arrow:before {\n",
+       "  /* Arrow on the left of the label */\n",
+       "  content: \"▸\";\n",
+       "  float: left;\n",
+       "  margin-right: 0.25em;\n",
+       "  color: var(--sklearn-color-icon);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 label.sk-toggleable__label-arrow:hover:before {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "}\n",
+       "\n",
+       "/* Toggleable content - dropdown */\n",
+       "\n",
+       "#sk-container-id-8 div.sk-toggleable__content {\n",
+       "  display: none;\n",
+       "  text-align: left;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-toggleable__content.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-toggleable__content pre {\n",
+       "  margin: 0.2em;\n",
+       "  border-radius: 0.25em;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-toggleable__content.fitted pre {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
+       "  /* Expand drop-down */\n",
+       "  display: block;\n",
+       "  width: 100%;\n",
+       "  overflow: visible;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
+       "  content: \"▾\";\n",
+       "}\n",
+       "\n",
+       "/* Pipeline/ColumnTransformer-specific style */\n",
+       "\n",
+       "#sk-container-id-8 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific style */\n",
+       "\n",
+       "/* Colorize estimator box */\n",
+       "#sk-container-id-8 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-label label.sk-toggleable__label,\n",
+       "#sk-container-id-8 div.sk-label label {\n",
+       "  /* The background is the default theme color */\n",
+       "  color: var(--sklearn-color-text-on-default-background);\n",
+       "}\n",
+       "\n",
+       "/* On hover, darken the color of the background */\n",
+       "#sk-container-id-8 div.sk-label:hover label.sk-toggleable__label {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Label box, darken color on hover, fitted */\n",
+       "#sk-container-id-8 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Estimator label */\n",
+       "\n",
+       "#sk-container-id-8 div.sk-label label {\n",
+       "  font-family: monospace;\n",
+       "  font-weight: bold;\n",
+       "  display: inline-block;\n",
+       "  line-height: 1.2em;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-label-container {\n",
+       "  text-align: center;\n",
+       "}\n",
+       "\n",
+       "/* Estimator-specific */\n",
+       "#sk-container-id-8 div.sk-estimator {\n",
+       "  font-family: monospace;\n",
+       "  border: 1px dotted var(--sklearn-color-border-box);\n",
+       "  border-radius: 0.25em;\n",
+       "  box-sizing: border-box;\n",
+       "  margin-bottom: 0.5em;\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-0);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-estimator.fitted {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-0);\n",
+       "}\n",
+       "\n",
+       "/* on hover */\n",
+       "#sk-container-id-8 div.sk-estimator:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-2);\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 div.sk-estimator.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-2);\n",
+       "}\n",
+       "\n",
+       "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
+       "\n",
+       "/* Common style for \"i\" and \"?\" */\n",
+       "\n",
+       ".sk-estimator-doc-link,\n",
+       "a:link.sk-estimator-doc-link,\n",
+       "a:visited.sk-estimator-doc-link {\n",
+       "  float: right;\n",
+       "  font-size: smaller;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1em;\n",
+       "  height: 1em;\n",
+       "  width: 1em;\n",
+       "  text-decoration: none !important;\n",
+       "  margin-left: 0.5em;\n",
+       "  text-align: center;\n",
+       "  /* unfitted */\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted,\n",
+       "a:link.sk-estimator-doc-link.fitted,\n",
+       "a:visited.sk-estimator-doc-link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
+       ".sk-estimator-doc-link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover,\n",
+       "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
+       ".sk-estimator-doc-link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "/* Span, style for the box shown on hovering the info icon */\n",
+       ".sk-estimator-doc-link span {\n",
+       "  display: none;\n",
+       "  z-index: 9999;\n",
+       "  position: relative;\n",
+       "  font-weight: normal;\n",
+       "  right: .2ex;\n",
+       "  padding: .5ex;\n",
+       "  margin: .5ex;\n",
+       "  width: min-content;\n",
+       "  min-width: 20ex;\n",
+       "  max-width: 50ex;\n",
+       "  color: var(--sklearn-color-text);\n",
+       "  box-shadow: 2pt 2pt 4pt #999;\n",
+       "  /* unfitted */\n",
+       "  background: var(--sklearn-color-unfitted-level-0);\n",
+       "  border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link.fitted span {\n",
+       "  /* fitted */\n",
+       "  background: var(--sklearn-color-fitted-level-0);\n",
+       "  border: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".sk-estimator-doc-link:hover span {\n",
+       "  display: block;\n",
+       "}\n",
+       "\n",
+       "/* \"?\"-specific style due to the `<a>` HTML tag */\n",
+       "\n",
+       "#sk-container-id-8 a.estimator_doc_link {\n",
+       "  float: right;\n",
+       "  font-size: 1rem;\n",
+       "  line-height: 1em;\n",
+       "  font-family: monospace;\n",
+       "  background-color: var(--sklearn-color-background);\n",
+       "  border-radius: 1rem;\n",
+       "  height: 1rem;\n",
+       "  width: 1rem;\n",
+       "  text-decoration: none;\n",
+       "  /* unfitted */\n",
+       "  color: var(--sklearn-color-unfitted-level-1);\n",
+       "  border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 a.estimator_doc_link.fitted {\n",
+       "  /* fitted */\n",
+       "  border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
+       "  color: var(--sklearn-color-fitted-level-1);\n",
+       "}\n",
+       "\n",
+       "/* On hover */\n",
+       "#sk-container-id-8 a.estimator_doc_link:hover {\n",
+       "  /* unfitted */\n",
+       "  background-color: var(--sklearn-color-unfitted-level-3);\n",
+       "  color: var(--sklearn-color-background);\n",
+       "  text-decoration: none;\n",
+       "}\n",
+       "\n",
+       "#sk-container-id-8 a.estimator_doc_link.fitted:hover {\n",
+       "  /* fitted */\n",
+       "  background-color: var(--sklearn-color-fitted-level-3);\n",
+       "}\n",
+       "\n",
+       ".estimator-table summary {\n",
+       "    padding: .5rem;\n",
+       "    font-family: monospace;\n",
+       "    cursor: pointer;\n",
+       "}\n",
+       "\n",
+       ".estimator-table details[open] {\n",
+       "    padding-left: 0.1rem;\n",
+       "    padding-right: 0.1rem;\n",
+       "    padding-bottom: 0.3rem;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table {\n",
+       "    margin-left: auto !important;\n",
+       "    margin-right: auto !important;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table tr:nth-child(odd) {\n",
+       "    background-color: #fff;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table tr:nth-child(even) {\n",
+       "    background-color: #f6f6f6;\n",
+       "}\n",
+       "\n",
+       ".estimator-table .parameters-table tr:hover {\n",
+       "    background-color: #e0e0e0;\n",
+       "}\n",
+       "\n",
+       ".estimator-table table td {\n",
+       "    border: 1px solid rgba(106, 105, 104, 0.232);\n",
+       "}\n",
+       "\n",
+       ".user-set td {\n",
+       "    color:rgb(255, 94, 0);\n",
+       "    text-align: left;\n",
+       "}\n",
+       "\n",
+       ".user-set td.value pre {\n",
+       "    color:rgb(255, 94, 0) !important;\n",
+       "    background-color: transparent !important;\n",
+       "}\n",
+       "\n",
+       ".default td {\n",
+       "    color: black;\n",
+       "    text-align: left;\n",
+       "}\n",
+       "\n",
+       ".user-set td i,\n",
+       ".default td i {\n",
+       "    color: black;\n",
+       "}\n",
+       "\n",
+       ".copy-paste-icon {\n",
+       "    background-image: url(data:image/svg+xml;base64,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);\n",
+       "    background-repeat: no-repeat;\n",
+       "    background-size: 14px 14px;\n",
+       "    background-position: 0;\n",
+       "    display: inline-block;\n",
+       "    width: 14px;\n",
+       "    height: 14px;\n",
+       "    cursor: pointer;\n",
+       "}\n",
+       "</style><body><div id=\"sk-container-id-8\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>SVC()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-8\" type=\"checkbox\" checked><label for=\"sk-estimator-id-8\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>SVC</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.7/modules/generated/sklearn.svm.SVC.html\">?<span>Documentation for SVC</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\" data-param-prefix=\"\">\n",
+       "        <div class=\"estimator-table\">\n",
+       "            <details>\n",
+       "                <summary>Parameters</summary>\n",
+       "                <table class=\"parameters-table\">\n",
+       "                  <tbody>\n",
+       "                    \n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('C',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">C&nbsp;</td>\n",
+       "            <td class=\"value\">1.0</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('kernel',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">kernel&nbsp;</td>\n",
+       "            <td class=\"value\">&#x27;rbf&#x27;</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('degree',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">degree&nbsp;</td>\n",
+       "            <td class=\"value\">3</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('gamma',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">gamma&nbsp;</td>\n",
+       "            <td class=\"value\">&#x27;scale&#x27;</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('coef0',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">coef0&nbsp;</td>\n",
+       "            <td class=\"value\">0.0</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('shrinking',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">shrinking&nbsp;</td>\n",
+       "            <td class=\"value\">True</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('probability',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">probability&nbsp;</td>\n",
+       "            <td class=\"value\">False</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('tol',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">tol&nbsp;</td>\n",
+       "            <td class=\"value\">0.001</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('cache_size',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">cache_size&nbsp;</td>\n",
+       "            <td class=\"value\">200</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('class_weight',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">class_weight&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('verbose',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">verbose&nbsp;</td>\n",
+       "            <td class=\"value\">False</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('max_iter',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">max_iter&nbsp;</td>\n",
+       "            <td class=\"value\">-1</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('decision_function_shape',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">decision_function_shape&nbsp;</td>\n",
+       "            <td class=\"value\">&#x27;ovr&#x27;</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('break_ties',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">break_ties&nbsp;</td>\n",
+       "            <td class=\"value\">False</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "\n",
+       "        <tr class=\"default\">\n",
+       "            <td><i class=\"copy-paste-icon\"\n",
+       "                 onclick=\"copyToClipboard('random_state',\n",
+       "                          this.parentElement.nextElementSibling)\"\n",
+       "            ></i></td>\n",
+       "            <td class=\"param\">random_state&nbsp;</td>\n",
+       "            <td class=\"value\">None</td>\n",
+       "        </tr>\n",
+       "    \n",
+       "                  </tbody>\n",
+       "                </table>\n",
+       "            </details>\n",
+       "        </div>\n",
+       "    </div></div></div></div></div><script>function copyToClipboard(text, element) {\n",
+       "    // Get the parameter prefix from the closest toggleable content\n",
+       "    const toggleableContent = element.closest('.sk-toggleable__content');\n",
+       "    const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
+       "    const fullParamName = paramPrefix ? `${paramPrefix}${text}` : text;\n",
+       "\n",
+       "    const originalStyle = element.style;\n",
+       "    const computedStyle = window.getComputedStyle(element);\n",
+       "    const originalWidth = computedStyle.width;\n",
+       "    const originalHTML = element.innerHTML.replace('Copied!', '');\n",
+       "\n",
+       "    navigator.clipboard.writeText(fullParamName)\n",
+       "        .then(() => {\n",
+       "            element.style.width = originalWidth;\n",
+       "            element.style.color = 'green';\n",
+       "            element.innerHTML = \"Copied!\";\n",
+       "\n",
+       "            setTimeout(() => {\n",
+       "                element.innerHTML = originalHTML;\n",
+       "                element.style = originalStyle;\n",
+       "            }, 2000);\n",
+       "        })\n",
+       "        .catch(err => {\n",
+       "            console.error('Failed to copy:', err);\n",
+       "            element.style.color = 'red';\n",
+       "            element.innerHTML = \"Failed!\";\n",
+       "            setTimeout(() => {\n",
+       "                element.innerHTML = originalHTML;\n",
+       "                element.style = originalStyle;\n",
+       "            }, 2000);\n",
+       "        });\n",
+       "    return false;\n",
+       "}\n",
+       "\n",
+       "document.querySelectorAll('.fa-regular.fa-copy').forEach(function(element) {\n",
+       "    const toggleableContent = element.closest('.sk-toggleable__content');\n",
+       "    const paramPrefix = toggleableContent ? toggleableContent.dataset.paramPrefix : '';\n",
+       "    const paramName = element.parentElement.nextElementSibling.textContent.trim();\n",
+       "    const fullParamName = paramPrefix ? `${paramPrefix}${paramName}` : paramName;\n",
+       "\n",
+       "    element.setAttribute('title', fullParamName);\n",
+       "});\n",
+       "</script></body>"
+      ]
+     },
+     "execution_count": 211,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "execution_count": 211
+  },
+  {
+   "metadata": {},
+   "cell_type": "markdown",
+   "source": "##### Classification report for SVM",
+   "id": "6545a490268fd00d"
+  },
+  {
+   "metadata": {
+    "ExecuteTime": {
+     "end_time": "2025-12-26T09:37:13.661171Z",
+     "start_time": "2025-12-26T09:37:13.634880Z"
+    }
+   },
+   "cell_type": "code",
+   "source": "print(classification_report(y_test, svm.predict(X_test)))",
+   "id": "d9097b2f27321b85",
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       1.00      0.99      0.99       320\n",
+      "           1       0.99      1.00      0.99       319\n",
+      "\n",
+      "    accuracy                           0.99       639\n",
+      "   macro avg       0.99      0.99      0.99       639\n",
+      "weighted avg       0.99      0.99      0.99       639\n",
+      "\n"
+     ]
+    }
+   ],
+   "execution_count": 213
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "outputs": [],
+   "execution_count": null,
+   "source": "",
+   "id": "22f1f052ed96d7d1"
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "outputs": [],
+   "execution_count": null,
+   "source": "",
+   "id": "dd670e3bbc6db468"
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "outputs": [],
+   "execution_count": null,
+   "source": "",
+   "id": "6ba10612400c3ffc"
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "outputs": [],
+   "execution_count": null,
+   "source": "",
+   "id": "2b286459a7af7ccf"
+  },
+  {
+   "metadata": {},
+   "cell_type": "code",
+   "outputs": [],
+   "execution_count": null,
+   "source": "",
+   "id": "b633f33419a941d3"
   },
   {
    "metadata": {},
@@ -8405,7 +6630,7 @@
    "outputs": [],
    "execution_count": null,
    "source": "",
-   "id": "6218adabc32f446d"
+   "id": "68d163babd4a039a"
   },
   {
    "metadata": {},
@@ -8413,7 +6638,7 @@
    "outputs": [],
    "execution_count": null,
    "source": "",
-   "id": "90fa683b9365ad25"
+   "id": "f04f1e749c9fbc18"
   }
  ],
  "metadata": {
diff --git a/README.md b/README.md
index 779fe15..ce8ca33 100644
--- a/README.md
+++ b/README.md
@@ -2,22 +2,23 @@
 
 ## About the dataset:
 
-Machine Predictive Maintenance Classification Dataset
-Since real predictive maintenance datasets are generally difficult to obtain and in particular difficult to publish, we present and provide a *synthetic dataset* that reflects real predictive maintenance encountered in the industry to the best of our knowledge.
+Original owner of data: pgurazada1 on Hugging Face
 
-The dataset consists of 10 000 data points stored as rows with 14 features in columns
+Data set information:
+- Dataset Name: machine-failure-mlops-demo-logs
+- Type: Structured tabular data
+- Domain: Predictive maintenance / Machine failure detection
+- Target Variable: prediction (imbalanced binary classification)
+- Use Case: Detecting machine failure events from operational logs
 
-- UID: unique identifier ranging from 1 to 10000
-- productID: consisting of a letter L, M, or H for low (50% of all products), medium (30%), and high (20%) as product quality variants and a variant-specific serial number
-- air temperature [K]: generated using a random walk process later normalized to a standard deviation of 2 K around 300 K
-- process temperature [K]: generated using a random walk process normalized to a standard deviation of 1 K, added to the air temperature plus 10 K.
-- rotational speed [rpm]: calculated from powepower of 2860 W, overlaid with a normally distributed noise
-- torque [Nm]: torque values are normally distributed around 40 Nm with an σ = 10 Nm and no negative values.
-- tool wear [min]: The quality variants H/M/L add 5/3/2 minutes of tool wear to the used tool in the process. 
+Link to web page: https://huggingface.co/datasets/pgurazada1/machine-failure-mlops-demo-logs
 
-
-and a **machine failure** label that indicates, whether the machine has failed in this particular data point for any of the following failure modes are true.
-
-### Important : There are two Targets - Do not make the mistake of using one of them as feature, as it will lead to leakage.
-- Target : Failure or Not
-- Failure Type : Type of Failure
\ No newline at end of file
+Dataset Structure
+The dataset is stored as a CSV file with the following columns:
+- Air temperature [K]: Ambient air temperature around the machine in Kelvin.
+- Process temperature [K]: Internal process temperature of the machine in Kelvin.
+- Rotational speed [rpm]: Rotational speed of the machine shaft in revolutions per minute.
+- Torque [Nm]: Torque applied to the machine shaft in Newton-meters.
+- Tool wear [min]: Cumulative tool wear measured in minutes.
+- Type: Machine type or category (categorical values: L, M, H).
+- prediction: Target variable. 0 = normal operation, 1 = failure predicted.