Análise Sensorial Cachaça

QUALIDADE SENSORIAL DE CACHAA DE ALAMBIQUE E DE AGUARDENTE DE CANA: DIFERENCIAO PELA TCNICA ANLISE DE PERFIL LIVRE.

ZUIM, Diana Regazzi 1 (Bolsista PIBIC/CNPq/UFV); CHAVES, Jos Bencio Paes 1 (Orientador).

1Departamento de Tecnologia de Alimentos, Universidade Federal de Viosa, DTA/UFV, Viosa MG. 36571 000, Brasil.

INTRODUOA entrada da aguardente de cana e, principalmente, da cachaa de alambique em mercados mais exigentes j est demandando maior grau de conhecimento tecnolgico da qualidade do produto.A anlise sensorial uma disciplina cientfica utilizada na identificao, medida, anlise e interpretao das propriedades sensoriais (atributos) de um produto que so percebidas por meio dos cinco sentidos: viso, olfato, tato, gosto e audio.O Perfil Livre um dos mais recentes mtodos sensoriais descritivos, no qual o provador tem liberdade de usar os termos descritivos que ele achar mais apropriados. Assim, praticamente elimina-se a etapa de treinamento da equipe de provadores, reduzindo-se drasticamente o tempo necessrio para a realizao das anlises. A aplicao da tcnica de Perfil Livre tornou-se possvel a partir do desenvolvimento da Anlise Generalizada de Procrustes (AGP), por Gower, em 1975.A AGP aproxima as configuraes de cada provador a uma configurao mdia, ou consenso, maximizando as similaridades geomtricas, por meio das operaes de translao, rotao/reflexo e troca de escala isotrpica ou auto-escalonamento.OBJETIVOSMATERIAIS E MTODOS REFERNCIASCONCLUSOCaracterizar a qualidade sensorial da bebida procurando diferenciar entre cachaa de alambique, aguardente industrial, aguardente padronizada e cachaa informal, pela tcnica anlise de perfil livre.-CARDELLO, H. M. A. B. & FARIA, J. B. Anlise descritiva quantitativa da aguardente de cana durante o envelhecimento em tonel de carvalho (Quercus alba L.). Cincia e Tecnologia de Alimentos, 18(02), maio 1998. Disponvel em: http://www.scielo.br/, acessado em 15/03/2000.-CARPENTER, R. P; LYON, D. H. & HASDELL, T. A. Anlisis Sensorial en el Desarrollo y Control de la Calidad de alimentos. Editorial Acribia, S.A., Zaragosa (Espaa), 2000.-CARVALHO, S. A. Efeito do envelhecimento em tonis de trs espcies de madeira sobre a qualidade sensorial de aguardente de cana-de-acar. 2001. 91f. Dissertao (Mestrado em Cincia e Tecnologia de Alimentos) Departamento de Tecnologia de Alimentos, Universidade Federal de Viosa, Viosa.-DAMASIO, M.H. Anlise descritiva: metodologia de Perfil Livre versus metodologias tradicionais. In: Almeida, T.C.A., Hough, G., Damsio, M.H. & Silva, M.A.A.P. Editores. Avanos em Anlise sensorial. So Paulo,1999. Livraria Varela, p.35-48. -GOWER, J.C. Generalized Procrustes Analysis. Psychometrika, 40(1): 33-51. 1975. -MOSKOWITZ, H. Product testing and sensory evaluation of foods: marketing and R & D approaches. Food and Nutrition Press Inc., Westport. 605p. 1983. Para a seleo de provadores, pelo teste triangular, foram utilizadas duas amostras: uma marca de aguardente industrial com graduao alcolica de 48 GL e a mesma marca diluda com gua destilada para 40 GL. Foram apresentados 8 trios de amostras (uma diferente e duas iguais) a cada provador.No teste preliminar, para avaliao do desempenho dos julgadores, foram utilizadas amostras de 5 marcas de aguardente, sendo duas industriais, duas de alambique envelhecida e uma de cachaa de alambique padronizada no-envelhecida.Para a anlise sensorial descritiva final foram utilizadas amostras de 30 marcas de aguardente de cana, sendo 7 marcas de aguardente de cana industriais, uma de cachaa de alambique informal, 14 marcas de cachaa de alambique, sendo 8 envelhecidas e 6 de cachaa no envelhecidas e 8 marcas de aguardente padronizada.As marcas foram selecionadas por sorteio de um conjunto de marcas disponveis e tambm pela convenincia em adquirir as amostras.As etapas de treinamento dos julgadores, seleo de termos descritores e criao das escalas de medidas dos descritores foram realizadas no Laboratrio de Anlise Sensorial do DTA-UFV, seguindo metodologia recomendada para a Anlise de Perfil Livre. A seleo de termos descritores e a montagem das escalas sensoriais, para cada julgador das equipes, seguiram a metodologia de lista prvia (MOSKOWITZ, 1983), a partir dos termos j desenvolvidos em pesquisas anteriores com cachaa de alambique e com aguardente de cana, no Brasil (CARDELLO & FARIA, 1998; 1999; 2000; CARVALHO, 2001; FURTADO, 1995; YOKOTA, 2001). As amostras foram servidas de forma mondica, em taas apropriadas para avaliao de cachaa, desenvolvida conforme modelo da AMPAQ (Associao Mineira dos Produtores de Cachaa de Qualidade). As taas foram cobertas com vidro de relgio durante o perodo de teste sensorial, para reduzir a evaporao. Cada provador avaliou 30 marcas, em cerca de dez sesses, sem repetio.No teste triangular foram aprovadas 15 pessoas, que tiveram 62,5 % de acertos ou mais. Somente 8 continuaram participando do experimento. O nmero de termos descritivos utilizados pelos julgadores sensoriais variou de 11 a 14.Foi utilizado o programa Senstools da OP & Research verso 2.3 para a anlise dos dados .A anlise dos dados do teste definitivo com 30 marcas foi feita empregando-se as duas primeiras dimenses, responsveis pelas maiores varincias. O total da varincia explicada foi de 42,71 %. Para avaliar a eficincia da equipe foram consideradas a configurao dos provadores (Figura 1) e as varincias residuais (Figura 2).

Figura 1: Configurao dos julgadores sensoriais. D1: dimenso 1. D2: dimenso 2.Figura 2: Distribuio da varincia residual dos provadores. A varincia em azul relativa dimenso 1 e a em verde relativa dimenso 2.A Figura 1 mostra que os provadores 2, 6 e 8 foram os que mais se afastaram da configurao consenso, o que apoiado pelo fato de apresentarem maiores varincias residuais (Figura 2). Isso indica discordncia com a equipe.Os atributos que mostraram maior correlao para as duas dimenses esto descritos na Tabela 1. O critrio utilizado na seleo foi considerar significativos os atributos com correlao, em mdulo, superior a 0,50. A dimenso 1, responsvel por 37,11 % da varincia, foi correlacionada principalmente com os atributos de colorao amarela, aromas de madeira e baunilha, sabores de madeira inicial e residual, separando as amostras quanto a esses atributos. J a dimenso 2 (5,55 % da varincia) foi correlacionada com gosto doce e sabor alcolico inicial, separando as amostras quanto a esses atributos.RESULTADOS E DISCUSSOTabela 1: Atributos com maior correlao (r < -0,50 ou r > 0,50) para cada provador na avaliao das amostrasNem todas as amostras foram bem discriminadas (Figura 3). Do lado direito da Figura 3 houve predominncia de cachaas de alambique envelhecidas. Apresentaram maior intensidade para os atributos de colorao amarela, aromas de madeira e baunilha, sabores de madeira inicial e residual, j que esses atributos apresentam correlao positiva com a dimenso 1. Do lado esquerdo da mesma figura h o predomnio de aguardente industrial, aguardente padronizada, cachaa artesanal no-envelhecida e uma marca de cachaa informal e ocorreu o oposto em relao aos atributos anteriormente citados.As amostras alocadas nos terceiro e quarto quadrantes da Figura 3 (na parte inferior) apresentam maior intensidade para os atributos de aroma alcolico, sabores alcolicos inicial e residual e gosto amargo, pois apresentam correlao negativa com a dimenso 2; e menor intensidade para o atributo viscosidade, que apresenta correlao positiva com a dimenso 2. O oposto vale para as amostras alocadas nos primeiro e segundo quadrantes.A amostra A30 (aguardente industrial) foi a que menos apresentou os atributos correlacionados com a dimenso 1 e que mais apresentou os atributos correlacionados com a dimenso 2. Enquanto que a amostra A25 (cachaa artesanal envelhecida) foi a que mais apresentou os atributos correlacionados com a dimenso 1.De forma geral, as amostras foram melhor separadas pela dimenso 1.A amostra A3 (aguardente padronizada) foi a que apresentou menor varincia residual, ou seja, foi melhor discriminada pelos provadores e a que apresentou maior varincia residual foi a A28 (cachaa de alambique envelhecida).Figura 3: Configurao consenso das amostras. D1:dimenso 1. D2: dimenso 2. A1-A30: amostras de cachaa.A tcnica de Perfil Livre, associada Anlise Generalizada de Procrustes permitiu a caracterizao e discriminao sensorial das amostras estudadas, principalmente em relao aos atributos de colorao, aromas de madeira e baunilha e sabores de madeira inicial e residual. No entanto, para um resultado mais satisfatrio as avaliaes deveriam ter sido feitas com repetio e com nmero menor de amostras.

ProvadoresDimenso 1Dimenso 21Colorao amarela (0,97)Aroma de madeira (0,81)Aroma de baunilha (0,51)Sabor de madeira inicial (0,81)2Colorao amarela (0,94)3Colorao amarela (0,94)Aroma de madeira (0,81)Aroma de baunilha (0,60)Aroma de queimado (0,55)Sabor de madeira inicial (0,91)Sabor de madeira residual (0,91)Gosto cido (0,52)4Colorao amarela (0,98)Aroma alcolico (0,63)Aroma de madeira (0,85)Sabor de madeira inicial (0,82)Sabor de madeira residual (0,88)5Colorao amarela (0,93)Aroma de madeira (0,82)Sabor de madeira inicial (0,88)Sabor de madeira residual (0,88)Gosto doce (-0,66)6Aroma de madeira (0,75)Sabor de madeira inicial (0,69)Sabor de madeira residual (0,71)Gosto doce (0,55)7Colorao amarela (0,96)Aroma de madeira (0,85)Aroma de baunilha (0,57)Sabor de madeira inicial (0,91)Sabor de madeira residual (0,90)Viscosidade (0,56)Sabor alcolico inicial (-0,63)

8Colorao amarela (0,95)Aroma de baunilha (0,75)Sabor de madeira inicial (0,55)Sabor de madeira residual (0,56)Aroma alcolico (-0,56)Sabor alcolico inicial (-0,60)Sabor alcolico residual (-0,69)Gosto doce (0,59)Gosto amargo (-0,58)

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Configurao Consenso das Amostras

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object 17-0.20-0.06-0.19-0.03-0.06-0.08-0.1-0.2-0.09-0.18

object 180.280.03-0.10.070.18-0.12-0.140.20.270.05-0.18

object 19-0.200.19-0.19-0.020.240.15-0.1-0.2-0.160.12

object 20-0.20.040.1-0.19-0.03-0.09-0.09-0.1-0.2-0.260.27

object 210.230.09-0.060.45-0.03-0.02-0.110.130.41-0.170.18

object 22-0.20-0.04-0.19-0.030.030.07-0.1-0.20.06-0.19

object 23-0.2-0.120.06-0.19-0.030.060.06-0.1-0.150.15-0.04

object 24-0.20.030.02-0.19-0.030.050.05-0.1-0.2-0.31-0.14

object 250.450.11-0.20.46-0.030.080.140.230.37-0.18-0.17

object 260.440.11-0.2-0.190.55-0.02-0.03-0.1-0.2-0.010.1

object 270.35-0.03-0.160.19-0.03-0.05-0.150.340.27-0.16-0.12

object 280.480.1-0.210.33-0.030.010.070.340.40.12-0.14

object 29-0.11-0.0300.25-0.03-0.11-0.09-0.010.06-0.080.2

object 30-0.2-0.090.16-0.13-0.030.170.13-0.1-0.2-0.330.17

Set: set 5


object 1-0.20.030.02-0.18-0.08-0.13-0.08-0.12-0.10.030.15-0.21-0.05

object 20.110-0.20.150.31-0.02-0.080.140.08-0.18-0.030.090.03

object 3-0.2-0.08-0.04-0.20.10.010.13-0.19-0.20.08-0.050.15-0.06

object 4-0.2-0.27-0.1-0.180.10-0.12-0.11-0.16-0.090.15-0.040.1

object 5-0.200.06-0.150.080.1-0.13-0.18-0.17-0.04-0.020.080.03

object 6-0.200.070.330.470.11-0.04-0.14-0.14-0.18-0.110.070.07

object 70.410.02-0.2-0.1300.090-0.07-0.020.12-0.320.130.15

object 8-0.20.070.01-0.12-0.01-0.010.15-0.12-0.110.110.05-0.26-0.12

object 9-0.2-0.05-0.080.06-0.03-0.11-0.020.090.06-0.03-0.19-0.05-0.15

object 10-0.20.050.01-0.11-0.020.05-0.13-0.07-0.080-0.27-0.14-0.08

object 110.29-0.01-0.110.230.01-0.0100.210.090.05-0.26-0.020.06

object 120.33-0.060.010.35-0.010.090.010.210.230.13-0.25-0.060.02

object 13-0.18-0.040.010.14-0.020.080.020.310.330.040.08-0.06-0.04

object 140.27-0.090.020.03-0.09-0.050.010.110.14-0.15-0.17-0.21-0.04

object 15-0.20.03-0.11-0.15-0.120.07-0.07-0.16-0.140.08-0.31-0.1-0.09

object 16-0.20.070.04-0.2-0.060.120.09-0.15-0.130.12-0.19-0.040.06

object 17-0.2-0.060.05-0.21-0.11-0.08-0.03-0.22-0.21-0.03-0.010.060.02

object 180.150.060.120.24-0.12-0.130.1-0.04-0.080.190.170.160.05

object 19-0.20.08-0.01-0.26-0.06-0.17-0.02-0.2-0.190.22-0.320.230.31

object 20-0.20.02-0.14-0.26-0.09-0.020.09-0.22-0.210.260.22-0.070.02

object 210.150.04-0.050.310.140.0400.260.32-0.17-0.10.110.22

object 22-0.20.090.1-0.24-0.030.090.3-0.21-0.21-0.02-0.110.280.05

object 23-0.20.090.11-0.26-0.070.01-0.09-0.22-0.210.090.27-0.080.02

object 24-0.2-0.040.1-0.25-0.1-0.05-0.08-0.22-0.21-0.080.24-0.080.01

object 250.51-0.030.010.4-0.120.010.080.460.470.040.020.21-0.08

object 260.510.10.110.37-0.070.11-0.030.380.320.040.290.190.24

object 270.440.040.070.210.17-0.13-0.070.340.35-0.330.30.15-0.2

object 280.51-0.020.120.450-0.15-0.080.470.48-0.280.28-0.2-0.2

object 29-0.150.040.11-0.25-0.040.120.16-0.13-0.1-0.130.24-0.26-0.19

object 30-0.2-0.09-0.07-0.15-0.13-0.07-0.07-0.21-0.20.080.27-0.04-0.14

Set: set 6


object 1-0.080.210.04-0.380.28-0.210.14-0.33-0.33-0.250.360.04-0.33

object 20.090.110.10.29-0.180.410.260.320.340.23-0.070.11-0.13

object 3-0.08-0.050.09-0.370.19-0.14-0.17-0.34-0.340.220.28-0.23-0.32

object 4-0.080.22-0.270.140.02-0.21-0.26-0.34-0.3400.38-0.28-0.32

object 5-0.050.03-0.350.210.10.380.250.340.330.3-0.230.080.26

object 6-0.08-0.12-0.02-0.37-0.25-0.250.05-0.34-0.34-0.260.37-0.02-0.35

object 70.26-0.190.120.27-0.27-0.24-0.310.190.23-0.18-0.25-0.020.19

object 8-0.07-0.420.18-0.2-0.28-0.2-0.180.11-0.24-0.04-0.240.120.1

object 9-0.08-0.40.040.160.28-0.26-0.390.250.320.23-0.230.140.18

object 10-0.080.070.120.14-0.01-0.250.150.290.270.4-0.250.11-0.32

object 110.030.010.070.260.310.170.10.280.310.190.150.11-0.24

object 12-0.030.100.140.2-0.020.150.210.26-0.140.330.03-0.34

object 13-0.04-0.09-0.080.09-0.07-0.07-0.24-0.23-0.180.16-0.140.080.11

object 140.140.1300.240.350.230.130.250.29-0.10.350.020.09

object 15-0.080.12-0.180.040.3-0.11-0.210.20.26-0.18-0.010.110.11

object 16-0.080.020.020.14-0.10.360.230.220.22-0.14-0.080.080.09

object 17-0.080.05-0.05-0.39-0.3-0.22-0.01-0.34-0.34-0.240.23-0.230.09

object 18-0.03-0.180.070.23-0.190.18-0.020.240.28-0.120.220.110.15

object 19-0.080.030.04-0.36-0.23-0.1-0.2-0.34-0.34-0.20.220.020.12

object 20-0.080.10.13-0.39-0.28-0.080.17-0.33-0.330.36-0.230.080.17

object 21-0.030.02-0.080.24-0.250.2900.20.120.090.02-0.10.15

object 22-0.080.010.13-0.33-0.01-0.23-0.11-0.32-0.30.17-0.06-0.060.15

object 23-0.070.01-0.120.05-0.270.310.09-0.32-0.310.28-0.210.080.03

object 24-0.080.130.15-0.390.2-0.190.12-0.31-0.29-0.21-0.23-0.20.12

object 250.350.02-0.210.24-0.140.370.240.220.26-0.220.2200.17

object 260.320.01-0.150.230.23-0.080.080.190.24-0.24-0.10.06-0.27

object 270.060.010.010.190.220.230.060.230.18-0.18-0.220.050.14

object 280.270.120.010.210.23-0.030.110.240.250.23-0.210.060.09

object 29-0.050.030.050.07-0.05-0.07-0.06-0.09-0.150.11-0.16-0.270.05

object 30-0.08-0.130.12-0.39-0.010.03-0.15-0.34-0.34-0.29-0.2-0.110.08

Set: set 7


object 1-0.170.14-0.07-0.15-0.13-0.15-0.06-0.17-0.22-0.020.250.030.02

object 20.290.210.150.19-0.13-0.29-0.26-0.1-0.02-0.15-0.12-0.3-0.04

object 3-0.170.1-0.26-0.15-0.04-0.2-0.05-0.17-0.220.110.110.190.09

object 4-0.170.08-0.05-0.15-0.130.070.07-0.17-0.220.06-0.070.08-0.02

object 5-0.120.110.18-0.15-0.13-0.240.04-0.16-0.22-0.07-0.180.2-0.15

object 6-0.17-0.030.14-0.15-0.13-0.2-0.02-0.17-0.22-0.03-0.190.2-0.1

object 70.450.24-0.240.010.13-0.050.080.020.19-0.270-0.18-0.23

object 8-0.170.01-0.04-0.15-0.130.130.18-0.17-0.22-0.09-0.130.160.08

object 9-0.170.020.04-0.15-0.130.060.08-0.17-0.220.120.030.090.02

object 10-0.17-0.020.09-0.15-0.07-0.030.03-0.17-0.220.19-0.130.010.1

object 110.190.12-0.020.27-0.13-0.10.040.290.37-0.01-0.21-0.03-0.04

object 120.21-0.14-0.160.16-0.130.170.150.270.3-0.22-0.090.110.16

object 13-0.030.120.10.2-0.130.09-0.240.120.26-0.2700.080.11

object 140.310.260.020.14-0.13-0.21-0.020.120.130.03-0.140.120.01

object 15-0.17-0.05-0.07-0.15-0.13-0.140.09-0.17-0.220.2-0.240.09-0.03

object 16-0.170.20.03-0.15-0.130.15-0.13-0.17-0.220.12-0.210.07-0.03

object 17-0.17-0.07-0.09-0.15-0.130.060.1-0.17-0.220.16-0.030.030.08

object 180.180.15-0.050.140.430.150.060.30.360.190.04-0.130.02

object 19-0.170.23-0.21-0.15-0.13-0.240-0.1700.2-0.24-0.130.06

object 20-0.170.10.16-0.15-0.130.020.03-0.17-0.22-0.050.030.120.12

object 210.21-0.370.150.090.22-0.140.10.360.380.10.22-0.24-0.07

object 22-0.17-0.270.11-0.15-0.13-0.11-0.03-0.17-0.21-0.21-0.240.010.04

object 23-0.17-0.180.040.070.020.02-0.34-0.17-0.08-0.18-0.05-0.1-0.03

object 24-0.17-0.36-0.1-0.150.260.140.03-0.17-0.210.110.310.03-0.05

object 250.35-0.16-0.10.10.40.220.170.380.32-0.230.16-0.07-0.1

object 260.37-0.2-0.070.280.430.360.20.290.360.020.34-0.110.11

object 270.17-0.070.260.31-0.070.32-0.150.390.230.090.21-0.180.02

object 280.3-0.03-0.190.240.370.020.030.280.2700.380.08-0.2

object 29-0.080.27-0.010.190.1800.070.120.180.090.31-0.06-0.1

object 30-0.17-0.420.26-0.16-0.130.13-0.27-0.17-0.22-0.02-0.1-0.160.16

Set: set 8


object 1-0.180.050.17-0.15-0.01-0.010.070.09-0.26-0.27-0.37-0.06-0.250.06

object 20.34-0.18-0.060.180.05-0.01-0.13-0.1700.010.050.080.180.02

object 3-0.18-0.040.13-0.11-0.010-0.07-0.08-0.18-0.2-0.270.15-0.22-0.01

object 4-0.180.12-0.15-0.16-0.01-0.010.140.06-0.23-0.22-0.330.28-0.240.02

object 5-0.18-0.33-0.04-0.080.04-0.010.070.10.130.15-0.04-0.020.260

object 6-0.19-0.06-0.04-0.120.05-0.01-0.23-0.25-0.12-0.170.040.25-0.26-0.03

object 70.410.16-0.15-0.09-0.01-0.01-0.28-0.18-0.16-0.170.020.050.21-0.01

object 8-0.190.22-0.15-0.130-0.010.180.120.190.210.09-0.140.370.06

object 9-0.190.010.18-0.14-0.0200.210.1-0.14-0.17-0.12-0.090.180

object 10-0.19-0.290.07-0.14-0.010.020.04-0.03-0.16-0.150.24-0.040.220.01

object 110.19-0.020.06-0.010-0.02-0.18-0.19-0.08-0.080.050.13-0.21-0.02

object 120.1400.04-0.08-0.02-0.01-0.09-0.130.150.16-0.10.10.05-0.03

object 130.09-0.11-0.080.09-0.01-0.010.02-0.02-0.03-0.020.12-0.110.27-0.03

object 140.43-0.130.050.12-0.02-0.01-0.2-0.240.10.110.210.01-0.25-0.03

object 15-0.19-0.04-0.18-0.160.06-0.01-0.04-0.11-0.23-0.240.220.19-0.26-0.03

object 16-0.190.14-0.15-0.07-0.02-0.02-0.31-0.250.140.14-0.020.11-0.26-0.02

object 17-0.190.170.040.2-0.020.01-0.31-0.290.150.160.09-0.11-0.2-0.01

object 180.230.14-0.21-0.03-0.01-0.02-0.3-0.280.230.23-0.310.08-0.26-0.03

object 19-0.19-0.29-0.22-0.16-0.02-0.020.020.03-0.2-0.190.21-0.2-0.050

object 20-0.180.180.330.08-0.01-0.020.210.210.290.290.21-0.240.330.02

object 210.150.090.090.380.09-0.010.150.070.340.320.220.26-0.26-0.03

object 22-0.180.2-0.17-0.15-0.02-0.020.080.09-0.17-0.16-0.030.03-0.23-0.02

object 23-0.18-0.150.12-0.1-0.02-0.020.050.050.150.13-0.030.03-0.1-0.02

object 24-0.19-0.210.17-0.15-0.020.170.220.29-0.25-0.25-0.29-0.230.350.12

object 250.430.23-0.220.430.01-0.020.250.210.330.34-0.270.14-0.26-0.03

object 260.340.150.010.420.05-0.020.070.140.320.320.04-0.160.18-0.01

object 270.2-0.150.130.13-0.02-0.020.180.240.090.10-0.130.12-0.03

object 280.340.060.120.35-0.01-0.02-0.22-0.140.140.170.010.14-0.21-0.03

object 29-0.14-0.18-0.14-0.16-0.02-0.020.270.32-0.26-0.270.24-0.230.390.01

object 30-0.190.240.28-0.17-0.020.130.140.24-0.27-0.280.11-0.260.380.04

PCA on Input Data

Set set 1

Dim 1Dim 2

Eigenvalues00

object 1-0.26-0.01

object 20.430.03

object 3-0.260.01

object 4-0.260.04

object 5-0.260

object 6-0.260.02

object 70.44-0.04

object 8-0.260.05

object 9-0.260

object 10-0.260.01

object 110.320.01

object 120.3-0.07

object 130.27-0.06

object 140.430.05

object 15-0.26-0.04

object 16-0.260.06

object 17-0.260.06

object 180.430.04

object 19-0.260.05

object 20-0.26-0.08

object 210.390.06

object 22-0.260.04

object 23-0.26-0.51

object 24-0.260.06

object 250.44-0.01

object 260.430.05

object 270.320.06

object 280.430.06

object 29-0.18-0.01

object 30-0.260.06

Set set 2

Dim 1Dim 2

Eigenvalues00

object 1-0.190.07

object 20.340.05

object 3-0.130.07

object 4-0.180.09

object 5-0.10.11

object 6-0.21-0.1

object 70.51-0.19

object 8-0.220.1

object 9-0.2-0.33

object 10-0.210.02

object 110.320.02

object 120.17-0.23

object 130.030.05

object 140.30.05

object 15-0.21-0.31

object 16-0.210.08

object 17-0.220.07

object 180.310.12

object 19-0.210.01

object 20-0.210.13

object 210.310.13

object 22-0.220.11

object 23-0.21-0.02

object 24-0.22-0.25

object 250.510.12

object 260.460.07

object 27-0.06-0.01

object 280.290

object 29-0.10.02

object 30-0.22-0.05

Set set 3

Dim 1Dim 2

Eigenvalues8.733.03

object 1-0.24-0.15

object 20.29-0.21

object 3-0.26-0.46

object 4-0.480.28

object 5-0.12-0.03

object 6-0.27-0.4

object 70.59-0.29

object 8-0.29-0.14

object 9-0.570.29

object 10-0.570.45

object 110.80.2

object 120.450.06

object 130.430.12

object 140.84-0.2

object 15-0.48-0.21

object 16-0.50.28

object 17-0.560.05

object 180.670.29

object 19-0.2-0.68

object 20-0.680.27

object 210.76-0.36

object 22-0.14-0.44

object 23-0.460.07

object 24-0.570.28

object 251.040.45

object 260.880.53

object 270.1-0.43

object 280.330.23

object 29-0.06-0.21

object 30-0.70.35

Set set 4

Dim 1Dim 2

Eigenvalues00

object 1-0.20.14

object 20.190.07

object 3-0.2-0.07

object 4-0.2-0.01

object 5-0.2-0.02

object 6-0.2-0.24

object 70.380.08

object 8-0.20.07

object 9-0.20.13

object 10-0.20.07

object 110.25-0.12

object 120.220.09

object 130.04-0.14

object 140.27-0.05

object 15-0.2-0.23

object 16-0.20.02

object 17-0.20

object 180.280.03

object 19-0.20

object 20-0.20.04

object 210.230.09

object 22-0.20

object 23-0.2-0.12

object 24-0.20.03

object 250.450.11

object 260.440.11

object 270.35-0.03

object 280.480.1

object 29-0.11-0.03

object 30-0.2-0.09

Set set 5

Dim 1Dim 2

Eigenvalues00

object 1-0.20.03

object 20.110

object 3-0.2-0.08

object 4-0.2-0.27

object 5-0.20

object 6-0.20

object 70.410.02

object 8-0.20.07

object 9-0.2-0.05

object 10-0.20.05

object 110.29-0.01

object 120.33-0.06

object 13-0.18-0.04

object 140.27-0.09

object 15-0.20.03

object 16-0.20.07

object 17-0.2-0.06

object 180.150.06

object 19-0.20.08

object 20-0.20.02

object 210.150.04

object 22-0.20.09

object 23-0.20.09

object 24-0.2-0.04

object 250.51-0.03

object 260.510.1

object 270.440.04

object 280.51-0.02

object 29-0.150.04

object 30-0.2-0.09

Set set 6

Dim 1Dim 2

Eigenvalues00

object 1-0.080.21

object 20.090.11

object 3-0.08-0.05

object 4-0.080.22

object 5-0.050.03

object 6-0.08-0.12

object 70.26-0.19

object 8-0.07-0.42

object 9-0.08-0.4

object 10-0.080.07

object 110.030.01

object 12-0.030.1

object 13-0.04-0.09

object 140.140.13

object 15-0.080.12

object 16-0.080.02

object 17-0.080.05

object 18-0.03-0.18

object 19-0.080.03

object 20-0.080.1

object 21-0.030.02

object 22-0.080.01

object 23-0.070.01

object 24-0.080.13

object 250.350.02

object 260.320.01

object 270.060.01

object 280.270.12

object 29-0.050.03

object 30-0.08-0.13

Set set 7

Dim 1Dim 2

Eigenvalues00

object 1-0.170.14

object 20.290.21

object 3-0.170.1

object 4-0.170.08

object 5-0.120.11

object 6-0.17-0.03

object 70.450.24

object 8-0.170.01

object 9-0.170.02

object 10-0.17-0.02

object 110.190.12

object 120.21-0.14

object 13-0.030.12

object 140.310.26

object 15-0.17-0.05

object 16-0.170.2

object 17-0.17-0.07

object 180.180.15

object 19-0.170.23

object 20-0.170.1

object 210.21-0.37

object 22-0.17-0.27

object 23-0.17-0.18

object 24-0.17-0.36

object 250.35-0.16

object 260.37-0.2

object 270.17-0.07

object 280.3-0.03

object 29-0.080.27

object 30-0.17-0.42

Set set 8

Dim 1Dim 2

Eigenvalues4.483.01

object 1-0.31-0.34

object 20.230.08

object 3-0.14-0.43

object 4-0.19-0.44

object 5-0.180.23

object 60.01-0.55

object 70.1-0.14

object 8-0.160.41

object 9-0.430.07

object 10-0.40.01

object 110.2-0.29

object 120.210.01

object 13-0.080.21

object 140.49-0.08

object 15-0.16-0.48

object 160.29-0.35

object 170.33-0.14

object 180.58-0.27

object 19-0.38-0.16

object 20-0.090.67

object 210.580.26

object 22-0.18-0.28

object 23-0.020.02

object 24-0.70.17

object 250.70.31

object 260.440.61

object 270.010.4

object 280.6-0.01

object 29-0.70.26

object 30-0.650.23

Weights

Sep-011.28

Sep-020.94

Sep-030.85

Sep-041.23

Sep-051.12

Sep-060.8

Sep-071.07

Sep-080.96

Individual Sets

Set set 1

Dim 1Dim 2

Eigenvalues5.160.93

object 1-0.310.09

object 20.550.04

object 3-0.320.12

object 4-0.42-0.02

object 5-0.32-0.01

object 6-0.34-0.09

object 70.570.02

object 8-0.30.12

object 9-0.320

object 10-0.310.13

object 110.420.03

object 120.33-0.1

object 130.350.07

object 140.54-0.03

object 15-0.330.05

object 16-0.320.06

object 17-0.30.09

object 180.560.01

object 19-0.310.07

object 20-0.330.02

object 210.520

object 22-0.320.06

object 23-0.380.05

object 24-0.34-0.02

object 250.6-0.04

object 260.56-0.03

object 270.430.07

object 280.580.04

object 29-0.20.11

object 30-0.52-0.9

Set set 2

Dim 1Dim 2

Eigenvalues2.851.64

object 1-0.11-0.1

object 20.160.39

object 3-0.270.24

object 4-0.390.27

object 50.09-0.21

object 6-0.27-0.01

object 70.40.45

object 8-0.1-0.28

object 90.05-0.32

object 10-0.07-0.26

object 110.3-0.04

object 120.2-0.05

object 130.16-0.21

object 140.180.16

object 15-0.06-0.13

object 16-0.340.06

object 17-0.320.02

object 18-0.010.37

object 19-0.330.14

object 20-0.440.2

object 210.63-0.27

object 22-0.410.37

object 23-0.430.24

object 24-0.270.05

object 250.44-0.01

object 260.54-0.17

object 270.24-0.4

object 280.48-0.18

object 290.06-0.11

object 30-0.13-0.23

Set set 3

Dim 1Dim 2

Eigenvalues6.031.55

object 1-0.250.28

object 20.260.07

object 3-0.280.28

object 4-0.37-0.23

object 5-0.10.01

object 6-0.280.18

object 70.480.2

object 8-0.280.12

object 9-0.44-0.3

object 10-0.42-0.3

object 110.670.03

object 120.410.09

object 130.330.07

object 140.670.29

object 15-0.380.11

object 16-0.4-0.13

object 17-0.47-0.15

object 180.55-0.05

object 19-0.260.37

object 20-0.53-0.3

object 210.590.21

object 22-0.180.44

object 23-0.4-0.19

object 24-0.44-0.28

object 250.89-0.1

object 260.78-0.21

object 270.130.02

object 280.33-0.17

object 29-0.060.1

object 30-0.55-0.49

Set set 4

Dim 1Dim 2

Eigenvalues8.420.86

object 1-0.450.04

object 20.610.14

object 3-0.480.14

object 4-0.450.09

object 5-0.350.01

object 6-0.440.22

object 70.770.12

object 8-0.48-0.02

object 9-0.41-0.05

object 10-0.40.05

object 110.420.08

object 120.53-0.01

object 130.180.19

object 140.660

object 15-0.41-0.01

object 16-0.430.11

object 17-0.410.05

object 180.560.14

object 19-0.5-0.23

object 20-0.44-0.37

object 210.76-0.1

object 22-0.430.13

object 23-0.430.14

object 24-0.45-0.14

object 250.950.01

object 260.21-0.51

object 270.70.03

object 280.970.17

object 290.1-0.1

object 30-0.46-0.34

Set set 5

Dim 1Dim 2

Eigenvalues7.61.53

object 1-0.37-0.23

object 20.30.12

object 3-0.420.19

object 4-0.36-0.04

object 5-0.370.09

object 6-0.060.3

object 70.190.43

object 8-0.35-0.1

object 9-0.040.01

object 10-0.280.11

object 110.470.22

object 120.610.16

object 130.26-0.23

object 140.320.04

object 15-0.380.13

object 16-0.380.19

object 17-0.460.03

object 180.15-0.07

object 19-0.430.45

object 20-0.52-0.15

object 210.60.14

object 22-0.420.29

object 23-0.51-0.23

object 24-0.49-0.22

object 251.03-0.11

object 260.91-0.19

object 270.79-0.28

object 281.04-0.47

object 29-0.37-0.27

object 30-0.45-0.31

Set set 6

Dim 1Dim 2

Eigenvalues4.140.67

object 1-0.430.12

object 20.490.04

object 3-0.50.19

object 4-0.280.33

object 50.43-0.19

object 6-0.480.22

object 70.25-0.05

object 8-0.25-0.14

object 90.15-0.08

object 100.150.01

object 110.40.1

object 120.260.21

object 13-0.18-0.03

object 140.450.11

object 150.160.01

object 160.33-0.1

object 17-0.490.13

object 180.340.15

object 19-0.460.16

object 20-0.49-0.1

object 210.270.07

object 22-0.48-0.02

object 23-0.18-0.11

object 24-0.44-0.28

object 250.520.04

object 260.36-0.12

object 270.34-0.24

object 280.34-0.13

object 29-0.12-0.07

object 30-0.44-0.22

Set set 7

Dim 1Dim 2

Eigenvalues6.591.69

object 1-0.370.06

object 20.130.29

object 3-0.410.21

object 4-0.40.05

object 5-0.40.24

object 6-0.450.14

object 70.490.38

object 8-0.40

object 9-0.4-0.08

object 10-0.43-0.01

object 110.510.26

object 120.46-0.05

object 130.22-0.07

object 140.280.36

object 15-0.450.19

object 16-0.430.08

object 17-0.41-0.04

object 180.640

object 19-0.320.45

object 20-0.4-0.07

object 210.64-0.25

object 22-0.43-0.03

object 23-0.21-0.14

object 24-0.25-0.39

object 250.8-0.17

object 260.85-0.43

object 270.56-0.47

object 280.72-0.06

object 290.30

object 30-0.44-0.44

Set set 8

Dim 1Dim 2

Eigenvalues3.532.44

object 1-0.380.08

object 20.350.07

object 3-0.260.23

object 4-0.290.27

object 5-0.12-0.16

object 6-0.170.46

object 70.20.23

object 8-0.13-0.32

object 9-0.35-0.22

object 10-0.31-0.03

object 110.150.29

object 120.180.06

object 130.06-0.12

object 140.480.24

object 15-0.270.41

object 160.010.36

object 170.10.13

object 180.380.38

object 19-0.340.17

object 20-0.03-0.66

object 210.51-0.13

object 22-0.280.17

object 23-0.1-0.04

object 24-0.49-0.38

object 250.71-0.14

object 260.57-0.42

object 270.18-0.33

object 280.550.09

object 29-0.43-0.26

object 30-0.48-0.45

GPA Group Average

Dim 1Dim 2

Eigenvalues4.640.7

object 1-0.330.04

object 20.360.14

object 3-0.370.2

object 4-0.370.09

object 5-0.14-0.03

object 6-0.310.18

object 70.420.22

object 8-0.29-0.08

object 9-0.22-0.13

object 10-0.26-0.04

object 110.420.12

object 120.370.04

object 130.17-0.04

object 140.450.15

object 15-0.260.1

object 16-0.250.08

object 17-0.350.03

object 180.40.12

object 19-0.370.2

object 20-0.4-0.18

object 210.57-0.04

object 22-0.370.18

object 23-0.33-0.03

object 24-0.4-0.21

object 250.74-0.07

object 260.6-0.26

object 270.42-0.2

object 280.62-0.09

object 29-0.09-0.08

object 30-0.43-0.42

Correlations, Set : set 1

Dim 1Dim 2

attr1-10.970.05

attr1-20.14-0.01

attr1-3-0.11-0.04

attr1-40.81-0.14

attr1-50.51-0.21

attr1-60-0.21

attr1-70.310.31

attr1-80.810

attr1-9-0.12-0.48

attr1-100.060.25

attr1-110.380.04

attr1-12-0.010.2

attr1-13-0.02-0.06


Dim 1Dim 2

attr2-10.940.12

attr2-20.120.05

attr2-3-0.04-0.32

attr2-40.29-0.45

attr2-50.23-0.09

attr2-6-0.17-0.06

attr2-7-0.20.12

attr2-80.4-0.5

attr2-90.36-0.43

attr2-100.33-0.3

attr2-11-0.32-0.08

attr2-12-0.4-0.17


Dim 1Dim 2

attr3-10.94-0.09

attr3-20.170.13

attr3-30-0.2

attr3-40.810.1

attr3-50.60.05

attr3-6-0.55-0.36

attr3-70.02-0.18

attr3-8-0.03-0.12

attr3-90.910.06

attr3-100.910.07

attr3-11-0.09-0.36

attr3-120.330.43

attr3-13-0.07-0.44

attr3-14-0.52-0.43


Dim 1Dim 2

attr4-10.98-0.02

attr4-20.31-0.19

attr4-3-0.630.04

attr4-40.850.08

attr4-50.33-0.25

attr4-6-0.2-0.15

attr4-7-0.35-0.05

attr4-80.820.07

attr4-90.880.12

attr4-100.010.43

attr4-110.02-0.33


Dim 1Dim 2

attr5-10.93-0.05

attr5-20.070

attr5-30.01-0.21

attr5-40.82-0.08

attr5-50.080.3

attr5-600.14

attr5-7-0.010.21

attr5-80.88-0.2

attr5-90.88-0.21

attr5-10-0.30.1

attr5-110.01-0.66

attr5-120.210.23

attr5-130.060.37


Dim 1Dim 2

attr6-10.8-0.07

attr6-20.040.11

attr6-3-0.170

attr6-40.750.06

attr6-50.16-0.13

attr6-60.48-0.04

attr6-70.27-0.11

attr6-80.690.02

attr6-90.710.06

attr6-10-0.060.04

attr6-110.050.55

attr6-120.270

attr6-130.07-0.21


Dim 1Dim 2

attr7-10.960.06

attr7-20.040.56

attr7-3-0.1-0.41

attr7-40.85-0.11

attr7-50.57-0.24

attr7-60.24-0.63

attr7-70.230.05

attr7-80.91-0.14

attr7-90.9-0.02

attr7-10-0.27-0.04

attr7-110.36-0.48

attr7-12-0.410.13

attr7-13-0.31-0.28


Dim 1Dim 2

attr8-10.950.08

attr8-20.11-0.14

attr8-3-0.16-0.56

attr8-40.75-0.22

attr8-50.270.08

attr8-6-0.33-0.5

attr8-7-0.2-0.6

attr8-8-0.19-0.69

attr8-90.55-0.19

attr8-100.56-0.2

attr8-110.03-0.09

attr8-120.30.59

attr8-13-0.15-0.58

attr8-14-0.49-0.37

PANOVA Results per Object

Dim 1Dim 2Total

RealResidTotalRealResidTotalRealResidTotal

object 10.90.090.990.010.160.180.910.251.16

object 21.020.221.250.170.120.291.190.341.53

object 31.080.071.150.320.020.341.40.091.48

object 41.10.031.120.060.260.321.160.281.45

object 50.160.580.740.010.160.170.170.740.91

object 60.780.150.920.250.210.461.030.361.39

object 71.40.281.680.40.240.641.80.522.32

object 80.650.120.770.050.190.240.70.311.01

object 90.390.390.770.130.120.250.520.511.03

object 100.540.280.820.010.180.190.550.461.01

object 111.380.161.540.120.10.221.50.261.77

object 121.120.171.280.010.080.11.130.251.38

object 130.240.20.440.010.150.160.250.350.6

object 141.620.221.840.170.140.321.790.362.15

object 150.560.310.870.080.180.260.640.491.13

object 160.480.5110.050.170.220.540.681.22

object 170.950.261.210.010.060.070.960.321.28

object 181.250.361.610.110.220.331.360.591.94

object 191.090.051.140.310.360.671.40.411.81

object 201.260.191.450.250.480.741.510.672.18

object 212.560.142.70.010.220.242.570.362.94

object 221.080.071.150.250.220.471.330.291.62

object 230.870.151.020.010.190.20.880.341.22

object 241.260.061.330.340.180.531.610.241.85

object 254.390.314.70.030.040.074.430.354.78

object 262.860.43.270.530.210.743.40.614.01

object 271.420.421.840.320.310.631.740.732.47

object 283.120.493.620.060.280.343.180.773.95

object 290.070.420.480.050.150.190.110.560.68

object 301.510.111.631.420.331.752.940.443.38

37.115.55

PANOVA Results per Set

Dim 1Dim 2Total

ResidTotalResidTotalResidTotalRatio %

Sep-010.255.160.840.931.096.0982%

Sep-020.922.851.021.641.944.4857%

Sep-030.646.030.761.551.47.5982%

Sep-041.028.420.580.861.69.2883%

Sep-051.027.60.671.531.699.1481%

Sep-061.754.140.410.672.174.8255%

Sep-070.696.590.561.691.268.2885%

Sep-080.93.530.892.441.85.9770%

PANOVA Results per Dimension

RealResidTotal

Dim 137.127.244.33

Dim 25.585.7411.32

Total42.7112.9555.65

Assessor Coordinates and Eigenvalues

Dim 1Dim 2

Eigenvalues7.016.05

Sep-01-1.16-0.74

Sep-021.21.37

Sep-03-0.250.05

Sep-04-0.89-0.05

Sep-050.121.04

Sep-061.35-1.09

Sep-07-1.040.48

Sep-080.67-1.05

Permutation Results

Total Variance Accounted for in the Real Data Set :63.27at 0 %

Upper 10 % of the TVA in the Permutated Data Sets :42.97

Upper 5 % of the TVA in the Permutated Data Sets :43.23

Plan1

Output

A1

A2

A3

A4

A5

A6

A7

A8

A9

A10

A11

A12

A13

A14

A15

A16

A17

A18

A19

A20

A21

A22

A23

A24

A25

A26

A27

A28

A29

A30

D1 (37,11%)

D2 (5,55 %)

Configurao Consenso das Amostras

Senstools Version 3.2.16

C:\DOCUME~1\DIANAR~1\MYDOCU~1\Didi\PROJET~1\Diana.sts

Generalized Procrustes Analysis

Input Data

Set set 1


object 10.0012.600.600.000.000.7013.300.000.0012.100.000.000.00

object 213.6013.400.000.300.009.0013.800.501.8012.100.603.700.10

object 30.0013.002.300.000.000.2012.900.000.0011.601.003.300.00

object 40.0013.600.100.000.000.802.400.000.0013.200.000.300.00

object 50.0012.8013.000.100.001.3013.900.000.0012.100.100.200.80

object 60.0013.103.400.000.0012.4012.300.000.000.402.600.000.00

object 713.9012.002.700.800.001.4013.300.401.1011.801.501.000.10

object 80.0013.700.100.000.003.1014.000.000.0012.900.101.700.20

object 90.0012.701.700.000.002.8013.600.000.005.400.200.000.20

object 100.0013.000.000.000.002.1014.000.000.0012.000.302.900.50

object 1111.5012.901.200.800.101.8013.900.800.107.200.101.200.00

object 1211.0011.302.500.800.108.5010.500.700.201.700.601.500.00

object 1310.4011.603.000.200.001.2013.900.300.1010.502.000.400.00

object 1413.6013.801.100.300.003.1013.700.200.102.801.700.300.10

object 150.0011.902.500.000.003.9012.700.000.009.200.701.200.00

object 160.0014.000.400.000.004.1012.500.000.0010.500.600.000.00

object 170.0013.901.800.000.004.9014.000.000.0012.300.100.400.00

object 1813.6013.500.402.000.002.6012.301.000.5011.500.400.000.00

object 190.0013.802.100.000.004.8014.000.000.0010.900.400.000.00

object 200.0011.101.000.000.002.2013.800.000.005.400.500.000.00

object 2112.8013.900.402.100.003.2013.800.300.408.702.300.600.20

object 220.0013.501.400.000.001.5013.000.000.009.400.200.500.00

object 230.002.702.600.000.003.9011.400.000.009.200.100.000.00

object 240.0014.000.700.000.001.1010.700.000.004.002.100.700.00

object 2513.8012.601.303.800.004.7014.001.600.609.700.700.200.00

object 2613.6013.800.502.200.202.8013.100.800.207.500.800.200.00

object 2711.4014.001.600.700.004.8014.000.300.1012.401.200.200.00

object 2813.7014.002.201.600.204.2013.600.400.2013.002.200.200.10

object 291.7012.500.700.000.006.6013.700.000.0013.800.000.400.00

object 300.0014.003.800.000.0014.000.000.0014.000.000.201.000.00

Set set 2


object 10.5012.2011.806.202.507.503.506.005.007.3011.5011.20

object 210.7011.803.404.302.2013.5011.402.902.403.0011.8011.00

object 31.7012.206.502.802.5011.9012.402.702.402.0013.8013.10

object 40.7012.508.501.902.1013.1013.900.700.701.1013.7013.50

object 52.3013.0010.0012.506.5012.9013.209.4011.005.3012.2011.30

object 60.109.0012.507.105.4012.8012.202.802.304.6012.8012.30

object 713.907.208.203.5011.507.905.302.802.101.807.905.20

object 80.0012.7010.6011.703.3013.9011.008.306.007.0013.2013.40

object 90.404.609.6012.803.8013.009.3013.0013.304.7012.1010.30

object 100.1011.2010.8010.501.1013.1010.9011.1011.601.8013.9013.50

object 1110.2011.3011.6011.009.1013.3010.205.805.702.4013.0011.60

object 127.306.508.9011.105.3012.8010.509.907.700.7013.3010.10

object 134.7011.9011.7013.3011.0012.609.908.909.600.3012.5011.90

object 149.8011.8010.9012.401.5010.8011.802.602.801.3013.1010.00

object 150.105.008.6011.7010.5012.8013.808.9013.000.8013.1012.50

object 160.2012.3013.805.606.3013.6012.801.200.900.2014.0012.10

object 170.0012.2013.807.200.6013.7011.802.801.801.1013.2010.70

object 1810.1013.1012.500.300.2014.0013.700.200.300.2013.8011.80

object 190.2011.008.807.704.5013.5013.001.401.400.3013.9011.80

object 200.1013.3012.000.900.3012.9011.800.800.200.1013.9014.00

object 2110.0013.4011.9011.909.807.204.7013.1011.7011.007.208.20

object 220.0013.005.101.101.1013.7013.000.900.500.2013.709.50

object 230.2010.5012.100.700.6013.6013.200.800.400.1013.4011.80

object 240.006.208.5010.809.7013.3012.503.101.700.2013.2012.10

object 2513.8013.2012.4010.801.3014.0013.408.408.700.2014.0012.80

object 2612.9012.2012.1011.5010.5011.9010.509.608.406.1012.6012.30

object 273.1010.7011.0010.002.7011.508.2013.0012.0013.8012.609.30

object 289.7010.905.0012.204.1013.8012.1013.1012.908.2013.8010.40

object 292.3011.2012.3010.704.505.502.107.107.104.3010.307.90

object 300.009.9012.2012.705.7013.6011.207.407.101.7013.8012.00

Set set 3


object 10.0013.506.500.400.800.0013.8013.900.200.403.209.009.700.50

object 28.1013.905.406.300.300.0013.505.106.507.708.802.301.100.10

object 30.2012.208.800.000.002.103.504.500.000.004.0010.206.700.20

object 40.0012.3013.800.000.500.0013.306.500.000.0012.301.6012.707.80

object 50.2013.9013.302.403.700.0013.806.102.803.4013.601.504.000.00

object 60.0013.908.400.000.300.308.904.800.000.0013.808.301.500.40

object 711.5014.006.309.800.000.006.309.508.109.506.0010.301.100.40

object 80.0011.809.300.003.702.1013.8013.700.000.0013.808.502.201.20

object 90.002.3014.000.000.509.7014.0013.300.000.0013.805.508.005.50

object 100.008.3013.800.000.000.8014.0013.700.000.0010.000.3013.0011.10

object 1110.5013.907.7010.305.600.0010.2011.8012.8013.505.6010.0011.500.20

object 125.907.7010.908.504.300.0013.1014.009.7011.501.201.403.500.80

object 133.5013.3011.1011.802.200.3011.3010.405.9012.3012.9011.005.003.60

object 146.7010.205.2012.1010.000.0012.308.5013.3013.600.609.300.701.20

object 150.003.603.700.000.004.5013.7013.900.000.000.400.303.104.30

object 160.0011.1013.600.005.306.6013.0014.000.000.000.405.3012.7011.40

object 170.0013.909.600.001.009.3012.2013.000.000.0010.505.902.8012.30

object 186.2013.8012.4011.507.400.009.008.8011.6012.1012.809.4011.000.30

object 190.0014.003.500.003.307.405.705.000.301.004.5013.500.500.20

object 200.0014.0013.000.000.0012.508.109.000.000.000.800.1013.8012.50

object 218.0013.105.401.4011.400.006.206.1014.0014.004.2013.702.700.20

object 220.0013.9011.302.201.500.0010.9010.800.200.600.8010.501.600.20

object 230.4014.005.400.000.5013.409.209.500.201.2014.005.2011.600.90

object 240.007.9010.700.000.403.3013.4011.300.000.0012.200.508.8010.20

object 2513.9014.0014.0013.9012.400.0013.8011.9013.8013.908.8012.4011.600.50

object 2613.3014.009.7013.904.400.0013.7012.2013.8014.0011.706.2013.600.20

object 2713.6012.608.201.500.600.005.504.002.303.502.900.501.000.70

object 2813.1011.5013.304.601.300.0013.8010.405.807.0010.309.2010.700.90

object 292.5013.4013.403.000.000.0010.204.603.103.708.606.702.503.20

object 300.4012.304.900.001.6013.708.907.600.000.0013.400.9013.5013.20

Set set 4


object 10.0011.3010.300.000.007.208.900.000.007.801.70

object 27.2010.006.908.400.004.507.905.209.9010.105.00

object 30.007.6010.900.000.006.7012.200.000.0011.603.40

object 40.008.609.700.100.006.0010.900.000.0010.303.10

object 50.008.409.503.100.007.808.900.000.0011.606.80

object 60.104.508.600.000.002.507.400.000.009.201.50

object 710.6010.306.8010.200.005.407.204.908.907.101.50

object 80.0010.0012.300.000.005.8011.900.000.0011.606.70

object 90.0011.107.500.000.007.609.200.000.0010.405.50

object 100.0010.109.500.000.004.507.300.000.6010.905.20

object 118.306.709.606.600.005.908.201.408.309.106.80

object 127.7010.407.007.500.005.208.403.908.408.906.60

object 134.406.2010.405.900.005.9010.300.707.8011.306.70

object 148.607.908.009.400.006.508.107.208.509.507.30

object 150.004.604.800.000.003.6010.600.000.005.903.00

object 160.009.106.900.000.009.6011.700.000.0012.603.50

object 170.008.907.100.000.005.107.800.000.006.701.20

object 188.809.406.404.703.703.906.805.608.409.201.30

object 190.008.8011.600.000.1010.5012.100.000.005.506.70

object 200.009.5010.000.000.004.407.600.000.003.609.40

object 217.8010.407.1011.700.005.707.304.3011.005.207.70

object 220.008.807.400.000.006.7010.600.000.009.501.00

object 230.006.609.300.000.007.2010.400.000.9011.003.80

object 240.009.408.500.000.007.0010.200.000.002.702.00

object 2511.9010.804.6011.900.007.5011.906.0010.305.101.40

object 2611.7010.804.600.0010.405.808.800.000.008.206.40

object 2710.108.205.307.000.005.206.608.008.505.502.40

object 2812.4010.704.309.500.006.3010.608.0010.8010.501.90

object 291.708.208.208.100.004.107.601.704.706.908.20

object 300.007.2011.101.200.009.2011.700.000.002.307.60

Set set 5


object 10.0012.4012.001.601.008.806.402.302.209.0010.202.003.30

object 26.0011.807.608.208.6011.006.407.305.804.806.807.905.00

object 30.0010.2010.701.304.6011.5010.500.800.409.906.409.103.10

object 40.006.609.701.604.6011.305.502.401.106.5010.205.206.40

object 50.0011.8012.702.204.2013.305.401.100.907.507.007.705.00

object 60.0011.9012.9011.7011.7013.507.201.901.504.805.107.505.80

object 712.0012.207.702.502.6013.107.903.203.8010.701.008.707.30

object 80.0013.3011.802.802.3011.2010.902.202.1010.508.300.902.00

object 90.0010.9010.006.401.909.207.506.305.407.803.505.101.50

object 100.0012.9011.703.002.1012.305.303.202.608.402.103.402.80

object 119.6011.709.509.602.7011.207.908.706.109.402.205.705.60

object 1210.4010.7011.7012.102.4013.208.108.808.7010.802.404.804.80

object 130.3011.0011.707.902.1013.008.4010.7010.809.208.904.803.50

object 149.2010.0011.905.800.8010.308.206.807.005.404.001.903.50

object 150.0012.509.402.100.2012.706.501.501.609.901.204.002.60

object 160.0013.3012.301.301.3013.809.801.601.7010.603.505.305.50

object 170.0010.7012.501.000.309.807.400.200.107.807.107.204.80

object 186.9013.1013.909.900.108.8010.003.902.7012.0010.709.305.40

object 190.0013.5011.300.101.308.007.500.600.6012.701.0010.6010.40

object 200.0012.208.800.100.8011.009.700.200.1013.5011.704.704.80

object 216.8012.7010.5011.305.3012.108.009.8010.505.005.308.208.70

object 220.0013.6013.600.502.0013.2013.800.400.208.005.1011.505.30

object 230.0013.7013.700.101.2011.606.200.200.2010.0012.604.404.70

object 240.0011.0013.500.300.5010.406.400.300.206.8012.004.404.50

object 2513.9011.2011.7013.000.2011.609.6013.7013.609.207.7010.202.70

object 2614.0013.8013.8012.501.1013.507.4012.1010.509.2013.109.809.10

object 2712.6012.7013.009.305.908.806.5011.3011.101.8013.309.100.40

object 2814.0011.5013.9014.002.508.406.3013.8013.702.8012.802.200.40

object 290.9012.7013.700.201.7013.8011.102.102.305.8012.001.000.60

object 300.0010.1010.202.200.0010.006.600.400.409.9012.705.301.70

Set set 6


object 10.0013.0010.200.1011.401.2010.800.100.100.8012.5010.901.10

object 23.4011.1011.3013.302.5013.4013.2012.9013.4010.203.9012.405.00

object 30.107.8011.200.309.702.404.800.000.0010.0010.805.701.30

object 40.0013.204.1010.506.401.203.000.000.005.6012.904.701.30

object 50.509.502.4011.807.9012.8013.1013.3013.1011.600.8011.8012.80

object 60.006.508.900.301.000.409.100.000.000.6012.609.800.80

object 76.805.1011.7012.900.700.601.9010.3011.302.100.409.8011.40

object 80.200.6012.803.700.401.304.608.702.004.800.5012.509.50

object 90.000.9010.2010.8011.400.200.4011.5013.0010.300.7012.9011.10

object 100.0010.2011.7010.505.700.3011.0012.3012.0013.500.3012.401.30

object 112.109.1010.8012.7012.008.7010.0012.2012.809.508.2012.302.90

object 120.9010.909.4010.509.904.8011.0010.7011.803.0011.9010.801.00

object 130.707.007.709.404.503.803.402.103.208.902.5011.809.70

object 144.3011.409.4012.3012.909.7010.6011.5012.303.8012.3010.509.40

object 150.0011.305.708.4011.903.103.9010.6011.802.105.2012.409.80

object 160.009.309.7010.503.9012.3012.7011.0011.102.903.8011.809.30

object 170.009.808.400.000.101.008.000.000.001.009.905.709.40

object 180.905.2010.8012.102.208.807.8011.4012.203.409.6012.4010.60

object 190.009.4010.200.501.403.204.100.000.001.709.6010.6010.00

object 200.0010.8011.900.000.503.6011.500.100.1012.700.8011.8011.00

object 210.909.207.8012.401.0011.008.1010.509.107.505.708.2010.50

object 220.009.0011.901.105.800.805.900.300.809.104.109.0010.50

object 230.309.106.908.700.6011.309.800.400.5011.201.1011.808.30

object 240.0011.5012.300.009.901.5010.500.500.901.500.806.209.90

object 258.509.305.2012.403.2012.5012.8010.9011.701.409.7010.1010.90

object 267.809.006.3012.2010.503.609.7010.3011.501.003.4011.302.20

object 272.709.009.6011.5010.209.809.2011.1010.202.100.9011.2010.30

object 286.9011.209.6011.8010.404.6010.2011.3011.6010.301.2011.409.40

object 290.509.5010.409.004.903.906.904.903.707.802.104.808.70

object 300.006.3011.800.005.705.805.200.000.000.001.308.109.10

Set set 7


object 10.1011.405.400.100.103.807.500.100.106.809.709.006.90

object 29.2012.709.806.800.101.103.601.503.904.302.402.505.80

object 30.1010.501.700.101.802.807.700.100.109.507.0012.108.40

object 40.1010.205.900.100.108.2010.100.100.108.503.409.906.20

object 51.1010.7010.300.100.002.009.500.200.105.801.4012.403.60

object 60.107.909.500.100.102.808.200.100.106.701.2012.304.50

object 712.4013.302.003.305.205.7010.303.808.202.004.804.902.00

object 80.108.806.000.100.109.3012.300.100.105.502.2011.508.20

object 90.108.907.600.100.107.9010.300.100.109.605.5010.106.90

object 100.108.208.500.101.206.209.200.100.1011.002.208.608.50

object 117.2011.006.408.400.104.809.509.2011.607.000.707.805.80

object 127.605.803.706.300.1010.2011.708.8010.303.003.0010.609.80

object 133.0010.908.807.000.108.503.905.809.402.004.909.908.70

object 149.7013.707.205.800.102.708.205.706.907.802.1010.806.70

object 150.107.505.400.100.104.0010.500.100.1011.200.1010.206.00

object 160.1012.607.300.100.109.806.200.100.109.600.809.806.00

object 170.107.205.000.100.107.9010.700.100.1010.404.209.008.10

object 187.0011.605.805.9011.109.809.809.4011.4011.105.705.806.90

object 190.1013.102.600.100.102.008.600.104.3011.300.205.807.80

object 200.1010.609.900.100.107.109.300.100.106.205.4010.808.90

object 217.601.309.804.907.004.0010.6010.5011.909.209.203.605.20

object 220.203.309.000.100.104.608.100.100.203.200.108.607.30

object 230.105.007.504.502.907.102.000.102.803.803.906.505.90

object 240.101.404.800.107.709.509.200.100.209.5011.008.905.60

object 2510.505.504.905.0010.4011.1012.1010.9010.702.808.007.104.50

object 2610.804.705.408.6011.1013.9012.609.1011.407.7011.506.308.70

object 276.907.1012.009.101.1013.005.7011.209.009.109.004.807.00

object 289.407.903.107.809.807.209.309.009.707.3012.309.902.70

object 291.9013.806.506.806.106.7010.005.807.909.1010.907.204.50

object 300.200.2012.000.000.009.303.400.100.106.902.905.309.70

Set set 8


object 10.309.508.800.300.300.208.208.200.200.200.604.700.301.80

object 210.804.904.107.101.400.204.303.005.605.909.207.709.201.10

object 30.307.708.001.200.300.305.504.701.801.502.709.001.000.40

object 40.2011.002.200.200.200.109.707.700.901.101.4011.700.601.10

object 50.201.804.601.701.300.108.308.508.208.807.405.6010.700.60

object 60.107.304.500.901.400.102.101.203.002.309.0011.100.200.10

object 712.3011.802.201.500.200.101.202.602.302.308.707.109.800.40

object 80.1013.102.200.700.400.1010.508.809.4010.0010.103.2013.101.80

object 90.108.709.000.500.100.3011.208.402.702.205.704.209.100.70

object 100.102.506.800.500.300.707.605.702.302.7013.205.109.900.90

object 117.908.106.503.200.400.003.102.503.804.009.308.701.200.20

object 126.808.506.101.700.100.105.003.808.509.006.108.006.500.10

object 135.706.203.805.300.200.107.206.004.905.3010.703.7011.000.10

object 1412.805.906.405.800.100.102.801.507.507.9012.606.100.300.10

object 150.007.801.700.101.600.106.004.100.800.7012.709.800.100.00

object 160.0011.402.402.000.000.000.601.308.308.607.908.200.200.30

object 170.1011.906.207.600.100.500.600.408.509.0010.003.701.300.50

object 188.7011.401.102.800.200.000.700.6010.3010.301.807.700.100.10

object 190.002.600.800.200.100.007.307.001.401.7012.501.804.500.60

object 200.2012.2012.205.000.200.0011.2010.7011.5011.6012.501.0012.201.00

object 217.0010.407.2011.202.200.1010.007.8012.5012.2012.8011.200.100.10

object 220.2012.701.800.300.100.008.608.302.002.407.506.500.800.30

object 230.205.507.801.300.100.007.907.408.508.407.706.503.500.30

object 240.004.208.800.300.003.9011.3012.300.300.502.301.3012.503.00

object 2512.8013.300.8012.300.600.0011.9010.6012.2012.702.708.800.200.10

object 2610.8011.505.5012.001.400.008.409.2012.0012.309.002.809.200.50

object 278.005.508.006.000.000.0010.5011.207.407.708.203.307.900.10

object 2810.809.707.8010.600.200.002.403.608.409.108.508.801.100.10

object 291.004.902.600.100.100.0012.3013.000.100.1013.101.3013.500.90

object 300.1013.5011.100.000.002.909.7011.300.000.0010.500.7013.201.40

Transformed Data

Set: set 1


object 1-0.26-0.01-0.06-0.03-0.00-0.160.05-0.01-0.030.15-0.04-0.04-0.00

object 20.430.03-0.09-0.01-0.000.260.070.010.060.15-0.010.150.00

object 3-0.260.010.02-0.03-0.00-0.190.03-0.01-0.030.130.010.13-0.00

object 4-0.260.04-0.09-0.03-0.00-0.16-0.51-0.01-0.030.21-0.04-0.02-0.00

object 5-0.260.000.57-0.02-0.00-0.130.08-0.01-0.030.15-0.03-0.030.04

object 6-0.260.020.08-0.03-0.000.43-0.01-0.01-0.03-0.440.09-0.04-0.00

object 70.44-0.040.040.01-0.00-0.130.050.010.020.140.040.010.00

object 8-0.260.05-0.09-0.03-0.00-0.040.08-0.01-0.030.19-0.030.050.01

object 9-0.26-0.00-0.01-0.03-0.00-0.060.06-0.01-0.03-0.19-0.03-0.040.01

object 10-0.260.01-0.09-0.03-0.00-0.090.08-0.01-0.030.15-0.020.110.02

object 110.320.01-0.030.010.00-0.110.080.03-0.03-0.10-0.030.02-0.00

object 120.30-0.070.030.010.000.23-0.100.02-0.02-0.38-0.010.04-0.00

object 130.27-0.060.06-0.02-0.00-0.140.080.00-0.030.070.06-0.02-0.00

object 140.430.05-0.04-0.01-0.00-0.040.07-0.00-0.03-0.320.05-0.020.00

object 15-0.26-0.040.03-0.03-0.00-0.000.02-0.01-0.030.00-0.000.02-0.00

object 16-0.260.06-0.07-0.03-0.000.010.00-0.01-0.030.07-0.01-0.04-0.00

object 17-0.260.06-0.00-0.03-0.000.050.08-0.01-0.030.16-0.03-0.02-0.00

object 180.430.04-0.070.07-0.00-0.07-0.010.04-0.010.12-0.02-0.04-0.00

object 19-0.260.050.01-0.03-0.000.040.08-0.01-0.030.09-0.02-0.04-0.00

object 20-0.26-0.08-0.04-0.03-0.00-0.090.07-0.01-0.03-0.19-0.01-0.04-0.00

object 210.390.06-0.070.08-0.00-0.040.070.00-0.01-0.020.08-0.010.01

object 22-0.260.04-0.02-0.03-0.00-0.120.03-0.01-0.030.01-0.03-0.01-0.00

object 23-0.26-0.510.04-0.03-0.00-0.00-0.05-0.01-0.030.00-0.03-0.04-0.00

object 24-0.260.06-0.06-0.03-0.00-0.14-0.09-0.01-0.03-0.260.07-0.00-0.00

object 250.44-0.01-0.030.17-0.000.040.080.07-0.000.03-0.00-0.03-0.00

object 260.430.05-0.070.090.01-0.060.040.03-0.02-0.080.00-0.03-0.00

object 270.320.06-0.010.01-0.000.040.080.00-0.030.170.02-0.03-0.00

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object 29-0.18-0.01-0.06-0.03-0.000.140.07-0.01-0.030.24-0.04-0.02-0.00

object 30-0.260.060.10-0.03-0.000.51-0.63-0.010.68-0.46-0.030.01-0.00

Set: set 2


object 1-0.190.070.08-0.11-0.11-0.25-0.380.00-0.040.22-0.06-0.00

object 20.340.05-0.36-0.21-0.130.070.03-0.16-0.17-0.00-0.05-0.01

object 3-0.130.07-0.20-0.29-0.11-0.020.09-0.17-0.17-0.060.060.10

object 4-0.180.09-0.09-0.33-0.140.040.16-0.28-0.26-0.100.050.12

object 5-0.100.11-0.010.230.100.030.130.180.280.12-0.030.00

object 6-0.21-0.100.12-0.060.040.030.08-0.17-0.180.080.000.06

object 70.51-0.19-0.11-0.250.36-0.23-0.29-0.17-0.19-0.07-0.25-0.32

object 8-0.220.100.020.18-0.070.090.010.120.020.210.030.11

object 9-0.20-0.33-0.030.24-0.050.04-0.080.370.400.09-0.03-0.05

object 10-0.210.020.030.12-0.190.040.010.270.31-0.070.060.12

object 110.320.020.070.150.230.06-0.03-0.010.00-0.030.020.02

object 120.17-0.23-0.070.150.030.03-0.010.210.11-0.120.03-0.06

object 130.030.050.080.270.330.02-0.050.160.21-0.15-0.010.03

object 140.300.050.040.22-0.17-0.080.05-0.18-0.15-0.090.02-0.07

object 15-0.21-0.31-0.090.180.310.030.160.160.39-0.120.020.07

object 16-0.210.080.19-0.140.090.070.11-0.25-0.25-0.150.070.04

object 17-0.220.070.19-0.05-0.220.080.05-0.17-0.21-0.100.03-0.03

object 180.310.120.12-0.42-0.240.090.15-0.30-0.28-0.150.060.03

object 19-0.210.01-0.08-0.03-0.010.070.12-0.24-0.23-0.150.060.03

object 20-0.210.130.09-0.39-0.230.030.05-0.27-0.29-0.160.060.15

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object 24-0.22-0.25-0.090.140.270.060.09-0.15-0.21-0.150.030.04

object 250.510.120.110.14-0.180.090.140.130.16-0.150.070.08

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object 29-0.100.020.110.13-0.01-0.36-0.460.060.070.07-0.13-0.18

object 30-0.22-0.050.100.240.050.070.020.080.07-0.070.060.04

Set: set 3


object 1-0.190.08-0.15-0.17-0.10-0.140.140.21-0.19-0.21-0.230.130.14-0.15

object 20.200.10-0.200.12-0.12-0.140.12-0.220.120.140.05-0.20-0.28-0.16

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object 16-0.19-0.040.20-0.190.120.180.100.22-0.20-0.23-0.36-0.050.290.39

object 17-0.190.100.00-0.19-0.090.310.060.17-0.20-0.230.13-0.02-0.190.43

object 180.110.090.140.380.23-0.14-0.10-0.040.360.360.240.150.21-0.16

object 19-0.190.10-0.30-0.190.030.22-0.26-0.22-0.19-0.18-0.160.35-0.31-0.16

object 20-0.190.100.17-0.19-0.140.47-0.14-0.03-0.20-0.23-0.35-0.300.350.44

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object 22-0.190.100.09-0.08-0.06-0.14-0.000.06-0.19-0.20-0.350.20-0.25-0.16

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object 270.470.03-0.07-0.11-0.11-0.14-0.27-0.27-0.09-0.06-0.24-0.28-0.28-0.14

object 280.45-0.020.180.04-0.07-0.140.140.040.080.110.120.140.19-0.13

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object 30-0.170.02-0.23-0.19-0.060.53-0.10-0.10-0.20-0.230.27-0.260.330.48

Set: set 4


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object 20.190.07-0.070.27-0.03-0.09-0.080.180.350.100.03

object 3-0.20-0.070.15-0.19-0.030.030.16-0.10-0.200.18-0.06

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object 5-0.20-0.020.08-0.02-0.030.09-0.02-0.10-0.200.180.13

object 6-0.20-0.240.03-0.19-0.03-0.20-0.10-0.10-0.200.05-0.17

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object 8-0.200.070.23-0.19-0.03-0.020.14-0.10-0.200.180.12

object 9-0.200.13-0.04-0.19-0.030.08-0.01-0.10-0.200.110.05

object 10-0.200.070.08-0.19-0.03-0.09-0.11-0.10-0.160.140.04

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object 120.220.09-0.060.22-0.03-0.05-0.050.110.270.030.12

object 130.04-0.140.120.13-0.03-0.010.05-0.070.230.160.12

object 140.27-0.05-0.010.32-0.030.02-0.070.290.270.060.15

object 15-0.20-0.23-0.18-0.19-0.03-0.140.07-0.10-0.20-0.13-0.08

object 16-0.200.02-0.07-0.19-0.030.190.13-0.10-0.200.24-0.06

object 17-0.200.00-0.06-0.19-0.03-0.06-0.08-0.10-0.20-0.09-0.18

object 180.280.03-0.100.070.18-0.12-0.140.200.270.05-0.18

object 19-0.20-0.000.19-0.19-0.020.240.15-0.10-0.20-0.160.12

object 20-0.200.040.10-0.19-0.03-0.09-0.09-0.10-0.20-0.260.27

object 210.230.09-0.060.45-0.03-0.02-0.110.130.41-0.170.18

object 22-0.20-0.00-0.04-0.19-0.030.030.07-0.10-0.200.06-0.19

object 23-0.20-0.120.06-0.19-0.030.060.06-0.10-0.150.15-0.04

object 24-0.200.030.02-0.19-0.030.050.05-0.10-0.20-0.31-0.14

object 250.450.11-0.200.46-0.030.080.140.230.37-0.18-0.17

object 260.440.11-0.20-0.190.55-0.02-0.03-0.10-0.20-0.010.10

object 270.35-0.03-0.160.19-0.03-0.05-0.150.340.27-0.16-0.12

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object 29-0.11-0.030.000.25-0.03-0.11-0.09-0.010.06-0.080.20

object 30-0.20-0.090.16-0.13-0.030.170.13-0.10-0.20-0.330.17

Set: set 5


object 1-0.200.030.02-0.18-0.08-0.13-0.08-0.12-0.100.030.15-0.21-0.05

object 20.11-0.00-0.200.150.31-0.02-0.080.140.08-0.18-0.030.090.03

object 3-0.20-0.08-0.04-0.200.100.010.13-0.19-0.200.08-0.050.15-0.06

object 4-0.20-0.27-0.10-0.180.10-0.00-0.12-0.11-0.16-0.090.15-0.040.10

object 5-0.20-0.000.06-0.150.080.10-0.13-0.18-0.17-0.04-0.020.080.03

object 6-0.200.000.070.330.470.11-0.04-0.14-0.14-0.18-0.110.070.07

object 70.410.02-0.20-0.130.000.09-0.00-0.07-0.020.12-0.320.130.15

object 8-0.200.070.01-0.12-0.01-0.010.15-0.12-0.110.110.05-0.26-0.12

object 9-0.20-0.05-0.080.06-0.03-0.11-0.020.090.06-0.03-0.19-0.05-0.15

object 10-0.200.050.01-0.11-0.020.05-0.13-0.07-0.080.00-0.27-0.14-0.08

object 110.29-0.01-0.110.230.01-0.01-0.000.210.090.05-0.26-0.020.06

object 120.33-0.060.010.35-0.010.090.010.210.230.13-0.25-0.060.02

object 13-0.18-0.040.010.14-0.020.080.020.310.330.040.08-0.06-0.04

object 140.27-0.090.020.03-0.09-0.050.010.110.14-0.15-0.17-0.21-0.04

object 15-0.200.03-0.11-0.15-0.120.07-0.07-0.16-0.140.08-0.31-0.10-0.09

object 16-0.200.070.04-0.20-0.060.120.09-0.15-0.130.12-0.19-0.040.06

object 17-0.20-0.060.05-0.21-0.11-0.08-0.03-0.22-0.21-0.03-0.010.060.02

object 180.150.060.120.24-0.12-0.130.10-0.04-0.080.190.170.160.05

object 19-0.200.08-0.01-0.26-0.06-0.17-0.02-0.20-0.190.22-0.320.230.31

object 20-0.200.02-0.14-0.26-0.09-0.020.09-0.22-0.210.260.22-0.070.02

object 210.150.04-0.050.310.140.040.000.260.32-0.17-0.100.110.22

object 22-0.200.090.10-0.24-0.030.090.30-0.21-0.21-0.02-0.110.280.05

object 23-0.200.090.11-0.26-0.070.01-0.09-0.22-0.210.090.27-0.080.02

object 24-0.20-0.040.10-0.25-0.10-0.05-0.08-0.22-0.21-0.080.24-0.080.01

object 250.51-0.030.010.40-0.120.010.080.460.470.040.020.21-0.08

object 260.510.100.110.37-0.070.11-0.030.380.320.040.290.190.24

object 270.440.040.070.210.17-0.13-0.070.340.35-0.330.300.15-0.20

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object 29-0.150.040.11-0.25-0.040.120.16-0.13-0.10-0.130.24-0.26-0.19

object 30-0.20-0.09-0.07-0.15-0.13-0.07-0.07-0.21-0.200.080.27-0.04-0.14

Set: set 6


object 1-0.080.210.04-0.380.28-0.210.14-0.33-0.33-0.250.360.04-0.33

object 20.090.110.100.29-0.180.410.260.320.340.23-0.070.11-0.13

object 3-0.08-0.050.09-0.370.19-0.14-0.17-0.34-0.340.220.28-0.23-0.32

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object 5-0.050.03-0.350.210.100.380.250.340.330.30-0.230.080.26

object 6-0.08-0.12-0.02-0.37-0.25-0.250.05-0.34-0.34-0.260.37-0.02-0.35

object 70.26-0.190.120.27-0.27-0.24-0.310.190.23-0.18-0.25-0.020.19

object 8-0.07-0.420.18-0.20-0.28-0.20-0.180.11-0.24-0.04-0.240.120.10

object 9-0.08-0.400.040.160.28-0.26-0.390.250.320.23-0.230.140.18

object 10-0.080.070.120.14-0.01-0.250.150.290.270.40-0.250.11-0.32

object 110.030.010.070.260.310.170.100.280.310.190.150.11-0.24

object 12-0.030.100.000.140.20-0.020.150.210.26-0.140.330.03-0.34

object 13-0.04-0.09-0.080.09-0.07-0.07-0.24-0.23-0.180.16-0.140.080.11

object 140.140.130.000.240.350.230.130.250.29-0.100.350.020.09

object 15-0.080.12-0.180.040.30-0.11-0.210.200.26-0.18-0.010.110.11

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object 17-0.080.05-0.05-0.39-0.30-0.22-0.01-0.34-0.34-0.240.23-0.230.09

object 18-0.03-0.180.070.23-0.190.18-0.020.240.28-0.120.220.110.15

object 19-0.080.030.04-0.36-0.23-0.10-0.20-0.34-0.34-0.200.220.020.12

object 20-0.080.100.13-0.39-0.28-0.080.17-0.33-0.330.36-0.230.080.17

object 21-0.030.02-0.080.24-0.250.29-0.000.200.120.090.02-0.100.15

object 22-0.080.010.13-0.33-0.01-0.23-0.11-0.32-0.300.17-0.06-0.060.15

object 23-0.070.01-0.120.05-0.270.310.09-0.32-0.310.28-0.210.080.03

object 24-0.080.130.15-0.390.20-0.190.12-0.31-0.29-0.21-0.23-0.200.12

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object 260.320.01-0.150.230.23-0.080.080.190.24-0.24-0.100.06-0.27

object 270.060.010.010.190.220.230.060.230.18-0.18-0.220.050.14

object 280.270.120.010.210.23-0.030.110.240.250.23-0.210.060.09

object 29-0.050.030.050.07-0.05-0.07-0.06-0.09-0.150.11-0.16-0.270.05

object 30-0.08-0.130.12-0.39-0.010.03-0.15-0.34-0.34-0.29-0.20-0.110.08

Set: set 7


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object 20.290.210.150.19-0.13-0.29-0.26-0.10-0.02-0.15-0.12-0.30-0.04

object 3-0.170.10-0.26-0.15-0.04-0.20-0.05-0.17-0.220.110.110.190.09

object 4-0.170.08-0.05-0.15-0.130.070.07-0.17-0.220.06-0.070.08-0.02

object 5-0.120.110.18-0.15-0.13-0.240.04-0.16-0.22-0.07-0.180.20-0.15

object 6-0.17-0.030.14-0.15-0.13-0.20-0.02-0.17-0.22-0.03-0.190.20-0.10

object 70.450.24-0.240.010.13-0.050.080.020.19-0.27-0.00-0.18-0.23

object 8-0.170.01-0.04-0.15-0.130.130.18-0.17-0.22-0.09-0.130.160.08

object 9-0.170.020.04-0.15-0.130.060.08-0.17-0.220.120.030.090.02

object 10-0.17-0.020.09-0.15-0.07-0.030.03-0.17-0.220.19-0.130.010.10

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object 120.21-0.14-0.160.16-0.130.170.150.270.30-0.22-0.090.110.16

object 13-0.030.120.100.20-0.130.09-0.240.120.26-0.270.000.080.11

object 140.310.260.020.14-0.13-0.21-0.020.120.130.03-0.140.120.01

object 15-0.17-0.05-0.07-0.15-0.13-0.140.09-0.17-0.220.20-0.240.09-0.03

object 16-0.170.200.03-0.15-0.130.15-0.13-0.17-0.220.12-0.210.07-0.03

object 17-0.17-0.07-0.09-0.15-0.130.060.10-0.17-0.220.16-0.030.030.08

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object 19-0.170.23-0.21-0.15-0.13-0.24-0.00-0.17-0.000.20-0.24-0.130.06

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object 22-0.17-0.270.11-0.15-0.13-0.11-0.03-0.17-0.21-0.21-0.240.010.04

object 23-0.17-0.180.040.070.020.02-0.34-0.17-0.08-0.18-0.05-0.10-0.03

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object 250.35-0.16-0.100.100.400.220.170.380.32-0.230.16-0.07-0.10

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object 270.17-0.070.260.31-0.070.32-0.150.390.230.090.21-0.180.02

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object 30-0.17-0.420.26-0.16-0.130.13-0.27-0.17-0.22-0.02-0.10-0.160.16

Set: set 8


object 1-0.180.050.17-0.15-0.01-0.010.070.09-0.26-0.27-0.37-0.06-0.250.06

object 20.34-0.18-0.060.180.05-0.01-0.13-0.170.000.010.050.080.180.02

object 3-0.18-0.040.13-0.11-0.01-0.00-0.07-0.08-0.18-0.20-0.270.15-0.22-0.01

object 4-0.180.12-0.15-0.16-0.01-0.010.140.06-0.23-0.22-0.330.28-0.240.02

object 5-0.18-0.33-0.04-0.080.04-0.010.070.100.130.15-0.04-0.020.26-0.00

object 6-0.19-0.06-0.04-0.120.05-0.01-0.23-0.25-0.12-0.170.040.25-0.26-0.03

object 70.410.16-0.15-0.09-0.01-0.01-0.28-0.18-0.16-0.170.020.050.21-0.01

object 8-0.190.22-0.15-0.13-0.00-0.010.180.120.190.210.09-0.140.370.06

object 9-0.190.010.18-0.14-0.02-0.000.210.10-0.14-0.17-0.12-0.090.180.00

object 10-0.19-0.290.07-0.14-0.010.020.04-0.03-0.16-0.150.24-0.040.220.01

object 110.19-0.020.06-0.01-0.00-0.02-0.18-0.19-0.08-0.080.050.13-0.21-0.02

object 120.14-0.000.04-0.08-0.02-0.01-0.09-0.130.150.16-0.100.100.05-0.03

object 130.09-0.11-0.080.09-0.01-0.010.02-0.02-0.03-0.020.12-0.110.27-0.03

object 140.43-0.130.050.12-0.02-0.01-0.20-0.240.100.110.210.01-0.25-0.03

object 15-0.19-0.04-0.18-0.160.06-0.01-0.04-0.11-0.23-0.240.220.19-0.26-0.03

object 16-0.190.14-0.15-0.07-0.02-0.02-0.31-0.250.140.14-0.020.11-0.26-0.02

object 17-0.190.170.040.20-0.020.01-0.31-0.290.150.160.09-0.11-0.20-0.01

object 180.230.14-0.21-0.03-0.01-0.02-0.30-0.280.230.23-0.310.08-0.26-0.03

object 19-0.19-0.29-0.22-0.16-0.02-0.020.020.03-0.20-0.190.21-0.20-0.05-0.00

object 20-0.180.180.330.08-0.01-0.020.210.210.290.290.21-0.240.330.02

object 210.150.090.090.380.09-0.010.150.070.340.320.220.26-0.26-0.03

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object 24-0.19-0.210.17-0.15-0.020.170.220.29-0.25-0.25-0.29-0.230.350.12

object 250.430.23-0.220.430.01-0.020.250.210.330.34-0.270.14-0.26-0.03

object 260.340.150.010.420.05-0.020.070.140.320.320.04-0.160.18-0.01

object 270.20-0.150.130.13-0.02-0.020.180.240.090.10-0.00-0.130.12-0.03

object 280.340.060.120.35-0.01-0.02-0.22-0.140.140.170.010.14-0.21-0.03

object 29-0.14-0.18-0.14-0.16-0.02-0.020.270.32-0.26-0.270.24-0.230.390.01

object 30-0.190.240.28-0.17-0.020.130.140.24-0.27-0.280.11-0.260.380.04

PCA on Input Data

Set set 1

Dim 1Dim 2

Eigenvalues3.171.94

object 1-0.23-0.26

object 20.430.10

object 3-0.23-0.24

object 4-0.32-0.08

object 5-0.27-0.24

object 6-0.300.46

object 70.45-0.09

object 8-0.22-0.24

object 9-0.260.01

object 10-0.22-0.23

object 110.330.02

object 120.230.44

object 130.28-0.11

object 140.410.22

object 15-0.25-0.07

object 16-0.24-0.10

object 17-0.23-0.17

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Análise Sensorial Cachaça

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