diff --git a/.ipynb_checkpoints/distCalc-checkpoint.ipynb b/.ipynb_checkpoints/distCalc-checkpoint.ipynb
index 6066c1061263539ee650e82f2979e08d25ff1f27..9d3908717cae5e192e84bbb7a994a32899f54e7b 100644
--- a/.ipynb_checkpoints/distCalc-checkpoint.ipynb
+++ b/.ipynb_checkpoints/distCalc-checkpoint.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 6,
"id": "2c81bc78-04e0-4bad-83ef-380cf3be1610",
"metadata": {
"tags": []
@@ -15,7 +15,7 @@
},
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 7,
"id": "af419e44-d6ef-41f7-970c-78c316aeb712",
"metadata": {
"tags": []
@@ -341,7 +341,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 8,
"id": "26287a6f-5537-4509-a09d-52dd59b3a76d",
"metadata": {
"tags": []
@@ -349,28 +349,28 @@
"outputs": [],
"source": [
"# Import F results\n",
- "df_f = pd.read_csv('Testes_R/Result_F/F_subsequente.csv', sep=',')\n",
+ "df_f = pd.read_csv('Testes_hist/Result_F/F_subsequente.csv', sep=',')\n",
"stat_column = 'estatistica_f'\n",
"df_f[stat_column] = (df_f[stat_column] - 1).abs()\n",
"df_f = df_f.sort_values(by=['ano_coluna1', stat_column])\n",
"df_f = df_f[~df_f['coluna1'].str.contains('ANO_CENSO') & ~df_f['coluna2'].str.contains('ANO_CENSO')]\n",
"\n",
"# Import T results\n",
- "df_t = pd.read_csv('Testes_R/Result_T/T_subsequente.csv', sep=',')\n",
+ "df_t = pd.read_csv('Testes_hist/Result_T/T_subsequente.csv', sep=',')\n",
"stat_column = 'estatistica_t'\n",
"df_t[stat_column] = df_t[stat_column].abs()\n",
"df_t = df_t.sort_values(by=['ano_coluna1', stat_column])\n",
"df_t = df_t[~df_t['coluna1'].str.contains('ANO_CENSO') & ~df_t['coluna2'].str.contains('ANO_CENSO')]\n",
"\n",
"# Import COHEND results\n",
- "df_c = pd.read_csv('Testes_R/Result_COHEND/COHEND_subsequente.csv', sep=',')\n",
+ "df_c = pd.read_csv('Testes_hist/Result_COHEND/COHEND_subsequente.csv', sep=',')\n",
"stat_column = 'estatistica_cohend'\n",
"df_c[stat_column] = df_c[stat_column].abs()\n",
"df_c = df_c.sort_values(by=['ano_coluna1', stat_column])\n",
"df_c = df_c[~df_c['coluna1'].str.contains('ANO_CENSO') & ~df_c['coluna2'].str.contains('ANO_CENSO')]\n",
"\n",
"# Import KS results\n",
- "df_ks = pd.read_csv('Testes_R/Result_KS/KS_subsequente.csv', sep=',')\n",
+ "df_ks = pd.read_csv('Testes_hist/Result_KS/KS_subsequente.csv', sep=',')\n",
"stat_column = 'estatistica_ks'\n",
"df_ks[stat_column] = (df_ks[stat_column]).abs()\n",
"df_ks = df_ks.sort_values(by=['ano_coluna1', stat_column])\n",
@@ -387,12 +387,25 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 9,
"id": "f9541a11-c1bf-4318-847a-100917e13204",
"metadata": {
"tags": []
},
- "outputs": [],
+ "outputs": [
+ {
+ "ename": "ZeroDivisionError",
+ "evalue": "division by zero",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mZeroDivisionError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[0;32mIn[9], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m dist \u001b[38;5;241m=\u001b[39m DistCalc()\n\u001b[0;32m----> 2\u001b[0m \u001b[43mdist\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcalc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdf_f\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mestatistica_f\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m0.7\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m dist\u001b[38;5;241m.\u001b[39mcalc(df_t, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mestatistica_t\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;241m40\u001b[39m)\n\u001b[1;32m 4\u001b[0m dist\u001b[38;5;241m.\u001b[39mcalc(df_c, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mestatistica_cohend\u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;241m0.15\u001b[39m)\n",
+ "Cell \u001b[0;32mIn[7], line 118\u001b[0m, in \u001b[0;36mDistCalc.calc\u001b[0;34m(self, df, stat_column, threshold)\u001b[0m\n\u001b[1;32m 116\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m prev_col[i] \u001b[38;5;241m==\u001b[39m next_col[i]: \n\u001b[1;32m 117\u001b[0m acertos_p \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[0;32m--> 118\u001b[0m acuracia_matches \u001b[38;5;241m=\u001b[39m \u001b[43macertos_p\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mprev_col\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 119\u001b[0m acertos \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m acertos_p\n\u001b[1;32m 121\u001b[0m acertos_p \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n",
+ "\u001b[0;31mZeroDivisionError\u001b[0m: division by zero"
+ ]
+ }
+ ],
"source": [
"dist = DistCalc()\n",
"dist.calc(df_f, 'estatistica_f', 0.7)\n",
@@ -416,7 +429,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": null,
"id": "527ff27d-f321-4749-a94d-dd7d824ef682",
"metadata": {
"tags": []
@@ -490,7 +503,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": null,
"id": "4cb4afc8-6149-40a7-8f77-af06183d4d23",
"metadata": {
"tags": []
@@ -509,14 +522,6 @@
"result_cohend.to_csv(f'./result_cohend.csv', index=False)\n",
"resultTop3_cohend.to_csv(f'./resultTop3_cohend.csv', index=False)"
]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "d0d2606e-2ddb-4752-a101-823af86fec45",
- "metadata": {},
- "outputs": [],
- "source": []
}
],
"metadata": {
@@ -535,7 +540,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.11.9"
+ "version": "3.12.3"
}
},
"nbformat": 4,
diff --git a/.ipynb_checkpoints/resultTop3_cohend-checkpoint.csv b/.ipynb_checkpoints/resultTop3_cohend-checkpoint.csv
index 45d492311e08370d3ef3c1be7a4763eac377eff8..8867c2c60368245ceaeac78824544d8e857ce6e2 100644
--- a/.ipynb_checkpoints/resultTop3_cohend-checkpoint.csv
+++ b/.ipynb_checkpoints/resultTop3_cohend-checkpoint.csv
@@ -1,17 +1,17 @@
ano_base,match,new,empty,total
2007.0,1.0,1.0,1.0,1.0
-2008.0,1.0,0.0,0.0,0.833
+2008.0,1.0,1.0,1.0,1.0
2009.0,1.0,1.0,1.0,1.0
2010.0,1.0,1.0,1.0,1.0
2011.0,1.0,1.0,1.0,1.0
-2012.0,1.0,1.0,1.0,1.0
-2013.0,1.0,0.0,0.0,0.706
-2014.0,1.0,0.0,0.0,0.765
-2015.0,1.0,0.0,0.0,0.765
-2016.0,1.0,0.0,0.0,0.706
-2017.0,1.0,1.0,1.0,1.0
-2018.0,0.5,0.944,0.5,0.905
-2019.0,0.867,0.364,0.0,0.654
-2020.0,0.909,0.0,0.0,0.769
-2013.5,0.948,0.522,0.464,0.864
-4.031,0.131,0.479,0.48,0.13
+2012.0,1.0,0.714,1.0,0.846
+2013.0,0.846,1.0,1.0,0.846
+2014.0,0.846,0.0,1.0,0.846
+2015.0,0.769,1.0,1.0,0.769
+2016.0,0.769,0.0,1.0,0.769
+2017.0,0.3,1.0,0.3,0.462
+2018.0,0.333,0.857,0.0,0.765
+2019.0,1.0,0.429,1.0,0.818
+2020.0,0.818,1.0,1.0,0.818
+2013.5,0.834,0.786,0.879,0.853
+4.031,0.23,0.357,0.303,0.143
diff --git a/.ipynb_checkpoints/resultTop3_f-checkpoint.csv b/.ipynb_checkpoints/resultTop3_f-checkpoint.csv
index 1228e553169493f073bb7341bcbf2fcef422ad88..902ee8812bdbc2e92251f409f3c0b0c75877e799 100644
--- a/.ipynb_checkpoints/resultTop3_f-checkpoint.csv
+++ b/.ipynb_checkpoints/resultTop3_f-checkpoint.csv
@@ -4,14 +4,14 @@ ano_base,match,new,empty,total
2009.0,1.0,1.0,1.0,1.0
2010.0,1.0,1.0,1.0,1.0
2011.0,1.0,1.0,1.0,1.0
-2012.0,1.0,1.0,1.0,1.0
-2013.0,1.0,0.0,0.0,0.765
-2014.0,1.0,0.0,0.0,0.765
-2015.0,1.0,0.0,0.0,0.765
-2016.0,1.0,0.0,0.0,0.765
-2017.0,1.0,1.0,1.0,1.0
-2018.0,0.5,0.944,0.5,0.905
-2019.0,0.933,0.364,0.0,0.692
-2020.0,0.864,0.0,0.0,0.731
-2013.5,0.95,0.593,0.536,0.885
-4.031,0.13,0.47,0.48,0.123
+2012.0,1.0,0.571,1.0,0.769
+2013.0,0.923,1.0,1.0,0.923
+2014.0,0.846,1.0,1.0,0.846
+2015.0,0.923,1.0,1.0,0.923
+2016.0,0.846,1.0,1.0,0.846
+2017.0,0.5,1.0,0.7,0.769
+2018.0,0.333,0.714,0.0,0.647
+2019.0,1.0,0.429,1.0,0.818
+2020.0,0.909,1.0,1.0,0.909
+2013.5,0.877,0.908,0.907,0.889
+4.031,0.198,0.184,0.263,0.107
diff --git a/.ipynb_checkpoints/resultTop3_ks-checkpoint.csv b/.ipynb_checkpoints/resultTop3_ks-checkpoint.csv
index b91eee0a0dce556d063db7f7773a0782d47517de..5dd54b02cc52d5321d9b74d94b19f17df822aa9a 100644
--- a/.ipynb_checkpoints/resultTop3_ks-checkpoint.csv
+++ b/.ipynb_checkpoints/resultTop3_ks-checkpoint.csv
@@ -1,17 +1,17 @@
ano_base,match,new,empty,total
-2007.0,1.0,1.0,1.0,1.0
+2007.0,1.0,1.0,0.0,0.833
2008.0,1.0,1.0,1.0,1.0
2009.0,1.0,1.0,1.0,1.0
2010.0,1.0,1.0,1.0,1.0
2011.0,1.0,1.0,1.0,1.0
-2012.0,1.0,0.818,1.0,0.882
-2013.0,0.941,1.0,1.0,0.941
-2014.0,0.941,1.0,1.0,0.941
-2015.0,0.941,0.0,1.0,0.941
-2016.0,0.941,1.0,1.0,0.941
-2017.0,1.0,1.0,1.0,1.0
-2018.0,0.5,0.944,0.5,0.905
-2019.0,0.947,0.571,1.0,0.846
-2020.0,0.923,1.0,1.0,0.923
-2013.5,0.938,0.881,0.964,0.952
-4.031,0.125,0.27,0.129,0.049
+2012.0,1.0,0.714,1.0,0.846
+2013.0,0.923,0.0,1.0,0.923
+2014.0,0.923,0.0,1.0,0.923
+2015.0,0.846,0.0,1.0,0.846
+2016.0,0.846,0.0,1.0,0.846
+2017.0,0.75,1.0,0.9,0.923
+2018.0,0.5,0.857,0.5,0.824
+2019.0,0.8,0.778,1.0,0.864
+2020.0,0.864,0.0,1.0,0.864
+2013.5,0.889,0.596,0.886,0.907
+4.031,0.136,0.453,0.277,0.067
diff --git a/.ipynb_checkpoints/result_cohend-checkpoint.csv b/.ipynb_checkpoints/result_cohend-checkpoint.csv
deleted file mode 100644
index 87a9872d2bd3e1cfbf3dbdcd288b226abf74741a..0000000000000000000000000000000000000000
--- a/.ipynb_checkpoints/result_cohend-checkpoint.csv
+++ /dev/null
@@ -1,17 +0,0 @@
-ano_base,match,new,empty,total
-2007.0,1.0,1.0,1.0,1.0
-2008.0,0.6,0.0,0.0,0.5
-2009.0,0.4,0.0,0.0,0.333
-2010.0,0.4,0.0,0.0,0.333
-2011.0,0.667,1.0,1.0,0.667
-2012.0,0.667,1.0,1.0,0.882
-2013.0,0.455,0.0,0.0,0.294
-2014.0,0.882,1.0,1.0,0.882
-2015.0,1.0,1.0,1.0,1.0
-2016.0,0.636,0.0,0.0,0.412
-2017.0,1.0,1.0,1.0,1.0
-2018.0,0.0,0.944,0.5,0.857
-2019.0,0.6,0.385,0.0,0.538
-2020.0,0.571,0.0,0.0,0.462
-2013.5,0.634,0.524,0.464,0.654
-4.031,0.269,0.478,0.48,0.264
diff --git a/.ipynb_checkpoints/result_f-checkpoint.csv b/.ipynb_checkpoints/result_f-checkpoint.csv
deleted file mode 100644
index 289934c551d139e6ac90447080cc941970b6ab90..0000000000000000000000000000000000000000
--- a/.ipynb_checkpoints/result_f-checkpoint.csv
+++ /dev/null
@@ -1,17 +0,0 @@
-ano_base,match,new,empty,total
-2007.0,1.0,1.0,1.0,1.0
-2008.0,1.0,1.0,1.0,1.0
-2009.0,1.0,1.0,1.0,1.0
-2010.0,1.0,1.0,1.0,1.0
-2011.0,1.0,1.0,1.0,1.0
-2012.0,0.667,1.0,1.0,0.882
-2013.0,0.824,1.0,1.0,0.824
-2014.0,1.0,1.0,1.0,1.0
-2015.0,1.0,1.0,1.0,1.0
-2016.0,0.917,0.0,0.0,0.647
-2017.0,1.0,1.0,1.0,1.0
-2018.0,0.0,0.944,0.5,0.857
-2019.0,0.533,0.5,0.0,0.538
-2020.0,0.692,1.0,1.0,0.692
-2013.5,0.831,0.889,0.821,0.889
-4.031,0.275,0.278,0.359,0.152
diff --git a/.ipynb_checkpoints/result_ks-checkpoint.csv b/.ipynb_checkpoints/result_ks-checkpoint.csv
index 102a80ce16a50eee482f195dc51a343affbe9c70..b1a34e9e6d0ee81f88fdc1b2e0e7c1866df1d233 100644
--- a/.ipynb_checkpoints/result_ks-checkpoint.csv
+++ b/.ipynb_checkpoints/result_ks-checkpoint.csv
@@ -1,17 +1,17 @@
ano_base,match,new,empty,total
-2007.0,1.0,1.0,1.0,1.0
-2008.0,0.667,1.0,1.0,0.667
-2009.0,0.667,1.0,1.0,0.667
+2007.0,0.8,0.0,0.0,0.667
+2008.0,1.0,1.0,1.0,1.0
+2009.0,1.0,1.0,1.0,1.0
2010.0,0.667,1.0,1.0,0.667
-2011.0,0.667,1.0,1.0,0.667
-2012.0,1.0,1.0,1.0,1.0
-2013.0,0.412,1.0,1.0,0.412
-2014.0,0.706,1.0,1.0,0.706
-2015.0,0.882,1.0,1.0,0.882
-2016.0,0.647,1.0,1.0,0.647
+2011.0,1.0,1.0,1.0,1.0
+2012.0,0.667,1.0,1.0,0.846
+2013.0,1.0,1.0,1.0,1.0
+2014.0,0.846,1.0,1.0,0.846
+2015.0,1.0,1.0,1.0,1.0
+2016.0,0.692,1.0,1.0,0.692
2017.0,1.0,1.0,1.0,1.0
-2018.0,0.0,0.944,0.5,0.857
-2019.0,0.684,1.0,1.0,0.769
-2020.0,0.846,1.0,1.0,0.846
-2013.5,0.703,0.996,0.964,0.77
-4.031,0.254,0.014,0.129,0.164
+2018.0,0.0,0.929,0.5,0.824
+2019.0,1.0,1.0,1.0,1.0
+2020.0,0.909,1.0,1.0,0.909
+2013.5,0.827,0.923,0.893,0.889
+4.031,0.263,0.257,0.279,0.129
diff --git a/Testes_R/Result_COHEND/acum_bkp.csv b/Testes_R/Result_COHEND/COHEND_acumulado.csv
similarity index 100%
rename from Testes_R/Result_COHEND/acum_bkp.csv
rename to Testes_R/Result_COHEND/COHEND_acumulado.csv
diff --git a/Testes_R/Result_COHEND/sub_bkp.csv b/Testes_R/Result_COHEND/COHEND_subsequente.csv
similarity index 100%
rename from Testes_R/Result_COHEND/sub_bkp.csv
rename to Testes_R/Result_COHEND/COHEND_subsequente.csv
diff --git a/Testes_R/Result_F/acum_bkp.csv b/Testes_R/Result_F/F_acumulado.csv
similarity index 100%
rename from Testes_R/Result_F/acum_bkp.csv
rename to Testes_R/Result_F/F_acumulado.csv
diff --git a/Testes_R/Result_F/sub_bkp.csv b/Testes_R/Result_F/F_subsequente.csv
similarity index 100%
rename from Testes_R/Result_F/sub_bkp.csv
rename to Testes_R/Result_F/F_subsequente.csv
diff --git a/Testes_R/Result_KS/acum_bkp.csv b/Testes_R/Result_KS/KS_acumulado.csv
similarity index 90%
rename from Testes_R/Result_KS/acum_bkp.csv
rename to Testes_R/Result_KS/KS_acumulado.csv
index 1e3551f548134338aeb41209ce54e465a6ad728e..3edc0f27611d7b12312631afe5a23a5b3928eff4 100644
--- a/Testes_R/Result_KS/acum_bkp.csv
+++ b/Testes_R/Result_KS/KS_acumulado.csv
@@ -1,84 +1,84 @@
"coluna1","ano_coluna1","coluna2","ano_coluna2","tamanho_amostra","estatistica_ks","p_valor"
-"NUM_SALAS","2007","NUM_SALAS","2008","191233","0.0147307211621425","1.90263038268517e-18"
-"NUM_SALAS","2007","NUM_SALAS_UTILIZADAS","2008","191125","0.015570961412688","1.50030418309793e-20"
+"NUM_SALAS","2007","NUM_SALAS","2008","191233","0.0147307211621425","0"
+"NUM_SALAS","2007","NUM_SALAS_UTILIZADAS","2008","191125","0.015570961412688","0"
"NUM_SALAS","2007","NUM_COMPUTADOR","2008","103302","0.173046020406188","0"
"NUM_SALAS","2007","NUM_COMPUTADOR_ADM","2008","92241","0.402738478550753","0"
"NUM_SALAS","2007","NUM_COMPUTADPR_ALUNO","2008","56091","0.365709293826104","0"
"NUM_SALAS","2007","NUM_FUNCIONARIOS","2008","190301","0.420150183130935","0"
-"NUM_SALAS_UTILIZADAS","2007","NUM_SALAS","2008","189299","0.0335342500488645","7.08614535215225e-93"
-"NUM_SALAS_UTILIZADAS","2007","NUM_SALAS_UTILIZADAS","2008","189299","0.0152827009123133","1.25785791673071e-19"
+"NUM_SALAS_UTILIZADAS","2007","NUM_SALAS","2008","189299","0.0335342500488645","0"
+"NUM_SALAS_UTILIZADAS","2007","NUM_SALAS_UTILIZADAS","2008","189299","0.0152827009123133","0"
"NUM_SALAS_UTILIZADAS","2007","NUM_COMPUTADOR","2008","103302","0.192571295812279","0"
"NUM_SALAS_UTILIZADAS","2007","NUM_COMPUTADOR_ADM","2008","92241","0.385316724666905","0"
"NUM_SALAS_UTILIZADAS","2007","NUM_COMPUTADPR_ALUNO","2008","56091","0.386069066338628","0"
"NUM_SALAS_UTILIZADAS","2007","NUM_FUNCIONARIOS","2008","189299","0.436975367011976","0"
"NUM_COMPUTADOR","2007","NUM_SALAS","2008","91705","0.129393162859168","0"
"NUM_COMPUTADOR","2007","NUM_SALAS_UTILIZADAS","2008","91705","0.148737800556131","0"
-"NUM_COMPUTADOR","2007","NUM_COMPUTADOR","2008","91705","0.0414699307562292","6.43255574451611e-69"
+"NUM_COMPUTADOR","2007","NUM_COMPUTADOR","2008","91705","0.0414699307562292","0"
"NUM_COMPUTADOR","2007","NUM_COMPUTADOR_ADM","2008","91705","0.379554004688948","0"
"NUM_COMPUTADOR","2007","NUM_COMPUTADPR_ALUNO","2008","56091","0.340767681089658","0"
"NUM_COMPUTADOR","2007","NUM_FUNCIONARIOS","2008","91705","0.30517419988005","0"
"NUM_COMPUTADOR_ADM","2007","NUM_SALAS","2008","74048","0.432503241140882","0"
"NUM_COMPUTADOR_ADM","2007","NUM_SALAS_UTILIZADAS","2008","74048","0.417350907519447","0"
"NUM_COMPUTADOR_ADM","2007","NUM_COMPUTADOR","2008","74048","0.418161192739845","0"
-"NUM_COMPUTADOR_ADM","2007","NUM_COMPUTADOR_ADM","2008","74048","0.0154494382022472","4.21930583795378e-08"
+"NUM_COMPUTADOR_ADM","2007","NUM_COMPUTADOR_ADM","2008","74048","0.0154494382022472","4.21930583804908e-08"
"NUM_COMPUTADOR_ADM","2007","NUM_COMPUTADPR_ALUNO","2008","56091","0.698507781997112","0"
"NUM_COMPUTADOR_ADM","2007","NUM_FUNCIONARIOS","2008","74048","0.665784356093345","0"
"NUM_COMPUTADPR_ALUNO","2007","NUM_SALAS","2008","44094","0.327096657141561","0"
"NUM_COMPUTADPR_ALUNO","2007","NUM_SALAS_UTILIZADAS","2008","44094","0.350659953735202","0"
"NUM_COMPUTADPR_ALUNO","2007","NUM_COMPUTADOR","2008","44094","0.275910554723999","0"
"NUM_COMPUTADPR_ALUNO","2007","NUM_COMPUTADOR_ADM","2008","44094","0.663899850319772","0"
-"NUM_COMPUTADPR_ALUNO","2007","NUM_COMPUTADPR_ALUNO","2008","44094","0.0302308704132081","6.30869344214562e-18"
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"NUM_COMPUTADPR_ALUNO","2007","NUM_FUNCIONARIOS","2008","44094","0.302308704132081","0"
"NUM_FUNCIONARIOS","2007","NUM_SALAS","2008","187764","0.396636202892993","0"
"NUM_FUNCIONARIOS","2007","NUM_SALAS_UTILIZADAS","2008","187764","0.413881255192688","0"
"NUM_FUNCIONARIOS","2007","NUM_COMPUTADOR","2008","103302","0.260024007279627","0"
"NUM_FUNCIONARIOS","2007","NUM_COMPUTADOR_ADM","2008","92241","0.63701607744929","0"
"NUM_FUNCIONARIOS","2007","NUM_COMPUTADPR_ALUNO","2008","56091","0.275142179672318","0"
-"NUM_FUNCIONARIOS","2007","NUM_FUNCIONARIOS","2008","187764","0.0225549093542958","6.56452381260329e-42"
-"NUM_SALAS","2008","NUM_SALAS","2009","191202","0.0259202309599272","3.24542966862182e-56"
-"NUM_SALAS","2008","NUM_SALAS_UTILIZADAS","2009","191968","0.0216911151858643","1.18787045857177e-39"
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"NUM_SALAS","2008","NUM_COMPUTADOR","2009","110460","0.215607459713924","0"
"NUM_SALAS","2008","NUM_COMPUTADOR_ADM","2009","104622","0.359379480415209","0"
"NUM_SALAS","2008","NUM_COMPUTADPR_ALUNO","2009","65550","0.384454614797864","0"
"NUM_SALAS","2008","NUM_FUNCIONARIOS","2009","188703","0.438837750327234","0"
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-"NUM_SALAS_UTILIZADAS","2008","NUM_SALAS_UTILIZADAS","2009","191968","0.0360476746124354","9.25361234300423e-109"
+"NUM_SALAS_UTILIZADAS","2008","NUM_SALAS","2009","191202","0.04477986631939","0"
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"NUM_SALAS_UTILIZADAS","2008","NUM_COMPUTADOR","2009","110460","0.234139054861488","0"
"NUM_SALAS_UTILIZADAS","2008","NUM_COMPUTADOR_ADM","2009","104622","0.343379021620692","0"
"NUM_SALAS_UTILIZADAS","2008","NUM_COMPUTADPR_ALUNO","2009","65550","0.403798627002288","0"
"NUM_SALAS_UTILIZADAS","2008","NUM_FUNCIONARIOS","2009","188703","0.456049983307102","0"
"NUM_COMPUTADOR","2008","NUM_SALAS","2009","191202","0.142843694103618","0"
"NUM_COMPUTADOR","2008","NUM_SALAS_UTILIZADAS","2009","191968","0.148180946824471","0"
-"NUM_COMPUTADOR","2008","NUM_COMPUTADOR","2009","110460","0.0703874705775847","4.24531309158198e-238"
+"NUM_COMPUTADOR","2008","NUM_COMPUTADOR","2009","110460","0.0703874705775847","0"
"NUM_COMPUTADOR","2008","NUM_COMPUTADOR_ADM","2009","104622","0.358414100284835","0"
"NUM_COMPUTADOR","2008","NUM_COMPUTADPR_ALUNO","2009","65550","0.337131960335622","0"
"NUM_COMPUTADOR","2008","NUM_FUNCIONARIOS","2009","188703","0.312157199408595","0"
"NUM_COMPUTADOR_ADM","2008","NUM_SALAS","2009","166289","0.441821166763887","0"
"NUM_COMPUTADOR_ADM","2008","NUM_SALAS_UTILIZADAS","2009","166289","0.434676978032221","0"
"NUM_COMPUTADOR_ADM","2008","NUM_COMPUTADOR","2009","110460","0.463742531233025","0"
-"NUM_COMPUTADOR_ADM","2008","NUM_COMPUTADOR_ADM","2009","104622","0.0564890749555543","2.04941149713996e-145"
+"NUM_COMPUTADOR_ADM","2008","NUM_COMPUTADOR_ADM","2009","104622","0.0564890749555543","0"
"NUM_COMPUTADOR_ADM","2008","NUM_COMPUTADPR_ALUNO","2009","65550","0.708466819221968","0"
"NUM_COMPUTADOR_ADM","2008","NUM_FUNCIONARIOS","2009","166289","0.681109393886548","0"
"NUM_COMPUTADPR_ALUNO","2008","NUM_SALAS","2009","100185","0.337216150122274","0"
"NUM_COMPUTADPR_ALUNO","2008","NUM_SALAS_UTILIZADAS","2009","100185","0.347437241103958","0"
"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADOR","2009","100185","0.243439636672157","0"
"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADOR_ADM","2009","100185","0.62887657833009","0"
-"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADPR_ALUNO","2009","65550","0.0361556064073227","1.22141306193894e-37"
+"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADPR_ALUNO","2009","65550","0.0361556064073227","0"
"NUM_COMPUTADPR_ALUNO","2008","NUM_FUNCIONARIOS","2009","100185","0.315905574686829","0"
"NUM_FUNCIONARIOS","2008","NUM_SALAS","2009","191202","0.404880702084706","0"
"NUM_FUNCIONARIOS","2008","NUM_SALAS_UTILIZADAS","2009","191968","0.407536672778797","0"
"NUM_FUNCIONARIOS","2008","NUM_COMPUTADOR","2009","110460","0.242223429295673","0"
"NUM_FUNCIONARIOS","2008","NUM_COMPUTADOR_ADM","2009","104622","0.610005543767085","0"
"NUM_FUNCIONARIOS","2008","NUM_COMPUTADPR_ALUNO","2009","65550","0.277360793287567","0"
-"NUM_FUNCIONARIOS","2008","NUM_FUNCIONARIOS","2009","188703","0.0324849101498121","6.58998487055719e-87"
-"NUM_SALAS","2009","NUM_SALAS","2010","188434","0.0379018648439241","5.49077514955139e-118"
-"NUM_SALAS","2009","NUM_SALAS_UTILIZADAS","2010","189433","0.0337322430621909","4.88961102141887e-94"
+"NUM_FUNCIONARIOS","2008","NUM_FUNCIONARIOS","2009","188703","0.0324849101498121","0"
+"NUM_SALAS","2009","NUM_SALAS","2010","188434","0.0379018648439241","0"
+"NUM_SALAS","2009","NUM_SALAS_UTILIZADAS","2010","189433","0.0337322430621909","0"
"NUM_SALAS","2009","NUM_COMPUTADOR","2010","119776","0.24673557306973","0"
"NUM_SALAS","2009","NUM_COMPUTADOR_ADM","2010","111187","0.346992004460953","0"
"NUM_SALAS","2009","NUM_COMPUTADPR_ALUNO","2010","79013","0.380317162998494","0"
"NUM_SALAS","2009","NUM_FUNCIONARIOS","2010","187469","0.460348110887667","0"
-"NUM_SALAS_UTILIZADAS","2009","NUM_SALAS","2010","188434","0.0455172633388879","5.64655334682993e-170"
-"NUM_SALAS_UTILIZADAS","2009","NUM_SALAS_UTILIZADAS","2010","189433","0.0398241066762391","6.677432766129e-131"
+"NUM_SALAS_UTILIZADAS","2009","NUM_SALAS","2010","188434","0.0455172633388879","0"
+"NUM_SALAS_UTILIZADAS","2009","NUM_SALAS_UTILIZADAS","2010","189433","0.0398241066762391","0"
"NUM_SALAS_UTILIZADAS","2009","NUM_COMPUTADOR","2010","119776","0.251920251135453","0"
"NUM_SALAS_UTILIZADAS","2009","NUM_COMPUTADOR_ADM","2010","111187","0.339769937132938","0"
"NUM_SALAS_UTILIZADAS","2009","NUM_COMPUTADPR_ALUNO","2010","79013","0.387948818548846","0"
@@ -92,29 +92,29 @@
"NUM_COMPUTADOR_ADM","2009","NUM_SALAS","2010","188434","0.451866435993504","0"
"NUM_COMPUTADOR_ADM","2009","NUM_SALAS_UTILIZADAS","2010","189433","0.444901363542782","0"
"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR","2010","119776","0.503297822602191","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR_ADM","2010","111187","0.0672290825366275","1.12671406781995e-218"
+"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR_ADM","2010","111187","0.0672290825366275","0"
"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADPR_ALUNO","2010","79013","0.719172794350297","0"
"NUM_COMPUTADOR_ADM","2009","NUM_FUNCIONARIOS","2010","187469","0.700089081394792","0"
"NUM_COMPUTADPR_ALUNO","2009","NUM_SALAS","2010","165735","0.343759616254865","0"
"NUM_COMPUTADPR_ALUNO","2009","NUM_SALAS_UTILIZADAS","2010","165735","0.352991220924971","0"
"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADOR","2010","119776","0.193644803633449","0"
"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADOR_ADM","2010","111187","0.623580094795255","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADPR_ALUNO","2010","79013","0.0651285231544176","5.58001020395628e-146"
+"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADPR_ALUNO","2010","79013","0.0651285231544176","0"
"NUM_COMPUTADPR_ALUNO","2009","NUM_FUNCIONARIOS","2010","165735","0.332518779980089","0"
"NUM_FUNCIONARIOS","2009","NUM_SALAS","2010","188434","0.4107432841207","0"
"NUM_FUNCIONARIOS","2009","NUM_SALAS_UTILIZADAS","2010","189433","0.416231596395559","0"
"NUM_FUNCIONARIOS","2009","NUM_COMPUTADOR","2010","119776","0.218249064921186","0"
"NUM_FUNCIONARIOS","2009","NUM_COMPUTADOR_ADM","2010","111187","0.61349798087906","0"
"NUM_FUNCIONARIOS","2009","NUM_COMPUTADPR_ALUNO","2010","79013","0.266513105438346","0"
-"NUM_FUNCIONARIOS","2009","NUM_FUNCIONARIOS","2010","187469","0.0446420474851842","1.10808892473814e-162"
-"NUM_SALAS","2010","NUM_SALAS","2011","189329","0.0500768503504482","1.28025357622183e-206"
-"NUM_SALAS","2010","NUM_SALAS_UTILIZADAS","2011","187256","0.0418304353398556","1.00243332436527e-142"
+"NUM_FUNCIONARIOS","2009","NUM_FUNCIONARIOS","2010","187469","0.0446420474851842","0"
+"NUM_SALAS","2010","NUM_SALAS","2011","189329","0.0500768503504482","0"
+"NUM_SALAS","2010","NUM_SALAS_UTILIZADAS","2011","187256","0.0418304353398556","0"
"NUM_SALAS","2010","NUM_COMPUTADOR","2011","128984","0.275150406251938","0"
"NUM_SALAS","2010","NUM_COMPUTADOR_ADM","2011","116012","0.342309416267283","0"
"NUM_SALAS","2010","NUM_COMPUTADPR_ALUNO","2011","90748","0.372779565389871","0"
"NUM_SALAS","2010","NUM_FUNCIONARIOS","2011","185798","0.478433567637973","0"
-"NUM_SALAS_UTILIZADAS","2010","NUM_SALAS","2011","189329","0.0583111937421103","5.26664904774924e-280"
-"NUM_SALAS_UTILIZADAS","2010","NUM_SALAS_UTILIZADAS","2011","187256","0.0453336608706797","1.47316121671815e-167"
+"NUM_SALAS_UTILIZADAS","2010","NUM_SALAS","2011","189329","0.0583111937421103","0"
+"NUM_SALAS_UTILIZADAS","2010","NUM_SALAS_UTILIZADAS","2011","187256","0.0453336608706797","0"
"NUM_SALAS_UTILIZADAS","2010","NUM_COMPUTADOR","2011","128984","0.281794641195807","0"
"NUM_SALAS_UTILIZADAS","2010","NUM_COMPUTADOR_ADM","2011","116012","0.332655242561114","0"
"NUM_SALAS_UTILIZADAS","2010","NUM_COMPUTADPR_ALUNO","2011","90748","0.379589632829374","0"
@@ -128,29 +128,29 @@
"NUM_COMPUTADOR_ADM","2010","NUM_SALAS","2011","189329","0.434803965583719","0"
"NUM_COMPUTADOR_ADM","2010","NUM_SALAS_UTILIZADAS","2011","187256","0.420184132951681","0"
"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADOR","2011","128984","0.512939589406438","0"
-"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADOR_ADM","2011","116012","0.0458142261145399","3.54151725755169e-106"
+"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADOR_ADM","2011","116012","0.0458142261145399","0"
"NUM_COMPUTADOR_ADM","2010","NUM_COMPUTADPR_ALUNO","2011","90748","0.686538546304051","0"
"NUM_COMPUTADOR_ADM","2010","NUM_FUNCIONARIOS","2011","185798","0.68018493202295","0"
"NUM_COMPUTADPR_ALUNO","2010","NUM_SALAS","2011","189329","0.329273381256965","0"
"NUM_COMPUTADPR_ALUNO","2010","NUM_SALAS_UTILIZADAS","2011","187256","0.352853847139744","0"
"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADOR","2011","128984","0.157414873162563","0"
"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADOR_ADM","2011","116012","0.624685377374754","0"
-"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADPR_ALUNO","2011","90748","0.0771587252611628","4.64248487129707e-235"
+"NUM_COMPUTADPR_ALUNO","2010","NUM_COMPUTADPR_ALUNO","2011","90748","0.0771587252611628","0"
"NUM_COMPUTADPR_ALUNO","2010","NUM_FUNCIONARIOS","2011","185798","0.339007954875725","0"
"NUM_FUNCIONARIOS","2010","NUM_SALAS","2011","189329","0.402109555324329","0"
"NUM_FUNCIONARIOS","2010","NUM_SALAS_UTILIZADAS","2011","187256","0.422277523817661","0"
"NUM_FUNCIONARIOS","2010","NUM_COMPUTADOR","2011","128984","0.203009675618681","0"
"NUM_FUNCIONARIOS","2010","NUM_COMPUTADOR_ADM","2011","116012","0.619754852946246","0"
"NUM_FUNCIONARIOS","2010","NUM_COMPUTADPR_ALUNO","2011","90748","0.25833076211046","0"
-"NUM_FUNCIONARIOS","2010","NUM_FUNCIONARIOS","2011","185798","0.052239528950796","1.25232226889175e-220"
-"NUM_SALAS","2011","NUM_SALAS","2012","189172","0.059633560992113","1.37959886971334e-292"
-"NUM_SALAS","2011","NUM_SALAS_UTILIZADAS","2012","189491","0.0547730499073835","2.56556867924254e-247"
+"NUM_FUNCIONARIOS","2010","NUM_FUNCIONARIOS","2011","185798","0.052239528950796","0"
+"NUM_SALAS","2011","NUM_SALAS","2012","189172","0.059633560992113","0"
+"NUM_SALAS","2011","NUM_SALAS_UTILIZADAS","2012","189491","0.0547730499073835","0"
"NUM_SALAS","2011","NUM_COMPUTADOR","2012","134968","0.281666765455515","0"
"NUM_SALAS","2011","NUM_COMPUTADOR_ADM","2012","120366","0.338907997274978","0"
"NUM_SALAS","2011","NUM_COMPUTADPR_ALUNO","2012","97153","0.365310386709623","0"
"NUM_SALAS","2011","NUM_FUNCIONARIOS","2012","186154","0.501595453226899","0"
"NUM_SALAS_UTILIZADAS","2011","NUM_SALAS","2012","189172","0.0662888799610936","0"
-"NUM_SALAS_UTILIZADAS","2011","NUM_SALAS_UTILIZADAS","2012","189491","0.062261532209973","1.92754771068504e-319"
+"NUM_SALAS_UTILIZADAS","2011","NUM_SALAS_UTILIZADAS","2012","189491","0.062261532209973","0"
"NUM_SALAS_UTILIZADAS","2011","NUM_COMPUTADOR","2012","134968","0.285904807065378","0"
"NUM_SALAS_UTILIZADAS","2011","NUM_COMPUTADOR_ADM","2012","120366","0.330840935147799","0"
"NUM_SALAS_UTILIZADAS","2011","NUM_COMPUTADPR_ALUNO","2012","97153","0.374821158379052","0"
@@ -164,14 +164,14 @@
"NUM_COMPUTADOR_ADM","2011","NUM_SALAS","2012","189172","0.441312667836677","0"
"NUM_COMPUTADOR_ADM","2011","NUM_SALAS_UTILIZADAS","2012","189491","0.434485015119451","0"
"NUM_COMPUTADOR_ADM","2011","NUM_COMPUTADOR","2012","134968","0.520812340702981","0"
-"NUM_COMPUTADOR_ADM","2011","NUM_COMPUTADOR_ADM","2012","120366","0.0475881893557981","8.29476519839416e-119"
+"NUM_COMPUTADOR_ADM","2011","NUM_COMPUTADOR_ADM","2012","120366","0.0475881893557981","0"
"NUM_COMPUTADOR_ADM","2011","NUM_COMPUTADPR_ALUNO","2012","97153","0.682130248165265","0"
"NUM_COMPUTADOR_ADM","2011","NUM_FUNCIONARIOS","2012","186154","0.698378761670445","0"
"NUM_COMPUTADPR_ALUNO","2011","NUM_SALAS","2012","189172","0.323932717315459","0"
"NUM_COMPUTADPR_ALUNO","2011","NUM_SALAS_UTILIZADAS","2012","189491","0.330142328659408","0"
"NUM_COMPUTADPR_ALUNO","2011","NUM_COMPUTADOR","2012","134968","0.148998281074032","0"
"NUM_COMPUTADPR_ALUNO","2011","NUM_COMPUTADOR_ADM","2012","120366","0.620042204609275","0"
-"NUM_COMPUTADPR_ALUNO","2011","NUM_COMPUTADPR_ALUNO","2012","97153","0.0783506428005311","1.93014140751441e-259"
+"NUM_COMPUTADPR_ALUNO","2011","NUM_COMPUTADPR_ALUNO","2012","97153","0.0783506428005311","0"
"NUM_COMPUTADPR_ALUNO","2011","NUM_FUNCIONARIOS","2012","186154","0.356779870429859","0"
"NUM_FUNCIONARIOS","2011","NUM_SALAS","2012","189172","0.412798934303173","0"
"NUM_FUNCIONARIOS","2011","NUM_SALAS_UTILIZADAS","2012","189491","0.414684602434944","0"
@@ -180,7 +180,7 @@
"NUM_FUNCIONARIOS","2011","NUM_COMPUTADPR_ALUNO","2012","97153","0.262606404331312","0"
"NUM_FUNCIONARIOS","2011","NUM_FUNCIONARIOS","2012","186154","0.0663697798596861","0"
"NUM_SALAS","2012","NUM_SALAS","2013","185051","0.0646416393318599","0"
-"NUM_SALAS","2012","NUM_SALAS_UTILIZADAS","2013","185469","0.0597674004820212","3.72855075133768e-288"
+"NUM_SALAS","2012","NUM_SALAS_UTILIZADAS","2013","185469","0.0597674004820212","0"
"NUM_SALAS","2012","NUM_TV","2013","139288","0.485784848658894","0"
"NUM_SALAS","2012","NUM_DVD","2013","127700","0.6092795614722","0"
"NUM_SALAS","2012","NUM_COPIADORA","2013","88071","0.623565078175563","0"
@@ -223,12 +223,12 @@
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@@ -506,11 +506,11 @@
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@@ -1618,61 +1618,61 @@
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"QTDE_SALAS_UTILIZADAS_FORA","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","17974","0.00945810615333259","0.397408251091407"
@@ -1992,26 +1992,26 @@
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@@ -2025,14 +2025,14 @@
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"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","45336","0.00533792129874713","0.538180047192125"
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@@ -2049,9 +2049,9 @@
"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","QT_PROF_ADMIN","2021","45336","0.549673548614788","0"
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@@ -2061,11 +2061,11 @@
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@@ -2079,9 +2079,9 @@
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@@ -2092,9 +2092,9 @@
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@@ -2102,17 +2102,17 @@
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@@ -2123,9 +2123,9 @@
"QTDE_TABLET","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","17437","0.279864655617365","0"
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@@ -2141,14 +2141,14 @@
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@@ -2159,69 +2159,69 @@
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@@ -2278,22 +2278,22 @@
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-"QTDE_PROF_MONITORES","2020","NUM_TV","2021","37340","0.105409748259239","1.30433687664011e-180"
-"QTDE_PROF_MONITORES","2020","NUM_DVD","2021","37340","0.122013926084628","7.56318534630162e-242"
-"QTDE_PROF_MONITORES","2020","NUM_SOM","2021","37340","0.138725227637922","1.65370302394707e-312"
-"QTDE_PROF_MONITORES","2020","NUM_MULTIMIDIA","2021","37340","0.122228173540439","1.07181732951244e-242"
+"QTDE_PROF_MONITORES","2020","NUM_TV","2021","37340","0.105409748259239","0"
+"QTDE_PROF_MONITORES","2020","NUM_DVD","2021","37340","0.122013926084628","0"
+"QTDE_PROF_MONITORES","2020","NUM_SOM","2021","37340","0.138725227637922","0"
+"QTDE_PROF_MONITORES","2020","NUM_MULTIMIDIA","2021","37340","0.122228173540439","0"
"QTDE_PROF_MONITORES","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","37340","0.664997321906802","0"
"QTDE_PROF_MONITORES","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","17974","0.26104372983198","0"
"QTDE_PROF_MONITORES","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","37340","0.621692554900911","0"
@@ -2303,18 +2303,18 @@
"QTDE_PROF_MONITORES","2020","QTDE_COMPUTADOR_PORTATIL","2021","37340","0.142688805570434","0"
"QTDE_PROF_MONITORES","2020","QTDE_TABLET","2021","18132","0.408835208471211","0"
"QTDE_PROF_MONITORES","2020","QTDE_PROF_SERVICOS_GERAIS","2021","37340","0.306855918585967","0"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_BIBLIOTECARIO","2021","34536","0.13606092193653","4.31255636816184e-278"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_SAUDE","2021","5352","0.113789237668161","1.60488841447097e-30"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_COORDENADOR","2021","37340","0.134413497589716","2.07349382994877e-293"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_BIBLIOTECARIO","2021","34536","0.13606092193653","0"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_SAUDE","2021","5352","0.113789237668161","0"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_COORDENADOR","2021","37340","0.134413497589716","0"
"QTDE_PROF_MONITORES","2020","QTDE_PROF_ALIMENTACAO","2021","37340","0.186127477236208","0"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_PEDAGOGIA","2021","37340","0.122013926084628","7.56318534630162e-242"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_PEDAGOGIA","2021","37340","0.122013926084628","0"
"QTDE_PROF_MONITORES","2020","QTDE_PROF_SEGURANCA","2021","29382","0.245592539650126","0"
-"QTDE_PROF_MONITORES","2020","QTDE_PROF_MONITORES","2021","19300","0.0247150259067358","1.51741053700692e-05"
-"QTDE_PROF_MONITORES","2020","QT_PROF_ADMIN","2021","37340","0.0831815747188002","1.24695741892146e-112"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_MONITORES","2021","19300","0.0247150259067358","1.51741053701082e-05"
+"QTDE_PROF_MONITORES","2020","QT_PROF_ADMIN","2021","37340","0.0831815747188002","0"
"QT_PROF_ADMIN","2020","NUM_SALAS_UTILIZADAS","2021","172924","0.637655848812194","0"
-"QT_PROF_ADMIN","2020","NUM_TV","2021","127527","0.0113387753181679","1.51493679928478e-07"
+"QT_PROF_ADMIN","2020","NUM_TV","2021","127527","0.0113387753181679","1.51493679934056e-07"
"QT_PROF_ADMIN","2020","NUM_DVD","2021","91681","0.177834011409125","0"
-"QT_PROF_ADMIN","2020","NUM_SOM","2021","125382","0.0704965625049848","4.82876818214831e-271"
+"QT_PROF_ADMIN","2020","NUM_SOM","2021","125382","0.0704965625049848","0"
"QT_PROF_ADMIN","2020","NUM_MULTIMIDIA","2021","88592","0.199543976882788","0"
"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","169565","0.638539792999735","0"
"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","17974","0.206576165572494","0"
@@ -2322,14 +2322,14 @@
"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","50399","0.550824421119467","0"
"QT_PROF_ADMIN","2020","QTDE_LOUSA_DIGITAL","2021","19939","0.345303174682782","0"
"QT_PROF_ADMIN","2020","QTDE_COMPUTADOR_MESA","2021","79710","0.528716597666541","0"
-"QT_PROF_ADMIN","2020","QTDE_COMPUTADOR_PORTATIL","2021","45846","0.0677049251843127","1.07498087520187e-91"
+"QT_PROF_ADMIN","2020","QTDE_COMPUTADOR_PORTATIL","2021","45846","0.0677049251843127","0"
"QT_PROF_ADMIN","2020","QTDE_TABLET","2021","18132","0.408835208471211","0"
"QT_PROF_ADMIN","2020","QTDE_PROF_SERVICOS_GERAIS","2021","140015","0.245230868121273","0"
"QT_PROF_ADMIN","2020","QTDE_PROF_BIBLIOTECARIO","2021","34536","0.204713921704888","0"
-"QT_PROF_ADMIN","2020","QTDE_PROF_SAUDE","2021","5352","0.199364723467862","8.25980425076037e-93"
+"QT_PROF_ADMIN","2020","QTDE_PROF_SAUDE","2021","5352","0.199364723467862","0"
"QT_PROF_ADMIN","2020","QTDE_PROF_COORDENADOR","2021","46232","0.191555632462364","0"
"QT_PROF_ADMIN","2020","QTDE_PROF_ALIMENTACAO","2021","108050","0.0915131883387321","0"
"QT_PROF_ADMIN","2020","QTDE_PROF_PEDAGOGIA","2021","98478","0.169235768394971","0"
-"QT_PROF_ADMIN","2020","QTDE_PROF_SEGURANCA","2021","29382","0.148322101967191","3.78799910431118e-281"
-"QT_PROF_ADMIN","2020","QTDE_PROF_MONITORES","2021","19300","0.108704663212435","1.79802343030764e-99"
-"QT_PROF_ADMIN","2020","QT_PROF_ADMIN","2021","101818","0.00886876583708185","0.000665249519519841"
+"QT_PROF_ADMIN","2020","QTDE_PROF_SEGURANCA","2021","29382","0.148322101967191","0"
+"QT_PROF_ADMIN","2020","QTDE_PROF_MONITORES","2021","19300","0.108704663212435","0"
+"QT_PROF_ADMIN","2020","QT_PROF_ADMIN","2021","101818","0.00886876583708185","0.000665249519519739"
diff --git a/Testes_R/Result_KS/sub_bkp.csv b/Testes_R/Result_KS/KS_subsequente.csv
similarity index 90%
rename from Testes_R/Result_KS/sub_bkp.csv
rename to Testes_R/Result_KS/KS_subsequente.csv
index 5d11829226715ad945ea748f19e6e62ebc16db79..05ab30346675ce4e1370cf7688dafe6da16c463b 100644
--- a/Testes_R/Result_KS/sub_bkp.csv
+++ b/Testes_R/Result_KS/KS_subsequente.csv
@@ -1,186 +1,186 @@
"coluna1","ano_coluna1","coluna2","ano_coluna2","tamanho_amostra","estatistica_ks","p_valor"
-"NUM_SALAS","2007","NUM_SALAS","2008","191233","0.0147307211621425","1.90263038268517e-18"
-"NUM_SALAS","2007","NUM_SALAS_UTILIZADAS","2008","191125","0.015570961412688","1.50030418309793e-20"
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"NUM_SALAS","2007","NUM_COMPUTADOR","2008","103302","0.173046020406188","0"
"NUM_SALAS","2007","NUM_COMPUTADOR_ADM","2008","92241","0.402738478550753","0"
"NUM_SALAS","2007","NUM_COMPUTADPR_ALUNO","2008","56091","0.365709293826104","0"
"NUM_SALAS","2007","NUM_FUNCIONARIOS","2008","190301","0.420150183130935","0"
-"NUM_SALAS_UTILIZADAS","2007","NUM_SALAS","2008","189299","0.0335342500488645","7.08614535215225e-93"
-"NUM_SALAS_UTILIZADAS","2007","NUM_SALAS_UTILIZADAS","2008","189299","0.0152827009123133","1.25785791673071e-19"
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"NUM_SALAS_UTILIZADAS","2007","NUM_COMPUTADOR_ADM","2008","92241","0.385316724666905","0"
"NUM_SALAS_UTILIZADAS","2007","NUM_COMPUTADPR_ALUNO","2008","56091","0.386069066338628","0"
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"NUM_COMPUTADOR","2007","NUM_SALAS","2008","91705","0.129393162859168","0"
"NUM_COMPUTADOR","2007","NUM_SALAS_UTILIZADAS","2008","91705","0.148737800556131","0"
-"NUM_COMPUTADOR","2007","NUM_COMPUTADOR","2008","91705","0.0414699307562292","6.43255574451611e-69"
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"NUM_COMPUTADOR","2007","NUM_COMPUTADOR_ADM","2008","91705","0.379554004688948","0"
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"NUM_COMPUTADOR_ADM","2007","NUM_SALAS","2008","74048","0.432503241140882","0"
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"NUM_COMPUTADOR_ADM","2007","NUM_COMPUTADPR_ALUNO","2008","56091","0.698507781997112","0"
"NUM_COMPUTADOR_ADM","2007","NUM_FUNCIONARIOS","2008","74048","0.665784356093345","0"
"NUM_COMPUTADPR_ALUNO","2007","NUM_SALAS","2008","44094","0.327096657141561","0"
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"NUM_FUNCIONARIOS","2007","NUM_SALAS","2008","187764","0.396636202892993","0"
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"NUM_FUNCIONARIOS","2007","NUM_COMPUTADOR","2008","103302","0.260024007279627","0"
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"NUM_COMPUTADPR_ALUNO","2008","NUM_SALAS_UTILIZADAS","2009","56091","0.360414326719081","0"
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-"NUM_COMPUTADPR_ALUNO","2008","NUM_COMPUTADPR_ALUNO","2009","56091","0.0233370772494696","1.08168419893681e-13"
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-"NUM_SALAS","2009","NUM_SALAS","2010","188434","0.0198743326575883","9.47900588858658e-33"
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"NUM_SALAS_UTILIZADAS","2009","NUM_FUNCIONARIOS","2010","187469","0.460748177031936","0"
"NUM_COMPUTADOR","2009","NUM_SALAS","2010","110460","0.201104472207134","0"
"NUM_COMPUTADOR","2009","NUM_SALAS_UTILIZADAS","2010","110460","0.20620133985153","0"
-"NUM_COMPUTADOR","2009","NUM_COMPUTADOR","2010","110460","0.0627014303820388","5.01093703445665e-189"
+"NUM_COMPUTADOR","2009","NUM_COMPUTADOR","2010","110460","0.0627014303820388","0"
"NUM_COMPUTADOR","2009","NUM_COMPUTADOR_ADM","2010","110460","0.418721709216006","0"
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"NUM_COMPUTADOR","2009","NUM_FUNCIONARIOS","2010","110460","0.290802100307804","0"
"NUM_COMPUTADOR_ADM","2009","NUM_SALAS","2010","104622","0.404675880789891","0"
"NUM_COMPUTADOR_ADM","2009","NUM_SALAS_UTILIZADAS","2010","104622","0.3971057712527","0"
"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR","2010","104622","0.456385846189138","0"
-"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR_ADM","2010","104622","0.0206075204067978","1.01252777365301e-19"
+"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADOR_ADM","2010","104622","0.0206075204067978","0"
"NUM_COMPUTADOR_ADM","2009","NUM_COMPUTADPR_ALUNO","2010","79013","0.67258552390113","0"
"NUM_COMPUTADOR_ADM","2009","NUM_FUNCIONARIOS","2010","104622","0.660406033147904","0"
"NUM_COMPUTADPR_ALUNO","2009","NUM_SALAS","2010","65550","0.36509534706331","0"
"NUM_COMPUTADPR_ALUNO","2009","NUM_SALAS_UTILIZADAS","2010","65550","0.373867276887872","0"
"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADOR","2010","65550","0.207932875667429","0"
"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADOR_ADM","2010","65550","0.637620137299771","0"
-"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADPR_ALUNO","2010","65550","0.0520976353928299","1.08196028501333e-77"
+"NUM_COMPUTADPR_ALUNO","2009","NUM_COMPUTADPR_ALUNO","2010","65550","0.0520976353928299","0"
"NUM_COMPUTADPR_ALUNO","2009","NUM_FUNCIONARIOS","2010","65550","0.324500381388253","0"
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@@ -285,11 +285,11 @@
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@@ -299,11 +299,11 @@
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@@ -313,10 +313,10 @@
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@@ -337,11 +337,11 @@
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"QTDE_SALAS_UTILIZADAS_FORA","2020","QTDE_PROF_PEDAGOGIA","2021","18571","0.370793172150127","0"
"QTDE_SALAS_UTILIZADAS_FORA","2020","QTDE_PROF_SEGURANCA","2021","18571","0.215497280706478","0"
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"QTDE_SALAS_UTILIZADAS_FORA","2020","QT_PROF_ADMIN","2021","18571","0.209843304076248","0"
-"QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2020","NUM_SALAS_UTILIZADAS","2021","55050","0.0527338782924614","6.55284776305035e-67"
+"QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2020","NUM_SALAS_UTILIZADAS","2021","55050","0.0527338782924614","0"
"QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2020","NUM_TV","2021","55050","0.591716621253406","0"
"QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2020","NUM_DVD","2021","55050","0.74141689373297","0"
"QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2020","NUM_SOM","2021","55050","0.527157129881925","0"
"QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2020","NUM_MULTIMIDIA","2021","55050","0.74141689373297","0"
-"QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","55050","0.0495186194368756","4.74889083465653e-59"
+"QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","55050","0.0495186194368756","0"
"QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","17974","0.394291754756871","0"
"QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","55050","0.00534059945504087","0.41229241787129"
-"QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","50399","0.0431754598305522","3.15609467842387e-41"
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"QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2020","QTDE_LOUSA_DIGITAL","2021","19939","0.763328150860123","0"
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"QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2020","QTDE_COMPUTADOR_PORTATIL","2021","45846","0.54776861667321","0"
@@ -1523,14 +1523,14 @@
"QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2020","QTDE_PROF_SEGURANCA","2021","29382","0.61704444898237","0"
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-"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","NUM_SALAS_UTILIZADAS","2021","45336","0.094670901711664","6.84281019200275e-177"
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"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","NUM_TV","2021","45336","0.543475383800953","0"
"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","NUM_DVD","2021","45336","0.693643020998765","0"
"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","NUM_SOM","2021","45336","0.474479442385742","0"
"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","NUM_MULTIMIDIA","2021","45336","0.693643020998765","0"
-"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","45336","0.0901932239280042","1.35889166868246e-160"
+"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","45336","0.0901932239280042","0"
"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","17974","0.349616112162012","0"
-"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","45336","0.049739721192871","3.88353354762955e-49"
+"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","45336","0.049739721192871","0"
"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","45336","0.00533792129874713","0.538180047192125"
"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","QTDE_LOUSA_DIGITAL","2021","19939","0.721149505993279","0"
"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","QTDE_COMPUTADOR_MESA","2021","45336","0.188062466913711","0"
@@ -1547,9 +1547,9 @@
"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","QT_PROF_ADMIN","2021","45336","0.549673548614788","0"
"QTDE_LOUSA_DIGITAL","2020","NUM_SALAS_UTILIZADAS","2021","18473","0.803334596438045","0"
"QTDE_LOUSA_DIGITAL","2020","NUM_TV","2021","18473","0.363178693227954","0"
-"QTDE_LOUSA_DIGITAL","2020","NUM_DVD","2021","18473","0.182266009852217","6.0117256526427e-267"
+"QTDE_LOUSA_DIGITAL","2020","NUM_DVD","2021","18473","0.182266009852217","0"
"QTDE_LOUSA_DIGITAL","2020","NUM_SOM","2021","18473","0.395008931954745","0"
-"QTDE_LOUSA_DIGITAL","2020","NUM_MULTIMIDIA","2021","18473","0.151897363720024","1.5642192004948e-185"
+"QTDE_LOUSA_DIGITAL","2020","NUM_MULTIMIDIA","2021","18473","0.151897363720024","0"
"QTDE_LOUSA_DIGITAL","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","18473","0.803063931142749","0"
"QTDE_LOUSA_DIGITAL","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","17974","0.50339379103149","0"
"QTDE_LOUSA_DIGITAL","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","18473","0.767065446868403","0"
@@ -1559,11 +1559,11 @@
"QTDE_LOUSA_DIGITAL","2020","QTDE_COMPUTADOR_PORTATIL","2021","18473","0.398635846911709","0"
"QTDE_LOUSA_DIGITAL","2020","QTDE_TABLET","2021","18132","0.508934480476506","0"
"QTDE_LOUSA_DIGITAL","2020","QTDE_PROF_SERVICOS_GERAIS","2021","18473","0.571590970605749","0"
-"QTDE_LOUSA_DIGITAL","2020","QTDE_PROF_BIBLIOTECARIO","2021","18473","0.151897363720024","1.5642192004948e-185"
-"QTDE_LOUSA_DIGITAL","2020","QTDE_PROF_SAUDE","2021","5352","0.152840059790732","1.00961926397214e-54"
-"QTDE_LOUSA_DIGITAL","2020","QTDE_PROF_COORDENADOR","2021","18473","0.175336978292643","4.5502967936885e-247"
+"QTDE_LOUSA_DIGITAL","2020","QTDE_PROF_BIBLIOTECARIO","2021","18473","0.151897363720024","0"
+"QTDE_LOUSA_DIGITAL","2020","QTDE_PROF_SAUDE","2021","5352","0.152840059790732","0"
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"QTDE_LOUSA_DIGITAL","2020","QTDE_PROF_ALIMENTACAO","2021","18473","0.448492394305202","0"
-"QTDE_LOUSA_DIGITAL","2020","QTDE_PROF_PEDAGOGIA","2021","18473","0.198181129215612","1.59414480188668e-315"
+"QTDE_LOUSA_DIGITAL","2020","QTDE_PROF_PEDAGOGIA","2021","18473","0.198181129215612","0"
"QTDE_LOUSA_DIGITAL","2020","QTDE_PROF_SEGURANCA","2021","18473","0.501596925242245","0"
"QTDE_LOUSA_DIGITAL","2020","QTDE_PROF_MONITORES","2021","18473","0.242353705407893","0"
"QTDE_LOUSA_DIGITAL","2020","QT_PROF_ADMIN","2021","18473","0.348346235045742","0"
@@ -1577,9 +1577,9 @@
"QTDE_COMPUTADOR_MESA","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","58482","0.200215450907972","0"
"QTDE_COMPUTADOR_MESA","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","50399","0.200301593285581","0"
"QTDE_COMPUTADOR_MESA","2020","QTDE_LOUSA_DIGITAL","2021","19939","0.679773308591203","0"
-"QTDE_COMPUTADOR_MESA","2020","QTDE_COMPUTADOR_MESA","2021","78911","0.0215432575939983","2.48673538197446e-16"
+"QTDE_COMPUTADOR_MESA","2020","QTDE_COMPUTADOR_MESA","2021","78911","0.0215432575939983","2.22044604925031e-16"
"QTDE_COMPUTADOR_MESA","2020","QTDE_COMPUTADOR_PORTATIL","2021","45846","0.492736552807224","0"
-"QTDE_COMPUTADOR_MESA","2020","QTDE_TABLET","2021","18132","0.173009044782705","3.95055329509257e-236"
+"QTDE_COMPUTADOR_MESA","2020","QTDE_TABLET","2021","18132","0.173009044782705","0"
"QTDE_COMPUTADOR_MESA","2020","QTDE_PROF_SERVICOS_GERAIS","2021","78911","0.446553712410184","0"
"QTDE_COMPUTADOR_MESA","2020","QTDE_PROF_BIBLIOTECARIO","2021","34536","0.671154737085939","0"
"QTDE_COMPUTADOR_MESA","2020","QTDE_PROF_SAUDE","2021","5352","0.596038863976084","0"
@@ -1590,9 +1590,9 @@
"QTDE_COMPUTADOR_MESA","2020","QTDE_PROF_MONITORES","2021","19300","0.574507772020725","0"
"QTDE_COMPUTADOR_MESA","2020","QT_PROF_ADMIN","2021","78911","0.552153692134177","0"
"QTDE_COMPUTADOR_PORTATIL","2020","NUM_SALAS_UTILIZADAS","2021","41359","0.642447834812254","0"
-"QTDE_COMPUTADOR_PORTATIL","2020","NUM_TV","2021","41359","0.0250489615319519","1.07342992212007e-11"
+"QTDE_COMPUTADOR_PORTATIL","2020","NUM_TV","2021","41359","0.0250489615319519","1.07343023358908e-11"
"QTDE_COMPUTADOR_PORTATIL","2020","NUM_DVD","2021","41359","0.193162310500737","0"
-"QTDE_COMPUTADOR_PORTATIL","2020","NUM_SOM","2021","41359","0.0704804274764864","1.18859788325008e-89"
+"QTDE_COMPUTADOR_PORTATIL","2020","NUM_SOM","2021","41359","0.0704804274764864","0"
"QTDE_COMPUTADOR_PORTATIL","2020","NUM_MULTIMIDIA","2021","41359","0.224110834401219","0"
"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","41359","0.641093836891607","0"
"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","17974","0.210526315789474","0"
@@ -1600,17 +1600,17 @@
"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","41359","0.551778331197563","0"
"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_LOUSA_DIGITAL","2021","19939","0.375545413511209","0"
"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_COMPUTADOR_MESA","2021","41359","0.521361735051621","0"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_COMPUTADOR_PORTATIL","2021","41359","0.0488164607461496","3.13889847058695e-43"
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"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_TABLET","2021","18132","0.388649900727995","0"
"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_SERVICOS_GERAIS","2021","41359","0.247684905341038","0"
"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_BIBLIOTECARIO","2021","34536","0.230542043085476","0"
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"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_COORDENADOR","2021","41359","0.202857902753935","0"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_ALIMENTACAO","2021","41359","0.0687879300756788","2.03647224603666e-85"
+"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_ALIMENTACAO","2021","41359","0.0687879300756788","0"
"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_PEDAGOGIA","2021","41359","0.177446263207524","0"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_SEGURANCA","2021","29382","0.131509087196243","4.10965796957063e-221"
-"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_MONITORES","2021","19300","0.133316062176166","2.12994904606087e-149"
-"QTDE_COMPUTADOR_PORTATIL","2020","QT_PROF_ADMIN","2021","41359","0.0326168427669915","1.5560383232257e-19"
+"QTDE_COMPUTADOR_PORTATIL","2020","QTDE_PROF_SEGURANCA","2021","29382","0.131509087196243","0"
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"QTDE_TABLET","2020","NUM_SALAS_UTILIZADAS","2021","17437","0.310431840339508","0"
"QTDE_TABLET","2020","NUM_TV","2021","17437","0.400412915065665","0"
"QTDE_TABLET","2020","NUM_DVD","2021","17437","0.49521133222458","0"
@@ -1621,9 +1621,9 @@
"QTDE_TABLET","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","17437","0.279864655617365","0"
"QTDE_TABLET","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","17437","0.237999655904112","0"
"QTDE_TABLET","2020","QTDE_LOUSA_DIGITAL","2021","17437","0.49521133222458","0"
-"QTDE_TABLET","2020","QTDE_COMPUTADOR_MESA","2021","17437","0.16923782760796","2.54284387155457e-217"
+"QTDE_TABLET","2020","QTDE_COMPUTADOR_MESA","2021","17437","0.16923782760796","0"
"QTDE_TABLET","2020","QTDE_COMPUTADOR_PORTATIL","2021","17437","0.33222457991627","0"
-"QTDE_TABLET","2020","QTDE_TABLET","2021","17437","0.021620691632735","0.000576893107064767"
+"QTDE_TABLET","2020","QTDE_TABLET","2021","17437","0.021620691632735","0.000576893107064769"
"QTDE_TABLET","2020","QTDE_PROF_SERVICOS_GERAIS","2021","17437","0.354189367437059","0"
"QTDE_TABLET","2020","QTDE_PROF_BIBLIOTECARIO","2021","17437","0.49521133222458","0"
"QTDE_TABLET","2020","QTDE_PROF_SAUDE","2021","5352","0.416106128550075","0"
@@ -1639,14 +1639,14 @@
"QTDE_PROF_SERVICOS_GERAIS","2020","NUM_SOM","2021","125382","0.189189835861607","0"
"QTDE_PROF_SERVICOS_GERAIS","2020","NUM_MULTIMIDIA","2021","88592","0.442048943471194","0"
"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","139150","0.436126482213439","0"
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+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","17974","0.0697118059419161","0"
"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","58482","0.390906603741322","0"
"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","50399","0.352487152522868","0"
"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_LOUSA_DIGITAL","2021","19939","0.566277145293144","0"
"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_COMPUTADOR_MESA","2021","79710","0.421879312507841","0"
"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_COMPUTADOR_PORTATIL","2021","45846","0.215787636871265","0"
"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_TABLET","2021","18132","0.359585263622325","0"
-"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_SERVICOS_GERAIS","2021","139150","0.0182680560546173","1.35995355659675e-20"
+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_SERVICOS_GERAIS","2021","139150","0.0182680560546173","0"
"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_BIBLIOTECARIO","2021","34536","0.4568276580959","0"
"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_SAUDE","2021","5352","0.424701046337818","0"
"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_PROF_COORDENADOR","2021","46232","0.449948087904482","0"
@@ -1657,69 +1657,69 @@
"QTDE_PROF_SERVICOS_GERAIS","2020","QT_PROF_ADMIN","2021","101818","0.264697794103204","0"
"QTDE_PROF_BIBLIOTECARIO","2020","NUM_SALAS_UTILIZADAS","2021","37202","0.787323262190205","0"
"QTDE_PROF_BIBLIOTECARIO","2020","NUM_TV","2021","37202","0.197328100639751","0"
-"QTDE_PROF_BIBLIOTECARIO","2020","NUM_DVD","2021","37202","0.0153755174452986","0.000303039075672501"
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"QTDE_PROF_BIBLIOTECARIO","2020","NUM_SOM","2021","37202","0.264367507123273","0"
-"QTDE_PROF_BIBLIOTECARIO","2020","NUM_MULTIMIDIA","2021","37202","0.0172302564378259","3.19465234238455e-05"
+"QTDE_PROF_BIBLIOTECARIO","2020","NUM_MULTIMIDIA","2021","37202","0.0172302564378259","3.19465234238647e-05"
"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","37202","0.787350142465459","0"
"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","17974","0.395293201290753","0"
"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","37202","0.742970808021074","0"
"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","37202","0.700903177248535","0"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_LOUSA_DIGITAL","2021","19939","0.16736044937058","5.69452523668134e-243"
+"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_LOUSA_DIGITAL","2021","19939","0.16736044937058","0"
"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_COMPUTADOR_MESA","2021","37202","0.649669372614375","0"
"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_COMPUTADOR_PORTATIL","2021","37202","0.233589591957422","0"
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"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_SERVICOS_GERAIS","2021","37202","0.439841943981506","0"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_BIBLIOTECARIO","2021","34536","0.0229036367848043","2.71027804086008e-08"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_SAUDE","2021","5352","0.0850149476831091","3.17495216358604e-17"
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"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_COORDENADOR","2021","37202","0.00438148486640503","0.867482716690148"
"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_ALIMENTACAO","2021","37202","0.281194559432289","0"
-"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_PEDAGOGIA","2021","37202","0.0272834793828289","1.8803101241978e-12"
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@@ -1727,48 +1727,48 @@
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@@ -1776,43 +1776,43 @@
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@@ -1820,14 +1820,14 @@
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diff --git a/Testes_R/Result_T/T_acumulado.csv b/Testes_R/Result_T/T_acumulado.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a8141851f25ea32a3aa92c5fcc1051706b4809a7
--- /dev/null
+++ b/Testes_R/Result_T/T_acumulado.csv
@@ -0,0 +1,2335 @@
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diff --git a/Testes_R/Result_T/sub_bkp.csv b/Testes_R/Result_T/T_subsequente.csv
similarity index 100%
rename from Testes_R/Result_T/sub_bkp.csv
rename to Testes_R/Result_T/T_subsequente.csv
diff --git a/Testes_R/raw_tests/.RData b/Testes_R/raw_tests/.RData
new file mode 100644
index 0000000000000000000000000000000000000000..f7fc5addd50cb79f1fc6928a585289e8d8975f9d
Binary files /dev/null and b/Testes_R/raw_tests/.RData differ
diff --git a/Testes_R/raw_tests/.Rhistory b/Testes_R/raw_tests/.Rhistory
new file mode 100644
index 0000000000000000000000000000000000000000..2b7d9128690a9fb85cc485a89ab297eb82f5a97f
--- /dev/null
+++ b/Testes_R/raw_tests/.Rhistory
@@ -0,0 +1,2 @@
+install.packages('effsize')
+ls
diff --git a/Testes_R/raw_tests/run.sh b/Testes_R/raw_tests/run.sh
index 4c43edad38d7afc62dfd117cbfd35e213dbfb5e4..aa197aa4e8cb3cb757f94ae49db98015bb0b7290 100644
--- a/Testes_R/raw_tests/run.sh
+++ b/Testes_R/raw_tests/run.sh
@@ -1,6 +1,6 @@
#!/bin/bash
-Rscript ./teste_ks.r
-Rscript ./teste_f.r
-Rscript ./teste_t.r
+#Rscript ./teste_ks.r
+#Rscript ./teste_f.r
+#Rscript ./teste_t.r
Rscript ./teste_cohend.r
diff --git a/Testes_hist/Result_COHEND/COHEND_acumulado.csv b/Testes_hist/Result_COHEND/COHEND_acumulado.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f3401ac8cb3a9e6b39401e474d525dc30dfb2ebe
--- /dev/null
+++ b/Testes_hist/Result_COHEND/COHEND_acumulado.csv
@@ -0,0 +1,2335 @@
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diff --git a/Testes_hist/Result_COHEND/COHEND_subsequente.csv b/Testes_hist/Result_COHEND/COHEND_subsequente.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dc604706c552879ed2f39d893af6008248177a8c
--- /dev/null
+++ b/Testes_hist/Result_COHEND/COHEND_subsequente.csv
@@ -0,0 +1,1833 @@
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diff --git a/Testes_hist/Result_F/.ipynb_checkpoints/F_subsequente-checkpoint.csv b/Testes_hist/Result_F/.ipynb_checkpoints/F_subsequente-checkpoint.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8315a03daca1b98cfa327a05f374507b6e660a53
--- /dev/null
+++ b/Testes_hist/Result_F/.ipynb_checkpoints/F_subsequente-checkpoint.csv
@@ -0,0 +1,1833 @@
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+"QTDE_TABLET","2020","NUM_MULTIMIDIA","2021","90","0.0116553266653045","4.59921193119094e-62"
+"QTDE_TABLET","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","90","0.0283515530085957","1.79288452914971e-45"
+"QTDE_TABLET","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","90","0.838597497699695","0.398499822289422"
+"QTDE_TABLET","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","90","0.203754701296244","9.52044645023719e-13"
+"QTDE_TABLET","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","90","0.268915452493165","1.71764977423023e-09"
+"QTDE_TABLET","2020","QTDE_LOUSA_DIGITAL","2021","90","0.170921342723578","1.91334596341194e-15"
+"QTDE_TABLET","2020","QTDE_COMPUTADOR_MESA","2021","90","0.0888271680685768","5.69085635562386e-24"
+"QTDE_TABLET","2020","QTDE_COMPUTADOR_PORTATIL","2021","90","0.0851654864679344","3.73565714658713e-26"
+"QTDE_TABLET","2020","QTDE_TABLET","2021","90","1.05929041166758","0.782940885290761"
+"QTDE_TABLET","2020","QTDE_PROF_SERVICOS_GERAIS","2021","90","0.0121248633970612","4.75927724876711e-60"
+"QTDE_TABLET","2020","QTDE_PROF_BIBLIOTECARIO","2021","90","0.0755858853686329","3.85792209586844e-28"
+"QTDE_TABLET","2020","QTDE_PROF_SAUDE","2021","90","3.35569785925163","9.39854705173104e-09"
+"QTDE_TABLET","2020","QTDE_PROF_COORDENADOR","2021","90","0.044116047029685","1.78177009790559e-37"
+"QTDE_TABLET","2020","QTDE_PROF_ALIMENTACAO","2021","90","0.01463749738679","9.11712820690741e-58"
+"QTDE_TABLET","2020","QTDE_PROF_PEDAGOGIA","2021","90","0.0102545231978003","1.7292664899056e-64"
+"QTDE_TABLET","2020","QTDE_PROF_SEGURANCA","2021","90","0.1954426785418","1.3193310654233e-13"
+"QTDE_TABLET","2020","QTDE_PROF_MONITORES","2021","90","0.316046243425788","8.13690223056893e-08"
+"QTDE_TABLET","2020","QT_PROF_ADMIN","2021","90","0.014568151929427","7.42230354360253e-58"
+"QTDE_PROF_SERVICOS_GERAIS","2020","NUM_SALAS_UTILIZADAS","2021","80","2.19170037267269","0.000230677436963811"
+"QTDE_PROF_SERVICOS_GERAIS","2020","NUM_TV","2021","80","0.760267797861679","0.206022786478301"
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+"QTDE_PROF_SERVICOS_GERAIS","2020","QTDE_COMPUTADOR_MESA","2021","80","6.97434166873019","1.24344978758018e-14"
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+"QTDE_PROF_BIBLIOTECARIO","2020","NUM_TV","2021","100","0.143091522666973","1.9042329412103e-19"
+"QTDE_PROF_BIBLIOTECARIO","2020","NUM_DVD","2021","100","0.169903160057912","9.95411972726476e-17"
+"QTDE_PROF_BIBLIOTECARIO","2020","NUM_SOM","2021","100","0.122261462809679","2.34927560950733e-20"
+"QTDE_PROF_BIBLIOTECARIO","2020","NUM_MULTIMIDIA","2021","100","0.172238074748771","1.61327965826147e-16"
+"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","100","0.418968686727125","2.11938512491188e-05"
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+"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","100","3.01101105786633","2.66858160458128e-07"
+"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","100","3.97393236051419","9.25175491772734e-11"
+"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_LOUSA_DIGITAL","2021","100","2.52581191840967","6.19346097385787e-06"
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+"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_COMPUTADOR_PORTATIL","2021","100","1.25854382682773","0.254337125213212"
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+"QTDE_PROF_BIBLIOTECARIO","2020","QTDE_PROF_PEDAGOGIA","2021","100","0.15153752303772","1.59701493932813e-18"
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+"QTDE_PROF_BIBLIOTECARIO","2020","QT_PROF_ADMIN","2021","100","0.21528272119918","3.09055513398258e-13"
+"QTDE_PROF_SAUDE","2020","NUM_SALAS_UTILIZADAS","2021","100","0.00886717512633506","5.60207365780759e-74"
+"QTDE_PROF_SAUDE","2020","NUM_TV","2021","100","0.00307588929153291","1.69870562482626e-96"
+"QTDE_PROF_SAUDE","2020","NUM_DVD","2021","100","0.00365223110970752","7.90670728476348e-93"
+"QTDE_PROF_SAUDE","2020","NUM_SOM","2021","100","0.00262812720987448","2.88821606860511e-97"
+"QTDE_PROF_SAUDE","2020","NUM_MULTIMIDIA","2021","100","0.00370242233669565","1.54635695108142e-92"
+"QTDE_PROF_SAUDE","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","100","0.00900613308861673","1.19350060571726e-73"
+"QTDE_PROF_SAUDE","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","100","0.266388252868357","2.20207452174562e-10"
+"QTDE_PROF_SAUDE","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","100","0.0647245657671369","6.12235629513016e-33"
+"QTDE_PROF_SAUDE","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","100","0.085423481175961","4.20554749520953e-28"
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+"QTDE_PROF_SAUDE","2020","QTDE_COMPUTADOR_MESA","2021","100","0.0282167716621374","9.97804842609152e-48"
+"QTDE_PROF_SAUDE","2020","QTDE_COMPUTADOR_PORTATIL","2021","100","0.0270536046280943","9.45008493114908e-51"
+"QTDE_PROF_SAUDE","2020","QTDE_TABLET","2021","100","0.336493398583191","1.72918313608773e-07"
+"QTDE_PROF_SAUDE","2020","QTDE_PROF_SERVICOS_GERAIS","2021","100","0.00385157502314329","3.82162467592963e-90"
+"QTDE_PROF_SAUDE","2020","QTDE_PROF_BIBLIOTECARIO","2021","100","0.0240105557196267","3.42919942498324e-53"
+"QTDE_PROF_SAUDE","2020","QTDE_PROF_SAUDE","2021","100","1.06596846798635","0.751251798369385"
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+"QTDE_PROF_SAUDE","2020","QTDE_PROF_ALIMENTACAO","2021","100","0.00464973645393401","1.11481636761004e-87"
+"QTDE_PROF_SAUDE","2020","QTDE_PROF_PEDAGOGIA","2021","100","0.00325744415664626","2.85333088963575e-95"
+"QTDE_PROF_SAUDE","2020","QTDE_PROF_SEGURANCA","2021","100","0.0620841748460667","2.63393517847059e-34"
+"QTDE_PROF_SAUDE","2020","QTDE_PROF_MONITORES","2021","100","0.100395012914708","1.82734956356972e-25"
+"QTDE_PROF_SAUDE","2020","QT_PROF_ADMIN","2021","100","0.00462770822789955","8.83161400662371e-88"
+"QTDE_PROF_COORDENADOR","2020","NUM_SALAS_UTILIZADAS","2021","100","0.60665470350341","0.0136066355368542"
+"QTDE_PROF_COORDENADOR","2020","NUM_TV","2021","100","0.210439365364769","1.47350020036002e-13"
+"QTDE_PROF_COORDENADOR","2020","NUM_DVD","2021","100","0.249870240456309","3.28572580257433e-11"
+"QTDE_PROF_COORDENADOR","2020","NUM_SOM","2021","100","0.179805373251337","1.75034191211155e-14"
+"QTDE_PROF_COORDENADOR","2020","NUM_MULTIMIDIA","2021","100","0.253304112404606","4.95578055047305e-11"
+"QTDE_PROF_COORDENADOR","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","100","0.616161620893263","0.0167815203532166"
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+"QTDE_PROF_COORDENADOR","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","100","5.84431410304747","4.44089209850063e-16"
+"QTDE_PROF_COORDENADOR","2020","QTDE_LOUSA_DIGITAL","2021","100","3.71461738077921","2.99225755284738e-10"
+"QTDE_PROF_COORDENADOR","2020","QTDE_COMPUTADOR_MESA","2021","100","1.93047244501558","0.00381437829985165"
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+"QTDE_PROF_COORDENADOR","2020","QTDE_PROF_SEGURANCA","2021","100","4.24753725362154","5.29554178285707e-12"
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+"QTDE_PROF_PEDAGOGIA","2020","QTDE_PROF_PEDAGOGIA","2021","100","0.986510386246426","0.946266394596932"
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+"QTDE_PROF_PEDAGOGIA","2020","QT_PROF_ADMIN","2021","100","1.40149209374051","0.0947113792297873"
+"QTDE_PROF_SEGURANCA","2020","NUM_SALAS_UTILIZADAS","2021","100","0.137992614999508","4.87017418829687e-20"
+"QTDE_PROF_SEGURANCA","2020","NUM_TV","2021","100","0.047867556548761","2.49695142370025e-39"
+"QTDE_PROF_SEGURANCA","2020","NUM_DVD","2021","100","0.0568366942380891","5.37860562854418e-36"
+"QTDE_PROF_SEGURANCA","2020","NUM_SOM","2021","100","0.0408994004375589","3.66759810832672e-40"
+"QTDE_PROF_SEGURANCA","2020","NUM_MULTIMIDIA","2021","100","0.0576177793710032","9.8398849796517e-36"
+"QTDE_PROF_SEGURANCA","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","100","0.140155104441416","8.75080927259216e-20"
+"QTDE_PROF_SEGURANCA","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","100","4.1455831304471","1.12267972696145e-11"
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diff --git a/Testes_hist/Result_F/F_acumulado.csv b/Testes_hist/Result_F/F_acumulado.csv
new file mode 100644
index 0000000000000000000000000000000000000000..decc59c36a9b0e60dbc31fcd1deb83b8ed1b5888
--- /dev/null
+++ b/Testes_hist/Result_F/F_acumulado.csv
@@ -0,0 +1,2335 @@
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+"QTDE_TABLET","2020","QTDE_PROF_BIBLIOTECARIO","2021","90","0.0755858853686329","3.85792209586844e-28"
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diff --git a/Testes_hist/Result_F/F_subsequente.csv b/Testes_hist/Result_F/F_subsequente.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8315a03daca1b98cfa327a05f374507b6e660a53
--- /dev/null
+++ b/Testes_hist/Result_F/F_subsequente.csv
@@ -0,0 +1,1833 @@
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diff --git a/Testes_hist/Result_KS/KS_acumulado.csv b/Testes_hist/Result_KS/KS_acumulado.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e42a07602f42924e7029cf740368cb296dabf0b2
--- /dev/null
+++ b/Testes_hist/Result_KS/KS_acumulado.csv
@@ -0,0 +1,2335 @@
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diff --git a/Testes_hist/Result_KS/KS_subsequente.csv b/Testes_hist/Result_KS/KS_subsequente.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5dca54d95bfde4ff04ad8c9a0707004d86f82605
--- /dev/null
+++ b/Testes_hist/Result_KS/KS_subsequente.csv
@@ -0,0 +1,1833 @@
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diff --git a/Testes_hist/Result_T/T_acumulado.csv b/Testes_hist/Result_T/T_acumulado.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5e2caa57a91767fb1010f6b0be2ef8afef2fb998
--- /dev/null
+++ b/Testes_hist/Result_T/T_acumulado.csv
@@ -0,0 +1,2335 @@
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diff --git a/Testes_hist/Result_T/T_subsequente.csv b/Testes_hist/Result_T/T_subsequente.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3072afbffa3a427650a5f1b9ba43341bf25de541
--- /dev/null
+++ b/Testes_hist/Result_T/T_subsequente.csv
@@ -0,0 +1,1833 @@
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+"QTDE_PROF_PEDAGOGIA","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","100","0.460612431189923","0.645984795355684"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","100","0.637152642825587","0.525385923746482"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_LOUSA_DIGITAL","2021","100","1.10677723466771","0.270783114547758"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_COMPUTADOR_MESA","2021","100","-0.188396973241483","0.850861425733745"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_COMPUTADOR_PORTATIL","2021","100","0.714268199828963","0.476416734293768"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_TABLET","2021","100","1.14359409594984","0.255493533694626"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_PROF_SERVICOS_GERAIS","2021","100","-0.80225418497505","0.423499089061699"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_PROF_BIBLIOTECARIO","2021","100","0.866301535034104","0.387975059619019"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_PROF_SAUDE","2021","100","1.3536766261649","0.178903091216282"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_PROF_COORDENADOR","2021","100","0.675513932303254","0.500438680810955"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_PROF_ALIMENTACAO","2021","100","-0.125253390853043","0.900453679075423"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_PROF_PEDAGOGIA","2021","100","-0.0156198029782174","0.987553435620137"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_PROF_SEGURANCA","2021","100","0.974629851830767","0.331892071022355"
+"QTDE_PROF_PEDAGOGIA","2020","QTDE_PROF_MONITORES","2021","100","1.13094248431981","0.260643549023605"
+"QTDE_PROF_PEDAGOGIA","2020","QT_PROF_ADMIN","2021","100","-0.0546863498805123","0.956445024224874"
+"QTDE_PROF_SEGURANCA","2020","NUM_SALAS_UTILIZADAS","2021","100","-3.27521253210189","0.00136418167468875"
+"QTDE_PROF_SEGURANCA","2020","NUM_TV","2021","100","-1.37691386654089","0.171374399825558"
+"QTDE_PROF_SEGURANCA","2020","NUM_DVD","2021","100","-0.951388821677161","0.343488704211431"
+"QTDE_PROF_SEGURANCA","2020","NUM_SOM","2021","100","-1.63657232725901","0.106026264267804"
+"QTDE_PROF_SEGURANCA","2020","NUM_MULTIMIDIA","2021","100","-0.910488362075649","0.364549182763629"
+"QTDE_PROF_SEGURANCA","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","100","-3.22077212140414","0.00162611438671953"
+"QTDE_PROF_SEGURANCA","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","100","0.636034595382197","0.52576253031253"
+"QTDE_PROF_SEGURANCA","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","100","-1.62709521596556","0.10540928259844"
+"QTDE_PROF_SEGURANCA","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","100","-1.18110956067166","0.239024460086775"
+"QTDE_PROF_SEGURANCA","2020","QTDE_LOUSA_DIGITAL","2021","100","0.39274303009024","0.694934756547492"
+"QTDE_PROF_SEGURANCA","2020","QTDE_COMPUTADOR_MESA","2021","100","-2.61941803606015","0.00999807447963646"
+"QTDE_PROF_SEGURANCA","2020","QTDE_COMPUTADOR_PORTATIL","2021","100","-0.604563134641129","0.546276252299012"
+"QTDE_PROF_SEGURANCA","2020","QTDE_TABLET","2021","100","0.567743589825685","0.571136451481375"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_SERVICOS_GERAIS","2021","100","-2.04116578122471","0.0442786969627082"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_BIBLIOTECARIO","2021","100","-0.194251525422547","0.846219465690899"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_SAUDE","2021","100","1.48828418289377","0.139514242055186"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_COORDENADOR","2021","100","-0.480628841555426","0.631529347614399"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_ALIMENTACAO","2021","100","-1.34322684004692","0.181884043619896"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_PEDAGOGIA","2021","100","-0.99857318490139","0.320212921145195"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_SEGURANCA","2021","100","-0.0252574894619325","0.979875026214495"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_MONITORES","2021","100","0.48573464683423","0.627718246630362"
+"QTDE_PROF_SEGURANCA","2020","QT_PROF_ADMIN","2021","100","-1.23482163487767","0.219454193764747"
+"QTDE_PROF_MONITORES","2020","NUM_SALAS_UTILIZADAS","2021","100","-3.56182296664281","0.000534624425462911"
+"QTDE_PROF_MONITORES","2020","NUM_TV","2021","100","-1.5175225996133","0.132137102038737"
+"QTDE_PROF_MONITORES","2020","NUM_DVD","2021","100","-1.10110310470393","0.273340284259519"
+"QTDE_PROF_MONITORES","2020","NUM_SOM","2021","100","-1.74532442042011","0.0852214296983879"
+"QTDE_PROF_MONITORES","2020","NUM_MULTIMIDIA","2021","100","-1.06084975501128","0.291161703449268"
+"QTDE_PROF_MONITORES","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","100","-3.50871882852377","0.000640435458330845"
+"QTDE_PROF_MONITORES","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","100","0.115503618551776","0.908187230156681"
+"QTDE_PROF_MONITORES","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","100","-2.23899103341618","0.026446885703411"
+"QTDE_PROF_MONITORES","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","100","-1.82002506858582","0.0703300635572648"
+"QTDE_PROF_MONITORES","2020","QTDE_LOUSA_DIGITAL","2021","100","-0.014484821820932","0.988459042630839"
+"QTDE_PROF_MONITORES","2020","QTDE_COMPUTADOR_MESA","2021","100","-3.04658645549994","0.00296080667788362"
+"QTDE_PROF_MONITORES","2020","QTDE_COMPUTADOR_PORTATIL","2021","100","-0.984457209269207","0.32648646757033"
+"QTDE_PROF_MONITORES","2020","QTDE_TABLET","2021","100","0.0247938340206869","0.98025132221831"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_SERVICOS_GERAIS","2021","100","-2.18737844204624","0.0314975771778272"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_BIBLIOTECARIO","2021","100","-0.5336310011147","0.594419337180292"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_SAUDE","2021","100","1.11113723085685","0.268780298931742"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_COORDENADOR","2021","100","-0.759057337855133","0.449232840973901"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_ALIMENTACAO","2021","100","-1.5173964709807","0.132082780947262"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_PEDAGOGIA","2021","100","-1.1401795525665","0.256794400815902"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_SEGURANCA","2021","100","-0.49077825333481","0.624156202536096"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_MONITORES","2021","100","0.0195264715713074","0.984440782802661"
+"QTDE_PROF_MONITORES","2020","QT_PROF_ADMIN","2021","100","-1.40724026227923","0.162223245672022"
+"QT_PROF_ADMIN","2020","NUM_SALAS_UTILIZADAS","2021","100","-1.02992863112623","0.304418544128516"
+"QT_PROF_ADMIN","2020","NUM_TV","2021","100","-0.297341095211805","0.76653138620755"
+"QT_PROF_ADMIN","2020","NUM_DVD","2021","100","0.10577080312986","0.915872957972654"
+"QT_PROF_ADMIN","2020","NUM_SOM","2021","100","-0.733753542498774","0.464521544786788"
+"QT_PROF_ADMIN","2020","NUM_MULTIMIDIA","2021","100","0.142369246867704","0.886935146979192"
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+"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","100","0.818302472027208","0.41494719812248"
+"QT_PROF_ADMIN","2020","QTDE_LOUSA_DIGITAL","2021","100","1.36806716488097","0.173935243718275"
+"QT_PROF_ADMIN","2020","QTDE_COMPUTADOR_MESA","2021","100","-0.158495983070846","0.874294937094258"
+"QT_PROF_ADMIN","2020","QTDE_COMPUTADOR_PORTATIL","2021","100","0.894284484925111","0.372792818282732"
+"QT_PROF_ADMIN","2020","QTDE_TABLET","2021","100","1.4269266416584","0.156656897967356"
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+"QT_PROF_ADMIN","2020","QTDE_PROF_PEDAGOGIA","2021","100","0.0255792215563176","0.979619564170273"
+"QT_PROF_ADMIN","2020","QTDE_PROF_SEGURANCA","2021","100","1.21427133419355","0.227155830122583"
+"QT_PROF_ADMIN","2020","QTDE_PROF_MONITORES","2021","100","1.40480696409261","0.162941934681013"
+"QT_PROF_ADMIN","2020","QT_PROF_ADMIN","2021","100","-0.0133647347472434","0.98935025935285"
diff --git a/Testes_hist/raw_tests/teste_ks.r b/Testes_hist/raw_tests/teste_ks.r
index 5f8d4b99ee95e1bc5bbafd3f8b522936307b77a9..e6f17f65793a6baf7949749de6c9d44045dcc160 100644
--- a/Testes_hist/raw_tests/teste_ks.r
+++ b/Testes_hist/raw_tests/teste_ks.r
@@ -75,9 +75,9 @@ for(ano in sort(unique(df$ANO_CENSO))){
data2 <- remove_outliers(na.omit(data2))
# Distribui as amostras para o tamanho da menor amostra
- tam = min(length(data1), length(data2))
- data1 = mono_get_sample(data1, tam)
- data2 = mono_get_sample(data2, tam)
+ #tam = min(length(data1), length(data2))
+ #data1 = mono_get_sample(data1, tam)
+ #data2 = mono_get_sample(data2, tam)
# Pula casos em que não há dados nas amostras
if(length(data1) == 0 || length(data2) == 0){
@@ -94,7 +94,7 @@ for(ano in sort(unique(df$ANO_CENSO))){
resultado = ks.test(data1, data2)
# Concatena resultados no dataframe
- nova_linha = c(col1, ano, col2, ano+1, tam, resultado$statistic, resultado$p.value)
+ nova_linha = c(col1, ano, col2, ano+1, length(data1), resultado$statistic, resultado$p.value)
output_df = rbind(output_df, nova_linha)
}
}
@@ -138,9 +138,9 @@ for(ano in sort(unique(df$ANO_CENSO))){
data2 <- remove_outliers(na.omit(data2))
# Cria uma amostra bem distribuída
- tam = min(length(data1), length(data2))
- data1 = mono_get_sample(data1, tam)
- data2 = mono_get_sample(data2, tam)
+ #tam = min(length(data1), length(data2))
+ #data1 = mono_get_sample(data1, tam)
+ #data2 = mono_get_sample(data2, tam)
# Pula casos em que não há dados nas amostras
if(length(data1) == 0 || length(data2) == 0){
@@ -157,7 +157,7 @@ for(ano in sort(unique(df$ANO_CENSO))){
resultado = ks.test(data1, data2)
# Concatena resultados no dataframe
- nova_linha = c(col1, ano, col2, ano+1, tam, resultado$statistic, resultado$p.value)
+ nova_linha = c(col1, ano, col2, ano+1, length(data1), resultado$statistic, resultado$p.value)
output_df = rbind(output_df, nova_linha)
}
}
diff --git a/algorithm results/.ipynb_checkpoints/resultTop3-checkpoint.csv b/algorithm results/.ipynb_checkpoints/resultTop3-checkpoint.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7eac7ee944e7ac55c5acfe79b7ad0a316dd3574b
--- /dev/null
+++ b/algorithm results/.ipynb_checkpoints/resultTop3-checkpoint.csv
@@ -0,0 +1,17 @@
+ano_base,estatistica_ks,estatistica_f,estatistica_t,estatistica_cohend
+2007.0,1.0,1.0,1.0,1.0
+2008.0,1.0,1.0,1.0,0.2777777777777778
+2009.0,1.0,1.0,1.0,1.0
+2010.0,1.0,1.0,1.0,1.0
+2011.0,1.0,1.0,1.0,1.0
+2012.0,0.5694444444444445,0.9444444444444445,0.9027777777777778,0.9027777777777778
+2013.0,1.0,1.0,0.3076923076923077,0.3076923076923077
+2014.0,0.39316239316239315,0.39316239316239315,0.4230769230769231,0.34188034188034183
+2015.0,1.0,1.0,0.30952380952380953,0.30952380952380953
+2016.0,0.6428571428571429,0.6428571428571429,0.2857142857142857,0.2619047619047619
+2017.0,1.0,1.0,1.0,1.0
+2018.0,1.0,1.0,1.0,1.0
+2019.0,1.0,1.0,1.0,1.0
+2020.0,0.2708333333333333,0.9583333333333334,0.25,0.25
+2013.5,0.8483069509855224,0.9241998081283797,0.7484846502703645,0.6893969126111983
+4.031128874149275,0.25223487920243903,0.1732434424889505,0.3257304092520481,0.34608737372997617
diff --git a/algorithm results/.ipynb_checkpoints/resultTop3_ks-checkpoint.csv b/algorithm results/.ipynb_checkpoints/resultTop3_ks-checkpoint.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c8e233c96926fb34e8fa8d0d20578e05aa125997
--- /dev/null
+++ b/algorithm results/.ipynb_checkpoints/resultTop3_ks-checkpoint.csv
@@ -0,0 +1,17 @@
+ano_base,match,new,empty,total
+2007.0,1.0,1.0,1.0,1.0
+2008.0,1.0,1.0,1.0,1.0
+2009.0,1.0,1.0,1.0,1.0
+2010.0,1.0,1.0,1.0,1.0
+2011.0,1.0,1.0,1.0,1.0
+2012.0,1.0,0.875,0.0,0.857
+2013.0,1.0,1.0,1.0,1.0
+2014.0,0.917,0.333,0.0,0.75
+2015.0,1.0,1.0,1.0,1.0
+2016.0,1.0,1.0,0.0,0.929
+2017.0,1.0,1.0,1.0,1.0
+2018.0,0.5,0.909,0.5,0.8
+2019.0,1.0,0.75,1.0,0.938
+2020.0,0.867,0.0,0.0,0.722
+2013.5,0.949,0.848,0.679,0.928
+4.031,0.13,0.293,0.447,0.099
diff --git a/algorithm results/.ipynb_checkpoints/result_ks-checkpoint.csv b/algorithm results/.ipynb_checkpoints/result_ks-checkpoint.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c0984fb625f82137bb16f2fb7c885a1a9ce91ec9
--- /dev/null
+++ b/algorithm results/.ipynb_checkpoints/result_ks-checkpoint.csv
@@ -0,0 +1,17 @@
+ano_base,match,new,empty,total
+2007.0,1.0,1.0,1.0,1.0
+2008.0,0.667,1.0,1.0,0.667
+2009.0,0.667,1.0,1.0,0.667
+2010.0,0.667,1.0,1.0,0.667
+2011.0,0.667,1.0,1.0,0.667
+2012.0,1.0,0.875,0.0,0.857
+2013.0,0.615,1.0,1.0,0.615
+2014.0,0.273,0.333,0.0,0.25
+2015.0,0.857,1.0,1.0,0.857
+2016.0,0.846,0.0,0.0,0.733
+2017.0,1.0,1.0,1.0,1.0
+2018.0,0.0,1.0,1.0,0.867
+2019.0,1.0,1.0,1.0,1.0
+2020.0,1.0,0.0,0.0,0.684
+2013.5,0.733,0.801,0.714,0.752
+4.031,0.288,0.369,0.452,0.194
diff --git a/distCalc.ipynb b/distCalc.ipynb
index 100aa41e4fc6d346e623a88295ef5f081fadb305..f151d0c97d9d86e583c3836593262e1e16462403 100644
--- a/distCalc.ipynb
+++ b/distCalc.ipynb
@@ -349,28 +349,28 @@
"outputs": [],
"source": [
"# Import F results\n",
- "df_f = pd.read_csv('Testes_R/Result_F/F_subsequente.csv', sep=',')\n",
+ "df_f = pd.read_csv('Testes_hist/Result_F/F_subsequente.csv', sep=',')\n",
"stat_column = 'estatistica_f'\n",
"df_f[stat_column] = (df_f[stat_column] - 1).abs()\n",
"df_f = df_f.sort_values(by=['ano_coluna1', stat_column])\n",
"df_f = df_f[~df_f['coluna1'].str.contains('ANO_CENSO') & ~df_f['coluna2'].str.contains('ANO_CENSO')]\n",
"\n",
"# Import T results\n",
- "df_t = pd.read_csv('Testes_R/Result_T/T_subsequente.csv', sep=',')\n",
+ "df_t = pd.read_csv('Testes_hist/Result_T/T_subsequente.csv', sep=',')\n",
"stat_column = 'estatistica_t'\n",
"df_t[stat_column] = df_t[stat_column].abs()\n",
"df_t = df_t.sort_values(by=['ano_coluna1', stat_column])\n",
"df_t = df_t[~df_t['coluna1'].str.contains('ANO_CENSO') & ~df_t['coluna2'].str.contains('ANO_CENSO')]\n",
"\n",
"# Import COHEND results\n",
- "df_c = pd.read_csv('Testes_R/Result_COHEND/COHEND_subsequente.csv', sep=',')\n",
+ "df_c = pd.read_csv('Testes_hist/Result_COHEND/COHEND_subsequente.csv', sep=',')\n",
"stat_column = 'estatistica_cohend'\n",
"df_c[stat_column] = df_c[stat_column].abs()\n",
"df_c = df_c.sort_values(by=['ano_coluna1', stat_column])\n",
"df_c = df_c[~df_c['coluna1'].str.contains('ANO_CENSO') & ~df_c['coluna2'].str.contains('ANO_CENSO')]\n",
"\n",
"# Import KS results\n",
- "df_ks = pd.read_csv('Testes_R/Result_KS/KS_subsequente.csv', sep=',')\n",
+ "df_ks = pd.read_csv('Testes_hist/Result_KS/KS_subsequente.csv', sep=',')\n",
"stat_column = 'estatistica_ks'\n",
"df_ks[stat_column] = (df_ks[stat_column]).abs()\n",
"df_ks = df_ks.sort_values(by=['ano_coluna1', stat_column])\n",
@@ -509,14 +509,6 @@
"result_cohend.to_csv(f'./result_cohend.csv', index=False)\n",
"resultTop3_cohend.to_csv(f'./resultTop3_cohend.csv', index=False)"
]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "d0d2606e-2ddb-4752-a101-823af86fec45",
- "metadata": {},
- "outputs": [],
- "source": []
}
],
"metadata": {
diff --git a/resultTop3_cohend.csv b/resultTop3_cohend.csv
index 99dbb0bb85fa4e9c10660d2b2458e0c2b09efa84..8867c2c60368245ceaeac78824544d8e857ce6e2 100644
--- a/resultTop3_cohend.csv
+++ b/resultTop3_cohend.csv
@@ -1,17 +1,17 @@
ano_base,match,new,empty,total
2007.0,1.0,1.0,1.0,1.0
-2008.0,1.0,0.0,0.0,0.833
+2008.0,1.0,1.0,1.0,1.0
2009.0,1.0,1.0,1.0,1.0
2010.0,1.0,1.0,1.0,1.0
2011.0,1.0,1.0,1.0,1.0
-2012.0,1.0,1.0,1.0,1.0
-2013.0,1.0,0.0,0.0,0.923
-2014.0,1.0,1.0,1.0,1.0
-2015.0,1.0,1.0,1.0,1.0
-2016.0,1.0,1.0,0.0,0.923
-2017.0,1.0,1.0,1.0,1.0
-2018.0,0.5,0.929,0.5,0.882
-2019.0,0.867,0.571,1.0,0.773
-2020.0,0.909,0.0,1.0,0.909
-2013.5,0.948,0.75,0.75,0.946
-4.031,0.131,0.407,0.412,0.072
+2012.0,1.0,0.714,1.0,0.846
+2013.0,0.846,1.0,1.0,0.846
+2014.0,0.846,0.0,1.0,0.846
+2015.0,0.769,1.0,1.0,0.769
+2016.0,0.769,0.0,1.0,0.769
+2017.0,0.3,1.0,0.3,0.462
+2018.0,0.333,0.857,0.0,0.765
+2019.0,1.0,0.429,1.0,0.818
+2020.0,0.818,1.0,1.0,0.818
+2013.5,0.834,0.786,0.879,0.853
+4.031,0.23,0.357,0.303,0.143
diff --git a/resultTop3_f.csv b/resultTop3_f.csv
index cc25fdf475d5f896b37b4565f1022a784f557b78..902ee8812bdbc2e92251f409f3c0b0c75877e799 100644
--- a/resultTop3_f.csv
+++ b/resultTop3_f.csv
@@ -4,14 +4,14 @@ ano_base,match,new,empty,total
2009.0,1.0,1.0,1.0,1.0
2010.0,1.0,1.0,1.0,1.0
2011.0,1.0,1.0,1.0,1.0
-2012.0,1.0,1.0,1.0,1.0
-2013.0,1.0,1.0,1.0,1.0
-2014.0,1.0,1.0,1.0,1.0
-2015.0,1.0,1.0,1.0,1.0
-2016.0,1.0,1.0,1.0,1.0
-2017.0,1.0,1.0,1.0,1.0
-2018.0,0.5,0.929,0.5,0.882
-2019.0,0.933,0.571,1.0,0.818
-2020.0,0.864,1.0,1.0,0.864
-2013.5,0.95,0.964,0.964,0.969
-4.031,0.13,0.11,0.129,0.061
+2012.0,1.0,0.571,1.0,0.769
+2013.0,0.923,1.0,1.0,0.923
+2014.0,0.846,1.0,1.0,0.846
+2015.0,0.923,1.0,1.0,0.923
+2016.0,0.846,1.0,1.0,0.846
+2017.0,0.5,1.0,0.7,0.769
+2018.0,0.333,0.714,0.0,0.647
+2019.0,1.0,0.429,1.0,0.818
+2020.0,0.909,1.0,1.0,0.909
+2013.5,0.877,0.908,0.907,0.889
+4.031,0.198,0.184,0.263,0.107
diff --git a/resultTop3_ks.csv b/resultTop3_ks.csv
index 476c3f8126e17bd3917cbd1869f21fed671dd0b9..5dd54b02cc52d5321d9b74d94b19f17df822aa9a 100644
--- a/resultTop3_ks.csv
+++ b/resultTop3_ks.csv
@@ -1,17 +1,17 @@
ano_base,match,new,empty,total
-2007.0,1.0,1.0,1.0,1.0
+2007.0,1.0,1.0,0.0,0.833
2008.0,1.0,1.0,1.0,1.0
2009.0,1.0,1.0,1.0,1.0
2010.0,1.0,1.0,1.0,1.0
2011.0,1.0,1.0,1.0,1.0
2012.0,1.0,0.714,1.0,0.846
-2013.0,1.0,1.0,1.0,1.0
-2014.0,1.0,1.0,1.0,1.0
-2015.0,1.0,1.0,1.0,1.0
-2016.0,1.0,1.0,1.0,1.0
-2017.0,1.0,1.0,1.0,1.0
-2018.0,0.5,0.929,0.5,0.882
-2019.0,0.933,0.571,1.0,0.818
-2020.0,0.955,1.0,1.0,0.955
-2013.5,0.956,0.944,0.964,0.964
-4.031,0.128,0.127,0.129,0.063
+2013.0,0.923,0.0,1.0,0.923
+2014.0,0.923,0.0,1.0,0.923
+2015.0,0.846,0.0,1.0,0.846
+2016.0,0.846,0.0,1.0,0.846
+2017.0,0.75,1.0,0.9,0.923
+2018.0,0.5,0.857,0.5,0.824
+2019.0,0.8,0.778,1.0,0.864
+2020.0,0.864,0.0,1.0,0.864
+2013.5,0.889,0.596,0.886,0.907
+4.031,0.136,0.453,0.277,0.067
diff --git a/resultTop3_t.csv b/resultTop3_t.csv
index 547ca4c3273f4f67ce4e3e671b7a5af79ba11122..9ff88f21059e372d7f6f0ca175cf7a77a75f72ce 100644
--- a/resultTop3_t.csv
+++ b/resultTop3_t.csv
@@ -4,14 +4,14 @@ ano_base,match,new,empty,total
2009.0,1.0,1.0,1.0,1.0
2010.0,1.0,1.0,1.0,1.0
2011.0,1.0,1.0,1.0,1.0
-2012.0,1.0,1.0,1.0,1.0
-2013.0,1.0,0.0,0.0,0.923
-2014.0,1.0,1.0,1.0,1.0
-2015.0,1.0,1.0,1.0,1.0
-2016.0,1.0,1.0,0.0,0.923
-2017.0,1.0,1.0,1.0,1.0
-2018.0,0.5,0.929,0.5,0.882
-2019.0,0.867,0.286,1.0,0.682
-2020.0,0.909,0.0,1.0,0.909
-2013.5,0.948,0.801,0.821,0.951
-4.031,0.131,0.374,0.359,0.085
+2012.0,1.0,0.714,1.0,0.846
+2013.0,0.846,1.0,1.0,0.846
+2014.0,0.846,0.0,1.0,0.846
+2015.0,0.769,1.0,1.0,0.769
+2016.0,0.769,0.0,1.0,0.769
+2017.0,0.231,1.0,0.0,0.231
+2018.0,0.333,0.857,0.0,0.765
+2019.0,1.0,0.429,1.0,0.818
+2020.0,0.818,1.0,1.0,0.818
+2013.5,0.83,0.786,0.857,0.836
+4.031,0.241,0.357,0.35,0.192
diff --git a/result_cohend.csv b/result_cohend.csv
index 547d977dae579a688ee4d9f696d1247dd868691e..34239ac4055ff8ed7368d5d081992d61fc9c88ca 100644
--- a/result_cohend.csv
+++ b/result_cohend.csv
@@ -1,17 +1,17 @@
ano_base,match,new,empty,total
2007.0,1.0,1.0,1.0,1.0
-2008.0,0.6,0.0,0.0,0.5
-2009.0,0.4,0.0,0.0,0.333
-2010.0,0.4,0.0,0.0,0.333
+2008.0,0.333,1.0,1.0,0.333
+2009.0,0.667,1.0,1.0,0.667
+2010.0,0.667,1.0,1.0,0.667
2011.0,0.667,1.0,1.0,0.667
-2012.0,0.667,1.0,1.0,0.846
-2013.0,0.455,0.0,0.0,0.385
-2014.0,0.846,1.0,1.0,0.846
-2015.0,1.0,1.0,1.0,1.0
-2016.0,0.636,0.0,0.0,0.538
-2017.0,1.0,1.0,1.0,1.0
-2018.0,0.0,0.929,0.5,0.824
-2019.0,0.6,0.556,1.0,0.636
-2020.0,0.571,0.0,0.0,0.545
-2013.5,0.632,0.535,0.536,0.675
-4.031,0.267,0.476,0.48,0.236
+2012.0,0.5,0.75,1.0,0.692
+2013.0,0.308,1.0,1.0,0.308
+2014.0,0.692,1.0,1.0,0.692
+2015.0,0.462,1.0,1.0,0.462
+2016.0,0.615,1.0,1.0,0.615
+2017.0,0.667,1.0,0.818,0.846
+2018.0,0.0,0.857,0.0,0.706
+2019.0,0.667,0.556,1.0,0.682
+2020.0,0.409,1.0,1.0,0.409
+2013.5,0.547,0.94,0.916,0.625
+4.031,0.229,0.128,0.258,0.184
diff --git a/result_f.csv b/result_f.csv
index f9cb27da56bafb24de4300d6158db00d020c60be..4b0c2e098190d3b992bcdc3a6a49c94b006b7373 100644
--- a/result_f.csv
+++ b/result_f.csv
@@ -1,17 +1,17 @@
ano_base,match,new,empty,total
-2007.0,1.0,1.0,1.0,1.0
-2008.0,1.0,1.0,1.0,1.0
-2009.0,1.0,1.0,1.0,1.0
-2010.0,1.0,1.0,1.0,1.0
-2011.0,1.0,1.0,1.0,1.0
+2007.0,0.667,1.0,1.0,0.667
+2008.0,0.167,1.0,1.0,0.167
+2009.0,0.333,1.0,1.0,0.333
+2010.0,0.333,1.0,1.0,0.333
+2011.0,0.667,1.0,1.0,0.667
2012.0,0.667,1.0,1.0,0.846
-2013.0,0.769,1.0,1.0,0.769
-2014.0,1.0,1.0,1.0,1.0
-2015.0,1.0,1.0,1.0,1.0
-2016.0,0.917,0.0,0.0,0.846
+2013.0,0.385,1.0,1.0,0.385
+2014.0,0.833,0.0,0.0,0.769
+2015.0,0.462,1.0,1.0,0.462
+2016.0,0.385,1.0,1.0,0.385
2017.0,1.0,1.0,1.0,1.0
-2018.0,0.0,0.929,0.5,0.824
-2019.0,0.533,0.75,1.0,0.636
-2020.0,0.636,1.0,1.0,0.636
-2013.5,0.823,0.906,0.893,0.897
-4.031,0.278,0.26,0.279,0.133
+2018.0,0.0,0.857,0.0,0.706
+2019.0,0.667,0.556,1.0,0.682
+2020.0,0.455,1.0,1.0,0.455
+2013.5,0.501,0.887,0.857,0.561
+4.031,0.256,0.272,0.35,0.226
diff --git a/result_ks.csv b/result_ks.csv
index f01f243188cbd07d2dfa4361071c6fc326bea25e..b1a34e9e6d0ee81f88fdc1b2e0e7c1866df1d233 100644
--- a/result_ks.csv
+++ b/result_ks.csv
@@ -1,17 +1,17 @@
ano_base,match,new,empty,total
-2007.0,1.0,1.0,1.0,1.0
-2008.0,0.667,1.0,1.0,0.667
-2009.0,0.667,1.0,1.0,0.667
+2007.0,0.8,0.0,0.0,0.667
+2008.0,1.0,1.0,1.0,1.0
+2009.0,1.0,1.0,1.0,1.0
2010.0,0.667,1.0,1.0,0.667
-2011.0,0.667,1.0,1.0,0.667
-2012.0,1.0,1.0,1.0,1.0
-2013.0,0.462,1.0,1.0,0.462
+2011.0,1.0,1.0,1.0,1.0
+2012.0,0.667,1.0,1.0,0.846
+2013.0,1.0,1.0,1.0,1.0
2014.0,0.846,1.0,1.0,0.846
2015.0,1.0,1.0,1.0,1.0
-2016.0,0.846,1.0,1.0,0.846
+2016.0,0.692,1.0,1.0,0.692
2017.0,1.0,1.0,1.0,1.0
2018.0,0.0,0.929,0.5,0.824
-2019.0,0.8,1.0,1.0,0.864
+2019.0,1.0,1.0,1.0,1.0
2020.0,0.909,1.0,1.0,0.909
-2013.5,0.752,0.995,0.964,0.815
-4.031,0.263,0.018,0.129,0.161
+2013.5,0.827,0.923,0.893,0.889
+4.031,0.263,0.257,0.279,0.129
diff --git a/result_t.csv b/result_t.csv
index 2787dabac6f58a22c9ebd58b53b45678d0efb4cd..8e6c87866c1ff4b329463463a4465948b8481eff 100644
--- a/result_t.csv
+++ b/result_t.csv
@@ -1,17 +1,17 @@
ano_base,match,new,empty,total
2007.0,1.0,1.0,1.0,1.0
-2008.0,0.667,1.0,1.0,0.667
-2009.0,0.4,0.0,0.0,0.333
-2010.0,0.4,0.0,0.0,0.333
+2008.0,0.333,1.0,1.0,0.333
+2009.0,0.667,1.0,1.0,0.667
+2010.0,0.667,1.0,1.0,0.667
2011.0,0.667,1.0,1.0,0.667
-2012.0,0.667,1.0,1.0,0.846
-2013.0,0.417,0.0,0.0,0.385
-2014.0,0.846,1.0,1.0,0.846
-2015.0,0.846,1.0,1.0,0.846
-2016.0,0.636,0.0,0.0,0.538
-2017.0,1.0,1.0,1.0,1.0
-2018.0,0.0,0.929,0.5,0.824
-2019.0,0.533,0.556,1.0,0.591
-2020.0,0.571,0.0,0.0,0.545
-2013.5,0.618,0.606,0.607,0.673
-4.031,0.258,0.465,0.47,0.221
+2012.0,0.5,0.75,1.0,0.692
+2013.0,0.308,1.0,1.0,0.308
+2014.0,0.692,1.0,1.0,0.692
+2015.0,0.462,1.0,1.0,0.462
+2016.0,0.615,1.0,1.0,0.615
+2017.0,0.667,1.0,0.818,0.846
+2018.0,0.0,0.857,0.0,0.706
+2019.0,0.667,0.556,1.0,0.682
+2020.0,0.364,1.0,1.0,0.364
+2013.5,0.543,0.94,0.916,0.621
+4.031,0.231,0.128,0.258,0.188