Commit ff19d00b authored by Gilberto Astolfi's avatar Gilberto Astolfi

copy python-extrai-atributos

parent 1bb29030
Banco de Imagens: sojaDrone3C
Descrição:
Banco de imagens para teste do python-extrai-atributos com recortes da imagem "imageOriginal.tiff" de uma plantação de soja com imagens obtidas por um DJI Phantom 2. Os recortes foram separados em três classes, cada uma com 5 exemplos:
- chao: chão da plantação, geralmente de cor marrom
- comFuro: folha de soja com uma furo fácil de identificar visualmente
- semFuro: folha sem fora
This image diff could not be displayed because it is too large. You can view the blob instead.
Melhores resultados usando Explorer
Percentage Split 66%
- Multilayer Perceptron 9/6/2015: PCC = 80%, Medida F = 72%, Area ROC = 88%
Validação Cruzada com 3 dobras
- Multilayer Perceptron 9/6/2015: PCC = 80%, Medida F = 79,8%, Area ROC = 95%
@relation sojaDrone3C
@attribute hu_0 numeric
@attribute hu_1 numeric
@attribute hu_2 numeric
@attribute hu_3 numeric
@attribute hu_4 numeric
@attribute hu_5 numeric
@attribute hu_6 numeric
@attribute cor_rmin numeric
@attribute cor_rmax numeric
@attribute cor_rmediamedia numeric
@attribute cor_rdesvio numeric
@attribute cor_gmin numeric
@attribute cor_gmax numeric
@attribute cor_gmedia numeric
@attribute cor_gdesvio numeric
@attribute cor_bmin numeric
@attribute cor_bmax numeric
@attribute cor_bmedia numeric
@attribute cor_bdesvio numeric
@attribute cor_hmin numeric
@attribute cor_hmax numeric
@attribute cor_hmedia numeric
@attribute cor_hdesvio numeric
@attribute cor_smin numeric
@attribute cor_smax numeric
@attribute cor_smedia numeric
@attribute cor_sdesvio numeric
@attribute cor_vmin numeric
@attribute cor_vmax numeric
@attribute cor_vmedia numeric
@attribute cor_vdesvio numeric
@attribute cor_cielmin numeric
@attribute cor_cielmax numeric
@attribute cor_cielmedia numeric
@attribute cor_cieldesvio numeric
@attribute cor_cieamin numeric
@attribute cor_cieamax numeric
@attribute cor_cieamedia numeric
@attribute cor_cieadesvio numeric
@attribute cor_ciebmin numeric
@attribute cor_ciebmax numeric
@attribute cor_ciebmedia numeric
@attribute cor_ciebdesvio numeric
@attribute glcm_cont_1_0 numeric
@attribute glcm_cont_1_45 numeric
@attribute glcm_cont_1_90 numeric
@attribute glcm_cont_2_0 numeric
@attribute glcm_cont_2_45 numeric
@attribute glcm_cont_2_90 numeric
@attribute glcm_diss_1_0 numeric
@attribute glcm_diss_1_45 numeric
@attribute glcm_diss_1_90 numeric
@attribute glcm_diss_2_0 numeric
@attribute glcm_diss_2_45 numeric
@attribute glcm_diss_2_90 numeric
@attribute glcm_homo_1_0 numeric
@attribute glcm_homo_1_45 numeric
@attribute glcm_homo_1_90 numeric
@attribute glcm_homo_2_0 numeric
@attribute glcm_homo_2_45 numeric
@attribute glcm_homo_2_90 numeric
@attribute glcm_asm_1_0 numeric
@attribute glcm_asm_1_45 numeric
@attribute glcm_asm_1_90 numeric
@attribute glcm_asm_2_0 numeric
@attribute glcm_asm_2_45 numeric
@attribute glcm_asm_2_90 numeric
@attribute glcm_ener_1_0 numeric
@attribute glcm_ener_1_45 numeric
@attribute glcm_ener_1_90 numeric
@attribute glcm_ener_2_0 numeric
@attribute glcm_ener_2_45 numeric
@attribute glcm_ener_2_90 numeric
@attribute glcm_corr_1_0 numeric
@attribute glcm_corr_1_45 numeric
@attribute glcm_corr_1_90 numeric
@attribute glcm_corr_2_0 numeric
@attribute glcm_corr_2_45 numeric
@attribute glcm_corr_2_90 numeric
@attribute hog_0 numeric
@attribute hog_1 numeric
@attribute hog_2 numeric
@attribute hog_3 numeric
@attribute hog_4 numeric
@attribute hog_5 numeric
@attribute hog_6 numeric
@attribute hog_7 numeric
@attribute hog_8 numeric
@attribute hog_9 numeric
@attribute hog_10 numeric
@attribute hog_11 numeric
@attribute hog_12 numeric
@attribute hog_13 numeric
@attribute hog_14 numeric
@attribute hog_15 numeric
@attribute hog_16 numeric
@attribute hog_17 numeric
@attribute hog_18 numeric
@attribute hog_19 numeric
@attribute hog_20 numeric
@attribute hog_21 numeric
@attribute hog_22 numeric
@attribute hog_23 numeric
@attribute hog_24 numeric
@attribute hog_25 numeric
@attribute hog_26 numeric
@attribute hog_27 numeric
@attribute hog_28 numeric
@attribute hog_29 numeric
@attribute hog_30 numeric
@attribute hog_31 numeric
@attribute hog_32 numeric
@attribute hog_33 numeric
@attribute hog_34 numeric
@attribute hog_35 numeric
@attribute hog_36 numeric
@attribute hog_37 numeric
@attribute hog_38 numeric
@attribute hog_39 numeric
@attribute hog_40 numeric
@attribute hog_41 numeric
@attribute hog_42 numeric
@attribute hog_43 numeric
@attribute hog_44 numeric
@attribute hog_45 numeric
@attribute hog_46 numeric
@attribute hog_47 numeric
@attribute hog_48 numeric
@attribute hog_49 numeric
@attribute hog_50 numeric
@attribute hog_51 numeric
@attribute hog_52 numeric
@attribute hog_53 numeric
@attribute hog_54 numeric
@attribute hog_55 numeric
@attribute hog_56 numeric
@attribute hog_57 numeric
@attribute hog_58 numeric
@attribute hog_59 numeric
@attribute hog_60 numeric
@attribute hog_61 numeric
@attribute hog_62 numeric
@attribute hog_63 numeric
@attribute hog_64 numeric
@attribute hog_65 numeric
@attribute hog_66 numeric
@attribute hog_67 numeric
@attribute hog_68 numeric
@attribute hog_69 numeric
@attribute hog_70 numeric
@attribute hog_71 numeric
@attribute hog_72 numeric
@attribute hog_73 numeric
@attribute hog_74 numeric
@attribute hog_75 numeric
@attribute hog_76 numeric
@attribute hog_77 numeric
@attribute hog_78 numeric
@attribute hog_79 numeric
@attribute hog_80 numeric
@attribute hog_81 numeric
@attribute hog_82 numeric
@attribute hog_83 numeric
@attribute hog_84 numeric
@attribute hog_85 numeric
@attribute hog_86 numeric
@attribute hog_87 numeric
@attribute hog_88 numeric
@attribute hog_89 numeric
@attribute hog_90 numeric
@attribute hog_91 numeric
@attribute hog_92 numeric
@attribute hog_93 numeric
@attribute hog_94 numeric
@attribute hog_95 numeric
@attribute hog_96 numeric
@attribute hog_97 numeric
@attribute hog_98 numeric
@attribute hog_99 numeric
@attribute hog_100 numeric
@attribute hog_101 numeric
@attribute hog_102 numeric
@attribute hog_103 numeric
@attribute hog_104 numeric
@attribute hog_105 numeric
@attribute hog_106 numeric
@attribute hog_107 numeric
@attribute hog_108 numeric
@attribute hog_109 numeric
@attribute hog_110 numeric
@attribute hog_111 numeric
@attribute hog_112 numeric
@attribute hog_113 numeric
@attribute hog_114 numeric
@attribute hog_115 numeric
@attribute hog_116 numeric
@attribute hog_117 numeric
@attribute hog_118 numeric
@attribute hog_119 numeric
@attribute hog_120 numeric
@attribute hog_121 numeric
@attribute hog_122 numeric
@attribute hog_123 numeric
@attribute hog_124 numeric
@attribute hog_125 numeric
@attribute hog_126 numeric
@attribute hog_127 numeric
@attribute classe {comFuro, chao, semFuro}
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0.00103067020462,1.38314620394e-07,5.17538009143e-13,1.63401954285e-12,-1.26767726794e-24,5.41346567343e-16,8.06810154295e-25,31,255,165.625175316,33.0844488348,17,255,176.14200561,42.1965342915,0,166,83.8611500701,29.183927397,14,39,32.3143408135,6.49054478608,80,255,140.06013324,26.5264705918,31,255,180.85957223,37.578577136,16,251,176.35326087,37.8845897726,96,140,111.358345021,10.7238179056,137,191,173.170582048,8.77839036436,129.182204892,217.102684201,198.07466144,349.511469534,217.102684201,514.983514493,6.1141439206,8.47468924518,7.772808268,10.2129032258,8.47468924518,12.8976449275,0.30135936384,0.214574094421,0.243197970022,0.204525722785,0.214574094421,0.152783933331,0.00118867193572,0.000844545887383,0.000966516613163,0.000781416605645,0.000844545887383,0.00062234168242,0.0344771219176,0.0290610716833,0.031088850303,0.0279538298922,0.0290610716833,0.0249467769946,0.952076873454,0.919292179262,0.926970656207,0.869423897421,0.919292179262,0.809803644845,0.141339322146,0.166447462621,0.236998356067,0.150523810195,0.156000421249,0.034503225682,0.053116948958,0.061070408058,0.177164263895,0.0725397089177,0.132516286492,0.152875592166,0.205576639776,0.0945877867395,0.100357175069,0.0643822889587,0.167501116022,0.0661110548865,0.0295162751763,0.0297295325853,0.174385429085,0.140035036513,0.22626392599,0.166457508061,0.289040676848,0.169821340388,0.0561572670563,0.0714929510686,0.108292408109,0.0383281606436,0.0842031702796,0.182663984864,0.133526637275,0.0448459534915,0.056770067002,0.0391850710323,0.105210360261,0.0573227797844,0.289131513625,0.27400754312,0.119157679371,0.0587661424712,0.159187417331,0.131644768961,0.230131635685,0.080152658924,0.132349989976,0.0886093279266,0.0857838104324,0.0503933300231,0.11198168569,0.0965627131707,0.254677162717,0.142660829262,0.169187498901,0.0887527780496,0.180331188966,0.0293427648507,0.0205581521018,0.020509598217,0.0593151613372,0.060465553805,0.266464188566,0.363013377189,0.177041832212,0.0802882371018,0.0557974354633,0.0346280358314,0.0624154743393,0.216410213373,0.219232397117,0.154186359823,0.0743793448434,0.0555854012078,0.0662042601267,0.0524663205547,0.208946058561,0.194674592242,0.239913716386,0.107830218486,0.335108781215,0.0585897098588,0.0712025442996,0.0352618214895,0.149473606157,0.0663361631796,0.123481099765,0.160546000773,0.172047601273,0.0597400160749,0.0635582650284,0.0364062503461,0.179464980928,0.14821068679,0.135251001563,0.205321097232,0.065750928323,0.0440543181028,0.0420978452912,0.112658757097,0.295746620551,0.228385025938,0.157201947303,0.054104546854,0.195193559893,0.101778515219,0.0907053542254,0.070736696242,0.10377493895,0.103863366847,0.170707864756,0.163239688321,0.107778719127,0.0396391003193,0.0757317981959,0.106347401133,0.30261053518,0.149076804914,0.0981309773961,0.120684643108,0.0912465685417,0.0260053159658,0.0957365618676,0.141000664182,0.243481248842,0.226534084453,0.12368466468,0.0523108415976,semFuro
0.00118046966209,8.50140392524e-09,6.70263908066e-12,1.15739488493e-12,3.01900677827e-24,6.82860902334e-17,-1.13021751426e-24,36,255,137.863611491,30.3217561291,16,239,141.359644323,44.8457387787,0,130,51.3402188782,21.0978726233,10,38,29.4819425445,7.25881808576,89,255,168.114911081,28.7188824634,36,255,147.978522572,36.5146066908,18,238,144.329685363,40.5941702268,100,142,115.217647059,11.6729059675,139,207,173.197674419,13.3181903545,94.0815337763,190.466666667,181.563875433,257.19024937,190.466666667,495.717226891,5.57516611296,8.12969187675,7.62256055363,9.3762958812,8.12969187675,12.7483193277,0.266708101864,0.195926748259,0.231671766962,0.178737010026,0.195926748259,0.154696162585,0.00117088479524,0.000833961035395,0.000968781504053,0.000769630942204,0.000833961035395,0.000655546532338,0.0342181939213,0.0288783835315,0.0311252550841,0.0277422230941,0.0288783835315,0.0256036429505,0.965123569382,0.928810682625,0.932350072117,0.904500803158,0.928810682625,0.813591490577,0.0950053187953,0.081304774501,0.18994254878,0.284094130109,0.161318332279,0.0637638705005,0.0615228525023,0.0630481526247,0.0897756193554,0.0337256694092,0.0491706998111,0.110810849883,0.394659505421,0.239033603575,0.0595583924793,0.0232656291568,0.0483062331433,0.0437048009462,0.106598508944,0.202899244195,0.221520223232,0.182480129326,0.140965030237,0.0535258060926,0.0229311801801,0.0221887574986,0.179191295902,0.456668544957,0.260045533131,0.0310441979766,0.0179989296633,0.00993154746138,0.181886222647,0.0654747216943,0.0406322207943,0.027493744963,0.143183387094,0.110550381147,0.265576547679,0.165202717563,0.0640946227742,0.0466276359373,0.108250377385,0.0766805291585,0.255376081896,0.226980844959,0.148415258067,0.0735745424339,0.0955928075845,0.0530467253982,0.108705379113,0.169940389721,0.195212945075,0.110068408037,0.138843618038,0.128589652677,0.0578422648427,0.0507573687904,0.0767316790017,0.0634673511905,0.196557771893,0.212494584907,0.230997003821,0.111151930233,0.0512413133695,0.0187719495425,0.0432441406757,0.0617139439858,0.118532969901,0.326268387309,0.318912832604,0.0613144321574,0.0975264080122,0.0535417633823,0.0906032275172,0.104781416809,0.163991140194,0.313330404735,0.104170067408,0.0720554785759,0.106481576976,0.0506490151612,0.0959943983861,0.0888039426824,0.189664484949,0.17694452048,0.202313451497,0.0891484680748,0.0883737525032,0.023193998481,0.0369858514955,0.0409674824211,0.292346244173,0.109866943505,0.217297632841,0.190968044101,0.169093295689,0.0874593959981,0.103587553132,0.100720965736,0.181125372938,0.127153976451,0.117190372805,0.113669038645,0.0744310101356,0.0298460138527,0.043426369626,0.0695265064821,0.230254962826,0.299294472669,0.12742064697,0.125800001945,0.0514785504878,0.0233072575362,0.0344787003553,0.0854456259721,0.575214017492,0.065394332411,0.0979131680025,0.0667683094607,0.191198634572,0.0298366002377,0.0472260914208,0.112203862902,0.385956716918,0.0652308732356,0.070066561473,0.0982805721708,semFuro
0.00106902083316,9.31235552878e-08,1.15650971991e-12,3.09667364072e-12,1.01024277878e-24,5.54657158841e-16,5.77253856668e-24,37,245,151.835217391,58.8921436681,15,230,138.23,68.4335772213,0,148,57.2495652174,35.0900998646,5,33,23.8413043478,6.68629604642,89,255,169.41173913,38.5342145149,37,245,152.374347826,59.285259868,17,231,143.560434783,64.9030601528,107,145,123.807391304,10.4011636963,138,195,171.066956522,16.0090964454,354.759094942,488.676643991,498.479555556,822.680253623,488.676643991,1350.9,10.0190771961,12.7401360544,11.7284444444,16.2065217391,12.7401360544,20.1554545455,0.264721889407,0.172961795337,0.242402494342,0.173038529808,0.172961795337,0.141307072589,0.00168663970353,0.00118962777855,0.00146587654321,0.00111881120694,0.00118962777855,0.000959504132231,0.0410687192828,0.034490981119,0.0382867672076,0.0334486353525,0.034490981119,0.0309758637044,0.952735814964,0.934212318662,0.933072052469,0.890533480533,0.934212318662,0.816724623434,0.0718800665238,0.0126980286407,0.0199355759158,0.053815677345,0.544817382101,0.0658212870786,0.0968913692739,0.134140587008,0.121296195056,0.0252085691193,0.0351523002095,0.0822180332744,0.514665541371,0.146800277922,0.0367575086586,0.0379015475784,0.0576405009616,0.0321692777771,0.0466822907876,0.0740852669949,0.26685178999,0.437787893073,0.0613561738404,0.0234267719897,0.161319535547,0.0838411479192,0.206441933303,0.146380237646,0.153708559825,0.0433804091141,0.0647723690422,0.140155724482,0.0785769346528,0.0222872819308,0.0224190626664,0.0404174274772,0.186711564678,0.141613336531,0.299601673232,0.208372696365,0.150305314843,0.0335795139535,0.0734630908194,0.101469457964,0.39725681506,0.0695802312103,0.103079818196,0.0712653553694,0.0793557423113,0.0320450736962,0.0378154413954,0.0285546716685,0.179871523632,0.305216980031,0.268673156475,0.0684672758245,0.0369165928062,0.0435302105244,0.200727397106,0.133206299873,0.136061170173,0.175326631176,0.186581726202,0.0876499530336,0.139404074852,0.0508118237234,0.0651436776706,0.0759434984677,0.318567166886,0.189200531938,0.0933081967772,0.0676210138157,0.0476885801516,0.018654914288,0.0415541376175,0.031480999338,0.184214580144,0.388636737714,0.227125833316,0.0606441769048,0.150327468989,0.0334789378362,0.124266582576,0.0324556160693,0.26893404814,0.0790385943503,0.189267462341,0.12222994291,0.286764585827,0.0177810037559,0.0210386599119,0.013228901087,0.0725876296131,0.0253693658413,0.0979004168116,0.465329402007,0.330871331112,0.109628664477,0.122318224256,0.071670178449,0.132576638985,0.0369864740236,0.0977326247459,0.0982158337597,0.158139197714,0.0432269699645,0.0321683357377,0.0366833107522,0.107913652251,0.15310421797,0.277397375354,0.191366904654,0.119961501821,0.0268262616872,0.0445581910947,0.0371905360027,0.191283268581,0.142268195927,0.388833955408,0.0490780610408,0.175253097881,0.0763830746315,0.0549326710967,0.180311283206,0.263991220833,0.0849699952791,0.0620456652773,0.102112964759,semFuro
0.00116060480725,3.31947345405e-07,8.86788398838e-12,7.13979718457e-13,-1.72200499889e-24,-3.19646821009e-16,5.12136055684e-25,51,237,159.473817568,34.4215003465,30,239,164.174831081,46.6051358849,0,172,79.745777027,32.6524294304,15,39,30.6655405405,6.55766740044,70,255,140.403716216,30.2324891194,51,239,170.632601351,40.2840755287,34,236,166.211993243,41.9484862427,100,136,114.742820946,10.7690430396,148,185,170.495777027,9.31333226306,206.982204861,251.832010582,227.707850708,538.604464286,251.832010582,609.136442895,8.30598958333,9.63624338624,8.06220506221,13.7035714286,9.63624338624,13.6133391456,0.198476069749,0.15853396797,0.240789758615,0.11657859495,0.15853396797,0.15958508291,0.000749752845293,0.000681594082535,0.000915697826895,0.000581253985969,0.000681594082535,0.000675637670463,0.0273816150965,0.0261073568661,0.0302604994489,0.0241092095675,0.0261073568661,0.0259930311904,0.936307335299,0.92070674983,0.928820622708,0.83417481193,0.92070674983,0.805033410131,0.170640060533,0.0809476247297,0.120294631879,0.111615013435,0.242023451451,0.0841419924406,0.105009733906,0.0853274219391,0.169936017811,0.0538192302876,0.0797046793796,0.0183365065432,0.120205971086,0.150197274629,0.220896561967,0.186903663844,0.0184147768183,0.00881572281688,0.0341996247006,0.146358136663,0.440516889834,0.255917085355,0.0790519682918,0.0167257629971,0.0158472227368,0.00621302562098,0.0350378724799,0.25544560408,0.552156397145,0.0854386986616,0.0426344140181,0.00722671531827,0.155201592924,0.0712074159487,0.133977715023,0.121595575021,0.268115492991,0.0550922212974,0.115482809486,0.0793269734428,0.415902503509,0.0705895621885,0.185896850103,0.0278265604306,0.0657493021089,0.0178170295207,0.111225669653,0.10499110496,0.0956575902394,0.0457768828479,0.0360633187425,0.0843362027555,0.225476349214,0.17703430076,0.187737132995,0.147918177571,0.04215472268,0.0374864166492,0.154415589072,0.209886949221,0.382169822526,0.0880408614446,0.0648809029903,0.0209646780247,0.091660646139,0.0308814323842,0.0799610211188,0.0677457654585,0.149663237337,0.234500290251,0.25476562107,0.0908219265768,0.162735539299,0.0673419802577,0.159248654611,0.0835847741048,0.201504902513,0.0917519555372,0.148586377649,0.0852452695992,0.151834072246,0.0486314148353,0.0741193521163,0.0431627006108,0.143239147071,0.15113156411,0.207998327372,0.179883299751,0.131405622596,0.0378194486722,0.0495531546631,0.0688897942507,0.246681801941,0.133488379553,0.222998695118,0.109163037514,0.0836719973013,0.0606865273055,0.207770786634,0.186585911792,0.289332288029,0.113894799985,0.0440741554848,0.0139834237871,0.0173430306527,0.0170647507006,0.145706567039,0.139770067679,0.389507185215,0.200149341679,0.08154724333,0.00891178626885,0.026870028141,0.0103764714616,0.033402929556,0.0578700687878,0.775374851344,0.051808992449,0.032044622458,0.0122519982618,0.0488168377942,0.0171229008578,0.0601565860004,0.190177281817,0.304569806767,0.124642357734,0.149994761807,0.104519449166,semFuro
0.0011969658828,2.87020570359e-07,1.70459581738e-11,1.93539571727e-12,7.94871567519e-24,3.50782673203e-16,-7.77129043865e-24,37,232,150.391914791,27.3411013722,35,219,167.50060518,29.9781278635,0,146,65.16194626,27.3388000359,18,42,34.6301137739,5.44652963152,94,255,161.715323166,31.6787127646,42,232,170.277656742,28.7294347851,40,221,167.028564512,27.6291738737,97,139,107.748244977,9.13361606006,150,193,177.08375696,6.14449231332,127.117892157,206.32525,151.132592593,344.394390668,206.32525,393.790627362,6.00269607843,7.57025,6.50839506173,9.94862248697,7.57025,10.6971529352,0.321290084322,0.249115312116,0.305537585413,0.222066138207,0.249115312116,0.20507996508,0.00259704801038,0.00187971875,0.00231312299954,0.00171254680558,0.00187971875,0.00151374716157,0.0509612402751,0.0433557233823,0.0480949373588,0.0413829289149,0.0433557233823,0.0389069037777,0.913015359927,0.85414065864,0.895753894479,0.759882294569,0.85414065864,0.721189640916,0.154108170557,0.143605046983,0.12808727129,0.126508455479,0.158005551908,0.103480569087,0.121811630799,0.0643932630838,0.269097186789,0.0591334931007,0.177808483333,0.0930856204245,0.159593089568,0.0601443837082,0.148318152005,0.0328184720947,0.261004619395,0.126140902548,0.0759119192115,0.0643934118855,0.214524664845,0.111661345199,0.0646848763948,0.0816782116834,0.381817888031,0.207951769134,0.0578040195786,0.0253633459589,0.0659421988834,0.0602242887015,0.076706435704,0.124190021023,0.117648569639,0.0182763549916,0.0383570123854,0.0106537682567,0.119372323067,0.158327450667,0.364916981878,0.172447449358,0.201931009558,0.0602851802386,0.139961104165,0.0539373466206,0.26300146414,0.0506101392954,0.194431933705,0.035840525994,0.160914504518,0.0911667468077,0.142625758695,0.0628838232392,0.159814477569,0.0592095632508,0.163786081132,0.159598790874,0.155023962303,0.0286751813161,0.0433009150734,0.0213495234589,0.11248982985,0.0804216555344,0.208537631846,0.350201227972,0.18962748036,0.18279259566,0.0606506989909,0.0332375108266,0.0668660969791,0.0476321349437,0.188809342423,0.230384122016,0.125812733729,0.0477925202762,0.0668345461805,0.0282515435263,0.116979317467,0.260274972163,0.308463362404,0.0455907482473,0.325814682656,0.06861500376,0.109227589542,0.0350739102292,0.106025164989,0.0653140726866,0.155317055346,0.134611946181,0.17677663098,0.0597063963867,0.0999421448431,0.0546784754244,0.174092822202,0.0815344411427,0.189972006673,0.163296846833,0.480965460087,0.0516541239996,0.0551255189926,0.0276456355666,0.0679935600028,0.0367296410487,0.0627641555062,0.217121820942,0.138131353187,0.0628394220438,0.0436690744813,0.0376734188094,0.0755540549201,0.179887216135,0.321000256477,0.141245191803,0.169154725054,0.0833940446482,0.0464363318205,0.0328059789615,0.205190755133,0.19860824144,0.172912206949,0.0914976832815,0.268808007423,0.167268419952,0.188803268874,0.075161782288,0.0678907699662,0.0481496620076,0.0704352365859,0.113482780969,semFuro
@relation testaAtrib5C
@attribute hu_0 numeric
@attribute hu_1 numeric
@attribute hu_2 numeric
@attribute hu_3 numeric
@attribute hu_4 numeric
@attribute hu_5 numeric
@attribute hu_6 numeric
@attribute cor_rmin numeric
@attribute cor_rmax numeric
@attribute cor_rmediamedia numeric
@attribute cor_rdesvio numeric
@attribute cor_gmin numeric
@attribute cor_gmax numeric
@attribute cor_gmedia numeric
@attribute cor_gdesvio numeric
@attribute cor_bmin numeric
@attribute cor_bmax numeric
@attribute cor_bmedia numeric
@attribute cor_bdesvio numeric
@attribute cor_hmin numeric
@attribute cor_hmax numeric
@attribute cor_hmedia numeric
@attribute cor_hdesvio numeric
@attribute cor_smin numeric
@attribute cor_smax numeric
@attribute cor_smedia numeric
@attribute cor_sdesvio numeric
@attribute cor_vmin numeric
@attribute cor_vmax numeric
@attribute cor_vmedia numeric
@attribute cor_vdesvio numeric
@attribute cor_cielmin numeric
@attribute cor_cielmax numeric
@attribute cor_cielmedia numeric
@attribute cor_cieldesvio numeric
@attribute cor_cieamin numeric
@attribute cor_cieamax numeric
@attribute cor_cieamedia numeric
@attribute cor_cieadesvio numeric
@attribute cor_ciebmin numeric
@attribute cor_ciebmax numeric
@attribute cor_ciebmedia numeric
@attribute cor_ciebdesvio numeric
@attribute glcm_cont_1_0 numeric
@attribute glcm_cont_1_45 numeric
@attribute glcm_cont_1_90 numeric
@attribute glcm_cont_2_0 numeric
@attribute glcm_cont_2_45 numeric
@attribute glcm_cont_2_90 numeric
@attribute glcm_diss_1_0 numeric
@attribute glcm_diss_1_45 numeric
@attribute glcm_diss_1_90 numeric
@attribute glcm_diss_2_0 numeric
@attribute glcm_diss_2_45 numeric
@attribute glcm_diss_2_90 numeric
@attribute glcm_homo_1_0 numeric
@attribute glcm_homo_1_45 numeric
@attribute glcm_homo_1_90 numeric
@attribute glcm_homo_2_0 numeric
@attribute glcm_homo_2_45 numeric
@attribute glcm_homo_2_90 numeric
@attribute glcm_asm_1_0 numeric
@attribute glcm_asm_1_45 numeric
@attribute glcm_asm_1_90 numeric
@attribute glcm_asm_2_0 numeric
@attribute glcm_asm_2_45 numeric
@attribute glcm_asm_2_90 numeric
@attribute glcm_ener_1_0 numeric
@attribute glcm_ener_1_45 numeric
@attribute glcm_ener_1_90 numeric
@attribute glcm_ener_2_0 numeric
@attribute glcm_ener_2_45 numeric
@attribute glcm_ener_2_90 numeric
@attribute glcm_corr_1_0 numeric
@attribute glcm_corr_1_45 numeric
@attribute glcm_corr_1_90 numeric
@attribute glcm_corr_2_0 numeric
@attribute glcm_corr_2_45 numeric
@attribute glcm_corr_2_90 numeric
@attribute hog_0 numeric
@attribute hog_1 numeric
@attribute hog_2 numeric
@attribute hog_3 numeric
@attribute hog_4 numeric
@attribute hog_5 numeric
@attribute hog_6 numeric
@attribute hog_7 numeric
@attribute hog_8 numeric
@attribute hog_9 numeric
@attribute hog_10 numeric
@attribute hog_11 numeric
@attribute hog_12 numeric
@attribute hog_13 numeric
@attribute hog_14 numeric
@attribute hog_15 numeric
@attribute hog_16 numeric
@attribute hog_17 numeric
@attribute hog_18 numeric
@attribute hog_19 numeric
@attribute hog_20 numeric
@attribute hog_21 numeric
@attribute hog_22 numeric
@attribute hog_23 numeric
@attribute hog_24 numeric
@attribute hog_25 numeric
@attribute hog_26 numeric
@attribute hog_27 numeric
@attribute hog_28 numeric
@attribute hog_29 numeric
@attribute hog_30 numeric
@attribute hog_31 numeric
@attribute hog_32 numeric
@attribute hog_33 numeric
@attribute hog_34 numeric
@attribute hog_35 numeric
@attribute hog_36 numeric
@attribute hog_37 numeric
@attribute hog_38 numeric
@attribute hog_39 numeric
@attribute hog_40 numeric
@attribute hog_41 numeric
@attribute hog_42 numeric
@attribute hog_43 numeric
@attribute hog_44 numeric
@attribute hog_45 numeric
@attribute hog_46 numeric
@attribute hog_47 numeric
@attribute hog_48 numeric
@attribute hog_49 numeric
@attribute hog_50 numeric
@attribute hog_51 numeric
@attribute hog_52 numeric
@attribute hog_53 numeric
@attribute hog_54 numeric
@attribute hog_55 numeric
@attribute hog_56 numeric
@attribute hog_57 numeric
@attribute hog_58 numeric
@attribute hog_59 numeric
@attribute hog_60 numeric
@attribute hog_61 numeric
@attribute hog_62 numeric
@attribute hog_63 numeric
@attribute hog_64 numeric
@attribute hog_65 numeric
@attribute hog_66 numeric
@attribute hog_67 numeric
@attribute hog_68 numeric
@attribute hog_69 numeric
@attribute hog_70 numeric
@attribute hog_71 numeric
@attribute hog_72 numeric
@attribute hog_73 numeric
@attribute hog_74 numeric
@attribute hog_75 numeric
@attribute hog_76 numeric
@attribute hog_77 numeric
@attribute hog_78 numeric
@attribute hog_79 numeric
@attribute hog_80 numeric
@attribute hog_81 numeric
@attribute hog_82 numeric
@attribute hog_83 numeric
@attribute hog_84 numeric
@attribute hog_85 numeric
@attribute hog_86 numeric
@attribute hog_87 numeric
@attribute hog_88 numeric
@attribute hog_89 numeric
@attribute hog_90 numeric
@attribute hog_91 numeric
@attribute hog_92 numeric
@attribute hog_93 numeric
@attribute hog_94 numeric
@attribute hog_95 numeric
@attribute hog_96 numeric
@attribute hog_97 numeric
@attribute hog_98 numeric
@attribute hog_99 numeric
@attribute hog_100 numeric
@attribute hog_101 numeric
@attribute hog_102 numeric
@attribute hog_103 numeric
@attribute hog_104 numeric
@attribute hog_105 numeric
@attribute hog_106 numeric
@attribute hog_107 numeric
@attribute hog_108 numeric
@attribute hog_109 numeric
@attribute hog_110 numeric
@attribute hog_111 numeric
@attribute hog_112 numeric
@attribute hog_113 numeric
@attribute hog_114 numeric
@attribute hog_115 numeric
@attribute hog_116 numeric
@attribute hog_117 numeric
@attribute hog_118 numeric
@attribute hog_119 numeric
@attribute hog_120 numeric
@attribute hog_121 numeric
@attribute hog_122 numeric
@attribute hog_123 numeric
@attribute hog_124 numeric
@attribute hog_125 numeric
@attribute hog_126 numeric
@attribute hog_127 numeric
@attribute lbp_0 numeric
@attribute lbp_1 numeric
@attribute lbp_2 numeric
@attribute lbp_3 numeric
@attribute lbp_4 numeric
@attribute lbp_5 numeric
@attribute lbp_6 numeric
@attribute lbp_7 numeric
@attribute lbp_8 numeric
@attribute lbp_9 numeric
@attribute lbp_10 numeric
@attribute lbp_11 numeric
@attribute lbp_12 numeric
@attribute lbp_13 numeric
@attribute lbp_14 numeric
@attribute lbp_15 numeric
@attribute lbp_16 numeric
@attribute classe {espichadoCinza, listradoRosa45, listradoVermelho90, redondoAzul, uniformeVerde}
@data
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