From 6e609385576e2d176774f5d4911615c31e1cca0b Mon Sep 17 00:00:00 2001
From: Muriki <mgy20@inf.ufpr.br>
Date: Tue, 21 May 2024 17:18:49 -0300
Subject: [PATCH] Executado testes com bin 10
---
.../Result_COHEND/COHEND_acumulado.csv | 4668 ++++++++---------
.../Result_COHEND/COHEND_subsequente.csv | 3664 ++++++-------
Testes_hist/Result_F/F_acumulado.csv | 4668 ++++++++---------
Testes_hist/Result_F/F_subsequente.csv | 3664 ++++++-------
Testes_hist/Result_KS/KS_acumulado.csv | 4668 ++++++++---------
Testes_hist/Result_KS/KS_subsequente.csv | 3664 ++++++-------
Testes_hist/Result_T/T_acumulado.csv | 4668 ++++++++---------
Testes_hist/Result_T/T_subsequente.csv | 3664 ++++++-------
Testes_hist/TESTE_KS.ipynb | 158 +-
.../.ipynb_checkpoints/Rplots-checkpoint.pdf | Bin 0 -> 6258254 bytes
.../teste_cohend-checkpoint.r | 139 +
.../.ipynb_checkpoints/teste_ks-checkpoint.r | 167 +
.../.ipynb_checkpoints/teste_t-checkpoint.r | 152 +
Testes_hist/raw_tests/Rplots.pdf | Bin 0 -> 6258254 bytes
Testes_hist/raw_tests/teste_cohend.r | 8 +-
Testes_hist/raw_tests/teste_f.r | 8 +-
Testes_hist/raw_tests/teste_ks.r | 8 +-
Testes_hist/raw_tests/teste_t.r | 8 +-
18 files changed, 17232 insertions(+), 16744 deletions(-)
create mode 100644 Testes_hist/raw_tests/.ipynb_checkpoints/Rplots-checkpoint.pdf
create mode 100644 Testes_hist/raw_tests/.ipynb_checkpoints/teste_cohend-checkpoint.r
create mode 100644 Testes_hist/raw_tests/.ipynb_checkpoints/teste_ks-checkpoint.r
create mode 100644 Testes_hist/raw_tests/.ipynb_checkpoints/teste_t-checkpoint.r
create mode 100644 Testes_hist/raw_tests/Rplots.pdf
diff --git a/Testes_hist/Result_COHEND/COHEND_acumulado.csv b/Testes_hist/Result_COHEND/COHEND_acumulado.csv
index f3401ac..df33d7c 100644
--- a/Testes_hist/Result_COHEND/COHEND_acumulado.csv
+++ b/Testes_hist/Result_COHEND/COHEND_acumulado.csv
@@ -1,2335 +1,2335 @@
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diff --git a/Testes_hist/Result_COHEND/COHEND_subsequente.csv b/Testes_hist/Result_COHEND/COHEND_subsequente.csv
index dc60470..0b9dcba 100644
--- a/Testes_hist/Result_COHEND/COHEND_subsequente.csv
+++ b/Testes_hist/Result_COHEND/COHEND_subsequente.csv
@@ -1,1833 +1,1833 @@
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diff --git a/Testes_hist/Result_F/F_acumulado.csv b/Testes_hist/Result_F/F_acumulado.csv
index decc59c..1bdea0d 100644
--- a/Testes_hist/Result_F/F_acumulado.csv
+++ b/Testes_hist/Result_F/F_acumulado.csv
@@ -1,2335 +1,2335 @@
"coluna1","ano_coluna1","coluna2","ano_coluna2","tamanho_amostra1","estatistica_f","p_valor"
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-"QTDE_COMPUTADOR_MESA","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","72","2.71325072926044","6.86910466729529e-06"
-"QTDE_COMPUTADOR_MESA","2020","QTDE_LOUSA_DIGITAL","2021","72","1.72452885652865","0.0122601081211515"
-"QTDE_COMPUTADOR_MESA","2020","QTDE_COMPUTADOR_MESA","2021","72","0.896231050710375","0.64563458564528"
-"QTDE_COMPUTADOR_MESA","2020","QTDE_COMPUTADOR_PORTATIL","2021","72","0.859286129244715","0.501435549157402"
-"QTDE_COMPUTADOR_MESA","2020","QTDE_TABLET","2021","72","10.6878219727024","0"
-"QTDE_COMPUTADOR_MESA","2020","QTDE_PROF_SERVICOS_GERAIS","2021","72","0.12233508394277","1.5129009412819e-16"
-"QTDE_COMPUTADOR_MESA","2020","QTDE_PROF_BIBLIOTECARIO","2021","72","0.762631736840975","0.22800544796218"
-"QTDE_COMPUTADOR_MESA","2020","QTDE_PROF_SAUDE","2021","72","33.8576663385441","0"
-"QTDE_COMPUTADOR_MESA","2020","QTDE_PROF_COORDENADOR","2021","72","0.445113494466901","0.000408689753848446"
-"QTDE_COMPUTADOR_MESA","2020","QTDE_PROF_ALIMENTACAO","2021","72","0.147686568737678","7.43926158779921e-15"
-"QTDE_COMPUTADOR_MESA","2020","QTDE_PROF_PEDAGOGIA","2021","72","0.10346408987173","2.66643637362769e-19"
-"QTDE_COMPUTADOR_MESA","2020","QTDE_PROF_SEGURANCA","2021","72","1.97193945221734","0.00181671288132934"
-"QTDE_COMPUTADOR_MESA","2020","QTDE_PROF_MONITORES","2021","72","3.18878179927885","1.21006801467871e-07"
-"QTDE_COMPUTADOR_MESA","2020","QT_PROF_ADMIN","2021","72","0.146986900455263","6.5244006408576e-15"
-"QTDE_COMPUTADOR_PORTATIL","2020","NUM_SALAS_UTILIZADAS","2021","70","0.422986743273383","0.000209068933323754"
-"QTDE_COMPUTADOR_PORTATIL","2020","NUM_TV","2021","70","0.14672772056017","1.28597567106099e-14"
-"QTDE_COMPUTADOR_PORTATIL","2020","NUM_DVD","2021","70","0.174220687058362","1.18691012298518e-12"
-"QTDE_COMPUTADOR_PORTATIL","2020","NUM_SOM","2021","70","0.125368333609583","1.6058486558371e-15"
-"QTDE_COMPUTADOR_PORTATIL","2020","NUM_MULTIMIDIA","2021","70","0.176614935885314","1.68456633505519e-12"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","70","0.429615390512216","0.000268589966320427"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","70","12.7073953002713","0"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","70","3.0875259475044","7.31372491902249e-07"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","70","4.07491671100322","4.5652259750284e-10"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_LOUSA_DIGITAL","2021","70","2.58999707630829","1.46940859879763e-05"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_COMPUTADOR_MESA","2021","70","1.34601157426212","0.21562561175168"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_COMPUTADOR_PORTATIL","2021","70","1.29052555660678","0.243219802104264"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_TABLET","2021","70","16.0515885580039","0"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_SERVICOS_GERAIS","2021","70","0.183729897323664","1.40639148249651e-11"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_BIBLIOTECARIO","2021","70","1.14536440561163","0.531586708942021"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_SAUDE","2021","70","50.8493995304705","0"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_COORDENADOR","2021","70","0.668497163692133","0.0767041043004422"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_ALIMENTACAO","2021","70","0.221804221943","4.62929584235425e-10"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_PEDAGOGIA","2021","70","0.155388348102267","5.96691328215868e-14"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_SEGURANCA","2021","70","2.96157260376643","8.05408210347025e-07"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_MONITORES","2021","70","4.7890967471208","1.99129601696768e-12"
-"QTDE_COMPUTADOR_PORTATIL","2020","QT_PROF_ADMIN","2021","70","0.220753419691139","4.13715035057996e-10"
-"QTDE_TABLET","2020","NUM_SALAS_UTILIZADAS","2021","90","0.0279141095470312","9.29705638579304e-46"
-"QTDE_TABLET","2020","NUM_TV","2021","90","0.00968298352238336","1.41208431751096e-65"
-"QTDE_TABLET","2020","NUM_DVD","2021","90","0.0114973233115322","2.53811931909094e-62"
-"QTDE_TABLET","2020","NUM_SOM","2021","90","0.00827341625655827","2.00494825522702e-66"
-"QTDE_TABLET","2020","NUM_MULTIMIDIA","2021","90","0.0116553266653045","4.59921193119094e-62"
-"QTDE_TABLET","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","90","0.0283515530085957","1.79288452914971e-45"
-"QTDE_TABLET","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","90","0.838597497699695","0.398499822289422"
-"QTDE_TABLET","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","90","0.203754701296244","9.52044645023719e-13"
-"QTDE_TABLET","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","90","0.268915452493165","1.71764977423023e-09"
-"QTDE_TABLET","2020","QTDE_LOUSA_DIGITAL","2021","90","0.170921342723578","1.91334596341194e-15"
-"QTDE_TABLET","2020","QTDE_COMPUTADOR_MESA","2021","90","0.0888271680685768","5.69085635562386e-24"
-"QTDE_TABLET","2020","QTDE_COMPUTADOR_PORTATIL","2021","90","0.0851654864679344","3.73565714658713e-26"
-"QTDE_TABLET","2020","QTDE_TABLET","2021","90","1.05929041166758","0.782940885290761"
-"QTDE_TABLET","2020","QTDE_PROF_SERVICOS_GERAIS","2021","90","0.0121248633970612","4.75927724876711e-60"
-"QTDE_TABLET","2020","QTDE_PROF_BIBLIOTECARIO","2021","90","0.0755858853686329","3.85792209586844e-28"
-"QTDE_TABLET","2020","QTDE_PROF_SAUDE","2021","90","3.35569785925163","9.39854705173104e-09"
-"QTDE_TABLET","2020","QTDE_PROF_COORDENADOR","2021","90","0.044116047029685","1.78177009790559e-37"
-"QTDE_TABLET","2020","QTDE_PROF_ALIMENTACAO","2021","90","0.01463749738679","9.11712820690741e-58"
-"QTDE_TABLET","2020","QTDE_PROF_PEDAGOGIA","2021","90","0.0102545231978003","1.7292664899056e-64"
-"QTDE_TABLET","2020","QTDE_PROF_SEGURANCA","2021","90","0.1954426785418","1.3193310654233e-13"
-"QTDE_TABLET","2020","QTDE_PROF_MONITORES","2021","90","0.316046243425788","8.13690223056893e-08"
-"QTDE_TABLET","2020","QT_PROF_ADMIN","2021","90","0.014568151929427","7.42230354360253e-58"
-"QTDE_PROF_SERVICOS_GERAIS","2020","NUM_SALAS_UTILIZADAS","2021","80","8.7875997210751","0"
-"QTDE_PROF_SERVICOS_GERAIS","2020","NUM_TV","2021","80","3.04828578382937","2.05652469276174e-07"
-"QTDE_PROF_SERVICOS_GERAIS","2020","NUM_DVD","2021","80","3.61945542111253","2.46011766513732e-09"
-"QTDE_PROF_SERVICOS_GERAIS","2020","NUM_SOM","2021","80","2.60454198855869","7.06038083653215e-05"
-"QTDE_PROF_SERVICOS_GERAIS","2020","NUM_MULTIMIDIA","2021","80","3.66919622424287","1.69430092178402e-09"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","80","8.92531065304497","0"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","80","263.997643358961","0"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","80","64.143717472408","0"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","80","84.6568776030706","0"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_LOUSA_DIGITAL","2021","80","53.8074962095018","0"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_COMPUTADOR_MESA","2021","80","27.9635499756192","0"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_COMPUTADOR_PORTATIL","2021","80","26.8108213829963","0"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_TABLET","2021","80","333.473654619859","0"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_SERVICOS_GERAIS","2021","80","3.81701039134241","9.884975282759e-09"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_BIBLIOTECARIO","2021","80","23.7950812675397","0"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_SAUDE","2021","80","1056.40230157756","0"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_COORDENADOR","2021","80","13.8881078015339","0"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_ALIMENTACAO","2021","80","4.6080089976244","2.17692530668501e-12"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_PEDAGOGIA","2021","80","3.2282113474163","4.96109633374431e-08"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_SEGURANCA","2021","80","61.5270218291004","0"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_MONITORES","2021","80","99.4940524932727","0"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QT_PROF_ADMIN","2021","80","4.58617845630789","2.52087239971388e-12"
-"QTDE_PROF_BIBLIOTECARIO","2020","NUM_SALAS_UTILIZADAS","2021","100","1.64500822556065","0.0139921624417498"
-"QTDE_PROF_BIBLIOTECARIO","2020","NUM_TV","2021","100","0.570628538784358","0.00567326339888212"
-"QTDE_PROF_BIBLIOTECARIO","2020","NUM_DVD","2021","100","0.677549516223501","0.0541429417932557"
-"QTDE_PROF_BIBLIOTECARIO","2020","NUM_SOM","2021","100","0.487561237538135","0.00104721672049939"
-"QTDE_PROF_BIBLIOTECARIO","2020","NUM_MULTIMIDIA","2021","100","0.686860822256157","0.0630883062630486"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","100","1.67078723496373","0.0112953358773018"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","100","49.4194442895026","0"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","100","12.0074817025508","0"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","100","15.8474742168041","0"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_LOUSA_DIGITAL","2021","100","10.0725768891332","0"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_COMPUTADOR_MESA","2021","100","5.23467968340076","7.06235070424555e-12"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_COMPUTADOR_PORTATIL","2021","100","5.01889288417322","2.42028619368284e-14"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_TABLET","2021","100","62.425112916992","0"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_SERVICOS_GERAIS","2021","100","0.714531122275624","0.112904922957305"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_BIBLIOTECARIO","2021","100","4.45435678176272","1.18705045792922e-12"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_SAUDE","2021","100","197.754851239821","0"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_COORDENADOR","2021","100","2.5998056689138","3.22953122067204e-06"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_ALIMENTACAO","2021","100","0.86260332117429","0.463491063336159"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_PEDAGOGIA","2021","100","0.604309980985156","0.0129040639723817"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_SEGURANCA","2021","100","11.5176453429467","0"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_MONITORES","2021","100","18.6249419569344","0"
-"QTDE_PROF_BIBLIOTECARIO","2020","QT_PROF_ADMIN","2021","100","0.85851671946575","0.449263960269577"
-"QTDE_PROF_SAUDE","2020","NUM_SALAS_UTILIZADAS","2021","100","0.0329869181021604","9.89878851627643e-47"
-"QTDE_PROF_SAUDE","2020","NUM_TV","2021","100","0.011442664287724","1.32630135531103e-68"
-"QTDE_PROF_SAUDE","2020","NUM_DVD","2021","100","0.013586722579582","5.31502325038162e-65"
-"QTDE_PROF_SAUDE","2020","NUM_SOM","2021","100","0.00977693750253252","2.18612649957893e-69"
-"QTDE_PROF_SAUDE","2020","NUM_MULTIMIDIA","2021","100","0.0137734397550652","1.02604366928267e-64"
-"QTDE_PROF_SAUDE","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","100","0.0335038578102547","2.03604737116677e-46"
-"QTDE_PROF_SAUDE","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","100","0.990995142821548","0.964196622317331"
-"QTDE_PROF_SAUDE","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","100","0.240782878395783","2.17358631111713e-11"
-"QTDE_PROF_SAUDE","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","100","0.317785240215227","3.83101469728832e-08"
-"QTDE_PROF_SAUDE","2020","QTDE_LOUSA_DIGITAL","2021","100","0.201982740120529","3.80815970292848e-14"
-"QTDE_PROF_SAUDE","2020","QTDE_COMPUTADOR_MESA","2021","100","0.104969657491246","5.01087134266886e-23"
-"QTDE_PROF_SAUDE","2020","QTDE_COMPUTADOR_PORTATIL","2021","100","0.100642541454352","2.01976159638365e-25"
-"QTDE_PROF_SAUDE","2020","QTDE_TABLET","2021","100","1.25179440158064","0.274721446890721"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_SERVICOS_GERAIS","2021","100","0.0143283050173914","2.15304474441492e-62"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_BIBLIOTECARIO","2021","100","0.0893220471938558","1.49600924402115e-27"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_SAUDE","2021","100","3.96552611761537","4.3325565357577e-11"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_COORDENADOR","2021","100","0.0521332205817774","1.15211051656919e-37"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_ALIMENTACAO","2021","100","0.0172975579502224","5.78907118303645e-60"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_PEDAGOGIA","2021","100","0.0121180694061766","2.12508628514709e-67"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_SEGURANCA","2021","100","0.230960318467722","2.90903677685321e-12"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_MONITORES","2021","100","0.373481071671538","1.63553011593874e-06"
-"QTDE_PROF_SAUDE","2020","QT_PROF_ADMIN","2021","100","0.0172156103989694","4.61227858264764e-60"
-"QTDE_PROF_COORDENADOR","2020","NUM_SALAS_UTILIZADAS","2021","100","2.43568849662608","1.37392340593401e-05"
-"QTDE_PROF_COORDENADOR","2020","NUM_TV","2021","100","0.844903597542749","0.403249191317376"
-"QTDE_PROF_COORDENADOR","2020","NUM_DVD","2021","100","1.00321660215267","0.987285118729618"
-"QTDE_PROF_COORDENADOR","2020","NUM_SOM","2021","100","0.721909641070439","0.13644733025642"
-"QTDE_PROF_COORDENADOR","2020","NUM_MULTIMIDIA","2021","100","1.01700342743409","0.933320540565732"
-"QTDE_PROF_COORDENADOR","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","100","2.47385829765312","9.79984620608221e-06"
-"QTDE_PROF_COORDENADOR","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","100","73.1731125080363","0"
-"QTDE_PROF_COORDENADOR","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","100","17.7789293706318","0"
-"QTDE_PROF_COORDENADOR","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","100","23.4646307846228","0"
-"QTDE_PROF_COORDENADOR","2020","QTDE_LOUSA_DIGITAL","2021","100","14.9140042457124","0"
-"QTDE_PROF_COORDENADOR","2020","QTDE_COMPUTADOR_MESA","2021","100","7.7507509629844","2.22044604925031e-16"
-"QTDE_PROF_COORDENADOR","2020","QTDE_COMPUTADOR_PORTATIL","2021","100","7.43124531162321","0"
-"QTDE_PROF_COORDENADOR","2020","QTDE_TABLET","2021","100","92.4300116375896","0"
-"QTDE_PROF_COORDENADOR","2020","QTDE_PROF_SERVICOS_GERAIS","2021","100","1.05797357603784","0.798645266473204"
-"QTDE_PROF_COORDENADOR","2020","QTDE_PROF_BIBLIOTECARIO","2021","100","6.59536250617234","0"
-"QTDE_PROF_COORDENADOR","2020","QTDE_PROF_SAUDE","2021","100","292.806570102512","0"
-"QTDE_PROF_COORDENADOR","2020","QTDE_PROF_COORDENADOR","2021","100","3.84941343322367","1.05176312104049e-10"
-"QTDE_PROF_COORDENADOR","2020","QTDE_PROF_ALIMENTACAO","2021","100","1.27721731349981","0.225240476776171"
-"QTDE_PROF_COORDENADOR","2020","QTDE_PROF_PEDAGOGIA","2021","100","0.894774169642959","0.581224935388093"
-"QTDE_PROF_COORDENADOR","2020","QTDE_PROF_SEGURANCA","2021","100","17.0536510602997","0"
-"QTDE_PROF_COORDENADOR","2020","QTDE_PROF_MONITORES","2021","100","27.5771003268829","0"
-"QTDE_PROF_COORDENADOR","2020","QT_PROF_ADMIN","2021","100","1.27116646912279","0.234348733557272"
-"QTDE_PROF_ALIMENTACAO","2020","NUM_SALAS_UTILIZADAS","2021","100","7.7303922152581","0"
-"QTDE_PROF_ALIMENTACAO","2020","NUM_TV","2021","100","2.68155644785258","1.57879100681768e-06"
-"QTDE_PROF_ALIMENTACAO","2020","NUM_DVD","2021","100","3.18401052607559","2.16804179054009e-08"
-"QTDE_PROF_ALIMENTACAO","2020","NUM_SOM","2021","100","2.29119802354899","0.000345217734864622"
-"QTDE_PROF_ALIMENTACAO","2020","NUM_MULTIMIDIA","2021","100","3.22776717516115","1.50780168350906e-08"
-"QTDE_PROF_ALIMENTACAO","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","100","7.8515355934553","0"
-"QTDE_PROF_ALIMENTACAO","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","100","232.236946588974","0"
-"QTDE_PROF_ALIMENTACAO","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","100","56.4267957059102","0"
-"QTDE_PROF_ALIMENTACAO","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","100","74.4720843419083","0"
-"QTDE_PROF_ALIMENTACAO","2020","QTDE_LOUSA_DIGITAL","2021","100","47.3340915634666","0"
-"QTDE_PROF_ALIMENTACAO","2020","QTDE_COMPUTADOR_MESA","2021","100","24.599346340739","0"
-"QTDE_PROF_ALIMENTACAO","2020","QTDE_COMPUTADOR_PORTATIL","2021","100","23.5852987712592","0"
-"QTDE_PROF_ALIMENTACAO","2020","QTDE_TABLET","2021","100","293.354525182178","0"
-"QTDE_PROF_ALIMENTACAO","2020","QTDE_PROF_SERVICOS_GERAIS","2021","100","3.35779830117053","7.3400111322286e-08"
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+"QTDE_PROF_SERVICOS_GERAIS","2020","NUM_TV","2021","8","4.31546002956691","0.0459796406595712"
+"QTDE_PROF_SERVICOS_GERAIS","2020","NUM_DVD","2021","8","4.39166374835886","0.0435985346112138"
+"QTDE_PROF_SERVICOS_GERAIS","2020","NUM_SOM","2021","8","6.90376726255282","0.00294009895925207"
+"QTDE_PROF_SERVICOS_GERAIS","2020","NUM_MULTIMIDIA","2021","8","4.39866584269504","0.0433873158859546"
+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","8","13.0947109977311","0.000523576880014254"
+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","8","213.763635049606","5.6550006899414e-09"
+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","8","100.934869462566","1.58499142477453e-07"
+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","8","118.55149413675","7.77937043672239e-08"
+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_LOUSA_DIGITAL","2021","8","61.1647172259442","1.4316334995268e-06"
+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_COMPUTADOR_MESA","2021","8","11.3876937255233","0.00473655117660643"
+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_COMPUTADOR_PORTATIL","2021","8","17.7578324495713","0.000271464196278437"
+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_TABLET","2021","8","175.503621539851","1.36190443367212e-08"
+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_SERVICOS_GERAIS","2021","8","3.60410690035499","0.112455961018256"
+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_BIBLIOTECARIO","2021","8","28.4383975142836","3.85570818042247e-05"
+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_SAUDE","2021","8","1280.22277722342","1.85584880796341e-12"
+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_COORDENADOR","2021","8","16.7587484898117","0.000343179246626413"
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+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_MONITORES","2021","8","127.012958745592","5.7311391632453e-08"
+"QTDE_PROF_SERVICOS_GERAIS","2020","QT_PROF_ADMIN","2021","8","6.37986701617923","0.013006781480859"
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+"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","10","15.6115379307324","0.000357772126010847"
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+"QTDE_PROF_SAUDE","2020","NUM_TV","2021","10","0.0132649998568809","4.28664025436911e-07"
+"QTDE_PROF_SAUDE","2020","NUM_DVD","2021","10","0.0134992372989945","4.63007184528012e-07"
+"QTDE_PROF_SAUDE","2020","NUM_SOM","2021","10","0.0212210218892685","2.38544612934645e-06"
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+"QTDE_PROF_SAUDE","2020","QTDE_COMPUTADOR_MESA","2021","10","0.0350038592883065","3.78230188623263e-05"
+"QTDE_PROF_SAUDE","2020","QTDE_COMPUTADOR_PORTATIL","2021","10","0.0545845966103686","0.000185931217474984"
+"QTDE_PROF_SAUDE","2020","QTDE_TABLET","2021","10","0.539468677419738","0.371507924493969"
+"QTDE_PROF_SAUDE","2020","QTDE_PROF_SERVICOS_GERAIS","2021","10","0.0110784197257854","2.59503717622349e-07"
+"QTDE_PROF_SAUDE","2020","QTDE_PROF_BIBLIOTECARIO","2021","10","0.0874148610744413","0.00123684170787775"
+"QTDE_PROF_SAUDE","2020","QTDE_PROF_SAUDE","2021","10","3.93518995432537","0.0536124818688068"
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+"QTDE_PROF_SAUDE","2020","QTDE_PROF_PEDAGOGIA","2021","10","0.0121199964466058","2.87943280667812e-07"
+"QTDE_PROF_SAUDE","2020","QTDE_PROF_SEGURANCA","2021","10","0.276262764339807","0.0688716657067286"
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+"QTDE_PROF_COORDENADOR","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","10","3.00033864017791","0.101971262230743"
+"QTDE_PROF_COORDENADOR","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","10","48.978804817865","2.83427127922842e-06"
+"QTDE_PROF_COORDENADOR","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","10","23.1268020380384","7.0540692263199e-05"
+"QTDE_PROF_COORDENADOR","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","10","27.1632286326095","3.57868648492854e-05"
+"QTDE_PROF_COORDENADOR","2020","QTDE_LOUSA_DIGITAL","2021","10","14.0144264764876","0.000553100044399457"
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+"QTDE_PROF_COORDENADOR","2020","QTDE_COMPUTADOR_PORTATIL","2021","10","4.06878096610804","0.0484000133474305"
+"QTDE_PROF_COORDENADOR","2020","QTDE_TABLET","2021","10","40.2124412893428","6.66758024570058e-06"
+"QTDE_PROF_COORDENADOR","2020","QTDE_PROF_SERVICOS_GERAIS","2021","10","0.825794566855317","0.77084120343739"
+"QTDE_PROF_COORDENADOR","2020","QTDE_PROF_BIBLIOTECARIO","2021","10","6.51597602586485","0.0101369740436961"
+"QTDE_PROF_COORDENADOR","2020","QTDE_PROF_SAUDE","2021","10","293.332313115184","1.01870401003623e-09"
+"QTDE_PROF_COORDENADOR","2020","QTDE_PROF_COORDENADOR","2021","10","3.83986486328087","0.0577495532879295"
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+"QTDE_PROF_COORDENADOR","2020","QTDE_PROF_SEGURANCA","2021","10","20.5928548893348","0.000114561797696311"
+"QTDE_PROF_COORDENADOR","2020","QTDE_PROF_MONITORES","2021","10","29.1019701002758","2.67015453259134e-05"
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+"QTDE_PROF_ALIMENTACAO","2020","NUM_SALAS_UTILIZADAS","2021","10","7.65233773926803","0.00379541175728404"
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+"QTDE_PROF_ALIMENTACAO","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","10","57.9304104153249","1.36233221814663e-06"
+"QTDE_PROF_ALIMENTACAO","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","10","68.0412700512675","6.72896842246473e-07"
+"QTDE_PROF_ALIMENTACAO","2020","QTDE_LOUSA_DIGITAL","2021","10","35.1047877775316","1.19729381915512e-05"
+"QTDE_PROF_ALIMENTACAO","2020","QTDE_COMPUTADOR_MESA","2021","10","6.53583617550769","0.0216411721754437"
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+"QTDE_PROF_PEDAGOGIA","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","10","121.722012465082","5.14912477100893e-08"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_LOUSA_DIGITAL","2021","10","62.8004946442229","9.5660627774663e-07"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_COMPUTADOR_MESA","2021","10","11.6922440134561","0.0037957852808701"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_COMPUTADOR_PORTATIL","2021","10","18.2327445007671","0.000189632664021833"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_TABLET","2021","10","180.197256595507","8.98440744023787e-09"
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+"QTDE_PROF_PEDAGOGIA","2020","QTDE_PROF_SAUDE","2021","10","1314.46080862986","1.21680443498917e-12"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_PROF_COORDENADOR","2021","10","17.2069412319931","0.000240568170701394"
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+"QTDE_PROF_SEGURANCA","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","10","0.574358931215882","0.417538757060855"
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+"QTDE_PROF_SEGURANCA","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","10","4.42719535826175","0.0371667042186714"
+"QTDE_PROF_SEGURANCA","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","10","5.19989402425358","0.0220150512401873"
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+"QTDE_PROF_SEGURANCA","2020","QTDE_COMPUTADOR_PORTATIL","2021","10","0.77889230760524","0.715770670916896"
+"QTDE_PROF_SEGURANCA","2020","QTDE_TABLET","2021","10","7.69792265820996","0.00556191451921895"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_SERVICOS_GERAIS","2021","10","0.158082983857708","0.0133902685394682"
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+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_SAUDE","2021","10","56.1530060626521","1.56124083794396e-06"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_COORDENADOR","2021","10","0.735070584817934","0.65400561326509"
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+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_SEGURANCA","2021","10","3.94211838841657","0.053325973100649"
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+"QT_PROF_ADMIN","2020","QTDE_PROF_MONITORES","2021","10","76.7456078867483","3.96217955112022e-07"
+"QT_PROF_ADMIN","2020","QT_PROF_ADMIN","2021","10","3.8549355690077","0.0570704970108196"
diff --git a/Testes_hist/Result_F/F_subsequente.csv b/Testes_hist/Result_F/F_subsequente.csv
index 8315a03..cf0efd6 100644
--- a/Testes_hist/Result_F/F_subsequente.csv
+++ b/Testes_hist/Result_F/F_subsequente.csv
@@ -1,1833 +1,1833 @@
"coluna1","ano_coluna1","coluna2","ano_coluna2","tamanho_amostra1","estatistica_f","p_valor"
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-"NUM_SALAS","2009","NUM_SALAS","2010","90","1.08899052321908","0.688464045733574"
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-"NUM_SALAS","2009","NUM_COMPUTADPR_ALUNO","2010","90","7.35327137282794","6.21724893790088e-15"
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-"NUM_COMPUTADOR","2009","NUM_SALAS","2010","70","0.486511837204609","0.00208187946582194"
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-"NUM_COMPUTADOR","2009","NUM_FUNCIONARIOS","2010","70","1.54465190045799","0.0610080880664134"
-"NUM_COMPUTADOR_ADM","2009","NUM_SALAS","2010","70","1.29955502390008","0.243716919973022"
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-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR","2010","70","3.15752461167326","1.82736322829058e-06"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR_ADM","2010","70","0.938159692515521","0.791667500089527"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADPR_ALUNO","2010","70","8.77508164755327","2.22044604925031e-16"
-"NUM_COMPUTADOR_ADM","2009","NUM_FUNCIONARIOS","2010","70","4.12602527607723","2.66415289829069e-09"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_SALAS","2010","58","0.135270006956561","2.86981323594815e-13"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_SALAS_UTILIZADAS","2010","58","0.130053442414428","1.16136178391695e-13"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADOR","2010","58","0.328665095614601","2.20274353016956e-05"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADOR_ADM","2010","58","0.0976525547583873","4.74621126750821e-16"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADPR_ALUNO","2010","58","0.913393687592092","0.728821050282652"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_FUNCIONARIOS","2010","58","0.429475826366262","0.00097174411866173"
-"NUM_FUNCIONARIOS","2009","NUM_SALAS","2010","76","0.387957965298596","3.72089167397692e-05"
-"NUM_FUNCIONARIOS","2009","NUM_SALAS_UTILIZADAS","2010","76","0.372996719926113","1.80715430247729e-05"
-"NUM_FUNCIONARIOS","2009","NUM_COMPUTADOR","2010","76","0.942620205529049","0.798719109111919"
-"NUM_FUNCIONARIOS","2009","NUM_COMPUTADOR_ADM","2010","76","0.280070115339313","1.46950126037773e-07"
-"NUM_FUNCIONARIOS","2009","NUM_COMPUTADPR_ALUNO","2010","76","2.61963730561945","8.68123253761066e-05"
-"NUM_FUNCIONARIOS","2009","NUM_FUNCIONARIOS","2010","76","1.23174805332489","0.35930934590348"
-"NUM_SALAS","2010","NUM_SALAS","2011","90","1.23042766613235","0.307773394463821"
-"NUM_SALAS","2010","NUM_SALAS_UTILIZADAS","2011","90","1.03241660265679","0.880719302863445"
-"NUM_SALAS","2010","NUM_COMPUTADOR","2011","90","2.89923800557687","1.44235564603079e-06"
-"NUM_SALAS","2010","NUM_COMPUTADOR_ADM","2011","90","0.697569200861377","0.109590890759259"
-"NUM_SALAS","2010","NUM_COMPUTADPR_ALUNO","2011","90","5.91451137598576","5.10036457512797e-13"
-"NUM_SALAS","2010","NUM_FUNCIONARIOS","2011","90","3.80978695220972","4.24913526586579e-09"
-"NUM_SALAS_UTILIZADAS","2010","NUM_SALAS","2011","90","1.27978126428127","0.22532150357857"
-"NUM_SALAS_UTILIZADAS","2010","NUM_SALAS_UTILIZADAS","2011","90","1.07382779287324","0.737616188762066"
-"NUM_SALAS_UTILIZADAS","2010","NUM_COMPUTADOR","2011","90","3.01552913865508","6.08288940995294e-07"
-"NUM_SALAS_UTILIZADAS","2010","NUM_COMPUTADOR_ADM","2011","90","0.725549350339478","0.153876264953672"
-"NUM_SALAS_UTILIZADAS","2010","NUM_COMPUTADPR_ALUNO","2011","90","6.15174792855382","1.80300219199125e-13"
-"NUM_SALAS_UTILIZADAS","2010","NUM_FUNCIONARIOS","2011","90","3.96260105046824","1.5977414946633e-09"
-"NUM_COMPUTADOR","2010","NUM_SALAS","2011","76","0.506412032120498","0.00213120270667405"
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-"QTDE_LOUSA_DIGITAL","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","100","4.27190571766823","4.43112213588392e-12"
-"QTDE_LOUSA_DIGITAL","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","100","1.03794833141859","0.860224266266554"
-"QTDE_LOUSA_DIGITAL","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","100","1.36988419620383","0.124945655986438"
-"QTDE_LOUSA_DIGITAL","2020","QTDE_LOUSA_DIGITAL","2021","100","0.8706916765853","0.492173749078686"
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-"QTDE_LOUSA_DIGITAL","2020","QTDE_COMPUTADOR_PORTATIL","2021","100","0.433842134740843","4.38568136644858e-05"
-"QTDE_LOUSA_DIGITAL","2020","QTDE_TABLET","2021","100","5.39613912358032","9.10382880192628e-15"
-"QTDE_LOUSA_DIGITAL","2020","QTDE_PROF_SERVICOS_GERAIS","2021","100","0.0617653563407128","3.93127400899731e-33"
-"QTDE_LOUSA_DIGITAL","2020","QTDE_PROF_BIBLIOTECARIO","2021","100","0.385042617903098","3.30673325437717e-06"
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-"QTDE_COMPUTADOR_MESA","2020","QT_PROF_ADMIN","2021","72","0.146986900455263","6.5244006408576e-15"
-"QTDE_COMPUTADOR_PORTATIL","2020","NUM_SALAS_UTILIZADAS","2021","70","0.422986743273383","0.000209068933323754"
-"QTDE_COMPUTADOR_PORTATIL","2020","NUM_TV","2021","70","0.14672772056017","1.28597567106099e-14"
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-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_PEDAGOGIA","2021","100","0.15153752303772","1.59701493932813e-18"
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-"QTDE_PROF_BIBLIOTECARIO","2020","QT_PROF_ADMIN","2021","100","0.21528272119918","3.09055513398258e-13"
-"QTDE_PROF_SAUDE","2020","NUM_SALAS_UTILIZADAS","2021","100","0.00886717512633506","5.60207365780759e-74"
-"QTDE_PROF_SAUDE","2020","NUM_TV","2021","100","0.00307588929153291","1.69870562482626e-96"
-"QTDE_PROF_SAUDE","2020","NUM_DVD","2021","100","0.00365223110970752","7.90670728476348e-93"
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-"QTDE_PROF_SAUDE","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","100","0.00900613308861673","1.19350060571726e-73"
-"QTDE_PROF_SAUDE","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","100","0.266388252868357","2.20207452174562e-10"
-"QTDE_PROF_SAUDE","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","100","0.0647245657671369","6.12235629513016e-33"
-"QTDE_PROF_SAUDE","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","100","0.085423481175961","4.20554749520953e-28"
-"QTDE_PROF_SAUDE","2020","QTDE_LOUSA_DIGITAL","2021","100","0.0542947456806658","7.05395323585887e-37"
-"QTDE_PROF_SAUDE","2020","QTDE_COMPUTADOR_MESA","2021","100","0.0282167716621374","9.97804842609152e-48"
-"QTDE_PROF_SAUDE","2020","QTDE_COMPUTADOR_PORTATIL","2021","100","0.0270536046280943","9.45008493114908e-51"
-"QTDE_PROF_SAUDE","2020","QTDE_TABLET","2021","100","0.336493398583191","1.72918313608773e-07"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_SERVICOS_GERAIS","2021","100","0.00385157502314329","3.82162467592963e-90"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_BIBLIOTECARIO","2021","100","0.0240105557196267","3.42919942498324e-53"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_SAUDE","2021","100","1.06596846798635","0.751251798369385"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_COORDENADOR","2021","100","0.0140138704490918","2.36157122593335e-64"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_ALIMENTACAO","2021","100","0.00464973645393401","1.11481636761004e-87"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_PEDAGOGIA","2021","100","0.00325744415664626","2.85333088963575e-95"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_SEGURANCA","2021","100","0.0620841748460667","2.63393517847059e-34"
-"QTDE_PROF_SAUDE","2020","QTDE_PROF_MONITORES","2021","100","0.100395012914708","1.82734956356972e-25"
-"QTDE_PROF_SAUDE","2020","QT_PROF_ADMIN","2021","100","0.00462770822789955","8.83161400662371e-88"
-"QTDE_PROF_COORDENADOR","2020","NUM_SALAS_UTILIZADAS","2021","100","0.60665470350341","0.0136066355368542"
-"QTDE_PROF_COORDENADOR","2020","NUM_TV","2021","100","0.210439365364769","1.47350020036002e-13"
-"QTDE_PROF_COORDENADOR","2020","NUM_DVD","2021","100","0.249870240456309","3.28572580257433e-11"
-"QTDE_PROF_COORDENADOR","2020","NUM_SOM","2021","100","0.179805373251337","1.75034191211155e-14"
-"QTDE_PROF_COORDENADOR","2020","NUM_MULTIMIDIA","2021","100","0.253304112404606","4.95578055047305e-11"
-"QTDE_PROF_COORDENADOR","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","100","0.616161620893263","0.0167815203532166"
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-"QTDE_PROF_COORDENADOR","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","100","4.42818165824119","1.00182084850076e-11"
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-"QTDE_PROF_COORDENADOR","2020","QTDE_LOUSA_DIGITAL","2021","100","3.71461738077921","2.99225755284738e-10"
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+"QTDE_TABLET","2020","QTDE_LOUSA_DIGITAL","2021","10","0.332798271654909","0.116795290029157"
+"QTDE_TABLET","2020","QTDE_COMPUTADOR_MESA","2021","10","0.0619606361620208","0.000399400067829016"
+"QTDE_TABLET","2020","QTDE_COMPUTADOR_PORTATIL","2021","10","0.0966206698172724","0.00182506977563005"
+"QTDE_TABLET","2020","QTDE_TABLET","2021","10","0.954918203935797","0.946343141422508"
+"QTDE_TABLET","2020","QTDE_PROF_SERVICOS_GERAIS","2021","10","0.0196100072345124","3.15941580235754e-06"
+"QTDE_TABLET","2020","QTDE_PROF_BIBLIOTECARIO","2021","10","0.154733806851876","0.0104351227280814"
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+"QTDE_PROF_SEGURANCA","2020","NUM_DVD","2021","10","0.0472894458947262","0.000102580342288866"
+"QTDE_PROF_SEGURANCA","2020","NUM_SOM","2021","10","0.0743397826289127","0.000488851406053616"
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diff --git a/Testes_hist/Result_KS/KS_acumulado.csv b/Testes_hist/Result_KS/KS_acumulado.csv
index e42a076..9381a6a 100644
--- a/Testes_hist/Result_KS/KS_acumulado.csv
+++ b/Testes_hist/Result_KS/KS_acumulado.csv
@@ -1,2335 +1,2335 @@
"coluna1","ano_coluna1","coluna2","ano_coluna2","tamanho_amostra","estatistica_ks","p_valor"
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diff --git a/Testes_hist/Result_KS/KS_subsequente.csv b/Testes_hist/Result_KS/KS_subsequente.csv
index 5dca54d..a234cc9 100644
--- a/Testes_hist/Result_KS/KS_subsequente.csv
+++ b/Testes_hist/Result_KS/KS_subsequente.csv
@@ -1,1833 +1,1833 @@
"coluna1","ano_coluna1","coluna2","ano_coluna2","tamanho_amostra","estatistica_ks","p_valor"
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diff --git a/Testes_hist/Result_T/T_acumulado.csv b/Testes_hist/Result_T/T_acumulado.csv
index 5e2caa5..641eddb 100644
--- a/Testes_hist/Result_T/T_acumulado.csv
+++ b/Testes_hist/Result_T/T_acumulado.csv
@@ -1,2335 +1,2335 @@
"coluna1","ano_coluna1","coluna2","ano_coluna2","tamanho_amostra1","estatistica_t","p_valor"
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-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_BIBLIOTECARIO","2021","80","2.26806281075815","0.0258812476396791"
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-"QTDE_PROF_MONITORES","2020","QTDE_TABLET","2021","100","0.749666424798014","0.45496627238912"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_SERVICOS_GERAIS","2021","100","-1.86893387167278","0.0646743837058298"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_BIBLIOTECARIO","2021","100","0.0823205031152997","0.934475578934705"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_SAUDE","2021","100","1.36867471010403","0.174042787190956"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_COORDENADOR","2021","100","-0.221725793989406","0.824782001355303"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_ALIMENTACAO","2021","100","-1.15075269379846","0.251936117525913"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_PEDAGOGIA","2021","100","-0.850939320697867","0.396477566872577"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_SEGURANCA","2021","100","0.285858483376065","0.775326920917189"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_MONITORES","2021","100","0.690632623178528","0.490858263694647"
-"QTDE_PROF_MONITORES","2020","QT_PROF_ADMIN","2021","100","-1.04719258160043","0.296946630266404"
-"QT_PROF_ADMIN","2020","NUM_SALAS_UTILIZADAS","2021","100","0.24894405058579","0.803812261171083"
-"QT_PROF_ADMIN","2020","NUM_TV","2021","100","0.567590632068285","0.571081410353845"
-"QT_PROF_ADMIN","2020","NUM_DVD","2021","100","0.857094424022922","0.392696245479115"
-"QT_PROF_ADMIN","2020","NUM_SOM","2021","100","0.163708347687085","0.870157781653106"
-"QT_PROF_ADMIN","2020","NUM_MULTIMIDIA","2021","100","0.88239993708473","0.378912159075583"
-"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","100","0.277219274398811","0.782070676741867"
-"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","100","1.6381673294505","0.104533257627455"
-"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","100","1.21186542898711","0.228335550692997"
-"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","100","1.32051687150271","0.189620656910268"
-"QT_PROF_ADMIN","2020","QTDE_LOUSA_DIGITAL","2021","100","1.60684375117108","0.111140018555877"
-"QT_PROF_ADMIN","2020","QTDE_COMPUTADOR_MESA","2021","100","0.794940669017054","0.428353476771041"
-"QT_PROF_ADMIN","2020","QTDE_COMPUTADOR_PORTATIL","2021","100","1.36448738822014","0.17525859067868"
-"QT_PROF_ADMIN","2020","QTDE_TABLET","2021","100","1.62707800941634","0.106875611735077"
-"QT_PROF_ADMIN","2020","QTDE_PROF_SERVICOS_GERAIS","2021","100","0.2093668487646","0.834427715343809"
-"QT_PROF_ADMIN","2020","QTDE_PROF_BIBLIOTECARIO","2021","100","1.45894150489663","0.147462402022752"
-"QT_PROF_ADMIN","2020","QTDE_PROF_SAUDE","2021","100","1.7529887360988","0.0826925676161583"
-"QT_PROF_ADMIN","2020","QTDE_PROF_COORDENADOR","2021","100","1.33519805535234","0.184432593707267"
-"QT_PROF_ADMIN","2020","QTDE_PROF_ALIMENTACAO","2021","100","0.750864143932496","0.453938154912328"
-"QT_PROF_ADMIN","2020","QTDE_PROF_PEDAGOGIA","2021","100","0.792924772192944","0.428975417850727"
-"QT_PROF_ADMIN","2020","QTDE_PROF_SEGURANCA","2021","100","1.52590530173951","0.130104426044769"
-"QT_PROF_ADMIN","2020","QTDE_PROF_MONITORES","2021","100","1.62046275400843","0.108240347489275"
-"QT_PROF_ADMIN","2020","QT_PROF_ADMIN","2021","100","0.799881057686061","0.425072373803078"
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+"NUM_SALAS","2008","NUM_SALAS","2009","10","1.4066795336592","0.183478182508364"
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+"NUM_SALAS","2008","NUM_COMPUTADOR","2009","10","1.76176858657059","0.101309513793872"
+"NUM_SALAS","2008","NUM_COMPUTADOR_ADM","2009","10","2.39840561832245","0.0365955493169503"
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+"NUM_SALAS_UTILIZADAS","2008","NUM_SALAS","2009","9","1.56008081917459","0.147486981233399"
+"NUM_SALAS_UTILIZADAS","2008","NUM_SALAS_UTILIZADAS","2009","9","1.55030707568471","0.14952909367782"
+"NUM_SALAS_UTILIZADAS","2008","NUM_COMPUTADOR","2009","9","1.88877057068158","0.0849918332117025"
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+"NUM_COMPUTADPR_ALUNO","2008","NUM_SALAS_UTILIZADAS","2009","6","-0.31393442483945","0.758372710932551"
+"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADOR","2009","6","0.34800483214485","0.733865196643793"
+"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADOR_ADM","2009","6","1.45419063796907","0.17866930557051"
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+"NUM_FUNCIONARIOS","2008","NUM_SALAS_UTILIZADAS","2009","8","1.39005589954448","0.200640723759117"
+"NUM_FUNCIONARIOS","2008","NUM_COMPUTADOR","2009","8","1.64494809966085","0.136416952593581"
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+"NUM_SALAS","2009","NUM_SALAS","2010","10","2.03539582841967","0.0676490098430772"
+"NUM_SALAS","2009","NUM_SALAS_UTILIZADAS","2010","10","2.02683961511706","0.068484159659324"
+"NUM_SALAS","2009","NUM_COMPUTADOR","2010","10","2.21057348326913","0.049115608768213"
+"NUM_SALAS","2009","NUM_COMPUTADOR_ADM","2010","10","2.67253297126766","0.0240437250166006"
+"NUM_SALAS","2009","NUM_COMPUTADPR_ALUNO","2010","10","2.49288074794755","0.0326254101649573"
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+"NUM_SALAS_UTILIZADAS","2009","NUM_SALAS","2010","10","2.00646198771143","0.071233074011942"
+"NUM_SALAS_UTILIZADAS","2009","NUM_SALAS_UTILIZADAS","2010","10","1.99819672121089","0.0720829648602977"
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+"NUM_COMPUTADOR","2009","NUM_SALAS","2010","7","1.12058679174319","0.300603234344544"
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+"NUM_COMPUTADOR_ADM","2009","NUM_SALAS_UTILIZADAS","2010","10","0.564785885077058","0.582315838648366"
+"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR","2010","10","0.836783110680915","0.417865990060446"
+"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR_ADM","2010","10","1.44019667205066","0.179184480972779"
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+"NUM_COMPUTADPR_ALUNO","2009","NUM_SALAS_UTILIZADAS","2010","6","0.846799250848777","0.418853025078783"
+"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADOR","2010","6","1.18888168097667","0.262846759062878"
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+"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADPR_ALUNO","2010","6","1.75502997468602","0.125217020449339"
+"NUM_COMPUTADPR_ALUNO","2009","NUM_FUNCIONARIOS","2010","6","0.584439183263094","0.570091522358318"
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+"NUM_FUNCIONARIOS","2009","NUM_SALAS_UTILIZADAS","2010","8","1.79912193574566","0.112015268329779"
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+"NUM_FUNCIONARIOS","2009","NUM_COMPUTADPR_ALUNO","2010","8","2.08741496449533","0.0740980941656229"
+"NUM_FUNCIONARIOS","2009","NUM_FUNCIONARIOS","2010","8","1.70339208121315","0.12664310503072"
+"NUM_SALAS","2010","NUM_SALAS","2011","10","2.45396905642861","0.0345920960117505"
+"NUM_SALAS","2010","NUM_SALAS_UTILIZADAS","2011","10","2.38314337370701","0.0386972544095692"
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+"NUM_SALAS","2010","NUM_COMPUTADPR_ALUNO","2011","10","2.7206574823784","0.0226430780837454"
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+"NUM_SALAS_UTILIZADAS","2010","NUM_SALAS","2011","10","2.41728129304395","0.0368884085745628"
+"NUM_SALAS_UTILIZADAS","2010","NUM_SALAS_UTILIZADAS","2011","10","2.34821861656446","0.0411550050283685"
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+"NUM_COMPUTADOR","2010","NUM_SALAS_UTILIZADAS","2011","8","1.32884156409536","0.222456598793776"
+"NUM_COMPUTADOR","2010","NUM_COMPUTADOR","2011","8","1.49267947419891","0.175363471404585"
+"NUM_COMPUTADOR","2010","NUM_COMPUTADOR_ADM","2011","8","1.74962482516923","0.122069299371852"
+"NUM_COMPUTADOR","2010","NUM_COMPUTADPR_ALUNO","2011","8","1.62962035756937","0.145506838406686"
+"NUM_COMPUTADOR","2010","NUM_FUNCIONARIOS","2011","8","1.23105040257921","0.252598410880253"
+"NUM_COMPUTADOR_ADM","2010","NUM_SALAS","2011","14","0.765112414218063","0.454999046768988"
+"NUM_COMPUTADOR_ADM","2010","NUM_SALAS_UTILIZADAS","2011","14","0.647871688905197","0.525725901833543"
+"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADOR","2011","14","0.953620940249982","0.353284118541985"
+"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADOR_ADM","2011","14","1.45925121289245","0.165172805594529"
+"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADPR_ALUNO","2011","14","1.22629743528195","0.238970072074518"
+"NUM_COMPUTADOR_ADM","2010","NUM_FUNCIONARIOS","2011","14","0.477258194091484","0.638481262036"
+"NUM_COMPUTADPR_ALUNO","2010","NUM_SALAS","2011","7","1.40289105409134","0.19792500425187"
+"NUM_COMPUTADPR_ALUNO","2010","NUM_SALAS_UTILIZADAS","2011","7","1.26798979482873","0.238824742486381"
+"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADOR","2011","7","1.58801504293163","0.147660173803506"
+"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADOR_ADM","2011","7","2.18211074556518","0.0648303289887549"
+"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADPR_ALUNO","2011","7","1.92652865511128","0.0944357893936301"
+"NUM_COMPUTADPR_ALUNO","2010","NUM_FUNCIONARIOS","2011","7","1.03769052341909","0.322879717846975"
+"NUM_FUNCIONARIOS","2010","NUM_SALAS","2011","8","2.08099723201455","0.0746374356331498"
+"NUM_FUNCIONARIOS","2010","NUM_SALAS_UTILIZADAS","2011","8","2.03716192420857","0.0794771748025007"
+"NUM_FUNCIONARIOS","2010","NUM_COMPUTADOR","2011","8","2.15205156114969","0.0666478394353917"
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diff --git a/Testes_hist/Result_T/T_subsequente.csv b/Testes_hist/Result_T/T_subsequente.csv
index 3072afb..f958235 100644
--- a/Testes_hist/Result_T/T_subsequente.csv
+++ b/Testes_hist/Result_T/T_subsequente.csv
@@ -1,1833 +1,1833 @@
"coluna1","ano_coluna1","coluna2","ano_coluna2","tamanho_amostra1","estatistica_t","p_valor"
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diff --git a/Testes_hist/TESTE_KS.ipynb b/Testes_hist/TESTE_KS.ipynb
index 0d823b1..1cf9702 100644
--- a/Testes_hist/TESTE_KS.ipynb
+++ b/Testes_hist/TESTE_KS.ipynb
@@ -19,85 +19,85 @@
"data": {
"text/html": [
"<table class=\"dataframe\">\n",
- "<caption>A data.frame: 6 × 39</caption>\n",
+ "<caption>A data.frame: 6 × 31</caption>\n",
"<thead>\n",
- "\t<tr><th></th><th scope=col>ANO_CENSO</th><th scope=col>NUM_SALAS</th><th scope=col>NUM_SALAS_UTILIZADAS</th><th scope=col>NUM_TV</th><th scope=col>NUM_VIDEOCASSETE</th><th scope=col>NUM_DVD</th><th scope=col>NUM_PARABOLICA</th><th scope=col>NUM_COPIADORA</th><th scope=col>NUM_RETROPROJETOR</th><th scope=col>NUM_IMPRESSORA</th><th scope=col>⋯</th><th scope=col>QTDE_PROF_COORDENADOR</th><th scope=col>QTDE_PROF_FONO</th><th scope=col>QTDE_PROF_NUTRICIONISTA</th><th scope=col>QTDE_PROF_PSICOLOGO</th><th scope=col>QTDE_PROF_ALIMENTACAO</th><th scope=col>QTDE_PROF_PEDAGOGIA</th><th scope=col>QTDE_PROF_SECRETARIO</th><th scope=col>QTDE_PROF_SEGURANCA</th><th scope=col>QTDE_PROF_MONITORES</th><th scope=col>QT_PROF_ADMIN</th></tr>\n",
+ "\t<tr><th></th><th scope=col>ANO_CENSO</th><th scope=col>NUM_SALAS</th><th scope=col>NUM_SALAS_UTILIZADAS</th><th scope=col>NUM_TV</th><th scope=col>NUM_DVD</th><th scope=col>NUM_COPIADORA</th><th scope=col>NUM_IMPRESSORA</th><th scope=col>NUM_SOM</th><th scope=col>NUM_MULTIMIDIA</th><th scope=col>NUM_FOTO</th><th scope=col>⋯</th><th scope=col>QTDE_TABLET</th><th scope=col>QTDE_PROF_SERVICOS_GERAIS</th><th scope=col>QTDE_PROF_BIBLIOTECARIO</th><th scope=col>QTDE_PROF_SAUDE</th><th scope=col>QTDE_PROF_COORDENADOR</th><th scope=col>QTDE_PROF_ALIMENTACAO</th><th scope=col>QTDE_PROF_PEDAGOGIA</th><th scope=col>QTDE_PROF_SEGURANCA</th><th scope=col>QTDE_PROF_MONITORES</th><th scope=col>QT_PROF_ADMIN</th></tr>\n",
"\t<tr><th></th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th><th scope=col>⋯</th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th><th scope=col><int></th></tr>\n",
"</thead>\n",
"<tbody>\n",
- "\t<tr><th scope=row>1</th><td>2013</td><td> 8</td><td> 8</td><td>3</td><td>0</td><td>1</td><td>1</td><td>0</td><td>1</td><td>4</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
- "\t<tr><th scope=row>2</th><td>2013</td><td> 5</td><td> 5</td><td>6</td><td>1</td><td>5</td><td>0</td><td>1</td><td>1</td><td>3</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
- "\t<tr><th scope=row>3</th><td>2013</td><td> 8</td><td> 8</td><td>3</td><td>1</td><td>2</td><td>0</td><td>1</td><td>2</td><td>5</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
- "\t<tr><th scope=row>4</th><td>2013</td><td>10</td><td>10</td><td>4</td><td>0</td><td>2</td><td>0</td><td>1</td><td>0</td><td>5</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
- "\t<tr><th scope=row>5</th><td>2013</td><td>12</td><td>12</td><td>6</td><td>1</td><td>2</td><td>2</td><td>2</td><td>2</td><td>7</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
- "\t<tr><th scope=row>6</th><td>2013</td><td> 4</td><td> 4</td><td>1</td><td>1</td><td>1</td><td>0</td><td>1</td><td>1</td><td>1</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
+ "\t<tr><th scope=row>1</th><td>2013</td><td> 8</td><td> 8</td><td>3</td><td>1</td><td>0</td><td>4</td><td>1</td><td>7</td><td>1</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
+ "\t<tr><th scope=row>2</th><td>2013</td><td> 5</td><td> 5</td><td>6</td><td>5</td><td>1</td><td>3</td><td>7</td><td>1</td><td>2</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
+ "\t<tr><th scope=row>3</th><td>2013</td><td> 8</td><td> 8</td><td>3</td><td>2</td><td>1</td><td>5</td><td>3</td><td>2</td><td>2</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
+ "\t<tr><th scope=row>4</th><td>2013</td><td>10</td><td>10</td><td>4</td><td>2</td><td>1</td><td>5</td><td>2</td><td>2</td><td>3</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
+ "\t<tr><th scope=row>5</th><td>2013</td><td>12</td><td>12</td><td>6</td><td>2</td><td>2</td><td>7</td><td>1</td><td>1</td><td>1</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
+ "\t<tr><th scope=row>6</th><td>2013</td><td> 4</td><td> 4</td><td>1</td><td>1</td><td>1</td><td>1</td><td>0</td><td>1</td><td>1</td><td>⋯</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td><td>NA</td></tr>\n",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
- "A data.frame: 6 × 39\n",
+ "A data.frame: 6 × 31\n",
"\\begin{tabular}{r|lllllllllllllllllllll}\n",
- " & ANO\\_CENSO & NUM\\_SALAS & NUM\\_SALAS\\_UTILIZADAS & NUM\\_TV & NUM\\_VIDEOCASSETE & NUM\\_DVD & NUM\\_PARABOLICA & NUM\\_COPIADORA & NUM\\_RETROPROJETOR & NUM\\_IMPRESSORA & ⋯ & QTDE\\_PROF\\_COORDENADOR & QTDE\\_PROF\\_FONO & QTDE\\_PROF\\_NUTRICIONISTA & QTDE\\_PROF\\_PSICOLOGO & QTDE\\_PROF\\_ALIMENTACAO & QTDE\\_PROF\\_PEDAGOGIA & QTDE\\_PROF\\_SECRETARIO & QTDE\\_PROF\\_SEGURANCA & QTDE\\_PROF\\_MONITORES & QT\\_PROF\\_ADMIN\\\\\n",
+ " & ANO\\_CENSO & NUM\\_SALAS & NUM\\_SALAS\\_UTILIZADAS & NUM\\_TV & NUM\\_DVD & NUM\\_COPIADORA & NUM\\_IMPRESSORA & NUM\\_SOM & NUM\\_MULTIMIDIA & NUM\\_FOTO & ⋯ & QTDE\\_TABLET & QTDE\\_PROF\\_SERVICOS\\_GERAIS & QTDE\\_PROF\\_BIBLIOTECARIO & QTDE\\_PROF\\_SAUDE & QTDE\\_PROF\\_COORDENADOR & QTDE\\_PROF\\_ALIMENTACAO & QTDE\\_PROF\\_PEDAGOGIA & QTDE\\_PROF\\_SEGURANCA & QTDE\\_PROF\\_MONITORES & QT\\_PROF\\_ADMIN\\\\\n",
" & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & ⋯ & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int>\\\\\n",
"\\hline\n",
- "\t1 & 2013 & 8 & 8 & 3 & 0 & 1 & 1 & 0 & 1 & 4 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
- "\t2 & 2013 & 5 & 5 & 6 & 1 & 5 & 0 & 1 & 1 & 3 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
- "\t3 & 2013 & 8 & 8 & 3 & 1 & 2 & 0 & 1 & 2 & 5 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
- "\t4 & 2013 & 10 & 10 & 4 & 0 & 2 & 0 & 1 & 0 & 5 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
- "\t5 & 2013 & 12 & 12 & 6 & 1 & 2 & 2 & 2 & 2 & 7 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
- "\t6 & 2013 & 4 & 4 & 1 & 1 & 1 & 0 & 1 & 1 & 1 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
+ "\t1 & 2013 & 8 & 8 & 3 & 1 & 0 & 4 & 1 & 7 & 1 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
+ "\t2 & 2013 & 5 & 5 & 6 & 5 & 1 & 3 & 7 & 1 & 2 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
+ "\t3 & 2013 & 8 & 8 & 3 & 2 & 1 & 5 & 3 & 2 & 2 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
+ "\t4 & 2013 & 10 & 10 & 4 & 2 & 1 & 5 & 2 & 2 & 3 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
+ "\t5 & 2013 & 12 & 12 & 6 & 2 & 2 & 7 & 1 & 1 & 1 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
+ "\t6 & 2013 & 4 & 4 & 1 & 1 & 1 & 1 & 0 & 1 & 1 & ⋯ & NA & NA & NA & NA & NA & NA & NA & NA & NA & NA\\\\\n",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
- "A data.frame: 6 × 39\n",
+ "A data.frame: 6 × 31\n",
"\n",
- "| <!--/--> | ANO_CENSO <int> | NUM_SALAS <int> | NUM_SALAS_UTILIZADAS <int> | NUM_TV <int> | NUM_VIDEOCASSETE <int> | NUM_DVD <int> | NUM_PARABOLICA <int> | NUM_COPIADORA <int> | NUM_RETROPROJETOR <int> | NUM_IMPRESSORA <int> | ⋯ ⋯ | QTDE_PROF_COORDENADOR <int> | QTDE_PROF_FONO <int> | QTDE_PROF_NUTRICIONISTA <int> | QTDE_PROF_PSICOLOGO <int> | QTDE_PROF_ALIMENTACAO <int> | QTDE_PROF_PEDAGOGIA <int> | QTDE_PROF_SECRETARIO <int> | QTDE_PROF_SEGURANCA <int> | QTDE_PROF_MONITORES <int> | QT_PROF_ADMIN <int> |\n",
+ "| <!--/--> | ANO_CENSO <int> | NUM_SALAS <int> | NUM_SALAS_UTILIZADAS <int> | NUM_TV <int> | NUM_DVD <int> | NUM_COPIADORA <int> | NUM_IMPRESSORA <int> | NUM_SOM <int> | NUM_MULTIMIDIA <int> | NUM_FOTO <int> | ⋯ ⋯ | QTDE_TABLET <int> | QTDE_PROF_SERVICOS_GERAIS <int> | QTDE_PROF_BIBLIOTECARIO <int> | QTDE_PROF_SAUDE <int> | QTDE_PROF_COORDENADOR <int> | QTDE_PROF_ALIMENTACAO <int> | QTDE_PROF_PEDAGOGIA <int> | QTDE_PROF_SEGURANCA <int> | QTDE_PROF_MONITORES <int> | QT_PROF_ADMIN <int> |\n",
"|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
- "| 1 | 2013 | 8 | 8 | 3 | 0 | 1 | 1 | 0 | 1 | 4 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
- "| 2 | 2013 | 5 | 5 | 6 | 1 | 5 | 0 | 1 | 1 | 3 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
- "| 3 | 2013 | 8 | 8 | 3 | 1 | 2 | 0 | 1 | 2 | 5 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
- "| 4 | 2013 | 10 | 10 | 4 | 0 | 2 | 0 | 1 | 0 | 5 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
- "| 5 | 2013 | 12 | 12 | 6 | 1 | 2 | 2 | 2 | 2 | 7 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
- "| 6 | 2013 | 4 | 4 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
+ "| 1 | 2013 | 8 | 8 | 3 | 1 | 0 | 4 | 1 | 7 | 1 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
+ "| 2 | 2013 | 5 | 5 | 6 | 5 | 1 | 3 | 7 | 1 | 2 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
+ "| 3 | 2013 | 8 | 8 | 3 | 2 | 1 | 5 | 3 | 2 | 2 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
+ "| 4 | 2013 | 10 | 10 | 4 | 2 | 1 | 5 | 2 | 2 | 3 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
+ "| 5 | 2013 | 12 | 12 | 6 | 2 | 2 | 7 | 1 | 1 | 1 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
+ "| 6 | 2013 | 4 | 4 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | ⋯ | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |\n",
"\n"
],
"text/plain": [
- " ANO_CENSO NUM_SALAS NUM_SALAS_UTILIZADAS NUM_TV NUM_VIDEOCASSETE NUM_DVD\n",
- "1 2013 8 8 3 0 1 \n",
- "2 2013 5 5 6 1 5 \n",
- "3 2013 8 8 3 1 2 \n",
- "4 2013 10 10 4 0 2 \n",
- "5 2013 12 12 6 1 2 \n",
- "6 2013 4 4 1 1 1 \n",
- " NUM_PARABOLICA NUM_COPIADORA NUM_RETROPROJETOR NUM_IMPRESSORA ⋯\n",
- "1 1 0 1 4 ⋯\n",
- "2 0 1 1 3 ⋯\n",
- "3 0 1 2 5 ⋯\n",
- "4 0 1 0 5 ⋯\n",
- "5 2 2 2 7 ⋯\n",
- "6 0 1 1 1 ⋯\n",
- " QTDE_PROF_COORDENADOR QTDE_PROF_FONO QTDE_PROF_NUTRICIONISTA\n",
- "1 NA NA NA \n",
- "2 NA NA NA \n",
- "3 NA NA NA \n",
- "4 NA NA NA \n",
- "5 NA NA NA \n",
- "6 NA NA NA \n",
- " QTDE_PROF_PSICOLOGO QTDE_PROF_ALIMENTACAO QTDE_PROF_PEDAGOGIA\n",
- "1 NA NA NA \n",
- "2 NA NA NA \n",
- "3 NA NA NA \n",
- "4 NA NA NA \n",
- "5 NA NA NA \n",
- "6 NA NA NA \n",
- " QTDE_PROF_SECRETARIO QTDE_PROF_SEGURANCA QTDE_PROF_MONITORES QT_PROF_ADMIN\n",
- "1 NA NA NA NA \n",
- "2 NA NA NA NA \n",
- "3 NA NA NA NA \n",
- "4 NA NA NA NA \n",
- "5 NA NA NA NA \n",
- "6 NA NA NA NA "
+ " ANO_CENSO NUM_SALAS NUM_SALAS_UTILIZADAS NUM_TV NUM_DVD NUM_COPIADORA\n",
+ "1 2013 8 8 3 1 0 \n",
+ "2 2013 5 5 6 5 1 \n",
+ "3 2013 8 8 3 2 1 \n",
+ "4 2013 10 10 4 2 1 \n",
+ "5 2013 12 12 6 2 2 \n",
+ "6 2013 4 4 1 1 1 \n",
+ " NUM_IMPRESSORA NUM_SOM NUM_MULTIMIDIA NUM_FOTO ⋯ QTDE_TABLET\n",
+ "1 4 1 7 1 ⋯ NA \n",
+ "2 3 7 1 2 ⋯ NA \n",
+ "3 5 3 2 2 ⋯ NA \n",
+ "4 5 2 2 3 ⋯ NA \n",
+ "5 7 1 1 1 ⋯ NA \n",
+ "6 1 0 1 1 ⋯ NA \n",
+ " QTDE_PROF_SERVICOS_GERAIS QTDE_PROF_BIBLIOTECARIO QTDE_PROF_SAUDE\n",
+ "1 NA NA NA \n",
+ "2 NA NA NA \n",
+ "3 NA NA NA \n",
+ "4 NA NA NA \n",
+ "5 NA NA NA \n",
+ "6 NA NA NA \n",
+ " QTDE_PROF_COORDENADOR QTDE_PROF_ALIMENTACAO QTDE_PROF_PEDAGOGIA\n",
+ "1 NA NA NA \n",
+ "2 NA NA NA \n",
+ "3 NA NA NA \n",
+ "4 NA NA NA \n",
+ "5 NA NA NA \n",
+ "6 NA NA NA \n",
+ " QTDE_PROF_SEGURANCA QTDE_PROF_MONITORES QT_PROF_ADMIN\n",
+ "1 NA NA NA \n",
+ "2 NA NA NA \n",
+ "3 NA NA NA \n",
+ "4 NA NA NA \n",
+ "5 NA NA NA \n",
+ "6 NA NA NA "
]
},
"metadata": {},
@@ -236,28 +236,58 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 7,
"id": "a9629868-ef70-4073-856b-fa3cee413898",
"metadata": {
"scrolled": true
},
"outputs": [
+ {
+ "data": {
+ "image/png": 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JBXHDp06Ouvv27ZsmXqjWfPno2OjibsAADIDMIOeYiTk9Onn36aestHH32UkJBg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\nAABJRU5ErkJggg==",
+ "text/plain": [
+ "Plot with title “NUM_SALAS”"
+ ]
+ },
+ "metadata": {
+ "image/png": {
+ "height": 420,
+ "width": 420
+ }
+ },
+ "output_type": "display_data"
+ },
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
- "\tAsymptotic two-sample Kolmogorov-Smirnov test\n",
+ "\tExact two-sample Kolmogorov-Smirnov test\n",
"\n",
- "data: subdata1 and subdata2\n",
- "D = 0.020158, p-value < 2.2e-16\n",
+ "data: data1 and data2\n",
+ "D = 0.021053, p-value = 1\n",
"alternative hypothesis: two-sided\n",
"\n"
]
},
{
"data": {
- "image/png": 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nq1vPWWuLomHyxfXjZulOrVtWsLQKpYYwcASJ2Xl8ycKR9+KIcPJ70sNk8erXsC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ADYkSbCTl9r1Narr5lux1w8e/bMnf+dPXvRyy3zPgnTqR3rj1keGfLpsoW9OV4H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\neIA8+cvSMwAAAABJRU5ErkJggg==",
+ "text/plain": [
+ "Plot with title “NUM_SALAS”"
+ ]
+ },
+ "metadata": {
+ "image/png": {
+ "height": 420,
+ "width": 420
+ }
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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6PuvlJUkx8s5gTFxgoTqt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\n2AEAAEiCsAMAAJAEYQcAACAJwg4AA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"text/plain": [
"Plot with title “ecdf(x)”"
]
diff --git a/Testes_hist/raw_tests/.ipynb_checkpoints/Rplots-checkpoint.pdf b/Testes_hist/raw_tests/.ipynb_checkpoints/Rplots-checkpoint.pdf
new file mode 100644
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diff --git a/Testes_hist/raw_tests/.ipynb_checkpoints/teste_cohend-checkpoint.r b/Testes_hist/raw_tests/.ipynb_checkpoints/teste_cohend-checkpoint.r
new file mode 100644
index 0000000..a9c810e
--- /dev/null
+++ b/Testes_hist/raw_tests/.ipynb_checkpoints/teste_cohend-checkpoint.r
@@ -0,0 +1,139 @@
+#!/usr/bin/env Rscrit
+
+# Function to remove outliers using the IQR method
+remove_outliers <- function(data) {
+ # Calculate the interquartile range (IQR)
+ Q1 <- quantile(data, 0.25)
+ Q3 <- quantile(data, 0.75)
+ IQR <- Q3 - Q1
+
+ # Define the lower and upper bounds
+ lower_bound <- Q1 - 1.5 * IQR
+ upper_bound <- Q3 + 1.5 * IQR
+
+ # Remove outliers
+ cleaned_data <- data[data >= lower_bound & data <= upper_bound]
+
+ # Return the cleaned data
+ return(cleaned_data)
+}
+
+
+# Carrega CSV
+options(warn = -1)
+library(effsize)
+df = read.csv("../../dados/escola_integers.csv", sep="|")
+#head(df)
+
+# Colunas do csv de saida
+colunas = c("coluna1", "ano_coluna1", "coluna2", "ano_coluna2", "tamanho_amostra1", "estatistica_cohend")
+output_df = data.frame(matrix(ncol = length(colunas), nrow = 0));
+
+# Remove ANO_CENSO das iteracoes
+atributos = names(df)
+atributos = atributos[atributos != "ANO_CENSO"]
+
+# Separa os anos em amostras
+ANO <- df["ANO_CENSO"]
+
+for(ano in sort(unique(df$ANO_CENSO))){
+ for(col1 in atributos) {
+ for(col2 in atributos) {
+
+ # Amostra de um ano
+ X <- df[col1]
+ data1 <- X[ANO == ano]
+
+ # Amostra do ano seguinte
+ Y <- df[col2]
+ data2 <- Y[ANO == ano+1]
+
+ # Remove zeros
+ data1 <- data1[data1 != 0]
+ data2 <- data2[data2 != 0]
+
+ # Remove NaN, outliers e ordena
+ data1 <- remove_outliers(na.omit(data1))
+ data2 <- remove_outliers(na.omit(data2))
+
+ # Pula casos em que não há dados nas amostras
+ if(length(data1) == 0 || length(data2) == 0){
+ next
+ }
+
+ # Ajusta dados em histogramas
+ data1 <- hist(data1, breaks=10, PLOT=FALSE, main=col1)
+ data2 <- hist(data2, breaks=10, PLOT=FALSE, main=col2)
+ data1 <- data1$count
+ data2 <- data2$count
+
+ # Teste Cohen D
+ resultado = cohen.d(data1, data2)
+
+ # Concatena resultados no dataframe
+ nova_linha = c(col1, ano, col2, ano+1, length(data1), resultado$estimate)
+ output_df = rbind(output_df, nova_linha)
+ }
+ }
+}
+output_csv = "../Result_COHEND/COHEND_subsequente.csv"
+colnames(output_df) <- colunas
+write.csv(output_df, file = output_csv, row.names = FALSE)
+
+# ACUMULADO =====================================
+
+# Colunas do csv de saida
+colunas = c("coluna1", "ano_coluna1", "coluna2", "ano_coluna2", "tamanho_amostra1", "estatistica_cohend")
+output_df = data.frame(matrix(ncol = length(colunas), nrow = 0))
+ano_start = min(df$ANO_CENSO)
+
+# Remove ANO_CENSO das iteracoes
+atributos = names(df)
+atributos = atributos[atributos != "ANO_CENSO"]
+
+# Separa os anos em amostras
+ANO_COLUMN <- df["ANO_CENSO"]
+
+for(ano in sort(unique(df$ANO_CENSO))){
+ for(col1 in atributos) {
+ for(col2 in atributos) {
+
+ # Amostra acumulada dos anos
+ X <- df[col1]
+ data1 <- X[ANO_COLUMN >= ano_start & ANO_COLUMN <= ano]
+
+ # Amostra do ano seguinte
+ Y <- df[col2]
+ data2 <- Y[ANO_COLUMN == ano+1]
+
+ # Remove zeros
+ data1 <- data1[data1 != 0]
+ data2 <- data2[data2 != 0]
+
+ # Remove NaN, outliers e ordena
+ data1 <- remove_outliers(na.omit(data1))
+ data2 <- remove_outliers(na.omit(data2))
+
+ # Pula casos em que não há dados nas amostras
+ if(length(data1) == 0 || length(data2) == 0){
+ next
+ }
+
+ # Ajusta dados em histogramas
+ data1 <- hist(data1, breaks=10, PLOT=FALSE, main=col1)
+ data2 <- hist(data2, breaks=10, PLOT=FALSE, main=col2)
+ data1 <- data1$count
+ data2 <- data2$count
+
+ # Teste Cohend
+ resultado = cohen.d(data1, data2)
+
+ # Concatena resultados no dataframe
+ nova_linha = c(col1, ano, col2, ano+1, length(data1), resultado$estimate)
+ output_df = rbind(output_df, nova_linha)
+ }
+ }
+}
+output_csv = "../Result_COHEND/COHEND_acumulado.csv"
+colnames(output_df) <- colunas
+write.csv(output_df, file = output_csv, row.names = FALSE)
diff --git a/Testes_hist/raw_tests/.ipynb_checkpoints/teste_ks-checkpoint.r b/Testes_hist/raw_tests/.ipynb_checkpoints/teste_ks-checkpoint.r
new file mode 100644
index 0000000..032e5fb
--- /dev/null
+++ b/Testes_hist/raw_tests/.ipynb_checkpoints/teste_ks-checkpoint.r
@@ -0,0 +1,167 @@
+#!/usr/bin/env Rscript
+
+# Function to remove outliers using the IQR method
+remove_outliers <- function(data) {
+ # Calculate the interquartile range (IQR)
+ Q1 <- quantile(data, 0.25)
+ Q3 <- quantile(data, 0.75)
+ IQR <- Q3 - Q1
+
+ # Define the lower and upper bounds
+ lower_bound <- Q1 - 1.5 * IQR
+ upper_bound <- Q3 + 1.5 * IQR
+
+ # Remove outliers
+ cleaned_data <- data[data >= lower_bound & data <= upper_bound]
+
+ # Return the cleaned data
+ return(cleaned_data)
+}
+
+# Function to calculate the step between subsamples
+get_step <- function(data, tam) {
+ return(length(data)/tam)
+}
+
+max_step <- function(data1, data2) {
+ if(length(data1) > length(data2)){
+ return(length(data1) / length(data2))
+ }
+ return(length(data2) / length(data1))
+}
+
+mono_get_sample <- function(data, tam){
+ step = get_step(data, tam)
+ indexes = seq(1, length(data), step)
+ return (data[indexes, drop=FALSE])
+}
+
+# MAIN ==========================================
+
+# Carrega CSV
+options(warn = -1)
+df = read.csv("../../dados/escola_integers.csv", sep="|")
+#head(df)
+
+# Colunas do csv de saida
+colunas = c("coluna1", "ano_coluna1", "coluna2", "ano_coluna2", "tamanho_amostra", "estatistica_ks", "p_valor")
+output_df = data.frame(matrix(ncol = length(colunas), nrow = 0))
+
+# Remove ANO_CENSO das iteracoes
+atributos = names(df)
+atributos = atributos[atributos != "ANO_CENSO"]
+
+# Separa os anos em amostras
+ANO <- df["ANO_CENSO"]
+
+for(ano in sort(unique(df$ANO_CENSO))){
+ for(col1 in atributos) {
+ for(col2 in atributos) {
+
+ # Amostra de um ano
+ X <- df[col1]
+ data1 <- X[ANO == ano]
+
+ # Amostra do ano seguinte
+ Y <- df[col2]
+ data2 <- Y[ANO == ano+1]
+
+ # Remove zeros
+ data1 <- data1[data1 != 0]
+ data2 <- data2[data2 != 0]
+
+ # Remove NaN, outliers e ordena
+ data1 <- remove_outliers(na.omit(data1))
+ data2 <- remove_outliers(na.omit(data2))
+
+ # Distribui as amostras para o tamanho da menor amostra
+ #tam = min(length(data1), length(data2))
+ #data1 = mono_get_sample(data1, tam)
+ #data2 = mono_get_sample(data2, tam)
+
+ # Pula casos em que não há dados nas amostras
+ if(length(data1) == 0 || length(data2) == 0){
+ next
+ }
+
+ # Ajusta dados em histogramas
+ data1 <- hist(data1, breaks=10, PLOT=FALSE)
+ data2 <- hist(data2, breaks=10, PLOT=FALSE)
+ data1 <- data1$count
+ data2 <- data2$count
+
+ # Teste KS
+ resultado = ks.test(data1, data2)
+
+ # Concatena resultados no dataframe
+ nova_linha = c(col1, ano, col2, ano+1, length(data1), resultado$statistic, resultado$p.value)
+ output_df = rbind(output_df, nova_linha)
+ }
+ }
+}
+output_csv = "../Result_KS/KS_subsequente.csv"
+colnames(output_df) <- colunas
+write.csv(output_df, file = output_csv, row.names = FALSE)
+
+# ACUMULADO =====================================
+
+# Colunas do csv de saida
+colunas = c("coluna1", "ano_coluna1", "coluna2", "ano_coluna2", "tamanho_amostra", "estatistica_ks", "p_valor")
+output_df = data.frame(matrix(ncol = length(colunas), nrow = 0))
+ano_start = min(df$ANO_CENSO)
+
+# Remove ANO_CENSO das iteracoes
+atributos = names(df)
+atributos = atributos[atributos != "ANO_CENSO"]
+
+# Separa os anos em amostras
+ANO_COLUMN <- df["ANO_CENSO"]
+
+for(ano in sort(unique(df$ANO_CENSO))){
+ for(col1 in atributos) {
+ for(col2 in atributos) {
+
+ # Amostra acumulada dos anos
+ X <- df[col1]
+ data1 <- X[ANO_COLUMN >= ano_start & ANO_COLUMN <= ano]
+
+ # Amostra do ano seguinte
+ Y <- df[col2]
+ data2 <- Y[ANO_COLUMN == ano+1]
+
+ # Remove zeros
+ data1 <- data1[data1 != 0]
+ data2 <- data2[data2 != 0]
+
+ # Remove NaN, outliers e ordena
+ data1 <- remove_outliers(na.omit(data1))
+ data2 <- remove_outliers(na.omit(data2))
+
+ # Cria uma amostra bem distribuída
+ #tam = min(length(data1), length(data2))
+ #data1 = mono_get_sample(data1, tam)
+ #data2 = mono_get_sample(data2, tam)
+
+ # Pula casos em que não há dados nas amostras
+ if(length(data1) == 0 || length(data2) == 0){
+ next
+ }
+
+ # Ajusta dados em histogramas
+ data1 <- hist(data1, breaks=10, PLOT=FALSE)
+ data2 <- hist(data2, breaks=10, PLOT=FALSE)
+ data1 <- data1$count
+ data2 <- data2$count
+
+ # Teste KS
+ resultado = ks.test(data1, data2)
+
+ # Concatena resultados no dataframe
+ nova_linha = c(col1, ano, col2, ano+1, length(data1), resultado$statistic, resultado$p.value)
+ output_df = rbind(output_df, nova_linha)
+ }
+ }
+}
+output_csv = "../Result_KS/KS_acumulado.csv"
+colnames(output_df) <- colunas
+write.csv(output_df, file = output_csv, row.names = FALSE)
diff --git a/Testes_hist/raw_tests/.ipynb_checkpoints/teste_t-checkpoint.r b/Testes_hist/raw_tests/.ipynb_checkpoints/teste_t-checkpoint.r
new file mode 100644
index 0000000..714e3dd
--- /dev/null
+++ b/Testes_hist/raw_tests/.ipynb_checkpoints/teste_t-checkpoint.r
@@ -0,0 +1,152 @@
+#!/usr/bin/env Rscript
+
+# Function to remove outliers using the IQR method
+remove_outliers <- function(data) {
+ # Calculate the interquartile range (IQR)
+ Q1 <- quantile(data, 0.25)
+ Q3 <- quantile(data, 0.75)
+ IQR <- Q3 - Q1
+
+ # Define the lower and upper bounds
+ lower_bound <- Q1 - 1.5 * IQR
+ upper_bound <- Q3 + 1.5 * IQR
+
+ # Remove outliers
+ cleaned_data <- data[data >= lower_bound & data <= upper_bound]
+
+ # Return the cleaned data
+ return(cleaned_data)
+}
+
+
+# Carrega CSV
+options(warn = -1)
+df = read.csv("../../dados/escola_integers.csv", sep="|")
+#head(df)
+
+# Colunas do csv de saida
+colunas = c("coluna1", "ano_coluna1", "coluna2", "ano_coluna2", "tamanho_amostra1", "estatistica_t", "p_valor")
+output_df = data.frame(matrix(ncol = length(colunas), nrow = 0));
+
+# Remove ANO_CENSO das iteracoes
+atributos = names(df)
+atributos = atributos[atributos != "ANO_CENSO"]
+
+# Separa os anos em amostras
+ANO <- df["ANO_CENSO"]
+
+for(ano in sort(unique(df$ANO_CENSO))){
+ for(col1 in atributos) {
+ for(col2 in atributos) {
+
+ # Amostra de um ano
+ X <- df[col1]
+ data1 <- X[ANO == ano]
+
+ # Amostra do ano seguinte
+ Y <- df[col2]
+ data2 <- Y[ANO == ano+1]
+
+ # Remove zeros
+ data1 <- data1[data1 != 0]
+ data2 <- data2[data2 != 0]
+
+ # Remove NaN, outliers e ordena
+ data1 <- remove_outliers(na.omit(data1))
+ data2 <- remove_outliers(na.omit(data2))
+
+ # Pula casos em que não há dados nas amostras
+ if(length(data1) == 0 || length(data2) == 0){
+ next
+ }
+
+ # Pula casos em que a variancia zera
+ if ( (var(data1)==0) && (var(data2)==0) ){
+ # Concatena resultados no dataframe
+ nova_linha = c(col1, ano, col2, ano+1, length(data1), NaN, NaN)
+ output_df = rbind(output_df, nova_linha)
+ } else {
+ # Ajusta dados em histogramas
+ data1 <- hist(data1, breaks=10, PLOT=FALSE)
+ data2 <- hist(data2, breaks=10, PLOT=FALSE)
+ data1 <- data1$count
+ data2 <- data2$count
+
+ # Teste T
+ resultado = t.test(data1, data2)
+
+ # Concatena resultados no dataframe
+ nova_linha = c(col1, ano, col2, ano+1, length(data1), resultado$statistic, resultado$p.value)
+ output_df = rbind(output_df, nova_linha)
+ }
+ }
+ }
+}
+output_csv = "../Result_T/T_subsequente.csv"
+colnames(output_df) <- colunas
+write.csv(output_df, file = output_csv, row.names = FALSE)
+
+# ACUMULADO =====================================
+
+# Colunas do csv de saida
+colunas = c("coluna1", "ano_coluna1", "coluna2", "ano_coluna2", "tamanho_amostra1", "estatistica_t", "p_valor")
+output_df = data.frame(matrix(ncol = length(colunas), nrow = 0))
+ano_start = min(df$ANO_CENSO)
+
+# Remove ANO_CENSO das iteracoes
+atributos = names(df)
+atributos = atributos[atributos != "ANO_CENSO"]
+
+# Separa os anos em amostras
+ANO_COLUMN <- df["ANO_CENSO"]
+
+for(ano in sort(unique(df$ANO_CENSO))){
+ for(col1 in atributos) {
+ for(col2 in atributos) {
+
+ # Amostra acumulada dos anos
+ X <- df[col1]
+ data1 <- X[ANO_COLUMN >= ano_start & ANO_COLUMN <= ano]
+
+ # Amostra do ano seguinte
+ Y <- df[col2]
+ data2 <- Y[ANO_COLUMN == ano+1]
+
+ # Remove zeros
+ data1 <- data1[data1 != 0]
+ data2 <- data2[data2 != 0]
+
+ # Remove NaN, outliers e ordena
+ data1 <- remove_outliers(na.omit(data1))
+ data2 <- remove_outliers(na.omit(data2))
+
+ # Pula casos em que não há dados nas amostras
+ if(length(data1) == 0 || length(data2) == 0){
+ next
+ }
+
+ # Pula casos em que a variancia zera
+ if ( (var(data1)==0) && (var(data2)==0) ){
+ # Concatena resultados no dataframe
+ nova_linha = c(col1, ano, col2, ano+1, length(data1), NaN, NaN)
+ output_df = rbind(output_df, nova_linha)
+ } else {
+ # Ajusta dados em histogramas
+ data1 <- hist(data1, breaks=10, PLOT=FALSE)
+ data2 <- hist(data2, breaks=10, PLOT=FALSE)
+ data1 <- data1$count
+ data2 <- data2$count
+
+ # Teste T
+ resultado = t.test(data1, data2)
+
+ # Concatena resultados no dataframe
+ nova_linha = c(col1, ano, col2, ano+1, length(data1), resultado$statistic, resultado$p.value)
+ output_df = rbind(output_df, nova_linha)
+ }
+ }
+ }
+}
+output_csv = "../Result_T/T_acumulado.csv"
+colnames(output_df) <- colunas
+write.csv(output_df, file = output_csv, row.names = FALSE)
diff --git a/Testes_hist/raw_tests/Rplots.pdf b/Testes_hist/raw_tests/Rplots.pdf
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diff --git a/Testes_hist/raw_tests/teste_cohend.r b/Testes_hist/raw_tests/teste_cohend.r
index 8606a65..a9c810e 100644
--- a/Testes_hist/raw_tests/teste_cohend.r
+++ b/Testes_hist/raw_tests/teste_cohend.r
@@ -62,8 +62,8 @@ for(ano in sort(unique(df$ANO_CENSO))){
}
# Ajusta dados em histogramas
- data1 <- hist(data1, breaks=100, PLOT=FALSE)
- data2 <- hist(data2, breaks=100, PLOT=FALSE)
+ data1 <- hist(data1, breaks=10, PLOT=FALSE, main=col1)
+ data2 <- hist(data2, breaks=10, PLOT=FALSE, main=col2)
data1 <- data1$count
data2 <- data2$count
@@ -120,8 +120,8 @@ for(ano in sort(unique(df$ANO_CENSO))){
}
# Ajusta dados em histogramas
- data1 <- hist(data1, breaks=100, PLOT=FALSE)
- data2 <- hist(data2, breaks=100, PLOT=FALSE)
+ data1 <- hist(data1, breaks=10, PLOT=FALSE, main=col1)
+ data2 <- hist(data2, breaks=10, PLOT=FALSE, main=col2)
data1 <- data1$count
data2 <- data2$count
diff --git a/Testes_hist/raw_tests/teste_f.r b/Testes_hist/raw_tests/teste_f.r
index bce80dd..aca6698 100644
--- a/Testes_hist/raw_tests/teste_f.r
+++ b/Testes_hist/raw_tests/teste_f.r
@@ -63,8 +63,8 @@ for(ano in sort(unique(df$ANO_CENSO))){
}
# Ajusta dados em histogramas
- data1 <- hist(data1, breaks=100, PLOT=FALSE)
- data2 <- hist(data2, breaks=100, PLOT=FALSE)
+ data1 <- hist(data1, breaks=10, PLOT=FALSE, main=col1)
+ data2 <- hist(data2, breaks=10, PLOT=FALSE, main=col2)
data1 <- data1$count
data2 <- data2$count
@@ -121,8 +121,8 @@ for(ano in sort(unique(df$ANO_CENSO))){
}
# Ajusta dados em histogramas
- data1 <- hist(data1, breaks=100, PLOT=FALSE)
- data2 <- hist(data2, breaks=100, PLOT=FALSE)
+ data1 <- hist(data1, breaks=10, PLOT=FALSE, main=col1)
+ data2 <- hist(data2, breaks=10, PLOT=FALSE, main=col2)
data1 <- data1$count
data2 <- data2$count
diff --git a/Testes_hist/raw_tests/teste_ks.r b/Testes_hist/raw_tests/teste_ks.r
index e6f17f6..936e9be 100644
--- a/Testes_hist/raw_tests/teste_ks.r
+++ b/Testes_hist/raw_tests/teste_ks.r
@@ -85,8 +85,8 @@ for(ano in sort(unique(df$ANO_CENSO))){
}
# Ajusta dados em histogramas
- data1 <- hist(data1, breaks=100, PLOT=FALSE)
- data2 <- hist(data2, breaks=100, PLOT=FALSE)
+ data1 <- hist(data1, breaks=10, PLOT=FALSE, main=col1)
+ data2 <- hist(data2, breaks=10, PLOT=FALSE, main=col2)
data1 <- data1$count
data2 <- data2$count
@@ -148,8 +148,8 @@ for(ano in sort(unique(df$ANO_CENSO))){
}
# Ajusta dados em histogramas
- data1 <- hist(data1, breaks=100, PLOT=FALSE)
- data2 <- hist(data2, breaks=100, PLOT=FALSE)
+ data1 <- hist(data1, breaks=10, PLOT=FALSE, main=col1)
+ data2 <- hist(data2, breaks=10, PLOT=FALSE, main=col2)
data1 <- data1$count
data2 <- data2$count
diff --git a/Testes_hist/raw_tests/teste_t.r b/Testes_hist/raw_tests/teste_t.r
index 620614f..b64f130 100644
--- a/Testes_hist/raw_tests/teste_t.r
+++ b/Testes_hist/raw_tests/teste_t.r
@@ -67,8 +67,8 @@ for(ano in sort(unique(df$ANO_CENSO))){
output_df = rbind(output_df, nova_linha)
} else {
# Ajusta dados em histogramas
- data1 <- hist(data1, breaks=100, PLOT=FALSE)
- data2 <- hist(data2, breaks=100, PLOT=FALSE)
+ data1 <- hist(data1, breaks=10, PLOT=FALSE, main=col1)
+ data2 <- hist(data2, breaks=10, PLOT=FALSE, main=col2)
data1 <- data1$count
data2 <- data2$count
@@ -132,8 +132,8 @@ for(ano in sort(unique(df$ANO_CENSO))){
output_df = rbind(output_df, nova_linha)
} else {
# Ajusta dados em histogramas
- data1 <- hist(data1, breaks=100, PLOT=FALSE)
- data2 <- hist(data2, breaks=100, PLOT=FALSE)
+ data1 <- hist(data1, breaks=10, PLOT=FALSE, main=col1)
+ data2 <- hist(data2, breaks=10, PLOT=FALSE, main=col2)
data1 <- data1$count
data2 <- data2$count
--
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