diff --git a/.ipynb_checkpoints/distCalc-checkpoint.ipynb b/.ipynb_checkpoints/distCalc-checkpoint.ipynb
index 8ecafaf9ed9832954cf1c059ba30ca351c90d2db..b876a8f8021a442b7507a1c5f42773d595ce2e29 100644
--- a/.ipynb_checkpoints/distCalc-checkpoint.ipynb
+++ b/.ipynb_checkpoints/distCalc-checkpoint.ipynb
@@ -20,7 +20,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 2,
"id": "2c81bc78-04e0-4bad-83ef-380cf3be1610",
"metadata": {
"tags": []
@@ -33,7 +33,7 @@
},
{
"cell_type": "code",
- "execution_count": 134,
+ "execution_count": 3,
"id": "af419e44-d6ef-41f7-970c-78c316aeb712",
"metadata": {
"tags": []
@@ -46,34 +46,49 @@
" self.stat_ks = []\n",
" self.stat_t = []\n",
" self.stat_cohend = []\n",
+ " self.stat_ad = []\n",
+ " \n",
" self.stat_f_matches = []\n",
" self.stat_ks_matches = []\n",
" self.stat_t_matches = []\n",
" self.stat_cohend_matches = []\n",
+ " self.stat_ad_matches = []\n",
+ " \n",
" self.stat_f_new = []\n",
" self.stat_ks_new = []\n",
" self.stat_t_new = []\n",
" self.stat_cohend_new = []\n",
+ " self.stat_ad_new = []\n",
+ " \n",
" self.stat_f_empty = []\n",
" self.stat_ks_empty = []\n",
" self.stat_t_empty = []\n",
" self.stat_cohend_empty = []\n",
+ " self.stat_ad_empty = []\n",
+ " \n",
" self.stat_f_top3 = []\n",
" self.stat_ks_top3 = []\n",
" self.stat_t_top3 = []\n",
" self.stat_cohend_top3 = []\n",
+ " self.stat_ad_top3 = []\n",
+ " \n",
" self.stat_f_matches_top3 = []\n",
" self.stat_ks_matches_top3 = []\n",
" self.stat_t_matches_top3 = []\n",
" self.stat_cohend_matches_top3 = []\n",
+ " self.stat_ad_matches_top3 = []\n",
+ " \n",
" self.stat_f_new_top3 = []\n",
" self.stat_ks_new_top3 = []\n",
" self.stat_t_new_top3 = []\n",
" self.stat_cohend_new_top3 = []\n",
+ " self.stat_ad_new_top3 = []\n",
+ " \n",
" self.stat_f_empty_top3 = []\n",
" self.stat_ks_empty_top3 = []\n",
" self.stat_t_empty_top3 = []\n",
" self.stat_cohend_empty_top3 = []\n",
+ " self.stat_ad_empty_top3 = []\n",
" self.years = []\n",
" \n",
" @property\n",
@@ -93,6 +108,10 @@
" return self.stat_cohend\n",
" \n",
" @property\n",
+ " def get_stat_ad(self):\n",
+ " return self.stat_ad\n",
+ " \n",
+ " @property\n",
" def get_stat_f_top3(self):\n",
" return self.stat_f\n",
" \n",
@@ -109,6 +128,10 @@
" return self.stat_cohend\n",
" \n",
" @property\n",
+ " def get_stat_ad_top3(self):\n",
+ " return self.stat_ad\n",
+ " \n",
+ " @property\n",
" def get_years(self):\n",
" return self.years\n",
"\n",
@@ -125,6 +148,7 @@
" # Structure\n",
" base_columns = ano_df.coluna1.unique() # Existing PDE columns (base columns) \n",
" new_columns = ano_df.coluna2.unique() # New columns information\n",
+ " true_match_columns = np.intersect1d(base_columns, new_columns)# All the columns that has a match\n",
" true_new_columns = np.setdiff1d(new_columns, base_columns) # Columns that didn't exist in PDE\n",
" base_empty_columns = np.setdiff1d(base_columns, new_columns) # Columns that didn't receive data\n",
" all_columns = np.union1d(base_columns, new_columns) # All the columns\n",
@@ -161,7 +185,7 @@
" for i in range(len(prev_col)):\n",
" if prev_col[i] == next_col[i]: \n",
" acertos_p += 1\n",
- " acuracia_matches = acertos_p / len(prev_col)\n",
+ " acuracia_matches = acertos_p / len(np.union1d(true_match_columns, prev_col))\n",
" acertos += acertos_p\n",
"\n",
" # New columns accuracy\n",
@@ -212,6 +236,11 @@
" self.stat_cohend_matches.append([ano, acuracia_matches])\n",
" self.stat_cohend_new.append([ano, acuracia_new_columns])\n",
" self.stat_cohend_empty.append([ano, acuracia_empty_columns])\n",
+ " elif(stat_method == 'estatistica_ad'):\n",
+ " self.stat_ad.append([ano, acuracia_total])\n",
+ " self.stat_ad_matches.append([ano, acuracia_matches])\n",
+ " self.stat_ad_new.append([ano, acuracia_new_columns])\n",
+ " self.stat_ad_empty.append([ano, acuracia_empty_columns])\n",
"\n",
"\n",
" # Calculates the three most likely new columns (Top3) to match each existing column in PDE Dataset along the years\n",
@@ -237,7 +266,7 @@
" # Find the Top3 columns for each base column\n",
" for col in base_columns:\n",
" if(threshGreater):\n",
- " top3 = ano_df[(ano_df.coluna1 == col) & (ano_df[stat_column] > threshold)].iloc[:3,:]\n",
+ " top3 = ano_df[(ano_df.coluna1 == col) & (ano_df[stat_column] >= threshold)].iloc[:3,:]\n",
" else:\n",
" top3 = ano_df[(ano_df.coluna1 == col) & (ano_df[stat_column] < threshold)].iloc[:3,:]\n",
" resultados.append(top3.values)\n",
@@ -308,6 +337,7 @@
" acertos_p = 0\n",
" results_len = 0\n",
" for res in resultados:\n",
+ " \n",
" if(len(res) == 0):\n",
" continue\n",
" results_len += 1\n",
@@ -315,8 +345,7 @@
" if i[0] == i[2]:\n",
" acertos_p += 1\n",
" break\n",
- " \n",
- " acuracia_matches = acertos_p / results_len \n",
+ " acuracia_matches = acertos_p / len(np.union1d(intersection_columns, prev_col)) \n",
" # ========== ADDING RESULTS ON CLASS VARIABLES ==========\n",
" if(stat_method == 'estatistica_f'):\n",
" self.stat_f_top3.append([ano, acuracia_total])\n",
@@ -337,7 +366,12 @@
" self.stat_cohend_top3.append([ano, acuracia_total])\n",
" self.stat_cohend_matches_top3.append([ano, acuracia_matches])\n",
" self.stat_cohend_new_top3.append([ano, acuracia_new_columns])\n",
- " self.stat_cohend_empty_top3.append([ano, acuracia_empty_columns])"
+ " self.stat_cohend_empty_top3.append([ano, acuracia_empty_columns])\n",
+ " elif(stat_method == 'estatistica_ad'):\n",
+ " self.stat_ad_top3.append([ano, acuracia_total])\n",
+ " self.stat_ad_matches_top3.append([ano, acuracia_matches])\n",
+ " self.stat_ad_new_top3.append([ano, acuracia_new_columns])\n",
+ " self.stat_ad_empty_top3.append([ano, acuracia_empty_columns])"
]
},
{
@@ -350,7 +384,7 @@
},
{
"cell_type": "code",
- "execution_count": 135,
+ "execution_count": 4,
"id": "26287a6f-5537-4509-a09d-52dd59b3a76d",
"metadata": {
"tags": []
@@ -358,32 +392,39 @@
"outputs": [],
"source": [
"# Import F results\n",
- "df_f = pd.read_csv('R_resultados/Histograma_10/F_subsequente.csv', sep=',')\n",
+ "df_f = pd.read_csv('R_resultados/Histograma_norm/F_subsequente.csv', sep=',')\n",
"stat_column = 'p_valor'\n",
"df_f[stat_column] = df_f[stat_column].abs()\n",
- "df_f = df_f.sort_values(by=['ano_coluna1', stat_column], ascending=[True, False])\n",
+ "df_f = df_f.sort_values(by=['ano_coluna1', stat_column, 'estatistica_f'], ascending=[True, False, True])\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('R_resultados/Histograma_10/T_subsequente.csv', sep=',')\n",
+ "df_t = pd.read_csv('R_resultados/Histograma_norm/T_subsequente.csv', sep=',')\n",
"stat_column = 'p_valor'\n",
"df_t[stat_column] = df_t[stat_column].abs()\n",
- "df_t = df_t.sort_values(by=['ano_coluna1', stat_column], ascending=[True, False])\n",
+ "df_t = df_t.sort_values(by=['ano_coluna1', stat_column, 'estatistica_t'], ascending=[True, False, True])\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('R_resultados/Histograma_10/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",
+ "# # Import COHEND results\n",
+ "# df_c = pd.read_csv('R_resultados/Histograma_norm/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('R_resultados/Histograma_10/KS_subsequente.csv', sep=',')\n",
+ "df_ks = pd.read_csv('R_resultados/Histograma_norm/KS_subsequente.csv', sep=',')\n",
"stat_column = 'p_valor'\n",
"df_ks[stat_column] = (df_ks[stat_column]).abs()\n",
- "df_ks = df_ks.sort_values(by=['ano_coluna1', stat_column], ascending=[True, False])\n",
- "df_ks = df_ks[~df_ks['coluna1'].str.contains('ANO_CENSO') & ~df_ks['coluna2'].str.contains('ANO_CENSO')]"
+ "df_ks = df_ks.sort_values(by=['ano_coluna1', stat_column, 'estatistica_ks'], ascending=[True, False, True])\n",
+ "df_ks = df_ks[~df_ks['coluna1'].str.contains('ANO_CENSO') & ~df_ks['coluna2'].str.contains('ANO_CENSO')]\n",
+ "\n",
+ "# Import AD results\n",
+ "df_ad = pd.read_csv('R_resultados/Histograma_norm/AD_subsequente.csv', sep=',')\n",
+ "stat_column = 'p_valor'\n",
+ "df_ad[stat_column] = (df_ad[stat_column]).abs()\n",
+ "df_ad = df_ad.sort_values(by=['ano_coluna1', stat_column, 'estatistica_ad'], ascending=[True, False, True])\n",
+ "df_ad = df_ad[~df_ad['coluna1'].str.contains('ANO_CENSO') & ~df_ad['coluna2'].str.contains('ANO_CENSO')]"
]
},
{
@@ -396,7 +437,7 @@
},
{
"cell_type": "code",
- "execution_count": 136,
+ "execution_count": 5,
"id": "f9541a11-c1bf-4318-847a-100917e13204",
"metadata": {
"tags": []
@@ -404,15 +445,18 @@
"outputs": [],
"source": [
"dist = DistCalc()\n",
- "dist.calc(df_f, 'p_valor', 'estatistica_f', 0.05)\n",
- "dist.calc(df_t, 'p_valor', 'estatistica_t', 0.05)\n",
- "dist.calc(df_c, 'estatistica_cohend', 'estatistica_cohend', 0.15, threshGreater=False)\n",
- "dist.calc(df_ks, 'p_valor', 'estatistica_ks', 0.05)\n",
- "\n",
- "dist.calcTop3(df_f, 'p_valor', 'estatistica_f', 0.05)\n",
- "dist.calcTop3(df_t, 'p_valor', 'estatistica_t', 0.05)\n",
- "dist.calcTop3(df_c, 'estatistica_cohend', 'estatistica_cohend', 0.15, threshGreater=False)\n",
- "dist.calcTop3(df_ks, 'p_valor', 'estatistica_ks', 0.05)"
+ "dist.calc(df_f, 'p_valor', 'estatistica_f', 0.90)\n",
+ "dist.calc(df_t, 'p_valor', 'estatistica_t', 0.90)\n",
+ "# dist.calc(df_c, 'estatistica_cohend', 'estatistica_cohend', 0.15, threshGreater=False)\n",
+ "dist.calc(df_ks, 'p_valor', 'estatistica_ks', 0.90)\n",
+ "dist.calc(df_ad, 'p_valor', 'estatistica_ad', 0.90)\n",
+ "\n",
+ "\n",
+ "dist.calcTop3(df_f, 'p_valor', 'estatistica_f', 0.90)\n",
+ "dist.calcTop3(df_t, 'p_valor', 'estatistica_t', 0.90)\n",
+ "# dist.calcTop3(df_c, 'estatistica_cohend', 'estatistica_cohend', 0.15, threshGreater=False)\n",
+ "dist.calcTop3(df_ks, 'p_valor', 'estatistica_ks', 0.90)\n",
+ "dist.calcTop3(df_ad, 'p_valor', 'estatistica_ad', 0.90)"
]
},
{
@@ -425,7 +469,7 @@
},
{
"cell_type": "code",
- "execution_count": 137,
+ "execution_count": 6,
"id": "527ff27d-f321-4749-a94d-dd7d824ef682",
"metadata": {
"tags": []
@@ -465,20 +509,20 @@
"resultTop3_f = resultTop3_f.round(3)\n",
"\n",
"# ================= COHEN =================\n",
- "result_cohend = pd.DataFrame(columns=['ano_base', 'match', 'new', 'empty', 'total'])\n",
- "resultTop3_cohend = pd.DataFrame(columns=['ano_base', 'match', 'new', 'empty', 'total'])\n",
- "for i, ano in enumerate(dist.get_years):\n",
- " new_row = [ano, dist.stat_cohend_matches[i][1], dist.stat_cohend_new[i][1], dist.stat_cohend_empty[i][1], dist.stat_cohend[i][1]]\n",
- " result_cohend.loc[len(result_cohend)] = new_row\n",
- " new_row = [ano, dist.stat_cohend_matches_top3[i][1], dist.stat_cohend_new_top3[i][1], dist.stat_cohend_empty_top3[i][1], dist.stat_cohend_top3[i][1]]\n",
- " resultTop3_cohend.loc[len(resultTop3_cohend)] = new_row\n",
+ "# result_cohend = pd.DataFrame(columns=['ano_base', 'match', 'new', 'empty', 'total'])\n",
+ "# resultTop3_cohend = pd.DataFrame(columns=['ano_base', 'match', 'new', 'empty', 'total'])\n",
+ "# for i, ano in enumerate(dist.get_years):\n",
+ "# new_row = [ano, dist.stat_cohend_matches[i][1], dist.stat_cohend_new[i][1], dist.stat_cohend_empty[i][1], dist.stat_cohend[i][1]]\n",
+ "# result_cohend.loc[len(result_cohend)] = new_row\n",
+ "# new_row = [ano, dist.stat_cohend_matches_top3[i][1], dist.stat_cohend_new_top3[i][1], dist.stat_cohend_empty_top3[i][1], dist.stat_cohend_top3[i][1]]\n",
+ "# resultTop3_cohend.loc[len(resultTop3_cohend)] = new_row\n",
" \n",
- "result_cohend.loc[len(result_cohend)] = result_cohend.mean()\n",
- "result_cohend.loc[len(result_cohend)] = result_cohend.std()\n",
- "resultTop3_cohend.loc[len(resultTop3_cohend)] = resultTop3_cohend.mean()\n",
- "resultTop3_cohend.loc[len(resultTop3_cohend)] = resultTop3_cohend.std()\n",
- "result_cohend = result_cohend.round(3)\n",
- "resultTop3_cohend = resultTop3_cohend.round(3)\n",
+ "# result_cohend.loc[len(result_cohend)] = result_cohend.mean()\n",
+ "# result_cohend.loc[len(result_cohend)] = result_cohend.std()\n",
+ "# resultTop3_cohend.loc[len(resultTop3_cohend)] = resultTop3_cohend.mean()\n",
+ "# resultTop3_cohend.loc[len(resultTop3_cohend)] = resultTop3_cohend.std()\n",
+ "# result_cohend = result_cohend.round(3)\n",
+ "# resultTop3_cohend = resultTop3_cohend.round(3)\n",
"\n",
"# ================= T =================\n",
"result_t = pd.DataFrame(columns=['ano_base', 'match', 'new', 'empty', 'total'])\n",
@@ -494,7 +538,23 @@
"resultTop3_t.loc[len(resultTop3_t)] = resultTop3_t.mean()\n",
"resultTop3_t.loc[len(resultTop3_t)] = resultTop3_t.std()\n",
"result_t = result_t.round(3)\n",
- "resultTop3_t = resultTop3_t.round(3)"
+ "resultTop3_t = resultTop3_t.round(3)\n",
+ "\n",
+ "# ================= AD =================\n",
+ "result_ad = pd.DataFrame(columns=['ano_base', 'match', 'new', 'empty', 'total'])\n",
+ "resultTop3_ad = pd.DataFrame(columns=['ano_base', 'match', 'new', 'empty', 'total'])\n",
+ "for i, ano in enumerate(dist.get_years):\n",
+ " new_row = [ano, dist.stat_ad_matches[i][1], dist.stat_ad_new[i][1], dist.stat_ad_empty[i][1], dist.stat_ad[i][1]]\n",
+ " result_ad.loc[len(result_ad)] = new_row\n",
+ " new_row = [ano, dist.stat_ad_matches_top3[i][1], dist.stat_ad_new_top3[i][1], dist.stat_ad_empty_top3[i][1], dist.stat_ad_top3[i][1]]\n",
+ " resultTop3_ad.loc[len(resultTop3_ad)] = new_row\n",
+ " \n",
+ "result_ad.loc[len(result_ad)] = result_ad.mean()\n",
+ "result_ad.loc[len(result_ad)] = result_ad.std()\n",
+ "resultTop3_ad.loc[len(resultTop3_ad)] = resultTop3_ad.mean()\n",
+ "resultTop3_ad.loc[len(resultTop3_ad)] = resultTop3_ad.std()\n",
+ "result_ad = result_ad.round(3)\n",
+ "resultTop3_ad = resultTop3_ad.round(3)"
]
},
{
@@ -507,7 +567,7 @@
},
{
"cell_type": "code",
- "execution_count": 138,
+ "execution_count": 7,
"id": "4cb4afc8-6149-40a7-8f77-af06183d4d23",
"metadata": {
"tags": []
@@ -523,8 +583,11 @@
"result_t.to_csv(f'./result_t.csv', index=False)\n",
"resultTop3_t.to_csv(f'./resultTop3_t.csv', index=False)\n",
"\n",
- "result_cohend.to_csv(f'./result_cohend.csv', index=False)\n",
- "resultTop3_cohend.to_csv(f'./resultTop3_cohend.csv', index=False)"
+ "# result_cohend.to_csv(f'./result_cohend.csv', index=False)\n",
+ "# resultTop3_cohend.to_csv(f'./resultTop3_cohend.csv', index=False)\n",
+ "\n",
+ "result_ad.to_csv(f'./result_ad.csv', index=False)\n",
+ "resultTop3_ad.to_csv(f'./resultTop3_ad.csv', index=False)"
]
}
],
@@ -545,6 +608,11 @@
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.3"
+ },
+ "vscode": {
+ "interpreter": {
+ "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"
+ }
}
},
"nbformat": 4,
diff --git a/.ipynb_checkpoints/resultTop3_ad-checkpoint.csv b/.ipynb_checkpoints/resultTop3_ad-checkpoint.csv
deleted file mode 100644
index 15f65846bc9b2bfcb064f79b7ee3ed22dd24fc49..0000000000000000000000000000000000000000
--- a/.ipynb_checkpoints/resultTop3_ad-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
-2012.0,0.667,0.714,1.0,0.692
-2013.0,0.846,0.0,1.0,0.846
-2014.0,0.923,0.0,1.0,0.923
-2015.0,0.769,0.0,1.0,0.769
-2016.0,0.692,0.0,0.0,0.692
-2017.0,0.4,1.0,0.8,0.769
-2018.0,0.0,0.857,0.5,0.765
-2019.0,0.6,0.25,1.0,0.545
-2020.0,0.682,0.0,1.0,0.682
-2013.5,0.756,0.559,0.879,0.835
-4.031,0.277,0.458,0.278,0.148
diff --git a/.ipynb_checkpoints/resultTop3_cohend-checkpoint.csv b/.ipynb_checkpoints/resultTop3_cohend-checkpoint.csv
deleted file mode 100644
index 8d1cd074537bca7f5134e9d23094cafae2c6df36..0000000000000000000000000000000000000000
--- a/.ipynb_checkpoints/resultTop3_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
-2008.0,0.833,0.0,1.0,0.833
-2009.0,0.833,1.0,0.0,0.833
-2010.0,0.833,1.0,0.0,0.833
-2011.0,1.0,1.0,1.0,1.0
-2012.0,0.5,0.4,1.0,0.538
-2013.0,0.462,0.0,0.0,0.462
-2014.0,0.462,0.0,1.0,0.462
-2015.0,0.462,0.0,1.0,0.462
-2016.0,0.308,0.0,1.0,0.308
-2017.0,0.273,1.0,0.2,0.385
-2018.0,0.0,0.714,0.0,0.588
-2019.0,0.333,0.385,1.0,0.455
-2020.0,0.364,0.0,1.0,0.364
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new file mode 100644
index 0000000000000000000000000000000000000000..8da3915ac66cd97f6a1f2f195ce9c9387463158c
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+"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","NUM_SOM","2021","10","2.0057","0.082951"
+"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","NUM_MULTIMIDIA","2021","10","4.99975","0.0018926"
+"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","10","2.80405","0.0285935"
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+"QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","10","0.626755","0.654625"
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diff --git a/R_resultados/Histograma_10/AD_subsequente.csv b/R_resultados/Histograma_10/AD_subsequente.csv
new file mode 100644
index 0000000000000000000000000000000000000000..670f7e24c790f97406c8936c95f8485c280fc92c
--- /dev/null
+++ b/R_resultados/Histograma_10/AD_subsequente.csv
@@ -0,0 +1,1833 @@
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+"QTDE_PROF_SEGURANCA","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","10","2.72445","0.0314125"
+"QTDE_PROF_SEGURANCA","2020","QTDE_LOUSA_DIGITAL","2021","10","1.3475","0.20756"
+"QTDE_PROF_SEGURANCA","2020","QTDE_COMPUTADOR_MESA","2021","10","2.5743","0.037495"
+"QTDE_PROF_SEGURANCA","2020","QTDE_COMPUTADOR_PORTATIL","2021","10","1.7392","0.117705"
+"QTDE_PROF_SEGURANCA","2020","QTDE_TABLET","2021","10","1.6973","0.124865"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_SERVICOS_GERAIS","2021","10","4.3155","0.0042172"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_BIBLIOTECARIO","2021","10","1.1779","0.27004"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_SAUDE","2021","10","0.986955","0.364505"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_COORDENADOR","2021","10","1.24965","0.24092"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_ALIMENTACAO","2021","10","0.692595","0.589345"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_PEDAGOGIA","2021","10","1.3159","0.218565"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_SEGURANCA","2021","10","0.10518","1"
+"QTDE_PROF_SEGURANCA","2020","QTDE_PROF_MONITORES","2021","10","0.15319","0.999995"
+"QTDE_PROF_SEGURANCA","2020","QT_PROF_ADMIN","2021","10","0.67272","0.60846"
+"QTDE_PROF_MONITORES","2020","NUM_SALAS_UTILIZADAS","2021","10","6.05725","0.000522645"
+"QTDE_PROF_MONITORES","2020","NUM_TV","2021","10","1.1299","0.28999"
+"QTDE_PROF_MONITORES","2020","NUM_DVD","2021","10","1.3159","0.218565"
+"QTDE_PROF_MONITORES","2020","NUM_SOM","2021","10","0.889865","0.42571"
+"QTDE_PROF_MONITORES","2020","NUM_MULTIMIDIA","2021","10","1.3159","0.218565"
+"QTDE_PROF_MONITORES","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","10","6.05725","0.000522645"
+"QTDE_PROF_MONITORES","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","10","1.39935","0.19312"
+"QTDE_PROF_MONITORES","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","10","3.74095","0.0088064"
+"QTDE_PROF_MONITORES","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","10","3.80955","0.0080866"
+"QTDE_PROF_MONITORES","2020","QTDE_LOUSA_DIGITAL","2021","10","1.1779","0.27004"
+"QTDE_PROF_MONITORES","2020","QTDE_COMPUTADOR_MESA","2021","10","3.13085","0.0183075"
+"QTDE_PROF_MONITORES","2020","QTDE_COMPUTADOR_PORTATIL","2021","10","1.6525","0.13254"
+"QTDE_PROF_MONITORES","2020","QTDE_TABLET","2021","10","1.3935","0.19362"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_SERVICOS_GERAIS","2021","10","5.6604","0.00080255"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_BIBLIOTECARIO","2021","10","1.1291","0.29107"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_SAUDE","2021","10","0.823525","0.47571"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_COORDENADOR","2021","10","1.24965","0.24092"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_ALIMENTACAO","2021","10","0.986955","0.364505"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_PEDAGOGIA","2021","10","1.3159","0.218565"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_SEGURANCA","2021","10","0.19319","0.999795"
+"QTDE_PROF_MONITORES","2020","QTDE_PROF_MONITORES","2021","10","0.10518","1"
+"QTDE_PROF_MONITORES","2020","QT_PROF_ADMIN","2021","10","1.1299","0.28999"
+"QT_PROF_ADMIN","2020","NUM_SALAS_UTILIZADAS","2021","10","2.61015","0.0368145"
+"QT_PROF_ADMIN","2020","NUM_TV","2021","10","0.10518","1"
+"QT_PROF_ADMIN","2020","NUM_DVD","2021","10","1.1291","0.29107"
+"QT_PROF_ADMIN","2020","NUM_SOM","2021","10","0.097265","1"
+"QT_PROF_ADMIN","2020","NUM_MULTIMIDIA","2021","10","1.1291","0.29107"
+"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_DENTRO","2021","10","2.35165","0.0514675"
+"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_FORA","2021","10","2.5171","0.0412615"
+"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_CLIMATIZADA","2021","10","1.74375","0.116735"
+"QT_PROF_ADMIN","2020","QTDE_SALAS_UTILIZADAS_ACESSIVEIS","2021","10","1.6629","0.131115"
+"QT_PROF_ADMIN","2020","QTDE_LOUSA_DIGITAL","2021","10","2.00385","0.081249"
+"QT_PROF_ADMIN","2020","QTDE_COMPUTADOR_MESA","2021","10","1.17585","0.268625"
+"QT_PROF_ADMIN","2020","QTDE_COMPUTADOR_PORTATIL","2021","10","1.90875","0.092603"
+"QT_PROF_ADMIN","2020","QTDE_TABLET","2021","10","2.5171","0.0412615"
+"QT_PROF_ADMIN","2020","QTDE_PROF_SERVICOS_GERAIS","2021","10","2.08245","0.071967"
+"QT_PROF_ADMIN","2020","QTDE_PROF_BIBLIOTECARIO","2021","10","1.5762","0.148285"
+"QT_PROF_ADMIN","2020","QTDE_PROF_SAUDE","2021","10","1.7132","0.12145"
+"QT_PROF_ADMIN","2020","QTDE_PROF_COORDENADOR","2021","10","1.32815","0.213845"
+"QT_PROF_ADMIN","2020","QTDE_PROF_ALIMENTACAO","2021","10","0.10518","1"
+"QT_PROF_ADMIN","2020","QTDE_PROF_PEDAGOGIA","2021","10","1.1291","0.29107"
+"QT_PROF_ADMIN","2020","QTDE_PROF_SEGURANCA","2021","10","0.67272","0.60846"
+"QT_PROF_ADMIN","2020","QTDE_PROF_MONITORES","2021","10","1.1299","0.28999"
+"QT_PROF_ADMIN","2020","QT_PROF_ADMIN","2021","10","0.10518","1"
diff --git a/distCalc.ipynb b/distCalc.ipynb
index 5fa0194f1c1cabcef49059980288c6540d90aaba..b876a8f8021a442b7507a1c5f42773d595ce2e29 100644
--- a/distCalc.ipynb
+++ b/distCalc.ipynb
@@ -392,7 +392,7 @@
"outputs": [],
"source": [
"# Import F results\n",
- "df_f = pd.read_csv('R_resultados/Histograma_10/F_subsequente.csv', sep=',')\n",
+ "df_f = pd.read_csv('R_resultados/Histograma_norm/F_subsequente.csv', sep=',')\n",
"stat_column = 'p_valor'\n",
"df_f[stat_column] = df_f[stat_column].abs()\n",
"df_f = df_f.sort_values(by=['ano_coluna1', stat_column, 'estatistica_f'], ascending=[True, False, True])\n",
@@ -405,12 +405,12 @@
"df_t = df_t.sort_values(by=['ano_coluna1', stat_column, 'estatistica_t'], ascending=[True, False, True])\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('R_resultados/Histograma_norm/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",
+ "# # Import COHEND results\n",
+ "# df_c = pd.read_csv('R_resultados/Histograma_norm/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('R_resultados/Histograma_norm/KS_subsequente.csv', sep=',')\n",
@@ -437,7 +437,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 5,
"id": "f9541a11-c1bf-4318-847a-100917e13204",
"metadata": {
"tags": []
@@ -447,14 +447,14 @@
"dist = DistCalc()\n",
"dist.calc(df_f, 'p_valor', 'estatistica_f', 0.90)\n",
"dist.calc(df_t, 'p_valor', 'estatistica_t', 0.90)\n",
- "dist.calc(df_c, 'estatistica_cohend', 'estatistica_cohend', 0.15, threshGreater=False)\n",
+ "# dist.calc(df_c, 'estatistica_cohend', 'estatistica_cohend', 0.15, threshGreater=False)\n",
"dist.calc(df_ks, 'p_valor', 'estatistica_ks', 0.90)\n",
"dist.calc(df_ad, 'p_valor', 'estatistica_ad', 0.90)\n",
"\n",
"\n",
"dist.calcTop3(df_f, 'p_valor', 'estatistica_f', 0.90)\n",
"dist.calcTop3(df_t, 'p_valor', 'estatistica_t', 0.90)\n",
- "dist.calcTop3(df_c, 'estatistica_cohend', 'estatistica_cohend', 0.15, threshGreater=False)\n",
+ "# dist.calcTop3(df_c, 'estatistica_cohend', 'estatistica_cohend', 0.15, threshGreater=False)\n",
"dist.calcTop3(df_ks, 'p_valor', 'estatistica_ks', 0.90)\n",
"dist.calcTop3(df_ad, 'p_valor', 'estatistica_ad', 0.90)"
]
@@ -469,7 +469,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 6,
"id": "527ff27d-f321-4749-a94d-dd7d824ef682",
"metadata": {
"tags": []
@@ -509,20 +509,20 @@
"resultTop3_f = resultTop3_f.round(3)\n",
"\n",
"# ================= COHEN =================\n",
- "result_cohend = pd.DataFrame(columns=['ano_base', 'match', 'new', 'empty', 'total'])\n",
- "resultTop3_cohend = pd.DataFrame(columns=['ano_base', 'match', 'new', 'empty', 'total'])\n",
- "for i, ano in enumerate(dist.get_years):\n",
- " new_row = [ano, dist.stat_cohend_matches[i][1], dist.stat_cohend_new[i][1], dist.stat_cohend_empty[i][1], dist.stat_cohend[i][1]]\n",
- " result_cohend.loc[len(result_cohend)] = new_row\n",
- " new_row = [ano, dist.stat_cohend_matches_top3[i][1], dist.stat_cohend_new_top3[i][1], dist.stat_cohend_empty_top3[i][1], dist.stat_cohend_top3[i][1]]\n",
- " resultTop3_cohend.loc[len(resultTop3_cohend)] = new_row\n",
+ "# result_cohend = pd.DataFrame(columns=['ano_base', 'match', 'new', 'empty', 'total'])\n",
+ "# resultTop3_cohend = pd.DataFrame(columns=['ano_base', 'match', 'new', 'empty', 'total'])\n",
+ "# for i, ano in enumerate(dist.get_years):\n",
+ "# new_row = [ano, dist.stat_cohend_matches[i][1], dist.stat_cohend_new[i][1], dist.stat_cohend_empty[i][1], dist.stat_cohend[i][1]]\n",
+ "# result_cohend.loc[len(result_cohend)] = new_row\n",
+ "# new_row = [ano, dist.stat_cohend_matches_top3[i][1], dist.stat_cohend_new_top3[i][1], dist.stat_cohend_empty_top3[i][1], dist.stat_cohend_top3[i][1]]\n",
+ "# resultTop3_cohend.loc[len(resultTop3_cohend)] = new_row\n",
" \n",
- "result_cohend.loc[len(result_cohend)] = result_cohend.mean()\n",
- "result_cohend.loc[len(result_cohend)] = result_cohend.std()\n",
- "resultTop3_cohend.loc[len(resultTop3_cohend)] = resultTop3_cohend.mean()\n",
- "resultTop3_cohend.loc[len(resultTop3_cohend)] = resultTop3_cohend.std()\n",
- "result_cohend = result_cohend.round(3)\n",
- "resultTop3_cohend = resultTop3_cohend.round(3)\n",
+ "# result_cohend.loc[len(result_cohend)] = result_cohend.mean()\n",
+ "# result_cohend.loc[len(result_cohend)] = result_cohend.std()\n",
+ "# resultTop3_cohend.loc[len(resultTop3_cohend)] = resultTop3_cohend.mean()\n",
+ "# resultTop3_cohend.loc[len(resultTop3_cohend)] = resultTop3_cohend.std()\n",
+ "# result_cohend = result_cohend.round(3)\n",
+ "# resultTop3_cohend = resultTop3_cohend.round(3)\n",
"\n",
"# ================= T =================\n",
"result_t = pd.DataFrame(columns=['ano_base', 'match', 'new', 'empty', 'total'])\n",
@@ -567,7 +567,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 7,
"id": "4cb4afc8-6149-40a7-8f77-af06183d4d23",
"metadata": {
"tags": []
@@ -583,25 +583,17 @@
"result_t.to_csv(f'./result_t.csv', index=False)\n",
"resultTop3_t.to_csv(f'./resultTop3_t.csv', index=False)\n",
"\n",
- "result_cohend.to_csv(f'./result_cohend.csv', index=False)\n",
- "resultTop3_cohend.to_csv(f'./resultTop3_cohend.csv', index=False)\n",
+ "# result_cohend.to_csv(f'./result_cohend.csv', index=False)\n",
+ "# resultTop3_cohend.to_csv(f'./resultTop3_cohend.csv', index=False)\n",
"\n",
"result_ad.to_csv(f'./result_ad.csv', index=False)\n",
"resultTop3_ad.to_csv(f'./resultTop3_ad.csv', index=False)"
]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "7605d234-6edf-4513-939f-73e0f49034aa",
- "metadata": {},
- "outputs": [],
- "source": []
}
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3.10.12 64-bit",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
@@ -615,7 +607,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.10.12"
+ "version": "3.12.3"
},
"vscode": {
"interpreter": {