Cap 6 Qualidade total

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Administração de Produção e Operações
Capítulo 6
	
Qualidade total e melhoramento em produção e operações
Juran
Qualidade deve ser planejada e seus custos apurados
Custos da qualidade
Falha externa
Falha interna
Avaliação
Prevenção
Papéis
Trilogia da qualidade + enfoque estratégico
Breakthrough
Deming
Identificar e reduzir as causas de variações nos processos
14 pontos de Deming
Ciclo PDCA
Feigenbaum
Total quality management
Passos:
Estabelecimento de padrões
Avaliação da conformidade 
Agir quando necessário
Planejar para o melhoramento
TQC
“O Controle Total da Qualidade é um sistema efetivo para integrar os esforços dos vários grupos dentro de uma organização, no desenvolvimento da qualidade, na manutenção da qualidade e no melhoramento da qualidade, de maneira que habilite marketing, engenharia, produção e serviço com os melhores níveis econômicos que permitam a completa satisfação do cliente”. 
Ciclo industrial mais estratégia
Ishikawa
Todos, na organização, podem (e devem) contribuir com a qualidade e devem conhecer técnicas estatísticas básicas
Shingo
Erros conduzem a defeitos – eliminar os erros ou corrigi-los antes que se tornem defeitos – o Poka Yoke
Poka Yoke
Sistemas à prova de erros
Detecção
Minimização
Facilitação
Prevenção
Substituição
Eliminação
Taguchi
A qualidade é definida pelas perdas que o produto impõe à sociedade
Curva de perda
Função de perdas
Conformidade vs. curvas de perda
	Experimento	P1	P2	P3	P4	P5	P6	P7
	 1	1	1	1	1	1	1	1
	2	1	1	1	2	2	2	2
	3	1	2	2	1	1	2	2
	4	1	2	2	2	2	1	1
	5	2	1	2	1	2	1	2
	6	2	1	2	2	1	2	1
	7	2	2	1	1	2	2	1
	8	2	2	1	2	1	1	2
Matriz ortogonal – projeto de experimentos
Garvin
A qualidade considerada como critério competitivo. 
Ser melhor que a concorrência nos aspectos da qualidade que o cliente considera importantes.
Oito dimensões da qualidade
Desempenho
Características
Confiabilidade
Conformidade
Durabilidade
Manutenibilidade
Estética
Qualidade percebida
Planejamento e controle da qualidade
Controlar ou não
O que controlar (será controlado o produto ou o processo?)
O que controlar (que características do produto ou processo serão controladas?)
Como controlar
Quem deve controlar
Quando controlar
Papéis de cada elo na cadeia
FMECA
Autocontrole
O funcionário deve saber o que deve ser feito, o que se espera do seu trabalho - devem existir procedimentos explícitos, claros, à prova de má-interpretação e, quando aplicável, estar disponíveis no posto de trabalho;
O funcionário deve saber o que (e como) o trabalho está sendo feito - instrumentos de verificação ou outras formas de permitir que o funcionário avalie continuamente o resultado do seu trabalho deverão ser providos e estar presentes;
O funcionário deverá saber que conduta seguir no caso de constatar que o resultado do trabalho executado não corresponde ao que é dele esperado – receber feedback, ter acesso e domínio de mecanismos que permitam que mude a forma como está fazendo e corrija as discrepâncias verificadas.
As 7 ferramentas da qualidade – diagrama de processo
As 7 ferramentas da qualidade – diagrama de processo
As 7 ferramentas da qualidade: Pareto
As 7 ferramentas da qualidade – Pareto
As 7 ferramentas da qualidade – diagrama causa – efeito (Ishikawa)
As 7 ferramentas da qualidade – diagrama de correlação
As 7 ferramentas da qualidade – diagrama de correlação
As 7 ferramentas da qualidade – diagrama de correlaçãoAs 7 ferramentas da qualidade – diagrama de correlação
As 7 ferramentas da qualidade:
histograma
As 7 ferramentas da qualidade – histograma
As 7 ferramentas da qualidade – cartas de controle de processo
Melhoramento
Unidade 1
Unidade 2
Unidade 3
Unidade 4
Unidade 5
Giro de estoques
Tempo de entrega
Pedido completo
Rastreabilidade
. . . . . . . . .
Imdicador 
n
Função Logística
Confiabilidade
16
11
24
8,5
4
4d
4d
6d
3d
5d
98%
92%
89%
95%
97%
89%
91%
92%
88%
100%
Excelente
Boa
Excelente
Pobre
Muito boa
A
B
C
D
E
Benchmark 
interno (desempenho Classe Empresa)
Pior desempenho comparativo interno
Benchmarking interno
Unidade 1
Unidade 2
Unidade 3
Unidade 4
Unidade 5
Giro de estoques
Tempo de entrega
Pedido completo
Rastreabilidade
. . . . . . 
Imdicador 
n
Função Logística
Confiabilidade
16
11
24
8,5
4
4d
4d
6d
3d
5d
98%
92%
89%
95%
97%
89%
91%
92%
88%
100%
Excelente
Boa
Boa
Pobre
Muito boa
A
B
C
D
E
Benchmark 
interno (desempenho Classe Empresa)
Pior desempenho comparativo interno
Benchmark 
externo (desempenho Classe Mundial)
Concorrente 1
Concorrente 2
28
5d
100%
94%
Muito boa
F
14
7d
97%
99%
Muito boa
G
Benchmarking competitivo
 
 
FORNECEDOR
 
 
QUANTIDADE DE 
DEFEITUOSOS
 
 
 
FORNECEDOR
 
QUANTIDADE DE
 
DEFEITUOSOS
 
PARTICIPAÇÃO
 
INDIVIDUAL (%)
 
PARTICIPAÇÀO
 
AC
UMULADA (%)
 
A
 
1
 
 
O
 
58
 
37,91
 
37,91
 
B
 
3
 
 
D
 
39
 
25,49
 
63,40
 
C
 
2
 
 
G
 
18
 
11,76
 
75,16
 
D
 
39
 
 
K
 
12
 
7,84
 
83,01
 
E
 
3
 
 
M
 
6
 
3,92
 
86,93
 
F
 
4
 
 
F
 
4
 
2,61
 
89,54
 
G
 
18
 
 
B
 
3
 
1,96
 
91,50
 
H
 
1
 
 
E
 
3
 
1,96
 
93,46
 
I
 
2
 
 
L
 
2
 
1,31
 
94,77
 
J
 
1
 
 
C
 
2
 
1,31
 
96,08
 
K
 
12
 
 
I
 
2
 
1,31
 
97,39
 
L
 
2
 
 
A
 
1
 
0,65
 
98,04
 
M
 
6
 
 
J
 
1
 
0,65
 
98,69
 
N
 
1
 
 
H
 
1
 
0,65
 
99,35
 
O
 
58
 
 
N
 
1
 
0,65
 
100,00
 
 
 
 
 
 
 
 
 
 
 
TOTAL
 
153
 
 
 
 
Figura 6.14
-
A
 
 
 
 
Figura 6.14
-
B
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
0
10
20
30
40
O
D
G
K
M
F
B
E
L
C
I
A
J
H
N
Fornecedor
Participação individual (%)
0
20
40
60
80
100
Participação acumulada (%)
 
 
 
0
20
40
60
80
Pintura
danificada
Faltando
operações
Peças
misturadas
Fora da
tolerância
Falta trat.
Térmico
Tipo de defeito
Partic. individual (%)
0
20
40
60
80
100
Partic. acumulada (%)
 
TIPO DE 
 
DEFEITO
 
QTD. 
 
POR TIPO
 
PARTICIP.
 
INDIVID. (%)
 
PARTICIP.
 
ACUM. (%)
 
Pintura danificada
 
39
 
67,24
 
67,24
 
Faltando operações
 
14
 
24,14
 
91,38
 
Peças misturadas
 
3
 
5,17
 
96,55
 
Fora da tolerância
 
1
 
1,72
 
98,28
 
Falta trat. Térmico
 
1
 
1,72
 
100,00
 
 
 
 
 
TOTAL
 
58
 
 
 
FORNECEDOR O
 
–
 PARETO DE DEFEITOS
 
A - CORRELAÇÃO TEMPORAL
0
0,2
0,4
0,6
0,8
1
HORA
% DEFEITOS
Gráf3
	0.3333333333
	0.4166666667
	0.5
	0.5833333333
	0.6666666667
	0.75
	0.8333333333
	0.9166666667
	0.3333333333
	0.4166666667
	0.5
	0.5833333333
	0.6666666667
	0.75
	0.8333333333
	0.9166666667
	0.3333333333
	0.4166666667
	0.5
	0.5833333333
	0.6666666667
	0.75
	0.8333333333
	0.9166666667
HORA
% DEFEITOS
A - CORRELAÇÃO TEMPORAL
0.3
0.2
0.3
0.4
0.6
0.8
0.7
0.9
0.3
0.4
0.5
0.4
0.7
0.9
0.8
0.6
0.3
0.4
0.3
0.5
0.6
0.7
0.9
0.8
Temporal
	Dia	Hora	% Defeitos
	1/4	8:00	0.3
	1/4	10:00	0.2
	1/4	12:00	0.3
	1/4	14:00	0.4
	1/4	16:00	0.6
	1/4	18:00	0.8
	1/4	20:00	0.7
	1/4	22:00	0.9
	2/4	8:00	0.3
	2/4	10:00	0.4
	2/4	12:00	0.5
	2/4	14:00	0.4
	2/4	16:00	0.7
	2/4	18:00	0.9
	2/4	20:00	0.8
	2/4	22:00	0.6
	3/4	8:00	0.3
	3/4	10:00	0.4
	3/4	12:00	0.3
	3/4	14:00	0.5
	3/4	16:00	0.6
	3/4	18:00	0.7
	3/4	20:00	0.9
	3/4	22:00	0.8
Temporal
	
HORA
% DEFEITOS
A - CORRELAÇÃO TEMPORAL
Causal
	Capacitação	%Defeitos
	1	0.5
	2	0.7
	3	0.55
	4	0.7
	5	0.55
	110	0.4
	112	0.55
	114	0.5
	116	0.5
	116	0.65
	120	0.7
	122	0.6
	124	0.8
	126	0.6
Causal
	
%Defeitos
CAPACITAÇÃO (ANOS)
% DEF. POR OPERADOR
DEFEITOS X CAPACITAÇÃO
Extratificação
	
TEMPERATURA
% DEFEITOS
DEFEITOS X TEMPERATURA
	Temperatura	Máquina A	Máquina B	Máquina C
	20	0.230	0.220	0.220	0.223
	22	0.240	0.220	0.230	0.230
	24	0.220	0.220	0.230	0.223
	26	0.220	0.230	0.240	0.230
	28	0.230	0.230	0.220	0.227
	30	0.220	0.240	0.230	0.230
	32	0.230	0.240	0.230	0.233
	34	0.230	0.240	0.220	0.230
	36	0.230	0.240	0.230	0.233
	
TEMPERATURA
VARIAÇÃO DIMENSIONAL
CONJUNTO DE MÁQUINAS
	
Máquina A
Máquina B
Máquina C
TEMPERATURA
VARIAÇÃO DIMENSIONAL
CORRELAÇÃO EXTRATIFICADA
DEFEITOS X CAPACITAÇÃO
0,0
0,2
0,4
0,6
0,8
0
1
2
3
4
5
CAPACITAÇÃO (ANOS)
% DEF. POR OPERADOR
DEFEITOS X TEMPERATURA
0,0
0,2
0,4
0,6
0,8
1,0
105
110
115
120
125
130
TEMPERATURA
% DEFEITOS
Gráf2
	1
	2
	3
	4
	5
%Defeitos
CAPACITAÇÃO (ANOS)
% DEF. POR OPERADOR
DEFEITOS X CAPACITAÇÃO
0.5
0.7
0.55
0.7
0.55
Temporal
	Dia	Hora	% Defeitos
	1/4	8:00	0.3
	1/4	10:00	0.2
	1/4	12:00	0.3
	1/4	14:00	0.4
	1/4	16:00	0.6
	1/4	18:00	0.8
	1/4	20:00	0.7
	1/4	22:00	0.9
	2/4	8:00	0.3
	2/4	10:00	0.4
	2/4	12:00	0.5
	2/4	14:00	0.4
	2/4	16:00	0.7
	2/4	18:00	0.9
	2/4	20:00	0.8
	2/4	22:00	0.6
	3/4	8:00	0.3
	3/4	10:00	0.4
	3/4	12:00	0.3
	3/4	14:00	0.5
	3/4	16:00	0.6
	3/4	18:00	0.7
	3/4	20:00	0.9
	3/4	22:00	0.8
Temporal
	
HORA
% DEFEITOS
A - CORRELAÇÃO TEMPORAL
Causal
	Capacitação	%Defeitos
	1	0.5
	2	0.7
	3	0.55
	4	0.7
	5	0.55
	110	0.4
	112	0.55
	114	0.5
	116	0.5
	116	0.65
	120	0.7
	122	0.6
	124	0.8
	126	0.6
Causal
	
%Defeitos
CAPACITAÇÃO (ANOS)
% DEF. POR OPERADOR
DEFEITOS X CAPACITAÇÃO
Extratificação
	
TEMPERATURA
% DEFEITOS
DEFEITOS X TEMPERATURA
	Temperatura	Máquina A	Máquina B	Máquina C
	20	0.230	0.220	0.220	0.223
	22	0.240	0.220	0.230	0.230
	24	0.220	0.220	0.230	0.223
	26	0.220	0.230	0.240	0.230
	28	0.230	0.230	0.220	0.227
	30	0.220	0.240	0.230	0.230
	32	0.230	0.240	0.230	0.233
	34	0.230	0.240	0.220	0.230
	36	0.230	0.240	0.230	0.233
	
TEMPERATURA
VARIAÇÃO DIMENSIONAL
CONJUNTO DE MÁQUINAS
	
Máquina A
Máquina B
Máquina C
TEMPERATURA
VARIAÇÃO DIMENSIONAL
CORRELAÇÃO EXTRATIFICADA
Gráf7
	110
	112
	114
	116
	116
	120
	122
	124
	126
TEMPERATURA
% DEFEITOS
DEFEITOS X TEMPERATURA
0.4
0.55
0.5
0.5
0.65
0.7
0.6
0.8
0.6
Dados
																																																	TABELA 1 - TEMPOS DE ATENDIMENTO
	1	0.3363459479	0.4648813554	0.8111179973	0.2011785929	0.9862875696	0.5415476545	0.7508422871	0.233428171	0.7093942156	0.1719188459	0.6263126095	0.2274653905	0.148927207	0.8254271636	0.7315002525	0.2753064503	0.9959757825	0.6894869525	0.6626871055	0.4613899603	0.5221272184	0.0227391323	0.5323450577	0.3721382969	0.9815406669	0.9222161931	0.2965599206	0.7263073773	0.276079076	0.583932102	0.0085004903	0.694641812	0.288562567	0.1842971038	0.1931830122	0.4616896413	0.4652937708	0.8614501578	0.513327066	0.5964417574	0.5088698483	0.5043789217	6.1656120537	6.66	6.66	2		6.66	7.09	6.98	6.63	5.60	4.92	10.85	3.58	5.78	6.54
	2	0.3181994019	0.2476526233	0.4077405201	0.6309746704	0.0135646568	0.42982127030.4860223741	0.4370627954	0.6050407003	0.3160449624	0.0889031716	0.3293754385	0.0075081552	0.9489189241	0.5440806217	0.627113101	0.08909196	0.1834659804	0.0307201601	0.9140196286	0.7980997631	0.3491008184	0.730464176	0.0999995771	0.3071732429	0.9597458569	0.875387849	0.3953925168	0.3612342004	0.8924089314	0.5594423626	0.49477015	0.3489701801	0.447465948	0.7744025922	0.619184528	0.2225765634	0.135756569	0.4765914978	0.8164265369	0.4579978744	0.5131274188	6.2725551424	7.09	7.09	4		3.07	6.33	6.25	7.06	6.16	3.54	8.06	6.36	8.95	2.89
	3	0.9055765515	0.8786388707	0.3236756969	0.0303463724	0.2430500109	0.2054837268	0.267008323	0.5000671141	0.3704545616	0.4455762152	0.2153364707	0.0308054212	0.7513686293	0.4026356621	0.4961645032	0.0429128931	0.6588497263	0.7744885812	0.4636834185	0.0461798066	0.7432080611	0.257695276	0.0366323171	0.9773132731	0.4049821971	0.5414845393	0.130987333	0.6379240695	0.2636132978	0.1575251637	0.2659596794	0.201338482	0.556558826	0.1755567729	0.3543932038	0.7069818435	0.4800116319	0.4055640046	0.2554165304	0.6570722811	0.4065630335	0.510920744	6.2455803806	6.98	6.98	6		8.52	4.75	4.51	7.43	7.33	5.31	3.56	9.99	5.61	4.53
	4	0.697687171	0.1970337549	0.27983369	0.4579963724	0.1937002064	0.5410541238	0.9038763514	0.1809736189	0.5532381866	0.563557523	0.9097600367	0.9646479123	0.0184733711	0.6383049298	0.0040423899	0.9116377916	0.4060783837	0.3071336558	0.5709607992	0.6173356673	0.0649153051	0.7445388619	0.3274894564	0.4852781025	0.1275721376	0.0972903725	0.7000755904	0.6537005281	0.2042134751	0.7918658866	0.1261994058	0.6156911269	0.9138844496	0.4705065651	0.056302364	0.1568443226	0.5794188084	0.6834442981	0.3177781821	0.1108537063	0.453629722	0.5037849022	6.158350661	6.63	6.63	8		3.32	7.39	5.23	3.50	5.72	4.84	4.94	2.34	6.04	2.14
	5	0.1859735749	0.6578057469	0.5215677678	0.5283750545	0.3827373973	0.0753059956	0.7915095583	0.6266992037	0.0242063598	0.9419868258	0.4639430775	0.5962908566	0.3838294333	0.8001918519	0.8955042113	0.9581858	0.5540688839	0.7218362426	0.3650653809	0.5184331131	0.7429305197	0.5319608404	0.5987409586	0.446281812	0.1450023328	0.2792377985	0.605746125	0.2440202447	0.7341500626	0.2990921351	0.5951858636	0.531693127	0.9695273733	0.9396600161	0.6123451733	0.0532744238	0.4194433235	0.5642072458	0.2906883955	0.0620595011	0.5164690902	0.4825780268	5.8991142796	5.60	5.60	10		7.20	7.24	6.66	4.81	8.48	4.31	5.99	10.42	4.49	5.90
	6	0.8914214257	0.8611486498	0.5522163454	0.528055407	0.243479004	0.4186254482	0.5318537631	0.5471342144	0.6164467279	0.3346417053	0.7275151282	0.1374015289	0.6317422166	0.5516357928	0.8264478727	0.7558844542	0.7525521877	0.0263627454	0.1198497983	0.2561957771	0.3100542247	0.2538680892	0.4498309153	0.0007461263	0.5390336224	0.0605325497	0.701497477	0.6180489292	0.069860949	0.3157069746	0.7695240696	0.7072141818	0.7618066347	0.9142860685	0.4148053533	0.0147016039	0.5957785287	0.3522577497	0.7346872684	0.5749897818	0.4867460323	0.4686833024	5.7292628508	4.92	4.92	12		0.70	2.83	9.92	9.42	10.67	5.97	6.79	5.69	4.39	7.80
	7	0.5197554707	0.7298049353	0.6255967553	0.1970605479	0.5429677085	0.6971918996	0.3329731347	0.3404827869	0.0927768083	0.3723617235	0.1758131486	0.8722595571	0.6724368811	0.2139359901	0.2766858149	0.5427150291	0.2156279274	0.8932018078	0.3462818547	0.045422376	0.304481602	0.5251403247	0.6144561888	0.7855571337	0.167937519	0.5257007821	0.1187082336	0.0448886984	0.0632343441	0.2358200747	0.2002806624	0.1677125849	0.3166236902	0.772588236	0.8003922687	0.8637975071	0.5666439234	0.2212984323	0.5832305014	0.1180816714	0.4175481634	0.5900815279	7.2132550057	10.85	10.85
	8	0.3130585709	0.7595516068	0.7676575682	0.3763045692	0.8985012728	0.3923269432	0.2542364594	0.0675946942	0.058818866	0.8714099504	0.3284502349	0.9210840062	0.1773514282	0.9797031797	0.8762544431	0.9062126789	0.1260465119	0.1141202664	0.9864628654	0.2631276747	0.3882198177	0.9181568565	0.4298150495	0.4249283906	0.433051301	0.2081541231	0.4929704042	0.6736670399	0.2953259647	0.6076262296	0.7085281197	0.6659904837	0.9038676953	0.0959629919	0.6638704518	0.0830341876	0.6900838434	0.5247529217	0.8097714061	0.9763067334	0.5358089451	0.4413864777	5.3955819134	3.58	3.58
	9	0.4266060022	0.9088748628	0.2713544382	0.1832644051	0.0510494614	0.5680874646	0.3983172758	0.0852929305	0.8731979235	0.8881340122	0.5754607605	0.8114557572	0.518318066	0.6130535828	0.0105641057	0.9614088583	0.2077242036	0.2707306186	0.0567321239	0.3775160168	0.7961282117	0.9864941107	0.5699882019	0.0654581125	0.0754496611	0.2024490841	0.4637817164	0.0115634526	0.7759947609	0.255873485	0.1448232805	0.5207652301	0.6466518451	0.9790975266	0.9281355941	0.430996374	0.0267162297	0.5914184257	0.5316853654	0.8933002476	0.4738478446	0.4862514502	5.9440188195	5.78	5.78
	10	0.5673696486	0.3486454115	0.2579136738	0.1815173149	0.8928762926	0.1493967921	0.4372227034	0.1754974994	0.7722690405	0.6655740976	0.8145398176	0.8068754394	0.5350169037	0.6123386991	0.9896908617	0.9652795541	0.221827351	0.7777415479	0.4110689553	0.3195366228	0.3804991127	0.0931128881	0.6730006348	0.7505612931	0.4737865243	0.2687823839	0.9231192817	0.1657921069	0.4556088201	0.745549254	0.2505504045	0.8668499655	0.544838606	0.0712769547	0.2222992644	0.4124022695	0.4140155574	0.2581166707	0.1751501015	0.3604740127	0.4851996083	0.5018809816	6.1350768178	6.54	6.54
	11	0.5346514086	0.0228108953	0.2371299314	0.0643836812	0.5234599948	0.1119361322	0.5360809628	0.0624622912	0.6534893462	0.1301960067	0.8663087214	0.2292803377	0.973524036	0.1908847674	0.8906272568	0.0616156509	0.3386347715	0.9434183731	0.5231695334	0.2593148883	0.9428449732	0.891809097	0.6684687425	0.2428468894	0.2106281226	0.7901194299	0.97424773	0.298283333	0.6519400225	0.9142875012	0.4288767024	0.2094209144	0.934126963	0.2722308997	0.7909929973	0.5535537306	0.6625156788	0.7778086061	0.0696472967	0.2174275575	0.4913864044	0.4309985499	5.2685981522	3.07	3.07
	12	0.8445619605	0.6543411906	0.4961595053	0.9938281901	0.5979816562	0.9891720963	0.8704852428	0.2468964002	0.9808735748	0.3707054675	0.909723132	0.6022064343	0.4807186811	0.3494938125	0.5900591405	0.1821453759	0.0610639364	0.9202459908	0.9472028573	0.6905888105	0.4840346944	0.9160608786	0.8452153098	0.0708846397	0.3693730246	0.8238017366	0.7681825797	0.5324425484	0.3295947978	0.1618366105	0.6086786477	0.0443258191	0.5351968365	0.3794587369	0.8755823558	0.3056433212	0.9343848781	0.8052145427	0.2233508038	0.739570647	0.5882821716	0.4976785048	6.0837050406	6.33	6.33
	13	0.8742184003	0.910236255	0.6415874445	0.241619742	0.1588130418	0.91421043	0.6719596936	0.5274782626	0.5753439162	0.6639277244	0.6455080598	0.7459819609	0.5001651421	0.3331876733	0.4474661614	0.7764981161	0.1993256116	0.7881580357	0.7113956799	0.8282989428	0.9352441738	0.2443578718	0.0499862655	0.1264399916	0.9784848364	0.9109049752	0.2090886231	0.6706948588	0.1055352655	0.6731690955	0.4050135972	0.8498652679	0.7381227139	0.3144998464	0.9143180553	0.7289483396	0.2129705459	0.7950584302	0.4801701728	0.9625937517	0.5865211743	0.4958712598	6.0616129762	6.25	6.25
	14	0.857005866	0.865937458	0.5831025003	0.86098206	0.9161379262	0.6019006403	0.4775151035	0.8871582203	0.9922086021	0.6920083709	0.4255373826	0.4139614723	0.7269468278	0.556122676	0.892127852	0.7989617225	0.814403394	0.4670589954	0.1977205571	0.0249186762	0.9376461238	0.8339083509	0.0252414052	0.1071672732	0.7011166623	0.8780675335	0.7125732272	0.3929909011	0.7749667557	0.1598348123	0.9490190491	0.5274080446	0.8857325493	0.9906936549	0.8137119296	0.676187507	0.0488332746	0.8029171648	0.6608026389	0.9540436708	0.6471144708	0.5125359095	6.2653244333	7.06	7.06
	15	0.0578163905	0.0260981586	0.5213422271	0.3133396404	0.5199353051	0.4959579194	0.0140533473	0.2292512795	0.6881430261	0.46398625	0.0202883289	0.463005066	0.3840806303	0.2671974104	0.3570946651	0.2380332234	0.9356136153	0.8726430731	0.4389478001	0.117671929	0.8673412238	0.3694858947	0.9322989441	0.3192571401	0.6357001355	0.4223573874	0.1832290089	0.7034232328	0.5308963171	0.1440569091	0.9942309042	0.5530368764	0.5864899652	0.1292753368	0.8244100315	0.7422462523	0.81177113370.6156309768	0.3231497839	0.8653544119	0.4744535288	0.4940167686	6.0389433672	6.16	6.16
	16	0.5767941022	0.9062042729	0.0434914266	0.3406275838	0.514827891	0.3360446913	0.5062399317	0.9936964076	0.30374557	0.2965701238	0.8265127816	0.3933548325	0.3491372834	0.0885872482	0.2266918833	0.5523130124	0.4774218451	0.9712681017	0.0353540021	0.4229821056	0.318586175	0.0461514988	0.4651964174	0.905342014	0.5752469539	0.7116613815	0.4377542971	0.3962792972	0.0703045673	0.6724829051	0.6659378129	0.3865878331	0.8904362356	0.1855964981	0.9545349704	0.699270861	0.750452953	0.4097781812	0.6428443894	0.5860753986	0.4983096434	0.4404406924	5.3840204762	3.54	3.54
	17	0.0892591856	0.8257890003	0.2850988368	0.1670036373	0.3540493493	0.3299860774	0.0045933973	0.3230819258	0.198920329	0.8078779824	0.3809917495	0.9312990948	0.4997369055	0.1274756453	0.149639414	0.8200120185	0.549360557	0.4813572855	0.6212280542	0.2920468216	0.4031622201	0.6674903547	0.6341007424	0.7147184611	0.461333746	0.9700468232	0.0411773118	0.6137064963	0.4228273538	0.7987684231	0.9160103493	0.3489676864	0.4229750989	0.2497733627	0.2355218306	0.2712257064	0.9189900125	0.6122398544	0.0189375145	0.1966567017	0.4539359329	0.5330596275	6.5162097854	8.06	8.06
	18	0.1775202681	0.6378799896	0.8307048852	0.5640047617	0.3020919035	0.0559113886	0.3170739897	0.1949802392	0.112255701	0.6745668524	0.1323845412	0.3599056662	0.844875067	0.7293597165	0.253102388	0.9298793369	0.5562951463	0.5859588839	0.9135255024	0.9452862872	0.8679533607	0.3812820136	0.7819827673	0.0640848756	0.58889001	0.7001156943	0.0475604781	0.3027825306	0.8385602274	0.7113204272	0.0892421308	0.6582934312	0.3111147332	0.6691212937	0.6515524093	0.107539216	0.3539671927	0.5231263688	0.8353950067	0.6256876013	0.5056783571	0.4981515895	6.0894881072	6.36	6.36
	19	0.6914316925	0.7619785953	0.6031115352	0.3697145089	0.1775184273	0.6198011588	0.2785074675	0.4331655052	0.3297536591	0.7220131295	0.1022713403	0.6181601136	0.1618024063	0.2727595356	0.9827258141	0.561547461	0.1689418535	0.3892697772	0.229808584	0.1614304535	0.6198108158	0.3733485391	0.8673291452	0.2508624678	0.9316235795	0.6865014178	0.3417512922	0.5507674189	0.2981480919	0.3237378604	0.6408541198	0.0396374587	0.4908091879	0.4483611775	0.5664510834	0.3274167905	0.7716260313	0.3505806652	0.2640398405	0.3466007732	0.4531492694	0.5511347421	6.7371630003	8.95	8.95
	20	0.9201743791	0.2439042206	0.5946774761	0.5388195744	0.9583674464	0.338018538	0.8913888112	0.5408422711	0.8232717069	0.5627605922	0.0831032543	0.3683872202	0.1422164569	0.9191499502	0.1829882961	0.3393834007	0.2957049835	0.3299696187	0.8429524243	0.8470857082	0.4400668893	0.1082470375	0.3054821334	0.3513586347	0.9044781758	0.091491467	0.7490241555	0.3775578636	0.2071057225	0.1966273474	0.2885062484	0.6311922975	0.1508807307	0.0109836479	0.0817329907	0.9110288762	0.4259199531	0.1711868078	0.4369664405	0.6587394466	0.4565435799	0.4271783369	5.2218992313	2.89	2.89
	21	0.6986033628	0.1949533204	0.8478865969	0.3055953124	0.4628898778	0.2528164375	0.1215599431	0.0515284773	0.2725022343	0.4557695874	0.3244452007	0.5876429172	0.4524165369	0.3941358251	0.0192657743	0.4204966978	0.9093956835	0.3863345737	0.4031750986	0.7939701625	0.7922924568	0.315544878	0.1775739075	0.1646727048	0.461961204	0.1323115759	0.6433141898	0.1999852378	0.2663470906	0.0061035389	0.1541826732	0.4393607929	0.1736744378	0.8679809468	0.6522050886	0.5175020776	0.5992312055	0.2609959112	0.4521709216	0.9819477495	0.4153685552	0.5422863475	6.6289987496	8.52	8.52
	22	0.4944259274	0.9683598161	0.4730805196	0.3351102796	0.329383202	0.0837534086	0.7535524259	0.8497020372	0.1350342336	0.3825349848	0.0874123784	0.688295019	0.9567083209	0.0437461818	0.8425779697	0.1695673644	0.5324127089	0.0365406353	0.0769063984	0.5090656962	0.7455289491	0.0511360509	0.4184826391	0.129325251	0.3146172373	0.0672144852	0.3247860537	0.9351599071	0.4167742605	0.351339277	0.7143659482	0.9993040657	0.3765566962	0.3746400354	0.5511149481	0.7112326577	0.2272583153	0.1152418373	0.0014112614	0.0713254532	0.4161246209	0.4653136521	5.6880716837	4.75	4.75
	23	0.3024912129	0.9775290583	0.5242082224	0.4602796327	0.6176001136	0.6620424624	0.130350168	0.3803270363	0.4031501489	0.5489390459	0.3416965074	0.0127265512	0.198785866	0.4873166803	0.1484438995	0.0788638397	0.7330962264	0.9493662057	0.9368333198	0.8513603043	0.4208760206	0.6347248813	0.8443862328	0.9285197343	0.203638024	0.1403609162	0.6958851646	0.4995288568	0.0842294646	0.4288984797	0.4232964904	0.4061592009	0.1008387435	0.5486272275	0.279328567	0.4971833813	0.0493147776	0.5317576629	0.6033343643	0.5581186334	0.4656103331	0.4603744212	5.627693701	4.51	4.51
	24	0.2548593556	0.1850586769	0.6725927645	0.7448673943	0.554006025	0.1044985624	0.4917084557	0.2800709194	0.7878260001	0.4504735116	0.3116843606	0.2634322598	0.3795505102	0.7768872014	0.0205317667	0.8538075028	0.4548117164	0.9171940852	0.9744374831	0.1618481412	0.7219215622	0.2029896921	0.7730931832	0.7594796615	0.0610825659	0.1032070661	0.8079231849	0.824925617	0.805811875	0.089751006	0.6559565622	0.3607246234	0.8878535322	0.8208670455	0.9465810941	0.5842523619	0.1537732676	0.4185879736	0.1638155552	0.0438948339	0.4956659739	0.5199883126	6.3564238522	7.43	7.43
	25	0.860800323	0.1312993207	0.7019552422	0.1137610336	0.4584375007	0.5260211458	0.2649996832	0.7732156578	0.9623017781	0.977089399	0.2063148481	0.4294500482	0.8402502515	0.3090465671	0.3576626855	0.8165613424	0.6602707798	0.7306557876	0.9818172654	0.6386901	0.7867990873	0.3651636087	0.4831278427	0.0098702436	0.1469890488	0.7907749109	0.4117270438	0.7826243245	0.3648176984	0.0859429751	0.2572857961	0.0151302094	0.8051131108	0.2271883448	0.4280609162	0.1975853054	0.6966117795	0.6356133627	0.5701622903	0.7751800766	0.5144092184	0.518083342	6.3331371732	7.33	7.33
	26	0.5640558232	0.8035667477	0.0403563225	0.5507705474	0.3288734438	0.0774180933	0.5344217784	0.7676127225	0.9358742126	0.4319694078	0.5828807638	0.6833084206	0.9833252732	0.4488352851	0.2226620492	0.9753120477	0.7509470044	0.2618568886	0.9078296452	0.0062725007	0.8135566582	0.1512673257	0.8077329238	0.9563717979	0.7387543495	0.5177934658	0.4609545893	0.2463489823	0.6046823517	0.7967032524	0.6339690713	0.4215764725	0.5138632794	0.8625937513	0.744558237	0.5177722858	0.2529462198	0.3961520672	0.8207794297	0.0861062492	0.5550657934	0.4766699285	5.8268927006	5.31	5.31
	27	0.9357534831	0.2462842415	0.9688629269	0.4141315973	0.3977443149	0.4582438742	0.6244153306	0.5942888435	0.7220586034	0.5488713739	0.6770902187	0.9143650237	0.19022474	0.4084981955	0.0721052476	0.3569641418	0.9561633258	0.691349335	0.9531464277	0.0623930992	0.9739539058	0.4126363451	0.7128717936	0.325212245	0.1207853271	0.4440248829	0.9797019306	0.8639870906	0.4285440215	0.9421620885	0.185197901	0.0399131723	0.198592032	0.5836730102	0.4639606309	0.768682729	0.444408662	0.7487967394	0.1441047153	0.46373615	0.5359474929	0.4409798489	5.3906112157	3.56	3.56
	28	0.3033952096	0.8556804318	0.8488477757	0.7453325586	0.1223852898	0.1572584116	0.6461877306	0.4210293854	0.1409210267	0.1967298372	0.2950578679	0.9746477184	0.2265691657	0.3471036455	0.1162298333	0.7045196068	0.2983849603	0.6500217585	0.0750176102	0.9592772652	0.2733483113	0.7650925893	0.1856469509	0.4500315468	0.9711485217	0.8609589189	0.6888699031	0.60264517	0.7895412622	0.2960631116	0.8471458077	0.0303043217	0.8300706721	0.3353977678	0.1528048924	0.9081752241	0.4002024212	0.5993059847	0.9954028892	0.0631019679	0.5032463831	0.5724533776	6.9977655558	9.99	9.99
	29	0.6243594574	0.0455582367	0.6387699792	0.5712928106	0.8780196166	0.2419817827	0.714415172	0.4827313791	0.1162010002	0.421350449	0.2940868676	0.4384534301	0.2624639216	0.8695008113	0.5787946202	0.5532920298	0.0923513558	0.1939926291	0.4129373948	0.669481271	0.1868896194	0.6542788228	0.8836453353	0.4921653063	0.7668000073	0.9541986451	0.396220214	0.4900488137	0.980725902	0.9204102698	0.560587064	0.7368820971	0.1304028289	0.897509685	0.6539431844	0.587340876	0.4860701489	0.9062594726	0.5856078427	0.4659497066	0.5458992514	0.4829248145	5.9033534705	5.61	5.6130	0.9031352957	0.9030660885	0.22338182	0.0441816916	0.1197198601	0.9800732359	0.5105770158	0.5881990882	0.9145722221	0.2251206438	0.1211696683	0.218639735	0.4721644521	0.3384113416	0.7491126301	0.2464668778	0.7625340492	0.0582239692	0.0289285313	0.3184325691	0.5375884555	0.8675485771	0.4059031339	0.5860051704	0.3681057499	0.3778966619	0.5344435895	0.9818191868	0.657560105	0.1091180161	0.8593630182	0.0155286393	0.7180931993	0.6046370934	0.3522211032	0.3747812079	0.9375697828	0.0841634969	0.7810304913	0.7117822047	0.4897817417	0.4607872161	5.6327397746	4.53	4.53
	31	0.7636822314	0.3345218987	0.5508940948	0.5422320507	0.4722970273	0.6404323488	0.8974240975	0.8133884931	0.4997182158	0.943924649	0.495304995	0.601682797	0.3380768149	0.4637257132	0.4615564439	0.1571622476	0.7017610527	0.2066252781	0.4781832376	0.4489031686	0.8893460073	0.4784645723	0.2118917372	0.2000780066	0.1774293774	0.7452423964	0.2369017177	0.8230962277	0.8393792918	0.755351378	0.5172101476	0.7321863385	0.0133570999	0.391404911	0.198957916	0.1770199744	0.7244956759	0.4833599522	0.289417621	0.5817830983	0.5069467576	0.4360278988	5.3300777517	3.32	3.32
	32	0.2212766001	0.3688166962	0.3600999325	0.7527639244	0.1058281232	0.5493246247	0.1284661219	0.8771097113	0.3058013433	0.4863199669	0.3597220264	0.0413482822	0.2928066456	0.8653933325	0.2392459194	0.845501422	0.8807925594	0.4750531234	0.7080522764	0.9927333596	0.8456513023	0.3527665873	0.7319807534	0.9943062441	0.2929506297	0.2794610663	0.7984592308	0.8794323986	0.1169133193	0.4170360205	0.9220844806	0.0030111303	0.7836373427	0.3136700505	0.7648928559	0.2240646565	0.7503186963	0.091243409	0.3128463929	0.6757511817	0.5101733435	0.5193364106	6.3484548924	7.39	7.39
	33	0.2171927475	0.2613003989	0.4425448991	0.4447810544	0.4060620195	0.1464202512	0.204613845	0.7238990936	0.6243253881	0.7109631704	0.5806238139	0.5178035526	0.5600169644	0.1379339631	0.8607785986	0.9179436996	0.336400666	0.0022676639	0.4820540015	0.4636757708	0.9710721016	0.1104371901	0.8149706849	0.0384231501	0.565084157	0.9028331757	0.9359453601	0.1307082639	0.897187212	0.4869360078	0.4098599363	0.4457609117	0.0292411997	0.3891496072	0.0496190935	0.5204440106	0.4919546985	0.6984210755	0.4047090675	0.8590785001	0.4798359241	0.4750662173	5.8072886677	5.23	5.23
	34	0.4177098143	0.5394135979	0.7922720804	0.1154290591	0.8401165839	0.9962978699	0.8527068263	0.6450680118	0.4242708127	0.9749783503	0.4737056808	0.474817956	0.3984728339	0.6130285854	0.7650646142	0.9109031551	0.1912135893	0.1199875819	0.6093686747	0.8210815204	0.0529385191	0.1205228293	0.8660336329	0.5276353672	0.118267886	0.7202349283	0.6385579584	0.4890362058	0.0359040516	0.8250179571	0.7126838497	0.4794150191	0.5462292949	0.7292321922	0.0006869302	0.9576680714	0.4694557301	0.736052075	0.9787555409	0.5694945388	0.5637432444	0.4396867045	5.3748036024	3.50	3.50
	35	0.4125369003	0.7362248896	0.6759673875	0.8870394846	0.8261048159	0.3867240019	0.2277494997	0.9391637178	0.7381991079	0.0647652838	0.2711794088	0.4643006277	0.107791581	0.8324438876	0.6427470556	0.6301602686	0.0153245977	0.7142010983	0.3803136018	0.2712103371	0.7680477384	0.2081654393	0.6041061428	0.1377554784	0.1078807958	0.708622345	0.5913776811	0.1315329394	0.9963246387	0.1156035695	0.5539827852	0.8762608359	0.9689967829	0.7287319938	0.0882383423	0.8000870765	0.8665057398	0.164197272	0.7927349071	0.6608498506	0.5273537477	0.4850687978	5.9295618799	5.72	5.72
	36	0.7020363002	0.9098312002	0.6635444792	0.8816569625	0.9643559466	0.1510786825	0.9550682061	0.9361790523	0.4257996605	0.9897931067	0.9694275927	0.9597153663	0.5759393686	0.5118657578	0.2449342042	0.710146304	0.5581785107	0.0824806508	0.253798383	0.765246245	0.6946996345	0.8564369643	0.2787533342	0.8478222403	0.6735486344	0.1324651871	0.1519297244	0.3131502297	0.6597326656	0.4458353977	0.7607675233	0.7091731198	0.0005367043	0.4822997265	0.876940787	0.6467957832	0.3927139848	0.0553714241	0.0140831417	0.5218614408	0.5681498407	0.4671383848	5.7103775201	4.84	4.84
	37	0.7944050921	0.0637362723	0.1652567715	0.1980794432	0.5495384833	0.2287718831	0.9799912731	0.7056203624	0.1089062818	0.779920695	0.8124728133	0.5068266178	0.755540577	0.3753333926	0.3605755967	0.4242620795	0.8892101026	0.1437443163	0.924257292	0.3421919463	0.8784316571	0.2886313654	0.8599667662	0.944937977	0.4471988617	0.1513479736	0.5997761536	0.6129314432	0.8110306306	0.3431501069	0.2885268035	0.8330639642	0.7325194731	0.285072587	0.9092037814	0.5016640062	0.0535319056	0.9481714661	0.2032956467	0.7778729976	0.5394741715	0.4691698125	5.7352100312	4.94	4.94
	38	0.6943022851	0.9540688935	0.1219300368	0.6862182059	0.5603275492	0.188187628	0.4020211466	0.4610080701	0.7715833111	0.9310257551	0.8152675224	0.9536643788	0.1491912103	0.4182037128	0.3899903035	0.3060977231	0.39706583	0.7948433654	0.3680182679	0.5187363029	0.7205577931	0.8094127293	0.4537416961	0.4085243252	0.3287245492	0.6151246305	0.3503230325	0.7338288686	0.1446451874	0.7717122262	0.1971002596	0.9329766666	0.9751698767	0.3546856238	0.578837947	0.9788046094	0.0513958601	0.9700686155	0.2551994637	0.5252604702	0.5509461482	0.4160403904	5.0857471157	2.34	2.34
	39	0.3470655675	0.7422653949	0.9997701826	0.9542906228	0.2995337864	0.9326432464	0.7006496254	0.2912975865	0.044923587	0.405875147	0.3111460705	0.9768856269	0.205068928	0.1932693696	0.3098058933	0.8150054923	0.3802667284	0.8108665896	0.7321030338	0.1952215135	0.4818108206	0.0753965701	0.6810418041	0.7228847798	0.6627497323	0.0764481767	0.0088708411	0.3318576063	0.3848784619	0.1027018092	0.8457947649	0.7617135178	0.9997853858	0.1036008006	0.6747898268	0.3222159829	0.6944950818	0.8475250539	0.7548814757	0.9022994578	0.5270923986	0.4917024236	6.0106524273	6.04	6.04
	40	0.4496161754	0.8917854527	0.4362580455	0.701591507	0.5415175506	0.455191398	0.6460466817	0.0357874965	0.6803303087	0.7352891265	0.4858380986	0.6272936778	0.8625367198	0.1844517677	0.7121373344	0.1120879424	0.0270088899	0.4656344159	0.2069256439	0.4280754858	0.3406729862	0.9607241136	0.4828463089	0.2449262412	0.631942165	0.5153297703	0.2650009361	0.7855207533	0.8106451302	0.5571502235	0.9836720985	0.8550062349	0.2275597578	0.0757087802	0.7472573901	0.0261546994	0.0766296765	0.7913794195	0.3486057355	0.8682553445	0.5070097871	0.411938596	5.0356060971	2.14	2.14
	41	0.7120913161	0.660142594	0.4717421975	0.1914485872	0.4279016929	0.633852975	0.2813943563	0.7852998742	0.6413911553	0.3138629885	0.6597369602	0.4880133597	0.9905326224	0.2322116466	0.7619086064	0.9157505535	0.7975131585	0.5880568636	0.5177848283	0.3761256113	0.1409551415	0.5317721011	0.7451323423	0.156060494	0.8814387386	0.8211790074	0.0103591328	0.948369909	0.152202875	0.995762741	0.5972064854	0.3762199288	0.0672474911	0.6489372698	0.4242536893	0.8068094729	0.8871601784	0.0114389539	0.5532932558	0.1043924538	0.5326738402	0.5153647363	6.2999044835	7.20	7.20
	42	0.1603015645	0.5329917193	0.7230025182	0.8190583	0.1828915248	0.388992316	0.5048620405	0.4614266766	0.8827175446	0.3803329694	0.4614192434	0.8097164043	0.4361332878	0.4763460934	0.4063100199	0.5820322695	0.3502455045	0.9724266907	0.4138560901	0.6919881997	0.2274363093	0.8633202975	0.879968994	0.3868171202	0.1422641397	0.3874425746	0.2848520353	0.7431656611	0.8412848068	0.469414142	0.3276150938	0.7191628664	0.1098378774	0.9291209075	0.1077595043	0.517418725	0.7806253332	0.7327240737	0.2944548686	0.0525914636	0.5108581943	0.5162384203	6.3105845432	7.24	7.24
	43	0.4554672618	0.3553053426	0.6650968686	0.1276733348	0.0911480548	0.3763736301	0.5767486058	0.4593841013	0.8225860736	0.8291553794	0.3463079545	0.3017480909	0.67932757	0.8873917334	0.2855409512	0.5090089165	0.1878963015	0.5409044883	0.4343062434	0.5329434274	0.2487279738	0.9687572169	0.3759543992	0.4594817435	0.7815297863	0.6153587035	0.6491544718	0.5573943914	0.3816453021	0.3498385999	0.9762170351	0.6388286796	0.1477897777	0.654734264	0.3565336098	0.7279092081	0.0076597259	0.4374952679	0.8523529586	0.1697331203	0.4955352641	0.5043042628	6.1646994117	6.66	6.66
	44	0.210395668	0.5071823959	0.2496373739	0.8999756483	0.8721689621	0.7827036043	0.14342488040.7870771851	0.096362303	0.5855049377	0.4553198365	0.9074413578	0.1929021583	0.7034233611	0.5321560523	0.5159165138	0.0274091492	0.3965816698	0.0399058667	0.1268439325	0.9455880206	0.8312770724	0.1834547238	0.9201697377	0.1983210208	0.9220727669	0.8879704523	0.9691391349	0.1267707567	0.2269280671	0.8718738143	0.8840572367	0.5374487125	0.4951324353	0.9069739147	0.6021436813	0.8644209334	0.6893135837	0.9600327359	0.6928259994	0.5687061914	0.4665239993	5.70286717	4.81	4.81
	45	0.6307197093	0.5095924078	0.9183639339	0.4635214054	0.4550497884	0.2552988684	0.5015139311	0.5796438437	0.8935158864	0.4308476185	0.5657879094	0.8143856808	0.2930981257	0.7280195513	0.0913403832	0.2652303569	0.0386617653	0.9085235953	0.8215568237	0.7208925611	0.0971692331	0.5103651258	0.507227897	0.696503418	0.5713951025	0.8826281619	0.5025050897	0.313812732	0.1661679987	0.1472427231	0.2821108655	0.8221366246	0.4151176109	0.0813841154	0.4847245859	0.6914850539	0.2860417707	0.4275568357	0.2470099369	0.0959168179	0.4778516461	0.5415483093	6.619976847	8.48	8.48
	46	0.5148036252	0.0977299966	0.0176238858	0.2955095064	0.4101893343	0.680778786	0.1397838202	0.02822471	0.4062039248	0.5400729293	0.2675658589	0.9756270696	0.8447777802	0.7739058651	0.7408280039	0.8831537654	0.6644566768	0.8403502017	0.2906580545	0.7640798632	0.2396630329	0.9419733044	0.3311496003	0.4315514187	0.4778102375	0.7856695876	0.2723464152	0.9254702031	0.2541917735	0.628734877	0.0165543156	0.7912600334	0.1761150967	0.8376917032	0.1815444062	0.1589400397	0.1614566668	0.8772514354	0.6976737794	0.0655146515	0.4857221559	0.4561853526	5.5764858278	4.31	4.31
	47	0.5113643609	0.320715416	0.9574277426	0.1091871211	0.5380432891	0.3344693818	0.0351255307	0.1791641734	0.7826743384	0.8560046525	0.03301895	0.4904350697	0.7741461881	0.1010406096	0.5311537584	0.6723877722	0.7316377258	0.6254317797	0.5768355272	0.3130398393	0.5755886008	0.0669755112	0.9778228744	0.4097766196	0.6275079655	0.9670560894	0.6691809476	0.2374132005	0.8463689002	0.4002956086	0.5144992865	0.1088199628	0.9321813494	0.1643599244	0.3901447777	0.8231884125	0.7447261007	0.1663622182	0.0546723305	0.1482846428	0.4824632137	0.4907079135	5.9984953704	5.99	5.99
	48	0.8539883293	0.2307094421	0.0087574323	0.2180692496	0.8694275101	0.8589033052	0.5006874108	0.4623882988	0.3268099651	0.811994271	0.8070623928	0.3710865788	0.65261743	0.5671069057	0.7682474147	0.1691864959	0.7919032024	0.4926781335	0.8032759399	0.1843332354	0.5480322206	0.4357657154	0.8664177267	0.2998204527	0.7479930039	0.2506185554	0.5361595827	0.8345882896	0.702918809	0.5769500946	0.4382062379	0.8347899048	0.6829819341	0.7769019977	0.1658459827	0.9847229227	0.1751508616	0.3679391358	0.7415795469	0.2640566172	0.5495168134	0.5811929967	7.1046001179	10.42	10.42
	49	0.8660225527	0.4188166157	0.4093102306	0.0471013156	0.7933474546	0.6766782195	0.8681207454	0.025167674	0.3830531997	0.1768013174	0.5770650517	0.5671996771	0.6793555802	0.1624800362	0.9277621405	0.7633086298	0.6653805501	0.9137098136	0.7554062236	0.0558487046	0.7014546718	0.1976587883	0.4182865391	0.2034272381	0.0702320817	0.9606013677	0.2773588244	0.152341168	0.3539378131	0.2345892917	0.1127612099	0.6391697218	0.4971645511	0.8643834862	0.3215448982	0.1037720219	0.3563543191	0.9670946349	0.047736234	0.0288812403	0.4560171458	0.4600392633	5.623596675	4.49	4.49
	50	0.0207248906	0.7504771374	0.6472930055	0.2759340787	0.1599137427	0.7241942602	0.5231559738	0.1261455004	0.0862864257	0.6303139149	0.5242855314	0.2195309827	0.2251084696	0.0016067502	0.9912208503	0.9912973547	0.7426473069	0.7505283366	0.1501211898	0.5515318856	0.8059758155	0.6998106771	0.0519864045	0.7698053496	0.4696658394	0.7995359347	0.4537420085	0.4115924062	0.460348163	0.2906360814	0.5482823135	0.8919277748	0.83400378	0.9624506384	0.4390464869	0.0868749119	0.4098366536	0.2171016379	0.3665123293	0.7289130125	0.4947591452	0.4888312006	5.9755541188	5.90	5.90
	51	0.5451525716	0.1547330281	0.8443963249	0.0276340885	0.6057101659	0.8908658603	0.4049406765	0.1337108956	0.3860327268	0.4387365136	0.0426272436	0.853486466	0.3019092739	0.2623062862	0.3213634052	0.3213297212	0.990518671	0.0951945127	0.116636087	0.6943378135	0.3029935406	0.9108892533	0.0546838389	0.261308511	0.5222135136	0.8702439089	0.8767564614	0.8365342236	0.8139369614	0.8862249199	0.8262651504	0.9613692904	0.8191277759	0.8652144708	0.4826445942	0.2638863227	0.8389023664	0.0714671837	0.0905378909	0.3839537112	0.5092694055	0.3825196758	4.6759843099	0.70	0.70
	52	0.6615169863	0.9696490193	0.1343455363	0.6188394356	0.8334237898	0.2663665507	0.1972214225	0.122917298	0.3821103407	0.9169832186	0.9035166917	0.6487557531	0.6415777099	0.1460161817	0.2362476293	0.3992947251	0.6848221077	0.8492462732	0.658975695	0.0116273753	0.4037796894	0.7316561745	0.8066169077	0.9959773807	0.7051829483	0.8130620695	0.2939111244	0.7124794489	0.471994489	0.6692037387	0.4612449536	0.0980162674	0.829088784	0.6922747929	0.0420680258	0.361408599	0.6051778335	0.6628299697	0.8644598707	0.071717119	0.5393900982	0.4260574905	5.2081978177	2.83	2.83
	53	0.6349476653	0.032348123	0.9022429545	0.1393832778	0.0944987549	0.2835987968	0.435110249	0.4290819899	0.2255496714	0.3346498119	0.8071296152	0.0312774104	0.3867744316	0.72301938	0.9846578687	0.536255687	0.7784294356	0.1668141056	0.4926580581	0.6061157474	0.8740825091	0.5756492309	0.6624236461	0.8739549786	0.3231716525	0.0801262285	0.1310172227	0.9314715564	0.1934822187	0.4001969425	0.5454989445	0.5564608267	0.2131061232	0.1265633883	0.1903630766	0.7671018517	0.9186127025	0.9066778242	0.6942383936	0.3265909979	0.4828833337	0.5710037775	6.9800454025	9.92	9.92
	54	0.5223054575	0.7732250605	0.0546461336	0.8910049559	0.7709993216	0.1956647784	0.8351160183	0.8857424486	0.087914957	0.6241196193	0.6901081792	0.7637544886	0.0441600186	0.9068699405	0.5810121843	0.3319893889	0.6791156456	0.8060829021	0.7515089136	0.7803673719	0.1992865494	0.4045285677	0.0863905881	0.6532925594	0.1975532445	0.3817414756	0.2943586681	0.1078066262	0.980203293	0.7878677391	0.8603927723	0.1287433037	0.5993124911	0.0593016545	0.6128755312	0.2619189915	0.5177424667	0.9600923201	0.2780028365	0.4771839549	0.5206075854	0.5606832635	6.8538857185	9.42	9.42
	55	0.1344012799	0.1662972712	0.4168279415	0.8785404052	0.3566460018	0.8317105337	0.4404789485	0.1550805823	0.2577260455	0.3388194554	0.7571987981	0.6607230578	0.1724773912	0.1117861755	0.0633569602	0.440033265	0.7780227413	0.1726694451	0.997947016	0.0489712708	0.1581772608	0.6702050496	0.2951195595	0.580520574	0.5038843108	0.8591437067	0.8616702743	0.6750910109	0.2801449047	0.5144358467	0.4857772988	0.0301783915	0.5933098226	0.1070947431	0.988799316	0.2094091948	0.8190296097	0.9011234357	0.1445889555	0.2194594215	0.4519219318	0.5862706816	7.1666705846	10.67	10.67
	56	0.6487560631	0.6446230512	0.054312739	0.6167368498	0.1839293196	0.5811749735	0.9307421194	0.0296819545	0.7178025	0.7496799056	0.8176801381	0.6479628881	0.8548512674	0.7056237785	0.1424559656	0.2713646987	0.2840331214	0.7006126599	0.9282601394	0.6541563758	0.681093935	0.2348622231	0.7932199682	0.4246343704	0.5454786042	0.3566992757	0.3549135589	0.8173893036	0.791677201	0.2731180626	0.5038194582	0.2222262518	0.6953459233	0.2036400193	0.1599566886	0.1459655381	0.7388764793	0.7172298752	0.1259310052	0.9797294648	0.5232561929	0.490296197	5.9934624784	5.97	5.97
	57	0.501859154	0.9700784478	0.3517630235	0.8759805818	0.2166207698	0.643906793	0.0199406036	0.047994838	0.5686307595	0.7340163488	0.9858888832	0.6260492461	0.6409727069	0.2042812665	0.4576453352	0.7461640938	0.2888923533	0.4231284085	0.7554266235	0.2561960704	0.312934301	0.5390971894	0.684824532	0.8730556541	0.4909059352	0.3985168283	0.0450975017	0.1138910042	0.7348796021	0.4638996272	0.1695655756	0.5148448224	0.5023282284	0.5768586063	0.5396998571	0.603623306	0.3958151633	0.5120457983	0.013111708	0.9814109998	0.4945460637	0.5069635828	6.1972073823	6.79	6.79
	58	0.727229502	0.3322657153	0.3929169128	0.0483271645	0.8324091956	0.3020368915	0.5156384879	0.2969162404	0.2257238788	0.0455406758	0.466304006	0.7829701937	0.761599038	0.87547967290.2971940728	0.9543154933	0.543786382	0.7373843149	0.062683636	0.8273156839	0.2786586312	0.9177442406	0.377513809	0.7744447011	0.0327367364	0.7188148814	0.6922774875	0.0685321066	0.2651463303	0.2134371399	0.3774776085	0.4189197006	0.4217061429	0.787356066	0.8352516307	0.2175922547	0.1848608287	0.7295259891	0.8860662767	0.268230377	0.4873582524	0.4844388087	5.9218607878	5.69	5.69
	59	0.6303202493	0.5864950523	0.1792356047	0.4842005945	0.5453655716	0.246606024	0.1290891705	0.9960705293	0.6199950934	0.1831392706	0.8221034914	0.0897157317	0.3095279125	0.0849555456	0.5597399927	0.417795693	0.3828281008	0.9661048166	0.3267312698	0.0391273475	0.4810071411	0.1824593364	0.1444700821	0.0520033518	0.9362454631	0.0780202848	0.4485440809	0.3627456917	0.7367654969	0.9852717703	0.5653828855	0.836645338	0.9051910848	0.0929708585	0.2781280914	0.7073123704	0.7261171349	0.4077084176	0.3156966484	0.6681107731	0.4627485841	0.4578247659	5.5965262903	4.39	4.39
	60	0.2181204311	0.3720804533	0.4134589515	0.7916901047	0.3998453423	0.0924334225	0.9999697532	0.9142730147	0.2866046365	0.9554621391	0.8049946617	0.0638992754	0.7661103225	0.1808046147	0.8934478059	0.7622285902	0.0583110054	0.8837114218	0.1412006922	0.9433253553	0.609641762	0.5030718302	0.8797717818	0.4499959181	0.621238589	0.3955099111	0.5141636359	0.8123951984	0.7445702871	0.6361169625	0.5160156852	0.0013713307	0.6791661548	0.3021331517	0.4610096583	0.787181639	0.1222038529	0.3753665143	0.68586419	0.0835372155	0.5280574316	0.5276716104	6.4503457657	7.80	7.80
		0.5317936537																																									0.4908307157	5.9999965243	6.00
Histograma
				TABELA 2 - QUANTIDADES BRUTAS			TABELA 2 - QUANTIDADES PERCENTUAIS
	Bloco	Freqüência		INTERVALO DE CLASSE	FREQÜÊNCIA		INTERVALO DE CLASSE	FREQÜÊNCIA	% FREQÜÊNCIA
	2	1		0 a 2 minutos	1		0 a 2 minutos	1	1.67%
	4	10		2 a 4 minutos	10		2 a 4 minutos	10	16.67%
	6	20		4 a 6 minutos	20		4 a 6 minutos	20	33.33%
	8	19		6 a 8 minutos	19		6 a 8 minutos	19	31.67%
	10	7		8 a 10 minutos	7		8 a 10 minutos	7	11.67%
	12	3		10 a 12 minutos	3		10 a 12 minutos	3	5.00%
							TOTAL	60	100.00%
	Bloco	Freqüência	%Frequencia
	2	1	1.67
	4	10	16.67
	6	20	33.33
	8	19	31.67
	10	7	11.67
	12	3	5.00
	Total	60
Histograma
	
Freqüência
Intervalos de classes (minutos)
Freqüência
HISTOGRAMA A
QUANTIDADES BRUTAS
Plan2
	
Freqüência
Intervalos de classes (minutos)
Freqüência (%)
HISTOGRAMA B
QUANTIDADES PERCENTUAIS
Plan3
	
	
CONJUNTO DE MÁQUINAS
0.21
0.22
0.23
0.24
0.25
20
25
30
35
40
TEMPERATURA
VARIAÇÃO 
DIMENSIONAL
Gráf4
	20	20	20
	22	22	22
	24	24	24
	26	26	26
	28	28	28
	30	30	30
	32	32	32
	34	34	34
	36	36	36
TEMPERATURA
VARIAÇÃO DIMENSIONAL
CONJUNTO DE MÁQUINAS
0.23
0.22
0.22
0.24
0.22
0.23
0.22
0.22
0.23
0.22
0.23
0.24
0.23
0.23
0.22
0.22
0.24
0.23
0.23
0.24
0.23
0.23
0.24
0.22
0.23
0.24
0.23
Temporal
	Dia	Hora	% Defeitos
	1/4	8:00	0.3
	1/4	10:00	0.2
	1/4	12:00	0.3
	1/4	14:00	0.4
	1/4	16:00	0.6
	1/4	18:00	0.8
	1/4	20:00	0.7
	1/4	22:00	0.9
	2/4	8:00	0.3
	2/4	10:00	0.4
	2/4	12:00	0.5
	2/4	14:00	0.4
	2/4	16:00	0.7
	2/4	18:00	0.9
	2/4	20:00	0.8
	2/4	22:00	0.6
	3/4	8:00	0.3
	3/4	10:00	0.4
	3/4	12:00	0.3
	3/4	14:00	0.5
	3/4	16:00	0.6
	3/4	18:00	0.7
	3/4	20:00	0.9
	3/4	22:00	0.8
Temporal
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
HORA
% DEFEITOS
A - CORRELAÇÃO TEMPORAL
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
Causal
	Capacitação	%Defeitos
	1	0.5
	2	0.7
	3	0.55
	4	0.7
	5	0.55
	110	0.4
	112	0.55
	114	0.5
	116	0.5
	116	0.65
	120	0.7
	122	0.6
	124	0.8
	126	0.6
Causal
	0
	0
	0
	0
	0
%Defeitos
CAPACITAÇÃO (ANOS)
% DEF. POR OPERADOR
DEFEITOS X CAPACITAÇÃO
0
0
0
0
0
Extratificação
	0
	0
	0
	0
	0
	0
	0
	0
	0
TEMPERATURA
% DEFEITOS
DEFEITOS X TEMPERATURA
0
0
0
0
0
0
0
0
0
	Temperatura	Máquina A	Máquina B	Máquina C
	20	0.230	0.220	0.220	0.223
	22	0.240	0.220	0.230	0.230
	24	0.220	0.220	0.230	0.223
	26	0.220	0.230	0.240	0.230
	28	0.230	0.230	0.220	0.227
	30	0.220	0.240	0.230	0.230
	32	0.230	0.240	0.230	0.233
	34	0.230	0.240	0.220	0.230
	36	0.230	0.240	0.230	0.233
	
TEMPERATURA
VARIAÇÃO DIMENSIONAL
CONJUNTO DE MÁQUINAS
	
Máquina A
Máquina B
Máquina C
TEMPERATURA
VARIAÇÃO DIMENSIONAL
CORRELAÇÃO EXTRATIFICADA
CORRELAÇÃO EXTRATIFICADA
0.21
0.22
0.23
0.24
0.25
20
25
30
35
40
TEMPERATURA
VARIAÇÃO 
DIMENSIONAL
Máquina A
Máquina B
Máquina C
Gráf1
	20	20	20
	22	22	22
	24	24	24
	26	26	26
	28	28	28
	30	30	30
	32	32	32
	34	34	34
	36	36	36
Máquina A
Máquina B
Máquina C
TEMPERATURA
VARIAÇÃO DIMENSIONAL
CORRELAÇÃO EXTRATIFICADA
0.23
0.22
0.22
0.24
0.22
0.23
0.22
0.22
0.23
0.22
0.23
0.24
0.23
0.23
0.22
0.22
0.24
0.23
0.23
0.24
0.23
0.23
0.24
0.22
0.23
0.24
0.23
Temporal
	Dia	Hora	% Defeitos
	1/4	8:00	0.3
	1/4	10:00	0.2
	1/4	12:00	0.3
	1/4	14:00	0.4
	1/4	16:00	0.6
	1/4	18:00	0.8
	1/4	20:00	0.7
	1/4	22:00	0.9
	2/4	8:00	0.3
	2/4	10:00	0.4
	2/4	12:00	0.5
	2/4	14:00	0.4
	2/4	16:00	0.7
	2/4	18:00	0.9
	2/4	20:00	0.8
	2/4	22:00	0.6
	3/4	8:00	0.3
	3/4	10:00	0.4
	3/4	12:00	0.3
	3/4	14:00	0.5
	3/4	16:00	0.6
	3/4	18:00	0.7
	3/4	20:00	0.9
	3/4	22:00	0.8
Temporal
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
	0
HORA
% DEFEITOS
A - CORRELAÇÃO TEMPORAL
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
Causal
	Capacitação	%Defeitos
	1	0.5
	2	0.7
	3	0.55
	4	0.7
	5	0.55
	110	0.4
	112	0.55
	114	0.5
	116	0.5
	116	0.65
	120	0.7
	122	0.6
	124	0.8
	126	0.6
Causal
	0
	0
	0
	0
	0
%Defeitos
CAPACITAÇÃO (ANOS)
% DEF. POR OPERADOR
DEFEITOS X CAPACITAÇÃO
0
0
0
0
0
Extratificação
	0
	0
	0
	0
	0
	0
	0
	0
	0
TEMPERATURA
% DEFEITOS
DEFEITOS X TEMPERATURA
0
0
0
0
0
0
0
0
0
	Temperatura	Máquina A	Máquina B	Máquina C
	20	0.230	0.220	0.220	0.223
	22	0.240	0.220	0.230	0.230
	24	0.220	0.220	0.230	0.223
	26	0.220	0.230	0.240	0.230
	28	0.230	0.230	0.220	0.227
	30	0.220	0.240	0.230	0.230
	32	0.230	0.240	0.230	0.233
	34	0.230	0.240	0.220	0.230
	36	0.230	0.240	0.230	0.233
	
TEMPERATURA
VARIAÇÃO DIMENSIONAL
CONJUNTO DE MÁQUINAS
	
Máquina A
Máquina B
Máquina C
TEMPERATURA
VARIAÇÃO DIMENSIONAL
CORRELAÇÃO EXTRATIFICADA
 
TABELA 1 
-
 TEMPOS DE ATENDIMENTO
 
6,66
 
7,09
 
6,98
 
6,63
 
5,60
 
4,92
 
10,85
 
3,58
 
5,78
 
6,54
 
3,07
 
6,33
 
6,25
 
7,06
 
6,16
 
3,54
 
8,06
 
6,36
 
8,95
 
2,89
 
8,52
 
4,75
 
4,51
 
7,43
 
7,33
 
5,31
 
3,56
 
9,99
 
5,61
 
4,53
 
3,32
 
7,39
 
5,23
 
3,50
 
5,72
 
4,84
 
4,94
 
2,34
 
6,04
 
2,
14
 
7,20
 
7,24
 
6,66
 
4,81
 
8,48
 
4,31
 
5,99
 
10,42
 
4,49
 
5,90
 
0,70
 
2,83
 
9,92
 
9,42
 
10,67
 
5,97
 
6,79
 
5,69
 
4,39
 
7,80
 
 
 
 
 
 
TABELA 2 
-
 QUANTIDADES BRUTAS
 
 
TABELA 3 
-
 QUANTIDADES PERCENTUAIS
 
INTERVALO DE CLASSE
 
FREQÜÊNCIA
 
 
INTERVALO DE CLASSE
 
FREQÜÊNCIA
 
% FREQÜÊNCI
A
 
0 a 2 minutos
 
1
 
 
0 a 2 minutos
 
1
 
1,67%
 
2 a 4 minutos
 
10
 
 
2 a 4 minutos
 
10
 
16,67%
 
4 a 6 minutos
 
20
 
 
4 a 6 minutos
 
20
 
33,33%
 
6 a 8 minutos
 
19
 
 
6 a 8 minutos
 
19
 
31,67%
 
8 a 10 minutos
 
7
 
 
8 a 10 minutos
 
7
 
11,67%
 
10 a 12 minutos
 
3
 
 
10 a 12 minutos
 
3
 
5,00
%
 
 
 
 
TOTAL
 
60
 
100,00%
 
 
 
 
 
 
HISTOGRAMA A
QUANTIDADES BRUTAS
0
5
10
15
20
25
2
4
6
8
10
12
Intervalos de classes (minutos)
 
HISTOGRAMA B
QUANTIDADES PERCENTUAIS
0
10
20
30
40
2
4
6
8
10
12
Intervalos de classes (minutos)
 
 
 
trempo
Desempenho
Melhoramento
contínuo 
(“
kaizen
”)
Melhoramentos
radicais
(“
re
-
engenharia
”)