% Biomedical data set built by Dr. Henrique da Mota during a medical residence period in the Group of Applied Research in Orthopaedics (GARO) of the Centre Médico-Chirurgical de Réadaptation des Massues, Lyon, France. % The task consists in classifying patients as belonging to one out of two categories: Normal (100 patients) or Abnormal (210 patients, with Disk Hernia or Spondylolisthesis). % % Each patient is represented in the data set by six biomechanical attributes derived from the shape and orientation of the pelvis and lumbar spine (in this order): % pelvic incidence, pelvic tilt, lumbar lordosis angle, sacral slope, pelvic radius and grade of spondylolisthesis. % The following convention can be used for labels: DH (Disk Hernia), Spondylolisthesis (SL), Normal (NO) and Abnormal (AB). % Relevant papers: % (1) Berthonnaud, E., Dimnet, J., Roussouly, P. & Labelle, H. (2005). 'Analysis of the sagittal balance of the spine and pelvis using shape and orientation parameters', Journal of Spinal Disorders & Techniques, 18(1):40–47. % (2) Rocha Neto, A. R. & Barreto, G. A. (2009). 'On the Application of Ensembles of Classifiers to the Diagnosis of Pathologies of the Vertebral Column: A Comparative Analysis', IEEE Latin America Transactions, 7(4):487-496. % (3) Rocha Neto, A. R., Sousa, R., Barreto, G. A. & Cardoso, J. S. (2011). 'Diagnostic of Pathology on the Vertebral Column with Embedded Reject Option”, Proceedings of the 5th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA'2011), Gran Canaria, Spain, Lecture Notes on Computer Science, vol. 6669, p. 588-595. @relation column_2C_weka @attribute pelvic_incidence numeric @attribute pelvic_tilt numeric @attribute lumbar_lordosis_angle numeric @attribute sacral_slope numeric @attribute pelvic_radius numeric @attribute degree_spondylolisthesis numeric @attribute class {Abnormal, Normal} @data 63.0278175,22.55258597,39.60911701,40.47523153,98.67291675,-0.254399986,Abnormal 39.05695098,10.06099147,25.01537822,28.99595951,114.4054254,4.564258645,Abnormal 68.83202098,22.21848205,50.09219357,46.61353893,105.9851355,-3.530317314,Abnormal 69.29700807,24.65287791,44.31123813,44.64413017,101.8684951,11.21152344,Abnormal 49.71285934,9.652074879,28.317406,40.06078446,108.1687249,7.918500615,Abnormal 40.25019968,13.92190658,25.1249496,26.32829311,130.3278713,2.230651729,Abnormal 53.43292815,15.86433612,37.16593387,37.56859203,120.5675233,5.988550702,Abnormal 45.36675362,10.75561143,29.03834896,34.61114218,117.2700675,-10.67587083,Abnormal 43.79019026,13.5337531,42.69081398,30.25643716,125.0028927,13.28901817,Abnormal 36.68635286,5.010884121,41.9487509,31.67546874,84.24141517,0.664437117,Abnormal 49.70660953,13.04097405,31.33450009,36.66563548,108.6482654,-7.825985755,Abnormal 31.23238734,17.71581923,15.5,13.51656811,120.0553988,0.499751446,Abnormal 48.91555137,19.96455616,40.26379358,28.95099521,119.321358,8.028894629,Abnormal 53.5721702,20.46082824,33.1,33.11134196,110.9666978,7.044802938,Abnormal 57.30022656,24.1888846,46.99999999,33.11134196,116.8065868,5.766946943,Abnormal 44.31890674,12.53799164,36.098763,31.78091509,124.1158358,5.415825143,Abnormal 63.83498162,20.36250706,54.55243367,43.47247456,112.3094915,-0.622526643,Abnormal 31.27601184,3.14466948,32.56299592,28.13134236,129.0114183,3.623020073,Abnormal 38.69791243,13.44474904,31,25.25316339,123.1592507,1.429185758,Abnormal 41.72996308,12.25407408,30.12258646,29.475889,116.5857056,-1.244402488,Abnormal 43.92283983,14.17795853,37.8325467,29.7448813,134.4610156,6.451647637,Abnormal 54.91944259,21.06233245,42.19999999,33.85711014,125.2127163,2.432561437,Abnormal 63.07361096,24.41380271,53.99999999,38.65980825,106.4243295,15.77969683,Abnormal 45.54078988,13.06959759,30.29832059,32.47119229,117.9808303,-4.987129618,Abnormal 36.12568347,22.75875277,29,13.3669307,115.5771163,-3.237562489,Abnormal 54.12492019,26.65048856,35.32974693,27.47443163,121.447011,1.571204816,Abnormal 26.14792141,10.75945357,14,15.38846783,125.2032956,-10.09310817,Abnormal 43.58096394,16.5088837,46.99999999,27.07208024,109.271634,8.992815727,Abnormal 44.5510115,21.93114655,26.78591597,22.61986495,111.0729197,2.652320636,Abnormal 66.87921138,24.89199889,49.27859673,41.9872125,113.4770183,-2.005891748,Abnormal 50.81926781,15.40221253,42.52893886,35.41705528,112.192804,10.86956554,Abnormal 46.39026008,11.07904664,32.13655345,35.31121344,98.77454633,6.386831648,Abnormal 44.93667457,17.44383762,27.78057555,27.49283695,117.9803245,5.569619587,Abnormal 38.66325708,12.98644139,39.99999999,25.67681568,124.914118,2.703008052,Abnormal 59.59554032,31.99824445,46.56025198,27.59729587,119.3303537,1.474285836,Abnormal 31.48421834,7.82622134,24.28481815,23.657997,113.8331446,4.393080498,Abnormal 32.09098679,6.989378081,35.99819848,25.10160871,132.264735,6.413427708,Abnormal 35.70345781,19.44325311,20.7,16.26020471,137.5406125,-0.263489651,Abnormal 55.84328595,28.84744756,47.69054322,26.99583839,123.3118449,2.812426855,Abnormal 52.41938511,19.01156052,35.87265953,33.40782459,116.5597709,1.694705102,Abnormal 35.49244617,11.7016723,15.59036345,23.79077387,106.9388517,-3.460357991,Abnormal 46.44207842,8.39503589,29.0372302,38.04704253,115.4814047,2.045475795,Abnormal 53.85479842,19.23064334,32.77905978,34.62415508,121.6709148,5.329843204,Abnormal 66.28539377,26.32784484,47.49999999,39.95754893,121.2196839,-0.799624469,Abnormal 56.03021778,16.2979149,62.27527456,39.73230287,114.0231172,-2.325683841,Abnormal 50.91244034,23.01516931,46.99999999,27.89727103,117.4222591,-2.526701511,Abnormal 48.332638,22.22778399,36.18199318,26.10485401,117.3846251,6.481709096,Abnormal 41.35250407,16.57736351,30.70619135,24.77514057,113.2666746,-4.497957556,Abnormal 40.55735663,17.97778407,34,22.57957256,121.0462458,-1.537383074,Abnormal 41.76773173,17.89940172,20.0308863,23.86833001,118.3633889,2.062962549,Abnormal 55.28585178,20.44011836,34,34.84573342,115.8770174,3.558372358,Abnormal 74.43359316,41.55733141,27.7,32.87626175,107.9493045,5.000088788,Abnormal 50.20966979,29.76012218,36.10400731,20.44954761,128.2925148,5.740614083,Abnormal 30.14993632,11.91744524,34,18.23249108,112.6841408,11.46322327,Abnormal 41.17167989,17.32120599,33.46940277,23.85047391,116.3778894,-9.569249858,Abnormal 47.65772963,13.27738491,36.67998541,34.38034472,98.24978071,6.273012173,Abnormal 43.34960621,7.467468964,28.06548279,35.88213725,112.7761866,5.753277458,Abnormal 46.85578065,15.35151393,38,31.50426672,116.2509174,1.662705589,Abnormal 43.20318499,19.66314572,35,23.54003927,124.8461088,-2.919075955,Abnormal 48.10923638,14.93072472,35.56468278,33.17851166,124.0564518,7.947904861,Abnormal 74.37767772,32.05310438,78.77201304,42.32457334,143.5606905,56.12590603,Abnormal 89.68056731,32.70443487,83.13073216,56.97613244,129.9554764,92.02727682,Abnormal 44.529051,9.433234213,51.99999999,35.09581679,134.7117723,29.10657504,Abnormal 77.69057712,21.38064464,64.42944191,56.30993248,114.818751,26.93184095,Abnormal 76.1472121,21.93618556,82.96150249,54.21102654,123.9320096,10.43197194,Abnormal 83.93300857,41.28630543,61.99999999,42.64670314,115.012334,26.58810016,Abnormal 78.49173027,22.1817978,59.99999999,56.30993248,118.5303266,27.38321314,Abnormal 75.64973136,19.33979889,64.14868477,56.30993248,95.9036288,69.55130292,Abnormal 72.07627839,18.94617604,50.99999999,53.13010236,114.2130126,1.01004051,Abnormal 58.59952852,-0.261499046,51.49999999,58.86102756,102.0428116,28.05969711,Abnormal 72.56070163,17.38519079,51.99999999,55.17551084,119.1937238,32.10853735,Abnormal 86.90079431,32.9281677,47.79434664,53.97262661,135.0753635,101.7190919,Abnormal 84.97413208,33.02117462,60.85987263,51.95295747,125.6595336,74.33340864,Abnormal 55.512212,20.09515673,43.99999999,35.41705528,122.648753,34.55294641,Abnormal 72.2223343,23.07771056,90.99999999,49.14462374,137.7366546,56.80409277,Abnormal 70.22145219,39.82272448,68.11840309,30.39872771,148.5255624,145.3781432,Abnormal 86.75360946,36.04301632,69.22104479,50.71059314,139.414504,110.8607824,Abnormal 58.78254775,7.667044186,53.33894082,51.11550357,98.50115697,51.58412476,Abnormal 67.41253785,17.44279712,60.14464036,49.96974073,111.12397,33.15764573,Abnormal 47.74467877,12.08935067,38.99999999,35.6553281,117.5120039,21.68240136,Abnormal 77.10657122,30.46999418,69.48062839,46.63657704,112.1516,70.75908308,Abnormal 74.00554124,21.12240192,57.37950226,52.88313932,120.2059626,74.55516588,Abnormal 88.62390839,29.08945331,47.56426247,59.53445508,121.7647796,51.80589921,Abnormal 81.10410039,24.79416792,77.88702048,56.30993247,151.8398566,65.21461611,Abnormal 76.32600187,42.39620445,57.19999999,33.92979742,124.267007,50.12745689,Abnormal 45.44374959,9.906071798,44.99999999,35.53767779,163.0710405,20.31531532,Abnormal 59.78526526,17.87932332,59.20646143,41.90594194,119.3191109,22.12386874,Abnormal 44.91414916,10.21899563,44.63091389,34.69515353,130.0756599,37.36453993,Abnormal 56.60577127,16.80020017,41.99999999,39.80557109,127.2945222,24.0185747,Abnormal 71.18681115,23.89620111,43.6966651,47.29061004,119.8649383,27.28398451,Abnormal 81.65603206,28.74886935,58.23282055,52.9071627,114.7698556,30.60914842,Abnormal 70.95272771,20.15993121,62.85910914,50.7927965,116.1779325,32.522331,Abnormal 85.35231529,15.84491006,71.66865979,69.50740523,124.4197875,76.0206034,Abnormal 58.10193455,14.83763914,79.64983825,43.26429541,113.5876551,50.23787808,Abnormal 94.17482232,15.38076983,67.70572132,78.79405249,114.8901128,53.25522004,Abnormal 57.52235608,33.64707522,50.90985841,23.87528085,140.9817119,148.7537109,Abnormal 96.65731511,19.46158117,90.21149828,77.19573393,120.6730408,64.08099841,Abnormal 74.72074622,19.75694203,82.73535954,54.96380419,109.3565941,33.30606685,Abnormal 77.65511874,22.4329501,93.89277881,55.22216863,123.0557067,61.2111866,Abnormal 58.52162283,13.92228609,41.46785522,44.59933674,115.514798,30.3879839,Abnormal 84.5856071,30.36168482,65.47948563,54.22392228,108.0102185,25.11847846,Abnormal 79.93857026,18.7740711,63.31183486,61.16449915,114.787107,38.53874133,Abnormal 70.39930842,13.46998624,61.19999999,56.92932218,102.3375244,25.53842852,Abnormal 49.78212054,6.46680486,52.99999999,43.31531568,110.8647831,25.33564729,Abnormal 77.40933294,29.39654543,63.23230243,48.0127875,118.4507311,93.56373734,Abnormal 65.00796426,27.60260762,50.94751899,37.40535663,116.5811088,7.015977884,Abnormal 65.01377322,9.838262375,57.73583722,55.17551084,94.73852542,49.69695462,Abnormal 78.42595126,33.42595126,76.27743927,45,138.5541111,77.15517241,Abnormal 63.17298709,6.330910974,62.99999999,56.84207612,110.6440206,42.60807567,Abnormal 68.61300092,15.0822353,63.01469619,53.53076561,123.4311742,39.49798659,Abnormal 63.90063261,13.7062037,62.12433389,50.19442891,114.1292425,41.42282844,Abnormal 84.99895554,29.61009772,83.35219438,55.38885782,126.9129899,71.32117542,Abnormal 42.02138603,-6.554948347,67.89999999,48.57633437,111.5857819,27.33867086,Abnormal 69.75666532,19.27929659,48.49999999,50.47736873,96.49136982,51.1696403,Abnormal 80.98807441,36.84317181,86.96060151,44.1449026,141.0881494,85.87215224,Abnormal 129.8340406,8.404475005,48.38405705,121.4295656,107.690466,418.5430821,Abnormal 70.48410444,12.48948765,62.41714208,57.99461679,114.1900488,56.90244779,Abnormal 86.04127982,38.75066978,47.87140494,47.29061004,122.0929536,61.98827709,Abnormal 65.53600255,24.15748726,45.77516991,41.3785153,136.4403015,16.37808564,Abnormal 60.7538935,15.7538935,43.19915768,45,113.0533309,31.69354839,Abnormal 54.74177518,12.09507205,40.99999999,42.64670314,117.6432188,40.3823266,Abnormal 83.87994081,23.07742686,87.14151223,60.80251395,124.6460723,80.55560527,Abnormal 80.07491418,48.06953097,52.40343873,32.00538321,110.7099121,67.72731595,Abnormal 65.66534698,10.54067533,56.48913545,55.12467166,109.1627768,53.93202006,Abnormal 74.71722805,14.32167879,32.5,60.39554926,107.1822176,37.01708012,Abnormal 48.06062649,5.687032126,57.05716117,42.37359436,95.44375749,32.83587702,Abnormal 70.67689818,21.70440224,59.18116082,48.97249594,103.0083545,27.8101478,Abnormal 80.43342782,16.998479,66.53601753,63.43494882,116.4389807,57.78125,Abnormal 90.51396072,28.27250132,69.8139423,62.2414594,100.8921596,58.82364821,Abnormal 77.23689752,16.73762214,49.77553438,60.49927538,110.6903772,39.7871542,Abnormal 50.06678595,9.120340183,32.16846267,40.94644577,99.71245318,26.76669655,Abnormal 69.78100617,13.77746531,57.99999999,56.00354085,118.9306656,17.91456046,Abnormal 69.62628302,21.12275138,52.76659472,48.50353164,116.8030913,54.81686729,Abnormal 81.75441933,20.12346562,70.56044038,61.63095371,119.4250857,55.50688907,Abnormal 52.20469309,17.21267289,78.09496877,34.9920202,136.9725168,54.93913416,Abnormal 77.12134424,30.3498745,77.48108264,46.77146974,110.6111484,82.09360704,Abnormal 88.0244989,39.84466878,81.77447308,48.17983012,116.6015376,56.76608323,Abnormal 83.39660609,34.31098931,78.42329287,49.08561678,110.4665164,49.67209559,Abnormal 72.05403412,24.70073725,79.87401586,47.35329687,107.1723576,56.42615873,Abnormal 85.09550254,21.06989651,91.73479193,64.02560604,109.062312,38.03283108,Abnormal 69.56348614,15.4011391,74.43849743,54.16234705,105.0673556,29.70121083,Abnormal 89.5049473,48.90365265,72.0034229,40.60129465,134.6342912,118.3533701,Abnormal 85.29017283,18.27888963,100.7442198,67.0112832,110.6607005,58.88494802,Abnormal 60.62621697,20.5959577,64.53526221,40.03025927,117.2255542,104.8592474,Abnormal 60.04417717,14.30965614,58.03886519,45.73452103,105.1316639,30.40913315,Abnormal 85.64378664,42.68919513,78.7506635,42.95459151,105.1440758,42.88742577,Abnormal 85.58171024,30.45703858,78.23137949,55.12467166,114.8660487,68.37612182,Abnormal 55.08076562,-3.759929872,55.99999999,58.84069549,109.9153669,31.77358318,Abnormal 65.75567895,9.832874231,50.82289501,55.92280472,104.3949585,39.30721246,Abnormal 79.24967118,23.94482471,40.79669829,55.30484647,98.62251165,36.7063954,Abnormal 81.11260488,20.69044356,60.68700588,60.42216132,94.01878339,40.51098228,Abnormal 48.0306238,3.969814743,58.34451924,44.06080905,125.3509625,35.00007784,Abnormal 63.40448058,14.11532726,48.13680562,49.28915333,111.9160075,31.78449499,Abnormal 57.28694488,15.1493501,63.99999999,42.13759477,116.7353868,30.34120327,Abnormal 41.18776972,5.792973871,42.86739151,35.39479584,103.3488802,27.66027669,Abnormal 66.80479632,14.55160171,72.08491177,52.25319461,82.45603817,41.6854736,Abnormal 79.4769781,26.73226755,70.65098189,52.74471055,118.5886691,61.70059824,Abnormal 44.21646446,1.507074501,46.11033909,42.70938996,108.6295666,42.81048066,Abnormal 57.03509717,0.34572799,49.19800263,56.68936918,103.0486975,52.16514503,Abnormal 64.27481758,12.50864276,68.70237672,51.76617482,95.25245421,39.40982612,Abnormal 92.02630795,35.39267395,77.41696348,56.633634,115.72353,58.05754155,Abnormal 67.26314926,7.194661096,51.69688681,60.06848816,97.8010854,42.13694325,Abnormal 118.1446548,38.44950127,50.83851954,79.69515353,81.0245406,74.04376736,Abnormal 115.9232606,37.51543601,76.79999999,78.40782459,104.6986033,81.19892712,Abnormal 53.94165809,9.306594428,43.10049819,44.63506366,124.3978211,25.0821266,Abnormal 83.7031774,20.26822858,77.1105979,63.43494882,125.4801739,69.279571,Abnormal 56.99140382,6.87408897,57.00900516,50.11731485,109.978045,36.81011057,Abnormal 72.34359434,16.42078962,59.86901238,55.92280472,70.08257486,12.07264427,Abnormal 95.38259648,24.82263131,95.15763273,70.55996517,89.3075466,57.66084135,Abnormal 44.25347645,1.101086714,38,43.15238973,98.27410705,23.9106354,Abnormal 64.80954139,15.17407796,58.83999352,49.63546343,111.679961,21.40719845,Abnormal 78.40125389,14.04225971,79.69426258,64.35899418,104.7312342,12.39285327,Abnormal 56.66829282,13.45820343,43.76970978,43.21008939,93.69220863,21.10812135,Abnormal 50.82502875,9.064729049,56.29999999,41.7602997,78.99945411,23.04152435,Abnormal 61.41173702,25.38436364,39.09686927,36.02737339,103.4045971,21.84340688,Abnormal 56.56382381,8.961261611,52.57784639,47.6025622,98.77711506,50.70187326,Abnormal 67.02766447,13.28150221,66.15040334,53.74616226,100.7154129,33.98913551,Abnormal 80.81777144,19.23898066,61.64245116,61.57879078,89.47183446,44.167602,Abnormal 80.65431956,26.34437939,60.89811835,54.30994017,120.1034928,52.46755185,Abnormal 68.72190982,49.4318636,68.0560124,19.29004622,125.0185168,54.69128928,Abnormal 37.90391014,4.47909896,24.71027447,33.42481118,157.848799,33.60702661,Abnormal 64.62400798,15.22530262,67.63216653,49.39870535,90.298468,31.32641123,Abnormal 75.43774787,31.53945399,89.59999999,43.89829388,106.8295898,54.96578902,Abnormal 71.00194076,37.51577195,84.53709256,33.48616882,125.1642324,67.77118983,Abnormal 81.05661087,20.80149217,91.78449512,60.2551187,125.430176,38.18178176,Abnormal 91.46874146,24.50817744,84.62027202,66.96056402,117.3078968,52.62304673,Abnormal 81.08232025,21.25584028,78.76675639,59.82647997,90.07187999,49.159426,Abnormal 60.419932,5.265665422,59.8142356,55.15426658,109.0330745,30.26578534,Abnormal 85.68094951,38.65003527,82.68097744,47.03091424,120.8407069,61.95903428,Abnormal 82.4065243,29.27642195,77.05456489,53.13010235,117.0422439,62.76534831,Abnormal 43.7182623,9.811985315,51.99999999,33.90627699,88.43424213,40.88092253,Abnormal 86.472905,40.30376567,61.14101155,46.16913933,97.4041888,55.75222146,Abnormal 74.46908181,33.28315665,66.94210105,41.18592517,146.4660009,124.9844057,Abnormal 70.25043628,10.34012252,76.37007032,59.91031376,119.2370072,32.66650243,Abnormal 72.64385013,18.92911726,67.99999999,53.71473287,116.9634162,25.38424676,Abnormal 71.24176388,5.268270454,85.99958417,65.97349342,110.703107,38.2598637,Abnormal 63.7723908,12.76338484,65.36052425,51.00900596,89.82274067,55.99545386,Abnormal 58.82837872,37.57787321,125.7423855,21.25050551,135.6294176,117.3146829,Abnormal 74.85448008,13.90908417,62.69325884,60.9453959,115.2087008,33.17225512,Abnormal 75.29847847,16.67148361,61.29620362,58.62699486,118.8833881,31.57582292,Abnormal 63.36433898,20.02462134,67.49870507,43.33971763,130.9992576,37.55670552,Abnormal 67.51305267,33.2755899,96.28306169,34.23746278,145.6010328,88.30148594,Abnormal 76.31402766,41.93368293,93.2848628,34.38034472,132.2672855,101.2187828,Abnormal 73.63596236,9.711317947,62.99999999,63.92464442,98.72792982,26.97578722,Abnormal 56.53505139,14.37718927,44.99154663,42.15786212,101.7233343,25.77317356,Abnormal 80.11157156,33.94243223,85.10160773,46.16913933,125.5936237,100.2921068,Abnormal 95.48022873,46.55005318,58.99999999,48.93017555,96.68390337,77.28307195,Abnormal 74.09473084,18.82372712,76.03215571,55.27100372,128.4057314,73.38821617,Abnormal 87.67908663,20.36561331,93.82241589,67.31347333,120.9448288,76.73062904,Abnormal 48.25991962,16.41746236,36.32913708,31.84245726,94.88233607,28.34379914,Abnormal 38.50527283,16.96429691,35.11281407,21.54097592,127.6328747,7.986683227,Normal 54.92085752,18.96842952,51.60145541,35.952428,125.8466462,2.001642472,Normal 44.36249017,8.945434892,46.90209626,35.41705528,129.220682,4.994195288,Normal 48.3189305,17.45212105,47.99999999,30.86680945,128.9803079,-0.910940567,Normal 45.70178875,10.65985935,42.5778464,35.0419294,130.1783144,-3.38890999,Normal 30.74193812,13.35496594,35.90352597,17.38697218,142.4101072,-2.005372903,Normal 50.91310144,6.6769999,30.89652243,44.23610154,118.151531,-1.057985526,Normal 38.12658854,6.557617408,50.44507473,31.56897113,132.114805,6.338199339,Normal 51.62467183,15.96934373,35,35.6553281,129.385308,1.00922834,Normal 64.31186727,26.32836901,50.95896417,37.98349826,106.1777511,3.118221289,Normal 44.48927476,21.78643263,31.47415392,22.70284212,113.7784936,-0.284129366,Normal 54.9509702,5.865353416,52.99999999,49.08561678,126.9703283,-0.631602951,Normal 56.10377352,13.10630665,62.63701952,42.99746687,116.2285032,31.17276727,Normal 69.3988184,18.89840693,75.96636144,50.50041147,103.5825398,-0.44366081,Normal 89.83467631,22.63921678,90.56346144,67.19545953,100.5011917,3.040973261,Normal 59.72614016,7.724872599,55.34348527,52.00126756,125.1742214,3.235159224,Normal 63.95952166,16.06094486,63.12373633,47.8985768,142.3601245,6.298970934,Normal 61.54059876,19.67695713,52.89222856,41.86364163,118.6862678,4.815031084,Normal 38.04655072,8.30166942,26.23683004,29.7448813,123.8034132,3.885773488,Normal 43.43645061,10.09574326,36.03222439,33.34070735,137.4396942,-3.114450861,Normal 65.61180231,23.13791922,62.58217893,42.47388309,124.1280012,-4.083298414,Normal 53.91105429,12.93931796,38.99999999,40.97173633,118.1930354,5.074353176,Normal 43.11795103,13.81574355,40.34738779,29.30220748,128.5177217,0.970926407,Normal 40.6832291,9.148437195,31.02159252,31.53479191,139.1184721,-2.511618596,Normal 37.7319919,9.386298276,41.99999999,28.34569362,135.740926,13.68304672,Normal 63.92947003,19.97109671,40.17704963,43.95837332,113.0659387,-11.05817866,Normal 61.82162717,13.59710457,63.99999999,48.22452261,121.779803,1.296191194,Normal 62.14080535,13.96097523,57.99999999,48.17983012,133.2818339,4.955105669,Normal 69.00491277,13.29178975,55.5701429,55.71312302,126.6116215,10.83201105,Normal 56.44702568,19.44449915,43.5778464,37.00252653,139.1896903,-1.859688529,Normal 41.6469159,8.835549101,36.03197484,32.8113668,116.5551679,-6.054537956,Normal 51.52935759,13.51784732,35,38.01151027,126.7185156,13.92833085,Normal 39.08726449,5.536602477,26.93203835,33.55066201,131.5844199,-0.75946135,Normal 34.64992241,7.514782784,42.99999999,27.13513962,123.9877408,-4.082937601,Normal 63.02630005,27.33624023,51.60501665,35.69005983,114.5066078,7.439869802,Normal 47.80555887,10.68869819,53.99999999,37.11686068,125.3911378,-0.402523218,Normal 46.63786363,15.85371711,39.99999999,30.78414653,119.3776026,9.06458168,Normal 49.82813487,16.73643493,28,33.09169994,121.4355585,1.91330704,Normal 47.31964755,8.573680295,35.56025198,38.74596726,120.5769719,1.630663508,Normal 50.75329025,20.23505957,37,30.51823068,122.343516,2.288487746,Normal 36.15782981,-0.810514093,33.62731353,36.96834391,135.9369096,-2.092506504,Normal 40.74699612,1.835524271,49.99999999,38.91147185,139.2471502,0.668556793,Normal 42.91804052,-5.845994341,57.99999999,48.76403486,121.6068586,-3.362044654,Normal 63.79242525,21.34532339,65.99999999,42.44710185,119.5503909,12.38260373,Normal 72.95564397,19.57697146,61.00707117,53.37867251,111.2340468,0.813491154,Normal 67.53818154,14.65504222,58.00142908,52.88313932,123.6322597,25.9702063,Normal 54.75251965,9.752519649,47.99999999,45,123.0379985,8.235294118,Normal 50.16007802,-2.970024337,41.99999999,53.13010235,131.8024914,-8.290203373,Normal 40.34929637,10.19474845,37.96774659,30.15454792,128.0099272,0.458901373,Normal 63.61919213,16.93450781,49.34926218,46.68468432,117.0897469,-0.357811974,Normal 54.14240778,11.93511014,42.99999999,42.20729763,122.2090834,0.153549242,Normal 74.97602148,14.92170492,53.73007172,60.05431656,105.6453997,1.594747729,Normal 42.51727249,14.37567126,25.32356538,28.14160123,128.9056892,0.75702014,Normal 33.78884314,3.675109986,25.5,30.11373315,128.3253556,-1.776111234,Normal 54.5036853,6.819910138,46.99999999,47.68377516,111.7911722,-4.406769011,Normal 48.17074627,9.594216702,39.71092029,38.57652956,135.6233101,5.360050572,Normal 46.37408781,10.21590237,42.69999999,36.15818544,121.2476572,-0.54202201,Normal 52.86221391,9.410371613,46.98805181,43.4518423,123.0912395,1.856659161,Normal 57.1458515,16.48909145,42.84214764,40.65676005,113.8061775,5.0151857,Normal 37.14014978,16.48123972,24,20.65891006,125.0143609,7.366425398,Normal 51.31177106,8.875541276,56.99999999,42.43622979,126.4722584,-2.144043911,Normal 42.51561014,16.54121618,41.99999999,25.97439396,120.631941,7.876730692,Normal 39.35870531,7.011261806,37,32.3474435,117.8187599,1.904048199,Normal 35.8775708,1.112373561,43.45725694,34.76519724,126.9239062,-1.632238263,Normal 43.1919153,9.976663803,28.93814927,33.21525149,123.4674001,1.741017579,Normal 67.28971201,16.7175142,50.99999999,50.5721978,137.5917777,4.960343813,Normal 51.32546366,13.63122319,33.25857782,37.69424047,131.3061224,1.78886965,Normal 65.7563482,13.20692644,43.99999999,52.54942177,129.3935728,-1.982120038,Normal 40.41336566,-1.329412398,30.98276809,41.74277806,119.3356546,-6.173674823,Normal 48.80190855,18.01776202,51.99999999,30.78414653,139.1504066,10.44286169,Normal 50.08615264,13.43004422,34.45754051,36.65610842,119.1346221,3.089484465,Normal 64.26150724,14.49786554,43.90250363,49.76364169,115.3882683,5.951454368,Normal 53.68337998,13.44702168,41.58429713,40.23635831,113.9137026,2.737035292,Normal 48.99595771,13.11382047,51.87351997,35.88213725,126.3981876,0.535471617,Normal 59.16761171,14.56274875,43.19915768,44.60486296,121.0356423,2.830504124,Normal 67.80469442,16.55066167,43.25680184,51.25403274,119.6856451,4.867539941,Normal 61.73487533,17.11431203,46.89999999,44.6205633,120.9201997,3.087725997,Normal 33.04168754,-0.324678459,19.0710746,33.366366,120.3886112,9.354364925,Normal 74.56501543,15.72431994,58.61858244,58.84069549,105.417304,0.599247113,Normal 44.43070103,14.17426387,32.2434952,30.25643716,131.7176127,-3.604255336,Normal 36.42248549,13.87942449,20.24256187,22.543061,126.0768612,0.179717077,Normal 51.07983294,14.20993529,35.95122893,36.86989765,115.8037111,6.905089963,Normal 34.75673809,2.631739646,29.50438112,32.12499844,127.1398495,-0.460894198,Normal 48.90290434,5.587588658,55.49999999,43.31531568,137.1082886,19.85475919,Normal 46.23639915,10.0627701,37,36.17362905,128.0636203,-5.100053328,Normal 46.42636614,6.620795049,48.09999999,39.80557109,130.3500956,2.449382401,Normal 39.65690201,16.20883944,36.67485694,23.44806258,131.922009,-4.968979881,Normal 45.57548229,18.75913544,33.77414297,26.81634684,116.7970069,3.131909921,Normal 66.50717865,20.89767207,31.72747138,45.60950658,128.9029049,1.517203356,Normal 82.90535054,29.89411893,58.25054221,53.01123161,110.7089577,6.079337831,Normal 50.67667667,6.461501271,35,44.2151754,116.5879699,-0.214710615,Normal 89.01487529,26.07598143,69.02125897,62.93889386,111.4810746,6.061508401,Normal 54.60031622,21.48897426,29.36021618,33.11134196,118.3433212,-1.471067262,Normal 34.38229939,2.062682882,32.39081996,32.31961651,128.3001991,-3.365515555,Normal 45.07545026,12.30695118,44.58317718,32.76849908,147.8946372,-8.941709421,Normal 47.90356517,13.61668819,36,34.28687698,117.4490622,-4.245395422,Normal 53.93674778,20.72149628,29.22053381,33.21525149,114.365845,-0.421010392,Normal 61.44659663,22.6949683,46.17034732,38.75162833,125.6707246,-2.707879517,Normal 45.25279209,8.693157364,41.5831264,36.55963472,118.5458418,0.214750167,Normal 33.84164075,5.073991409,36.64123294,28.76764934,123.9452436,-0.199249089,Normal