Ex. 12 ANOVA Box-Plot-MANOVA-RANOVA-RMANOVA

 Ex. 12 ANOVA Box-Plot-MANOVA-RANOVA-RMANOVA

Banco de Dados Ajustado

Economia	Habitan	IDH	Rend_Cap	Cap_Empr	Teci_Emr	Gov_Desenv.	Org_Prod	Ins_Compet	Edu_Empr	Geral
Cafe	136	0,778	0,9	0,522	0,638	0,7	0,538	0,759	0,002	0,629
Cafe	57	0,731	0,68	0,469	0,484	0,533	0,513	0,559	0,003	0,516
Cafe	167	0,779	0,95	0,501	0,615	0,687	0,56	0,797	0,006	0,632
Cafe	81	0,761	0,78	0,507	0,535	0,522	0,46	0,617	0,003	0,528
Cafe	52	0,751	0,75	0,482	0,513	0,745	0,526	0,642	0	0,582
Cafe	91	0,729	0,72	0,474	0,525	0,598	0,503	0,512	0	0,522
Cafe	12	0,696	0,72	0,49	0,36	0,506	0,475	0,396	0	0,445
Cafe	29	0,682	0,5	0,414	0,448	0,434	0,411	0,337	0	0,409
Cafe	90	0,689	0,59	0,443	0,476	0,56	0,453	0,555	0	0,497
Cafe	92	0,706	0,61	0,459	0,528	0,73	0,485	0,493	0	0,539
Cafe	23	0,697	0,55	0,408	0,392	0,553	0,42	0,43	0	0,441
Cafe	6	0,661	0,51	0,436	0,317	0,309	0,422	0,275	0	0,352
Cafe	174	724	0,71	0,438	0,523	0,592	0,526	0,568	0	0,529
Cafe	30	0,678	0,54	0,39	0,394	0,574	0,468	0,364	0	0,438
Cafe	131	0,735	0,7	0,409	0,456	0,631	0,508	0,477	0	0,496
Cafe	353	0,78	0,85	0,593	0,631	0,747	0,574	0,731	0,1	0,655
Cafe	15	0,73	0,61	0,51	0,509	0,517	0,464	0,514	0	0,503
Cafe	63	0,761	0,94	0,52	0,511	0,617	0,523	0,599	0	0,554
Cafe	44	0,787	1,05	0,502	0,564	0,607	0,506	0,602	0	0,556
Cafe	6	0,714	0,64	0,727	0,493	0,335	0,384	0,432	0	0,474
Cafe	91	0,797	1	0,589	0,627	0,644	0,528	0,684	0,005	0,614
Cafe	114	0,778	0,87	0,537	0,575	0,659	0,51	0,612	0	0,579
Cafe	91	0,767	0,85	0,508	0,545	0,647	0,535	0,615	0	0,57
Cafe	32	0,551	0,27	0,258	0,237	0,433	0,352	0,228	0	0,301
Cafe	338	0,678	0,56	0,427	0,496	0,672	0,493	0,634	0	0,544
Cafe	26	0,56	0,26	0,253	0,302	0,44	0,381	0,19	0	0,313
Cafe	16	0,545	0,25	0,162	0,291	0,279	0,323	0,104	0	0,232
Cafe	85	0,718	0,74	0,462	0,546	0,696	0,428	0,506	0,301	0,527
Cafe	55	0,7	0,66	0,434	0,627	0,627	0,42	0,443	0,014	0,51
Cafe	129	0,714	0,74	0,414	0,532	0,723	0,487	0,553	0,009	0,542
Cafe	108	0,702	0,69	0,388	0,558	0,718	0,448	0,487	0,201	0,52
Cafe	39	0,743	0,77	0,425	0,508	0,657	0,525	0,623	0,012	0,547
Cafe	11	0,716	0,64	0,652	0,445	0,664	0,492	0,421	0,006	0,535
Cafe	14	0,713	0,61	0,541	0,497	0,573	0,432	0,287	0	0,463
Cafe	31	0,71	0,79	0,513	0,521	0,6	0,459	0,55	0	0,529
Cafe	7	687	0,54	0,449	0,502	0,512	0,47	0,259	0	0,438
Cafe	12	0,7	0,62	0,615	0,449	0,534	0,446	0,434	0	0,496
Cafe	6	0,697	0,55	0,413	0,419	0,555	0,403	0,227	0	0,403
Industria	2183	0,737	0,79	0,352	0,613	0,714	0,587	0,752	0,108	0,604
Industria	590	0,809	1,13	0,584	0,706	0,809	0,606	0,843	0,024	0,71
Industria	299	0,694	0,55	0,34	0,586	0,635	0,531	0,676	0,001	0,554
Industria	273	0,771	0,92	0,463	0,576	0,661	0,541	0,697	0	0,588
Servicos	3015	0,824	1,72	0,492	0,659	0,548	0,677	0,707	0,137	0,617
Servicos	6719	0,799	1,49	0,494	0,798	0,762	0,761	0,767	0,014	0,716
Servicos	501	0,847	1,8	0,637	0,688	0,8	0,599	0,811	0,201	0,703
Servicos	1484	0,805	1,76	0,511	0,773	0,846	0,65	0,804	0,205	0,716
Gado	128	0,594	0,42	0,111	0,461	0,49	0,275	0,287	0	0,325
Gado	111	0,7	0,63	0,309	0,417	0,652	0,44	0,608	0	0,485
Gado	530	0,736	0,93	0,342	0,471	0,669	0,466	0,647	0,054	0,519
Gado	94	0,708	0,59	0,351	0,453	0,672	0,468	0,492	0	0,487
Soja	90	0,744	0,99	0,474	0,518	0,683	0,537	0,578	0	0,558
Soja	26	0,618	0,29	0,27	0,352	0,587	0,368	0,319	0	0,379
Soja	236	0,754	0,94	0,514	0,598	0,639	0,554	0,639	0,004	0,589
Soja	143	0,754	0,88	0,512	0,586	0,774	0,521	0,571	0	0,593
Soja	232	755	0,84	0,452	0,509	0,626	0,567	0,651	0	0,561
Cana	340	0,772	0,98	0,264	0,693	0,651	0,487	0,555	0,014	0,53
Cana	34	0,712	0,69	0,222	0,547	0,468	0,379	0,394	0,002	0,402
Cana	51	0,74	0,76	0,244	0,526	0,55	0,366	0,415	0,005	0,42
Cana	199	0,788	1,04	0,342	0,706	0,611	0,467	0,529	0,032	0,531
Frango	336	0,782	1	0,311	0,687	0,622	0,502	0,566	0,015	0,538
Frango	44	0,719	0,77	0,272	0,536	0,501	0,331	0,403	0,003	0,409
Frango	42	0,671	0,6	0,264	0,557	0,513	0,314	0,439	0,049	0,417
Frango	145	0,768	0,88	0,32	0,657	0,619	0,452	0,54	0,005	0,518
Milho	95	0,744	0,99	0,28	0,622	0,61	0,425	0,483	0,002	0,484
Milho	48	0,758	0,98	0,278	0,591	0,508	0,382	0,389	0,002	0,43
Milho	37	0,734	0,82	0,287	0,56	0,63	0,338	0,388	0,002	0,441
Milho	103	0,757	0,99	0,279	0,644	0,622	0,42	0,473	0,014	0,488

 

ANOVA e Box Plot - Dados Brutos

 data anova;

input Economia $ Habitan IDH Rend_Cap 

      Cap_Empr Teci_Emr Gov_Desenv 

      Org_Prod Ins_Compet Edu_Empr Geral;

datalines;      

Cafe 136 0.778 0.9 0.522 0.638 0.7 0.538 0.759 0.002 0.629

Cafe 57 0.731 0.68 0.469 0.484 0.533 0.513 0.559 0.003 0.516

Cafe 167 0.779 0.95 0.501 0.615 0.687 0.56 0.797 0.006 0.632

Cafe 81 0.761 0.78 0.507 0.535 0.522 0.46 0.617 0.003 0.528

Cafe 52 0.751 0.75 0.482 0.513 0.745 0.526 0.642 0 0.582

Cafe 91 0.729 0.72 0.474 0.525 0.598 0.503 0.512 0 0.522

Cafe 12 0.696 0.72 0.49 0.36 0.506 0.475 0.396 0 0.445

Cafe 29 0.682 0.5 0.414 0.448 0.434 0.411 0.337 0 0.409

Cafe 90 0.689 0.59 0.443 0.476 0.56 0.453 0.555 0 0.497

Cafe 92 0.706 0.61 0.459 0.528 0.73 0.485 0.493 0 0.539

Cafe 23 0.697 0.55 0.408 0.392 0.553 0.42 0.43 0 0.441

Cafe 6 0.661 0.51 0.436 0.317 0.309 0.422 0.275 0 0.352

Cafe 174 0.724 0.71 0.438 0.523 0.592 0.526 0.568 0 0.529

Cafe 30 0.678 0.54 0.39 0.394 0.574 0.468 0.364 0 0.438

Cafe 131 0.735 0.7 0.409 0.456 0.631 0.508 0.477 0 0.496

Cafe 353 0.78 0.85 0.593 0.631 0.747 0.574 0.731 0.1 0.655

Cafe 15 0.73 0.61 0.51 0.509 0.517 0.464 0.514 0 0.503

Cafe 63 0.761 0.94 0.52 0.511 0.617 0.523 0.599 0 0.554

Cafe 44 0.787 1.05 0.502 0.564 0.607 0.506 0.602 0 0.556

Cafe 6 0.714 0.64 0.727 0.493 0.335 0.384 0.432 0 0.474

Cafe 91 0.797 1 0.589 0.627 0.644 0.528 0.684 0.005 0.614

Cafe 114 0.778 0.87 0.537 0.575 0.659 0.51 0.612 0 0.579

Cafe 91 0.767 0.85 0.508 0.545 0.647 0.535 0.615 0 0.57

Cafe 32 0.551 0.27 0.258 0.237 0.433 0.352 0.228 0 0.301

Cafe 338 0.678 0.56 0.427 0.496 0.672 0.493 0.634 0 0.544

Cafe 26 0.56 0.26 0.253 0.302 0.44 0.381 0.19 0 0.313

Cafe 16 0.545 0.25 0.162 0.291 0.279 0.323 0.104 0 0.232

Cafe 85 0.718 0.74 0.462 0.546 0.696 0.428 0.506 0.301 0.527

Cafe 55 0.7 0.66 0.434 0.627 0.627 0.42 0.443 0.014 0.51

Cafe 129 0.714 0.74 0.414 0.532 0.723 0.487 0.553 0.009 0.542

Cafe 108 0.702 0.69 0.388 0.558 0.718 0.448 0.487 0.201 0.52

Cafe 39 0.743 0.77 0.425 0.508 0.657 0.525 0.623 0.012 0.547

Cafe 11 0.716 0.64 0.652 0.445 0.664 0.492 0.421 0.006 0.535

Cafe 14 0.713 0.61 0.541 0.497 0.573 0.432 0.287 0 0.463

Cafe 31 0.71 0.79 0.513 0.521 0.6 0.459 0.55 0 0.529

Cafe 7 0.687 0.54 0.449 0.502 0.512 0.47 0.259 0 0.438

Cafe 12 0.7 0.62 0.615 0.449 0.534 0.446 0.434 0 0.496

Cafe 6 0.697 0.55 0.413 0.419 0.555 0.403 0.227 0 0.403

Industria 2183 0.737 0.79 0.352 0.613 0.714 0.587 0.752 0.108 0.604

Industria 590 0.809 1.13 0.584 0.706 0.809 0.606 0.843 0.024 0.71

Industria 299 0.694 0.55 0.34 0.586 0.635 0.531 0.676 0.001 0.554

Industria 273 0.771 0.92 0.463 0.576 0.661 0.541 0.697 0 0.588

Servicos 3015 0.824 1.72 0.492 0.659 0.548 0.677 0.707 0.137 0.617

Servicos 6719 0.799 1.49 0.494 0.798 0.762 0.761 0.767 0.014 0.716

Servicos 501 0.847 1.8 0.637 0.688 0.8 0.599 0.811 0.201 0.703

Servicos 1484 0.805 1.76 0.511 0.773 0.846 0.65 0.804 0.205 0.716

Gado 128 0.594 0.42 0.111 0.461 0.49 0.275 0.287 0 0.325

Gado 111 0.7 0.63 0.309 0.417 0.652 0.44 0.608 0 0.485

Gado 530 0.736 0.93 0.342 0.471 0.669 0.466 0.647 0.054 0.519

Gado 94 0.708 0.59 0.351 0.453 0.672 0.468 0.492 0 0.487

Soja 90 0.744 0.99 0.474 0.518 0.683 0.537 0.578 0 0.558

Soja 26 0.618 0.29 0.27 0.352 0.587 0.368 0.319 0 0.379

Soja 236 0.754 0.94 0.514 0.598 0.639 0.554 0.639 0.004 0.589

Soja 143 0.754 0.88 0.512 0.586 0.774 0.521 0.571 0 0.593

Soja 232 0.755 0.84 0.452 0.509 0.626 0.567 0.651 0 0.561

Cana 340 0.772 0.98 0.264 0.693 0.651 0.487 0.555 0.014 0.53

Cana 34 0.712 0.69 0.222 0.547 0.468 0.379 0.394 0.002 0.402

Cana 51 0.74 0.76 0.244 0.526 0.55 0.366 0.415 0.005 0.42

Cana 199 0.788 1.04 0.342 0.706 0.611 0.467 0.529 0.032 0.531

Frango 336 0.782 1 0.311 0.687 0.622 0.502 0.566 0.015 0.538

Frango 44 0.719 0.77 0.272 0.536 0.501 0.331 0.403 0.003 0.409

Frango 42 0.671 0.6 0.264 0.557 0.513 0.314 0.439 0.049 0.417

Frango 145 0.768 0.88 0.32 0.657 0.619 0.452 0.54 0.005 0.518

Milho 95 0.744 0.99 0.28 0.622 0.61 0.425 0.483 0.002 0.484

Milho 48 0.758 0.98 0.278 0.591 0.508 0.382 0.389 0.002 0.43

Milho 37 0.734 0.82 0.287 0.56 0.63 0.338 0.388 0.002 0.441

Milho 103 0.757 0.99 0.279 0.644 0.622 0.42 0.473 0.014 0.488

;

/* fim do data step */;

/* Inicio do procedure step */;

proc print;

run;

/* input Economia $ Habitan IDH Rend_Cap 

      Cap_Empr Teci_Emr Gov_Desenv 

      Org_Prod Ins_Compet Edu_Empr Geral */;

proc anova;

  class Economia;

  model Habitan IDH Rend_Cap 

      Cap_Empr Teci_Emr Gov_Desenv 

      Org_Prod Ins_Compet Edu_Empr Geral = Economia;

run;

      

ANOVA sem Outliers firam Eliminados e Dados Padronizados

Data sem_out;

Input Habitan IDH Rend_Cap Cap_Empr Teci_Empe Gov_Descn Org_Prod Ins_Compet

      Edu_Empr Geral Econom $;

Datalines;

-0.213988931 0.920129225 0.246150102 0.861403518 0.926446702 0.907643044 0.627675401 1.39550474 -0.335336345 1.255499242 Cafe

-0.293691197 -0.113357494 -0.503462143 0.388216525 -0.628716226 -0.848184902 0.336060748 0.122558607 -0.312099179 -0.070829261 Cafe

-0.182713358 0.942118305 0.416516522 0.673914332 0.694182109 0.770961827 0.884296295 1.717091132 -0.242387681 1.290711503 Cafe

-0.26947785 0.54631488 -0.162729304 0.727482671 -0.113694737 -0.963838239 -0.282162316 0.511142163 -0.312099179 0.070019784 Cafe

-0.298735644 0.326424089 -0.264949156 0.504281259 -0.33586087 1.380770334 0.487700367 0.678635076 -0.381810677 0.703840484 Cafe

-0.259388956 -0.157335652 -0.367169007 0.432856807 -0.214679343 -0.164778815 0.219414887 -0.192328068 -0.381810677 -0.000404739 Cafe

-0.339091222 -0.882975264 -0.367169007 0.575705711 -1.880925337 -1.132061276 -0.107193524 -0.969495181 -0.381810677 -0.904186108 Cafe

-0.321940102 -1.190822372 -1.116781252 -0.102826581 -0.992260807 -1.889064941 -0.853727035 -1.364778454 -0.381810677 -1.326733242 Cafe

-0.260397845 -1.036898818 -0.810121697 0.156087056 -0.709503911 -0.564308527 -0.363814418 0.095759741 -0.381810677 -0.293840248 Cafe

-0.258380066 -0.663084473 -0.74197513 0.29893596 -0.184383961 1.223061238 0.009452337 -0.319622682 -0.381810677 0.199131408 Cafe

-0.327993438 -0.860986185 -0.946414833 -0.15639492 -1.557774599 -0.637906106 -0.74874576 -0.74170482 -0.381810677 -0.951135789 Cafe

-0.345144559 -1.652593034 -1.082707968 0.093590661 -2.315159142 -3.203307415 -0.725416588 -1.780160877 -0.381810677 -1.995766203 Cafe

-0.175651132 -0.267281048 -0.401242291 0.111446774 -0.234876264 -0.227862454 0.487700367 0.182856055 -0.381810677 0.081757204 Cafe

-0.320931212 -1.278778689 -0.980488117 -0.317099937 -1.537577678 -0.41711337 -0.188845627 -1.183886109 -0.381810677 -0.986348051 Cafe

-0.219033378 -0.025401178 -0.435315575 -0.147466864 -0.911473122 0.182181198 0.277737817 -0.426818145 -0.381810677 -0.305577669 Cafe

-0.336064554 -0.135346573 -0.74197513 0.75426684 -0.376254712 -1.016407938 -0.235503971 -0.178928635 -0.381810677 -0.223415726 Cafe

-0.28763786 0.54631488 0.382443238 0.843547405 -0.356057791 0.034986041 0.452706609 0.390547266 -0.381810677 0.375192714 Cafe

-0.30680676 1.118030938 0.75724936 0.682842388 0.179160619 -0.070153357 0.254408645 0.410646416 -0.381810677 0.398667554 Cafe

-0.259388956 1.337921729 0.586882941 1.459583302 0.815363635 0.318862415 0.51102954 0.960023168 -0.265624847 1.079437936 Cafe

-0.236184499 0.920129225 0.143930251 0.995324365 0.290243686 0.476571512 0.30106699 0.477643581 -0.381810677 0.668628223 Cafe

-0.259388956 0.678249355 0.075783683 0.736410727 -0.012710131 0.350404235 0.592681642 0.49774273 -0.381810677 0.56299144 Cafe

-0.010193262 -1.278778689 -0.912341549 0.013238153 -0.507534699 0.61325273 0.102769026 0.625037344 -0.381810677 0.25781851 Cafe

-0.295708976 -0.795018948 -0.57160871 0.075734548 0.815363635 0.140125439 -0.74874576 -0.654608506 -0.056490352 -0.141253783 Cafe

-0.221051157 -0.48717184 -0.299022439 -0.102826581 -0.143990119 1.149463659 0.032781509 0.082360308 -0.172676182 0.234343669 Cafe

-0.311851207 0.150511456 -0.196802588 -0.00461796 -0.386353173 0.455543633 0.476035781 0.551340462 -0.102964684 0.293030771 Cafe

-0.337073443 -0.509160919 -0.74197513 1.031036591 -0.497436239 -0.42762731 -0.608770727 -1.699764279 -0.381810677 -0.692912541 Cafe

-0.319922323 -0.575128156 -0.12865602 0.78105101 -0.255073185 -0.143750935 -0.293826902 0.062261158 -0.381810677 0.081757204 Cafe

-0.34413567 -1.080876976 -0.980488117 0.209655395 -0.446943936 -1.068977637 -0.165516455 -1.88735634 -0.381810677 -0.986348051 Cafe

-0.339091222 -0.795018948 -0.707901846 1.69171277 -0.982162346 -0.837670962 -0.445466521 -0.714905955 -0.381810677 -0.305577669 Cafe

-0.345144559 -0.860986185 -0.946414833 -0.111754638 -1.285116163 -0.616878226 -0.947043724 -2.101747268 -0.381810677 -1.397157764 Cafe

1.851207769 0.018576981 -0.12865602 -0.656366083 0.673985187 1.054838201 1.19924012 1.41560389 2.127803259 0.962063733 Industria

0.244046878 1.601790679 1.029835631 1.41494302 1.613142021 2.053662481 1.420867256 2.02527809 0.175881309 2.206230293 Industria

-0.049539951 -0.926953422 -0.946414833 -0.763502761 0.401326752 0.224236957 0.546023298 0.906425436 -0.358573511 0.375192714 Industria

-0.075771076 0.766205671 0.31429667 0.334648186 0.300342146 0.497599392 0.662669159 1.047119483 -0.381810677 0.774265006 Industria

2.690603789 1.931626866 3.04015938 0.593561824 1.138514374 -0.690475805 2.249052869 1.114116647 2.801681075 1.114650198 Servicos

6.427530303 1.381899887 2.256473851 0.611417937 2.542200393 1.559507311 3.228878102 1.516099637 -0.056490352 2.276654815 Servicos

0.154255718 2.437375686 3.31274565 1.888130013 1.43136973 1.959037023 1.339215153 1.810887163 4.288859704 2.12406835 Servicos

1.145994045 1.513834362 3.176452515 0.763194897 2.289738879 2.442678254 1.934109045 1.763989147 4.381808368 2.276654815 Servicos

-0.222060046 -3.125861337 -1.389367523 -2.808027694 -0.860980819 -1.300284313 -2.440110745 -1.699764279 -0.381810677 -2.312676554 Bovino

-0.239211167 -0.795018948 -0.673828562 -1.040272512 -1.305313085 0.402973934 -0.515454038 0.450844715 -0.381810677 -0.434689293 Bovino

0.183513512 -0.003412098 0.348369954 -0.745646648 -0.759996214 0.58171091 -0.212174799 0.712133658 0.872996291 -0.035617 Bovino

-0.256362288 -0.619106314 -0.810121697 -0.66529414 -0.941768504 0.61325273 -0.188845627 -0.326322398 -0.381810677 -0.411214452 Bovino

-0.260397845 0.172500535 0.552809657 0.432856807 -0.285368567 0.728906067 0.616010815 0.24985322 -0.381810677 0.422142395 Soja

-0.113099986 0.392391326 0.382443238 0.789979066 0.522508279 0.266292716 0.814308778 0.658535926 -0.288862013 0.786002427 Soja

-0.117135544 0.414380405 0.041710399 0.236439565 -0.376254712 0.129611499 0.965948398 0.738932524 -0.381810677 0.457354656 Soja

-0.008175483 0.788194751 0.518736373 -1.442035053 1.481862033 0.392459994 0.032781509 0.095759741 -0.056490352 0.093494624 Cana_Acucar

-0.316895654 -0.531149998 -0.469388859 -1.817013425 0.00748679 -1.531590988 -1.22699379 -0.982894614 -0.335336345 -1.408895184 Cana_Acucar

-0.299744534 0.084544218 -0.230875872 -1.620596183 -0.204580882 -0.669447925 -1.37863341 -0.842200568 -0.265624847 -1.197621617 Cana_Acucar

-0.150428896 1.140020017 0.723176077 -0.745646648 1.613142021 -0.028097598 -0.200510213 -0.078432888 0.361778637 0.105232045 Cana_Acucar

-0.012211041 1.008085542 0.586882941 -1.022416399 1.42127127 0.08755574 0.207750301 0.169456622 -0.033253186 0.187393987 Frango

-0.30680676 -0.377226444 -0.196802588 -1.370610601 -0.103596277 -1.184630975 -1.786893923 -0.922597166 -0.312099179 -1.326733242 Frango

-0.308824539 -1.432702243 -0.776048414 -1.442035053 0.108471395 -1.058463697 -1.985191887 -0.681407372 0.756810461 -1.232833879 Frango

-0.204908926 0.700238434 0.178003535 -0.94206389 1.118317453 0.056013921 -0.375479004 -0.004736006 -0.265624847 -0.04735442 Frango

-0.255353398 0.172500535 0.552809657 -1.299186149 0.764871333 -0.038611538 -0.690422829 -0.386619846 -0.335336345 -0.446426713 Milho

-0.302771202 0.480347643 0.518736373 -1.317042262 0.451819055 -1.111033396 -1.192000032 -1.016393197 -0.335336345 -1.080247414 Milho

-0.313868986 -0.047390257 -0.026436169 -1.236689754 0.138766777 0.171667258 -1.705241821 -1.023092913 -0.335336345 -0.951135789 Milho

-0.247282283 0.458358563 0.552809657 -1.308114206 0.987037465 0.08755574 -0.74874576 -0.453617011 -0.056490352 -0.399477032 Milho

;

proc print;

run;

/* Input Habitan IDH Rend_Cap Cap_Empr Teci_Empe Gov_Descn Org_Prod Ins_Compet

      Edu_Empr Geral Econom $; */

proc anova;

  class Econom;

  model Habitan IDH Rend_Cap Cap_Empr Teci_Empe Gov_Descn Org_Prod Ins_Compet

      Edu_Empr Geral = Econom;

      run;

NPANOVA com dados brutos

ata municip;

input Registro Economia $ Habitan IDH

   Rend_Cap Cap_Empr Teci_Emr

   Gov_Desenv Org_Prod Ins_Compet Edu_Empr Geral;

datalines;

1 Cafe 136 0.778 0.9 0.522 0.638 0.7 0.538 0.759 0.002 0.629

2 Cafe 57 0.731 0.68 0.469 0.484 0.533 0.513 0.559 0.003 0.516

3 Cafe 167 0.779 0.95 0.501 0.615 0.687 0.56 0.797 0.006 0.632

4 Cafe 81 0.761 0.78 0.507 0.535 0.522 0.46 0.617 0.003 0.528

5 Cafe 52 0.751 0.75 0.482 0.513 0.745 0.526 0.642 0 0.582

6 Cafe 91 0.729 0.72 0.474 0.525 0.598 0.503 0.512 0 0.522

7 Cafe 12 0.696 0.72 0.49 0.36 0.506 0.475 0.396 0 0.445

8 Cafe 29 0.682 0.5 0.414 0.448 0.434 0.411 0.337 0 0.409

9 Cafe 90 0.689 0.59 0.443 0.476 0.56 0.453 0.555 0 0.497

10 Cafe 92 0.706 0.61 0.459 0.528 0.73 0.485 0.493 0 0.539

11 Cafe 23 0.697 0.55 0.408 0.392 0.553 0.42 0.43 0 0.441

12 Cafe 6 0.661 0.51 0.436 0.317 0.309 0.422 0.275 0 0.352

13 Cafe 174 724 0.71 0.438 0.523 0.592 0.526 0.568 0 0.529

14 Cafe 30 0.678 0.54 0.39 0.394 0.574 0.468 0.364 0 0.438

15 Cafe 131 0.735 0.7 0.409 0.456 0.631 0.508 0.477 0 0.496

16 Cafe 353 0.78 0.85 0.593 0.631 0.747 0.574 0.731 0.1 0.655

17 Cafe 15 0.73 0.61 0.51 0.509 0.517 0.464 0.514 0 0.503

18 Cafe 63 0.761 0.94 0.52 0.511 0.617 0.523 0.599 0 0.554

19 Cafe 44 0.787 1.05 0.502 0.564 0.607 0.506 0.602 0 0.556

20 Cafe 6 0.714 0.64 0.727 0.493 0.335 0.384 0.432 0 0.474

21 Cafe 91 0.797 1 0.589 0.627 0.644 0.528 0.684 0.005 0.614

22 Cafe 114 0.778 0.87 0.537 0.575 0.659 0.51 0.612 0 0.579

23 Cafe 91 0.767 0.85 0.508 0.545 0.647 0.535 0.615 0 0.57

24 Cafe 32 0.551 0.27 0.258 0.237 0.433 0.352 0.228 0 0.301

25 Cafe 338 0.678 0.56 0.427 0.496 0.672 0.493 0.634 0 0.544

26 Cafe 26 0.56 0.26 0.253 0.302 0.44 0.381 0.19 0 0.313

27 Cafe 16 0.545 0.25 0.162 0.291 0.279 0.323 0.104 0 0.232

28 Cafe 85 0.718 0.74 0.462 0.546 0.696 0.428 0.506 0.301 0.527

29 Cafe 55 0.7 0.66 0.434 0.627 0.627 0.42 0.443 0.014 0.51

30 Cafe 129 0.714 0.74 0.414 0.532 0.723 0.487 0.553 0.009 0.542

31 Cafe 108 0.702 0.69 0.388 0.558 0.718 0.448 0.487 0.201 0.52

32 Cafe 39 0.743 0.77 0.425 0.508 0.657 0.525 0.623 0.012 0.547

33 Cafe 11 0.716 0.64 0.652 0.445 0.664 0.492 0.421 0.006 0.535

34 Cafe 14 0.713 0.61 0.541 0.497 0.573 0.432 0.287 0 0.463

35 Cafe 31 0.71 0.79 0.513 0.521 0.6 0.459 0.55 0 0.529

36 Cafe 7 687 0.54 0.449 0.502 0.512 0.47 0.259 0 0.438

37 Cafe 12 0.7 0.62 0.615 0.449 0.534 0.446 0.434 0 0.496

38 Cafe 6 0.697 0.55 0.413 0.419 0.555 0.403 0.227 0 0.403

39 Industria 2183 0.737 0.79 0.352 0.613 0.714 0.587 0.752 0.108 0.604

40 Industria 590 0.809 1.13 0.584 0.706 0.809 0.606 0.843 0.024 0.71

41 Industria 299 0.694 0.55 0.34 0.586 0.635 0.531 0.676 0.001 0.554

42 Industria 273 0.771 0.92 0.463 0.576 0.661 0.541 0.697 0 0.588

43 Servicos 3015 0.824 1.72 0.492 0.659 0.548 0.677 0.707 0.137 0.617

44 Servicos 6719 0.799 1.49 0.494 0.798 0.762 0.761 0.767 0.014 0.716

45 Servicos 501 0.847 1.8 0.637 0.688 0.8 0.599 0.811 0.201 0.703

46 Servicos 1484 0.805 1.76 0.511 0.773 0.846 0.65 0.804 0.205 0.716

47 Gado 128 0.594 0.42 0.111 0.461 0.49 0.275 0.287 0 0.325

48 Gado 111 0.7 0.63 0.309 0.417 0.652 0.44 0.608 0 0.485

49 Gado 530 0.736 0.93 0.342 0.471 0.669 0.466 0.647 0.054 0.519

50 Gado 94 0.708 0.59 0.351 0.453 0.672 0.468 0.492 0 0.487

51 Soja 90 0.744 0.99 0.474 0.518 0.683 0.537 0.578 0 0.558

52 Soja 26 0.618 0.29 0.27 0.352 0.587 0.368 0.319 0 0.379

53 Soja 236 0.754 0.94 0.514 0.598 0.639 0.554 0.639 0.004 0.589

54 Soja 143 0.754 0.88 0.512 0.586 0.774 0.521 0.571 0 0.593

55 Soja 232 755 0.84 0.452 0.509 0.626 0.567 0.651 0 0.561

56 Cana 340 0.772 0.98 0.264 0.693 0.651 0.487 0.555 0.014 0.53

57 Cana 34 0.712 0.69 0.222 0.547 0.468 0.379 0.394 0.002 0.402

58 Cana 51 0.74 0.76 0.244 0.526 0.55 0.366 0.415 0.005 0.42

59 Cana 199 0.788 1.04 0.342 0.706 0.611 0.467 0.529 0.032 0.531

60 Frango 336 0.782 1 0.311 0.687 0.622 0.502 0.566 0.015 0.538

61 Frango 44 0.719 0.77 0.272 0.536 0.501 0.331 0.403 0.003 0.409

62 Frango 42 0.671 0.6 0.264 0.557 0.513 0.314 0.439 0.049 0.417

63 Frango 145 0.768 0.88 0.32 0.657 0.619 0.452 0.54 0.005 0.518

64 Milho 95 0.744 0.99 0.28 0.622 0.61 0.425 0.483 0.002 0.484

65 Milho 48 0.758 0.98 0.278 0.591 0.508 0.382 0.389 0.002 0.43

66 Milho 37 0.734 0.82 0.287 0.56 0.63 0.338 0.388 0.002 0.441

67 Milho 103 0.757 0.99 0.279 0.644 0.622 0.42 0.473 0.014 0.488

;

proc npar1way wilcoxon dscf;

class Economia;

var Habitan IDH

  Rend_Cap Cap_Empr Teci_Emr

  Gov_Desenv Org_Prod Ins_Compet Edu_Empr Geral;

run;

MANOVA com dados padronizados e sem outliers

Data sem_out;

Input Habitan IDH Rend_Cap Cap_Empr Teci_Empe Gov_Descn Org_Prod Ins_Compet

      Edu_Empr Geral Econom $;

Datalines;

-0.213988931 0.920129225 0.246150102 0.861403518 0.926446702 0.907643044 0.627675401 1.39550474 -0.335336345 1.255499242 Cafe

-0.293691197 -0.113357494 -0.503462143 0.388216525 -0.628716226 -0.848184902 0.336060748 0.122558607 -0.312099179 -0.070829261 Cafe

-0.182713358 0.942118305 0.416516522 0.673914332 0.694182109 0.770961827 0.884296295 1.717091132 -0.242387681 1.290711503 Cafe

-0.26947785 0.54631488 -0.162729304 0.727482671 -0.113694737 -0.963838239 -0.282162316 0.511142163 -0.312099179 0.070019784 Cafe

-0.298735644 0.326424089 -0.264949156 0.504281259 -0.33586087 1.380770334 0.487700367 0.678635076 -0.381810677 0.703840484 Cafe

-0.259388956 -0.157335652 -0.367169007 0.432856807 -0.214679343 -0.164778815 0.219414887 -0.192328068 -0.381810677 -0.000404739 Cafe

-0.339091222 -0.882975264 -0.367169007 0.575705711 -1.880925337 -1.132061276 -0.107193524 -0.969495181 -0.381810677 -0.904186108 Cafe

-0.321940102 -1.190822372 -1.116781252 -0.102826581 -0.992260807 -1.889064941 -0.853727035 -1.364778454 -0.381810677 -1.326733242 Cafe

-0.260397845 -1.036898818 -0.810121697 0.156087056 -0.709503911 -0.564308527 -0.363814418 0.095759741 -0.381810677 -0.293840248 Cafe

-0.258380066 -0.663084473 -0.74197513 0.29893596 -0.184383961 1.223061238 0.009452337 -0.319622682 -0.381810677 0.199131408 Cafe

-0.327993438 -0.860986185 -0.946414833 -0.15639492 -1.557774599 -0.637906106 -0.74874576 -0.74170482 -0.381810677 -0.951135789 Cafe

-0.345144559 -1.652593034 -1.082707968 0.093590661 -2.315159142 -3.203307415 -0.725416588 -1.780160877 -0.381810677 -1.995766203 Cafe

-0.175651132 -0.267281048 -0.401242291 0.111446774 -0.234876264 -0.227862454 0.487700367 0.182856055 -0.381810677 0.081757204 Cafe

-0.320931212 -1.278778689 -0.980488117 -0.317099937 -1.537577678 -0.41711337 -0.188845627 -1.183886109 -0.381810677 -0.986348051 Cafe

-0.219033378 -0.025401178 -0.435315575 -0.147466864 -0.911473122 0.182181198 0.277737817 -0.426818145 -0.381810677 -0.305577669 Cafe

-0.336064554 -0.135346573 -0.74197513 0.75426684 -0.376254712 -1.016407938 -0.235503971 -0.178928635 -0.381810677 -0.223415726 Cafe

-0.28763786 0.54631488 0.382443238 0.843547405 -0.356057791 0.034986041 0.452706609 0.390547266 -0.381810677 0.375192714 Cafe

-0.30680676 1.118030938 0.75724936 0.682842388 0.179160619 -0.070153357 0.254408645 0.410646416 -0.381810677 0.398667554 Cafe

-0.259388956 1.337921729 0.586882941 1.459583302 0.815363635 0.318862415 0.51102954 0.960023168 -0.265624847 1.079437936 Cafe

-0.236184499 0.920129225 0.143930251 0.995324365 0.290243686 0.476571512 0.30106699 0.477643581 -0.381810677 0.668628223 Cafe

-0.259388956 0.678249355 0.075783683 0.736410727 -0.012710131 0.350404235 0.592681642 0.49774273 -0.381810677 0.56299144 Cafe

-0.010193262 -1.278778689 -0.912341549 0.013238153 -0.507534699 0.61325273 0.102769026 0.625037344 -0.381810677 0.25781851 Cafe

-0.295708976 -0.795018948 -0.57160871 0.075734548 0.815363635 0.140125439 -0.74874576 -0.654608506 -0.056490352 -0.141253783 Cafe

-0.221051157 -0.48717184 -0.299022439 -0.102826581 -0.143990119 1.149463659 0.032781509 0.082360308 -0.172676182 0.234343669 Cafe

-0.311851207 0.150511456 -0.196802588 -0.00461796 -0.386353173 0.455543633 0.476035781 0.551340462 -0.102964684 0.293030771 Cafe

-0.337073443 -0.509160919 -0.74197513 1.031036591 -0.497436239 -0.42762731 -0.608770727 -1.699764279 -0.381810677 -0.692912541 Cafe

-0.319922323 -0.575128156 -0.12865602 0.78105101 -0.255073185 -0.143750935 -0.293826902 0.062261158 -0.381810677 0.081757204 Cafe

-0.34413567 -1.080876976 -0.980488117 0.209655395 -0.446943936 -1.068977637 -0.165516455 -1.88735634 -0.381810677 -0.986348051 Cafe

-0.339091222 -0.795018948 -0.707901846 1.69171277 -0.982162346 -0.837670962 -0.445466521 -0.714905955 -0.381810677 -0.305577669 Cafe

-0.345144559 -0.860986185 -0.946414833 -0.111754638 -1.285116163 -0.616878226 -0.947043724 -2.101747268 -0.381810677 -1.397157764 Cafe

1.851207769 0.018576981 -0.12865602 -0.656366083 0.673985187 1.054838201 1.19924012 1.41560389 2.127803259 0.962063733 Industria

0.244046878 1.601790679 1.029835631 1.41494302 1.613142021 2.053662481 1.420867256 2.02527809 0.175881309 2.206230293 Industria

-0.049539951 -0.926953422 -0.946414833 -0.763502761 0.401326752 0.224236957 0.546023298 0.906425436 -0.358573511 0.375192714 Industria

-0.075771076 0.766205671 0.31429667 0.334648186 0.300342146 0.497599392 0.662669159 1.047119483 -0.381810677 0.774265006 Industria

2.690603789 1.931626866 3.04015938 0.593561824 1.138514374 -0.690475805 2.249052869 1.114116647 2.801681075 1.114650198 Servicos

6.427530303 1.381899887 2.256473851 0.611417937 2.542200393 1.559507311 3.228878102 1.516099637 -0.056490352 2.276654815 Servicos

0.154255718 2.437375686 3.31274565 1.888130013 1.43136973 1.959037023 1.339215153 1.810887163 4.288859704 2.12406835 Servicos

1.145994045 1.513834362 3.176452515 0.763194897 2.289738879 2.442678254 1.934109045 1.763989147 4.381808368 2.276654815 Servicos

-0.222060046 -3.125861337 -1.389367523 -2.808027694 -0.860980819 -1.300284313 -2.440110745 -1.699764279 -0.381810677 -2.312676554 Bovino

-0.239211167 -0.795018948 -0.673828562 -1.040272512 -1.305313085 0.402973934 -0.515454038 0.450844715 -0.381810677 -0.434689293 Bovino

0.183513512 -0.003412098 0.348369954 -0.745646648 -0.759996214 0.58171091 -0.212174799 0.712133658 0.872996291 -0.035617 Bovino

-0.256362288 -0.619106314 -0.810121697 -0.66529414 -0.941768504 0.61325273 -0.188845627 -0.326322398 -0.381810677 -0.411214452 Bovino

-0.260397845 0.172500535 0.552809657 0.432856807 -0.285368567 0.728906067 0.616010815 0.24985322 -0.381810677 0.422142395 Soja

-0.113099986 0.392391326 0.382443238 0.789979066 0.522508279 0.266292716 0.814308778 0.658535926 -0.288862013 0.786002427 Soja

-0.117135544 0.414380405 0.041710399 0.236439565 -0.376254712 0.129611499 0.965948398 0.738932524 -0.381810677 0.457354656 Soja

-0.008175483 0.788194751 0.518736373 -1.442035053 1.481862033 0.392459994 0.032781509 0.095759741 -0.056490352 0.093494624 Cana_Acucar

-0.316895654 -0.531149998 -0.469388859 -1.817013425 0.00748679 -1.531590988 -1.22699379 -0.982894614 -0.335336345 -1.408895184 Cana_Acucar

-0.299744534 0.084544218 -0.230875872 -1.620596183 -0.204580882 -0.669447925 -1.37863341 -0.842200568 -0.265624847 -1.197621617 Cana_Acucar

-0.150428896 1.140020017 0.723176077 -0.745646648 1.613142021 -0.028097598 -0.200510213 -0.078432888 0.361778637 0.105232045 Cana_Acucar

-0.012211041 1.008085542 0.586882941 -1.022416399 1.42127127 0.08755574 0.207750301 0.169456622 -0.033253186 0.187393987 Frango

-0.30680676 -0.377226444 -0.196802588 -1.370610601 -0.103596277 -1.184630975 -1.786893923 -0.922597166 -0.312099179 -1.326733242 Frango

-0.308824539 -1.432702243 -0.776048414 -1.442035053 0.108471395 -1.058463697 -1.985191887 -0.681407372 0.756810461 -1.232833879 Frango

-0.204908926 0.700238434 0.178003535 -0.94206389 1.118317453 0.056013921 -0.375479004 -0.004736006 -0.265624847 -0.04735442 Frango

-0.255353398 0.172500535 0.552809657 -1.299186149 0.764871333 -0.038611538 -0.690422829 -0.386619846 -0.335336345 -0.446426713 Milho

-0.302771202 0.480347643 0.518736373 -1.317042262 0.451819055 -1.111033396 -1.192000032 -1.016393197 -0.335336345 -1.080247414 Milho

-0.313868986 -0.047390257 -0.026436169 -1.236689754 0.138766777 0.171667258 -1.705241821 -1.023092913 -0.335336345 -0.951135789 Milho

-0.247282283 0.458358563 0.552809657 -1.308114206 0.987037465 0.08755574 -0.74874576 -0.453617011 -0.056490352 -0.399477032 Milho

;

proc print;

run;

/* Input Habitan IDH Rend_Cap Cap_Empr Teci_Empe Gov_Descn Org_Prod Ins_Compet

      Edu_Empr Geral Econom $; */

/*

proc anova;

  class Econom;

  model Habitan IDH Rend_Cap Cap_Empr Teci_Empe Gov_Descn Org_Prod Ins_Compet

      Edu_Empr Geral = Econom;

      run;

*/    

proc glm;

 class Econom;

 model  Habitan IDH Rend_Cap Cap_Empr Teci_Empe Gov_Descn Org_Prod Ins_Compet

      Edu_Empr Geral = Econom;

 manova h=_all_ / printe printh;

run;