diff --git a/Testes_R/.ipynb_checkpoints/TESTE_COHEND-checkpoint.ipynb b/Testes_R/.ipynb_checkpoints/TESTE_COHEND-checkpoint.ipynb
index 03f7886648bcfcbbf941190b42dcaac58de2a365..3b5c6016b4becc80b897e4b89346e4baf3358a26 100644
--- a/Testes_R/.ipynb_checkpoints/TESTE_COHEND-checkpoint.ipynb
+++ b/Testes_R/.ipynb_checkpoints/TESTE_COHEND-checkpoint.ipynb
@@ -40,64 +40,85 @@
"data": {
"text/html": [
"<table class=\"dataframe\">\n",
- "<caption>A data.frame: 6 × 10</caption>\n",
+ "<caption>A data.frame: 6 × 39</caption>\n",
"<thead>\n",
- "\t<tr><th></th><th scope=col>ANO_CENSO</th><th scope=col>NUM_COMPUTADOR</th><th scope=col>NUM_COMPUTADOR_ADM</th><th scope=col>NUM_COMPUTADPR_ALUNO</th><th scope=col>NUM_DVD</th><th scope=col>NUM_FUNCIONARIOS</th><th scope=col>NUM_SALAS</th><th scope=col>NUM_SALAS_UTILIZADAS</th><th scope=col>NUM_SOM</th><th scope=col>NUM_TV</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></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_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><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>165</td><td>35</td><td>130</td><td>1</td><td>42</td><td> 8</td><td> 8</td><td>1</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>2</th><td>2013</td><td> 15</td><td> 4</td><td> 11</td><td>5</td><td>16</td><td> 5</td><td> 5</td><td>7</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>3</th><td>2013</td><td> 25</td><td> 5</td><td> 20</td><td>2</td><td>40</td><td> 8</td><td> 8</td><td>3</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>4</th><td>2013</td><td> 15</td><td> 8</td><td> 7</td><td>2</td><td>45</td><td>10</td><td>10</td><td>2</td><td>4</td></tr>\n",
- "\t<tr><th scope=row>5</th><td>2013</td><td> 16</td><td> 8</td><td> 8</td><td>2</td><td>47</td><td>12</td><td>12</td><td>1</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>6</th><td>2013</td><td> 10</td><td> 7</td><td> 3</td><td>1</td><td>25</td><td> 4</td><td> 4</td><td>0</td><td>1</td></tr>\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",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
- "A data.frame: 6 × 10\n",
- "\\begin{tabular}{r|llllllllll}\n",
- " & ANO\\_CENSO & NUM\\_COMPUTADOR & NUM\\_COMPUTADOR\\_ADM & NUM\\_COMPUTADPR\\_ALUNO & NUM\\_DVD & NUM\\_FUNCIONARIOS & NUM\\_SALAS & NUM\\_SALAS\\_UTILIZADAS & NUM\\_SOM & NUM\\_TV\\\\\n",
- " & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int>\\\\\n",
+ "A data.frame: 6 × 39\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",
+ " & <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 & 165 & 35 & 130 & 1 & 42 & 8 & 8 & 1 & 3\\\\\n",
- "\t2 & 2013 & 15 & 4 & 11 & 5 & 16 & 5 & 5 & 7 & 6\\\\\n",
- "\t3 & 2013 & 25 & 5 & 20 & 2 & 40 & 8 & 8 & 3 & 3\\\\\n",
- "\t4 & 2013 & 15 & 8 & 7 & 2 & 45 & 10 & 10 & 2 & 4\\\\\n",
- "\t5 & 2013 & 16 & 8 & 8 & 2 & 47 & 12 & 12 & 1 & 6\\\\\n",
- "\t6 & 2013 & 10 & 7 & 3 & 1 & 25 & 4 & 4 & 0 & 1\\\\\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",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
- "A data.frame: 6 × 10\n",
+ "A data.frame: 6 × 39\n",
"\n",
- "| <!--/--> | ANO_CENSO <int> | NUM_COMPUTADOR <int> | NUM_COMPUTADOR_ADM <int> | NUM_COMPUTADPR_ALUNO <int> | NUM_DVD <int> | NUM_FUNCIONARIOS <int> | NUM_SALAS <int> | NUM_SALAS_UTILIZADAS <int> | NUM_SOM <int> | NUM_TV <int> |\n",
- "|---|---|---|---|---|---|---|---|---|---|---|\n",
- "| 1 | 2013 | 165 | 35 | 130 | 1 | 42 | 8 | 8 | 1 | 3 |\n",
- "| 2 | 2013 | 15 | 4 | 11 | 5 | 16 | 5 | 5 | 7 | 6 |\n",
- "| 3 | 2013 | 25 | 5 | 20 | 2 | 40 | 8 | 8 | 3 | 3 |\n",
- "| 4 | 2013 | 15 | 8 | 7 | 2 | 45 | 10 | 10 | 2 | 4 |\n",
- "| 5 | 2013 | 16 | 8 | 8 | 2 | 47 | 12 | 12 | 1 | 6 |\n",
- "| 6 | 2013 | 10 | 7 | 3 | 1 | 25 | 4 | 4 | 0 | 1 |\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",
+ "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\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",
"\n"
],
"text/plain": [
- " ANO_CENSO NUM_COMPUTADOR NUM_COMPUTADOR_ADM NUM_COMPUTADPR_ALUNO NUM_DVD\n",
- "1 2013 165 35 130 1 \n",
- "2 2013 15 4 11 5 \n",
- "3 2013 25 5 20 2 \n",
- "4 2013 15 8 7 2 \n",
- "5 2013 16 8 8 2 \n",
- "6 2013 10 7 3 1 \n",
- " NUM_FUNCIONARIOS NUM_SALAS NUM_SALAS_UTILIZADAS NUM_SOM NUM_TV\n",
- "1 42 8 8 1 3 \n",
- "2 16 5 5 7 6 \n",
- "3 40 8 8 3 3 \n",
- "4 45 10 10 2 4 \n",
- "5 47 12 12 1 6 \n",
- "6 25 4 4 0 1 "
+ " 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 "
]
},
"metadata": {},
@@ -107,8 +128,8 @@
"source": [
"# Carrega CSV\n",
"options(warn = -1)\n",
- "library(effsize)\n",
- "df = read.csv(\"../dados/escola-integers-ks.csv\", sep=\"|\")\n",
+ "library(effectsize)\n",
+ "df = read.csv(\"../dados/escola_integers.csv\", sep=\"|\")\n",
"head(df)"
]
},
@@ -123,7 +144,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 5,
"id": "ee18ee6d-1dda-4c65-8347-f3b7e980e83c",
"metadata": {},
"outputs": [],
@@ -158,7 +179,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 6,
"id": "4c578156-afa1-4432-acb3-d6a143c0b349",
"metadata": {},
"outputs": [],
@@ -189,33 +210,20 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 7,
"id": "a9629868-ef70-4073-856b-fa3cee413898",
"metadata": {
"scrolled": true
},
"outputs": [
{
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "[1] -0.03455845\n"
+ "ename": "ERROR",
+ "evalue": "Error in cohensD(data1, data2): não foi possível encontrar a função \"cohensD\"\n",
+ "output_type": "error",
+ "traceback": [
+ "Error in cohensD(data1, data2): não foi possível encontrar a função \"cohensD\"\nTraceback:\n",
+ "1. print(cohensD(data1, data2))"
]
- },
- {
- "data": {
- "image/png": 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KMR7AAAqXB2llWr5M03xdU1+WCFCrJhg9SooV1bAFLFGjsAQOq8vGTGDJk0SQ4f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\nhCHmHljmmQAAAABJRU5ErkJggg==",
- "text/plain": [
- "Plot with title “ecdf(x)”"
- ]
- },
- "metadata": {
- "image/png": {
- "height": 420,
- "width": 420
- }
- },
- "output_type": "display_data"
}
],
"source": [
@@ -234,9 +242,9 @@
"data2 <- sort(remove_outliers(na.omit(Yi)))\n",
"\n",
"# Executa teste Cohen D\n",
- "#print(cohen.d(data1, data2))\n",
- "result = cohen.d(data1, data2)\n",
- "print(result$estimate)\n",
+ "print(cohensD(data1, data2))\n",
+ "#result = cohen.d(data1, data2)\n",
+ "#print(result$estimate)\n",
"\n",
"# Plotagem dos dados\n",
"plot_ecdf(data1, data2)"
@@ -253,7 +261,7 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 17,
"id": "9aa86d14-0e60-4945-9d5f-d058b3c45654",
"metadata": {},
"outputs": [],
@@ -315,7 +323,7 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": null,
"id": "bd76fa5b-a42c-434a-b3df-83f12f80a262",
"metadata": {},
"outputs": [],
diff --git a/Testes_R/.ipynb_checkpoints/TESTE_F-checkpoint.ipynb b/Testes_R/.ipynb_checkpoints/TESTE_F-checkpoint.ipynb
index b6cb3a68b695d4cfc0b00b8c73f20e4fa5dc7cfd..382b02351b61cc1c199fcd839c249cc9abe93989 100644
--- a/Testes_R/.ipynb_checkpoints/TESTE_F-checkpoint.ipynb
+++ b/Testes_R/.ipynb_checkpoints/TESTE_F-checkpoint.ipynb
@@ -32,7 +32,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 2,
"id": "ceab7323-0150-4a5c-8b6f-07464f948b9a",
"metadata": {},
"outputs": [
@@ -40,64 +40,85 @@
"data": {
"text/html": [
"<table class=\"dataframe\">\n",
- "<caption>A data.frame: 6 × 10</caption>\n",
+ "<caption>A data.frame: 6 × 39</caption>\n",
"<thead>\n",
- "\t<tr><th></th><th scope=col>ANO_CENSO</th><th scope=col>NUM_COMPUTADOR</th><th scope=col>NUM_COMPUTADOR_ADM</th><th scope=col>NUM_COMPUTADPR_ALUNO</th><th scope=col>NUM_DVD</th><th scope=col>NUM_FUNCIONARIOS</th><th scope=col>NUM_SALAS</th><th scope=col>NUM_SALAS_UTILIZADAS</th><th scope=col>NUM_SOM</th><th scope=col>NUM_TV</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></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_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><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>165</td><td>35</td><td>130</td><td>1</td><td>42</td><td> 8</td><td> 8</td><td>1</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>2</th><td>2013</td><td> 15</td><td> 4</td><td> 11</td><td>5</td><td>16</td><td> 5</td><td> 5</td><td>7</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>3</th><td>2013</td><td> 25</td><td> 5</td><td> 20</td><td>2</td><td>40</td><td> 8</td><td> 8</td><td>3</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>4</th><td>2013</td><td> 15</td><td> 8</td><td> 7</td><td>2</td><td>45</td><td>10</td><td>10</td><td>2</td><td>4</td></tr>\n",
- "\t<tr><th scope=row>5</th><td>2013</td><td> 16</td><td> 8</td><td> 8</td><td>2</td><td>47</td><td>12</td><td>12</td><td>1</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>6</th><td>2013</td><td> 10</td><td> 7</td><td> 3</td><td>1</td><td>25</td><td> 4</td><td> 4</td><td>0</td><td>1</td></tr>\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",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
- "A data.frame: 6 × 10\n",
- "\\begin{tabular}{r|llllllllll}\n",
- " & ANO\\_CENSO & NUM\\_COMPUTADOR & NUM\\_COMPUTADOR\\_ADM & NUM\\_COMPUTADPR\\_ALUNO & NUM\\_DVD & NUM\\_FUNCIONARIOS & NUM\\_SALAS & NUM\\_SALAS\\_UTILIZADAS & NUM\\_SOM & NUM\\_TV\\\\\n",
- " & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int>\\\\\n",
+ "A data.frame: 6 × 39\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",
+ " & <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 & 165 & 35 & 130 & 1 & 42 & 8 & 8 & 1 & 3\\\\\n",
- "\t2 & 2013 & 15 & 4 & 11 & 5 & 16 & 5 & 5 & 7 & 6\\\\\n",
- "\t3 & 2013 & 25 & 5 & 20 & 2 & 40 & 8 & 8 & 3 & 3\\\\\n",
- "\t4 & 2013 & 15 & 8 & 7 & 2 & 45 & 10 & 10 & 2 & 4\\\\\n",
- "\t5 & 2013 & 16 & 8 & 8 & 2 & 47 & 12 & 12 & 1 & 6\\\\\n",
- "\t6 & 2013 & 10 & 7 & 3 & 1 & 25 & 4 & 4 & 0 & 1\\\\\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",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
- "A data.frame: 6 × 10\n",
+ "A data.frame: 6 × 39\n",
"\n",
- "| <!--/--> | ANO_CENSO <int> | NUM_COMPUTADOR <int> | NUM_COMPUTADOR_ADM <int> | NUM_COMPUTADPR_ALUNO <int> | NUM_DVD <int> | NUM_FUNCIONARIOS <int> | NUM_SALAS <int> | NUM_SALAS_UTILIZADAS <int> | NUM_SOM <int> | NUM_TV <int> |\n",
- "|---|---|---|---|---|---|---|---|---|---|---|\n",
- "| 1 | 2013 | 165 | 35 | 130 | 1 | 42 | 8 | 8 | 1 | 3 |\n",
- "| 2 | 2013 | 15 | 4 | 11 | 5 | 16 | 5 | 5 | 7 | 6 |\n",
- "| 3 | 2013 | 25 | 5 | 20 | 2 | 40 | 8 | 8 | 3 | 3 |\n",
- "| 4 | 2013 | 15 | 8 | 7 | 2 | 45 | 10 | 10 | 2 | 4 |\n",
- "| 5 | 2013 | 16 | 8 | 8 | 2 | 47 | 12 | 12 | 1 | 6 |\n",
- "| 6 | 2013 | 10 | 7 | 3 | 1 | 25 | 4 | 4 | 0 | 1 |\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",
+ "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\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",
"\n"
],
"text/plain": [
- " ANO_CENSO NUM_COMPUTADOR NUM_COMPUTADOR_ADM NUM_COMPUTADPR_ALUNO NUM_DVD\n",
- "1 2013 165 35 130 1 \n",
- "2 2013 15 4 11 5 \n",
- "3 2013 25 5 20 2 \n",
- "4 2013 15 8 7 2 \n",
- "5 2013 16 8 8 2 \n",
- "6 2013 10 7 3 1 \n",
- " NUM_FUNCIONARIOS NUM_SALAS NUM_SALAS_UTILIZADAS NUM_SOM NUM_TV\n",
- "1 42 8 8 1 3 \n",
- "2 16 5 5 7 6 \n",
- "3 40 8 8 3 3 \n",
- "4 45 10 10 2 4 \n",
- "5 47 12 12 1 6 \n",
- "6 25 4 4 0 1 "
+ " 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 "
]
},
"metadata": {},
@@ -107,7 +128,7 @@
"source": [
"# Carrega CSV\n",
"options(warn = -1)\n",
- "df = read.csv(\"../dados/escola-integers-ks.csv\", sep=\"|\")\n",
+ "df = read.csv(\"../dados/escola_integers.csv\", sep=\"|\")\n",
"head(df)"
]
},
@@ -122,7 +143,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 2,
"id": "ee18ee6d-1dda-4c65-8347-f3b7e980e83c",
"metadata": {},
"outputs": [],
@@ -157,7 +178,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 3,
"id": "4c578156-afa1-4432-acb3-d6a143c0b349",
"metadata": {},
"outputs": [],
@@ -262,7 +283,7 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 4,
"id": "9aa86d14-0e60-4945-9d5f-d058b3c45654",
"metadata": {},
"outputs": [],
diff --git a/Testes_R/.ipynb_checkpoints/TESTE_KS-checkpoint.ipynb b/Testes_R/.ipynb_checkpoints/TESTE_KS-checkpoint.ipynb
index f0216be6ef9e2770186b703f72b0938ff66499eb..8ad6b71627cef7d08b3a1babb6eb81825986e5be 100644
--- a/Testes_R/.ipynb_checkpoints/TESTE_KS-checkpoint.ipynb
+++ b/Testes_R/.ipynb_checkpoints/TESTE_KS-checkpoint.ipynb
@@ -32,7 +32,7 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 1,
"id": "ceab7323-0150-4a5c-8b6f-07464f948b9a",
"metadata": {},
"outputs": [
@@ -40,64 +40,85 @@
"data": {
"text/html": [
"<table class=\"dataframe\">\n",
- "<caption>A data.frame: 6 × 10</caption>\n",
+ "<caption>A data.frame: 6 × 39</caption>\n",
"<thead>\n",
- "\t<tr><th></th><th scope=col>ANO_CENSO</th><th scope=col>NUM_COMPUTADOR</th><th scope=col>NUM_COMPUTADOR_ADM</th><th scope=col>NUM_COMPUTADPR_ALUNO</th><th scope=col>NUM_DVD</th><th scope=col>NUM_FUNCIONARIOS</th><th scope=col>NUM_SALAS</th><th scope=col>NUM_SALAS_UTILIZADAS</th><th scope=col>NUM_SOM</th><th scope=col>NUM_TV</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></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_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><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>165</td><td>35</td><td>130</td><td>1</td><td>42</td><td> 8</td><td> 8</td><td>1</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>2</th><td>2013</td><td> 15</td><td> 4</td><td> 11</td><td>5</td><td>16</td><td> 5</td><td> 5</td><td>7</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>3</th><td>2013</td><td> 25</td><td> 5</td><td> 20</td><td>2</td><td>40</td><td> 8</td><td> 8</td><td>3</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>4</th><td>2013</td><td> 15</td><td> 8</td><td> 7</td><td>2</td><td>45</td><td>10</td><td>10</td><td>2</td><td>4</td></tr>\n",
- "\t<tr><th scope=row>5</th><td>2013</td><td> 16</td><td> 8</td><td> 8</td><td>2</td><td>47</td><td>12</td><td>12</td><td>1</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>6</th><td>2013</td><td> 10</td><td> 7</td><td> 3</td><td>1</td><td>25</td><td> 4</td><td> 4</td><td>0</td><td>1</td></tr>\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",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
- "A data.frame: 6 × 10\n",
- "\\begin{tabular}{r|llllllllll}\n",
- " & ANO\\_CENSO & NUM\\_COMPUTADOR & NUM\\_COMPUTADOR\\_ADM & NUM\\_COMPUTADPR\\_ALUNO & NUM\\_DVD & NUM\\_FUNCIONARIOS & NUM\\_SALAS & NUM\\_SALAS\\_UTILIZADAS & NUM\\_SOM & NUM\\_TV\\\\\n",
- " & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int>\\\\\n",
+ "A data.frame: 6 × 39\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",
+ " & <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 & 165 & 35 & 130 & 1 & 42 & 8 & 8 & 1 & 3\\\\\n",
- "\t2 & 2013 & 15 & 4 & 11 & 5 & 16 & 5 & 5 & 7 & 6\\\\\n",
- "\t3 & 2013 & 25 & 5 & 20 & 2 & 40 & 8 & 8 & 3 & 3\\\\\n",
- "\t4 & 2013 & 15 & 8 & 7 & 2 & 45 & 10 & 10 & 2 & 4\\\\\n",
- "\t5 & 2013 & 16 & 8 & 8 & 2 & 47 & 12 & 12 & 1 & 6\\\\\n",
- "\t6 & 2013 & 10 & 7 & 3 & 1 & 25 & 4 & 4 & 0 & 1\\\\\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",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
- "A data.frame: 6 × 10\n",
+ "A data.frame: 6 × 39\n",
"\n",
- "| <!--/--> | ANO_CENSO <int> | NUM_COMPUTADOR <int> | NUM_COMPUTADOR_ADM <int> | NUM_COMPUTADPR_ALUNO <int> | NUM_DVD <int> | NUM_FUNCIONARIOS <int> | NUM_SALAS <int> | NUM_SALAS_UTILIZADAS <int> | NUM_SOM <int> | NUM_TV <int> |\n",
- "|---|---|---|---|---|---|---|---|---|---|---|\n",
- "| 1 | 2013 | 165 | 35 | 130 | 1 | 42 | 8 | 8 | 1 | 3 |\n",
- "| 2 | 2013 | 15 | 4 | 11 | 5 | 16 | 5 | 5 | 7 | 6 |\n",
- "| 3 | 2013 | 25 | 5 | 20 | 2 | 40 | 8 | 8 | 3 | 3 |\n",
- "| 4 | 2013 | 15 | 8 | 7 | 2 | 45 | 10 | 10 | 2 | 4 |\n",
- "| 5 | 2013 | 16 | 8 | 8 | 2 | 47 | 12 | 12 | 1 | 6 |\n",
- "| 6 | 2013 | 10 | 7 | 3 | 1 | 25 | 4 | 4 | 0 | 1 |\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",
+ "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\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",
"\n"
],
"text/plain": [
- " ANO_CENSO NUM_COMPUTADOR NUM_COMPUTADOR_ADM NUM_COMPUTADPR_ALUNO NUM_DVD\n",
- "1 2013 165 35 130 1 \n",
- "2 2013 15 4 11 5 \n",
- "3 2013 25 5 20 2 \n",
- "4 2013 15 8 7 2 \n",
- "5 2013 16 8 8 2 \n",
- "6 2013 10 7 3 1 \n",
- " NUM_FUNCIONARIOS NUM_SALAS NUM_SALAS_UTILIZADAS NUM_SOM NUM_TV\n",
- "1 42 8 8 1 3 \n",
- "2 16 5 5 7 6 \n",
- "3 40 8 8 3 3 \n",
- "4 45 10 10 2 4 \n",
- "5 47 12 12 1 6 \n",
- "6 25 4 4 0 1 "
+ " 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 "
]
},
"metadata": {},
@@ -107,7 +128,7 @@
"source": [
"# Carrega CSV\n",
"options(warn = -1)\n",
- "df = read.csv(\"../dados/escola-integers-ks.csv\", sep=\"|\")\n",
+ "df = read.csv(\"../dados/escola_integers.csv\", sep=\"|\")\n",
"head(df)"
]
},
diff --git a/Testes_R/.ipynb_checkpoints/TESTE_T-checkpoint.ipynb b/Testes_R/.ipynb_checkpoints/TESTE_T-checkpoint.ipynb
index 6c8ae33ad5827e834c9798b00ec13f77b1c0adba..0545c637c3c70d1fb870a5143f737a07c4a5524f 100644
--- a/Testes_R/.ipynb_checkpoints/TESTE_T-checkpoint.ipynb
+++ b/Testes_R/.ipynb_checkpoints/TESTE_T-checkpoint.ipynb
@@ -32,7 +32,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 1,
"id": "ceab7323-0150-4a5c-8b6f-07464f948b9a",
"metadata": {},
"outputs": [
@@ -40,64 +40,85 @@
"data": {
"text/html": [
"<table class=\"dataframe\">\n",
- "<caption>A data.frame: 6 × 10</caption>\n",
+ "<caption>A data.frame: 6 × 39</caption>\n",
"<thead>\n",
- "\t<tr><th></th><th scope=col>ANO_CENSO</th><th scope=col>NUM_COMPUTADOR</th><th scope=col>NUM_COMPUTADOR_ADM</th><th scope=col>NUM_COMPUTADPR_ALUNO</th><th scope=col>NUM_DVD</th><th scope=col>NUM_FUNCIONARIOS</th><th scope=col>NUM_SALAS</th><th scope=col>NUM_SALAS_UTILIZADAS</th><th scope=col>NUM_SOM</th><th scope=col>NUM_TV</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></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_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><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>165</td><td>35</td><td>130</td><td>1</td><td>42</td><td> 8</td><td> 8</td><td>1</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>2</th><td>2013</td><td> 15</td><td> 4</td><td> 11</td><td>5</td><td>16</td><td> 5</td><td> 5</td><td>7</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>3</th><td>2013</td><td> 25</td><td> 5</td><td> 20</td><td>2</td><td>40</td><td> 8</td><td> 8</td><td>3</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>4</th><td>2013</td><td> 15</td><td> 8</td><td> 7</td><td>2</td><td>45</td><td>10</td><td>10</td><td>2</td><td>4</td></tr>\n",
- "\t<tr><th scope=row>5</th><td>2013</td><td> 16</td><td> 8</td><td> 8</td><td>2</td><td>47</td><td>12</td><td>12</td><td>1</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>6</th><td>2013</td><td> 10</td><td> 7</td><td> 3</td><td>1</td><td>25</td><td> 4</td><td> 4</td><td>0</td><td>1</td></tr>\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",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
- "A data.frame: 6 × 10\n",
- "\\begin{tabular}{r|llllllllll}\n",
- " & ANO\\_CENSO & NUM\\_COMPUTADOR & NUM\\_COMPUTADOR\\_ADM & NUM\\_COMPUTADPR\\_ALUNO & NUM\\_DVD & NUM\\_FUNCIONARIOS & NUM\\_SALAS & NUM\\_SALAS\\_UTILIZADAS & NUM\\_SOM & NUM\\_TV\\\\\n",
- " & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int>\\\\\n",
+ "A data.frame: 6 × 39\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",
+ " & <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 & 165 & 35 & 130 & 1 & 42 & 8 & 8 & 1 & 3\\\\\n",
- "\t2 & 2013 & 15 & 4 & 11 & 5 & 16 & 5 & 5 & 7 & 6\\\\\n",
- "\t3 & 2013 & 25 & 5 & 20 & 2 & 40 & 8 & 8 & 3 & 3\\\\\n",
- "\t4 & 2013 & 15 & 8 & 7 & 2 & 45 & 10 & 10 & 2 & 4\\\\\n",
- "\t5 & 2013 & 16 & 8 & 8 & 2 & 47 & 12 & 12 & 1 & 6\\\\\n",
- "\t6 & 2013 & 10 & 7 & 3 & 1 & 25 & 4 & 4 & 0 & 1\\\\\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",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
- "A data.frame: 6 × 10\n",
+ "A data.frame: 6 × 39\n",
"\n",
- "| <!--/--> | ANO_CENSO <int> | NUM_COMPUTADOR <int> | NUM_COMPUTADOR_ADM <int> | NUM_COMPUTADPR_ALUNO <int> | NUM_DVD <int> | NUM_FUNCIONARIOS <int> | NUM_SALAS <int> | NUM_SALAS_UTILIZADAS <int> | NUM_SOM <int> | NUM_TV <int> |\n",
- "|---|---|---|---|---|---|---|---|---|---|---|\n",
- "| 1 | 2013 | 165 | 35 | 130 | 1 | 42 | 8 | 8 | 1 | 3 |\n",
- "| 2 | 2013 | 15 | 4 | 11 | 5 | 16 | 5 | 5 | 7 | 6 |\n",
- "| 3 | 2013 | 25 | 5 | 20 | 2 | 40 | 8 | 8 | 3 | 3 |\n",
- "| 4 | 2013 | 15 | 8 | 7 | 2 | 45 | 10 | 10 | 2 | 4 |\n",
- "| 5 | 2013 | 16 | 8 | 8 | 2 | 47 | 12 | 12 | 1 | 6 |\n",
- "| 6 | 2013 | 10 | 7 | 3 | 1 | 25 | 4 | 4 | 0 | 1 |\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",
+ "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\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",
"\n"
],
"text/plain": [
- " ANO_CENSO NUM_COMPUTADOR NUM_COMPUTADOR_ADM NUM_COMPUTADPR_ALUNO NUM_DVD\n",
- "1 2013 165 35 130 1 \n",
- "2 2013 15 4 11 5 \n",
- "3 2013 25 5 20 2 \n",
- "4 2013 15 8 7 2 \n",
- "5 2013 16 8 8 2 \n",
- "6 2013 10 7 3 1 \n",
- " NUM_FUNCIONARIOS NUM_SALAS NUM_SALAS_UTILIZADAS NUM_SOM NUM_TV\n",
- "1 42 8 8 1 3 \n",
- "2 16 5 5 7 6 \n",
- "3 40 8 8 3 3 \n",
- "4 45 10 10 2 4 \n",
- "5 47 12 12 1 6 \n",
- "6 25 4 4 0 1 "
+ " 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 "
]
},
"metadata": {},
@@ -107,7 +128,7 @@
"source": [
"# Carrega CSV\n",
"options(warn = -1)\n",
- "df = read.csv(\"../dados/escola-integers-ks.csv\", sep=\"|\")\n",
+ "df = read.csv(\"../dados/escola_integers.csv\", sep=\"|\")\n",
"head(df)"
]
},
diff --git a/Testes_R/Result_COHEND/.ipynb_checkpoints/COHEND_subsequente-checkpoint.csv b/Testes_R/Result_COHEND/.ipynb_checkpoints/COHEND_subsequente-checkpoint.csv
deleted file mode 100644
index 90865b1f69c6bb70ccafda511864f4c65f04634c..0000000000000000000000000000000000000000
--- a/Testes_R/Result_COHEND/.ipynb_checkpoints/COHEND_subsequente-checkpoint.csv
+++ /dev/null
@@ -1,630 +0,0 @@
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diff --git a/Testes_R/Result_COHEND/COHEND_subsequente.csv b/Testes_R/Result_COHEND/COHEND_subsequente.csv
deleted file mode 100644
index 90865b1f69c6bb70ccafda511864f4c65f04634c..0000000000000000000000000000000000000000
--- a/Testes_R/Result_COHEND/COHEND_subsequente.csv
+++ /dev/null
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-"NUM_FUNCIONARIOS","2007","NUM_COMPUTADOR_ADM","2008","187765","1.10684285303835"
-"NUM_FUNCIONARIOS","2007","NUM_COMPUTADPR_ALUNO","2008","187765","0.521089887595908"
-"NUM_FUNCIONARIOS","2007","NUM_FUNCIONARIOS","2008","187765","-0.0497826763283592"
-"NUM_FUNCIONARIOS","2007","NUM_SALAS","2008","187765","0.98681491083532"
-"NUM_FUNCIONARIOS","2007","NUM_SALAS_UTILIZADAS","2008","187765","1.01200209326617"
-"NUM_SALAS","2007","NUM_COMPUTADOR","2008","191233","-0.38921506246723"
-"NUM_SALAS","2007","NUM_COMPUTADOR_ADM","2008","191233","0.901067539110491"
-"NUM_SALAS","2007","NUM_COMPUTADPR_ALUNO","2008","191233","-0.914644455602568"
-"NUM_SALAS","2007","NUM_FUNCIONARIOS","2008","191233","-1.03588547045938"
-"NUM_SALAS","2007","NUM_SALAS","2008","191233","-0.0261432368326374"
-"NUM_SALAS","2007","NUM_SALAS_UTILIZADAS","2008","191233","0.0444295349349393"
-"NUM_SALAS_UTILIZADAS","2007","NUM_COMPUTADOR","2008","189299","-0.451681189556224"
-"NUM_SALAS_UTILIZADAS","2007","NUM_COMPUTADOR_ADM","2008","189299","0.876078795106694"
-"NUM_SALAS_UTILIZADAS","2007","NUM_COMPUTADPR_ALUNO","2008","189299","-1.01656032430856"
-"NUM_SALAS_UTILIZADAS","2007","NUM_FUNCIONARIOS","2008","189299","-1.06032329091222"
-"NUM_SALAS_UTILIZADAS","2007","NUM_SALAS","2008","189299","-0.0987991920224556"
-"NUM_SALAS_UTILIZADAS","2007","NUM_SALAS_UTILIZADAS","2008","189299","-0.0283691639962686"
-"NUM_COMPUTADOR","2008","NUM_COMPUTADOR","2009","103302","-0.114388821183277"
-"NUM_COMPUTADOR","2008","NUM_COMPUTADOR_ADM","2009","103302","0.938543374632955"
-"NUM_COMPUTADOR","2008","NUM_COMPUTADPR_ALUNO","2009","103302","-0.346294774687873"
-"NUM_COMPUTADOR","2008","NUM_FUNCIONARIOS","2009","103302","-0.783842909413461"
-"NUM_COMPUTADOR","2008","NUM_SALAS","2009","103302","0.343392702871615"
-"NUM_COMPUTADOR","2008","NUM_SALAS_UTILIZADAS","2009","103302","0.360674889012425"
-"NUM_COMPUTADOR_ADM","2008","NUM_COMPUTADOR","2009","92241","-1.03320043109661"
-"NUM_COMPUTADOR_ADM","2008","NUM_COMPUTADOR_ADM","2009","92241","-0.175187027481653"
-"NUM_COMPUTADOR_ADM","2008","NUM_COMPUTADPR_ALUNO","2009","92241","-1.8609146091352"
-"NUM_COMPUTADOR_ADM","2008","NUM_FUNCIONARIOS","2009","92241","-1.17438922277597"
-"NUM_COMPUTADOR_ADM","2008","NUM_SALAS","2009","92241","-0.965842028886142"
-"NUM_COMPUTADOR_ADM","2008","NUM_SALAS_UTILIZADAS","2009","92241","-0.945455528116619"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADOR","2009","56091","0.167436889723692"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADOR_ADM","2009","56091","1.85187350751434"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADPR_ALUNO","2009","56091","-0.0469286596067523"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_FUNCIONARIOS","2009","56091","-0.602376961994448"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_SALAS","2009","56091","0.857937910855656"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_SALAS_UTILIZADAS","2009","56091","0.880781866699017"
-"NUM_FUNCIONARIOS","2008","NUM_COMPUTADOR","2009","190301","0.683127920337827"
-"NUM_FUNCIONARIOS","2008","NUM_COMPUTADOR_ADM","2009","190301","1.14225977919164"
-"NUM_FUNCIONARIOS","2008","NUM_COMPUTADPR_ALUNO","2009","190301","0.552661666873044"
-"NUM_FUNCIONARIOS","2008","NUM_FUNCIONARIOS","2009","190301","-0.0410485995207291"
-"NUM_FUNCIONARIOS","2008","NUM_SALAS","2009","190301","1.01562871800525"
-"NUM_FUNCIONARIOS","2008","NUM_SALAS_UTILIZADAS","2009","190301","1.02408292540545"
-"NUM_SALAS","2008","NUM_COMPUTADOR","2009","193059","-0.49907864597186"
-"NUM_SALAS","2008","NUM_COMPUTADOR_ADM","2009","193059","0.857009549579676"
-"NUM_SALAS","2008","NUM_COMPUTADPR_ALUNO","2009","193059","-0.934160727385609"
-"NUM_SALAS","2008","NUM_FUNCIONARIOS","2009","193059","-1.07514697040592"
-"NUM_SALAS","2008","NUM_SALAS","2009","193059","-0.0334728851789991"
-"NUM_SALAS","2008","NUM_SALAS_UTILIZADAS","2009","193059","-0.0119523750513879"
-"NUM_SALAS_UTILIZADAS","2008","NUM_COMPUTADOR","2009","191125","-0.55886193425126"
-"NUM_SALAS_UTILIZADAS","2008","NUM_COMPUTADOR_ADM","2009","191125","0.826886621656571"
-"NUM_SALAS_UTILIZADAS","2008","NUM_COMPUTADPR_ALUNO","2009","191125","-1.03190010204916"
-"NUM_SALAS_UTILIZADAS","2008","NUM_FUNCIONARIOS","2009","191125","-1.09930815346509"
-"NUM_SALAS_UTILIZADAS","2008","NUM_SALAS","2009","191125","-0.105813342631858"
-"NUM_SALAS_UTILIZADAS","2008","NUM_SALAS_UTILIZADAS","2009","191125","-0.0838025877279743"
-"NUM_COMPUTADOR","2009","NUM_COMPUTADOR","2010","110460","-0.123416541278128"
-"NUM_COMPUTADOR","2009","NUM_COMPUTADOR_ADM","2010","110460","1.00917311309913"
-"NUM_COMPUTADOR","2009","NUM_COMPUTADPR_ALUNO","2010","110460","-0.284792335201755"
-"NUM_COMPUTADOR","2009","NUM_FUNCIONARIOS","2010","110460","-0.769018955955461"
-"NUM_COMPUTADOR","2009","NUM_SALAS","2010","110460","0.446646828478561"
-"NUM_COMPUTADOR","2009","NUM_SALAS_UTILIZADAS","2010","110460","0.463883758885045"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR","2010","104622","-1.0815269113416"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR_ADM","2010","104622","-0.0513058621361459"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADPR_ALUNO","2010","104622","-1.72106513943863"
-"NUM_COMPUTADOR_ADM","2009","NUM_FUNCIONARIOS","2010","104622","-1.20237821230146"
-"NUM_COMPUTADOR_ADM","2009","NUM_SALAS","2010","104622","-0.937531831286871"
-"NUM_COMPUTADOR_ADM","2009","NUM_SALAS_UTILIZADAS","2010","104622","-0.917008149513641"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADOR","2010","65550","0.0640581055840476"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADOR_ADM","2010","65550","1.82877153352125"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADPR_ALUNO","2010","65550","-0.0935627902448669"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_FUNCIONARIOS","2010","65550","-0.637414685437398"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_SALAS","2010","65550","0.867763356868635"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_SALAS_UTILIZADAS","2010","65550","0.89137847416527"
-"NUM_FUNCIONARIOS","2009","NUM_COMPUTADOR","2010","188703","0.654983664937985"
-"NUM_FUNCIONARIOS","2009","NUM_COMPUTADOR_ADM","2010","188703","1.18687448108543"
-"NUM_FUNCIONARIOS","2009","NUM_COMPUTADPR_ALUNO","2010","188703","0.561348797799551"
-"NUM_FUNCIONARIOS","2009","NUM_FUNCIONARIOS","2010","188703","-0.0653714127966953"
-"NUM_FUNCIONARIOS","2009","NUM_SALAS","2010","188703","1.04595220015042"
-"NUM_FUNCIONARIOS","2009","NUM_SALAS_UTILIZADAS","2010","188703","1.05493799856859"
-"NUM_SALAS","2009","NUM_COMPUTADOR","2010","191202","-0.606596371662774"
-"NUM_SALAS","2009","NUM_COMPUTADOR_ADM","2010","191202","0.876534249610684"
-"NUM_SALAS","2009","NUM_COMPUTADPR_ALUNO","2010","191202","-0.964242428213686"
-"NUM_SALAS","2009","NUM_FUNCIONARIOS","2010","191202","-1.10121394270568"
-"NUM_SALAS","2009","NUM_SALAS","2010","191202","-0.0362903439188422"
-"NUM_SALAS","2009","NUM_SALAS_UTILIZADAS","2010","191202","-0.0142145857217172"
-"NUM_SALAS_UTILIZADAS","2009","NUM_COMPUTADOR","2010","191968","-0.622382948177898"
-"NUM_SALAS_UTILIZADAS","2009","NUM_COMPUTADOR_ADM","2010","191968","0.855159391694416"
-"NUM_SALAS_UTILIZADAS","2009","NUM_COMPUTADPR_ALUNO","2010","191968","-0.985203612276253"
-"NUM_SALAS_UTILIZADAS","2009","NUM_FUNCIONARIOS","2010","191968","-1.10935660175653"
-"NUM_SALAS_UTILIZADAS","2009","NUM_SALAS","2010","191968","-0.0579580555324713"
-"NUM_SALAS_UTILIZADAS","2009","NUM_SALAS_UTILIZADAS","2010","191968","-0.0358958076433168"
-"NUM_COMPUTADOR","2010","NUM_COMPUTADOR","2011","119776","-0.115528925348948"
-"NUM_COMPUTADOR","2010","NUM_COMPUTADOR_ADM","2011","119776","1.08011531932098"
-"NUM_COMPUTADOR","2010","NUM_COMPUTADPR_ALUNO","2011","119776","-0.189253409933659"
-"NUM_COMPUTADOR","2010","NUM_FUNCIONARIOS","2011","119776","-0.74568497835297"
-"NUM_COMPUTADOR","2010","NUM_SALAS","2011","119776","0.510357453504916"
-"NUM_COMPUTADOR","2010","NUM_SALAS_UTILIZADAS","2011","119776","0.574627460933908"
-"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADOR","2011","111190","-1.13261317972008"
-"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADOR_ADM","2011","111190","-0.0413409746936921"
-"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADPR_ALUNO","2011","111190","-1.65778682978263"
-"NUM_COMPUTADOR_ADM","2010","NUM_FUNCIONARIOS","2011","111190","-1.24800110570601"
-"NUM_COMPUTADOR_ADM","2010","NUM_SALAS","2011","111190","-0.950514881040242"
-"NUM_COMPUTADOR_ADM","2010","NUM_SALAS_UTILIZADAS","2011","111190","-0.933541407317755"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADOR","2011","79020","0.00917098127747453"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADOR_ADM","2011","79020","1.72577156750995"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADPR_ALUNO","2011","79020","-0.057665481904327"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_FUNCIONARIOS","2011","79020","-0.650207738780832"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_SALAS","2011","79020","0.826467694839844"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_SALAS_UTILIZADAS","2011","79020","0.925231280692026"
-"NUM_FUNCIONARIOS","2010","NUM_COMPUTADOR","2011","187469","0.634145273895773"
-"NUM_FUNCIONARIOS","2010","NUM_COMPUTADOR_ADM","2011","187469","1.21425937632897"
-"NUM_FUNCIONARIOS","2010","NUM_COMPUTADPR_ALUNO","2011","187469","0.591160675268201"
-"NUM_FUNCIONARIOS","2010","NUM_FUNCIONARIOS","2011","187469","-0.0413835274625856"
-"NUM_FUNCIONARIOS","2010","NUM_SALAS","2011","187469","1.05471345405237"
-"NUM_FUNCIONARIOS","2010","NUM_SALAS_UTILIZADAS","2011","187469","1.0818999792839"
-"NUM_SALAS","2010","NUM_COMPUTADOR","2011","188434","-0.692125874358984"
-"NUM_SALAS","2010","NUM_COMPUTADOR_ADM","2011","188434","0.902312862449051"
-"NUM_SALAS","2010","NUM_COMPUTADPR_ALUNO","2011","188434","-0.96074029625889"
-"NUM_SALAS","2010","NUM_FUNCIONARIOS","2011","188434","-1.1317531283484"
-"NUM_SALAS","2010","NUM_SALAS","2011","188434","-0.0843702060783657"
-"NUM_SALAS","2010","NUM_SALAS_UTILIZADAS","2011","188434","-0.00869979229414282"
-"NUM_SALAS_UTILIZADAS","2010","NUM_COMPUTADOR","2011","189433","-0.707665569676616"
-"NUM_SALAS_UTILIZADAS","2010","NUM_COMPUTADOR_ADM","2011","189433","0.881157470850181"
-"NUM_SALAS_UTILIZADAS","2010","NUM_COMPUTADPR_ALUNO","2011","189433","-0.981653892544194"
-"NUM_SALAS_UTILIZADAS","2010","NUM_FUNCIONARIOS","2011","189433","-1.14044919894682"
-"NUM_SALAS_UTILIZADAS","2010","NUM_SALAS","2011","189433","-0.105932580479271"
-"NUM_SALAS_UTILIZADAS","2010","NUM_SALAS_UTILIZADAS","2011","189433","-0.030952686143778"
-"NUM_COMPUTADOR","2011","NUM_COMPUTADOR","2012","128984","-0.0298513370370776"
-"NUM_COMPUTADOR","2011","NUM_COMPUTADOR_ADM","2012","128984","1.1318504863408"
-"NUM_COMPUTADOR","2011","NUM_COMPUTADPR_ALUNO","2012","128984","-0.0748262543765314"
-"NUM_COMPUTADOR","2011","NUM_FUNCIONARIOS","2012","128984","-0.731949464438887"
-"NUM_COMPUTADOR","2011","NUM_SALAS","2012","128984","0.609323308486733"
-"NUM_COMPUTADOR","2011","NUM_SALAS_UTILIZADAS","2012","128984","0.620977162913789"
-"NUM_COMPUTADOR_ADM","2011","NUM_COMPUTADOR","2012","116012","-1.14774906494302"
-"NUM_COMPUTADOR_ADM","2011","NUM_COMPUTADOR_ADM","2012","116012","-0.0354946952387185"
-"NUM_COMPUTADOR_ADM","2011","NUM_COMPUTADPR_ALUNO","2012","116012","-1.63459190123365"
-"NUM_COMPUTADOR_ADM","2011","NUM_FUNCIONARIOS","2012","116012","-1.28589040485421"
-"NUM_COMPUTADOR_ADM","2011","NUM_SALAS","2012","116012","-0.968668627480116"
-"NUM_COMPUTADOR_ADM","2011","NUM_SALAS_UTILIZADAS","2012","116012","-0.952580640891332"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_COMPUTADOR","2012","90751","0.0237974133599322"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_COMPUTADOR_ADM","2012","90751","1.65869114112964"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_COMPUTADPR_ALUNO","2012","90751","-0.0210231882007561"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_FUNCIONARIOS","2012","90751","-0.685681781203548"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_SALAS","2012","90751","0.842242618575813"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_SALAS_UTILIZADAS","2012","90751","0.857494731902518"
-"NUM_FUNCIONARIOS","2011","NUM_COMPUTADOR","2012","185798","0.661701448896875"
-"NUM_FUNCIONARIOS","2011","NUM_COMPUTADOR_ADM","2012","185798","1.25745957570391"
-"NUM_FUNCIONARIOS","2011","NUM_COMPUTADPR_ALUNO","2012","185798","0.628083048946205"
-"NUM_FUNCIONARIOS","2011","NUM_FUNCIONARIOS","2012","185798","-0.0652532741326858"
-"NUM_FUNCIONARIOS","2011","NUM_SALAS","2012","185798","1.09191936648095"
-"NUM_FUNCIONARIOS","2011","NUM_SALAS_UTILIZADAS","2012","185798","1.09814501358491"
-"NUM_SALAS","2011","NUM_COMPUTADOR","2012","189329","-0.655617664573435"
-"NUM_SALAS","2011","NUM_COMPUTADOR_ADM","2012","189329","0.922593079006888"
-"NUM_SALAS","2011","NUM_COMPUTADPR_ALUNO","2012","189329","-0.874628021001347"
-"NUM_SALAS","2011","NUM_FUNCIONARIOS","2012","189329","-1.14861777967982"
-"NUM_SALAS","2011","NUM_SALAS","2012","189329","-0.0257732238305073"
-"NUM_SALAS","2011","NUM_SALAS_UTILIZADAS","2012","189329","-0.00941903807479609"
-"NUM_SALAS_UTILIZADAS","2011","NUM_COMPUTADOR","2012","187256","-0.715069544805575"
-"NUM_SALAS_UTILIZADAS","2011","NUM_COMPUTADOR_ADM","2012","187256","0.901469058313821"
-"NUM_SALAS_UTILIZADAS","2011","NUM_COMPUTADPR_ALUNO","2012","187256","-0.963803543180742"
-"NUM_SALAS_UTILIZADAS","2011","NUM_FUNCIONARIOS","2012","187256","-1.17432200578651"
-"NUM_SALAS_UTILIZADAS","2011","NUM_SALAS","2012","187256","-0.103070884610418"
-"NUM_SALAS_UTILIZADAS","2011","NUM_SALAS_UTILIZADAS","2012","187256","-0.0862328140025064"
-"NUM_COMPUTADOR","2012","NUM_COMPUTADOR","2013","134968","0.836693786139098"
-"NUM_COMPUTADOR","2012","NUM_COMPUTADOR_ADM","2013","134968","1.14636419825848"
-"NUM_COMPUTADOR","2012","NUM_COMPUTADPR_ALUNO","2013","134968","-0.0612740598440008"
-"NUM_COMPUTADOR","2012","NUM_DVD","2013","134968","1.73216750033583"
-"NUM_COMPUTADOR","2012","NUM_FUNCIONARIOS","2013","134968","-0.772483406801249"
-"NUM_COMPUTADOR","2012","NUM_SALAS","2013","134968","0.642108153272562"
-"NUM_COMPUTADOR","2012","NUM_SALAS_UTILIZADAS","2013","134968","0.651533742870159"
-"NUM_COMPUTADOR","2012","NUM_SOM","2013","134968","1.71040477667445"
-"NUM_COMPUTADOR","2012","NUM_TV","2013","134968","1.69021560226122"
-"NUM_COMPUTADOR_ADM","2012","NUM_COMPUTADOR","2013","120366","-0.308765420359873"
-"NUM_COMPUTADOR_ADM","2012","NUM_COMPUTADOR_ADM","2013","120366","-0.0193070275751369"
-"NUM_COMPUTADOR_ADM","2012","NUM_COMPUTADPR_ALUNO","2013","120366","-1.63714096971402"
-"NUM_COMPUTADOR_ADM","2012","NUM_DVD","2013","120366","1.62557884227578"
-"NUM_COMPUTADOR_ADM","2012","NUM_FUNCIONARIOS","2013","120366","-1.33962758805151"
-"NUM_COMPUTADOR_ADM","2012","NUM_SALAS","2013","120366","-0.99986822785701"
-"NUM_COMPUTADOR_ADM","2012","NUM_SALAS_UTILIZADAS","2013","120366","-0.984874975580986"
-"NUM_COMPUTADOR_ADM","2012","NUM_SOM","2013","120366","1.18452738454781"
-"NUM_COMPUTADOR_ADM","2012","NUM_TV","2013","120366","1.10438594173761"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_COMPUTADOR","2013","97160","1.00639599517615"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_COMPUTADOR_ADM","2013","97160","1.63356665614431"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_COMPUTADPR_ALUNO","2013","97160","-0.0230527276427693"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_DVD","2013","97160","2.54709237563589"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_FUNCIONARIOS","2013","97160","-0.734900183899358"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_SALAS","2013","97160","0.86611458797666"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_SALAS_UTILIZADAS","2013","97160","0.878286847704857"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_SOM","2013","97160","2.49228334210421"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_TV","2013","97160","2.46602975923927"
-"NUM_FUNCIONARIOS","2012","NUM_COMPUTADOR","2013","186154","1.31561765267129"
-"NUM_FUNCIONARIOS","2012","NUM_COMPUTADOR_ADM","2013","186154","1.29251846360425"
-"NUM_FUNCIONARIOS","2012","NUM_COMPUTADPR_ALUNO","2013","186154","0.672293157496553"
-"NUM_FUNCIONARIOS","2012","NUM_DVD","2013","186154","1.67068494890083"
-"NUM_FUNCIONARIOS","2012","NUM_FUNCIONARIOS","2013","186154","-0.0532112242301824"
-"NUM_FUNCIONARIOS","2012","NUM_SALAS","2013","186154","1.13643465436427"
-"NUM_FUNCIONARIOS","2012","NUM_SALAS_UTILIZADAS","2013","186154","1.14153654571615"
-"NUM_FUNCIONARIOS","2012","NUM_SOM","2013","186154","1.68012281265357"
-"NUM_FUNCIONARIOS","2012","NUM_TV","2013","186154","1.67140874274809"
-"NUM_SALAS","2012","NUM_COMPUTADOR","2013","189172","0.33408503644413"
-"NUM_SALAS","2012","NUM_COMPUTADOR_ADM","2013","189172","0.947678352116956"
-"NUM_SALAS","2012","NUM_COMPUTADPR_ALUNO","2013","189172","-0.87505026437065"
-"NUM_SALAS","2012","NUM_DVD","2013","189172","1.77577391697869"
-"NUM_SALAS","2012","NUM_FUNCIONARIOS","2013","189172","-1.19788982430716"
-"NUM_SALAS","2012","NUM_SALAS","2013","189172","-0.00176468451975476"
-"NUM_SALAS","2012","NUM_SALAS_UTILIZADAS","2013","189172","0.0120387443648336"
-"NUM_SALAS","2012","NUM_SOM","2013","189172","1.68074872190352"
-"NUM_SALAS","2012","NUM_TV","2013","189172","1.64324930563149"
-"NUM_SALAS_UTILIZADAS","2012","NUM_COMPUTADOR","2013","189491","0.321438843090816"
-"NUM_SALAS_UTILIZADAS","2012","NUM_COMPUTADOR_ADM","2013","189491","0.931359424723694"
-"NUM_SALAS_UTILIZADAS","2012","NUM_COMPUTADPR_ALUNO","2013","189491","-0.889849972936288"
-"NUM_SALAS_UTILIZADAS","2012","NUM_DVD","2013","189491","1.7586855817694"
-"NUM_SALAS_UTILIZADAS","2012","NUM_FUNCIONARIOS","2013","189491","-1.20388573480843"
-"NUM_SALAS_UTILIZADAS","2012","NUM_SALAS","2013","189491","-0.018550525566563"
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diff --git a/Testes_R/Result_F/.ipynb_checkpoints/F_subsequente-checkpoint.csv b/Testes_R/Result_F/.ipynb_checkpoints/F_subsequente-checkpoint.csv
deleted file mode 100644
index 8a424a73c73096d32d930dc573047607d2b42335..0000000000000000000000000000000000000000
--- a/Testes_R/Result_F/.ipynb_checkpoints/F_subsequente-checkpoint.csv
+++ /dev/null
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-"ANO_CENSO","2008","NUM_COMPUTADPR_ALUNO","2009","250350","0","0"
-"ANO_CENSO","2008","NUM_FUNCIONARIOS","2009","250350","0","0"
-"ANO_CENSO","2008","NUM_SALAS","2009","250350","0","0"
-"ANO_CENSO","2008","NUM_SALAS_UTILIZADAS","2009","250350","0","0"
-"NUM_COMPUTADOR","2008","ANO_CENSO","2009","103302","Inf","0"
-"NUM_COMPUTADOR","2008","NUM_COMPUTADOR","2009","103302","0.859829400183459","4.72038302131755e-134"
-"NUM_COMPUTADOR","2008","NUM_COMPUTADOR_ADM","2009","103302","20.8354377936318","0"
-"NUM_COMPUTADOR","2008","NUM_COMPUTADPR_ALUNO","2009","103302","1.41523609361732","0"
-"NUM_COMPUTADOR","2008","NUM_FUNCIONARIOS","2009","103302","0.181106027761496","0"
-"NUM_COMPUTADOR","2008","NUM_SALAS","2009","103302","3.16267130980155","0"
-"NUM_COMPUTADOR","2008","NUM_SALAS_UTILIZADAS","2009","103302","3.20338587044206","0"
-"NUM_COMPUTADOR_ADM","2008","ANO_CENSO","2009","92241","Inf","0"
-"NUM_COMPUTADOR_ADM","2008","NUM_COMPUTADOR","2009","92241","0.0261816899086375","0"
-"NUM_COMPUTADOR_ADM","2008","NUM_COMPUTADOR_ADM","2009","92241","0.634436286206522","0"
-"NUM_COMPUTADOR_ADM","2008","NUM_COMPUTADPR_ALUNO","2009","92241","0.0430937492282706","0"
-"NUM_COMPUTADOR_ADM","2008","NUM_FUNCIONARIOS","2009","92241","0.00551465425400072","0"
-"NUM_COMPUTADOR_ADM","2008","NUM_SALAS","2009","92241","0.0963029171815954","0"
-"NUM_COMPUTADOR_ADM","2008","NUM_SALAS_UTILIZADAS","2009","92241","0.0975426700921484","0"
-"NUM_COMPUTADPR_ALUNO","2008","ANO_CENSO","2009","56091","Inf","0"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADOR","2009","56091","0.590893855838768","0"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADOR_ADM","2009","56091","14.3185754910695","0"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADPR_ALUNO","2009","56091","0.97258166806265","0.000634959777067731"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_FUNCIONARIOS","2009","56091","0.124460083636126","0"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_SALAS","2009","56091","2.17345794944967","0"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_SALAS_UTILIZADAS","2009","56091","2.20143789956597","0"
-"NUM_FUNCIONARIOS","2008","ANO_CENSO","2009","190301","Inf","0"
-"NUM_FUNCIONARIOS","2008","NUM_COMPUTADOR","2009","190301","4.62785498752594","0"
-"NUM_FUNCIONARIOS","2008","NUM_COMPUTADOR_ADM","2009","190301","112.142460690425","0"
-"NUM_FUNCIONARIOS","2008","NUM_COMPUTADPR_ALUNO","2009","190301","7.61721733750464","0"
-"NUM_FUNCIONARIOS","2008","NUM_FUNCIONARIOS","2009","190301","0.974765963653049","2.65382678570005e-08"
-"NUM_FUNCIONARIOS","2008","NUM_SALAS","2009","190301","17.0224281605716","0"
-"NUM_FUNCIONARIOS","2008","NUM_SALAS_UTILIZADAS","2009","190301","17.2415659133455","0"
-"NUM_SALAS","2008","ANO_CENSO","2009","193059","Inf","0"
-"NUM_SALAS","2008","NUM_COMPUTADOR","2009","193059","0.270179482556789","0"
-"NUM_SALAS","2008","NUM_COMPUTADOR_ADM","2009","193059","6.54700548821255","0"
-"NUM_SALAS","2008","NUM_COMPUTADPR_ALUNO","2009","193059","0.444701885499188","0"
-"NUM_SALAS","2008","NUM_FUNCIONARIOS","2009","193059","0.0569079550641979","0"
-"NUM_SALAS","2008","NUM_SALAS","2009","193059","0.993788881604959","0.17210000794436"
-"NUM_SALAS","2008","NUM_SALAS_UTILIZADAS","2009","193059","1.00658239497405","0.15006432412693"
-"NUM_SALAS_UTILIZADAS","2008","ANO_CENSO","2009","191125","Inf","0"
-"NUM_SALAS_UTILIZADAS","2008","NUM_COMPUTADOR","2009","191125","0.235110146088653","0"
-"NUM_SALAS_UTILIZADAS","2008","NUM_COMPUTADOR_ADM","2009","191125","5.69720321547114","0"
-"NUM_SALAS_UTILIZADAS","2008","NUM_COMPUTADPR_ALUNO","2009","191125","0.386979515528672","0"
-"NUM_SALAS_UTILIZADAS","2008","NUM_FUNCIONARIOS","2009","191125","0.0495212941491137","0"
-"NUM_SALAS_UTILIZADAS","2008","NUM_SALAS","2009","191125","0.864794938995083","4.1110797924555e-221"
-"NUM_SALAS_UTILIZADAS","2008","NUM_SALAS_UTILIZADAS","2009","191125","0.8759278524522","1.29814325340836e-184"
-"ANO_CENSO","2009","ANO_CENSO","2010","255445","NaN","NaN"
-"ANO_CENSO","2009","NUM_COMPUTADOR","2010","255445","0","0"
-"ANO_CENSO","2009","NUM_COMPUTADOR_ADM","2010","255445","0","0"
-"ANO_CENSO","2009","NUM_COMPUTADPR_ALUNO","2010","255445","0","0"
-"ANO_CENSO","2009","NUM_FUNCIONARIOS","2010","255445","0","0"
-"ANO_CENSO","2009","NUM_SALAS","2010","255445","0","0"
-"ANO_CENSO","2009","NUM_SALAS_UTILIZADAS","2010","255445","0","0"
-"NUM_COMPUTADOR","2009","ANO_CENSO","2010","110460","Inf","0"
-"NUM_COMPUTADOR","2009","NUM_COMPUTADOR","2010","110460","0.855560963453045","1.32472902223163e-153"
-"NUM_COMPUTADOR","2009","NUM_COMPUTADOR_ADM","2010","110460","22.7479459272007","0"
-"NUM_COMPUTADOR","2009","NUM_COMPUTADPR_ALUNO","2010","110460","1.34774180348813","0"
-"NUM_COMPUTADOR","2009","NUM_FUNCIONARIOS","2010","110460","0.190158689747565","0"
-"NUM_COMPUTADOR","2009","NUM_SALAS","2010","110460","3.6489260406124","0"
-"NUM_COMPUTADOR","2009","NUM_SALAS_UTILIZADAS","2010","110460","3.70658855820852","0"
-"NUM_COMPUTADOR_ADM","2009","ANO_CENSO","2010","104622","Inf","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR","2010","104622","0.0353069840582402","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR_ADM","2010","104622","0.938754102300114","3.34409640159029e-25"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADPR_ALUNO","2010","104622","0.0556181270570451","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_FUNCIONARIOS","2010","104622","0.00784740084488625","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_SALAS","2010","104622","0.150582575700545","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_SALAS_UTILIZADAS","2010","104622","0.152962171867845","0"
-"NUM_COMPUTADPR_ALUNO","2009","ANO_CENSO","2010","65550","Inf","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADOR","2010","65550","0.519797702548652","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADOR_ADM","2010","65550","13.8205581317512","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADPR_ALUNO","2010","65550","0.818823114900515","1.85054575260835e-156"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_FUNCIONARIOS","2010","65550","0.115531276288614","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_SALAS","2010","65550","2.21691200709436","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_SALAS_UTILIZADAS","2010","65550","2.25194498013776","0"
-"NUM_FUNCIONARIOS","2009","ANO_CENSO","2010","188703","Inf","0"
-"NUM_FUNCIONARIOS","2009","NUM_COMPUTADOR","2010","188703","4.06191046824236","0"
-"NUM_FUNCIONARIOS","2009","NUM_COMPUTADOR_ADM","2010","188703","107.99945724473","0"
-"NUM_FUNCIONARIOS","2009","NUM_COMPUTADPR_ALUNO","2010","188703","6.39861654975651","0"
-"NUM_FUNCIONARIOS","2009","NUM_FUNCIONARIOS","2010","188703","0.902808339215768","7.07840343363578e-109"
-"NUM_FUNCIONARIOS","2009","NUM_SALAS","2010","188703","17.3238512687461","0"
-"NUM_FUNCIONARIOS","2009","NUM_SALAS_UTILIZADAS","2010","188703","17.597613155805","0"
-"NUM_SALAS","2009","ANO_CENSO","2010","191202","Inf","0"
-"NUM_SALAS","2009","NUM_COMPUTADOR","2010","191202","0.232599722818611","0"
-"NUM_SALAS","2009","NUM_COMPUTADOR_ADM","2010","191202","6.18444055231843","0"
-"NUM_SALAS","2009","NUM_COMPUTADPR_ALUNO","2010","191202","0.366407986471439","0"
-"NUM_SALAS","2009","NUM_FUNCIONARIOS","2010","191202","0.0516980792909463","0"
-"NUM_SALAS","2009","NUM_SALAS","2010","191202","0.99202654385556","0.0811806672507255"
-"NUM_SALAS","2009","NUM_SALAS_UTILIZADAS","2010","191202","1.00770314223114","0.0941737092447945"
-"NUM_SALAS_UTILIZADAS","2009","ANO_CENSO","2010","191968","Inf","0"
-"NUM_SALAS_UTILIZADAS","2009","NUM_COMPUTADOR","2010","191968","0.229643414742507","0"
-"NUM_SALAS_UTILIZADAS","2009","NUM_COMPUTADOR_ADM","2010","191968","6.10583722756183","0"
-"NUM_SALAS_UTILIZADAS","2009","NUM_COMPUTADPR_ALUNO","2010","191968","0.361750995154217","0"
-"NUM_SALAS_UTILIZADAS","2009","NUM_FUNCIONARIOS","2010","191968","0.0510410043491757","0"
-"NUM_SALAS_UTILIZADAS","2009","NUM_SALAS","2010","191968","0.979418033201414","5.76460013693011e-06"
-"NUM_SALAS_UTILIZADAS","2009","NUM_SALAS_UTILIZADAS","2010","191968","0.994895384330173","0.263816750387356"
-"ANO_CENSO","2010","ANO_CENSO","2011","259831","NaN","NaN"
-"ANO_CENSO","2010","NUM_COMPUTADOR","2011","259831","0","0"
-"ANO_CENSO","2010","NUM_COMPUTADOR_ADM","2011","259831","0","0"
-"ANO_CENSO","2010","NUM_COMPUTADPR_ALUNO","2011","259831","0","0"
-"ANO_CENSO","2010","NUM_FUNCIONARIOS","2011","259831","0","0"
-"ANO_CENSO","2010","NUM_SALAS","2011","259831","0","0"
-"ANO_CENSO","2010","NUM_SALAS_UTILIZADAS","2011","259831","0","0"
-"NUM_COMPUTADOR","2010","ANO_CENSO","2011","119776","Inf","0"
-"NUM_COMPUTADOR","2010","NUM_COMPUTADOR","2011","119776","0.848871590730568","9.77775085513559e-183"
-"NUM_COMPUTADOR","2010","NUM_COMPUTADOR_ADM","2011","119776","25.4547228604411","0"
-"NUM_COMPUTADOR","2010","NUM_COMPUTADPR_ALUNO","2011","119776","1.39803290548145","0"
-"NUM_COMPUTADOR","2010","NUM_FUNCIONARIOS","2011","119776","0.216581679466024","0"
-"NUM_COMPUTADOR","2010","NUM_SALAS","2011","119776","3.626126779493","0"
-"NUM_COMPUTADOR","2010","NUM_SALAS_UTILIZADAS","2011","119776","4.29976126854711","0"
-"NUM_COMPUTADOR_ADM","2010","ANO_CENSO","2011","111190","Inf","0"
-"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADOR","2011","111190","0.0319264604521915","0"
-"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADOR_ADM","2011","111190","0.957364119143097","2.14132371719241e-13"
-"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADPR_ALUNO","2011","111190","0.0525806762237174","0"
-"NUM_COMPUTADOR_ADM","2010","NUM_FUNCIONARIOS","2011","111190","0.00814573900180854","0"
-"NUM_COMPUTADOR_ADM","2010","NUM_SALAS","2011","111190","0.136380336536508","0"
-"NUM_COMPUTADOR_ADM","2010","NUM_SALAS_UTILIZADAS","2011","111190","0.16171604703603","0"
-"NUM_COMPUTADPR_ALUNO","2010","ANO_CENSO","2011","79020","Inf","0"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADOR","2011","79020","0.538872797544532","0"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADOR_ADM","2011","79020","16.1589313016371","0"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADPR_ALUNO","2011","79020","0.887486294820788","3.47849546894808e-67"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_FUNCIONARIOS","2011","79020","0.137488374902858","0"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_SALAS","2011","79020","2.30190420230089","0"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_SALAS_UTILIZADAS","2011","79020","2.72953460671419","0"
-"NUM_FUNCIONARIOS","2010","ANO_CENSO","2011","187469","Inf","0"
-"NUM_FUNCIONARIOS","2010","NUM_COMPUTADOR","2011","187469","3.81923853691605","0"
-"NUM_FUNCIONARIOS","2010","NUM_COMPUTADOR_ADM","2011","187469","114.525753431618","0"
-"NUM_FUNCIONARIOS","2010","NUM_COMPUTADPR_ALUNO","2011","187469","6.29002219746355","0"
-"NUM_FUNCIONARIOS","2010","NUM_FUNCIONARIOS","2011","187469","0.974443137971837","2.24276497797326e-08"
-"NUM_FUNCIONARIOS","2010","NUM_SALAS","2011","187469","16.3146502806908","0"
-"NUM_FUNCIONARIOS","2010","NUM_SALAS_UTILIZADAS","2011","187469","19.3454629836781","0"
-"NUM_SALAS","2010","ANO_CENSO","2011","188434","Inf","0"
-"NUM_SALAS","2010","NUM_COMPUTADOR","2011","188434","0.19903428787816","0"
-"NUM_SALAS","2010","NUM_COMPUTADOR_ADM","2011","188434","5.96834985760748","0"
-"NUM_SALAS","2010","NUM_COMPUTADPR_ALUNO","2011","188434","0.327795731193287","0"
-"NUM_SALAS","2010","NUM_FUNCIONARIOS","2011","188434","0.0507817446250929","0"
-"NUM_SALAS","2010","NUM_SALAS","2011","188434","0.850215237726561","5.06798573791999e-272"
-"NUM_SALAS","2010","NUM_SALAS_UTILIZADAS","2011","188434","1.00816181325474","0.0781538046455248"
-"NUM_SALAS_UTILIZADAS","2010","ANO_CENSO","2011","189433","Inf","0"
-"NUM_SALAS_UTILIZADAS","2010","NUM_COMPUTADOR","2011","189433","0.19593795874781","0"
-"NUM_SALAS_UTILIZADAS","2010","NUM_COMPUTADOR_ADM","2011","189433","5.87550165682137","0"
-"NUM_SALAS_UTILIZADAS","2010","NUM_COMPUTADPR_ALUNO","2011","189433","0.322696290880171","0"
-"NUM_SALAS_UTILIZADAS","2010","NUM_FUNCIONARIOS","2011","189433","0.0499917450885862","0"
-"NUM_SALAS_UTILIZADAS","2010","NUM_SALAS","2011","189433","0.836988641265694","0"
-"NUM_SALAS_UTILIZADAS","2010","NUM_SALAS_UTILIZADAS","2011","189433","0.992478079443017","0.10134630197177"
-"ANO_CENSO","2011","ANO_CENSO","2012","257880","NaN","NaN"
-"ANO_CENSO","2011","NUM_COMPUTADOR","2012","257880","0","0"
-"ANO_CENSO","2011","NUM_COMPUTADOR_ADM","2012","257880","0","0"
-"ANO_CENSO","2011","NUM_COMPUTADPR_ALUNO","2012","257880","0","0"
-"ANO_CENSO","2011","NUM_FUNCIONARIOS","2012","257880","0","0"
-"ANO_CENSO","2011","NUM_SALAS","2012","257880","0","0"
-"ANO_CENSO","2011","NUM_SALAS_UTILIZADAS","2012","257880","0","0"
-"NUM_COMPUTADOR","2011","ANO_CENSO","2012","128984","Inf","0"
-"NUM_COMPUTADOR","2011","NUM_COMPUTADOR","2012","128984","0.975678355840381","7.7939416877312e-06"
-"NUM_COMPUTADOR","2011","NUM_COMPUTADOR_ADM","2012","128984","28.4031125049684","0"
-"NUM_COMPUTADOR","2011","NUM_COMPUTADPR_ALUNO","2012","128984","1.5898055573855","0"
-"NUM_COMPUTADOR","2011","NUM_FUNCIONARIOS","2012","128984","0.235855368223021","0"
-"NUM_COMPUTADOR","2011","NUM_SALAS","2012","128984","4.28175795179385","0"
-"NUM_COMPUTADOR","2011","NUM_SALAS_UTILIZADAS","2012","128984","4.32221122728111","0"
-"NUM_COMPUTADOR_ADM","2011","ANO_CENSO","2012","116012","Inf","0"
-"NUM_COMPUTADOR_ADM","2011","NUM_COMPUTADOR","2012","116012","0.0325372090084997","0"
-"NUM_COMPUTADOR_ADM","2011","NUM_COMPUTADOR_ADM","2012","116012","0.947195356475938","1.14828344508723e-20"
-"NUM_COMPUTADOR_ADM","2011","NUM_COMPUTADPR_ALUNO","2012","116012","0.0530173036983807","0"
-"NUM_COMPUTADOR_ADM","2011","NUM_FUNCIONARIOS","2012","116012","0.00786537424522365","0"
-"NUM_COMPUTADOR_ADM","2011","NUM_SALAS","2012","116012","0.142789324542641","0"
-"NUM_COMPUTADOR_ADM","2011","NUM_SALAS_UTILIZADAS","2012","116012","0.144138372281302","0"
-"NUM_COMPUTADPR_ALUNO","2011","ANO_CENSO","2012","90751","Inf","0"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_COMPUTADOR","2012","90751","0.592422134497891","0"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_COMPUTADOR_ADM","2012","90751","17.246085696022","0"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_COMPUTADPR_ALUNO","2012","90751","0.965314025985226","6.44857512087023e-08"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_FUNCIONARIOS","2012","90751","0.143209019487901","0"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_SALAS","2012","90751","2.59984058272992","0"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_SALAS_UTILIZADAS","2012","90751","2.62440340680831","0"
-"NUM_FUNCIONARIOS","2011","ANO_CENSO","2012","185798","Inf","0"
-"NUM_FUNCIONARIOS","2011","NUM_COMPUTADOR","2012","185798","3.82407985756494","0"
-"NUM_FUNCIONARIOS","2011","NUM_COMPUTADOR_ADM","2012","185798","111.323337011864","0"
-"NUM_FUNCIONARIOS","2011","NUM_COMPUTADPR_ALUNO","2012","185798","6.23109385695676","0"
-"NUM_FUNCIONARIOS","2011","NUM_FUNCIONARIOS","2012","185798","0.924413007136308","2.10112978088865e-64"
-"NUM_FUNCIONARIOS","2011","NUM_SALAS","2012","185798","16.7819489285689","0"
-"NUM_FUNCIONARIOS","2011","NUM_SALAS_UTILIZADAS","2012","185798","16.9405017498315","0"
-"NUM_SALAS","2011","ANO_CENSO","2012","189329","Inf","0"
-"NUM_SALAS","2011","NUM_COMPUTADOR","2012","189329","0.228405041612861","0"
-"NUM_SALAS","2011","NUM_COMPUTADOR_ADM","2012","189329","6.64913191401513","0"
-"NUM_SALAS","2011","NUM_COMPUTADPR_ALUNO","2012","189329","0.372171425467594","0"
-"NUM_SALAS","2011","NUM_FUNCIONARIOS","2012","189329","0.0552134367551851","0"
-"NUM_SALAS","2011","NUM_SALAS","2012","189329","1.00235400047725","0.609053466649657"
-"NUM_SALAS","2011","NUM_SALAS_UTILIZADAS","2012","189329","1.01182405996534","0.0105311752402506"
-"NUM_SALAS_UTILIZADAS","2011","ANO_CENSO","2012","187256","Inf","0"
-"NUM_SALAS_UTILIZADAS","2011","NUM_COMPUTADOR","2012","187256","0.192621307611217","0"
-"NUM_SALAS_UTILIZADAS","2011","NUM_COMPUTADOR_ADM","2012","187256","5.60742650299251","0"
-"NUM_SALAS_UTILIZADAS","2011","NUM_COMPUTADPR_ALUNO","2012","187256","0.313864116671327","0"
-"NUM_SALAS_UTILIZADAS","2011","NUM_FUNCIONARIOS","2012","187256","0.0465632645864246","0"
-"NUM_SALAS_UTILIZADAS","2011","NUM_SALAS","2012","187256","0.845317322673279","1.74931777511368e-290"
-"NUM_SALAS_UTILIZADAS","2011","NUM_SALAS_UTILIZADAS","2012","187256","0.853303728003345","2.33305097955338e-259"
-"ANO_CENSO","2012","ANO_CENSO","2013","262601","NaN","NaN"
-"ANO_CENSO","2012","NUM_COMPUTADOR","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_COMPUTADOR_ADM","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_COMPUTADPR_ALUNO","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_DVD","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_FUNCIONARIOS","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_SALAS","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_SALAS_UTILIZADAS","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_SOM","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_TV","2013","262601","0","0"
-"NUM_COMPUTADOR","2012","ANO_CENSO","2013","134968","Inf","0"
-"NUM_COMPUTADOR","2012","NUM_COMPUTADOR","2013","134968","2.2007518749152","0"
-"NUM_COMPUTADOR","2012","NUM_COMPUTADOR_ADM","2013","134968","28.6518426874775","0"
-"NUM_COMPUTADOR","2012","NUM_COMPUTADPR_ALUNO","2013","134968","1.58386454346366","0"
-"NUM_COMPUTADOR","2012","NUM_DVD","2013","134968","201.910977474992","0"
-"NUM_COMPUTADOR","2012","NUM_FUNCIONARIOS","2013","134968","0.233848814187972","0"
-"NUM_COMPUTADOR","2012","NUM_SALAS","2013","134968","4.7947081344598","0"
-"NUM_COMPUTADOR","2012","NUM_SALAS_UTILIZADAS","2013","134968","4.82240573864872","0"
-"NUM_COMPUTADOR","2012","NUM_SOM","2013","134968","64.5613447973612","0"
-"NUM_COMPUTADOR","2012","NUM_TV","2013","134968","67.5483790614042","0"
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diff --git a/Testes_R/Result_F/F_subsequente.csv b/Testes_R/Result_F/F_subsequente.csv
deleted file mode 100644
index 8a424a73c73096d32d930dc573047607d2b42335..0000000000000000000000000000000000000000
--- a/Testes_R/Result_F/F_subsequente.csv
+++ /dev/null
@@ -1,826 +0,0 @@
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-"NUM_COMPUTADOR","2009","ANO_CENSO","2010","110460","Inf","0"
-"NUM_COMPUTADOR","2009","NUM_COMPUTADOR","2010","110460","0.855560963453045","1.32472902223163e-153"
-"NUM_COMPUTADOR","2009","NUM_COMPUTADOR_ADM","2010","110460","22.7479459272007","0"
-"NUM_COMPUTADOR","2009","NUM_COMPUTADPR_ALUNO","2010","110460","1.34774180348813","0"
-"NUM_COMPUTADOR","2009","NUM_FUNCIONARIOS","2010","110460","0.190158689747565","0"
-"NUM_COMPUTADOR","2009","NUM_SALAS","2010","110460","3.6489260406124","0"
-"NUM_COMPUTADOR","2009","NUM_SALAS_UTILIZADAS","2010","110460","3.70658855820852","0"
-"NUM_COMPUTADOR_ADM","2009","ANO_CENSO","2010","104622","Inf","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR","2010","104622","0.0353069840582402","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR_ADM","2010","104622","0.938754102300114","3.34409640159029e-25"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADPR_ALUNO","2010","104622","0.0556181270570451","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_FUNCIONARIOS","2010","104622","0.00784740084488625","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_SALAS","2010","104622","0.150582575700545","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_SALAS_UTILIZADAS","2010","104622","0.152962171867845","0"
-"NUM_COMPUTADPR_ALUNO","2009","ANO_CENSO","2010","65550","Inf","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADOR","2010","65550","0.519797702548652","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADOR_ADM","2010","65550","13.8205581317512","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADPR_ALUNO","2010","65550","0.818823114900515","1.85054575260835e-156"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_FUNCIONARIOS","2010","65550","0.115531276288614","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_SALAS","2010","65550","2.21691200709436","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_SALAS_UTILIZADAS","2010","65550","2.25194498013776","0"
-"NUM_FUNCIONARIOS","2009","ANO_CENSO","2010","188703","Inf","0"
-"NUM_FUNCIONARIOS","2009","NUM_COMPUTADOR","2010","188703","4.06191046824236","0"
-"NUM_FUNCIONARIOS","2009","NUM_COMPUTADOR_ADM","2010","188703","107.99945724473","0"
-"NUM_FUNCIONARIOS","2009","NUM_COMPUTADPR_ALUNO","2010","188703","6.39861654975651","0"
-"NUM_FUNCIONARIOS","2009","NUM_FUNCIONARIOS","2010","188703","0.902808339215768","7.07840343363578e-109"
-"NUM_FUNCIONARIOS","2009","NUM_SALAS","2010","188703","17.3238512687461","0"
-"NUM_FUNCIONARIOS","2009","NUM_SALAS_UTILIZADAS","2010","188703","17.597613155805","0"
-"NUM_SALAS","2009","ANO_CENSO","2010","191202","Inf","0"
-"NUM_SALAS","2009","NUM_COMPUTADOR","2010","191202","0.232599722818611","0"
-"NUM_SALAS","2009","NUM_COMPUTADOR_ADM","2010","191202","6.18444055231843","0"
-"NUM_SALAS","2009","NUM_COMPUTADPR_ALUNO","2010","191202","0.366407986471439","0"
-"NUM_SALAS","2009","NUM_FUNCIONARIOS","2010","191202","0.0516980792909463","0"
-"NUM_SALAS","2009","NUM_SALAS","2010","191202","0.99202654385556","0.0811806672507255"
-"NUM_SALAS","2009","NUM_SALAS_UTILIZADAS","2010","191202","1.00770314223114","0.0941737092447945"
-"NUM_SALAS_UTILIZADAS","2009","ANO_CENSO","2010","191968","Inf","0"
-"NUM_SALAS_UTILIZADAS","2009","NUM_COMPUTADOR","2010","191968","0.229643414742507","0"
-"NUM_SALAS_UTILIZADAS","2009","NUM_COMPUTADOR_ADM","2010","191968","6.10583722756183","0"
-"NUM_SALAS_UTILIZADAS","2009","NUM_COMPUTADPR_ALUNO","2010","191968","0.361750995154217","0"
-"NUM_SALAS_UTILIZADAS","2009","NUM_FUNCIONARIOS","2010","191968","0.0510410043491757","0"
-"NUM_SALAS_UTILIZADAS","2009","NUM_SALAS","2010","191968","0.979418033201414","5.76460013693011e-06"
-"NUM_SALAS_UTILIZADAS","2009","NUM_SALAS_UTILIZADAS","2010","191968","0.994895384330173","0.263816750387356"
-"ANO_CENSO","2010","ANO_CENSO","2011","259831","NaN","NaN"
-"ANO_CENSO","2010","NUM_COMPUTADOR","2011","259831","0","0"
-"ANO_CENSO","2010","NUM_COMPUTADOR_ADM","2011","259831","0","0"
-"ANO_CENSO","2010","NUM_COMPUTADPR_ALUNO","2011","259831","0","0"
-"ANO_CENSO","2010","NUM_FUNCIONARIOS","2011","259831","0","0"
-"ANO_CENSO","2010","NUM_SALAS","2011","259831","0","0"
-"ANO_CENSO","2010","NUM_SALAS_UTILIZADAS","2011","259831","0","0"
-"NUM_COMPUTADOR","2010","ANO_CENSO","2011","119776","Inf","0"
-"NUM_COMPUTADOR","2010","NUM_COMPUTADOR","2011","119776","0.848871590730568","9.77775085513559e-183"
-"NUM_COMPUTADOR","2010","NUM_COMPUTADOR_ADM","2011","119776","25.4547228604411","0"
-"NUM_COMPUTADOR","2010","NUM_COMPUTADPR_ALUNO","2011","119776","1.39803290548145","0"
-"NUM_COMPUTADOR","2010","NUM_FUNCIONARIOS","2011","119776","0.216581679466024","0"
-"NUM_COMPUTADOR","2010","NUM_SALAS","2011","119776","3.626126779493","0"
-"NUM_COMPUTADOR","2010","NUM_SALAS_UTILIZADAS","2011","119776","4.29976126854711","0"
-"NUM_COMPUTADOR_ADM","2010","ANO_CENSO","2011","111190","Inf","0"
-"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADOR","2011","111190","0.0319264604521915","0"
-"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADOR_ADM","2011","111190","0.957364119143097","2.14132371719241e-13"
-"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADPR_ALUNO","2011","111190","0.0525806762237174","0"
-"NUM_COMPUTADOR_ADM","2010","NUM_FUNCIONARIOS","2011","111190","0.00814573900180854","0"
-"NUM_COMPUTADOR_ADM","2010","NUM_SALAS","2011","111190","0.136380336536508","0"
-"NUM_COMPUTADOR_ADM","2010","NUM_SALAS_UTILIZADAS","2011","111190","0.16171604703603","0"
-"NUM_COMPUTADPR_ALUNO","2010","ANO_CENSO","2011","79020","Inf","0"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADOR","2011","79020","0.538872797544532","0"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADOR_ADM","2011","79020","16.1589313016371","0"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADPR_ALUNO","2011","79020","0.887486294820788","3.47849546894808e-67"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_FUNCIONARIOS","2011","79020","0.137488374902858","0"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_SALAS","2011","79020","2.30190420230089","0"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_SALAS_UTILIZADAS","2011","79020","2.72953460671419","0"
-"NUM_FUNCIONARIOS","2010","ANO_CENSO","2011","187469","Inf","0"
-"NUM_FUNCIONARIOS","2010","NUM_COMPUTADOR","2011","187469","3.81923853691605","0"
-"NUM_FUNCIONARIOS","2010","NUM_COMPUTADOR_ADM","2011","187469","114.525753431618","0"
-"NUM_FUNCIONARIOS","2010","NUM_COMPUTADPR_ALUNO","2011","187469","6.29002219746355","0"
-"NUM_FUNCIONARIOS","2010","NUM_FUNCIONARIOS","2011","187469","0.974443137971837","2.24276497797326e-08"
-"NUM_FUNCIONARIOS","2010","NUM_SALAS","2011","187469","16.3146502806908","0"
-"NUM_FUNCIONARIOS","2010","NUM_SALAS_UTILIZADAS","2011","187469","19.3454629836781","0"
-"NUM_SALAS","2010","ANO_CENSO","2011","188434","Inf","0"
-"NUM_SALAS","2010","NUM_COMPUTADOR","2011","188434","0.19903428787816","0"
-"NUM_SALAS","2010","NUM_COMPUTADOR_ADM","2011","188434","5.96834985760748","0"
-"NUM_SALAS","2010","NUM_COMPUTADPR_ALUNO","2011","188434","0.327795731193287","0"
-"NUM_SALAS","2010","NUM_FUNCIONARIOS","2011","188434","0.0507817446250929","0"
-"NUM_SALAS","2010","NUM_SALAS","2011","188434","0.850215237726561","5.06798573791999e-272"
-"NUM_SALAS","2010","NUM_SALAS_UTILIZADAS","2011","188434","1.00816181325474","0.0781538046455248"
-"NUM_SALAS_UTILIZADAS","2010","ANO_CENSO","2011","189433","Inf","0"
-"NUM_SALAS_UTILIZADAS","2010","NUM_COMPUTADOR","2011","189433","0.19593795874781","0"
-"NUM_SALAS_UTILIZADAS","2010","NUM_COMPUTADOR_ADM","2011","189433","5.87550165682137","0"
-"NUM_SALAS_UTILIZADAS","2010","NUM_COMPUTADPR_ALUNO","2011","189433","0.322696290880171","0"
-"NUM_SALAS_UTILIZADAS","2010","NUM_FUNCIONARIOS","2011","189433","0.0499917450885862","0"
-"NUM_SALAS_UTILIZADAS","2010","NUM_SALAS","2011","189433","0.836988641265694","0"
-"NUM_SALAS_UTILIZADAS","2010","NUM_SALAS_UTILIZADAS","2011","189433","0.992478079443017","0.10134630197177"
-"ANO_CENSO","2011","ANO_CENSO","2012","257880","NaN","NaN"
-"ANO_CENSO","2011","NUM_COMPUTADOR","2012","257880","0","0"
-"ANO_CENSO","2011","NUM_COMPUTADOR_ADM","2012","257880","0","0"
-"ANO_CENSO","2011","NUM_COMPUTADPR_ALUNO","2012","257880","0","0"
-"ANO_CENSO","2011","NUM_FUNCIONARIOS","2012","257880","0","0"
-"ANO_CENSO","2011","NUM_SALAS","2012","257880","0","0"
-"ANO_CENSO","2011","NUM_SALAS_UTILIZADAS","2012","257880","0","0"
-"NUM_COMPUTADOR","2011","ANO_CENSO","2012","128984","Inf","0"
-"NUM_COMPUTADOR","2011","NUM_COMPUTADOR","2012","128984","0.975678355840381","7.7939416877312e-06"
-"NUM_COMPUTADOR","2011","NUM_COMPUTADOR_ADM","2012","128984","28.4031125049684","0"
-"NUM_COMPUTADOR","2011","NUM_COMPUTADPR_ALUNO","2012","128984","1.5898055573855","0"
-"NUM_COMPUTADOR","2011","NUM_FUNCIONARIOS","2012","128984","0.235855368223021","0"
-"NUM_COMPUTADOR","2011","NUM_SALAS","2012","128984","4.28175795179385","0"
-"NUM_COMPUTADOR","2011","NUM_SALAS_UTILIZADAS","2012","128984","4.32221122728111","0"
-"NUM_COMPUTADOR_ADM","2011","ANO_CENSO","2012","116012","Inf","0"
-"NUM_COMPUTADOR_ADM","2011","NUM_COMPUTADOR","2012","116012","0.0325372090084997","0"
-"NUM_COMPUTADOR_ADM","2011","NUM_COMPUTADOR_ADM","2012","116012","0.947195356475938","1.14828344508723e-20"
-"NUM_COMPUTADOR_ADM","2011","NUM_COMPUTADPR_ALUNO","2012","116012","0.0530173036983807","0"
-"NUM_COMPUTADOR_ADM","2011","NUM_FUNCIONARIOS","2012","116012","0.00786537424522365","0"
-"NUM_COMPUTADOR_ADM","2011","NUM_SALAS","2012","116012","0.142789324542641","0"
-"NUM_COMPUTADOR_ADM","2011","NUM_SALAS_UTILIZADAS","2012","116012","0.144138372281302","0"
-"NUM_COMPUTADPR_ALUNO","2011","ANO_CENSO","2012","90751","Inf","0"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_COMPUTADOR","2012","90751","0.592422134497891","0"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_COMPUTADOR_ADM","2012","90751","17.246085696022","0"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_COMPUTADPR_ALUNO","2012","90751","0.965314025985226","6.44857512087023e-08"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_FUNCIONARIOS","2012","90751","0.143209019487901","0"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_SALAS","2012","90751","2.59984058272992","0"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_SALAS_UTILIZADAS","2012","90751","2.62440340680831","0"
-"NUM_FUNCIONARIOS","2011","ANO_CENSO","2012","185798","Inf","0"
-"NUM_FUNCIONARIOS","2011","NUM_COMPUTADOR","2012","185798","3.82407985756494","0"
-"NUM_FUNCIONARIOS","2011","NUM_COMPUTADOR_ADM","2012","185798","111.323337011864","0"
-"NUM_FUNCIONARIOS","2011","NUM_COMPUTADPR_ALUNO","2012","185798","6.23109385695676","0"
-"NUM_FUNCIONARIOS","2011","NUM_FUNCIONARIOS","2012","185798","0.924413007136308","2.10112978088865e-64"
-"NUM_FUNCIONARIOS","2011","NUM_SALAS","2012","185798","16.7819489285689","0"
-"NUM_FUNCIONARIOS","2011","NUM_SALAS_UTILIZADAS","2012","185798","16.9405017498315","0"
-"NUM_SALAS","2011","ANO_CENSO","2012","189329","Inf","0"
-"NUM_SALAS","2011","NUM_COMPUTADOR","2012","189329","0.228405041612861","0"
-"NUM_SALAS","2011","NUM_COMPUTADOR_ADM","2012","189329","6.64913191401513","0"
-"NUM_SALAS","2011","NUM_COMPUTADPR_ALUNO","2012","189329","0.372171425467594","0"
-"NUM_SALAS","2011","NUM_FUNCIONARIOS","2012","189329","0.0552134367551851","0"
-"NUM_SALAS","2011","NUM_SALAS","2012","189329","1.00235400047725","0.609053466649657"
-"NUM_SALAS","2011","NUM_SALAS_UTILIZADAS","2012","189329","1.01182405996534","0.0105311752402506"
-"NUM_SALAS_UTILIZADAS","2011","ANO_CENSO","2012","187256","Inf","0"
-"NUM_SALAS_UTILIZADAS","2011","NUM_COMPUTADOR","2012","187256","0.192621307611217","0"
-"NUM_SALAS_UTILIZADAS","2011","NUM_COMPUTADOR_ADM","2012","187256","5.60742650299251","0"
-"NUM_SALAS_UTILIZADAS","2011","NUM_COMPUTADPR_ALUNO","2012","187256","0.313864116671327","0"
-"NUM_SALAS_UTILIZADAS","2011","NUM_FUNCIONARIOS","2012","187256","0.0465632645864246","0"
-"NUM_SALAS_UTILIZADAS","2011","NUM_SALAS","2012","187256","0.845317322673279","1.74931777511368e-290"
-"NUM_SALAS_UTILIZADAS","2011","NUM_SALAS_UTILIZADAS","2012","187256","0.853303728003345","2.33305097955338e-259"
-"ANO_CENSO","2012","ANO_CENSO","2013","262601","NaN","NaN"
-"ANO_CENSO","2012","NUM_COMPUTADOR","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_COMPUTADOR_ADM","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_COMPUTADPR_ALUNO","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_DVD","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_FUNCIONARIOS","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_SALAS","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_SALAS_UTILIZADAS","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_SOM","2013","262601","0","0"
-"ANO_CENSO","2012","NUM_TV","2013","262601","0","0"
-"NUM_COMPUTADOR","2012","ANO_CENSO","2013","134968","Inf","0"
-"NUM_COMPUTADOR","2012","NUM_COMPUTADOR","2013","134968","2.2007518749152","0"
-"NUM_COMPUTADOR","2012","NUM_COMPUTADOR_ADM","2013","134968","28.6518426874775","0"
-"NUM_COMPUTADOR","2012","NUM_COMPUTADPR_ALUNO","2013","134968","1.58386454346366","0"
-"NUM_COMPUTADOR","2012","NUM_DVD","2013","134968","201.910977474992","0"
-"NUM_COMPUTADOR","2012","NUM_FUNCIONARIOS","2013","134968","0.233848814187972","0"
-"NUM_COMPUTADOR","2012","NUM_SALAS","2013","134968","4.7947081344598","0"
-"NUM_COMPUTADOR","2012","NUM_SALAS_UTILIZADAS","2013","134968","4.82240573864872","0"
-"NUM_COMPUTADOR","2012","NUM_SOM","2013","134968","64.5613447973612","0"
-"NUM_COMPUTADOR","2012","NUM_TV","2013","134968","67.5483790614042","0"
-"NUM_COMPUTADOR_ADM","2012","ANO_CENSO","2013","120366","Inf","0"
-"NUM_COMPUTADOR_ADM","2012","NUM_COMPUTADOR","2013","120366","0.0755982630619902","0"
-"NUM_COMPUTADOR_ADM","2012","NUM_COMPUTADOR_ADM","2013","120366","0.984222512945555","0.00560814540513759"
-"NUM_COMPUTADOR_ADM","2012","NUM_COMPUTADPR_ALUNO","2013","120366","0.0544075003530048","0"
-"NUM_COMPUTADOR_ADM","2012","NUM_DVD","2013","120366","6.93586558495885","0"
-"NUM_COMPUTADOR_ADM","2012","NUM_FUNCIONARIOS","2013","120366","0.00803296563016579","0"
-"NUM_COMPUTADOR_ADM","2012","NUM_SALAS","2013","120366","0.164703532000091","0"
-"NUM_COMPUTADOR_ADM","2012","NUM_SALAS_UTILIZADAS","2013","120366","0.165654975364301","0"
-"NUM_COMPUTADOR_ADM","2012","NUM_SOM","2013","120366","2.21775366103679","0"
-"NUM_COMPUTADOR_ADM","2012","NUM_TV","2013","120366","2.3203615945536","0"
-"NUM_COMPUTADPR_ALUNO","2012","ANO_CENSO","2013","97160","Inf","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_COMPUTADOR","2013","97160","1.35062175431133","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_COMPUTADOR_ADM","2013","97160","17.5839005186826","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_COMPUTADPR_ALUNO","2013","97160","0.972032300718513","8.77546553463026e-06"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_DVD","2013","97160","123.914631958451","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_FUNCIONARIOS","2013","97160","0.143515177363805","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_SALAS","2013","97160","2.94255667155773","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_SALAS_UTILIZADAS","2013","97160","2.9595549470954","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_SOM","2013","97160","39.6218936649869","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_TV","2013","97160","41.4550641845146","0"
-"NUM_FUNCIONARIOS","2012","ANO_CENSO","2013","186154","Inf","0"
-"NUM_FUNCIONARIOS","2012","NUM_COMPUTADOR","2013","186154","9.10399448232834","0"
-"NUM_FUNCIONARIOS","2012","NUM_COMPUTADOR_ADM","2013","186154","118.525955019525","0"
-"NUM_FUNCIONARIOS","2012","NUM_COMPUTADPR_ALUNO","2013","186154","6.55207623758324","0"
-"NUM_FUNCIONARIOS","2012","NUM_DVD","2013","186154","835.258370471536","0"
-"NUM_FUNCIONARIOS","2012","NUM_FUNCIONARIOS","2013","186154","0.967377712286784","9.47647084579901e-13"
-"NUM_FUNCIONARIOS","2012","NUM_SALAS","2013","186154","19.8345833067523","0"
-"NUM_FUNCIONARIOS","2012","NUM_SALAS_UTILIZADAS","2013","186154","19.9491618008496","0"
-"NUM_FUNCIONARIOS","2012","NUM_SOM","2013","186154","267.075145320288","0"
-"NUM_FUNCIONARIOS","2012","NUM_TV","2013","186154","279.431805681839","0"
-"NUM_SALAS","2012","ANO_CENSO","2013","189172","Inf","0"
-"NUM_SALAS","2012","NUM_COMPUTADOR","2013","189172","0.501482333916217","0"
-"NUM_SALAS","2012","NUM_COMPUTADOR_ADM","2013","189172","6.52885639025987","0"
-"NUM_SALAS","2012","NUM_COMPUTADPR_ALUNO","2013","189172","0.360913057449471","0"
-"NUM_SALAS","2012","NUM_DVD","2013","189172","46.0091795815761","0"
-"NUM_SALAS","2012","NUM_FUNCIONARIOS","2013","189172","0.0532868109572972","0"
-"NUM_SALAS","2012","NUM_SALAS","2013","189172","1.09256361570003","0"
-"NUM_SALAS","2012","NUM_SALAS_UTILIZADAS","2013","189172","1.0988750310626","0"
-"NUM_SALAS","2012","NUM_SOM","2013","189172","14.7115057534588","0"
-"NUM_SALAS","2012","NUM_TV","2013","189172","15.3921571850418","0"
-"NUM_SALAS_UTILIZADAS","2012","ANO_CENSO","2013","189491","Inf","0"
-"NUM_SALAS_UTILIZADAS","2012","NUM_COMPUTADOR","2013","189491","0.496788763440562","0"
-"NUM_SALAS_UTILIZADAS","2012","NUM_COMPUTADOR_ADM","2013","189491","6.46775025446879","0"
-"NUM_SALAS_UTILIZADAS","2012","NUM_COMPUTADPR_ALUNO","2013","189491","0.357535130140458","0"
-"NUM_SALAS_UTILIZADAS","2012","NUM_DVD","2013","189491","45.5785615671651","0"
-"NUM_SALAS_UTILIZADAS","2012","NUM_FUNCIONARIOS","2013","189491","0.0527880787273943","0"
-"NUM_SALAS_UTILIZADAS","2012","NUM_SALAS","2013","189491","1.08233788294215","0"
-"NUM_SALAS_UTILIZADAS","2012","NUM_SALAS_UTILIZADAS","2013","189491","1.08859022728506","0"
-"NUM_SALAS_UTILIZADAS","2012","NUM_SOM","2013","189491","14.5738149827439","0"
-"NUM_SALAS_UTILIZADAS","2012","NUM_TV","2013","189491","15.2480959297705","0"
-"ANO_CENSO","2013","ANO_CENSO","2014","268166","NaN","NaN"
-"ANO_CENSO","2013","NUM_COMPUTADOR","2014","268166","0","0"
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-"NUM_SALAS","2018","NUM_TV","2019","176211","11.1965788902024","0"
-"NUM_SALAS_UTILIZADAS","2018","ANO_CENSO","2019","174864","Inf","0"
-"NUM_SALAS_UTILIZADAS","2018","NUM_DVD","2019","174864","14.6747189986939","0"
-"NUM_SALAS_UTILIZADAS","2018","NUM_SALAS_UTILIZADAS","2019","174864","0.890044550715885","4.80072570687159e-131"
-"NUM_SALAS_UTILIZADAS","2018","NUM_SOM","2019","174864","7.50339916902468","0"
-"NUM_SALAS_UTILIZADAS","2018","NUM_TV","2019","174864","9.57639609401757","0"
-"ANO_CENSO","2019","ANO_CENSO","2020","288284","NaN","NaN"
-"ANO_CENSO","2019","NUM_DVD","2020","288284","0","0"
-"ANO_CENSO","2019","NUM_SALAS_UTILIZADAS","2020","288284","0","0"
-"ANO_CENSO","2019","NUM_SOM","2020","288284","0","0"
-"ANO_CENSO","2019","NUM_TV","2020","288284","0","0"
-"NUM_DVD","2019","ANO_CENSO","2020","175679","Inf","0"
-"NUM_DVD","2019","NUM_DVD","2020","175679","1.01354651484192","0.00485351123720723"
-"NUM_DVD","2019","NUM_SALAS_UTILIZADAS","2020","175679","0.0607626875009361","0"
-"NUM_DVD","2019","NUM_SOM","2020","175679","0.513753340781349","0"
-"NUM_DVD","2019","NUM_TV","2020","175679","0.645740344524427","0"
-"NUM_SALAS_UTILIZADAS","2019","ANO_CENSO","2020","175159","Inf","0"
-"NUM_SALAS_UTILIZADAS","2019","NUM_DVD","2020","175159","16.7109728220319","0"
-"NUM_SALAS_UTILIZADAS","2019","NUM_SALAS_UTILIZADAS","2020","175159","1.00183228352389","0.702081229340467"
-"NUM_SALAS_UTILIZADAS","2019","NUM_SOM","2020","175159","8.47057139391797","0"
-"NUM_SALAS_UTILIZADAS","2019","NUM_TV","2020","175159","10.6467233515378","0"
-"NUM_SOM","2019","ANO_CENSO","2020","173681","Inf","0"
-"NUM_SOM","2019","NUM_DVD","2020","173681","1.98223631215186","0"
-"NUM_SOM","2019","NUM_SALAS_UTILIZADAS","2020","173681","0.118836189385029","0"
-"NUM_SOM","2019","NUM_SOM","2020","173681","1.0047694039429","0.322159697740525"
-"NUM_SOM","2019","NUM_TV","2020","173681","1.26290203793696","0"
-"NUM_TV","2019","ANO_CENSO","2020","170739","Inf","0"
-"NUM_TV","2019","NUM_DVD","2020","170739","1.5531427638736","0"
-"NUM_TV","2019","NUM_SALAS_UTILIZADAS","2020","170739","0.0931117881849858","0"
-"NUM_TV","2019","NUM_SOM","2020","170739","0.787267552071736","0"
-"NUM_TV","2019","NUM_TV","2020","170739","0.989522364048362","0.0298841874586832"
-"ANO_CENSO","2020","ANO_CENSO","2021","224229","NaN","NaN"
-"ANO_CENSO","2020","NUM_DVD","2021","224229","0","0"
-"ANO_CENSO","2020","NUM_SALAS_UTILIZADAS","2021","224229","0","0"
-"ANO_CENSO","2020","NUM_SOM","2021","224229","0","0"
-"ANO_CENSO","2020","NUM_TV","2021","224229","0","0"
-"NUM_DVD","2020","ANO_CENSO","2021","174871","Inf","0"
-"NUM_DVD","2020","NUM_DVD","2021","174871","1.02918907139487","1.85338833169624e-09"
-"NUM_DVD","2020","NUM_SALAS_UTILIZADAS","2021","174871","0.0599543315914664","0"
-"NUM_DVD","2020","NUM_SOM","2021","174871","0.461198755849491","0"
-"NUM_DVD","2020","NUM_TV","2021","174871","0.61731540832875","0"
-"NUM_SALAS_UTILIZADAS","2020","ANO_CENSO","2021","174150","Inf","0"
-"NUM_SALAS_UTILIZADAS","2020","NUM_DVD","2021","174150","17.1672952485782","0"
-"NUM_SALAS_UTILIZADAS","2020","NUM_SALAS_UTILIZADAS","2021","174150","1.00006280718363","0.989567291034787"
-"NUM_SALAS_UTILIZADAS","2020","NUM_SOM","2021","174150","7.69298414645469","0"
-"NUM_SALAS_UTILIZADAS","2020","NUM_TV","2021","174150","10.2970738524392","0"
-"NUM_SOM","2020","ANO_CENSO","2021","172688","Inf","0"
-"NUM_SOM","2020","NUM_DVD","2021","172688","2.0304120939422","0"
-"NUM_SOM","2020","NUM_SALAS_UTILIZADAS","2021","172688","0.118279530293253","0"
-"NUM_SOM","2020","NUM_SOM","2021","172688","0.909865405312517","7.61729296492601e-85"
-"NUM_SOM","2020","NUM_TV","2021","172688","1.21785656852032","0"
-"NUM_TV","2020","ANO_CENSO","2021","169329","Inf","0"
-"NUM_TV","2020","NUM_DVD","2021","169329","1.61540316517455","0"
-"NUM_TV","2020","NUM_SALAS_UTILIZADAS","2021","169329","0.0941036197435689","0"
-"NUM_TV","2020","NUM_SOM","2021","169329","0.723892189181622","0"
-"NUM_TV","2020","NUM_TV","2021","169329","0.968931066449969","9.81416006011711e-11"
diff --git a/Testes_R/Result_F/escola_integers_F_subsequente.csv b/Testes_R/Result_F/escola_integers_F_subsequente.csv
deleted file mode 100644
index fff4a8bb41fbaf3370c9f6ac3a4657e313c518a2..0000000000000000000000000000000000000000
--- a/Testes_R/Result_F/escola_integers_F_subsequente.csv
+++ /dev/null
@@ -1,3089 +0,0 @@
-"coluna1","ano_coluna1","coluna2","ano_coluna2","tamanho_amostra1","estatistica_f","p_valor"
-"ANO_CENSO","2007","ANO_CENSO","2008","237387","NaN","NaN"
-"ANO_CENSO","2007","NUM_SALAS","2008","237387","0","0"
-"ANO_CENSO","2007","NUM_SALAS_UTILIZADAS","2008","237387","0","0"
-"ANO_CENSO","2007","NUM_COMPUTADOR","2008","237387","0","0"
-"ANO_CENSO","2007","NUM_COMPUTADOR_ADM","2008","237387","0","0"
-"ANO_CENSO","2007","NUM_COMPUTADPR_ALUNO","2008","237387","0","0"
-"ANO_CENSO","2007","NUM_FUNCIONARIOS","2008","237387","0","0"
-"NUM_SALAS","2007","ANO_CENSO","2008","191233","Inf","0"
-"NUM_SALAS","2007","NUM_SALAS","2008","191233","0.992311738369549","0.0907376011368406"
-"NUM_SALAS","2007","NUM_SALAS_UTILIZADAS","2008","191233","1.14032625332392","0"
-"NUM_SALAS","2007","NUM_COMPUTADOR","2008","191233","0.311808681990297","0"
-"NUM_SALAS","2007","NUM_COMPUTADOR_ADM","2008","191233","10.2400675030248","0"
-"NUM_SALAS","2007","NUM_COMPUTADPR_ALUNO","2008","191233","0.453723235329878","0"
-"NUM_SALAS","2007","NUM_FUNCIONARIOS","2008","191233","0.0579322975180431","0"
-"NUM_SALAS_UTILIZADAS","2007","ANO_CENSO","2008","189299","Inf","0"
-"NUM_SALAS_UTILIZADAS","2007","NUM_SALAS","2008","189299","0.862353140159127","1.33353552168743e-229"
-"NUM_SALAS_UTILIZADAS","2007","NUM_SALAS_UTILIZADAS","2008","189299","0.990982860865397","0.048245517890925"
-"NUM_SALAS_UTILIZADAS","2007","NUM_COMPUTADOR","2008","189299","0.270972503545125","0"
-"NUM_SALAS_UTILIZADAS","2007","NUM_COMPUTADOR_ADM","2008","189299","8.89897199158828","0"
-"NUM_SALAS_UTILIZADAS","2007","NUM_COMPUTADPR_ALUNO","2008","189299","0.394301147130203","0"
-"NUM_SALAS_UTILIZADAS","2007","NUM_FUNCIONARIOS","2008","189299","0.0503451654853973","0"
-"NUM_COMPUTADOR","2007","ANO_CENSO","2008","91705","Inf","0"
-"NUM_COMPUTADOR","2007","NUM_SALAS","2008","91705","2.78071733181179","0"
-"NUM_COMPUTADOR","2007","NUM_SALAS_UTILIZADAS","2008","91705","3.19549276092199","0"
-"NUM_COMPUTADOR","2007","NUM_COMPUTADOR","2008","91705","0.873769575319594","7.42723624421839e-98"
-"NUM_COMPUTADOR","2007","NUM_COMPUTADOR_ADM","2008","91705","28.6953505471679","0"
-"NUM_COMPUTADOR","2007","NUM_COMPUTADPR_ALUNO","2008","91705","1.27145131468519","0"
-"NUM_COMPUTADOR","2007","NUM_FUNCIONARIOS","2008","91705","0.162341467455368","0"
-"NUM_COMPUTADOR_ADM","2007","ANO_CENSO","2008","74158","Inf","0"
-"NUM_COMPUTADOR_ADM","2007","NUM_SALAS","2008","74158","0.0904938748693735","0"
-"NUM_COMPUTADOR_ADM","2007","NUM_SALAS_UTILIZADAS","2008","74158","0.103992059439012","0"
-"NUM_COMPUTADOR_ADM","2007","NUM_COMPUTADOR","2008","74158","0.0284353946044987","0"
-"NUM_COMPUTADOR_ADM","2007","NUM_COMPUTADOR_ADM","2008","74158","0.933843016706879","1.12999697640713e-22"
-"NUM_COMPUTADOR_ADM","2007","NUM_COMPUTADPR_ALUNO","2008","74158","0.0413772931384778","0"
-"NUM_COMPUTADOR_ADM","2007","NUM_FUNCIONARIOS","2008","74158","0.00528313621595065","0"
-"NUM_COMPUTADPR_ALUNO","2007","ANO_CENSO","2008","44225","Inf","0"
-"NUM_COMPUTADPR_ALUNO","2007","NUM_SALAS","2008","44225","2.16704073178503","0"
-"NUM_COMPUTADPR_ALUNO","2007","NUM_SALAS_UTILIZADAS","2008","44225","2.49027935771174","0"
-"NUM_COMPUTADPR_ALUNO","2007","NUM_COMPUTADOR","2008","44225","0.680937338811909","0"
-"NUM_COMPUTADPR_ALUNO","2007","NUM_COMPUTADOR_ADM","2008","44225","22.3625726848139","0"
-"NUM_COMPUTADPR_ALUNO","2007","NUM_COMPUTADPR_ALUNO","2008","44225","0.990854681949717","0.307243158593186"
-"NUM_COMPUTADPR_ALUNO","2007","NUM_FUNCIONARIOS","2008","44225","0.126514323627536","0"
-"NUM_FUNCIONARIOS","2007","ANO_CENSO","2008","187765","Inf","0"
-"NUM_FUNCIONARIOS","2007","NUM_SALAS","2008","187765","16.3075443536354","0"
-"NUM_FUNCIONARIOS","2007","NUM_SALAS_UTILIZADAS","2008","187765","18.7399989687205","0"
-"NUM_FUNCIONARIOS","2007","NUM_COMPUTADOR","2008","187765","5.12423033487457","0"
-"NUM_FUNCIONARIOS","2007","NUM_COMPUTADOR_ADM","2008","187765","168.284167699333","0"
-"NUM_FUNCIONARIOS","2007","NUM_COMPUTADPR_ALUNO","2008","187765","7.45643883702745","0"
-"NUM_FUNCIONARIOS","2007","NUM_FUNCIONARIOS","2008","187765","0.952053144947942","1.26412040218539e-26"
-"ANO_CENSO","2008","ANO_CENSO","2009","250350","NaN","NaN"
-"ANO_CENSO","2008","NUM_SALAS","2009","250350","0","0"
-"ANO_CENSO","2008","NUM_SALAS_UTILIZADAS","2009","250350","0","0"
-"ANO_CENSO","2008","NUM_COMPUTADOR","2009","250350","0","0"
-"ANO_CENSO","2008","NUM_COMPUTADOR_ADM","2009","250350","0","0"
-"ANO_CENSO","2008","NUM_COMPUTADPR_ALUNO","2009","250350","0","0"
-"ANO_CENSO","2008","NUM_FUNCIONARIOS","2009","250350","0","0"
-"NUM_SALAS","2008","ANO_CENSO","2009","193059","Inf","0"
-"NUM_SALAS","2008","NUM_SALAS","2009","193059","0.993788881604959","0.17210000794436"
-"NUM_SALAS","2008","NUM_SALAS_UTILIZADAS","2009","193059","1.00658239497405","0.15006432412693"
-"NUM_SALAS","2008","NUM_COMPUTADOR","2009","193059","0.270179482556789","0"
-"NUM_SALAS","2008","NUM_COMPUTADOR_ADM","2009","193059","6.54700548821255","0"
-"NUM_SALAS","2008","NUM_COMPUTADPR_ALUNO","2009","193059","0.444701885499188","0"
-"NUM_SALAS","2008","NUM_FUNCIONARIOS","2009","193059","0.0569079550641979","0"
-"NUM_SALAS_UTILIZADAS","2008","ANO_CENSO","2009","191125","Inf","0"
-"NUM_SALAS_UTILIZADAS","2008","NUM_SALAS","2009","191125","0.864794938995083","4.1110797924555e-221"
-"NUM_SALAS_UTILIZADAS","2008","NUM_SALAS_UTILIZADAS","2009","191125","0.8759278524522","1.29814325340836e-184"
-"NUM_SALAS_UTILIZADAS","2008","NUM_COMPUTADOR","2009","191125","0.235110146088653","0"
-"NUM_SALAS_UTILIZADAS","2008","NUM_COMPUTADOR_ADM","2009","191125","5.69720321547114","0"
-"NUM_SALAS_UTILIZADAS","2008","NUM_COMPUTADPR_ALUNO","2009","191125","0.386979515528672","0"
-"NUM_SALAS_UTILIZADAS","2008","NUM_FUNCIONARIOS","2009","191125","0.0495212941491137","0"
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-"NUM_COMPUTADOR","2008","NUM_COMPUTADOR","2009","103302","0.859829400183459","4.72038302131755e-134"
-"NUM_COMPUTADOR","2008","NUM_COMPUTADOR_ADM","2009","103302","20.8354377936318","0"
-"NUM_COMPUTADOR","2008","NUM_COMPUTADPR_ALUNO","2009","103302","1.41523609361732","0"
-"NUM_COMPUTADOR","2008","NUM_FUNCIONARIOS","2009","103302","0.181106027761496","0"
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-"NUM_COMPUTADOR_ADM","2008","NUM_COMPUTADOR","2009","92241","0.0261816899086375","0"
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-"NUM_COMPUTADOR_ADM","2008","NUM_COMPUTADPR_ALUNO","2009","92241","0.0430937492282706","0"
-"NUM_COMPUTADOR_ADM","2008","NUM_FUNCIONARIOS","2009","92241","0.00551465425400072","0"
-"NUM_COMPUTADPR_ALUNO","2008","ANO_CENSO","2009","56091","Inf","0"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_SALAS","2009","56091","2.17345794944967","0"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_SALAS_UTILIZADAS","2009","56091","2.20143789956597","0"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADOR","2009","56091","0.590893855838768","0"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADOR_ADM","2009","56091","14.3185754910695","0"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADPR_ALUNO","2009","56091","0.97258166806265","0.000634959777067731"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_FUNCIONARIOS","2009","56091","0.124460083636126","0"
-"NUM_FUNCIONARIOS","2008","ANO_CENSO","2009","190301","Inf","0"
-"NUM_FUNCIONARIOS","2008","NUM_SALAS","2009","190301","17.0224281605716","0"
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-"NUM_FUNCIONARIOS","2008","NUM_COMPUTADOR","2009","190301","4.62785498752594","0"
-"NUM_FUNCIONARIOS","2008","NUM_COMPUTADOR_ADM","2009","190301","112.142460690425","0"
-"NUM_FUNCIONARIOS","2008","NUM_COMPUTADPR_ALUNO","2009","190301","7.61721733750464","0"
-"NUM_FUNCIONARIOS","2008","NUM_FUNCIONARIOS","2009","190301","0.974765963653049","2.65382678570005e-08"
-"ANO_CENSO","2009","ANO_CENSO","2010","255445","NaN","NaN"
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-"ANO_CENSO","2009","NUM_COMPUTADOR_ADM","2010","255445","0","0"
-"ANO_CENSO","2009","NUM_COMPUTADPR_ALUNO","2010","255445","0","0"
-"ANO_CENSO","2009","NUM_FUNCIONARIOS","2010","255445","0","0"
-"NUM_SALAS","2009","ANO_CENSO","2010","191202","Inf","0"
-"NUM_SALAS","2009","NUM_SALAS","2010","191202","0.99202654385556","0.0811806672507255"
-"NUM_SALAS","2009","NUM_SALAS_UTILIZADAS","2010","191202","1.00770314223114","0.0941737092447945"
-"NUM_SALAS","2009","NUM_COMPUTADOR","2010","191202","0.232599722818611","0"
-"NUM_SALAS","2009","NUM_COMPUTADOR_ADM","2010","191202","6.18444055231843","0"
-"NUM_SALAS","2009","NUM_COMPUTADPR_ALUNO","2010","191202","0.366407986471439","0"
-"NUM_SALAS","2009","NUM_FUNCIONARIOS","2010","191202","0.0516980792909463","0"
-"NUM_SALAS_UTILIZADAS","2009","ANO_CENSO","2010","191968","Inf","0"
-"NUM_SALAS_UTILIZADAS","2009","NUM_SALAS","2010","191968","0.979418033201414","5.76460013693011e-06"
-"NUM_SALAS_UTILIZADAS","2009","NUM_SALAS_UTILIZADAS","2010","191968","0.994895384330173","0.263816750387356"
-"NUM_SALAS_UTILIZADAS","2009","NUM_COMPUTADOR","2010","191968","0.229643414742507","0"
-"NUM_SALAS_UTILIZADAS","2009","NUM_COMPUTADOR_ADM","2010","191968","6.10583722756183","0"
-"NUM_SALAS_UTILIZADAS","2009","NUM_COMPUTADPR_ALUNO","2010","191968","0.361750995154217","0"
-"NUM_SALAS_UTILIZADAS","2009","NUM_FUNCIONARIOS","2010","191968","0.0510410043491757","0"
-"NUM_COMPUTADOR","2009","ANO_CENSO","2010","110460","Inf","0"
-"NUM_COMPUTADOR","2009","NUM_SALAS","2010","110460","3.6489260406124","0"
-"NUM_COMPUTADOR","2009","NUM_SALAS_UTILIZADAS","2010","110460","3.70658855820852","0"
-"NUM_COMPUTADOR","2009","NUM_COMPUTADOR","2010","110460","0.855560963453045","1.32472902223163e-153"
-"NUM_COMPUTADOR","2009","NUM_COMPUTADOR_ADM","2010","110460","22.7479459272007","0"
-"NUM_COMPUTADOR","2009","NUM_COMPUTADPR_ALUNO","2010","110460","1.34774180348813","0"
-"NUM_COMPUTADOR","2009","NUM_FUNCIONARIOS","2010","110460","0.190158689747565","0"
-"NUM_COMPUTADOR_ADM","2009","ANO_CENSO","2010","104622","Inf","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_SALAS","2010","104622","0.150582575700545","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_SALAS_UTILIZADAS","2010","104622","0.152962171867845","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR","2010","104622","0.0353069840582402","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR_ADM","2010","104622","0.938754102300114","3.34409640159029e-25"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADPR_ALUNO","2010","104622","0.0556181270570451","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_FUNCIONARIOS","2010","104622","0.00784740084488625","0"
-"NUM_COMPUTADPR_ALUNO","2009","ANO_CENSO","2010","65550","Inf","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_SALAS","2010","65550","2.21691200709436","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_SALAS_UTILIZADAS","2010","65550","2.25194498013776","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADOR","2010","65550","0.519797702548652","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADOR_ADM","2010","65550","13.8205581317512","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADPR_ALUNO","2010","65550","0.818823114900515","1.85054575260835e-156"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_FUNCIONARIOS","2010","65550","0.115531276288614","0"
-"NUM_FUNCIONARIOS","2009","ANO_CENSO","2010","188703","Inf","0"
-"NUM_FUNCIONARIOS","2009","NUM_SALAS","2010","188703","17.3238512687461","0"
-"NUM_FUNCIONARIOS","2009","NUM_SALAS_UTILIZADAS","2010","188703","17.597613155805","0"
-"NUM_FUNCIONARIOS","2009","NUM_COMPUTADOR","2010","188703","4.06191046824236","0"
-"NUM_FUNCIONARIOS","2009","NUM_COMPUTADOR_ADM","2010","188703","107.99945724473","0"
-"NUM_FUNCIONARIOS","2009","NUM_COMPUTADPR_ALUNO","2010","188703","6.39861654975651","0"
-"NUM_FUNCIONARIOS","2009","NUM_FUNCIONARIOS","2010","188703","0.902808339215768","7.07840343363578e-109"
-"ANO_CENSO","2010","ANO_CENSO","2011","259831","NaN","NaN"
-"ANO_CENSO","2010","NUM_SALAS","2011","259831","0","0"
-"ANO_CENSO","2010","NUM_SALAS_UTILIZADAS","2011","259831","0","0"
-"ANO_CENSO","2010","NUM_COMPUTADOR","2011","259831","0","0"
-"ANO_CENSO","2010","NUM_COMPUTADOR_ADM","2011","259831","0","0"
-"ANO_CENSO","2010","NUM_COMPUTADPR_ALUNO","2011","259831","0","0"
-"ANO_CENSO","2010","NUM_FUNCIONARIOS","2011","259831","0","0"
-"NUM_SALAS","2010","ANO_CENSO","2011","188434","Inf","0"
-"NUM_SALAS","2010","NUM_SALAS","2011","188434","0.850215237726561","5.06798573791999e-272"
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-"ANO_CENSO","2011","ANO_CENSO","2012","257880","NaN","NaN"
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-"NUM_SALAS_UTILIZADAS","2011","NUM_SALAS_UTILIZADAS","2012","187256","0.853303728003345","2.33305097955338e-259"
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-"NUM_COMPUTADOR","2011","NUM_COMPUTADOR","2012","128984","0.975678355840381","7.7939416877312e-06"
-"NUM_COMPUTADOR","2011","NUM_COMPUTADOR_ADM","2012","128984","28.4031125049684","0"
-"NUM_COMPUTADOR","2011","NUM_COMPUTADPR_ALUNO","2012","128984","1.5898055573855","0"
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-"NUM_COMPUTADOR_ADM","2011","NUM_COMPUTADOR_ADM","2012","116012","0.947195356475938","1.14828344508723e-20"
-"NUM_COMPUTADOR_ADM","2011","NUM_COMPUTADPR_ALUNO","2012","116012","0.0530173036983807","0"
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-"NUM_COMPUTADPR_ALUNO","2011","NUM_COMPUTADPR_ALUNO","2012","90751","0.965314025985226","6.44857512087023e-08"
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-"NUM_FUNCIONARIOS","2011","NUM_FUNCIONARIOS","2012","185798","0.924413007136308","2.10112978088865e-64"
-"ANO_CENSO","2012","ANO_CENSO","2013","262601","NaN","NaN"
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-"ANO_CENSO","2012","NUM_VIDEOCASSETE","2013","262601","NaN","NaN"
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-"NUM_SALAS","2012","NUM_TV","2013","189172","15.3921571850418","0"
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-"NUM_SALAS_UTILIZADAS","2012","ANO_CENSO","2013","189491","Inf","0"
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-"NUM_SALAS_UTILIZADAS","2012","NUM_TV","2013","189491","15.2480959297705","0"
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-"NUM_COMPUTADOR_ADM","2012","ANO_CENSO","2013","120366","Inf","0"
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-"NUM_COMPUTADOR_ADM","2012","NUM_COMPUTADOR_ADM","2013","120366","0.984222512945555","0.00560814540513759"
-"NUM_COMPUTADOR_ADM","2012","NUM_COMPUTADPR_ALUNO","2013","120366","0.0544075003530048","0"
-"NUM_COMPUTADOR_ADM","2012","NUM_FUNCIONARIOS","2013","120366","0.00803296563016579","0"
-"NUM_COMPUTADPR_ALUNO","2012","ANO_CENSO","2013","97160","Inf","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_SALAS","2013","97160","2.94255667155773","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_SALAS_UTILIZADAS","2013","97160","2.9595549470954","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_TV","2013","97160","41.4550641845146","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_VIDEOCASSETE","2013","97160","Inf","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_DVD","2013","97160","123.914631958451","0"
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-"NUM_COMPUTADPR_ALUNO","2012","NUM_COPIADORA","2013","97160","167.958905226143","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_RETROPROJETOR","2013","97160","Inf","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_IMPRESSORA","2013","97160","36.0396380592402","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_SOM","2013","97160","39.6218936649869","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_MULTIMIDIA","2013","97160","178.187561660033","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_FAX","2013","97160","Inf","0"
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-"NUM_COMPUTADPR_ALUNO","2012","NUM_COMPUTADOR","2013","97160","1.35062175431133","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_COMPUTADOR_ADM","2013","97160","17.5839005186826","0"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_COMPUTADPR_ALUNO","2013","97160","0.972032300718513","8.77546553463026e-06"
-"NUM_COMPUTADPR_ALUNO","2012","NUM_FUNCIONARIOS","2013","97160","0.143515177363805","0"
-"NUM_FUNCIONARIOS","2012","ANO_CENSO","2013","186154","Inf","0"
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-"NUM_FUNCIONARIOS","2012","NUM_TV","2013","186154","279.431805681839","0"
-"NUM_FUNCIONARIOS","2012","NUM_VIDEOCASSETE","2013","186154","Inf","0"
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-"NUM_FUNCIONARIOS","2012","NUM_SOM","2013","186154","267.075145320288","0"
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-"NUM_FUNCIONARIOS","2012","NUM_FAX","2013","186154","Inf","0"
-"NUM_FUNCIONARIOS","2012","NUM_FOTO","2013","186154","1126.35054493313","0"
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-"NUM_FUNCIONARIOS","2012","NUM_COMPUTADPR_ALUNO","2013","186154","6.55207623758324","0"
-"NUM_FUNCIONARIOS","2012","NUM_FUNCIONARIOS","2013","186154","0.967377712286784","9.47647084579901e-13"
-"ANO_CENSO","2013","ANO_CENSO","2014","268166","NaN","NaN"
-"ANO_CENSO","2013","NUM_SALAS","2014","268166","0","0"
-"ANO_CENSO","2013","NUM_SALAS_UTILIZADAS","2014","268166","0","0"
-"ANO_CENSO","2013","NUM_TV","2014","268166","0","0"
-"ANO_CENSO","2013","NUM_VIDEOCASSETE","2014","268166","NaN","NaN"
-"ANO_CENSO","2013","NUM_DVD","2014","268166","0","0"
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-"QTDE_PROF_PSICOLOGO","2020","ANO_CENSO","2021","165446","NaN","NaN"
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-"QTDE_PROF_PSICOLOGO","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","165446","NaN","NaN"
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-"QTDE_PROF_PSICOLOGO","2020","QTDE_LOUSA_DIGITAL","2021","165446","NaN","NaN"
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-"QTDE_PROF_PSICOLOGO","2020","QTDE_TABLET","2021","165446","NaN","NaN"
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-"QTDE_PROF_PSICOLOGO","2020","QTDE_PROF_BIBLIOTECARIO","2021","165446","NaN","NaN"
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-"QTDE_PROF_PSICOLOGO","2020","QTDE_PROF_FONO","2021","165446","NaN","NaN"
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-"QTDE_PROF_PSICOLOGO","2020","QTDE_PROF_PSICOLOGO","2021","165446","NaN","NaN"
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-"QTDE_PROF_PSICOLOGO","2020","QTDE_PROF_SEGURANCA","2021","165446","NaN","NaN"
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-"QTDE_PROF_ALIMENTACAO","2020","ANO_CENSO","2021","175471","Inf","0"
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-"QTDE_PROF_ALIMENTACAO","2020","NUM_TV","2021","175471","0.879782390300635","1.23839108806071e-154"
-"QTDE_PROF_ALIMENTACAO","2020","NUM_DVD","2021","175471","1.46677437349962","0"
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-"QTDE_PROF_ALIMENTACAO","2020","QTDE_PROF_BIBLIOTECARIO","2021","175471","Inf","0"
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-"QTDE_PROF_ALIMENTACAO","2020","QTDE_PROF_PEDAGOGIA","2021","175471","1.4578188829629","0"
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-"QTDE_PROF_PEDAGOGIA","2020","ANO_CENSO","2021","175247","Inf","0"
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-"QTDE_PROF_PEDAGOGIA","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","175247","0.064064833453524","0"
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-"QTDE_PROF_PEDAGOGIA","2020","QTDE_PROF_PEDAGOGIA","2021","175247","0.983671643361463","0.000578821635420862"
-"QTDE_PROF_PEDAGOGIA","2020","QTDE_PROF_SECRETARIO","2021","175247","4.23036388618513","0"
-"QTDE_PROF_PEDAGOGIA","2020","QTDE_PROF_SEGURANCA","2021","175247","Inf","0"
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-"QTDE_PROF_SECRETARIO","2020","ANO_CENSO","2021","180043","Inf","0"
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-"QTDE_PROF_SECRETARIO","2020","QTDE_TABLET","2021","180043","Inf","0"
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-"QTDE_PROF_SECRETARIO","2020","QTDE_PROF_BIBLIOTECARIO","2021","180043","Inf","0"
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-"QTDE_PROF_SEGURANCA","2020","ANO_CENSO","2021","151540","NaN","NaN"
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-"QTDE_PROF_SEGURANCA","2020","NUM_MULTIMIDIA","2021","151540","0","0"
-"QTDE_PROF_SEGURANCA","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","151540","0","0"
-"QTDE_PROF_SEGURANCA","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","151540","NaN","NaN"
-"QTDE_PROF_SEGURANCA","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","151540","0","0"
-"QTDE_PROF_SEGURANCA","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","151540","0","0"
-"QTDE_PROF_SEGURANCA","2020","QTDE_LOUSA_DIGITAL","2021","151540","NaN","NaN"
-"QTDE_PROF_SEGURANCA","2020","QTDE_COMPUTADOR_MESA","2021","151540","0","0"
-"QTDE_PROF_SEGURANCA","2020","QTDE_COMPUTADOR_PORTATIL","2021","151540","0","0"
-"QTDE_PROF_SEGURANCA","2020","QTDE_TABLET","2021","151540","NaN","NaN"
-"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_SERVICOS_GERAIS","2021","151540","0","0"
-"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_BIBLIOTECARIO","2021","151540","NaN","NaN"
-"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_SAUDE","2021","151540","NaN","NaN"
-"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_COORDENADOR","2021","151540","0","0"
-"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_FONO","2021","151540","NaN","NaN"
-"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_NUTRICIONISTA","2021","151540","NaN","NaN"
-"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_PSICOLOGO","2021","151540","NaN","NaN"
-"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_ALIMENTACAO","2021","151540","0","0"
-"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_PEDAGOGIA","2021","151540","0","0"
-"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_SECRETARIO","2021","151540","0","0"
-"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_SEGURANCA","2021","151540","NaN","NaN"
-"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_MONITORES","2021","151540","NaN","NaN"
-"QTDE_PROF_SEGURANCA","2020","QT_PROF_ADMIN","2021","151540","0","0"
-"QTDE_PROF_MONITORES","2020","ANO_CENSO","2021","159068","NaN","NaN"
-"QTDE_PROF_MONITORES","2020","NUM_SALAS_UTILIZADAS","2021","159068","0","0"
-"QTDE_PROF_MONITORES","2020","NUM_TV","2021","159068","0","0"
-"QTDE_PROF_MONITORES","2020","NUM_DVD","2021","159068","0","0"
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-"QTDE_PROF_MONITORES","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","159068","NaN","NaN"
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-"QTDE_PROF_MONITORES","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","159068","0","0"
-"QTDE_PROF_MONITORES","2020","QTDE_LOUSA_DIGITAL","2021","159068","NaN","NaN"
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-"QTDE_PROF_MONITORES","2020","QTDE_COMPUTADOR_PORTATIL","2021","159068","0","0"
-"QTDE_PROF_MONITORES","2020","QTDE_TABLET","2021","159068","NaN","NaN"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_SERVICOS_GERAIS","2021","159068","0","0"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_BIBLIOTECARIO","2021","159068","NaN","NaN"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_SAUDE","2021","159068","NaN","NaN"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_COORDENADOR","2021","159068","0","0"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_FONO","2021","159068","NaN","NaN"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_NUTRICIONISTA","2021","159068","NaN","NaN"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_PSICOLOGO","2021","159068","NaN","NaN"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_ALIMENTACAO","2021","159068","0","0"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_PEDAGOGIA","2021","159068","0","0"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_SECRETARIO","2021","159068","0","0"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_SEGURANCA","2021","159068","NaN","NaN"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_MONITORES","2021","159068","NaN","NaN"
-"QTDE_PROF_MONITORES","2020","QT_PROF_ADMIN","2021","159068","0","0"
-"QT_PROF_ADMIN","2020","ANO_CENSO","2021","171933","Inf","0"
-"QT_PROF_ADMIN","2020","NUM_SALAS_UTILIZADAS","2021","171933","0.074401806504527","0"
-"QT_PROF_ADMIN","2020","NUM_TV","2021","171933","0.766072781458147","0"
-"QT_PROF_ADMIN","2020","NUM_DVD","2021","171933","1.27719756210898","0"
-"QT_PROF_ADMIN","2020","NUM_SOM","2021","171933","0.572335971096481","0"
-"QT_PROF_ADMIN","2020","NUM_MULTIMIDIA","2021","171933","1.33352230600098","0"
-"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","171933","0.0826737977331957","0"
-"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","171933","Inf","0"
-"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","171933","0.217007538270129","0"
-"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","171933","1.175874862506","0"
-"QT_PROF_ADMIN","2020","QTDE_LOUSA_DIGITAL","2021","171933","Inf","0"
-"QT_PROF_ADMIN","2020","QTDE_COMPUTADOR_MESA","2021","171933","0.107039507016375","0"
-"QT_PROF_ADMIN","2020","QTDE_COMPUTADOR_PORTATIL","2021","171933","4.71467310591037","0"
-"QT_PROF_ADMIN","2020","QTDE_TABLET","2021","171933","Inf","0"
-"QT_PROF_ADMIN","2020","QTDE_PROF_SERVICOS_GERAIS","2021","171933","0.358722097162441","0"
-"QT_PROF_ADMIN","2020","QTDE_PROF_BIBLIOTECARIO","2021","171933","Inf","0"
-"QT_PROF_ADMIN","2020","QTDE_PROF_SAUDE","2021","171933","Inf","0"
-"QT_PROF_ADMIN","2020","QTDE_PROF_COORDENADOR","2021","171933","4.58593218889544","0"
-"QT_PROF_ADMIN","2020","QTDE_PROF_FONO","2021","171933","Inf","0"
-"QT_PROF_ADMIN","2020","QTDE_PROF_NUTRICIONISTA","2021","171933","Inf","0"
-"QT_PROF_ADMIN","2020","QTDE_PROF_PSICOLOGO","2021","171933","Inf","0"
-"QT_PROF_ADMIN","2020","QTDE_PROF_ALIMENTACAO","2021","171933","0.941467346735739","3.43854409945694e-36"
-"QT_PROF_ADMIN","2020","QTDE_PROF_PEDAGOGIA","2021","171933","1.26939954566716","0"
-"QT_PROF_ADMIN","2020","QTDE_PROF_SECRETARIO","2021","171933","5.4591611249252","0"
-"QT_PROF_ADMIN","2020","QTDE_PROF_SEGURANCA","2021","171933","Inf","0"
-"QT_PROF_ADMIN","2020","QTDE_PROF_MONITORES","2021","171933","Inf","0"
-"QT_PROF_ADMIN","2020","QT_PROF_ADMIN","2021","171933","0.98392561905384","0.000794827218915897"
diff --git a/Testes_R/Result_KS/KS_subsequente.csv b/Testes_R/Result_KS/KS_subsequente.csv
deleted file mode 100644
index 35aad4cef976bd7c0c4c7ffce97848ae625a352e..0000000000000000000000000000000000000000
--- a/Testes_R/Result_KS/KS_subsequente.csv
+++ /dev/null
@@ -1,826 +0,0 @@
-"coluna1","ano_coluna1","coluna2","ano_coluna2","tamanho_amostra","estatistica_ks","p_valor"
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-"NUM_COMPUTADOR","2007","ANO_CENSO","2008","91705","0.999999999999999","0"
-"NUM_COMPUTADOR","2007","NUM_COMPUTADOR","2008","91705","0.0412409356087454","3.65360748620184e-68"
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-"NUM_COMPUTADOR_ADM","2007","NUM_COMPUTADOR","2008","74158","0.41938833301869","0"
-"NUM_COMPUTADOR_ADM","2007","NUM_COMPUTADOR_ADM","2008","74158","0.0155748536907684","3.07982233436766e-08"
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diff --git a/Testes_R/Result_T/.ipynb_checkpoints/T_subsequente-checkpoint.csv b/Testes_R/Result_T/.ipynb_checkpoints/T_subsequente-checkpoint.csv
deleted file mode 100644
index 2781094c744601c5a3c7c5290aa281eae6782df2..0000000000000000000000000000000000000000
--- a/Testes_R/Result_T/.ipynb_checkpoints/T_subsequente-checkpoint.csv
+++ /dev/null
@@ -1,630 +0,0 @@
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diff --git a/Testes_R/Result_T/T_subsequente.csv b/Testes_R/Result_T/T_subsequente.csv
deleted file mode 100644
index d54f82ce382804bd361f576290fee4fc0008258e..0000000000000000000000000000000000000000
--- a/Testes_R/Result_T/T_subsequente.csv
+++ /dev/null
@@ -1,630 +0,0 @@
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-"NUM_COMPUTADOR_ADM","2017","NUM_SALAS","2018","165613","-465.907368407856","0"
-"NUM_COMPUTADOR_ADM","2017","NUM_SALAS_UTILIZADAS","2018","165613","-457.437211906993","0"
-"NUM_COMPUTADPR_ALUNO","2017","NUM_FUNCIONARIOS","2018","176715","-431.756170326629","0"
-"NUM_COMPUTADPR_ALUNO","2017","NUM_SALAS","2018","176715","-139.271684496685","0"
-"NUM_COMPUTADPR_ALUNO","2017","NUM_SALAS_UTILIZADAS","2018","176715","-119.045889722179","0"
-"NUM_DVD","2017","NUM_FUNCIONARIOS","2018","178380","-518.433932996147","0"
-"NUM_DVD","2017","NUM_SALAS","2018","178380","-515.635732532357","0"
-"NUM_DVD","2017","NUM_SALAS_UTILIZADAS","2018","178380","-511.563238122207","0"
-"NUM_FUNCIONARIOS","2017","NUM_FUNCIONARIOS","2018","178107","-6.52478171275326","6.81917544074544e-11"
-"NUM_FUNCIONARIOS","2017","NUM_SALAS","2018","178107","383.058461017477","0"
-"NUM_FUNCIONARIOS","2017","NUM_SALAS_UTILIZADAS","2018","178107","393.294451353111","0"
-"NUM_SALAS","2017","NUM_FUNCIONARIOS","2018","177817","-392.020458970133","0"
-"NUM_SALAS","2017","NUM_SALAS","2018","177817","-9.61418991542059","7.00861847110673e-22"
-"NUM_SALAS","2017","NUM_SALAS_UTILIZADAS","2018","177817","19.3739726786949","1.41534778281393e-83"
-"NUM_SALAS_UTILIZADAS","2017","NUM_FUNCIONARIOS","2018","178630","-399.675903611461","0"
-"NUM_SALAS_UTILIZADAS","2017","NUM_SALAS","2018","178630","-32.4762286252298","5.07255986001837e-231"
-"NUM_SALAS_UTILIZADAS","2017","NUM_SALAS_UTILIZADAS","2018","178630","-3.7690584832709","0.000163891103469301"
-"NUM_SOM","2017","NUM_FUNCIONARIOS","2018","177107","-510.460511301836","0"
-"NUM_SOM","2017","NUM_SALAS","2018","177107","-471.427455799237","0"
-"NUM_SOM","2017","NUM_SALAS_UTILIZADAS","2018","177107","-463.402204308593","0"
-"NUM_TV","2017","NUM_FUNCIONARIOS","2018","174524","-510.037147178279","0"
-"NUM_TV","2017","NUM_SALAS","2018","174524","-474.413650661778","0"
-"NUM_TV","2017","NUM_SALAS_UTILIZADAS","2018","174524","-466.94747531236","0"
-"NUM_FUNCIONARIOS","2018","NUM_DVD","2019","176582","521.846279554471","0"
-"NUM_FUNCIONARIOS","2018","NUM_SALAS_UTILIZADAS","2019","176582","388.252419833965","0"
-"NUM_FUNCIONARIOS","2018","NUM_SOM","2019","176582","511.432164032314","0"
-"NUM_FUNCIONARIOS","2018","NUM_TV","2019","176582","511.163778465619","0"
-"NUM_SALAS","2018","NUM_DVD","2019","176211","530.33172497793","0"
-"NUM_SALAS","2018","NUM_SALAS_UTILIZADAS","2019","176211","-2.60740825247467","0.00912343715185633"
-"NUM_SALAS","2018","NUM_SOM","2019","176211","476.243200836816","0"
-"NUM_SALAS","2018","NUM_TV","2019","176211","478.899207690506","0"
-"NUM_SALAS_UTILIZADAS","2018","NUM_DVD","2019","174864","527.330325270154","0"
-"NUM_SALAS_UTILIZADAS","2018","NUM_SALAS_UTILIZADAS","2019","174864","-32.0776712973002","1.92872604136125e-225"
-"NUM_SALAS_UTILIZADAS","2018","NUM_SOM","2019","174864","468.601351166159","0"
-"NUM_SALAS_UTILIZADAS","2018","NUM_TV","2019","174864","471.726133933441","0"
-"NUM_DVD","2019","NUM_DVD","2020","175679","14.5912087594873","3.30078624983201e-48"
-"NUM_DVD","2019","NUM_SALAS_UTILIZADAS","2020","175679","-547.518381127489","0"
-"NUM_DVD","2019","NUM_SOM","2020","175679","-102.603809734212","0"
-"NUM_DVD","2019","NUM_TV","2020","175679","-113.49065299569","0"
-"NUM_SALAS_UTILIZADAS","2019","NUM_DVD","2020","175159","547.533751274114","0"
-"NUM_SALAS_UTILIZADAS","2019","NUM_SALAS_UTILIZADAS","2020","175159","-4.40743100006103","1.04635018635719e-05"
-"NUM_SALAS_UTILIZADAS","2019","NUM_SOM","2020","175159","486.76389450639","0"
-"NUM_SALAS_UTILIZADAS","2019","NUM_TV","2020","175159","490.314890493869","0"
-"NUM_SOM","2019","NUM_DVD","2020","173681","114.157241977042","0"
-"NUM_SOM","2019","NUM_SALAS_UTILIZADAS","2020","173681","-492.05002134189","0"
-"NUM_SOM","2019","NUM_SOM","2020","173681","-0.502651396884132","0.615209706345758"
-"NUM_SOM","2019","NUM_TV","2020","173681","-3.75335506427979","0.000174512415415803"
-"NUM_TV","2019","NUM_DVD","2020","170739","129.324560419359","0"
-"NUM_TV","2019","NUM_SALAS_UTILIZADAS","2020","170739","-494.986426067333","0"
-"NUM_TV","2019","NUM_SOM","2020","170739","5.04913145664673","4.44052149925314e-07"
-"NUM_TV","2019","NUM_TV","2020","170739","1.91458563195404","0.0555462072275697"
-"NUM_DVD","2020","NUM_DVD","2021","174871","23.7093773764855","3.62081615389601e-124"
-"NUM_DVD","2020","NUM_SALAS_UTILIZADAS","2021","174871","-555.954616700944","0"
-"NUM_DVD","2020","NUM_SOM","2021","174871","-123.905753127883","0"
-"NUM_DVD","2020","NUM_TV","2021","174871","-118.283070207264","0"
-"NUM_SALAS_UTILIZADAS","2020","NUM_DVD","2021","174150","560.866665546205","0"
-"NUM_SALAS_UTILIZADAS","2020","NUM_SALAS_UTILIZADAS","2021","174150","-3.8006908463097","0.000144317863381119"
-"NUM_SALAS_UTILIZADAS","2020","NUM_SOM","2021","174150","482.952055898736","0"
-"NUM_SALAS_UTILIZADAS","2020","NUM_TV","2021","174150","496.776715059356","0"
-"NUM_SOM","2020","NUM_DVD","2021","172688","134.50485854664","0"
-"NUM_SOM","2020","NUM_SALAS_UTILIZADAS","2021","172688","-495.329552155051","0"
-"NUM_SOM","2020","NUM_SOM","2021","172688","-11.9347140757877","7.92153789719889e-33"
-"NUM_SOM","2020","NUM_TV","2021","172688","2.24161800841648","0.0249867169619953"
-"NUM_TV","2020","NUM_DVD","2021","169329","147.742365037368","0"
-"NUM_TV","2020","NUM_SALAS_UTILIZADAS","2021","169329","-498.925265562903","0"
-"NUM_TV","2020","NUM_SOM","2021","169329","-9.38310173229919","6.44461634367531e-21"
-"NUM_TV","2020","NUM_TV","2021","169329","5.73225847851105","9.91865615444996e-09"
diff --git a/Testes_R/TESTE_COHEND.ipynb b/Testes_R/TESTE_COHEND.ipynb
index ebb93aaf39290506d89dfd459cb3be801ecb4bb0..8d80d9aae1930b699bc818379fe3d8dddde80f50 100644
--- a/Testes_R/TESTE_COHEND.ipynb
+++ b/Testes_R/TESTE_COHEND.ipynb
@@ -40,64 +40,85 @@
"data": {
"text/html": [
"<table class=\"dataframe\">\n",
- "<caption>A data.frame: 6 × 10</caption>\n",
+ "<caption>A data.frame: 6 × 39</caption>\n",
"<thead>\n",
- "\t<tr><th></th><th scope=col>ANO_CENSO</th><th scope=col>NUM_COMPUTADOR</th><th scope=col>NUM_COMPUTADOR_ADM</th><th scope=col>NUM_COMPUTADPR_ALUNO</th><th scope=col>NUM_DVD</th><th scope=col>NUM_FUNCIONARIOS</th><th scope=col>NUM_SALAS</th><th scope=col>NUM_SALAS_UTILIZADAS</th><th scope=col>NUM_SOM</th><th scope=col>NUM_TV</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></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_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><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>165</td><td>35</td><td>130</td><td>1</td><td>42</td><td> 8</td><td> 8</td><td>1</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>2</th><td>2013</td><td> 15</td><td> 4</td><td> 11</td><td>5</td><td>16</td><td> 5</td><td> 5</td><td>7</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>3</th><td>2013</td><td> 25</td><td> 5</td><td> 20</td><td>2</td><td>40</td><td> 8</td><td> 8</td><td>3</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>4</th><td>2013</td><td> 15</td><td> 8</td><td> 7</td><td>2</td><td>45</td><td>10</td><td>10</td><td>2</td><td>4</td></tr>\n",
- "\t<tr><th scope=row>5</th><td>2013</td><td> 16</td><td> 8</td><td> 8</td><td>2</td><td>47</td><td>12</td><td>12</td><td>1</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>6</th><td>2013</td><td> 10</td><td> 7</td><td> 3</td><td>1</td><td>25</td><td> 4</td><td> 4</td><td>0</td><td>1</td></tr>\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",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
- "A data.frame: 6 × 10\n",
- "\\begin{tabular}{r|llllllllll}\n",
- " & ANO\\_CENSO & NUM\\_COMPUTADOR & NUM\\_COMPUTADOR\\_ADM & NUM\\_COMPUTADPR\\_ALUNO & NUM\\_DVD & NUM\\_FUNCIONARIOS & NUM\\_SALAS & NUM\\_SALAS\\_UTILIZADAS & NUM\\_SOM & NUM\\_TV\\\\\n",
- " & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int>\\\\\n",
+ "A data.frame: 6 × 39\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",
+ " & <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 & 165 & 35 & 130 & 1 & 42 & 8 & 8 & 1 & 3\\\\\n",
- "\t2 & 2013 & 15 & 4 & 11 & 5 & 16 & 5 & 5 & 7 & 6\\\\\n",
- "\t3 & 2013 & 25 & 5 & 20 & 2 & 40 & 8 & 8 & 3 & 3\\\\\n",
- "\t4 & 2013 & 15 & 8 & 7 & 2 & 45 & 10 & 10 & 2 & 4\\\\\n",
- "\t5 & 2013 & 16 & 8 & 8 & 2 & 47 & 12 & 12 & 1 & 6\\\\\n",
- "\t6 & 2013 & 10 & 7 & 3 & 1 & 25 & 4 & 4 & 0 & 1\\\\\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",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
- "A data.frame: 6 × 10\n",
+ "A data.frame: 6 × 39\n",
"\n",
- "| <!--/--> | ANO_CENSO <int> | NUM_COMPUTADOR <int> | NUM_COMPUTADOR_ADM <int> | NUM_COMPUTADPR_ALUNO <int> | NUM_DVD <int> | NUM_FUNCIONARIOS <int> | NUM_SALAS <int> | NUM_SALAS_UTILIZADAS <int> | NUM_SOM <int> | NUM_TV <int> |\n",
- "|---|---|---|---|---|---|---|---|---|---|---|\n",
- "| 1 | 2013 | 165 | 35 | 130 | 1 | 42 | 8 | 8 | 1 | 3 |\n",
- "| 2 | 2013 | 15 | 4 | 11 | 5 | 16 | 5 | 5 | 7 | 6 |\n",
- "| 3 | 2013 | 25 | 5 | 20 | 2 | 40 | 8 | 8 | 3 | 3 |\n",
- "| 4 | 2013 | 15 | 8 | 7 | 2 | 45 | 10 | 10 | 2 | 4 |\n",
- "| 5 | 2013 | 16 | 8 | 8 | 2 | 47 | 12 | 12 | 1 | 6 |\n",
- "| 6 | 2013 | 10 | 7 | 3 | 1 | 25 | 4 | 4 | 0 | 1 |\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",
+ "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\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",
"\n"
],
"text/plain": [
- " ANO_CENSO NUM_COMPUTADOR NUM_COMPUTADOR_ADM NUM_COMPUTADPR_ALUNO NUM_DVD\n",
- "1 2013 165 35 130 1 \n",
- "2 2013 15 4 11 5 \n",
- "3 2013 25 5 20 2 \n",
- "4 2013 15 8 7 2 \n",
- "5 2013 16 8 8 2 \n",
- "6 2013 10 7 3 1 \n",
- " NUM_FUNCIONARIOS NUM_SALAS NUM_SALAS_UTILIZADAS NUM_SOM NUM_TV\n",
- "1 42 8 8 1 3 \n",
- "2 16 5 5 7 6 \n",
- "3 40 8 8 3 3 \n",
- "4 45 10 10 2 4 \n",
- "5 47 12 12 1 6 \n",
- "6 25 4 4 0 1 "
+ " 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 "
]
},
"metadata": {},
@@ -108,7 +129,7 @@
"# Carrega CSV\n",
"options(warn = -1)\n",
"library(effsize)\n",
- "df = read.csv(\"../dados/escola-integers-ks.csv\", sep=\"|\")\n",
+ "df = read.csv(\"../dados/escola_integers.csv\", sep=\"|\")\n",
"head(df)"
]
},
@@ -123,7 +144,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 5,
"id": "ee18ee6d-1dda-4c65-8347-f3b7e980e83c",
"metadata": {},
"outputs": [],
@@ -158,7 +179,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 6,
"id": "4c578156-afa1-4432-acb3-d6a143c0b349",
"metadata": {},
"outputs": [],
@@ -189,7 +210,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 14,
"id": "a9629868-ef70-4073-856b-fa3cee413898",
"metadata": {
"scrolled": true
@@ -199,7 +220,14 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "[1] -0.03455845\n"
+ "\n",
+ "Cohen's d\n",
+ "\n",
+ "d estimate: -0.03455845 (negligible)\n",
+ "95 percent confidence interval:\n",
+ " lower upper \n",
+ "-0.04102476 -0.02809214 \n",
+ "\n"
]
},
{
@@ -234,9 +262,7 @@
"data2 <- sort(remove_outliers(na.omit(Yi)))\n",
"\n",
"# Executa teste Cohen D\n",
- "#print(cohen.d(data1, data2))\n",
- "result = cohen.d(data1, data2)\n",
- "print(result$estimate)\n",
+ "print(cohen.d(data1, data2))\n",
"\n",
"# Plotagem dos dados\n",
"plot_ecdf(data1, data2)"
diff --git a/Testes_R/TESTE_F.ipynb b/Testes_R/TESTE_F.ipynb
index 192a07ef31219531a89fc1e59b685240c5b39a96..382b02351b61cc1c199fcd839c249cc9abe93989 100644
--- a/Testes_R/TESTE_F.ipynb
+++ b/Testes_R/TESTE_F.ipynb
@@ -32,7 +32,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 2,
"id": "ceab7323-0150-4a5c-8b6f-07464f948b9a",
"metadata": {},
"outputs": [
@@ -40,64 +40,85 @@
"data": {
"text/html": [
"<table class=\"dataframe\">\n",
- "<caption>A data.frame: 6 × 10</caption>\n",
+ "<caption>A data.frame: 6 × 39</caption>\n",
"<thead>\n",
- "\t<tr><th></th><th scope=col>ANO_CENSO</th><th scope=col>NUM_COMPUTADOR</th><th scope=col>NUM_COMPUTADOR_ADM</th><th scope=col>NUM_COMPUTADPR_ALUNO</th><th scope=col>NUM_DVD</th><th scope=col>NUM_FUNCIONARIOS</th><th scope=col>NUM_SALAS</th><th scope=col>NUM_SALAS_UTILIZADAS</th><th scope=col>NUM_SOM</th><th scope=col>NUM_TV</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></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_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><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>165</td><td>35</td><td>130</td><td>1</td><td>42</td><td> 8</td><td> 8</td><td>1</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>2</th><td>2013</td><td> 15</td><td> 4</td><td> 11</td><td>5</td><td>16</td><td> 5</td><td> 5</td><td>7</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>3</th><td>2013</td><td> 25</td><td> 5</td><td> 20</td><td>2</td><td>40</td><td> 8</td><td> 8</td><td>3</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>4</th><td>2013</td><td> 15</td><td> 8</td><td> 7</td><td>2</td><td>45</td><td>10</td><td>10</td><td>2</td><td>4</td></tr>\n",
- "\t<tr><th scope=row>5</th><td>2013</td><td> 16</td><td> 8</td><td> 8</td><td>2</td><td>47</td><td>12</td><td>12</td><td>1</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>6</th><td>2013</td><td> 10</td><td> 7</td><td> 3</td><td>1</td><td>25</td><td> 4</td><td> 4</td><td>0</td><td>1</td></tr>\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",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
- "A data.frame: 6 × 10\n",
- "\\begin{tabular}{r|llllllllll}\n",
- " & ANO\\_CENSO & NUM\\_COMPUTADOR & NUM\\_COMPUTADOR\\_ADM & NUM\\_COMPUTADPR\\_ALUNO & NUM\\_DVD & NUM\\_FUNCIONARIOS & NUM\\_SALAS & NUM\\_SALAS\\_UTILIZADAS & NUM\\_SOM & NUM\\_TV\\\\\n",
- " & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int>\\\\\n",
+ "A data.frame: 6 × 39\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",
+ " & <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 & 165 & 35 & 130 & 1 & 42 & 8 & 8 & 1 & 3\\\\\n",
- "\t2 & 2013 & 15 & 4 & 11 & 5 & 16 & 5 & 5 & 7 & 6\\\\\n",
- "\t3 & 2013 & 25 & 5 & 20 & 2 & 40 & 8 & 8 & 3 & 3\\\\\n",
- "\t4 & 2013 & 15 & 8 & 7 & 2 & 45 & 10 & 10 & 2 & 4\\\\\n",
- "\t5 & 2013 & 16 & 8 & 8 & 2 & 47 & 12 & 12 & 1 & 6\\\\\n",
- "\t6 & 2013 & 10 & 7 & 3 & 1 & 25 & 4 & 4 & 0 & 1\\\\\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",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
- "A data.frame: 6 × 10\n",
+ "A data.frame: 6 × 39\n",
"\n",
- "| <!--/--> | ANO_CENSO <int> | NUM_COMPUTADOR <int> | NUM_COMPUTADOR_ADM <int> | NUM_COMPUTADPR_ALUNO <int> | NUM_DVD <int> | NUM_FUNCIONARIOS <int> | NUM_SALAS <int> | NUM_SALAS_UTILIZADAS <int> | NUM_SOM <int> | NUM_TV <int> |\n",
- "|---|---|---|---|---|---|---|---|---|---|---|\n",
- "| 1 | 2013 | 165 | 35 | 130 | 1 | 42 | 8 | 8 | 1 | 3 |\n",
- "| 2 | 2013 | 15 | 4 | 11 | 5 | 16 | 5 | 5 | 7 | 6 |\n",
- "| 3 | 2013 | 25 | 5 | 20 | 2 | 40 | 8 | 8 | 3 | 3 |\n",
- "| 4 | 2013 | 15 | 8 | 7 | 2 | 45 | 10 | 10 | 2 | 4 |\n",
- "| 5 | 2013 | 16 | 8 | 8 | 2 | 47 | 12 | 12 | 1 | 6 |\n",
- "| 6 | 2013 | 10 | 7 | 3 | 1 | 25 | 4 | 4 | 0 | 1 |\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",
+ "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\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",
"\n"
],
"text/plain": [
- " ANO_CENSO NUM_COMPUTADOR NUM_COMPUTADOR_ADM NUM_COMPUTADPR_ALUNO NUM_DVD\n",
- "1 2013 165 35 130 1 \n",
- "2 2013 15 4 11 5 \n",
- "3 2013 25 5 20 2 \n",
- "4 2013 15 8 7 2 \n",
- "5 2013 16 8 8 2 \n",
- "6 2013 10 7 3 1 \n",
- " NUM_FUNCIONARIOS NUM_SALAS NUM_SALAS_UTILIZADAS NUM_SOM NUM_TV\n",
- "1 42 8 8 1 3 \n",
- "2 16 5 5 7 6 \n",
- "3 40 8 8 3 3 \n",
- "4 45 10 10 2 4 \n",
- "5 47 12 12 1 6 \n",
- "6 25 4 4 0 1 "
+ " 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 "
]
},
"metadata": {},
@@ -107,7 +128,7 @@
"source": [
"# Carrega CSV\n",
"options(warn = -1)\n",
- "df = read.csv(\"../dados/escola-integers-ks.csv\", sep=\"|\")\n",
+ "df = read.csv(\"../dados/escola_integers.csv\", sep=\"|\")\n",
"head(df)"
]
},
diff --git a/Testes_R/TESTE_KS.ipynb b/Testes_R/TESTE_KS.ipynb
index f0216be6ef9e2770186b703f72b0938ff66499eb..8ad6b71627cef7d08b3a1babb6eb81825986e5be 100644
--- a/Testes_R/TESTE_KS.ipynb
+++ b/Testes_R/TESTE_KS.ipynb
@@ -32,7 +32,7 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 1,
"id": "ceab7323-0150-4a5c-8b6f-07464f948b9a",
"metadata": {},
"outputs": [
@@ -40,64 +40,85 @@
"data": {
"text/html": [
"<table class=\"dataframe\">\n",
- "<caption>A data.frame: 6 × 10</caption>\n",
+ "<caption>A data.frame: 6 × 39</caption>\n",
"<thead>\n",
- "\t<tr><th></th><th scope=col>ANO_CENSO</th><th scope=col>NUM_COMPUTADOR</th><th scope=col>NUM_COMPUTADOR_ADM</th><th scope=col>NUM_COMPUTADPR_ALUNO</th><th scope=col>NUM_DVD</th><th scope=col>NUM_FUNCIONARIOS</th><th scope=col>NUM_SALAS</th><th scope=col>NUM_SALAS_UTILIZADAS</th><th scope=col>NUM_SOM</th><th scope=col>NUM_TV</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></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_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><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>165</td><td>35</td><td>130</td><td>1</td><td>42</td><td> 8</td><td> 8</td><td>1</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>2</th><td>2013</td><td> 15</td><td> 4</td><td> 11</td><td>5</td><td>16</td><td> 5</td><td> 5</td><td>7</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>3</th><td>2013</td><td> 25</td><td> 5</td><td> 20</td><td>2</td><td>40</td><td> 8</td><td> 8</td><td>3</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>4</th><td>2013</td><td> 15</td><td> 8</td><td> 7</td><td>2</td><td>45</td><td>10</td><td>10</td><td>2</td><td>4</td></tr>\n",
- "\t<tr><th scope=row>5</th><td>2013</td><td> 16</td><td> 8</td><td> 8</td><td>2</td><td>47</td><td>12</td><td>12</td><td>1</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>6</th><td>2013</td><td> 10</td><td> 7</td><td> 3</td><td>1</td><td>25</td><td> 4</td><td> 4</td><td>0</td><td>1</td></tr>\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",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
- "A data.frame: 6 × 10\n",
- "\\begin{tabular}{r|llllllllll}\n",
- " & ANO\\_CENSO & NUM\\_COMPUTADOR & NUM\\_COMPUTADOR\\_ADM & NUM\\_COMPUTADPR\\_ALUNO & NUM\\_DVD & NUM\\_FUNCIONARIOS & NUM\\_SALAS & NUM\\_SALAS\\_UTILIZADAS & NUM\\_SOM & NUM\\_TV\\\\\n",
- " & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int>\\\\\n",
+ "A data.frame: 6 × 39\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",
+ " & <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 & 165 & 35 & 130 & 1 & 42 & 8 & 8 & 1 & 3\\\\\n",
- "\t2 & 2013 & 15 & 4 & 11 & 5 & 16 & 5 & 5 & 7 & 6\\\\\n",
- "\t3 & 2013 & 25 & 5 & 20 & 2 & 40 & 8 & 8 & 3 & 3\\\\\n",
- "\t4 & 2013 & 15 & 8 & 7 & 2 & 45 & 10 & 10 & 2 & 4\\\\\n",
- "\t5 & 2013 & 16 & 8 & 8 & 2 & 47 & 12 & 12 & 1 & 6\\\\\n",
- "\t6 & 2013 & 10 & 7 & 3 & 1 & 25 & 4 & 4 & 0 & 1\\\\\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",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
- "A data.frame: 6 × 10\n",
+ "A data.frame: 6 × 39\n",
"\n",
- "| <!--/--> | ANO_CENSO <int> | NUM_COMPUTADOR <int> | NUM_COMPUTADOR_ADM <int> | NUM_COMPUTADPR_ALUNO <int> | NUM_DVD <int> | NUM_FUNCIONARIOS <int> | NUM_SALAS <int> | NUM_SALAS_UTILIZADAS <int> | NUM_SOM <int> | NUM_TV <int> |\n",
- "|---|---|---|---|---|---|---|---|---|---|---|\n",
- "| 1 | 2013 | 165 | 35 | 130 | 1 | 42 | 8 | 8 | 1 | 3 |\n",
- "| 2 | 2013 | 15 | 4 | 11 | 5 | 16 | 5 | 5 | 7 | 6 |\n",
- "| 3 | 2013 | 25 | 5 | 20 | 2 | 40 | 8 | 8 | 3 | 3 |\n",
- "| 4 | 2013 | 15 | 8 | 7 | 2 | 45 | 10 | 10 | 2 | 4 |\n",
- "| 5 | 2013 | 16 | 8 | 8 | 2 | 47 | 12 | 12 | 1 | 6 |\n",
- "| 6 | 2013 | 10 | 7 | 3 | 1 | 25 | 4 | 4 | 0 | 1 |\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",
+ "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\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",
"\n"
],
"text/plain": [
- " ANO_CENSO NUM_COMPUTADOR NUM_COMPUTADOR_ADM NUM_COMPUTADPR_ALUNO NUM_DVD\n",
- "1 2013 165 35 130 1 \n",
- "2 2013 15 4 11 5 \n",
- "3 2013 25 5 20 2 \n",
- "4 2013 15 8 7 2 \n",
- "5 2013 16 8 8 2 \n",
- "6 2013 10 7 3 1 \n",
- " NUM_FUNCIONARIOS NUM_SALAS NUM_SALAS_UTILIZADAS NUM_SOM NUM_TV\n",
- "1 42 8 8 1 3 \n",
- "2 16 5 5 7 6 \n",
- "3 40 8 8 3 3 \n",
- "4 45 10 10 2 4 \n",
- "5 47 12 12 1 6 \n",
- "6 25 4 4 0 1 "
+ " 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 "
]
},
"metadata": {},
@@ -107,7 +128,7 @@
"source": [
"# Carrega CSV\n",
"options(warn = -1)\n",
- "df = read.csv(\"../dados/escola-integers-ks.csv\", sep=\"|\")\n",
+ "df = read.csv(\"../dados/escola_integers.csv\", sep=\"|\")\n",
"head(df)"
]
},
diff --git a/Testes_R/TESTE_T.ipynb b/Testes_R/TESTE_T.ipynb
index 6c8ae33ad5827e834c9798b00ec13f77b1c0adba..0545c637c3c70d1fb870a5143f737a07c4a5524f 100644
--- a/Testes_R/TESTE_T.ipynb
+++ b/Testes_R/TESTE_T.ipynb
@@ -32,7 +32,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 1,
"id": "ceab7323-0150-4a5c-8b6f-07464f948b9a",
"metadata": {},
"outputs": [
@@ -40,64 +40,85 @@
"data": {
"text/html": [
"<table class=\"dataframe\">\n",
- "<caption>A data.frame: 6 × 10</caption>\n",
+ "<caption>A data.frame: 6 × 39</caption>\n",
"<thead>\n",
- "\t<tr><th></th><th scope=col>ANO_CENSO</th><th scope=col>NUM_COMPUTADOR</th><th scope=col>NUM_COMPUTADOR_ADM</th><th scope=col>NUM_COMPUTADPR_ALUNO</th><th scope=col>NUM_DVD</th><th scope=col>NUM_FUNCIONARIOS</th><th scope=col>NUM_SALAS</th><th scope=col>NUM_SALAS_UTILIZADAS</th><th scope=col>NUM_SOM</th><th scope=col>NUM_TV</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></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_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><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>165</td><td>35</td><td>130</td><td>1</td><td>42</td><td> 8</td><td> 8</td><td>1</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>2</th><td>2013</td><td> 15</td><td> 4</td><td> 11</td><td>5</td><td>16</td><td> 5</td><td> 5</td><td>7</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>3</th><td>2013</td><td> 25</td><td> 5</td><td> 20</td><td>2</td><td>40</td><td> 8</td><td> 8</td><td>3</td><td>3</td></tr>\n",
- "\t<tr><th scope=row>4</th><td>2013</td><td> 15</td><td> 8</td><td> 7</td><td>2</td><td>45</td><td>10</td><td>10</td><td>2</td><td>4</td></tr>\n",
- "\t<tr><th scope=row>5</th><td>2013</td><td> 16</td><td> 8</td><td> 8</td><td>2</td><td>47</td><td>12</td><td>12</td><td>1</td><td>6</td></tr>\n",
- "\t<tr><th scope=row>6</th><td>2013</td><td> 10</td><td> 7</td><td> 3</td><td>1</td><td>25</td><td> 4</td><td> 4</td><td>0</td><td>1</td></tr>\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",
"</tbody>\n",
"</table>\n"
],
"text/latex": [
- "A data.frame: 6 × 10\n",
- "\\begin{tabular}{r|llllllllll}\n",
- " & ANO\\_CENSO & NUM\\_COMPUTADOR & NUM\\_COMPUTADOR\\_ADM & NUM\\_COMPUTADPR\\_ALUNO & NUM\\_DVD & NUM\\_FUNCIONARIOS & NUM\\_SALAS & NUM\\_SALAS\\_UTILIZADAS & NUM\\_SOM & NUM\\_TV\\\\\n",
- " & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int> & <int>\\\\\n",
+ "A data.frame: 6 × 39\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",
+ " & <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 & 165 & 35 & 130 & 1 & 42 & 8 & 8 & 1 & 3\\\\\n",
- "\t2 & 2013 & 15 & 4 & 11 & 5 & 16 & 5 & 5 & 7 & 6\\\\\n",
- "\t3 & 2013 & 25 & 5 & 20 & 2 & 40 & 8 & 8 & 3 & 3\\\\\n",
- "\t4 & 2013 & 15 & 8 & 7 & 2 & 45 & 10 & 10 & 2 & 4\\\\\n",
- "\t5 & 2013 & 16 & 8 & 8 & 2 & 47 & 12 & 12 & 1 & 6\\\\\n",
- "\t6 & 2013 & 10 & 7 & 3 & 1 & 25 & 4 & 4 & 0 & 1\\\\\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",
"\\end{tabular}\n"
],
"text/markdown": [
"\n",
- "A data.frame: 6 × 10\n",
+ "A data.frame: 6 × 39\n",
"\n",
- "| <!--/--> | ANO_CENSO <int> | NUM_COMPUTADOR <int> | NUM_COMPUTADOR_ADM <int> | NUM_COMPUTADPR_ALUNO <int> | NUM_DVD <int> | NUM_FUNCIONARIOS <int> | NUM_SALAS <int> | NUM_SALAS_UTILIZADAS <int> | NUM_SOM <int> | NUM_TV <int> |\n",
- "|---|---|---|---|---|---|---|---|---|---|---|\n",
- "| 1 | 2013 | 165 | 35 | 130 | 1 | 42 | 8 | 8 | 1 | 3 |\n",
- "| 2 | 2013 | 15 | 4 | 11 | 5 | 16 | 5 | 5 | 7 | 6 |\n",
- "| 3 | 2013 | 25 | 5 | 20 | 2 | 40 | 8 | 8 | 3 | 3 |\n",
- "| 4 | 2013 | 15 | 8 | 7 | 2 | 45 | 10 | 10 | 2 | 4 |\n",
- "| 5 | 2013 | 16 | 8 | 8 | 2 | 47 | 12 | 12 | 1 | 6 |\n",
- "| 6 | 2013 | 10 | 7 | 3 | 1 | 25 | 4 | 4 | 0 | 1 |\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",
+ "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\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",
"\n"
],
"text/plain": [
- " ANO_CENSO NUM_COMPUTADOR NUM_COMPUTADOR_ADM NUM_COMPUTADPR_ALUNO NUM_DVD\n",
- "1 2013 165 35 130 1 \n",
- "2 2013 15 4 11 5 \n",
- "3 2013 25 5 20 2 \n",
- "4 2013 15 8 7 2 \n",
- "5 2013 16 8 8 2 \n",
- "6 2013 10 7 3 1 \n",
- " NUM_FUNCIONARIOS NUM_SALAS NUM_SALAS_UTILIZADAS NUM_SOM NUM_TV\n",
- "1 42 8 8 1 3 \n",
- "2 16 5 5 7 6 \n",
- "3 40 8 8 3 3 \n",
- "4 45 10 10 2 4 \n",
- "5 47 12 12 1 6 \n",
- "6 25 4 4 0 1 "
+ " 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 "
]
},
"metadata": {},
@@ -107,7 +128,7 @@
"source": [
"# Carrega CSV\n",
"options(warn = -1)\n",
- "df = read.csv(\"../dados/escola-integers-ks.csv\", sep=\"|\")\n",
+ "df = read.csv(\"../dados/escola_integers.csv\", sep=\"|\")\n",
"head(df)"
]
},