pelvic_incidence | pelvic_tilt | lumbar_lordosis_angle | sacral_slope | pelvic_radius | degree_spondylolisthesis | pelvic_slope | direct_tilt | thoracic_slope | cervical_tilt | sacrum_angle | scoliosis_slope | Class_att |
---|---|---|---|---|---|---|---|---|---|---|---|---|
63.0278175 | 22.55258597 | 39.60911701 | 40.47523153 | 98.67291675 | -0.254399986 | 0.744503464 | 12.5661 | 14.5386 | 15.30468 | -28.658501 | 43.5123 | Abnormal |
39.05695098 | 10.06099147 | 25.01537822 | 28.99595951 | 114.4054254 | 4.564258645 | 0.415185678 | 12.8874 | 17.5323 | 16.78486 | -25.530607 | 16.1102 | Abnormal |
68.83202098 | 22.21848205 | 50.09219357 | 46.61353893 | 105.9851355 | -3.530317314 | 0.474889164 | 26.8343 | 17.4861 | 16.65897 | -29.031888 | 19.2221 | Abnormal |
69.29700807 | 24.65287791 | 44.31123813 | 44.64413017 | 101.8684951 | 11.21152344 | 0.369345264 | 23.5603 | 12.7074 | 11.42447 | -30.470246 | 18.8329 | Abnormal |
49.71285934 | 9.652074879 | 28.317406 | 40.06078446 | 108.1687249 | 7.918500615 | 0.543360472 | 35.494 | 15.9546 | 8.87237 | -16.378376 | 24.9171 | Abnormal |
40.25019968 | 13.92190658 | 25.1249496 | 26.32829311 | 130.3278713 | 2.230651729 | 0.789992856 | 29.323 | 12.0036 | 10.40462 | -1.512209 | 9.6548 | Abnormal |
53.43292815 | 15.86433612 | 37.16593387 | 37.56859203 | 120.5675233 | 5.988550702 | 0.198919573 | 13.8514 | 10.7146 | 11.37832 | -20.510434 | 25.9477 | Abnormal |
45.36675362 | 10.75561143 | 29.03834896 | 34.61114218 | 117.2700675 | -10.67587083 | 0.131972555 | 28.8165 | 7.7676 | 7.60961 | -25.111459 | 26.3543 | Abnormal |
43.79019026 | 13.5337531 | 42.69081398 | 30.25643716 | 125.0028927 | 13.28901817 | 0.190407626 | 22.7085 | 11.4234 | 10.59188 | -20.020075 | 40.0276 | Abnormal |
36.68635286 | 5.010884121 | 41.9487509 | 31.67546874 | 84.24141517 | 0.664437117 | 0.367700139 | 26.2011 | 8.738 | 14.91416 | -1.702097 | 21.432 | Abnormal |
49.70660953 | 13.04097405 | 31.33450009 | 36.66563548 | 108.6482654 | -7.825985755 | 0.6880095 | 31.3502 | 16.5097 | 15.17645 | -0.502127 | 18.3437 | Abnormal |
31.23238734 | 17.71581923 | 15.5 | 13.51656811 | 120.0553988 | 0.499751446 | 0.608342758 | 21.4356 | 9.2589 | 14.76412 | -21.724559 | 36.4449 | Abnormal |
48.91555137 | 19.96455616 | 40.26379358 | 28.95099521 | 119.321358 | 8.028894629 | 0.139478165 | 32.7916 | 7.2049 | 8.61882 | -1.215542 | 27.3713 | Abnormal |
53.5721702 | 20.46082824 | 33.1 | 33.11134196 | 110.9666978 | 7.044802938 | 0.081930993 | 15.058 | 12.8127 | 12.00109 | -1.734117 | 15.6205 | Abnormal |
57.30022656 | 24.1888846 | 46.99999999 | 33.11134196 | 116.8065868 | 5.766946943 | 0.416721511 | 16.5158 | 18.6222 | 8.51898 | -33.441303 | 13.2498 | Abnormal |
44.31890674 | 12.53799164 | 36.098763 | 31.78091509 | 124.1158358 | 5.415825143 | 0.664040876 | 9.5021 | 19.1756 | 7.25707 | -32.893911 | 19.5695 | Abnormal |
63.83498162 | 20.36250706 | 54.55243367 | 43.47247456 | 112.3094915 | -0.622526643 | 0.560675371 | 10.769 | 16.8116 | 11.41344 | 2.676002 | 17.3859 | Abnormal |
31.27601184 | 3.14466948 | 32.56299592 | 28.13134236 | 129.0114183 | 3.623020073 | 0.534481238 | 31.1641 | 18.6089 | 8.4402 | 4.482424 | 24.6513 | Abnormal |
38.69791243 | 13.44474904 | 31 | 25.25316339 | 123.1592507 | 1.429185758 | 0.30658054 | 28.3015 | 17.9575 | 14.75417 | -14.252676 | 24.9361 | Abnormal |
41.72996308 | 12.25407408 | 30.12258646 | 29.475889 | 116.5857056 | -1.244402488 | 0.468525928 | 28.5598 | 12.4637 | 14.1961 | -20.392538 | 33.0265 | Abnormal |
43.92283983 | 14.17795853 | 37.8325467 | 29.7448813 | 134.4610156 | 6.451647637 | 0.280446206 | 12.4719 | 16.8965 | 10.32658 | -4.986668 | 22.4667 | Abnormal |
54.91944259 | 21.06233245 | 42.19999999 | 33.85711014 | 125.2127163 | 2.432561437 | 0.175244572 | 23.0791 | 14.2195 | 14.14196 | 3.780394 | 24.9278 | Abnormal |
63.07361096 | 24.41380271 | 53.99999999 | 38.65980825 | 106.4243295 | 15.77969683 | 0.666388008 | 11.9696 | 17.6891 | 7.63771 | -14.183602 | 44.2338 | Abnormal |
45.54078988 | 13.06959759 | 30.29832059 | 32.47119229 | 117.9808303 | -4.987129618 | 0.567450078 | 23.8889 | 9.1019 | 7.70987 | -19.37903 | 20.3649 | Abnormal |
36.12568347 | 22.75875277 | 29 | 13.3669307 | 115.5771163 | -3.237562489 | 0.126473707 | 25.6206 | 15.7438 | 11.5561 | -18.108941 | 24.1151 | Abnormal |
54.12492019 | 26.65048856 | 35.32974693 | 27.47443163 | 121.447011 | 1.571204816 | 0.928687869 | 14.6686 | 13.57 | 16.12951 | -17.630363 | 28.1902 | Abnormal |
26.14792141 | 10.75945357 | 14 | 15.38846783 | 125.2032956 | -10.09310817 | 0.391971136 | 9.871 | 8.6406 | 15.78046 | -19.650163 | 43.955 | Abnormal |
43.58096394 | 16.5088837 | 46.99999999 | 27.07208024 | 109.271634 | 8.992815727 | 0.594175694 | 30.4577 | 17.97 | 10.79356 | -25.180777 | 18.3196 | Abnormal |
44.5510115 | 21.93114655 | 26.78591597 | 22.61986495 | 111.0729197 | 2.652320636 | 0.527891438 | 32.4275 | 10.2244 | 11.71324 | -28.506125 | 28.047 | Abnormal |
66.87921138 | 24.89199889 | 49.27859673 | 41.9872125 | 113.4770183 | -2.005891748 | 0.677267795 | 12.4271 | 8.2495 | 7.58784 | -3.963385 | 27.3587 | Abnormal |
50.81926781 | 15.40221253 | 42.52893886 | 35.41705528 | 112.192804 | 10.86956554 | 0.678987086 | 7.1103 | 7.2481 | 9.94785 | -17.379206 | 14.7187 | Abnormal |
46.39026008 | 11.07904664 | 32.13655345 | 35.31121344 | 98.77454633 | 6.386831648 | 0.064872511 | 14.2826 | 7.4515 | 7.30184 | -24.360827 | 28.2366 | Abnormal |
44.93667457 | 17.44383762 | 27.78057555 | 27.49283695 | 117.9803245 | 5.569619587 | 0.81674803 | 27.5218 | 13.8357 | 13.54721 | -2.925586 | 36.0452 | Abnormal |
38.66325708 | 12.98644139 | 39.99999999 | 25.67681568 | 124.914118 | 2.703008052 | 0.815941481 | 30.2045 | 7.5284 | 9.28229 | -2.817753 | 31.5193 | Abnormal |
59.59554032 | 31.99824445 | 46.56025198 | 27.59729587 | 119.3303537 | 1.474285836 | 0.477087978 | 8.6051 | 8.3058 | 8.537 | -0.029028 | 40.5823 | Abnormal |
31.48421834 | 7.82622134 | 24.28481815 | 23.657997 | 113.8331446 | 4.393080498 | 0.713153407 | 9.7107 | 8.1003 | 11.85555 | -26.650369 | 12.6599 | Abnormal |
32.09098679 | 6.989378081 | 35.99819848 | 25.10160871 | 132.264735 | 6.413427708 | 0.872719252 | 24.4626 | 11.6395 | 11.00446 | -16.407275 | 38.8912 | Abnormal |
35.70345781 | 19.44325311 | 20.7 | 16.26020471 | 137.5406125 | -0.263489651 | 0.882807309 | 32.5864 | 12.7274 | 9.53575 | -14.695641 | 38.7458 | Abnormal |
55.84328595 | 28.84744756 | 47.69054322 | 26.99583839 | 123.3118449 | 2.812426855 | 0.142325313 | 12.6634 | 8.855 | 10.55193 | -16.404668 | 15.2954 | Abnormal |
52.41938511 | 19.01156052 | 35.87265953 | 33.40782459 | 116.5597709 | 1.694705102 | 0.059106366 | 30.0191 | 18.9113 | 16.64731 | -26.32863 | 39.2753 | Abnormal |
35.49244617 | 11.7016723 | 15.59036345 | 23.79077387 | 106.9388517 | -3.460357991 | 0.743812023 | 15.3987 | 9.3239 | 16.71638 | -2.488862 | 20.0076 | Abnormal |
46.44207842 | 8.39503589 | 29.0372302 | 38.04704253 | 115.4814047 | 2.045475795 | 0.80691143 | 27.8754 | 12.2285 | 9.55731 | -22.35809 | 14.3317 | Abnormal |
53.85479842 | 19.23064334 | 32.77905978 | 34.62415508 | 121.6709148 | 5.329843204 | 0.417637339 | 9.3514 | 11.5243 | 12.37699 | -24.199605 | 11.3375 | Abnormal |
66.28539377 | 26.32784484 | 47.49999999 | 39.95754893 | 121.2196839 | -0.799624469 | 0.647625866 | 9.0466 | 10.2636 | 13.50349 | 1.138079 | 34.3683 | Abnormal |
56.03021778 | 16.2979149 | 62.27527456 | 39.73230287 | 114.0231172 | -2.325683841 | 0.072901223 | 24.861 | 12.2345 | 14.16436 | -30.035767 | 22.4654 | Abnormal |
50.91244034 | 23.01516931 | 46.99999999 | 27.89727103 | 117.4222591 | -2.526701511 | 0.319204878 | 30.6389 | 18.6181 | 15.55901 | 2.537043 | 9.431 | Abnormal |
48.332638 | 22.22778399 | 36.18199318 | 26.10485401 | 117.3846251 | 6.481709096 | 0.062276845 | 23.5538 | 11.0942 | 13.15072 | -4.200276 | 20.0348 | Abnormal |
41.35250407 | 16.57736351 | 30.70619135 | 24.77514057 | 113.2666746 | -4.497957556 | 0.982250408 | 29.2557 | 16.7065 | 16.38754 | -3.494359 | 14.5269 | Abnormal |
40.55735663 | 17.97778407 | 34 | 22.57957256 | 121.0462458 | -1.537383074 | 0.011971076 | 31.6694 | 8.2526 | 7.88212 | -9.567871 | 11.9238 | Abnormal |
41.76773173 | 17.89940172 | 20.0308863 | 23.86833001 | 118.3633889 | 2.062962549 | 0.371350889 | 21.1136 | 7.1646 | 9.82029 | -6.841914 | 11.6156 | Abnormal |
55.28585178 | 20.44011836 | 34 | 34.84573342 | 115.8770174 | 3.558372358 | 0.680654711 | 16.711 | 15.9714 | 14.37627 | 4.779509 | 43.261 | Abnormal |
74.43359316 | 41.55733141 | 27.7 | 32.87626175 | 107.9493045 | 5.000088788 | 0.606767772 | 32.6283 | 9.8062 | 11.62142 | -10.028289 | 9.3141 | Abnormal |
50.20966979 | 29.76012218 | 36.10400731 | 20.44954761 | 128.2925148 | 5.740614083 | 0.031139167 | 36.1431 | 13.9907 | 12.90967 | -30.430498 | 31.6999 | Abnormal |
30.14993632 | 11.91744524 | 34 | 18.23249108 | 112.6841408 | 11.46322327 | 0.659772403 | 12.0969 | 10.7071 | 16.18484 | -4.763914 | 26.8917 | Abnormal |
41.17167989 | 17.32120599 | 33.46940277 | 23.85047391 | 116.3778894 | -9.569249858 | 0.302179133 | 9.2518 | 12.8432 | 8.09991 | -17.401155 | 22.8036 | Abnormal |
47.65772963 | 13.27738491 | 36.67998541 | 34.38034472 | 98.24978071 | 6.273012173 | 0.972555636 | 18.2046 | 16.9817 | 12.32724 | -26.375211 | 14.1334 | Abnormal |
43.34960621 | 7.467468964 | 28.06548279 | 35.88213725 | 112.7761866 | 5.753277458 | 0.592034449 | 14.3377 | 14.2176 | 9.64034 | -12.480751 | 13.0244 | Abnormal |
46.85578065 | 15.35151393 | 38 | 31.50426672 | 116.2509174 | 1.662705589 | 0.121465407 | 30.283 | 14.6233 | 8.75046 | 4.334375 | 16.8302 | Abnormal |
43.20318499 | 19.66314572 | 35 | 23.54003927 | 124.8461088 | -2.919075955 | 0.016747113 | 26.8235 | 16.2905 | 14.76132 | -24.294191 | 23.8843 | Abnormal |
48.10923638 | 14.93072472 | 35.56468278 | 33.17851166 | 124.0564518 | 7.947904861 | 0.623275382 | 33.5947 | 14.1761 | 15.86896 | 2.50245 | 23.0762 | Abnormal |
74.37767772 | 32.05310438 | 78.77201304 | 42.32457334 | 143.5606905 | 56.12590603 | 0.159377926 | 35.9529 | 15.3975 | 11.71169 | -18.628293 | 22.5623 | Abnormal |
89.68056731 | 32.70443487 | 83.13073216 | 56.97613244 | 129.9554764 | 92.02727682 | 0.527584239 | 26.3756 | 18.6012 | 16.09596 | -18.70133 | 35.8729 | Abnormal |
44.529051 | 9.433234213 | 51.99999999 | 35.09581679 | 134.7117723 | 29.10657504 | 0.11662693 | 22.0548 | 13.7595 | 16.77905 | -7.146471 | 13.5143 | Abnormal |
77.69057712 | 21.38064464 | 64.42944191 | 56.30993248 | 114.818751 | 26.93184095 | 0.046225827 | 24.5548 | 15.3209 | 11.10896 | -23.279118 | 16.1132 | Abnormal |
76.1472121 | 21.93618556 | 82.96150249 | 54.21102654 | 123.9320096 | 10.43197194 | 0.252796128 | 21.5934 | 7.8098 | 11.07095 | -34.89766 | 43.1487 | Abnormal |
83.93300857 | 41.28630543 | 61.99999999 | 42.64670314 | 115.012334 | 26.58810016 | 0.61476653 | 8.8345 | 7.2405 | 9.79573 | -20.130727 | 22.4032 | Abnormal |
78.49173027 | 22.1817978 | 59.99999999 | 56.30993248 | 118.5303266 | 27.38321314 | 0.008485564 | 7.5647 | 12.6737 | 8.03422 | -22.037558 | 32.0972 | Abnormal |
75.64973136 | 19.33979889 | 64.14868477 | 56.30993248 | 95.9036288 | 69.55130292 | 0.687091535 | 24.1004 | 13.3444 | 15.75602 | -0.550516 | 18.2915 | Abnormal |
72.07627839 | 18.94617604 | 50.99999999 | 53.13010236 | 114.2130126 | 1.01004051 | 0.084621266 | 12.6031 | 9.6504 | 10.87581 | -16.918585 | 14.0322 | Abnormal |
58.59952852 | -0.261499046 | 51.49999999 | 58.86102756 | 102.0428116 | 28.05969711 | 0.356359455 | 11.4299 | 15.3124 | 15.06436 | -8.393927 | 30.7765 | Abnormal |
72.56070163 | 17.38519079 | 51.99999999 | 55.17551084 | 119.1937238 | 32.10853735 | 0.267291991 | 26.9716 | 18.3111 | 13.67428 | -19.605044 | 22.759 | Abnormal |
86.90079431 | 32.9281677 | 47.79434664 | 53.97262661 | 135.0753635 | 101.7190919 | 0.459674217 | 25.0986 | 8.7655 | 8.9351 | -21.31896 | 12.8518 | Abnormal |
84.97413208 | 33.02117462 | 60.85987263 | 51.95295747 | 125.6595336 | 74.33340864 | 0.600115713 | 25.6364 | 17.7501 | 7.886 | 4.442569 | 13.4605 | Abnormal |
55.512212 | 20.09515673 | 43.99999999 | 35.41705528 | 122.648753 | 34.55294641 | 0.672041297 | 35.0909 | 8.6569 | 14.35843 | -33.990906 | 25.5218 | Abnormal |
72.2223343 | 23.07771056 | 90.99999999 | 49.14462374 | 137.7366546 | 56.80409277 | 0.826532439 | 32.3379 | 7.4437 | 16.44128 | -9.487619 | 9.6867 | Abnormal |
70.22145219 | 39.82272448 | 68.11840309 | 30.39872771 | 148.5255624 | 145.3781432 | 0.946610646 | 10.384 | 9.5742 | 11.22353 | 4.641629 | 9.8472 | Abnormal |
86.75360946 | 36.04301632 | 69.22104479 | 50.71059314 | 139.414504 | 110.8607824 | 0.640487619 | 16.5571 | 17.3635 | 12.70134 | -15.088499 | 7.0079 | Abnormal |
58.78254775 | 7.667044186 | 53.33894082 | 51.11550357 | 98.50115697 | 51.58412476 | 0.06039077 | 26.0645 | 11.7696 | 9.99732 | -0.622813 | 24.3675 | Abnormal |
67.41253785 | 17.44279712 | 60.14464036 | 49.96974073 | 111.12397 | 33.15764573 | 0.855643425 | 18.9972 | 12.8779 | 11.82259 | -14.55007 | 42.2698 | Abnormal |
47.74467877 | 12.08935067 | 38.99999999 | 35.6553281 | 117.5120039 | 21.68240136 | 0.652596503 | 23.2067 | 14.7577 | 8.43155 | -33.338734 | 22.7226 | Abnormal |
77.10657122 | 30.46999418 | 69.48062839 | 46.63657704 | 112.1516 | 70.75908308 | 0.156502675 | 10.849 | 13.2216 | 11.55132 | -1.860646 | 18.6033 | Abnormal |
74.00554124 | 21.12240192 | 57.37950226 | 52.88313932 | 120.2059626 | 74.55516588 | 0.406965314 | 10.5895 | 12.5946 | 15.87462 | -10.624659 | 31.9699 | Abnormal |
88.62390839 | 29.08945331 | 47.56426247 | 59.53445508 | 121.7647796 | 51.80589921 | 0.770613922 | 13.1962 | 13.659 | 15.27164 | -4.208953 | 32.934 | Abnormal |
81.10410039 | 24.79416792 | 77.88702048 | 56.30993247 | 151.8398566 | 65.21461611 | 0.972005589 | 10.5715 | 11.2339 | 13.29506 | -12.139219 | 11.8487 | Abnormal |
76.32600187 | 42.39620445 | 57.19999999 | 33.92979742 | 124.267007 | 50.12745689 | 0.583098014 | 33.1635 | 8.383 | 13.75752 | -32.106343 | 18.6868 | Abnormal |
45.44374959 | 9.906071798 | 44.99999999 | 35.53767779 | 163.0710405 | 20.31531532 | 0.345234838 | 31.8795 | 15.0011 | 15.89311 | -10.750511 | 22.7075 | Abnormal |
59.78526526 | 17.87932332 | 59.20646143 | 41.90594194 | 119.3191109 | 22.12386874 | 0.374705546 | 23.3173 | 15.0648 | 8.89121 | -32.248563 | 40.3949 | Abnormal |
44.91414916 | 10.21899563 | 44.63091389 | 34.69515353 | 130.0756599 | 37.36453993 | 0.690088008 | 18.0873 | 18.1846 | 15.62397 | -22.670743 | 37.0558 | Abnormal |
56.60577127 | 16.80020017 | 41.99999999 | 39.80557109 | 127.2945222 | 24.0185747 | 0.793168976 | 19.5456 | 8.7779 | 16.40308 | -35.287375 | 31.6243 | Abnormal |
71.18681115 | 23.89620111 | 43.6966651 | 47.29061004 | 119.8649383 | 27.28398451 | 0.402241133 | 9.1296 | 16.7172 | 7.0306 | -4.667443 | 14.5344 | Abnormal |
81.65603206 | 28.74886935 | 58.23282055 | 52.9071627 | 114.7698556 | 30.60914842 | 0.832811085 | 23.1811 | 11.2491 | 11.69024 | -25.011107 | 21.918 | Abnormal |
70.95272771 | 20.15993121 | 62.85910914 | 50.7927965 | 116.1779325 | 32.522331 | 0.054842915 | 7.3173 | 16.3676 | 12.21365 | -5.091336 | 17.2601 | Abnormal |
85.35231529 | 15.84491006 | 71.66865979 | 69.50740523 | 124.4197875 | 76.0206034 | 0.046938967 | 26.0497 | 11.7878 | 14.39722 | -12.551344 | 39.8494 | Abnormal |
58.10193455 | 14.83763914 | 79.64983825 | 43.26429541 | 113.5876551 | 50.23787808 | 0.951361122 | 33.904 | 11.6354 | 12.20428 | -22.326717 | 19.5797 | Abnormal |
94.17482232 | 15.38076983 | 67.70572132 | 78.79405249 | 114.8901128 | 53.25522004 | 0.199874982 | 12.1048 | 19.1837 | 8.97829 | -3.549557 | 7.3222 | Abnormal |
57.52235608 | 33.64707522 | 50.90985841 | 23.87528085 | 140.9817119 | 148.7537109 | 0.597457003 | 21.5943 | 7.5666 | 7.81812 | -27.570464 | 17.8768 | Abnormal |
96.65731511 | 19.46158117 | 90.21149828 | 77.19573393 | 120.6730408 | 64.08099841 | 0.623388207 | 21.5013 | 13.0551 | 11.35399 | -14.093301 | 20.818 | Abnormal |
74.72074622 | 19.75694203 | 82.73535954 | 54.96380419 | 109.3565941 | 33.30606685 | 0.558833102 | 7.027 | 7.8697 | 13.97269 | -5.115515 | 20.6402 | Abnormal |
77.65511874 | 22.4329501 | 93.89277881 | 55.22216863 | 123.0557067 | 61.2111866 | 0.924902858 | 14.9502 | 15.0493 | 7.57722 | 0.307904 | 33.7201 | Abnormal |
58.52162283 | 13.92228609 | 41.46785522 | 44.59933674 | 115.514798 | 30.3879839 | 0.401084706 | 34.6931 | 10.3564 | 10.64403 | -26.05199 | 10.4338 | Abnormal |
84.5856071 | 30.36168482 | 65.47948563 | 54.22392228 | 108.0102185 | 25.11847846 | 0.341664609 | 30.4108 | 15.7092 | 11.58279 | -1.273566 | 29.6399 | Abnormal |
79.93857026 | 18.7740711 | 63.31183486 | 61.16449915 | 114.787107 | 38.53874133 | 0.708886697 | 11.2935 | 10.922 | 7.17197 | -34.653679 | 28.1835 | Abnormal |
70.39930842 | 13.46998624 | 61.19999999 | 56.92932218 | 102.3375244 | 25.53842852 | 0.974400946 | 30.9297 | 9.5431 | 12.34978 | 6.089565 | 34.9908 | Abnormal |
49.78212054 | 6.46680486 | 52.99999999 | 43.31531568 | 110.8647831 | 25.33564729 | 0.334657138 | 17.6515 | 11.704 | 16.26239 | -0.89559 | 38.4719 | Abnormal |
77.40933294 | 29.39654543 | 63.23230243 | 48.0127875 | 118.4507311 | 93.56373734 | 0.37528738 | 11.2385 | 12.9197 | 13.82148 | 6.079425 | 11.8698 | Abnormal |
65.00796426 | 27.60260762 | 50.94751899 | 37.40535663 | 116.5811088 | 7.015977884 | 0.867324121 | 12.1292 | 13.8536 | 11.95397 | -20.735613 | 9.7675 | Abnormal |
65.01377322 | 9.838262375 | 57.73583722 | 55.17551084 | 94.73852542 | 49.69695462 | 0.151993641 | 14.3986 | 8.9024 | 10.84295 | 6.573829 | 35.1025 | Abnormal |
78.42595126 | 33.42595126 | 76.27743927 | 45 | 138.5541111 | 77.15517241 | 0.580604336 | 36.6285 | 16.6264 | 7.96524 | -19.123087 | 16.1431 | Abnormal |
63.17298709 | 6.330910974 | 62.99999999 | 56.84207612 | 110.6440206 | 42.60807567 | 0.23433535 | 24.5629 | 11.073 | 16.30352 | -4.447261 | 41.326 | Abnormal |
68.61300092 | 15.0822353 | 63.01469619 | 53.53076561 | 123.4311742 | 39.49798659 | 0.249350536 | 27.0646 | 17.7171 | 7.1822 | -20.883262 | 17.113 | Abnormal |
63.90063261 | 13.7062037 | 62.12433389 | 50.19442891 | 114.1292425 | 41.42282844 | 0.715779422 | 24.8714 | 16.645 | 16.46184 | -1.682575 | 13.9094 | Abnormal |
84.99895554 | 29.61009772 | 83.35219438 | 55.38885782 | 126.9129899 | 71.32117542 | 0.998826684 | 7.0551 | 9.0119 | 9.85541 | -19.314135 | 43.0086 | Abnormal |
42.02138603 | -6.554948347 | 67.89999999 | 48.57633437 | 111.5857819 | 27.33867086 | 0.986271547 | 15.6365 | 10.8504 | 16.20134 | 0.043299 | 20.6529 | Abnormal |
69.75666532 | 19.27929659 | 48.49999999 | 50.47736873 | 96.49136982 | 51.1696403 | 0.797662594 | 9.6196 | 17.4517 | 7.24562 | -7.96908 | 33.678 | Abnormal |
80.98807441 | 36.84317181 | 86.96060151 | 44.1449026 | 141.0881494 | 85.87215224 | 0.496180717 | 27.5223 | 13.5136 | 11.60893 | -13.600284 | 34.3656 | Abnormal |
129.8340406 | 8.404475005 | 48.38405705 | 121.4295656 | 107.690466 | 418.5430821 | 0.860222868 | 18.5943 | 11.1514 | 11.36543 | -34.202073 | 27.5144 | Abnormal |
70.48410444 | 12.48948765 | 62.41714208 | 57.99461679 | 114.1900488 | 56.90244779 | 0.823630076 | 13.5572 | 10.4727 | 11.19482 | -1.999994 | 26.1908 | Abnormal |
86.04127982 | 38.75066978 | 47.87140494 | 47.29061004 | 122.0929536 | 61.98827709 | 0.035210491 | 27.5499 | 12.008 | 9.6275 | 5.603229 | 36.2899 | Abnormal |
65.53600255 | 24.15748726 | 45.77516991 | 41.3785153 | 136.4403015 | 16.37808564 | 0.377683884 | 25.067 | 13.7801 | 14.63875 | -15.898046 | 19.5298 | Abnormal |
60.7538935 | 15.7538935 | 43.19915768 | 45 | 113.0533309 | 31.69354839 | 0.822344641 | 26.2469 | 17.3268 | 12.46333 | -17.516477 | 22.9375 | Abnormal |
54.74177518 | 12.09507205 | 40.99999999 | 42.64670314 | 117.6432188 | 40.3823266 | 0.440722184 | 30.0719 | 19.2053 | 14.52239 | -18.805512 | 33.1902 | Abnormal |
83.87994081 | 23.07742686 | 87.14151223 | 60.80251395 | 124.6460723 | 80.55560527 | 0.436932625 | 7.2994 | 11.1917 | 16.2815 | -8.553212 | 24.8562 | Abnormal |
80.07491418 | 48.06953097 | 52.40343873 | 32.00538321 | 110.7099121 | 67.72731595 | 0.099940503 | 20.2822 | 10.3082 | 15.89258 | -14.15607 | 39.973 | Abnormal |
65.66534698 | 10.54067533 | 56.48913545 | 55.12467166 | 109.1627768 | 53.93202006 | 0.184438017 | 20.2044 | 11.528 | 16.41116 | -24.064246 | 15.9787 | Abnormal |
74.71722805 | 14.32167879 | 32.5 | 60.39554926 | 107.1822176 | 37.01708012 | 0.979253427 | 25.3481 | 8.2316 | 12.17025 | 1.594477 | 31.4138 | Abnormal |
48.06062649 | 5.687032126 | 57.05716117 | 42.37359436 | 95.44375749 | 32.83587702 | 0.403799874 | 31.1599 | 11.5825 | 11.35088 | -25.723134 | 40.82 | Abnormal |
70.67689818 | 21.70440224 | 59.18116082 | 48.97249594 | 103.0083545 | 27.8101478 | 0.039655293 | 15.7748 | 14.8568 | 11.45991 | -18.475476 | 19.8407 | Abnormal |
80.43342782 | 16.998479 | 66.53601753 | 63.43494882 | 116.4389807 | 57.78125 | 0.09580622 | 26.778 | 18.2886 | 11.96597 | -25.207568 | 21.545 | Abnormal |
90.51396072 | 28.27250132 | 69.8139423 | 62.2414594 | 100.8921596 | 58.82364821 | 0.881441257 | 13.5739 | 16.3289 | 16.52676 | -10.917156 | 35.6543 | Abnormal |
77.23689752 | 16.73762214 | 49.77553438 | 60.49927538 | 110.6903772 | 39.7871542 | 0.707245245 | 22.5858 | 12.5804 | 7.61063 | -32.87061 | 19.6294 | Abnormal |
50.06678595 | 9.120340183 | 32.16846267 | 40.94644577 | 99.71245318 | 26.76669655 | 0.710450644 | 21.9074 | 18.8412 | 9.1785 | 5.120515 | 18.8581 | Abnormal |
69.78100617 | 13.77746531 | 57.99999999 | 56.00354085 | 118.9306656 | 17.91456046 | 0.668562821 | 24.2342 | 8.7164 | 7.96714 | -15.682309 | 34.906 | Abnormal |
69.62628302 | 21.12275138 | 52.76659472 | 48.50353164 | 116.8030913 | 54.81686729 | 0.286894092 | 18.5916 | 15.4963 | 15.92252 | 1.320769 | 34.8665 | Abnormal |
81.75441933 | 20.12346562 | 70.56044038 | 61.63095371 | 119.4250857 | 55.50688907 | 0.265889494 | 15.379 | 18.1885 | 14.66728 | -3.994716 | 33.2091 | Abnormal |
52.20469309 | 17.21267289 | 78.09496877 | 34.9920202 | 136.9725168 | 54.93913416 | 0.006128311 | 20.3617 | 8.5783 | 12.06379 | -2.974064 | 24.2895 | Abnormal |
77.12134424 | 30.3498745 | 77.48108264 | 46.77146974 | 110.6111484 | 82.09360704 | 0.278327565 | 21.9069 | 17.0071 | 16.22809 | -0.05579 | 27.6595 | Abnormal |
88.0244989 | 39.84466878 | 81.77447308 | 48.17983012 | 116.6015376 | 56.76608323 | 0.238984543 | 14.6182 | 12.1692 | 7.39996 | -11.029157 | 40.7572 | Abnormal |
83.39660609 | 34.31098931 | 78.42329287 | 49.08561678 | 110.4665164 | 49.67209559 | 0.771860278 | 24.9264 | 7.6245 | 13.236 | -21.449617 | 16.2153 | Abnormal |
72.05403412 | 24.70073725 | 79.87401586 | 47.35329687 | 107.1723576 | 56.42615873 | 0.296152366 | 7.7545 | 10.8824 | 7.23178 | -2.990023 | 29.9404 | Abnormal |
85.09550254 | 21.06989651 | 91.73479193 | 64.02560604 | 109.062312 | 38.03283108 | 0.481861846 | 17.1681 | 8.4727 | 11.9815 | -25.387556 | 8.3163 | Abnormal |
69.56348614 | 15.4011391 | 74.43849743 | 54.16234705 | 105.0673556 | 29.70121083 | 0.003220264 | 13.3594 | 18.2659 | 15.38281 | -2.504431 | 14.2555 | Abnormal |
89.5049473 | 48.90365265 | 72.0034229 | 40.60129465 | 134.6342912 | 118.3533701 | 0.039380359 | 19.8712 | 8.9861 | 14.77008 | 6.868423 | 29.1844 | Abnormal |
85.29017283 | 18.27888963 | 100.7442198 | 67.0112832 | 110.6607005 | 58.88494802 | 0.487939752 | 9.4271 | 12.5462 | 9.74172 | -33.848051 | 9.4194 | Abnormal |
60.62621697 | 20.5959577 | 64.53526221 | 40.03025927 | 117.2255542 | 104.8592474 | 0.386903046 | 17.0217 | 8.8097 | 16.82108 | -30.591567 | 35.4529 | Abnormal |
60.04417717 | 14.30965614 | 58.03886519 | 45.73452103 | 105.1316639 | 30.40913315 | 0.41469298 | 17.6829 | 16.5256 | 10.35218 | 1.270053 | 10.4207 | Abnormal |
85.64378664 | 42.68919513 | 78.7506635 | 42.95459151 | 105.1440758 | 42.88742577 | 0.844294085 | 16.9272 | 8.0109 | 15.0803 | -1.056403 | 11.4148 | Abnormal |
85.58171024 | 30.45703858 | 78.23137949 | 55.12467166 | 114.8660487 | 68.37612182 | 0.624974835 | 26.5001 | 11.2204 | 12.33663 | -15.774389 | 40.4629 | Abnormal |
55.08076562 | -3.759929872 | 55.99999999 | 58.84069549 | 109.9153669 | 31.77358318 | 0.651920192 | 36.7439 | 9.0278 | 14.69484 | -4.850453 | 18.1958 | Abnormal |
65.75567895 | 9.832874231 | 50.82289501 | 55.92280472 | 104.3949585 | 39.30721246 | 0.081033285 | 35.6242 | 7.4483 | 12.13128 | -5.163605 | 43.2649 | Abnormal |
79.24967118 | 23.94482471 | 40.79669829 | 55.30484647 | 98.62251165 | 36.7063954 | 0.672569597 | 29.0324 | 14.5804 | 16.56784 | -0.26959 | 31.7726 | Abnormal |
81.11260488 | 20.69044356 | 60.68700588 | 60.42216132 | 94.01878339 | 40.51098228 | 0.530804498 | 11.4265 | 8.3428 | 7.26048 | -15.985527 | 29.5574 | Abnormal |
48.0306238 | 3.969814743 | 58.34451924 | 44.06080905 | 125.3509625 | 35.00007784 | 0.820727828 | 22.6313 | 14.8226 | 8.35383 | -32.826775 | 38.8071 | Abnormal |
63.40448058 | 14.11532726 | 48.13680562 | 49.28915333 | 111.9160075 | 31.78449499 | 0.113089671 | 20.9044 | 13.1978 | 13.33661 | -24.275516 | 9.173 | Abnormal |
57.28694488 | 15.1493501 | 63.99999999 | 42.13759477 | 116.7353868 | 30.34120327 | 0.431125462 | 22.253 | 17.6755 | 12.20726 | -21.986137 | 23.1484 | Abnormal |
41.18776972 | 5.792973871 | 42.86739151 | 35.39479584 | 103.3488802 | 27.66027669 | 0.044130317 | 21.0757 | 10.5374 | 9.66748 | -9.571667 | 30.5253 | Abnormal |
66.80479632 | 14.55160171 | 72.08491177 | 52.25319461 | 82.45603817 | 41.6854736 | 0.738028916 | 24.6372 | 12.5023 | 11.90802 | -7.585607 | 39.7443 | Abnormal |
79.4769781 | 26.73226755 | 70.65098189 | 52.74471055 | 118.5886691 | 61.70059824 | 0.642084751 | 8.2975 | 8.384 | 11.96108 | 5.237386 | 10.8006 | Abnormal |
44.21646446 | 1.507074501 | 46.11033909 | 42.70938996 | 108.6295666 | 42.81048066 | 0.480821979 | 20.0603 | 14.7325 | 11.98973 | 5.365967 | 13.7113 | Abnormal |
57.03509717 | 0.34572799 | 49.19800263 | 56.68936918 | 103.0486975 | 52.16514503 | 0.561323329 | 35.4921 | 14.1033 | 7.99506 | -26.223143 | 40.1564 | Abnormal |
64.27481758 | 12.50864276 | 68.70237672 | 51.76617482 | 95.25245421 | 39.40982612 | 0.352038125 | 36.3579 | 7.0378 | 13.83023 | -27.923626 | 7.0698 | Abnormal |
92.02630795 | 35.39267395 | 77.41696348 | 56.633634 | 115.72353 | 58.05754155 | 0.302441921 | 30.0162 | 9.8318 | 11.21248 | -19.264777 | 19.9972 | Abnormal |
67.26314926 | 7.194661096 | 51.69688681 | 60.06848816 | 97.8010854 | 42.13694325 | 0.936622832 | 17.7459 | 9.6738 | 7.23554 | -32.43783 | 33.0292 | Abnormal |
118.1446548 | 38.44950127 | 50.83851954 | 79.69515353 | 81.0245406 | 74.04376736 | 0.599392845 | 35.8563 | 10.9266 | 13.11354 | -17.52081 | 21.2408 | Abnormal |
115.9232606 | 37.51543601 | 76.79999999 | 78.40782459 | 104.6986033 | 81.19892712 | 0.542816002 | 22.3317 | 8.8519 | 11.4896 | -6.754004 | 32.5082 | Abnormal |
53.94165809 | 9.306594428 | 43.10049819 | 44.63506366 | 124.3978211 | 25.0821266 | 0.871551213 | 17.5525 | 17.5404 | 16.73581 | -17.874616 | 19.5841 | Abnormal |
83.7031774 | 20.26822858 | 77.1105979 | 63.43494882 | 125.4801739 | 69.279571 | 0.73595883 | 33.8124 | 15.1125 | 14.38085 | -20.214168 | 11.7348 | Abnormal |
56.99140382 | 6.87408897 | 57.00900516 | 50.11731485 | 109.978045 | 36.81011057 | 0.555518055 | 33.3025 | 18.5683 | 16.03569 | -0.718491 | 34.6601 | Abnormal |
72.34359434 | 16.42078962 | 59.86901238 | 55.92280472 | 70.08257486 | 12.07264427 | 0.056944145 | 31.823 | 15.7134 | 9.36778 | -33.489059 | 28.9479 | Abnormal |
95.38259648 | 24.82263131 | 95.15763273 | 70.55996517 | 89.3075466 | 57.66084135 | 0.268276345 | 28.6901 | 7.2124 | 13.13055 | -6.412477 | 19.9792 | Abnormal |
44.25347645 | 1.101086714 | 38 | 43.15238973 | 98.27410705 | 23.9106354 | 0.180863626 | 9.971 | 12.4275 | 9.73836 | -6.195062 | 25.57 | Abnormal |
64.80954139 | 15.17407796 | 58.83999352 | 49.63546343 | 111.679961 | 21.40719845 | 0.303206157 | 25.2382 | 7.175 | 10.20296 | -33.025711 | 17.1654 | Abnormal |
78.40125389 | 14.04225971 | 79.69426258 | 64.35899418 | 104.7312342 | 12.39285327 | 0.842278621 | 29.9807 | 7.1135 | 13.21647 | -29.71579 | 19.1168 | Abnormal |
56.66829282 | 13.45820343 | 43.76970978 | 43.21008939 | 93.69220863 | 21.10812135 | 0.524781111 | 8.0015 | 18.1719 | 15.03453 | -16.408583 | 33.2835 | Abnormal |
50.82502875 | 9.064729049 | 56.29999999 | 41.7602997 | 78.99945411 | 23.04152435 | 0.051929588 | 29.3962 | 16.3725 | 11.35215 | -26.496342 | 33.9151 | Abnormal |
61.41173702 | 25.38436364 | 39.09686927 | 36.02737339 | 103.4045971 | 21.84340688 | 0.697750246 | 8.4084 | 15.698 | 12.90325 | -27.124475 | 22.9564 | Abnormal |
56.56382381 | 8.961261611 | 52.57784639 | 47.6025622 | 98.77711506 | 50.70187326 | 0.588947646 | 18.1451 | 13.9634 | 12.46567 | 0.74424 | 32.4471 | Abnormal |
67.02766447 | 13.28150221 | 66.15040334 | 53.74616226 | 100.7154129 | 33.98913551 | 0.053300996 | 8.5072 | 13.34 | 12.63134 | -21.818611 | 40.6229 | Abnormal |
80.81777144 | 19.23898066 | 61.64245116 | 61.57879078 | 89.47183446 | 44.167602 | 0.080967648 | 23.0765 | 12.6822 | 11.71401 | -32.340192 | 27.1091 | Abnormal |
80.65431956 | 26.34437939 | 60.89811835 | 54.30994017 | 120.1034928 | 52.46755185 | 0.93160362 | 20.0845 | 18.4914 | 8.98429 | -19.329173 | 31.0862 | Abnormal |
68.72190982 | 49.4318636 | 68.0560124 | 19.29004622 | 125.0185168 | 54.69128928 | 0.3798954 | 17.4281 | 16.0009 | 14.48126 | -31.852569 | 30.533 | Abnormal |
37.90391014 | 4.47909896 | 24.71027447 | 33.42481118 | 157.848799 | 33.60702661 | 0.473130085 | 24.8271 | 17.5433 | 10.87176 | -11.190833 | 29.909 | Abnormal |
64.62400798 | 15.22530262 | 67.63216653 | 49.39870535 | 90.298468 | 31.32641123 | 0.781685896 | 24.7626 | 18.5975 | 13.0176 | -20.526277 | 17.3548 | Abnormal |
75.43774787 | 31.53945399 | 89.59999999 | 43.89829388 | 106.8295898 | 54.96578902 | 0.030341261 | 8.763 | 11.0399 | 16.74065 | -22.735586 | 43.1209 | Abnormal |
71.00194076 | 37.51577195 | 84.53709256 | 33.48616882 | 125.1642324 | 67.77118983 | 0.60269836 | 10.1025 | 14.5544 | 10.61123 | -23.883075 | 38.7949 | Abnormal |
81.05661087 | 20.80149217 | 91.78449512 | 60.2551187 | 125.430176 | 38.18178176 | 0.849081982 | 11.0201 | 10.3301 | 12.1325 | -4.893491 | 29.244 | Abnormal |
91.46874146 | 24.50817744 | 84.62027202 | 66.96056402 | 117.3078968 | 52.62304673 | 0.560009753 | 13.9263 | 12.1023 | 15.45998 | -11.179414 | 30.316 | Abnormal |
81.08232025 | 21.25584028 | 78.76675639 | 59.82647997 | 90.07187999 | 49.159426 | 0.817563954 | 16.7111 | 13.4438 | 13.7822 | -23.922201 | 29.5953 | Abnormal |
60.419932 | 5.265665422 | 59.8142356 | 55.15426658 | 109.0330745 | 30.26578534 | 0.916504638 | 35.031 | 18.2437 | 11.9537 | -1.30467 | 34.2437 | Abnormal |
85.68094951 | 38.65003527 | 82.68097744 | 47.03091424 | 120.8407069 | 61.95903428 | 0.807918832 | 24.8883 | 13.238 | 10.73285 | 0.627326 | 11.2469 | Abnormal |
82.4065243 | 29.27642195 | 77.05456489 | 53.13010235 | 117.0422439 | 62.76534831 | 0.418463519 | 29.7716 | 16.189 | 8.58139 | -31.511149 | 32.6221 | Abnormal |
43.7182623 | 9.811985315 | 51.99999999 | 33.90627699 | 88.43424213 | 40.88092253 | 0.81109806 | 10.6583 | 16.9317 | 9.51271 | -8.828259 | 12.1023 | Abnormal |
86.472905 | 40.30376567 | 61.14101155 | 46.16913933 | 97.4041888 | 55.75222146 | 0.273687068 | 10.1834 | 10.416 | 16.38788 | -11.786587 | 10.0888 | Abnormal |
74.46908181 | 33.28315665 | 66.94210105 | 41.18592517 | 146.4660009 | 124.9844057 | 0.059381409 | 33.708 | 12.3988 | 10.01481 | -27.349859 | 14.9309 | Abnormal |
70.25043628 | 10.34012252 | 76.37007032 | 59.91031376 | 119.2370072 | 32.66650243 | 0.163594906 | 9.0344 | 11.9015 | 7.54207 | -5.95662 | 43.8608 | Abnormal |
72.64385013 | 18.92911726 | 67.99999999 | 53.71473287 | 116.9634162 | 25.38424676 | 0.438382061 | 13.0121 | 14.5781 | 13.75328 | -21.282686 | 41.2131 | Abnormal |
71.24176388 | 5.268270454 | 85.99958417 | 65.97349342 | 110.703107 | 38.2598637 | 0.506379066 | 23.0527 | 15.243 | 14.14875 | -19.895641 | 8.6239 | Abnormal |
63.7723908 | 12.76338484 | 65.36052425 | 51.00900596 | 89.82274067 | 55.99545386 | 0.276928366 | 24.5529 | 10.4232 | 14.9747 | -22.28622 | 21.7822 | Abnormal |
58.82837872 | 37.57787321 | 125.7423855 | 21.25050551 | 135.6294176 | 117.3146829 | 0.751482204 | 12.6576 | 15.9381 | 15.2392 | -15.444826 | 7.2157 | Abnormal |
74.85448008 | 13.90908417 | 62.69325884 | 60.9453959 | 115.2087008 | 33.17225512 | 0.82191484 | 20.4667 | 9.351 | 14.37763 | 4.230442 | 39.2266 | Abnormal |
75.29847847 | 16.67148361 | 61.29620362 | 58.62699486 | 118.8833881 | 31.57582292 | 0.677506366 | 10.1345 | 12.2607 | 11.22559 | -12.196755 | 31.7385 | Abnormal |
63.36433898 | 20.02462134 | 67.49870507 | 43.33971763 | 130.9992576 | 37.55670552 | 0.659016993 | 34.2436 | 10.1943 | 15.12032 | 1.278801 | 39.9331 | Abnormal |
67.51305267 | 33.2755899 | 96.28306169 | 34.23746278 | 145.6010328 | 88.30148594 | 0.575212433 | 9.1217 | 19.324 | 11.30614 | -3.519343 | 28.2238 | Abnormal |
76.31402766 | 41.93368293 | 93.2848628 | 34.38034472 | 132.2672855 | 101.2187828 | 0.218938743 | 31.5204 | 13.6555 | 12.22936 | 4.894807 | 16.5217 | Abnormal |
73.63596236 | 9.711317947 | 62.99999999 | 63.92464442 | 98.72792982 | 26.97578722 | 0.198909407 | 30.8752 | 9.4553 | 11.84325 | -34.729173 | 26.674 | Abnormal |
56.53505139 | 14.37718927 | 44.99154663 | 42.15786212 | 101.7233343 | 25.77317356 | 0.052601671 | 31.0079 | 14.4887 | 14.17105 | -31.121553 | 32.2469 | Abnormal |
80.11157156 | 33.94243223 | 85.10160773 | 46.16913933 | 125.5936237 | 100.2921068 | 0.088561249 | 11.6503 | 16.1451 | 9.6995 | 4.44648 | 36.0749 | Abnormal |
95.48022873 | 46.55005318 | 58.99999999 | 48.93017555 | 96.68390337 | 77.28307195 | 0.778847512 | 29.838 | 14.5939 | 12.2245 | -21.695815 | 38.7849 | Abnormal |
74.09473084 | 18.82372712 | 76.03215571 | 55.27100372 | 128.4057314 | 73.38821617 | 0.910885747 | 13.1813 | 10.1368 | 8.49572 | -0.33713 | 11.6844 | Abnormal |
87.67908663 | 20.36561331 | 93.82241589 | 67.31347333 | 120.9448288 | 76.73062904 | 0.57477539 | 23.8665 | 13.0473 | 9.41012 | 5.212541 | 28.6308 | Abnormal |
48.25991962 | 16.41746236 | 36.32913708 | 31.84245726 | 94.88233607 | 28.34379914 | 0.388444626 | 16.1775 | 15.0636 | 13.79474 | -8.044644 | 21.6135 | Abnormal |
38.50527283 | 16.96429691 | 35.11281407 | 21.54097592 | 127.6328747 | 7.986683227 | 0.396363819 | 34.8106 | 12.7802 | 15.24996 | -28.833891 | 18.0442 | normal |
54.92085752 | 18.96842952 | 51.60145541 | 35.952428 | 125.8466462 | 2.001642472 | 0.106174649 | 7.3907 | 11.3014 | 8.37076 | -17.723457 | 9.8711 | normal |
44.36249017 | 8.945434892 | 46.90209626 | 35.41705528 | 129.220682 | 4.994195288 | 0.537574087 | 33.0601 | 7.808 | 11.3766 | -5.202362 | 33.2503 | normal |
48.3189305 | 17.45212105 | 47.99999999 | 30.86680945 | 128.9803079 | -0.910940567 | 0.744321935 | 36.6194 | 14.635 | 11.6271 | -28.598802 | 10.3379 | normal |
45.70178875 | 10.65985935 | 42.5778464 | 35.0419294 | 130.1783144 | -3.38890999 | 0.990034481 | 26.6333 | 18.3694 | 16.44832 | -13.438814 | 34.2846 | normal |
30.74193812 | 13.35496594 | 35.90352597 | 17.38697218 | 142.4101072 | -2.005372903 | 0.326835429 | 16.5218 | 18.0205 | 7.55792 | 2.00213 | 30.1215 | normal |
50.91310144 | 6.6769999 | 30.89652243 | 44.23610154 | 118.151531 | -1.057985526 | 0.038359424 | 35.6096 | 13.0974 | 12.04558 | -9.237245 | 31.722 | normal |
38.12658854 | 6.557617408 | 50.44507473 | 31.56897113 | 132.114805 | 6.338199339 | 0.023094566 | 19.7932 | 11.3293 | 14.17628 | -30.312742 | 38.1538 | normal |
51.62467183 | 15.96934373 | 35 | 35.6553281 | 129.385308 | 1.00922834 | 0.00504538 | 32.42 | 13.8149 | 11.2849 | -25.770956 | 35.6191 | normal |
64.31186727 | 26.32836901 | 50.95896417 | 37.98349826 | 106.1777511 | 3.118221289 | 0.379709586 | 7.9787 | 11.4337 | 13.81463 | -30.220853 | 17.9129 | normal |
44.48927476 | 21.78643263 | 31.47415392 | 22.70284212 | 113.7784936 | -0.284129366 | 0.547080375 | 23.9247 | 13.4464 | 9.27506 | -8.230224 | 15.5635 | normal |
54.9509702 | 5.865353416 | 52.99999999 | 49.08561678 | 126.9703283 | -0.631602951 | 0.777717236 | 16.7774 | 10.5263 | 16.4625 | -31.937038 | 22.1518 | normal |
56.10377352 | 13.10630665 | 62.63701952 | 42.99746687 | 116.2285032 | 31.17276727 | 0.713860571 | 9.1686 | 16.5844 | 16.49071 | -8.594772 | 7.7532 | normal |
69.3988184 | 18.89840693 | 75.96636144 | 50.50041147 | 103.5825398 | -0.44366081 | 0.647608649 | 29.0187 | 13.1408 | 9.58711 | -22.403652 | 12.5917 | normal |
89.83467631 | 22.63921678 | 90.56346144 | 67.19545953 | 100.5011917 | 3.040973261 | 0.379932692 | 9.4868 | 17.7556 | 10.98189 | -16.891891 | 28.09 | normal |
59.72614016 | 7.724872599 | 55.34348527 | 52.00126756 | 125.1742214 | 3.235159224 | 0.08021879 | 26.2021 | 8.7872 | 7.46821 | 3.916838 | 43.4384 | normal |
63.95952166 | 16.06094486 | 63.12373633 | 47.8985768 | 142.3601245 | 6.298970934 | 0.134954068 | 31.7659 | 10.957 | 13.32169 | -9.939014 | 31.3141 | normal |
61.54059876 | 19.67695713 | 52.89222856 | 41.86364163 | 118.6862678 | 4.815031084 | 0.212129265 | 14.4911 | 7.5117 | 12.11463 | -19.934103 | 41.7304 | normal |
38.04655072 | 8.30166942 | 26.23683004 | 29.7448813 | 123.8034132 | 3.885773488 | 0.933377696 | 14.7528 | 11.1235 | 11.05746 | 5.412408 | 38.2581 | normal |
43.43645061 | 10.09574326 | 36.03222439 | 33.34070735 | 137.4396942 | -3.114450861 | 0.283588696 | 36.0097 | 11.0132 | 8.51675 | -23.90419 | 35.0749 | normal |
65.61180231 | 23.13791922 | 62.58217893 | 42.47388309 | 124.1280012 | -4.083298414 | 0.997247491 | 30.0422 | 17.6222 | 13.39076 | -16.36997 | 21.4495 | normal |
53.91105429 | 12.93931796 | 38.99999999 | 40.97173633 | 118.1930354 | 5.074353176 | 0.146745173 | 17.7116 | 17.7521 | 16.43174 | 0.138844 | 30.7846 | normal |
43.11795103 | 13.81574355 | 40.34738779 | 29.30220748 | 128.5177217 | 0.970926407 | 0.110795865 | 8.9802 | 15.1873 | 10.59114 | -17.943314 | 33.0483 | normal |
40.6832291 | 9.148437195 | 31.02159252 | 31.53479191 | 139.1184721 | -2.511618596 | 0.775688024 | 31.2682 | 13.6632 | 13.015 | -4.591917 | 19.9869 | normal |
37.7319919 | 9.386298276 | 41.99999999 | 28.34569362 | 135.740926 | 13.68304672 | 0.465169721 | 28.9703 | 10.2016 | 11.24951 | -19.160909 | 34.0011 | normal |
63.92947003 | 19.97109671 | 40.17704963 | 43.95837332 | 113.0659387 | -11.05817866 | 0.412296214 | 19.7733 | 11.1443 | 7.97351 | -7.809627 | 29.5091 | normal |
61.82162717 | 13.59710457 | 63.99999999 | 48.22452261 | 121.779803 | 1.296191194 | 0.629660667 | 17.9906 | 13.6082 | 8.34518 | -10.939434 | 20.7594 | normal |
62.14080535 | 13.96097523 | 57.99999999 | 48.17983012 | 133.2818339 | 4.955105669 | 0.122419736 | 33.8766 | 16.3819 | 9.66244 | -16.783645 | 43.8402 | normal |
69.00491277 | 13.29178975 | 55.5701429 | 55.71312302 | 126.6116215 | 10.83201105 | 0.385073208 | 35.4534 | 7.4752 | 7.76405 | -11.716465 | 13.0886 | normal |
56.44702568 | 19.44449915 | 43.5778464 | 37.00252653 | 139.1896903 | -1.859688529 | 0.076818991 | 11.2853 | 16.1623 | 14.93052 | -12.656406 | 40.5705 | normal |
41.6469159 | 8.835549101 | 36.03197484 | 32.8113668 | 116.5551679 | -6.054537956 | 0.098119047 | 10.0549 | 8.7771 | 8.64451 | -5.079724 | 29.4263 | normal |
51.52935759 | 13.51784732 | 35 | 38.01151027 | 126.7185156 | 13.92833085 | 0.863545131 | 33.2628 | 11.087 | 12.42093 | -15.259539 | 18.2936 | normal |
39.08726449 | 5.536602477 | 26.93203835 | 33.55066201 | 131.5844199 | -0.75946135 | 0.252511739 | 26.2684 | 12.6508 | 12.36056 | -34.071611 | 43.7183 | normal |
34.64992241 | 7.514782784 | 42.99999999 | 27.13513962 | 123.9877408 | -4.082937601 | 0.419743489 | 29.72 | 15.279 | 16.49241 | -3.437709 | 21.8868 | normal |
63.02630005 | 27.33624023 | 51.60501665 | 35.69005983 | 114.5066078 | 7.439869802 | 0.577847158 | 11.2203 | 14.0752 | 7.38995 | 6.635051 | 13.4565 | normal |
47.80555887 | 10.68869819 | 53.99999999 | 37.11686068 | 125.3911378 | -0.402523218 | 0.750423593 | 32.8112 | 12.0502 | 15.65862 | -4.137017 | 39.6199 | normal |
46.63786363 | 15.85371711 | 39.99999999 | 30.78414653 | 119.3776026 | 9.06458168 | 0.478970567 | 23.5284 | 11.0671 | 7.58202 | 5.157255 | 17.469 | normal |
49.82813487 | 16.73643493 | 28 | 33.09169994 | 121.4355585 | 1.91330704 | 0.487833677 | 30.4187 | 15.5507 | 15.89565 | -28.277945 | 22.042 | normal |
47.31964755 | 8.573680295 | 35.56025198 | 38.74596726 | 120.5769719 | 1.630663508 | 0.634019655 | 27.8268 | 15.313 | 13.47998 | -1.889282 | 37.7836 | normal |
50.75329025 | 20.23505957 | 37 | 30.51823068 | 122.343516 | 2.288487746 | 0.147745134 | 28.9054 | 14.5673 | 11.98326 | -26.881964 | 10.3342 | normal |
36.15782981 | -0.810514093 | 33.62731353 | 36.96834391 | 135.9369096 | -2.092506504 | 0.332027235 | 10.4752 | 17.1414 | 13.60366 | -12.162522 | 28.3449 | normal |
40.74699612 | 1.835524271 | 49.99999999 | 38.91147185 | 139.2471502 | 0.668556793 | 0.277170683 | 11.196 | 16.527 | 15.75651 | -28.284145 | 7.4324 | normal |
42.91804052 | -5.845994341 | 57.99999999 | 48.76403486 | 121.6068586 | -3.362044654 | 0.542970928 | 12.4697 | 8.5981 | 9.07771 | -27.62739 | 12.7281 | normal |
63.79242525 | 21.34532339 | 65.99999999 | 42.44710185 | 119.5503909 | 12.38260373 | 0.607879237 | 21.5605 | 8.0233 | 8.72676 | -8.842283 | 34.5721 | normal |
72.95564397 | 19.57697146 | 61.00707117 | 53.37867251 | 111.2340468 | 0.813491154 | 0.409585847 | 25.4781 | 12.4063 | 7.05411 | -9.04664 | 16.8122 | normal |
67.53818154 | 14.65504222 | 58.00142908 | 52.88313932 | 123.6322597 | 25.9702063 | 0.330438834 | 8.351 | 9.9145 | 16.25839 | -27.302888 | 25.0493 | normal |
54.75251965 | 9.752519649 | 47.99999999 | 45 | 123.0379985 | 8.235294118 | 0.385732443 | 28.1386 | 14.9326 | 13.57371 | -18.445718 | 13.8497 | normal |
50.16007802 | -2.970024337 | 41.99999999 | 53.13010235 | 131.8024914 | -8.290203373 | 0.308798826 | 17.9008 | 16.4723 | 8.02315 | -34.615429 | 9.9615 | normal |
40.34929637 | 10.19474845 | 37.96774659 | 30.15454792 | 128.0099272 | 0.458901373 | 0.170983426 | 12.8223 | 13.9897 | 10.31438 | -30.255112 | 18.7992 | normal |
63.61919213 | 16.93450781 | 49.34926218 | 46.68468432 | 117.0897469 | -0.357811974 | 0.9539319 | 15.5713 | 9.9518 | 15.09867 | -26.758834 | 40.4129 | normal |
54.14240778 | 11.93511014 | 42.99999999 | 42.20729763 | 122.2090834 | 0.153549242 | 0.354894839 | 22.1191 | 9.3492 | 14.34981 | -19.444964 | 40.8512 | normal |
74.97602148 | 14.92170492 | 53.73007172 | 60.05431656 | 105.6453997 | 1.594747729 | 0.318966687 | 13.2564 | 11.3042 | 13.47166 | -20.789258 | 41.2149 | normal |
42.51727249 | 14.37567126 | 25.32356538 | 28.14160123 | 128.9056892 | 0.75702014 | 0.625180876 | 35.6342 | 18.7123 | 8.97822 | -14.510574 | 22.6375 | normal |
33.78884314 | 3.675109986 | 25.5 | 30.11373315 | 128.3253556 | -1.776111234 | 0.389858261 | 9.673 | 11.3129 | 13.23731 | -2.244119 | 10.2925 | normal |
54.5036853 | 6.819910138 | 46.99999999 | 47.68377516 | 111.7911722 | -4.406769011 | 0.509022104 | 28.2247 | 18.7158 | 12.21306 | 5.672553 | 43.6689 | normal |
48.17074627 | 9.594216702 | 39.71092029 | 38.57652956 | 135.6233101 | 5.360050572 | 0.859959636 | 21.7568 | 14.418 | 12.55075 | -24.517621 | 18.4675 | normal |
46.37408781 | 10.21590237 | 42.69999999 | 36.15818544 | 121.2476572 | -0.54202201 | 0.95599665 | 34.9209 | 8.8496 | 12.75813 | 3.332207 | 9.3333 | normal |
52.86221391 | 9.410371613 | 46.98805181 | 43.4518423 | 123.0912395 | 1.856659161 | 0.226819134 | 21.8843 | 15.3118 | 13.91499 | -32.013803 | 17.6135 | normal |
57.1458515 | 16.48909145 | 42.84214764 | 40.65676005 | 113.8061775 | 5.0151857 | 0.223549676 | 25.7485 | 9.5092 | 7.06295 | -31.862036 | 24.3522 | normal |
37.14014978 | 16.48123972 | 24 | 20.65891006 | 125.0143609 | 7.366425398 | 0.851140631 | 10.7294 | 18.2159 | 9.4178 | -31.427534 | 35.7839 | normal |
51.31177106 | 8.875541276 | 56.99999999 | 42.43622979 | 126.4722584 | -2.144043911 | 0.46741327 | 22.7101 | 10.5134 | 10.13608 | 5.738583 | 36.7874 | normal |
42.51561014 | 16.54121618 | 41.99999999 | 25.97439396 | 120.631941 | 7.876730692 | 0.040763821 | 16.7193 | 15.9657 | 8.1948 | -33.380627 | 30.2644 | normal |
39.35870531 | 7.011261806 | 37 | 32.3474435 | 117.8187599 | 1.904048199 | 0.58775384 | 29.1291 | 9.8168 | 15.93402 | -8.871793 | 12.5514 | normal |
35.8775708 | 1.112373561 | 43.45725694 | 34.76519724 | 126.9239062 | -1.632238263 | 0.793121083 | 10.7594 | 11.0116 | 7.92836 | -5.852864 | 22.7358 | normal |
43.1919153 | 9.976663803 | 28.93814927 | 33.21525149 | 123.4674001 | 1.741017579 | 0.300086307 | 12.799 | 17.7684 | 7.77773 | -35.077537 | 27.5972 | normal |
67.28971201 | 16.7175142 | 50.99999999 | 50.5721978 | 137.5917777 | 4.960343813 | 0.233195482 | 23.3207 | 13.7148 | 10.46265 | -9.187554 | 27.8587 | normal |
51.32546366 | 13.63122319 | 33.25857782 | 37.69424047 | 131.3061224 | 1.78886965 | 0.417720656 | 29.8852 | 12.3509 | 11.99547 | -34.927709 | 19.3766 | normal |
65.7563482 | 13.20692644 | 43.99999999 | 52.54942177 | 129.3935728 | -1.982120038 | 0.72753665 | 33.264 | 17.5228 | 8.31382 | 6.972071 | 31.7892 | normal |
40.41336566 | -1.329412398 | 30.98276809 | 41.74277806 | 119.3356546 | -6.173674823 | 0.456246663 | 27.1984 | 16.4107 | 7.95631 | -11.376063 | 23.331 | normal |
48.80190855 | 18.01776202 | 51.99999999 | 30.78414653 | 139.1504066 | 10.44286169 | 0.10501352 | 26.1245 | 19.2659 | 8.31303 | -22.690688 | 39.6096 | normal |
50.08615264 | 13.43004422 | 34.45754051 | 36.65610842 | 119.1346221 | 3.089484465 | 0.744332895 | 31.9991 | 15.1042 | 14.46625 | -7.052293 | 15.9536 | normal |
64.26150724 | 14.49786554 | 43.90250363 | 49.76364169 | 115.3882683 | 5.951454368 | 0.033702747 | 32.2615 | 15.3692 | 16.31794 | -4.179409 | 32.9659 | normal |
53.68337998 | 13.44702168 | 41.58429713 | 40.23635831 | 113.9137026 | 2.737035292 | 0.702208022 | 24.7795 | 11.4937 | 10.80051 | -30.625194 | 41.901 | normal |
48.99595771 | 13.11382047 | 51.87351997 | 35.88213725 | 126.3981876 | 0.535471617 | 0.732730192 | 33.7477 | 7.5426 | 15.7409 | -6.421289 | 11.9857 | normal |
59.16761171 | 14.56274875 | 43.19915768 | 44.60486296 | 121.0356423 | 2.830504124 | 0.693905676 | 24.8746 | 14.7433 | 8.02792 | -33.650471 | 16.7094 | normal |
67.80469442 | 16.55066167 | 43.25680184 | 51.25403274 | 119.6856451 | 4.867539941 | 0.03615827 | 18.4894 | 15.4016 | 13.86568 | -17.473008 | 39.3526 | normal |
61.73487533 | 17.11431203 | 46.89999999 | 44.6205633 | 120.9201997 | 3.087725997 | 0.455056082 | 8.866 | 14.9831 | 8.27541 | -0.48876 | 24.9564 | normal |
33.04168754 | -0.324678459 | 19.0710746 | 33.366366 | 120.3886112 | 9.354364925 | 0.167308823 | 17.196 | 11.2466 | 9.14463 | -29.11456 | 40.9249 | normal |
74.56501543 | 15.72431994 | 58.61858244 | 58.84069549 | 105.417304 | 0.599247113 | 0.117780016 | 18.0547 | 15.6236 | 10.54562 | -32.494544 | 16.6229 | normal |
44.43070103 | 14.17426387 | 32.2434952 | 30.25643716 | 131.7176127 | -3.604255336 | 0.126792054 | 15.1269 | 7.9912 | 12.23055 | -26.340144 | 32.3929 | normal |
36.42248549 | 13.87942449 | 20.24256187 | 22.543061 | 126.0768612 | 0.179717077 | 0.686409465 | 8.3909 | 10.87 | 7.27404 | -26.195988 | 21.8465 | normal |
51.07983294 | 14.20993529 | 35.95122893 | 36.86989765 | 115.8037111 | 6.905089963 | 0.705725568 | 24.1378 | 12.6652 | 13.92353 | -3.478546 | 28.7425 | normal |
34.75673809 | 2.631739646 | 29.50438112 | 32.12499844 | 127.1398495 | -0.460894198 | 0.281611979 | 24.1257 | 11.2762 | 11.54866 | -12.02522 | 44.3412 | normal |
48.90290434 | 5.587588658 | 55.49999999 | 43.31531568 | 137.1082886 | 19.85475919 | 0.215175297 | 29.8825 | 9.9608 | 10.86798 | 1.956131 | 23.7274 | normal |
46.23639915 | 10.0627701 | 37 | 36.17362905 | 128.0636203 | -5.100053328 | 0.860783838 | 9.5912 | 15.1769 | 16.49989 | -22.420021 | 40.2061 | normal |
46.42636614 | 6.620795049 | 48.09999999 | 39.80557109 | 130.3500956 | 2.449382401 | 0.515439224 | 9.1955 | 10.6369 | 15.11344 | 2.963625 | 23.0719 | normal |
39.65690201 | 16.20883944 | 36.67485694 | 23.44806258 | 131.922009 | -4.968979881 | 0.794716755 | 31.3737 | 18.3533 | 13.16102 | -6.652617 | 26.3297 | normal |
45.57548229 | 18.75913544 | 33.77414297 | 26.81634684 | 116.7970069 | 3.131909921 | 0.514212483 | 24.2526 | 12.9572 | 12.40401 | -12.363109 | 31.9668 | normal |
66.50717865 | 20.89767207 | 31.72747138 | 45.60950658 | 128.9029049 | 1.517203356 | 0.787252431 | 12.8877 | 11.8978 | 9.2322 | -14.824364 | 43.8409 | normal |
82.90535054 | 29.89411893 | 58.25054221 | 53.01123161 | 110.7089577 | 6.079337831 | 0.827146263 | 12.5622 | 12.3646 | 16.61754 | -15.758791 | 35.9458 | normal |
50.67667667 | 6.461501271 | 35 | 44.2151754 | 116.5879699 | -0.214710615 | 0.021178285 | 18.7846 | 8.007 | 9.74352 | -1.228604 | 14.2547 | normal |
89.01487529 | 26.07598143 | 69.02125897 | 62.93889386 | 111.4810746 | 6.061508401 | 0.544504889 | 27.0219 | 13.3731 | 11.04819 | -3.5053 | 33.4196 | normal |
54.60031622 | 21.48897426 | 29.36021618 | 33.11134196 | 118.3433212 | -1.471067262 | 0.962907494 | 30.8554 | 11.4198 | 13.82322 | -5.606449 | 18.5514 | normal |
34.38229939 | 2.062682882 | 32.39081996 | 32.31961651 | 128.3001991 | -3.365515555 | 0.581168695 | 12.0774 | 16.6255 | 7.20496 | -31.374823 | 29.5748 | normal |
45.07545026 | 12.30695118 | 44.58317718 | 32.76849908 | 147.8946372 | -8.941709421 | 0.932921843 | 32.1169 | 14.3037 | 10.64326 | -31.198847 | 11.2307 | normal |
47.90356517 | 13.61668819 | 36 | 34.28687698 | 117.4490622 | -4.245395422 | 0.129744031 | 7.8433 | 14.7484 | 8.51707 | -15.728927 | 11.5472 | normal |
53.93674778 | 20.72149628 | 29.22053381 | 33.21525149 | 114.365845 | -0.421010392 | 0.047913469 | 19.1986 | 18.1972 | 7.08745 | 6.013843 | 43.8693 | normal |
61.44659663 | 22.6949683 | 46.17034732 | 38.75162833 | 125.6707246 | -2.707879517 | 0.081070436 | 16.2059 | 13.5565 | 8.89572 | 3.564463 | 18.4151 | normal |
45.25279209 | 8.693157364 | 41.5831264 | 36.55963472 | 118.5458418 | 0.214750167 | 0.159250601 | 14.7334 | 16.0928 | 9.75922 | 5.767308 | 33.7192 | normal |
33.84164075 | 5.073991409 | 36.64123294 | 28.76764934 | 123.9452436 | -0.199249089 | 0.674504089 | 19.3825 | 17.6963 | 13.72929 | 1.783007 | 40.6049 | normal |
As hiperlordoses e hipercifoses são caracterizadas por um aumento de uma ou mais lordose ou cifose da coluna. As hipolordoses e hipocifoses são caracterizadas por uma diminuição de uma ou mais lordose ou cifose da coluna.
A escoliose é uma curvatura anormal da coluna para um dos lados do tronco, podendo causar assimetria e dor.
Distúrbio da coluna em que um osso (vértebra) desliza para frente sobre o osso abaixo dele.
O algoritmo J48, desenvolvido por Ross Quinlan, constrói árvores de decisão a partir de um conjunto de dados de treinamento. As árvores de decisão geradas pelo algoritmo podem ser utilizadas para classificação, logo são conhecidas como classificadores estatísticos. A direita é mostrado o output do algoritmo quando este é rodado sobre todos os dados, com os parâmetros tal, tal e tal. A esquerda estão sendo usados os mesmos parâmetros, só que alguma coisa foi alterada.
=== Run information === Scheme: weka.classifiers.trees.J48 -C 0.25 -M 2 Relation: dataset-coluna Instances: 310 Attributes: 13 pelvic_incidence pelvic_tilt lumbar_lordosis_angle sacral_slope pelvic_radius degree_spondylolisthesis pelvic_slope direct_tilt thoracic_slope cervical_tilt sacrum_angle scoliosis_slope class_att Test mode: 10-fold cross-validation === Classifier model (full training set) === J48 pruned tree ------------------ degree_spondylolisthesis <= 19.854759 | pelvic_radius <= 125.212716 | | sacral_slope <= 40.475232 | | | sacrum_angle <= 4.894807: Abnormal (71.0/20.0) | | | sacrum_angle > 4.894807: Normal (5.0) | | sacral_slope > 40.475232 | | | degree_spondylolisthesis <= 9.064582 | | | | pelvic_tilt <= 18.898407: Normal (20.0) | | | | pelvic_tilt > 18.898407 | | | | | lumbar_lordosis_angle <= 56.3 | | | | | | scoliosis_slope <= 28.3449: Abnormal (4.0) | | | | | | scoliosis_slope > 28.3449: Normal (2.0) | | | | | lumbar_lordosis_angle > 56.3: Normal (5.0) | | | degree_spondylolisthesis > 9.064582: Abnormal (6.0/1.0) | pelvic_radius > 125.212716: Normal (52.0/7.0) degree_spondylolisthesis > 19.854759: Abnormal (145.0/2.0) Number of Leaves : 9 Size of the tree : 17 Time taken to build model: 0.01 seconds === Stratified cross-validation === === Summary === Correctly Classified Instances 253 81.6129 % Incorrectly Classified Instances 57 18.3871 % Kappa statistic 0.5597 Mean absolute error 0.2071 Root mean squared error 0.3912 Relative absolute error 47.331 % Root relative squared error 83.6934 % Total Number of Instances 310 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0.905 0.370 0.837 0.905 0.870 0.565 0.816 0.844 Abnormal 0.630 0.095 0.759 0.630 0.689 0.565 0.816 0.690 Normal Weighted Avg. 0.816 0.281 0.812 0.816 0.811 0.565 0.816 0.794 === Confusion Matrix === a b <-- classified as 190 20 | a = Abnormal 37 63 | b = Normal
=== Run information === Scheme: weka.classifiers.trees.J48 -U -M 2 Relation: dataset-coluna Instances: 310 Attributes: 13 pelvic_incidence pelvic_tilt lumbar_lordosis_angle sacral_slope pelvic_radius degree_spondylolisthesis pelvic_slope direct_tilt thoracic_slope cervical_tilt sacrum_angle scoliosis_slope class_att Test mode: 10-fold cross-validation === Classifier model (full training set) === J48 unpruned tree ------------------ degree_spondylolisthesis <= 19.854759 | pelvic_radius <= 125.212716 | | sacral_slope <= 40.475232 | | | sacrum_angle <= 4.894807: Abnormal (71.0/20.0) | | | sacrum_angle > 4.894807: Normal (5.0) | | sacral_slope > 40.475232 | | | degree_spondylolisthesis <= 9.064582 | | | | pelvic_tilt <= 18.898407: Normal (20.0) | | | | pelvic_tilt > 18.898407 | | | | | lumbar_lordosis_angle <= 56.3 | | | | | | scoliosis_slope <= 28.3449: Abnormal (4.0) | | | | | | scoliosis_slope > 28.3449: Normal (2.0) | | | | | lumbar_lordosis_angle > 56.3: Normal (5.0) | | | degree_spondylolisthesis > 9.064582: Abnormal (6.0/1.0) | pelvic_radius > 125.212716: Normal (52.0/7.0) degree_spondylolisthesis > 19.854759: Abnormal (145.0/2.0) Number of Leaves : 9 Size of the tree : 17 Time taken to build model: 0 seconds === Stratified cross-validation === === Summary === Correctly Classified Instances 252 81.2903 % Incorrectly Classified Instances 58 18.7097 % Kappa statistic 0.5532 Mean absolute error 0.2061 Root mean squared error 0.3891 Relative absolute error 47.0987 % Root relative squared error 83.2325 % Total Number of Instances 310 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0.900 0.370 0.836 0.900 0.867 0.557 0.816 0.843 Abnormal 0.630 0.100 0.750 0.630 0.685 0.557 0.816 0.690 Normal Weighted Avg. 0.813 0.283 0.808 0.813 0.808 0.557 0.816 0.794 === Confusion Matrix === a b <-- classified as 189 21 | a = Abnormal 37 63 | b = Normal
=== Run information === Scheme: weka.classifiers.trees.J48 -C 0.25 -M 2 Relation: dataset-coluna-weka.filters.unsupervised.attribute.Remove-R1-3-weka.filters.unsupervised.attribute.Remove-R4-9 Instances: 310 Attributes: 4 sacral_slope pelvic_radius degree_spondylolisthesis class_att Test mode: 10-fold cross-validation === Classifier model (full training set) === J48 pruned tree ------------------ degree_spondylolisthesis <= 19.854759 | pelvic_radius <= 125.212716 | | sacral_slope <= 40.475232: Abnormal (76.0/25.0) | | sacral_slope > 40.475232 | | | degree_spondylolisthesis <= 9.064582: Normal (31.0/4.0) | | | degree_spondylolisthesis > 9.064582: Abnormal (6.0/1.0) | pelvic_radius > 125.212716: Normal (52.0/7.0) degree_spondylolisthesis > 19.854759: Abnormal (145.0/2.0) Number of Leaves : 5 Size of the tree : 9 Time taken to build model: 0 seconds === Stratified cross-validation === === Summary === Correctly Classified Instances 257 82.9032 % Incorrectly Classified Instances 53 17.0968 % Kappa statistic 0.595 Mean absolute error 0.2083 Root mean squared error 0.3495 Relative absolute error 47.607 % Root relative squared error 74.7756 % Total Number of Instances 310 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0.905 0.330 0.852 0.905 0.878 0.598 0.878 0.928 Abnormal 0.670 0.095 0.770 0.670 0.717 0.598 0.878 0.721 Normal Weighted Avg. 0.829 0.254 0.826 0.829 0.826 0.598 0.878 0.861 === Confusion Matrix === a b <-- classified as 190 20 | a = Abnormal 33 67 | b = Normal
=== Run information === Scheme: weka.classifiers.trees.J48 -U -M 2 Relation: dataset-coluna-weka.filters.unsupervised.attribute.Remove-R1-3-weka.filters.unsupervised.attribute.Remove-R4-9 Instances: 310 Attributes: 4 sacral_slope pelvic_radius degree_spondylolisthesis class_att Test mode: 10-fold cross-validation === Classifier model (full training set) === J48 unpruned tree ------------------ degree_spondylolisthesis <= 19.854759 | pelvic_radius <= 125.212716 | | sacral_slope <= 40.475232: Abnormal (76.0/25.0) | | sacral_slope > 40.475232 | | | degree_spondylolisthesis <= 9.064582: Normal (31.0/4.0) | | | degree_spondylolisthesis > 9.064582: Abnormal (6.0/1.0) | pelvic_radius > 125.212716: Normal (52.0/7.0) degree_spondylolisthesis > 19.854759: Abnormal (145.0/2.0) Number of Leaves : 5 Size of the tree : 9 Time taken to build model: 0 seconds === Stratified cross-validation === === Summary === Correctly Classified Instances 257 82.9032 % Incorrectly Classified Instances 53 17.0968 % Kappa statistic 0.595 Mean absolute error 0.2089 Root mean squared error 0.35 Relative absolute error 47.7606 % Root relative squared error 74.8698 % Total Number of Instances 310 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0.905 0.330 0.852 0.905 0.878 0.598 0.878 0.928 Abnormal 0.670 0.095 0.770 0.670 0.717 0.598 0.878 0.721 Normal Weighted Avg. 0.829 0.254 0.826 0.829 0.826 0.598 0.878 0.861 === Confusion Matrix === a b <-- classified as 190 20 | a = Abnormal 33 67 | b = Normal
Como é possível visualizar, o maior valor médio de precisão foi o encontrado nas árvores com atributos selecinados (as duas últimas) É provavel que isso se dê pois quando os atributos excedentes são excluídos a árvore de decisão é menor e o problema de overfitting é menor. Nas duas últimas árvores tanto pruned quanto unpruned obtiveram o mesmo valor, provavelmente por possuírem um número de ramificações limitados a "poda" não chegou a ser necessária.
CART ou Classification And Regression Tree (árvore de classificação e regressão) é um algoritmo usado na mineração de dados que usa dois conceitos principais: A análise da árvore de classificação é feita quando o resultado previsto é a classe à qual os dados pertencem. A análise de árvore de regressão é quando o resultado previsto pode ser considerado um número real (por exemplo, o preço de uma casa ou o tempo de permanência de um paciente em um hospital). Esse algoritmo usa a métrica de Gini para dividir as categorias em grupos separados.
=== Run information === Scheme: weka.classifiers.trees.SimpleCart -M 2.0 -N 5 -C 1.0 -S 1 Relation: dataset-coluna Instances: 310 Attributes: 13 pelvic_incidence pelvic_tilt lumbar_lordosis_angle sacral_slope pelvic_radius degree_spondylolisthesis pelvic_slope direct_tilt thoracic_slope cervical_tilt sacrum_angle scoliosis_slope class_att Test mode: 10-fold cross-validation === Classifier model (full training set) === CART Decision Tree degree_spondylolisthesis < 14.85401384 | pelvic_radius < 125.30192704999999 | | sacral_slope < 40.56599579 | | | sacrum_angle < 4.968382: Abnormal(50.0/20.0) | | | sacrum_angle >= 4.968382: Normal(5.0/0.0) | | sacral_slope >= 40.56599579: Normal(28.0/8.0) | pelvic_radius >= 125.30192704999999: Normal(44.0/6.0) degree_spondylolisthesis >= 14.85401384: Abnormal(146.0/3.0) Number of Leaf Nodes: 5 Size of the Tree: 9 Time taken to build model: 0.03 seconds === Stratified cross-validation === === Summary === Correctly Classified Instances 258 83.2258 % Incorrectly Classified Instances 52 16.7742 % Kappa statistic 0.6121 Mean absolute error 0.2176 Root mean squared error 0.3561 Relative absolute error 49.7267 % Root relative squared error 76.1705 % Total Number of Instances 310 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0.886 0.280 0.869 0.886 0.877 0.612 0.877 0.930 Abnormal 0.720 0.114 0.750 0.720 0.735 0.612 0.877 0.684 Normal Weighted Avg. 0.832 0.227 0.831 0.832 0.831 0.612 0.877 0.850 === Confusion Matrix === a b <-- classified as 186 24 | a = Abnormal 28 72 | b = Normal
=== Run information === Scheme: weka.classifiers.trees.SimpleCart -M 2.0 -N 5 -U -C 1.0 -S 1 Relation: dataset-coluna Instances: 310 Attributes: 13 pelvic_incidence pelvic_tilt lumbar_lordosis_angle sacral_slope pelvic_radius degree_spondylolisthesis pelvic_slope direct_tilt thoracic_slope cervical_tilt sacrum_angle scoliosis_slope class_att Test mode: 10-fold cross-validation === Classifier model (full training set) === CART Decision Tree degree_spondylolisthesis < 14.85401384 | pelvic_radius < 125.30192704999999 | | sacral_slope < 40.56599579 | | | sacrum_angle < 4.968382 | | | | sacrum_angle < -26.7661665 | | | | | degree_spondylolisthesis < 0.7433087965: Abnormal(2.0/0.0) | | | | | degree_spondylolisthesis >= 0.7433087965 | | | | | | thoracic_slope < 18.41905: Normal(8.0/1.0) | | | | | | thoracic_slope >= 18.41905: Abnormal(2.0/0.0) | | | | sacrum_angle >= -26.7661665 | | | | | sacrum_angle < -16.0536515: Abnormal(23.0/0.0) | | | | | sacrum_angle >= -16.0536515 | | | | | | pelvic_tilt < 10.958787335 | | | | | | | pelvic_radius < 114.66567725: Abnormal(2.0/0.0) | | | | | | | pelvic_radius >= 114.66567725: Normal(6.0/0.0) | | | | | | pelvic_tilt >= 10.958787335 | | | | | | | sacrum_angle < -5.1851815 | | | | | | | | pelvic_incidence < 43.128503245000005: Abnormal(3.0/0.0) | | | | | | | | pelvic_incidence >= 43.128503245000005: Normal(5.0/1.0) | | | | | | | sacrum_angle >= -5.1851815 | | | | | | | | sacral_slope < 36.767766565: Abnormal(15.0/0.0) | | | | | | | | sacral_slope >= 36.767766565: Abnormal(1.0/1.0) | | | sacrum_angle >= 4.968382: Normal(5.0/0.0) | | sacral_slope >= 40.56599579 | | | degree_spondylolisthesis < 9.333633029000001 | | | | pelvic_tilt < 18.922291485000002: Normal(20.0/0.0) | | | | pelvic_tilt >= 18.922291485000002 | | | | | lumbar_lordosis_angle < 56.401487939999996 | | | | | | scoliosis_slope < 28.4339: Abnormal(4.0/0.0) | | | | | | scoliosis_slope >= 28.4339: Normal(2.0/0.0) | | | | | lumbar_lordosis_angle >= 56.401487939999996: Normal(5.0/0.0) | | | degree_spondylolisthesis >= 9.333633029000001: Abnormal(4.0/1.0) | pelvic_radius >= 125.30192704999999 | | sacral_slope < 28.136471795 | | | sacral_slope < 24.274835645 | | | | pelvic_tilt < 18.20377501: Normal(4.0/0.0) | | | | pelvic_tilt >= 18.20377501: Abnormal(2.0/0.0) | | | sacral_slope >= 24.274835645: Abnormal(3.0/0.0) | | sacral_slope >= 28.136471795 | | | sacral_slope < 29.929307225000002: Normal(3.0/1.0) | | | sacral_slope >= 29.929307225000002: Normal(37.0/0.0) degree_spondylolisthesis >= 14.85401384 | degree_spondylolisthesis < 20.085037255: Abnormal(3.0/1.0) | degree_spondylolisthesis >= 20.085037255 | | cervical_tilt < 16.24324: Abnormal(129.0/0.0) | | cervical_tilt >= 16.24324: Abnormal(14.0/2.0) Number of Leaf Nodes: 24 Size of the Tree: 47 Time taken to build model: 0.01 seconds === Stratified cross-validation === === Summary === Correctly Classified Instances 248 80 % Incorrectly Classified Instances 62 20 % Kappa statistic 0.5471 Mean absolute error 0.2088 Root mean squared error 0.4251 Relative absolute error 47.7207 % Root relative squared error 90.9431 % Total Number of Instances 310 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0.843 0.290 0.859 0.843 0.851 0.547 0.798 0.858 Abnormal 0.710 0.157 0.683 0.710 0.696 0.547 0.798 0.600 Normal Weighted Avg. 0.800 0.247 0.802 0.800 0.801 0.547 0.798 0.774 === Confusion Matrix === a b <-- classified as 177 33 | a = Abnormal 29 71 | b = Normal
=== Run information === Scheme: weka.classifiers.trees.SimpleCart -M 2.0 -N 5 -C 1.0 -S 1 Relation: dataset-coluna-weka.filters.unsupervised.attribute.Remove-R1-3-weka.filters.unsupervised.attribute.Remove-R4-9 Instances: 310 Attributes: 4 sacral_slope pelvic_radius degree_spondylolisthesis class_att Test mode: 10-fold cross-validation === Classifier model (full training set) === CART Decision Tree degree_spondylolisthesis < 14.85401384 | pelvic_radius < 125.30192704999999 | | sacral_slope < 40.56599579: Abnormal(50.0/25.0) | | sacral_slope >= 40.56599579 | | | degree_spondylolisthesis < 9.333633029000001: Normal(27.0/4.0) | | | degree_spondylolisthesis >= 9.333633029000001: Abnormal(4.0/1.0) | pelvic_radius >= 125.30192704999999: Normal(44.0/6.0) degree_spondylolisthesis >= 14.85401384: Abnormal(146.0/3.0) Number of Leaf Nodes: 5 Size of the Tree: 9 Time taken to build model: 0.01 seconds === Stratified cross-validation === === Summary === Correctly Classified Instances 256 82.5806 % Incorrectly Classified Instances 54 17.4194 % Kappa statistic 0.5929 Mean absolute error 0.2056 Root mean squared error 0.3712 Relative absolute error 46.9934 % Root relative squared error 79.4114 % Total Number of Instances 310 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0.890 0.310 0.858 0.890 0.874 0.594 0.846 0.871 Abnormal 0.690 0.110 0.750 0.690 0.719 0.594 0.846 0.711 Normal Weighted Avg. 0.826 0.245 0.823 0.826 0.824 0.594 0.846 0.820 === Confusion Matrix === a b <-- classified as 187 23 | a = Abnormal 31 69 | b = Normal
=== Run information === Scheme: weka.classifiers.trees.SimpleCart -M 2.0 -N 5 -U -C 1.0 -S 1 Relation: dataset-coluna-weka.filters.unsupervised.attribute.Remove-R1-3-weka.filters.unsupervised.attribute.Remove-R4-9 Instances: 310 Attributes: 4 sacral_slope pelvic_radius degree_spondylolisthesis class_att Test mode: 10-fold cross-validation === Classifier model (full training set) === CART Decision Tree degree_spondylolisthesis < 14.85401384 | pelvic_radius < 125.30192704999999 | | sacral_slope < 40.56599579 | | | pelvic_radius < 113.5225841 | | | | sacral_slope < 37.32456687: Abnormal(13.0/0.0) | | | | sacral_slope >= 37.32456687: Abnormal(2.0/1.0) | | | pelvic_radius >= 113.5225841 | | | | sacral_slope < 29.61038515 | | | | | degree_spondylolisthesis < 6.924067247: Abnormal(18.0/4.0) | | | | | degree_spondylolisthesis >= 6.924067247: Normal(2.0/1.0) | | | | sacral_slope >= 29.61038515 | | | | | pelvic_radius < 123.9299325 | | | | | | pelvic_radius < 117.35956485 | | | | | | | pelvic_radius < 115.84036425 | | | | | | | | sacral_slope < 37.45847009: Normal(3.0/0.0) | | | | | | | | sacral_slope >= 37.45847009: Abnormal(2.0/1.0) | | | | | | | pelvic_radius >= 115.84036425 | | | | | | | | sacral_slope < 32.96135438: Abnormal(1.0/1.0) | | | | | | | | sacral_slope >= 32.96135438: Abnormal(5.0/0.0) | | | | | | pelvic_radius >= 117.35956485 | | | | | | | sacral_slope < 37.112350225: Normal(12.0/2.0) | | | | | | | sacral_slope >= 37.112350225: Abnormal(2.0/1.0) | | | | | pelvic_radius >= 123.9299325: Abnormal(4.0/0.0) | | sacral_slope >= 40.56599579 | | | degree_spondylolisthesis < 9.333633029000001 | | | | pelvic_radius < 114.80064045 | | | | | sacral_slope < 47.148657045 | | | | | | pelvic_radius < 112.68771509999999: Abnormal(2.0/0.0) | | | | | | pelvic_radius >= 112.68771509999999: Normal(2.0/1.0) | | | | | sacral_slope >= 47.148657045: Normal(8.0/1.0) | | | | pelvic_radius >= 114.80064045: Normal(17.0/0.0) | | | degree_spondylolisthesis >= 9.333633029000001: Abnormal(4.0/1.0) | pelvic_radius >= 125.30192704999999 | | sacral_slope < 28.136471795 | | | sacral_slope < 24.274835645 | | | | sacral_slope < 20.995261765000002: Abnormal(2.0/1.0) | | | | sacral_slope >= 20.995261765000002: Normal(3.0/0.0) | | | sacral_slope >= 24.274835645: Abnormal(3.0/0.0) | | sacral_slope >= 28.136471795 | | | sacral_slope < 29.929307225000002: Normal(3.0/1.0) | | | sacral_slope >= 29.929307225000002: Normal(37.0/0.0) degree_spondylolisthesis >= 14.85401384 | degree_spondylolisthesis < 20.085037255: Abnormal(3.0/1.0) | degree_spondylolisthesis >= 20.085037255 | | degree_spondylolisthesis < 31.24958925: Abnormal(33.0/2.0) | | degree_spondylolisthesis >= 31.24958925: Abnormal(110.0/0.0) Number of Leaf Nodes: 24 Size of the Tree: 47 Time taken to build model: 0 seconds === Stratified cross-validation === === Summary === Correctly Classified Instances 260 83.871 % Incorrectly Classified Instances 50 16.129 % Kappa statistic 0.621 Mean absolute error 0.1755 Root mean squared error 0.3744 Relative absolute error 40.1157 % Root relative squared error 80.0936 % Total Number of Instances 310 === Detailed Accuracy By Class === TP Rate FP Rate Precision Recall F-Measure MCC ROC Area PRC Area Class 0.905 0.300 0.864 0.905 0.884 0.623 0.850 0.888 Abnormal 0.700 0.095 0.778 0.700 0.737 0.623 0.850 0.710 Normal Weighted Avg. 0.839 0.234 0.836 0.839 0.836 0.623 0.850 0.831 === Confusion Matrix === a b <-- classified as 190 20 | a = Abnormal 30 70 | b = Normal
Como é possível visualizar, o maior valor médio de precisão foi o encontrado na árvore unpruned com atributos selecinados seguido de perto pela árvore pruned com todos os atributos. A justificativa continua sendo parecida com a apresentada para o J48 já que árvores menores sofrem menos com o overfitting, então tanto a podada com todas as variáveis quanto a que não tinha tantas variáveis e não foi podada eram compostas por árvores bem enxutas, o que explica por que a precisão ficou um pouco maior.