From 3edd49a53dd0f1034357feaf2012091e3ad1b0fc Mon Sep 17 00:00:00 2001
From: Angelina Almeida
 <88189675+Angelinaalmeidabarboza@users.noreply.github.com>
Date: Sat, 28 Sep 2024 15:50:28 -0300
Subject: [PATCH 1/3] Update and rename material /nome-projeto.md to material
 nome-projeto.md

---
 material /nome-projeto.md => material nome-projeto.md | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename material /nome-projeto.md => material nome-projeto.md (100%)

diff --git a/material /nome-projeto.md b/material nome-projeto.md
similarity index 100%
rename from material /nome-projeto.md
rename to material nome-projeto.md

From c41e401c256cbb5cf30d6f5d9f683de17c2332a6 Mon Sep 17 00:00:00 2001
From: Angelina Almeida
 <88189675+Angelinaalmeidabarboza@users.noreply.github.com>
Date: Mon, 30 Sep 2024 20:46:53 -0300
Subject: [PATCH 2/3] Update and rename material nome-projeto.md to
 material/nome-projeto.md

---
 material nome-projeto.md => material/nome-projeto.md | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename material nome-projeto.md => material/nome-projeto.md (100%)

diff --git a/material nome-projeto.md b/material/nome-projeto.md
similarity index 100%
rename from material nome-projeto.md
rename to material/nome-projeto.md

From 2acef9a4be7efbbe19ae0da26829f2a2b31c370f Mon Sep 17 00:00:00 2001
From: "angelinaalmeidabarboza@gmail.com" <angelinaalmeidabarboza@gmail.com>
Date: Thu, 10 Oct 2024 22:17:38 -0300
Subject: [PATCH 3/3] Entrega projeto final

---
 projetoangelefer.ipynb     |  814 +++++++++++++++++++++++++++++
 saresp 2022 atualizado.csv | 1000 ++++++++++++++++++++++++++++++++++++
 2 files changed, 1814 insertions(+)
 create mode 100644 projetoangelefer.ipynb
 create mode 100644 saresp 2022 atualizado.csv

diff --git a/projetoangelefer.ipynb b/projetoangelefer.ipynb
new file mode 100644
index 0000000..08cbecf
--- /dev/null
+++ b/projetoangelefer.ipynb
@@ -0,0 +1,814 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "df = pd.read_csv('saresp 2022 atualizado.csv', sep=';', encoding='latin1')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>CD_ALUNO</th>\n",
+       "      <th>NOMEDEP</th>\n",
+       "      <th>RegiaoMetropolitana</th>\n",
+       "      <th>DE</th>\n",
+       "      <th>MUN</th>\n",
+       "      <th>TIPOCLASSE</th>\n",
+       "      <th>SERIE_ANO</th>\n",
+       "      <th>SEXO</th>\n",
+       "      <th>PERIODO</th>\n",
+       "      <th>DEF1</th>\n",
+       "      <th>...</th>\n",
+       "      <th>DEF5</th>\n",
+       "      <th>TOTAL_PONTO_LP</th>\n",
+       "      <th>TOTAL_PONTO_MAT</th>\n",
+       "      <th>TOTAL_PONTO_CIE</th>\n",
+       "      <th>profic_lp</th>\n",
+       "      <th>profic_mat</th>\n",
+       "      <th>profic_cie</th>\n",
+       "      <th>nivel_profic_lp</th>\n",
+       "      <th>nivel_profic_mat</th>\n",
+       "      <th>nivel_profic_cie</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>54425</td>\n",
+       "      <td>ESTADUAL-SE</td>\n",
+       "      <td>Interior</td>\n",
+       "      <td>BIRIGUI</td>\n",
+       "      <td>BURITAMA</td>\n",
+       "      <td>0</td>\n",
+       "      <td>EM-3ª série</td>\n",
+       "      <td>M</td>\n",
+       "      <td>TARDE</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>290674</td>\n",
+       "      <td>ESTADUAL-SE</td>\n",
+       "      <td>Interior</td>\n",
+       "      <td>MIRANTE DO PARANAPANEMA</td>\n",
+       "      <td>TARABAI</td>\n",
+       "      <td>0</td>\n",
+       "      <td>EM-3ª série</td>\n",
+       "      <td>M</td>\n",
+       "      <td>NOITE</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>352167</td>\n",
+       "      <td>ESTADUAL-OUT</td>\n",
+       "      <td>Interior</td>\n",
+       "      <td>BIRIGUI</td>\n",
+       "      <td>BIRIGUI</td>\n",
+       "      <td>0</td>\n",
+       "      <td>EM-3ª série</td>\n",
+       "      <td>M</td>\n",
+       "      <td>MANHÃ</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>415917</td>\n",
+       "      <td>ESTADUAL-SE</td>\n",
+       "      <td>Região Metropolitana do Vale do Paraíba e Lito...</td>\n",
+       "      <td>PINDAMONHANGABA</td>\n",
+       "      <td>PINDAMONHANGABA</td>\n",
+       "      <td>0</td>\n",
+       "      <td>EM-3ª série</td>\n",
+       "      <td>F</td>\n",
+       "      <td>NOITE</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>422500</td>\n",
+       "      <td>ESTADUAL-SE</td>\n",
+       "      <td>Interior</td>\n",
+       "      <td>ARARAQUARA</td>\n",
+       "      <td>TRABIJU</td>\n",
+       "      <td>0</td>\n",
+       "      <td>EM-3ª série</td>\n",
+       "      <td>F</td>\n",
+       "      <td>NOITE</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   CD_ALUNO       NOMEDEP                                RegiaoMetropolitana  \\\n",
+       "0     54425   ESTADUAL-SE                                           Interior   \n",
+       "1    290674   ESTADUAL-SE                                           Interior   \n",
+       "2    352167  ESTADUAL-OUT                                           Interior   \n",
+       "3    415917   ESTADUAL-SE  Região Metropolitana do Vale do Paraíba e Lito...   \n",
+       "4    422500   ESTADUAL-SE                                           Interior   \n",
+       "\n",
+       "                        DE              MUN  TIPOCLASSE    SERIE_ANO SEXO  \\\n",
+       "0                  BIRIGUI         BURITAMA           0  EM-3ª série    M   \n",
+       "1  MIRANTE DO PARANAPANEMA          TARABAI           0  EM-3ª série    M   \n",
+       "2                  BIRIGUI          BIRIGUI           0  EM-3ª série    M   \n",
+       "3          PINDAMONHANGABA  PINDAMONHANGABA           0  EM-3ª série    F   \n",
+       "4               ARARAQUARA          TRABIJU           0  EM-3ª série    F   \n",
+       "\n",
+       "  PERIODO  DEF1  ...  DEF5  TOTAL_PONTO_LP  TOTAL_PONTO_MAT  TOTAL_PONTO_CIE  \\\n",
+       "0   TARDE  11.0  ...   NaN             NaN              NaN              NaN   \n",
+       "1   NOITE   NaN  ...   NaN             NaN              NaN              NaN   \n",
+       "2   MANHÃ   NaN  ...   NaN             NaN              NaN              NaN   \n",
+       "3   NOITE   NaN  ...   NaN             NaN              NaN              NaN   \n",
+       "4   NOITE   NaN  ...   NaN             NaN              NaN              NaN   \n",
+       "\n",
+       "   profic_lp  profic_mat  profic_cie  nivel_profic_lp  nivel_profic_mat  \\\n",
+       "0        NaN         NaN         NaN              NaN               NaN   \n",
+       "1        NaN         NaN         NaN              NaN               NaN   \n",
+       "2        NaN         NaN         NaN              NaN               NaN   \n",
+       "3        NaN         NaN         NaN              NaN               NaN   \n",
+       "4        NaN         NaN         NaN              NaN               NaN   \n",
+       "\n",
+       "  nivel_profic_cie  \n",
+       "0              NaN  \n",
+       "1              NaN  \n",
+       "2              NaN  \n",
+       "3              NaN  \n",
+       "4              NaN  \n",
+       "\n",
+       "[5 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 999 entries, 0 to 998\n",
+      "Data columns (total 23 columns):\n",
+      " #   Column               Non-Null Count  Dtype  \n",
+      "---  ------               --------------  -----  \n",
+      " 0   CD_ALUNO             999 non-null    int64  \n",
+      " 1   NOMEDEP              999 non-null    object \n",
+      " 2   RegiaoMetropolitana  999 non-null    object \n",
+      " 3   DE                   999 non-null    object \n",
+      " 4   MUN                  999 non-null    object \n",
+      " 5   TIPOCLASSE           999 non-null    int64  \n",
+      " 6   SERIE_ANO            999 non-null    object \n",
+      " 7   SEXO                 999 non-null    object \n",
+      " 8   PERIODO              999 non-null    object \n",
+      " 9   DEF1                 148 non-null    float64\n",
+      " 10  DEF2                 23 non-null     float64\n",
+      " 11  DEF3                 23 non-null     float64\n",
+      " 12  DEF4                 1 non-null      float64\n",
+      " 13  DEF5                 0 non-null      float64\n",
+      " 14  TOTAL_PONTO_LP       517 non-null    float64\n",
+      " 15  TOTAL_PONTO_MAT      517 non-null    float64\n",
+      " 16  TOTAL_PONTO_CIE      493 non-null    float64\n",
+      " 17  profic_lp            517 non-null    float64\n",
+      " 18  profic_mat           517 non-null    float64\n",
+      " 19  profic_cie           493 non-null    object \n",
+      " 20  nivel_profic_lp      517 non-null    object \n",
+      " 21  nivel_profic_mat     517 non-null    object \n",
+      " 22  nivel_profic_cie     493 non-null    object \n",
+      "dtypes: float64(10), int64(2), object(11)\n",
+      "memory usage: 179.6+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SEXO\n",
+      "M    600\n",
+      "F    399\n",
+      "Name: count, dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "coluna_sexo = df['SEXO'].value_counts()\n",
+    "print(coluna_sexo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SERIE_ANO\n",
+      "EM-3ª série    940\n",
+      "9º Ano EF       49\n",
+      "5º Ano EF        5\n",
+      "2º Ano EF        5\n",
+      "Name: count, dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "coluna_ano = df['SERIE_ANO'].value_counts()\n",
+    "print(coluna_ano)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "profic_lp     float64\n",
+      "profic_mat    float64\n",
+      "profic_cie     object\n",
+      "dtype: object\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Verificar os tipos de dados das colunas\n",
+    "print(df[['profic_lp', 'profic_mat', 'profic_cie']].dtypes)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df['profic_cie'] = pd.to_numeric(df['profic_cie'], errors='coerce')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "profic_lp     227.661509\n",
+      "profic_mat    237.632495\n",
+      "profic_cie    245.963597\n",
+      "dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Calcular a média de proficiência para todas as linhas\n",
+    "media_geral = df[['profic_lp', 'profic_mat', 'profic_cie']].mean()\n",
+    "\n",
+    "print(media_geral)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "   CD_ALUNO       NOMEDEP                                RegiaoMetropolitana  \\\n",
+      "0     54425   ESTADUAL-SE                                           Interior   \n",
+      "1    290674   ESTADUAL-SE                                           Interior   \n",
+      "2    352167  ESTADUAL-OUT                                           Interior   \n",
+      "3    415917   ESTADUAL-SE  Região Metropolitana do Vale do Paraíba e Lito...   \n",
+      "4    422500   ESTADUAL-SE                                           Interior   \n",
+      "\n",
+      "                        DE              MUN  TIPOCLASSE    SERIE_ANO SEXO  \\\n",
+      "0                  BIRIGUI         BURITAMA           0  EM-3ª série    M   \n",
+      "1  MIRANTE DO PARANAPANEMA          TARABAI           0  EM-3ª série    M   \n",
+      "2                  BIRIGUI          BIRIGUI           0  EM-3ª série    M   \n",
+      "3          PINDAMONHANGABA  PINDAMONHANGABA           0  EM-3ª série    F   \n",
+      "4               ARARAQUARA          TRABIJU           0  EM-3ª série    F   \n",
+      "\n",
+      "  PERIODO  DEF1  ...  DEF5  TOTAL_PONTO_LP  TOTAL_PONTO_MAT  TOTAL_PONTO_CIE  \\\n",
+      "0   TARDE  11.0  ...   NaN             NaN              NaN              NaN   \n",
+      "1   NOITE   NaN  ...   NaN             NaN              NaN              NaN   \n",
+      "2   MANHÃ   NaN  ...   NaN             NaN              NaN              NaN   \n",
+      "3   NOITE   NaN  ...   NaN             NaN              NaN              NaN   \n",
+      "4   NOITE   NaN  ...   NaN             NaN              NaN              NaN   \n",
+      "\n",
+      "   profic_lp  profic_mat  profic_cie  nivel_profic_lp  nivel_profic_mat  \\\n",
+      "0        NaN         NaN         NaN              NaN               NaN   \n",
+      "1        NaN         NaN         NaN              NaN               NaN   \n",
+      "2        NaN         NaN         NaN              NaN               NaN   \n",
+      "3        NaN         NaN         NaN              NaN               NaN   \n",
+      "4        NaN         NaN         NaN              NaN               NaN   \n",
+      "\n",
+      "   nivel_profic_cie  \n",
+      "0               NaN  \n",
+      "1               NaN  \n",
+      "2               NaN  \n",
+      "3               NaN  \n",
+      "4               NaN  \n",
+      "\n",
+      "[5 rows x 23 columns]\n",
+      "RegiaoMetropolitana\n",
+      "Interior                                                   458\n",
+      "Região Metropolitana de São Paulo                          213\n",
+      "Região Metropolitana de Ribeirão Preto                      81\n",
+      "Região Metropolitana de Campinas                            80\n",
+      "Região Metropolitana do Vale do Paraíba e Litoral Norte     72\n",
+      "Região Metropolitana de Sorocaba                            52\n",
+      "Região Metropolitana da Baixada Santista                    43\n",
+      "Name: count, dtype: int64\n",
+      "Index(['CD_ALUNO', 'NOMEDEP', 'RegiaoMetropolitana', 'DE', 'MUN', 'TIPOCLASSE',\n",
+      "       'SERIE_ANO', 'SEXO', 'PERIODO', 'DEF1', 'DEF2', 'DEF3', 'DEF4', 'DEF5',\n",
+      "       'TOTAL_PONTO_LP', 'TOTAL_PONTO_MAT', 'TOTAL_PONTO_CIE', 'profic_lp',\n",
+      "       'profic_mat', 'profic_cie', 'nivel_profic_lp', 'nivel_profic_mat',\n",
+      "       'nivel_profic_cie'],\n",
+      "      dtype='object')\n",
+      "profic_lp     482\n",
+      "profic_mat    482\n",
+      "profic_cie    532\n",
+      "dtype: int64\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(df.head())\n",
+    "\n",
+    "print(df['RegiaoMetropolitana'].value_counts())\n",
+    "\n",
+    "print(df.columns)\n",
+    "\n",
+    "print(df[['profic_lp', 'profic_mat', 'profic_cie']].isnull().sum())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SEXO\n",
+      "M    600\n",
+      "F    399\n",
+      "Name: count, dtype: int64\n",
+      "       profic_lp  profic_mat  profic_cie\n",
+      "SEXO                                    \n",
+      "F     228.049751  228.975124  239.497207\n",
+      "M     227.414557  243.139241  249.982639\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Contagem de alunos por gênero\n",
+    "coluna_sexo = df['SEXO'].value_counts()\n",
+    "print(coluna_sexo)\n",
+    "\n",
+    "# Calcular a média de proficiência por gênero\n",
+    "prof_por_genero = df.groupby('SEXO')[['profic_lp', 'profic_mat', 'profic_cie']].mean()\n",
+    "\n",
+    "print(prof_por_genero)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "SERIE_ANO\n",
+      "EM-3ª série    940\n",
+      "9º Ano EF       49\n",
+      "5º Ano EF        5\n",
+      "2º Ano EF        5\n",
+      "Name: count, dtype: int64\n",
+      "              profic_lp  profic_mat  profic_cie\n",
+      "SERIE_ANO                                      \n",
+      "2º Ano EF    160.500000   172.00000         NaN\n",
+      "5º Ano EF    194.400000   191.00000  202.400000\n",
+      "9º Ano EF    245.740741   244.62963  276.923077\n",
+      "EM-3ª série  227.550936   238.27027  244.616972\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Contagem de alunos por série/ano\n",
+    "coluna_ano = df['SERIE_ANO'].value_counts()\n",
+    "print(coluna_ano)\n",
+    "\n",
+    "# Média de proficiência por série/ano\n",
+    "prof_por_ano = df.groupby('SERIE_ANO')[['profic_lp', 'profic_mat', 'profic_cie']].mean()\n",
+    "\n",
+    "print(prof_por_ano)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "            profic_lp  profic_mat  profic_cie\n",
+      "profic_lp    1.000000    0.573521    0.658317\n",
+      "profic_mat   0.573521    1.000000    0.562436\n",
+      "profic_cie   0.658317    0.562436    1.000000\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Cálculo da correlação entre as proficiências nas disciplinas\n",
+    "correlacao = df[['profic_lp', 'profic_mat', 'profic_cie']].corr()\n",
+    "\n",
+    "print(correlacao)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "          profic_lp  profic_mat  profic_cie\n",
+      "PERIODO                                    \n",
+      "MANHÃ    233.559809  241.162679  254.324742\n",
+      "NOITE    222.144737  234.842105  237.827586\n",
+      "TARDE    227.975000  236.362500  246.385714\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Média de proficiência por turno\n",
+    "prof_por_periodo = df.groupby('PERIODO')[['profic_lp', 'profic_mat', 'profic_cie']].mean()\n",
+    "\n",
+    "print(prof_por_periodo)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib.pyplot as plt\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "#  Alunos por região metropolitana\n",
+    "plt.figure(figsize=(12, 6))\n",
+    "contagem_regiao.plot(kind='bar', color='green')\n",
+    "\n",
+    "plt.xlabel('Região Metropolitana')\n",
+    "plt.ylabel('Quantidade de Alunos')\n",
+    "plt.title('Quantidade de Alunos por Região Metropolitana')\n",
+    "plt.xticks(rotation=45)\n",
+    "\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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xMDBQbdq00bp16/TLL7/oxhtv/Nvn5E7lsNvtLh83v30W5b0j/f4a7dy5Uzk5OU5Xb3OnArny3zlQkjDnFijhxowZo8DAQD3yyCNKSUnJ03/o0CG99NJLkuQICC+++KLTmNwroZ07dy708QMDAyUpT5jKver0x6t/WVlZmjlzptO4Jk2aqHz58po7d64uX77saJ8/f36eaQI9evTQL7/8orlz5+ap48KFCzp37lyh6y+oUqVKqUOHDvr444919OhRR/vevXu1fPlyp7Fdu3ZVqVKlNH78+DxXP40xOnXq1BWPc+HCBS1evFh33XWX7r///jyPhIQEnT171jHvMz9RUVFKS0vTzp07HW0nTpzQRx99VNjTlvT7ubdv316ffPKJ05JpKSkpWrBggVq2bOmYIvPncwsKClKNGjUKfMeuV199VZcuXXJsz5o1S5cvX9add94p6ff5wb6+vpo+fbrTa/v6668rLS3NpfdwrmeeeUbZ2dl66KGH8p2e8OffZePGjRUVFaX//e9/+Y4/efJkoWsoynsnV6dOnZScnKz33nvP0Xb58mW9/PLLCgoKclyJBqyKK7dACRcVFaUFCxaoZ8+eio6OdrpD2aZNm7Ro0SL169dPktSgQQP17dtXr776qmPawNdff6233npLXbp0cbpiVlANGzZUqVKl9J///EdpaWny8/PT7bffrltvvVVly5ZV3759NWzYMNlsNr3zzjt5/sH29fXVuHHjNHToUN1+++3q0aOHjhw5onnz5ikqKsrpCm3v3r31/vvv65///KfWrFmjFi1aKDs7W/v27dP777+v5cuXq0mTJkV6Pf/K+PHjtWzZMt1222169NFHHYGhTp06TkEyKipKzz77rBITE3XkyBF16dJFZcqU0eHDh/XRRx9p0KBBTnM3/+jTTz/V2bNndc899+Tb37x5c4WGhmr+/Pnq2bNnvmMeeOABPfHEE7rvvvs0bNgwnT9/XrNmzVKtWrW0fft2l8792Wef1cqVK9WyZUs9+uij8vb21pw5c5SZmakpU6Y4xsXExKhNmzZq3LixypUrp2+++UYffPCBEhISCnScrKwstWvXTj169ND+/fs1c+ZMtWzZ0vF6hIaGKjExUePHj1fHjh11zz33OMbdcssteuihh1w6P+n3L3fNmDFDQ4cOVc2aNR13KMvKytIPP/yg+fPny9fXV+Hh4ZIkLy8vvfbaa7rzzjtVp04d9e/fXzfeeKN++eUXrVmzRna7XZ999lmhaijKeyfXoEGDNGfOHPXr10/btm1TtWrV9MEHH2jjxo168cUXC/wFVKDEKv4FGgBcDT/88IMZOHCgqVatmvH19TVlypQxLVq0MC+//LJj2S1jjLl06ZIZP368iYyMND4+PiYiIsIkJiY6jTHm96XA8lvSqXXr1k7LcxljzNy5c0316tUdS2LlLgu2ceNG07x5c1O6dGlTqVIlM2bMGLN8+fJ8lw6bPn26qVq1qvHz8zNNmzY1GzduNI0bNzYdO3Z0GpeVlWX+85//mDp16hg/Pz9TtmxZ07hxYzN+/HiTlpbmGCfJxMfHOz338OHDRpL573//69S+Zs0aI8ksWrToL19jY4xZt26dady4sfH19TXVq1c3s2fPzneJLWOM+fDDD03Lli1NYGCgCQwMNLVr1zbx8fFm//79V9z/3Xffbfz9/c25c+euOKZfv37Gx8fHsQ6t/rQUmDHGrFixwtStW9f4+vqam266ybz77rtXXArsz6+TMb///vv27evUtn37dtOhQwcTFBRkAgICTNu2bc2mTZucxjz77LOmadOmJiQkxJQuXdrUrl3bPPfcc07Le+UndymwdevWmUGDBpmyZcuaoKAg06tXL3Pq1Kk842fMmGFq165tfHx8TFhYmBkyZEie9YNbt25t6tSp85fHzc+3335r+vTpY6pUqWJ8fX1NYGCgqV+/vhk1apTTkml/HN+1a1dTvnx54+fnZ6pWrWp69OhhVq1a5RiT+9qfPHky3/P+8zJ0BXnv/NX5paSkmP79+5sbbrjB+Pr6mnr16pk333yz0K8FUBLZjHHTNygAwI1ycnIUGhqqrl275jsNAdYyb9489e/fX1u3br2qV98BWB9zbgF43MWLF/NMV3j77bd1+vTpPLffBQDgrzDnFoDHbd68WSNGjFD37t1Vvnx5bd++Xa+//rrq1q2r7t27e7o8AEAJQrgF4HHVqlVTRESEpk+frtOnT6tcuXLq06ePJk+eXKAF+AEAyMWcWwAAAFgGc24BAABgGYRbAAAAWAbhFgAAAJbBF8r0+3qax48fV5kyZYr9fvUAAAD4e8YYnT17VpUqVZKX15WvzxJuJR0/flwRERGeLgMAAAB/49ixY6pcufIV+wm3kuM+28eOHZPdbvdwNQAAAPiz9PR0RUREOHLblRBuJcdUBLvdTrgFAAC4hv3dFFK+UAYAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMjwebn/55Rc99NBDKl++vEqXLq169erpm2++cfQbY/TMM8+oYsWKKl26tOLi4nTgwAGnfZw+fVq9evWS3W5XSEiIBgwYoIyMjOI+FQAAAHiYR8Ptb7/9phYtWsjHx0dffPGF9uzZo6lTp6ps2bKOMVOmTNH06dM1e/ZsbdmyRYGBgerQoYMuXrzoGNOrVy/t3r1bK1eu1JIlS7R+/XoNGjTIE6cEAAAAD7IZY4ynDv6vf/1LGzdu1FdffZVvvzFGlSpV0qhRozR69GhJUlpamsLCwjRv3jw98MAD2rt3r2JiYrR161Y1adJEkrRs2TJ16tRJP//8sypVqvS3daSnpys4OFhpaWmy2+3uO0EAAAC4RUHzmkev3H766adq0qSJunfvrgoVKujmm2/W3LlzHf2HDx9WcnKy4uLiHG3BwcFq1qyZkpKSJElJSUkKCQlxBFtJiouLk5eXl7Zs2VJ8JwMAAACP82i4/fHHHzVr1izVrFlTy5cv15AhQzRs2DC99dZbkqTk5GRJUlhYmNPzwsLCHH3JycmqUKGCU7+3t7fKlSvnGPNnmZmZSk9Pd3oAAACg5PP25MFzcnLUpEkTPf/885Kkm2++Wd9//71mz56tvn37XrXjTpo0SePHj79q+79e2GyergDXC89NngIAlDQevXJbsWJFxcTEOLVFR0fr6NGjkqTw8HBJUkpKitOYlJQUR194eLhSU1Od+i9fvqzTp087xvxZYmKi0tLSHI9jx4655XwAAADgWR4Nty1atND+/fud2n744QdVrVpVkhQZGanw8HCtWrXK0Z+enq4tW7YoNjZWkhQbG6szZ85o27ZtjjGrV69WTk6OmjVrlu9x/fz8ZLfbnR4AAAAo+Tw6LWHEiBG69dZb9fzzz6tHjx76+uuv9eqrr+rVV1+VJNlsNg0fPlzPPvusatasqcjISD399NOqVKmSunTpIun3K70dO3bUwIEDNXv2bF26dEkJCQl64IEHCrRSAgAAAKzDo0uBSdKSJUuUmJioAwcOKDIyUiNHjtTAgQMd/cYYjR07Vq+++qrOnDmjli1baubMmapVq5ZjzOnTp5WQkKDPPvtMXl5e6tatm6ZPn66goKAC1cBSYK5hzi2KC3NuAQAFzWseD7fXAsKtawi3KC58SgEASsQ6twAAAIA7EW4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWAbhFgAAAJZBuAUAAIBlEG4BAABgGYRbAAAAWIZHw+24ceNks9mcHrVr13b0X7x4UfHx8SpfvryCgoLUrVs3paSkOO3j6NGj6ty5swICAlShQgU9/vjjunz5cnGfCgAAAK4B3p4uoE6dOvryyy8d297e/1fSiBEjtHTpUi1atEjBwcFKSEhQ165dtXHjRklSdna2OnfurPDwcG3atEknTpxQnz595OPjo+eff77YzwUAAACe5fFw6+3trfDw8DztaWlpev3117VgwQLdfvvtkqQ333xT0dHR2rx5s5o3b64VK1Zoz549+vLLLxUWFqaGDRtq4sSJeuKJJzRu3Dj5+voW9+kAAADAgzw+5/bAgQOqVKmSqlevrl69euno0aOSpG3btunSpUuKi4tzjK1du7aqVKmipKQkSVJSUpLq1aunsLAwx5gOHTooPT1du3fvvuIxMzMzlZ6e7vQAAABAyefRcNusWTPNmzdPy5Yt06xZs3T48GHddtttOnv2rJKTk+Xr66uQkBCn54SFhSk5OVmSlJyc7BRsc/tz+65k0qRJCg4OdjwiIiLce2IAAADwCI9OS7jzzjsdP9evX1/NmjVT1apV9f7776t06dJX7biJiYkaOXKkYzs9PZ2ACwAAYAEen5bwRyEhIapVq5YOHjyo8PBwZWVl6cyZM05jUlJSHHN0w8PD86yekLud3zzeXH5+frLb7U4PAAAAlHzXVLjNyMjQoUOHVLFiRTVu3Fg+Pj5atWqVo3///v06evSoYmNjJUmxsbHatWuXUlNTHWNWrlwpu92umJiYYq8fAAAAnuXRaQmjR4/W3XffrapVq+r48eMaO3asSpUqpQcffFDBwcEaMGCARo4cqXLlyslut2vo0KGKjY1V8+bNJUnt27dXTEyMevfurSlTpig5OVlPPfWU4uPj5efn58lTAwAAgAd4NNz+/PPPevDBB3Xq1CmFhoaqZcuW2rx5s0JDQyVJ06ZNk5eXl7p166bMzEx16NBBM2fOdDy/VKlSWrJkiYYMGaLY2FgFBgaqb9++mjBhgqdOCQAAAB5kM8YYTxfhaenp6QoODlZaWhrzbwvBZvN0Bbhe8CkFAChoXrum5twCAAAARUG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAluGWcJudna0dO3bot99+c8fuAAAAAJe4FG6HDx+u119/XdLvwbZ169Zq1KiRIiIitHbtWnfWBwAAABSYS+H2gw8+UIMGDSRJn332mQ4fPqx9+/ZpxIgR+ve//+3WAgEAAICCcinc/vrrrwoPD5ckff755+revbtq1aqlhx9+WLt27XJrgQAAAEBBuRRuw8LCtGfPHmVnZ2vZsmW64447JEnnz59XqVKl3FogAAAAUFDerjypf//+6tGjhypWrCibzaa4uDhJ0pYtW1S7dm23FggAAAAUlEvhdty4capbt66OHTum7t27y8/PT5JUqlQp/etf/3JrgQAAAEBB2YwxxtNFeFp6erqCg4OVlpYmu93u6XJKDJvN0xXgesGnFACgoHnN5XVu161bp7vvvls1atRQjRo1dM899+irr75ydXcAAABAkbkUbt99913FxcUpICBAw4YN07Bhw1S6dGm1a9dOCxYscKmQyZMny2azafjw4Y62ixcvKj4+XuXLl1dQUJC6deumlJQUp+cdPXpUnTt3VkBAgCpUqKDHH39cly9fdqkGAAAAlGwuzbl97rnnNGXKFI0YMcLRNmzYML3wwguaOHGi/vGPfxRqf1u3btWcOXNUv359p/YRI0Zo6dKlWrRokYKDg5WQkKCuXbtq48aNkn6/gUTnzp0VHh6uTZs26cSJE+rTp498fHz0/PPPu3JqAAAAKMFcunL7448/6u67787Tfs899+jw4cOF2ldGRoZ69eqluXPnqmzZso72tLQ0vf7663rhhRd0++23q3HjxnrzzTe1adMmbd68WZK0YsUK7dmzR++++64aNmyoO++8UxMnTtQrr7yirKwsV04NAAAAJZhL4TYiIkKrVq3K0/7ll18qIiKiUPuKj49X586dHcuJ5dq2bZsuXbrk1F67dm1VqVJFSUlJkqSkpCTVq1dPYWFhjjEdOnRQenq6du/efcVjZmZmKj093ekBAACAks+laQmjRo3SsGHDtGPHDt16662SpI0bN2revHl66aWXCryfhQsXavv27dq6dWuevuTkZPn6+iokJMSpPSwsTMnJyY4xfwy2uf25fVcyadIkjR8/vsB1AgAAoGRwKdwOGTJE4eHhmjp1qt5//31JUnR0tN577z3de++9BdrHsWPH9Nhjj2nlypXy9/d3pQyXJSYmauTIkY7t9PT0Ql9xBgBY0LpvPF0Brhetm3i6AstyKdxK0n333af77rvP5QNv27ZNqampatSokaMtOztb69ev14wZM7R8+XJlZWXpzJkzTldvU1JSFB4eLkkKDw/X119/7bTf3NUUcsfkx8/Pz3HjCQAAAFiHy+FWkrKyspSamqqcnByn9ipVqvztc9u1a6ddu3Y5tfXv31+1a9fWE088oYiICPn4+GjVqlXq1q2bJGn//v06evSoYmNjJUmxsbF67rnnlJqaqgoVKkiSVq5cKbvdrpiYmKKcGgAAAEogl8LtgQMH9PDDD2vTpk1O7cYY2Ww2ZWdn/+0+ypQpo7p16zq1BQYGqnz58o72AQMGaOTIkSpXrpzsdruGDh2q2NhYNW/eXJLUvn17xcTEqHfv3poyZYqSk5P11FNPKT4+niuzAAAA1yGXwm2/fv3k7e2tJUuWqGLFirJdpfuwTps2TV5eXurWrZsyMzPVoUMHzZw509FfqlQpLVmyREOGDFFsbKwCAwPVt29fTZgw4arUAwAAgGubzZjC37U9MDBQ27ZtU+3ata9GTcWuoPcqhrOr9P80QB6F/5QCXMQXylBc+EJZoRU0r7m0zm1MTIx+/fVXl4sDAAAArgaXwu1//vMfjRkzRmvXrtWpU6e4IQIAAACuCS7Nuc29a1i7du2c2gvzhTIAAADA3VwKt2vWrHF3HQAAAECRuRRuW7du7e46AAAAgCJzKdyuX7/+L/tbtWrlUjEAAABAUbgUbtu0aZOn7Y9r3TLnFgAAAJ7g0moJv/32m9MjNTVVy5Yt0y233KIVK1a4u0YAAACgQFy6chscHJyn7Y477pCvr69Gjhypbdu2FbkwAAAAoLBcunJ7JWFhYdq/f787dwkAAAAUmEtXbnfu3Om0bYzRiRMnNHnyZDVs2NAddQEAAACF5lK4bdiwoWw2m8yfbvjevHlzvfHGG24pDAAAACgsl8Lt4cOHnba9vLwUGhoqf39/txQFAAAAuMKlcFu1alV31wEAAAAUWYHD7fTp0wu802HDhrlUDAAAAFAUBQ6306ZNK9A4m81GuAUAAIBHFDjc/nmeLQAAAHCtces6t3v37tXo0aPduUsAAACgwIocbs+dO6fXX39dt956q+rUqaNly5a5oy4AAACg0FwOtxs3btTDDz+ssLAwDRo0SLfeeqv27Nmj77//3p31AQAAAAVWqHCbmpqqKVOmqHbt2rr//vsVEhKitWvXysvLSw8//LBq1659teoEAAAA/lah1rmtWrWq7r//fr300ku644475OXl1im7AAAAQJEUKp1WrVpVGzZs0Pr16/XDDz9crZoAAAAAlxQq3O7bt0/vvvuuTpw4oVtuuUWNGzd2rH9rs9muSoEAAABAQRV6XkGLFi30xhtv6MSJE/rnP/+pRYsWKTs7W48++qjmzp2rkydPXo06AQAAgL/l8qTZoKAgDRw4UJs2bdLu3bvVuHFjPfXUU6pUqZI76wMAAAAKzC3fCIuOjtb//vc//fLLL3rvvffcsUsAAACg0Ny63IG3t7e6du3qzl0CAAAABcZaXgAAALAMwi0AAAAsg3ALAAAAyyhSuD148KCWL1+uCxcuSJKMMW4pCgAAAHCFS+H21KlTiouLU61atdSpUyedOHFCkjRgwACNGjXKrQUCAAAABeVSuB0xYoS8vb119OhRBQQEONp79uypZcuWua04AAAAoDC8XXnSihUrtHz5clWuXNmpvWbNmvrpp5/cUhgAAABQWC5duT137pzTFdtcp0+flp+fX5GLAgAAAFzhUri97bbb9Pbbbzu2bTabcnJyNGXKFLVt29ZtxQEAAACF4dK0hClTpqhdu3b65ptvlJWVpTFjxmj37t06ffq0Nm7c6O4aAQAAgAJx6cpt3bp19cMPP6hly5a69957de7cOXXt2lXffvutoqKi3F0jAAAAUCAuXbmVpODgYP373/92Zy0AAABAkRQ43O7cubPAO61fv75LxQAAAABFUeBw27BhQ9lsNhljZLPZHO25dyX7Y1t2drYbSwQAAAAKpsBzbg8fPqwff/xRhw8f1ocffqjIyEjNnDlTO3bs0I4dOzRz5kxFRUXpww8/vJr1AgAAAFdU4Cu3VatWdfzcvXt3TZ8+XZ06dXK01a9fXxEREXr66afVpUsXtxYJAAAAFIRLqyXs2rVLkZGRedojIyO1Z8+eIhcFAAAAuMKlcBsdHa1JkyYpKyvL0ZaVlaVJkyYpOjrabcUBAAAAheHSUmCzZ8/W3XffrcqVKztWRti5c6dsNps+++wztxYIAAAAFJRL4bZp06b68ccfNX/+fO3bt0+S1LNnT/3jH/9QYGCgWwsEAAAACsrlmzgEBgZq0KBB7qwFAAAAKBKX5twCAAAA1yLCLQAAACyDcAsAAADLINwCAADAMlwOt2fOnNFrr72mxMREnT59WpK0fft2/fLLL24rDgAAACgMl1ZL2Llzp+Li4hQcHKwjR45o4MCBKleunBYvXqyjR4/q7bffdnedAAAAwN9y6crtyJEj1a9fPx04cED+/v6O9k6dOmn9+vVuKw4AAAAoDJfC7datWzV48OA87TfeeKOSk5OLXBQAAADgCpfCrZ+fn9LT0/O0//DDDwoNDS1yUQAAAIArXAq399xzjyZMmKBLly5Jkmw2m44ePaonnnhC3bp1c2uBAAAAQEG5FG6nTp2qjIwMVahQQRcuXFDr1q1Vo0YNlSlTRs8995y7awQAAAAKxKXVEoKDg7Vy5Upt2LBBO3fuVEZGhho1aqS4uDh31wcAAAAUmEvhNlfLli3VsmVLd9UCAAAAFEmBw+306dMLvNNhw4YVaNysWbM0a9YsHTlyRJJUp04dPfPMM7rzzjslSRcvXtSoUaO0cOFCZWZmqkOHDpo5c6bCwsIc+zh69KiGDBmiNWvWKCgoSH379tWkSZPk7V2k3A4AAIASqMAJcNq0aU7bJ0+e1Pnz5xUSEiLp9zuWBQQEqEKFCgUOt5UrV9bkyZNVs2ZNGWP01ltv6d5779W3336rOnXqaMSIEVq6dKkWLVqk4OBgJSQkqGvXrtq4caMkKTs7W507d1Z4eLg2bdqkEydOqE+fPvLx8dHzzz9f0FMDAACARdiMMaawT1qwYIFmzpyp119/XTfddJMkaf/+/Ro4cKAGDx6sXr16uVxQuXLl9N///lf333+/QkNDtWDBAt1///2SpH379ik6OlpJSUlq3ry5vvjiC9111106fvy442ru7Nmz9cQTT+jkyZPy9fUt0DHT09MVHBystLQ02e12l2u/3thsnq4A14vCf0oBLlr3jacrwPWidRNPV1DiFDSvubRawtNPP62XX37ZEWwl6aabbtK0adP01FNPubJLZWdna+HChTp37pxiY2O1bds2Xbp0yelLarVr11aVKlWUlJQkSUpKSlK9evWcpil06NBB6enp2r17t0t1AAAAoORyaWLqiRMndPny5Tzt2dnZSklJKdS+du3apdjYWF28eFFBQUH66KOPFBMTox07dsjX19cx7SFXWFiY4y5oycnJTsE2tz+370oyMzOVmZnp2M7vhhQAAAAoeVy6ctuuXTsNHjxY27dvd7Rt27ZNQ4YMKfRyYDfddJN27NihLVu2aMiQIerbt6/27NnjSlkFNmnSJAUHBzseERERV/V4AAAAKB4uhds33nhD4eHhatKkifz8/OTn56emTZsqLCxMr732WqH25evrqxo1aqhx48aaNGmSGjRooJdeeknh4eHKysrSmTNnnManpKQoPDxckhQeHp7nSnHudu6Y/CQmJiotLc3xOHbsWKFqBgAAwLXJpWkJoaGh+vzzz/XDDz9o3759kn6fD1urVq0iF5STk6PMzEw1btxYPj4+WrVqleOWvvv379fRo0cVGxsrSYqNjdVzzz2n1NRUVahQQZK0cuVK2e12xcTEXPEYuYEcAAAA1lKkxWBr1apVpECbmJioO++8U1WqVNHZs2e1YMECrV27VsuXL1dwcLAGDBigkSNHqly5crLb7Ro6dKhiY2PVvHlzSVL79u0VExOj3r17a8qUKUpOTtZTTz2l+Ph4wisAAMB1yOVw+/PPP+vTTz/V0aNHlZWV5dT3wgsvFGgfqamp6tOnj06cOKHg4GDVr19fy5cv1x133CHp97V1vby81K1bN6ebOOQqVaqUlixZoiFDhig2NlaBgYHq27evJkyY4OppAQAAoARzaZ3bVatW6Z577lH16tW1b98+1a1bV0eOHJExRo0aNdLq1auvRq1XDevcuoZ1blFcWOcWxYZ1blFcWOe20K7qOreJiYkaPXq0du3aJX9/f3344Yc6duyYWrdure7du7tcNAAAAFAULoXbvXv3qk+fPpIkb29vXbhwQUFBQZowYYL+85//uLVAAAAAoKBcCreBgYGOebYVK1bUoUOHHH2//vqreyoDAAAACsmlL5Q1b95cGzZsUHR0tDp16qRRo0Zp165dWrx4sWMlAwAAAKC4uRRuX3jhBWVkZEiSxo8fr4yMDL333nuqWbNmgVdKAAAAANzNpXBbvXp1x8+BgYGaPXu22woCAAAAXOXSnFsAAADgWlTgK7dly5aVrYALm54+fdrlggAAAABXFTjcvvjii46fT506pWeffVYdOnRQbGysJCkpKUnLly/X008/7fYiAQAAgIJw6Q5l3bp1U9u2bZWQkODUPmPGDH355Zf6+OOP3VVfseAOZa7hDmUoLtyhDMWGO5ShuHCHskK7qncoW758uTp27JinvWPHjvryyy9d2SUAAABQZC6F2/Lly+uTTz7J0/7JJ5+ofPnyRS4KAAAAcIVLS4GNHz9ejzzyiNauXatmzZpJkrZs2aJly5Zp7ty5bi0QAAAAKCiXwm2/fv0UHR2t6dOna/HixZKk6OhobdiwwRF2AQAAgOLmUriVpGbNmmn+/PnurAUAAAAokgKH2/T0dMc309LT0/9yLCsOAAAAwBMKdROHEydOqEKFCgoJCcn3hg7GGNlsNmVnZ7u1SAAAAKAgChxuV69erXLlykmS1qxZc9UKAgAAAFxV4HDbunVrx8+RkZGKiIjIc/XWGKNjx465rzoAAACgEFxa5zYyMlInT57M03769GlFRkYWuSgAAADAFS6F29y5tX+WkZEhf3//IhcFAAAAuKJQS4GNHDlSkmSz2fT0008rICDA0Zedna0tW7aoYcOGbi0QAAAAKKhChdtvv/1W0u9Xbnft2iVfX19Hn6+vrxo0aKDRo0e7t0IAAACggAoVbnNXSejfv79eeukl1rMFAADANcWlO5S9+eab7q4DAAAAKDKXwu25c+c0efJkrVq1SqmpqcrJyXHq//HHH91SHAAAAFAYLoXbRx55ROvWrVPv3r1VsWLFfFdOAAAAAIqbS+H2iy++0NKlS9WiRQt31wMAAAC4zKV1bsuWLeu4FS8AAABwrXAp3E6cOFHPPPOMzp8/7+56AAAAAJe5NC1h6tSpOnTokMLCwlStWjX5+Pg49W/fvt0txQEAAACF4VK47dKli5vLAAAAAIrOpXA7duxYd9cBAAAAFJlLc24BAACAa5FLV26zs7M1bdo0vf/++zp69KiysrKc+k+fPu2W4gAAAIDCcOnK7fjx4/XCCy+oZ8+eSktL08iRI9W1a1d5eXlp3Lhxbi4RAAAAKBiXwu38+fM1d+5cjRo1St7e3nrwwQf12muv6ZlnntHmzZvdXSMAAABQIC6F2+TkZNWrV0+SFBQUpLS0NEnSXXfdpaVLl7qvOgAAAKAQXAq3lStX1okTJyRJUVFRWrFihSRp69at8vPzc191AAAAQCG4FG7vu+8+rVq1SpI0dOhQPf3006pZs6b69Omjhx9+2K0FAgAAAAXl0moJkydPdvzcs2dPValSRUlJSapZs6buvvtutxUHAAAAFIZL4fbPYmNjFRsb645dAQAAAC5zKdy+/fbbf9nfp08fl4oBAAAAisKlcPvYY485bV+6dEnnz5+Xr6+vAgICCLcAAADwCJe+UPbbb785PTIyMrR//361bNlS/+///T931wgAAAAUiEvhNj81a9bU5MmT81zVBQAAAIqL28KtJHl7e+v48ePu3CUAAABQYC7Nuf3000+dto0xOnHihGbMmKEWLVq4pTAAAACgsFwKt126dHHattlsCg0N1e23366pU6e6oy4AAACg0FwKtzk5Oe6uAwAAACiyIs25/fXXX5Wenu6uWgAAAIAiKXS4PXPmjOLj43XDDTcoLCxMZcuWVXh4uBITE3X+/PmrUSMAAABQIIWalnD69GnFxsbql19+Ua9evRQdHS1J2rNnj15++WWtXLlSGzZs0M6dO7V582YNGzbsqhQNAAAA5KdQ4XbChAny9fXVoUOHFBYWlqevffv26t27t1asWKHp06e7tVAAAADg7xQq3H788ceaM2dOnmArSeHh4ZoyZYo6deqksWPHqm/fvm4rEgAAACiIQs25PXHihOrUqXPF/rp168rLy0tjx44tcmEAAABAYRUq3N5www06cuTIFfsPHz6sChUqFLUmAAAAwCWFCrcdOnTQv//9b2VlZeXpy8zM1NNPP62OHTu6rTgAAACgMAr9hbImTZqoZs2aio+PV+3atWWM0d69ezVz5kxlZmbq7bffvlq1AgAAAH+pUOG2cuXKSkpK0qOPPqrExEQZYyT9fvvdO+64QzNmzFCVKlWuSqEAAADA3yn07XcjIyP1xRdf6LffftOBAwckSTVq1FC5cuXcXhwAAABQGIUOt7nKli2rpk2burMWAAAAoEgKfftdAAAA4Frl0XA7adIk3XLLLSpTpowqVKigLl26aP/+/U5jLl68qPj4eJUvX15BQUHq1q2bUlJSnMYcPXpUnTt3VkBAgCpUqKDHH39cly9fLs5TAQAAwDXAo+F23bp1io+P1+bNm7Vy5UpdunRJ7du317lz5xxjRowYoc8++0yLFi3SunXrdPz4cXXt2tXRn52drc6dOysrK0ubNm3SW2+9pXnz5umZZ57xxCkBAADAg2wmd8mDa8DJkydVoUIFrVu3Tq1atVJaWppCQ0O1YMEC3X///ZKkffv2KTo6WklJSWrevLm++OIL3XXXXTp+/LjjtsCzZ8/WE088oZMnT8rX1/dvj5uenq7g4GClpaXJbrdf1XO0EpvN0xXgenHtfErB8tZ94+kKcL1o3cTTFZQ4Bc1r19Sc27S0NElyrLywbds2Xbp0SXFxcY4xtWvXVpUqVZSUlCRJSkpKUr169RzBVvr9ZhPp6enavXt3vsfJzMxUenq60wMAAAAl3zUTbnNycjR8+HC1aNFCdevWlSQlJyfL19dXISEhTmPDwsKUnJzsGPPHYJvbn9uXn0mTJik4ONjxiIiIcPPZAAAAwBOumXAbHx+v77//XgsXLrzqx0pMTFRaWprjcezYsat+TAAAAFx9Lq9z604JCQlasmSJ1q9fr8qVKzvaw8PDlZWVpTNnzjhdvU1JSVF4eLhjzNdff+20v9zVFHLH/Jmfn5/8/PzcfBYAAADwNI9euTXGKCEhQR999JFWr16tyMhIp/7GjRvLx8dHq1atcrTt379fR48eVWxsrCQpNjZWu3btUmpqqmPMypUrZbfbFRMTUzwnAgAAgGuCR6/cxsfHa8GCBfrkk09UpkwZxxzZ4OBglS5dWsHBwRowYIBGjhypcuXKyW63a+jQoYqNjVXz5s0lSe3bt1dMTIx69+6tKVOmKDk5WU899ZTi4+O5OgsAAHCd8Wi4nTVrliSpTZs2Tu1vvvmm+vXrJ0maNm2avLy81K1bN2VmZqpDhw6aOXOmY2ypUqW0ZMkSDRkyRLGxsQoMDFTfvn01YcKE4joNAAAAXCOuqXVuPYV1bl3DOrcoLnxKodiwzi2KC+vcFlqJXOcWAAAAKArCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACyDcAsAAADLINwCAADAMgi3AAAAsAzCLQAAACzDo+F2/fr1uvvuu1WpUiXZbDZ9/PHHTv3GGD3zzDOqWLGiSpcurbi4OB04cMBpzOnTp9WrVy/Z7XaFhIRowIABysjIKMazAAAAwLXCo+H23LlzatCggV555ZV8+6dMmaLp06dr9uzZ2rJliwIDA9WhQwddvHjRMaZXr17avXu3Vq5cqSVLlmj9+vUaNGhQcZ0CAAAAriE2Y4zxdBGSZLPZ9NFHH6lLly6Sfr9qW6lSJY0aNUqjR4+WJKWlpSksLEzz5s3TAw88oL179yomJkZbt25VkyZNJEnLli1Tp06d9PPPP6tSpUoFOnZ6erqCg4OVlpYmu91+Vc7Pimw2T1eA68W18SmF68K6bzxdAa4XrZt4uoISp6B57Zqdc3v48GElJycrLi7O0RYcHKxmzZopKSlJkpSUlKSQkBBHsJWkuLg4eXl5acuWLVfcd2ZmptLT050eAAAAKPmu2XCbnJwsSQoLC3NqDwsLc/QlJyerQoUKTv3e3t4qV66cY0x+Jk2apODgYMcjIiLCzdUDAADAE67ZcHs1JSYmKi0tzfE4duyYp0sCAACAG1yz4TY8PFySlJKS4tSekpLi6AsPD1dqaqpT/+XLl3X69GnHmPz4+fnJbrc7PQAAAFDyXbPhNjIyUuHh4Vq1apWjLT09XVu2bFFsbKwkKTY2VmfOnNG2bdscY1avXq2cnBw1a9as2GsGAACAZ3l78uAZGRk6ePCgY/vw4cPasWOHypUrpypVqmj48OF69tlnVbNmTUVGRurpp59WpUqVHCsqREdHq2PHjho4cKBmz56tS5cuKSEhQQ888ECBV0oAAACAdXg03H7zzTdq27atY3vkyJGSpL59+2revHkaM2aMzp07p0GDBunMmTNq2bKlli1bJn9/f8dz5s+fr4SEBLVr105eXl7q1q2bpk+fXuznAgAAAM+7Zta59STWuXUN69yiuPAphWLDOrcoLqxzW2glfp1bAAAAoLAItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMwi0AAAAsg3ALAAAAyyDcAgAAwDIItwAAALAMy4TbV155RdWqVZO/v7+aNWumr7/+2tMlAQAAoJhZIty+9957GjlypMaOHavt27erQYMG6tChg1JTUz1dGgAAAIqRJcLtCy+8oIEDB6p///6KiYnR7NmzFRAQoDfeeMPTpQEAAKAYlfhwm5WVpW3btikuLs7R5uXlpbi4OCUlJXmwMgAAABQ3b08XUFS//vqrsrOzFRYW5tQeFhamffv25fuczMxMZWZmOrbT0tIkSenp6VevUAAu4z9NFJtzGZ6uANcLPtgKLTenGWP+clyJD7eumDRpksaPH5+nPSIiwgPVAPg7wcGergAAcK04e/asgv/iH4YSH25vuOEGlSpVSikpKU7tKSkpCg8Pz/c5iYmJGjlypGM7JydHp0+fVvny5WWz2a5qvbi+paenKyIiQseOHZPdbvd0OQBQZHyuobgYY3T27FlVqlTpL8eV+HDr6+urxo0ba9WqVerSpYuk38PqqlWrlJCQkO9z/Pz85Ofn59QWEhJylSsF/o/dbucfAQCWwucaisNfXbHNVeLDrSSNHDlSffv2VZMmTdS0aVO9+OKLOnfunPr37+/p0gAAAFCMLBFue/bsqZMnT+qZZ55RcnKyGjZsqGXLluX5khkAAACszRLhVpISEhKuOA0BuFb4+flp7NixeabFAEBJxecarjU283frKQAAAAAlRIm/iQMAAACQi3ALAAAAyyDcAgAAwDIItwAAALAMwi1wFfXr1082m03//Oc/8/TFx8fLZrOpX79+xV8YABRR7ufbnx8HDx70dGm4zhFugassIiJCCxcu1IULFxxtFy9e1IIFC1SlShUPVgYARdOxY0edOHHC6REZGenpsnCdI9wCV1mjRo0UERGhxYsXO9oWL16sKlWq6Oabb/ZgZQBQNH5+fgoPD3d6lCpVytNl4TpHuAWKwcMPP6w333zTsf3GG29we2gAAK4Cwi1QDB566CFt2LBBP/30k3766Sdt3LhRDz30kKfLAoAiWbJkiYKCghyP7t27e7okwDq33wWuZaGhoercubPmzZsnY4w6d+6sG264wdNlAUCRtG3bVrNmzXJsBwYGerAa4HeEW6CYPPzww0pISJAkvfLKKx6uBgCKLjAwUDVq1PB0GYATwi1QTDp27KisrCzZbDZ16NDB0+UAAGBJhFugmJQqVUp79+51/AwAANyPcAsUI7vd7ukSAACwNJsxxni6CAAAAMAdWAoMAAAAlkG4BQAAgGUQbgEAAGAZhFsAAABYBuEWAAAAlkG4BQAAgGUQbgGghFi+fLnmzp3r6TIA4JrGTRwAoAT4+eef9eijjyo0NFSVK1fWnXfe6emSAOCaxJVbAPCg5ORkPfbYY6pRo4b8/f0VFhamFi1aaNasWTp//rxj3ODBgzVjxgx98MEHevLJJ5WWlubBqgHg2sUdygDAQ3788Ue1aNFCISEhGj9+vOrVqyc/Pz/t2rVLr776qgYPHqx77rnHI7UZY5SdnS1vb/7AB6Bk4cotAHjIo48+Km9vb33zzTfq0aOHoqOjVb16dd17771aunSp7r77bknSmTNn9Mgjjyg0NFR2u1233367vvvuO8d+xo0bp4YNG+qdd95RtWrVFBwcrAceeEBnz551jMnJydGkSZMUGRmp0qVLq0GDBvrggw8c/WvXrpXNZtMXX3yhxo0by8/PTxs2bFBmZqaGDRumChUqyN/fXy1bttTWrVuL70UCgEIi3AKAB5w6dUorVqxQfHy8AgMD8x1js9kkSd27d1dqaqq++OILbdu2TY0aNVK7du10+vRpx9hDhw7p448/1pIlS7RkyRKtW7dOkydPdvRPmjRJb7/9tmbPnq3du3drxIgReuihh7Ru3TqnY/7rX//S5MmTtXfvXtWvX19jxozRhx9+qLfeekvbt29XjRo11KFDB6djA8A1xQAAit3mzZuNJLN48WKn9vLly5vAwEATGBhoxowZY7766itjt9vNxYsXncZFRUWZOXPmGGOMGTt2rAkICDDp6emO/scff9w0a9bMGGPMxYsXTUBAgNm0aZPTPgYMGGAefPBBY4wxa9asMZLMxx9/7OjPyMgwPj4+Zv78+Y62rKwsU6lSJTNlyhQ3vAoA4H5MpgKAa8jXX3+tnJwc9erVS5mZmfruu++UkZGh8uXLO427cOGCDh065NiuVq2aypQp49iuWLGiUlNTJUkHDx7U+fPndccddzjtIysrSzfffLNTW5MmTRw/Hzp0SJcuXVKLFi0cbT4+PmratKn27t1b9JMFgKuAcAsAHlCjRg3ZbDbt37/fqb169eqSpNKlS0uSMjIyVLFiRa1duzbPPkJCQhw/+/j4OPXZbDbl5OQ49iFJS5cu1Y033ug0zs/Pz2n7SlMkAKCkINwCgAeUL19ed9xxh2bMmKGhQ4deMVQ2atRIycnJ8vb2VrVq1Vw6VkxMjPz8/HT06FG1bt26wM+LioqSr6+vNm7cqKpVq0qSLl26pK1bt2r48OEu1QIAVxvhFgA8ZObMmWrRooWaNGmicePGqX79+vLy8tLWrVu1b98+NW7cWHFxcYqNjVWXLl00ZcoU1apVS8ePH9fSpUt13333OU0juJIyZcpo9OjRGjFihHJyctSyZUulpaVp48aNstvt6tu3b77PCwwM1JAhQ/T444+rXLlyqlKliqZMmaLz589rwIAB7n45AMAtCLcA4CFRUVH69ttv9fzzzysxMVE///yz/Pz8FBMTo9GjR+vRRx+VzWbT559/rn//+9/q37+/Tp48qfDwcLVq1UphYWEFPtbEiRMVGhqqSZMm6ccff1RISIgaNWqkJ5988i+fN3nyZOXk5Kh37946e/asmjRpouXLl6ts2bJFPX0AuCq4iQMAAAAsg3VuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZRBuAQAAYBmEWwAAAFgG4RYAAACWQbgFAACAZfx/hktZ179Qis8AAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 800x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Alunos por gênero\n",
+    "coluna_sexo = df['SEXO'].value_counts()\n",
+    "\n",
+    "plt.figure(figsize=(8, 6))\n",
+    "coluna_sexo.plot(kind='bar', color=['blue', 'pink'])\n",
+    "plt.title('Contagem de Alunos por Gênero')\n",
+    "plt.xlabel('Gênero')\n",
+    "plt.ylabel('Quantidade de Alunos')\n",
+    "plt.xticks(rotation=0)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Média de proficiência por gênero\n",
+    "prof_por_genero = df.groupby('SEXO')[['profic_lp', 'profic_mat', 'profic_cie']].mean()\n",
+    "\n",
+    "prof_por_genero.plot(kind='bar', figsize=(10, 6), colormap='viridis')\n",
+    "plt.title('Média de Proficiência por Gênero')\n",
+    "plt.xlabel('Gênero')\n",
+    "plt.ylabel('Média de Proficiência')\n",
+    "plt.xticks(rotation=0)\n",
+    "plt.legend(['Língua Portuguesa', 'Matemática', 'Ciências'], loc='upper right')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Alunos por série/ano\n",
+    "coluna_ano = df['SERIE_ANO'].value_counts()\n",
+    "\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "coluna_ano.plot(kind='bar', color='green')\n",
+    "plt.title('Contagem de Alunos por Série/Ano')\n",
+    "plt.xlabel('Série/Ano')\n",
+    "plt.ylabel('Quantidade de Alunos')\n",
+    "plt.xticks(rotation=45, ha='right')  \n",
+    "plt.tight_layout()  \n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Média de proficiência por série/ano\n",
+    "prof_por_ano = df.groupby('SERIE_ANO')[['profic_lp', 'profic_mat', 'profic_cie']].mean()\n",
+    "\n",
+    "prof_por_ano.plot(kind='bar', figsize=(10, 6), colormap='viridis')\n",
+    "plt.title('Média de Proficiência por Série/Ano')\n",
+    "plt.xlabel('Série/Ano')\n",
+    "plt.ylabel('Média de Proficiência')\n",
+    "plt.xticks(rotation=45, ha='right')  \n",
+    "plt.legend(['Língua Portuguesa', 'Matemática', 'Ciências'], loc='upper right')\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Proficiência por série/ano (ou turno)\n",
+    "prof_por_ano = df.groupby('SERIE_ANO')[['profic_lp', 'profic_mat', 'profic_cie']].mean()\n",
+    "\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "plt.plot(prof_por_ano.index, prof_por_ano['profic_lp'], label='Língua Portuguesa', marker='o')\n",
+    "plt.plot(prof_por_ano.index, prof_por_ano['profic_mat'], label='Matemática', marker='o')\n",
+    "plt.plot(prof_por_ano.index, prof_por_ano['profic_cie'], label='Ciências', marker='o')\n",
+    "\n",
+    "plt.title('Média de Proficiência por Série/Ano')\n",
+    "plt.xlabel('Série/Ano')\n",
+    "plt.ylabel('Média de Proficiência')\n",
+    "plt.legend()\n",
+    "plt.grid(True)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Proficiência por turno\n",
+    "prof_por_periodo = df.groupby('PERIODO')[['profic_lp', 'profic_mat', 'profic_cie']].mean()\n",
+    "\n",
+    "prof_por_periodo.plot(kind='bar', figsize=(10, 6), colormap='plasma')\n",
+    "plt.title('Média de Proficiência por Turno')\n",
+    "plt.xlabel('Turno')\n",
+    "plt.ylabel('Média de Proficiência')\n",
+    "plt.xticks(rotation=0)  \n",
+    "plt.legend(['Língua Portuguesa', 'Matemática', 'Ciências'], loc='upper right')\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/saresp 2022 atualizado.csv b/saresp 2022 atualizado.csv
new file mode 100644
index 0000000..b7e70cd
--- /dev/null
+++ b/saresp 2022 atualizado.csv	
@@ -0,0 +1,1000 @@
+CD_ALUNO;NOMEDEP;RegiaoMetropolitana;DE;MUN;TIPOCLASSE;SERIE_ANO;SEXO;PERIODO;DEF1;DEF2;DEF3;DEF4;DEF5;TOTAL_PONTO_LP;TOTAL_PONTO_MAT;TOTAL_PONTO_CIE;profic_lp;profic_mat;profic_cie;nivel_profic_lp;nivel_profic_mat;nivel_profic_cie
+54425;ESTADUAL-SE;Interior;BIRIGUI;BURITAMA;0;EM-3ª série;M;TARDE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+290674;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TARABAI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+352167;ESTADUAL-OUT;Interior;BIRIGUI;BIRIGUI;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+415917;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;PINDAMONHANGABA;PINDAMONHANGABA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
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+981509;ESTADUAL-SE;Região Metropolitana de São Paulo;LESTE 1;SAO PAULO;0;5º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;9;9;14;151;161;193;Básico;Abaixo do Básico;Básico
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+1104042;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TARABAI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+1772067;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;SANTA CRUZ DA ESPERANCA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;5;4;4;174;189;240;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+1871443;ESTADUAL-SE;Interior;BIRIGUI;BIRIGUI;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+2035218;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;CARAGUATATUBA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+2149132;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 1;SAO PAULO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+2291727;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TARABAI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;11;5;8;235;244;236;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+2336647;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;SERTAOZINHO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+2506589;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;POTIM;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+2565083;ESTADUAL-SE;Interior;ITARARE;ITARARE;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;13;9;13;270;267;329;Básico;Abaixo do Básico;Básico
+3256988;ESTADUAL-SE;Região Metropolitana de São Paulo;SAO BERNARDO DO CAMPO;SAO BERNARDO DO CAMPO;0;9º Ano EF;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;18;8;10;266;207;247;Básico;Abaixo do Básico;Básico
+3397800;ESTADUAL-SE;Interior;VOTUPORANGA;VOTUPORANGA;0;EM-3ª série;M;NOITE;4;NULL;NULL;NULL;NULL;NULL;NULL;13;NULL;NULL;325,4;NULL;NULL;Básico
+4284106;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TARABAI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+4358973;ESTADUAL-SE;Interior;MOGI MIRIM;AMPARO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+4905436;ESTADUAL-SE;Interior;APIAI;ITAOCA;17;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;11;12;6;255;279;236;Básico;Básico;Abaixo do Básico
+5167786;MUNICIPAL;Região Metropolitana de Campinas;SUMARE;SUMARE;0;5º Ano EF;F;TARDE;NULL;NULL;NULL;NULL;NULL;16;16;9;197;223;194;Básico;Básico;Básico
+5928440;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SANTOS;SANTOS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;9;6;7;219;187;179;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+6122657;ESTADUAL-SE;Interior;BIRIGUI;BIRIGUI;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+6224169;ESTADUAL-SE;Interior;SERTAOZINHO;VIRADOURO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+6272806;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TARABAI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+6602558;ESTADUAL-SE;Interior;BAURU;UBIRAJARA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;15;6;8;285;221;273;Básico;Abaixo do Básico;Abaixo do Básico
+6604719;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TARABAI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;8;6;6;218;216;240;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+7076239;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TARABAI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;5;8;NULL;182;245;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+7104984;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;HORTOLANDIA;0;9º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;8;7;9;185;191;203;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+7196481;ESTADUAL-SE;Interior;ITARARE;BOM SUCESSO DE ITARARE;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;12;7;5;258;252;203;Básico;Abaixo do Básico;Abaixo do Básico
+7420320;ESTADUAL-SE;Região Metropolitana de São Paulo;SAO BERNARDO DO CAMPO;SAO BERNARDO DO CAMPO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+7511824;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS SUL;GUARULHOS;0;5º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;21;18;16;258;237;228;Avançado;Adequado;Adequado
+7580258;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TARABAI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+7607781;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;SANTA CRUZ DA ESPERANCA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;12;3;NULL;272;182;NULL;Básico;Abaixo do Básico;NULL
+8118085;ESTADUAL-SE;Interior;ITARARE;ITABERA;0;9º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;8;NULL;NULL;225,7;NULL;NULL;Básico
+8231106;ESTADUAL-SE;Região Metropolitana de São Paulo;SUZANO;FERRAZ DE VASCONCELOS;17;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;2;4;6;161;202;249;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+8467845;ESTADUAL-SE;Interior;PIRACICABA;PIRACICABA;0;EM-3ª série;M;TARDE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+8631859;MUNICIPAL;Interior;JUNDIAI;ITUPEVA;0;2º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;10;4;NULL;135;91;NULL;Adequado;Abaixo do Básico;NULL
+8762073;ESTADUAL-SE;Interior;BIRIGUI;BIRIGUI;17;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+8804917;ESTADUAL-SE;Interior;TAQUARITINGA;ITAPOLIS;0;9º Ano EF;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;21;20;22;297;293;361;Adequado;Básico;Avançado
+8895158;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;BANANAL;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;2;8;204;181;210;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+9104276;ESTADUAL-SE;Interior;BAURU;BAURU;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;11;8;5;267;253;211;Básico;Abaixo do Básico;Abaixo do Básico
+9200010;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;SILVEIRAS;0;9º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;4;9;7;166;188;204;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+9552691;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 1;SAO PAULO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+10152543;ESTADUAL-SE;Interior;ITARARE;BOM SUCESSO DE ITARARE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;3;2;5;167;180;205;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+10405061;ESTADUAL-SE;Interior;PENAPOLIS;AVANHANDAVA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+10642520;ESTADUAL-SE;Interior;APIAI;ITAPIRAPUA PAULISTA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;12;9;8;257;275;218;Básico;Básico;Abaixo do Básico
+10892971;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;CAJURU;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;8;6;11;237;215;286;Abaixo do Básico;Abaixo do Básico;Básico
+11151047;ESTADUAL-SE;Interior;BRAGANCA PAULISTA;PIRACAIA;0;EM-3ª série;M;MANHÃ;10;NULL;NULL;NULL;NULL;3;3;4;167;203;192;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+11382486;ESTADUAL-SE;Interior;TUPA;HERCULANDIA;26;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+11692811;ESTADUAL-SE;Interior;TUPA;PARAPUA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;6;8;6;208;283;221;Abaixo do Básico;Básico;Abaixo do Básico
+12603093;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;SERTAOZINHO;26;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;15;8;12;288;261;309;Básico;Abaixo do Básico;Básico
+13243178;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;GUARATINGUETA;0;9º Ano EF;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;14;7;7;234;213;225;Básico;Abaixo do Básico;Básico
+13305130;ESTADUAL-SE;Interior;BARRETOS;OLIMPIA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+13366303;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SAO JOAO DA BOA VISTA;MOCOCA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;15;15;NULL;277;318;NULL;Básico;Básico;NULL
+13551657;ESTADUAL-SE;Região Metropolitana de São Paulo;LESTE 1;SAO PAULO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;17;14;NULL;315;306;NULL;Adequado;Básico;NULL
+14081266;ESTADUAL-SE;Interior;APIAI;ITAOCA;17;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;7;1;3;197;169;194;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+14598027;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TARABAI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+14618833;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 1;SAO PAULO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+15165553;ESTADUAL-SE;Região Metropolitana de Sorocaba;VOTORANTIM;TAPIRAI;26;EM-3ª série;M;TARDE;10;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+15167816;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 3;SAO PAULO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+15192737;ESTADUAL-SE;Interior;FRANCA;PEDREGULHO;26;EM-3ª série;F;MANHÃ;10;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+15260264;ESTADUAL-SE;Interior;BRAGANCA PAULISTA;VARGEM;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+15266656;ESTADUAL-SE;Interior;ITAPEVA;ITAPEVA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;8;5;7;221;241;238;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+15408000;ESTADUAL-SE;Interior;ITAPEVA;NOVA CAMPINA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+15432908;ESTADUAL-SE;Interior;ITARARE;BARAO DE ANTONINA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;6;4;7;210;205;231;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+15450599;ESTADUAL-SE;Região Metropolitana de São Paulo;MOGI DAS CRUZES;MOGI DAS CRUZES;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+15476370;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 3;SAO PAULO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;8;6;10;215;255;238;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+15595958;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;NOVA ODESSA;17;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;8;7;10;228;246;283;Abaixo do Básico;Abaixo do Básico;Básico
+15600823;ESTADUAL-SE;Interior;LINS;PONGAI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;14;12;9;281;283;246;Básico;Básico;Abaixo do Básico
+15603060;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;TAUBATE;NATIVIDADE DA SERRA;0;EM-3ª série;M;TARDE;11;NULL;NULL;NULL;NULL;4;7;5;183;216;188;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+15677348;ESTADUAL-SE;Interior;OURINHOS;ESPIRITO SANTO DO TURVO;0;EM-3ª série;F;NOITE;4;NULL;NULL;NULL;NULL;17;20;17;307;364;391;Adequado;Adequado;Adequado
+15686914;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TARABAI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+15687336;ESTADUAL-SE;Interior;ARARAQUARA;MOTUCA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;17;11;10;304;277;253;Adequado;Básico;Abaixo do Básico
+15710794;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;CEDRAL;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;6;7;4;184;228;187;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+15717236;ESTADUAL-SE;Interior;JUNDIAI;VARZEA PAULISTA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;17;16;15;317;337;346;Adequado;Básico;Básico
+15735997;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;SAO VICENTE;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+15789669;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;SERTAOZINHO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+15799228;ESTADUAL-SE;Região Metropolitana de Sorocaba;ITAPETININGA;SAO MIGUEL ARCANJO;0;9º Ano EF;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;14;11;7;241;257;212;Básico;Básico;Abaixo do Básico
+15843129;ESTADUAL-SE;Interior;AVARE;IARAS;0;EM-3ª série;F;TARDE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+15854727;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;JABOTICABAL;MONTE ALTO;0;9º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;16;4;11;270;192;260;Básico;Abaixo do Básico;Básico
+15892656;ESTADUAL-SE;Interior;BAURU;PIRAJUI;0;9º Ano EF;F;MANHÃ;10;NULL;NULL;NULL;NULL;22;11;13;317;273;274;Adequado;Básico;Básico
+15899854;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;5;4;174;203;216;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+15932082;ESTADUAL-SE;Interior;JAU;MINEIROS DO TIETE;0;9º Ano EF;F;TARDE;1;7;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+16040938;ESTADUAL-SE;Região Metropolitana de Sorocaba;BOTUCATU;CESARIO LANGE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+16116123;ESTADUAL-SE;Interior;SAO JOAO DA BOA VISTA;VARGEM GRANDE DO SUL;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+16170793;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;BARRINHA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+16209278;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;ITANHAEM;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+16210033;ESTADUAL-SE;Região Metropolitana de São Paulo;TABOAO DA SERRA;EMBU DAS ARTES;0;EM-3ª série;F;MANHÃ;10;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+16214316;MUNICIPAL;Região Metropolitana de São Paulo;MOGI DAS CRUZES;SALESOPOLIS;0;2º Ano EF;M;TARDE;NULL;NULL;NULL;NULL;NULL;14;16;NULL;217;278;NULL;Avançado;Avançado;NULL
+16224396;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;PAULINIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+16332703;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;LORENA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+16341520;ESTADUAL-SE;Região Metropolitana de São Paulo;TABOAO DA SERRA;EMBU DAS ARTES;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+16595072;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 1;SAO PAULO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+16606952;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 2;SAO PAULO;0;5º Ano EF;F;TARDE;NULL;NULL;NULL;NULL;NULL;13;5;12;194;140;213;Básico;Abaixo do Básico;Básico
+16674634;MUNICIPAL;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;JARDINOPOLIS;0;9º Ano EF;M;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+16698461;ESTADUAL-SE;Interior;SAO JOAQUIM DA BARRA;SAO JOAQUIM DA BARRA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+16816633;ESTADUAL-SE;Interior;SAO JOAO DA BOA VISTA;VARGEM GRANDE DO SUL;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;20;10;16;330;241;360;Adequado;Abaixo do Básico;Adequado
+16831001;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;SANTA CRUZ DA ESPERANCA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;9;5;6;252;191;223;Básico;Abaixo do Básico;Abaixo do Básico
+16890068;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;CRAVINHOS;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+16900216;ESTADUAL-SE;Interior;JAU;PEDERNEIRAS;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+16905967;ESTADUAL-SE;Interior;ITARARE;ITARARE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;12;7;4;265;265;227;Básico;Abaixo do Básico;Abaixo do Básico
+16942217;ESTADUAL-SE;Interior;BARRETOS;ALTAIR;0;EM-3ª série;M;MANHÃ;1;7;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+16943814;ESTADUAL-SE;Interior;JOSE BONIFACIO;NOVA ALIANCA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;11;7;3;245;250;177;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+16947896;ESTADUAL-SE;Interior;APIAI;RIBEIRAO BRANCO;0;EM-3ª série;M;TARDE;1;9;11;NULL;NULL;9;4;4;210;198;199;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+17045388;ESTADUAL-SE;Região Metropolitana de São Paulo;SAO BERNARDO DO CAMPO;SAO BERNARDO DO CAMPO;0;EM-3ª série;M;NOITE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17054021;ESTADUAL-SE;Interior;APIAI;ITAOCA;17;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;9;12;7;223;303;232;Abaixo do Básico;Básico;Abaixo do Básico
+17065819;ESTADUAL-SE;Interior;TAQUARITINGA;ITAPOLIS;0;EM-3ª série;F;MANHÃ;1;9;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17067433;MUNICIPAL;Interior;ITAPETININGA;ANGATUBA;0;9º Ano EF;F;TARDE;10;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17067665;ESTADUAL-SE;Interior;ITAPETININGA;ITAPETININGA;0;9º Ano EF;M;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17073294;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;CRUZEIRO;0;EM-3ª série;F;MANHÃ;10;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17076887;ESTADUAL-SE;Interior;ANDRADINA;ILHA SOLTEIRA;0;EM-3ª série;M;TARDE;10;NULL;NULL;NULL;NULL;7;7;5;224;226;228;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+17080325;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;BANANAL;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;4;8;NULL;174;223;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+17115320;ESTADUAL-SE;Região Metropolitana de São Paulo;SANTO ANDRE;SANTO ANDRE;0;EM-3ª série;M;MANHÃ;10;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17122676;MUNICIPAL;Interior;PIRACICABA;PIRACICABA;0;2º Ano EF;F;TARDE;NULL;NULL;NULL;NULL;NULL;4;7;NULL;106;135;NULL;Básico;Básico;NULL
+17145643;MUNICIPAL;Região Metropolitana da Baixada Santista;SANTOS;CUBATAO;0;9º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17186438;MUNICIPAL;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;JARDINOPOLIS;0;9º Ano EF;M;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17214611;ESTADUAL-SE;Interior;PIRASSUNUNGA;PORTO FERREIRA;0;EM-3ª série;F;MANHÃ;10;NULL;NULL;NULL;NULL;0;0;0;148;180;201;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+17241142;ESTADUAL-SE;Interior;BARRETOS;SEVERINIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17288782;ESTADUAL-SE;Região Metropolitana de São Paulo;LESTE 2;SAO PAULO;0;9º Ano EF;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;13;11;11;243;238;265;Básico;Básico;Básico
+17291083;ESTADUAL-SE;Interior;APIAI;ITAPIRAPUA PAULISTA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;7;8;9;226;218;285;Abaixo do Básico;Abaixo do Básico;Básico
+17312642;ESTADUAL-SE;Interior;JOSE BONIFACIO;UNIAO PAULISTA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17341743;ESTADUAL-SE;Região Metropolitana de São Paulo;TABOAO DA SERRA;TABOAO DA SERRA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17346066;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;SAO JOSE DOS CAMPOS;SAO JOSE DOS CAMPOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17346265;ESTADUAL-SE;Interior;SAO CARLOS;SAO CARLOS;0;9º Ano EF;F;TARDE;NULL;NULL;NULL;NULL;NULL;12;11;17;222;248;305;Básico;Básico;Adequado
+17348152;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17372659;ESTADUAL-SE;Região Metropolitana de São Paulo;NORTE 2;SAO PAULO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17377429;ESTADUAL-SE;Interior;BIRIGUI;BIRIGUI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17394245;ESTADUAL-SE;Interior;ASSIS;ASSIS;0;EM-3ª série;F;MANHÃ;1;8;11;NULL;NULL;5;9;7;214;215;206;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+17394516;ESTADUAL-SE;Interior;LINS;PROMISSAO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17435428;ESTADUAL-SE;Interior;ADAMANTINA;ADAMANTINA;0;EM-3ª série;M;MANHÃ;1;5;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17442048;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;ITANHAEM;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17446845;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;SERTAOZINHO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17472037;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;NOVA ODESSA;0;EM-3ª série;M;TARDE;11;NULL;NULL;NULL;NULL;6;5;7;193;191;201;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+17475684;ESTADUAL-SE;Interior;SAO JOAQUIM DA BARRA;IPUA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17504855;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;F;MANHÃ;11;NULL;NULL;NULL;NULL;4;1;5;192;188;211;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+17563971;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 3;SAO PAULO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17573366;ESTADUAL-SE;Interior;ARARAQUARA;NOVA EUROPA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17584969;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;PRESIDENTE PRUDENTE;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17617854;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17624913;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;CRAVINHOS;0;EM-3ª série;M;MANHÃ;10;NULL;NULL;NULL;NULL;1;0;6;169;168;198;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+17642977;ESTADUAL-SE;Interior;TUPA;HERCULANDIA;26;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;7;NULL;NULL;237,3;NULL;NULL;Abaixo do Básico
+17648695;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;4;3;7;189;178;246;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+17676680;ESTADUAL-SE;Interior;ASSIS;ASSIS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17690219;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TARABAI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17694002;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TARABAI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17717015;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;SAO VICENTE;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;7;5;NULL;232;186;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+17724562;ESTADUAL-SE;Interior;BIRIGUI;BIRIGUI;17;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17752132;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 1;SAO PAULO;0;9º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;16;13;12;253;269;290;Básico;Básico;Básico
+17759302;ESTADUAL-SE;Interior;ITARARE;ITARARE;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;4;4;6;187;176;223;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+17783599;ESTADUAL-SE;Região Metropolitana de Sorocaba;SAO ROQUE;IBIUNA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;6;5;187;186;225;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+17845614;ESTADUAL-SE;Interior;BRAGANCA PAULISTA;BRAGANCA PAULISTA;0;EM-3ª série;F;TARDE;7;NULL;NULL;NULL;NULL;9;3;8;216;203;241;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+17870779;ESTADUAL-SE;Região Metropolitana de São Paulo;LESTE 1;SAO PAULO;0;9º Ano EF;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+17913879;ESTADUAL-SE;Região Metropolitana de São Paulo;CENTRO;SAO PAULO;0;EM-3ª série;M;MANHÃ;1;3;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18048787;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18054746;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;GUARATINGUETA;0;EM-3ª série;F;MANHÃ;4;NULL;NULL;NULL;NULL;9;8;5;228;252;203;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18073082;ESTADUAL-SE;Interior;OURINHOS;OURINHOS;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;16;5;7;299;234;232;Básico;Abaixo do Básico;Abaixo do Básico
+18073899;ESTADUAL-SE;Interior;OURINHOS;SANTA CRUZ DO RIO PARDO;0;9º Ano EF;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;22;21;19;323;342;351;Adequado;Adequado;Avançado
+18086429;ESTADUAL-SE;Região Metropolitana de Sorocaba;VOTORANTIM;VOTORANTIM;26;EM-3ª série;M;TARDE;1;8;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18091005;ESTADUAL-SE;Interior;BOTUCATU;BOTUCATU;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18091338;ESTADUAL-SE;Interior;ADAMANTINA;ADAMANTINA;0;EM-3ª série;M;MANHÃ;1;9;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18101810;ESTADUAL-SE;Interior;JABOTICABAL;MONTE AZUL PAULISTA;0;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;5;4;5;172;229;218;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18102469;ESTADUAL-SE;Interior;MOGI MIRIM;MOGI GUACU;26;EM-3ª série;F;NOITE;4;NULL;NULL;NULL;NULL;11;4;11;254;217;287;Básico;Abaixo do Básico;Básico
+18106004;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 3;SAO PAULO;17;9º Ano EF;F;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18107825;ESTADUAL-SE;Interior;MOGI MIRIM;AMPARO;0;EM-3ª série;M;TARDE;10;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18108386;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;F;MANHÃ;10;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18115975;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;SERTAOZINHO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;21;21;NULL;329;382;NULL;Adequado;Adequado;NULL
+18141055;ESTADUAL-OUT;Interior;OURINHOS;SANTA CRUZ DO RIO PARDO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;22;21;14;354;378;353;Adequado;Adequado;Adequado
+18152064;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAQUAQUECETUBA;ITAQUAQUECETUBA;26;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18165619;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;PRESIDENTE PRUDENTE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18179998;ESTADUAL-SE;Interior;OURINHOS;IPAUSSU;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;11;9;10;256;266;257;Básico;Abaixo do Básico;Abaixo do Básico
+18201917;ESTADUAL-SE;Interior;OURINHOS;OURINHOS;0;9º Ano EF;M;TARDE;NULL;NULL;NULL;NULL;NULL;18;15;12;279;299;291;Adequado;Básico;Básico
+18204720;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 2;SAO PAULO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18216273;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;6;8;6;222;231;243;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18234049;ESTADUAL-SE;Interior;BAURU;BAURU;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18262599;ESTADUAL-SE;Interior;MIRACATU;ITARIRI;0;EM-3ª série;M;TARDE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18263253;ESTADUAL-SE;Interior;OURINHOS;IPAUSSU;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;18;6;14;317;235;322;Adequado;Abaixo do Básico;Básico
+18268611;ESTADUAL-SE;Interior;OURINHOS;OURINHOS;0;9º Ano EF;M;TARDE;NULL;NULL;NULL;NULL;NULL;18;12;14;272;251;283;Básico;Básico;Básico
+18284311;ESTADUAL-OUT;Interior;OURINHOS;IPAUSSU;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;14;8;9;272;284;256;Básico;Básico;Abaixo do Básico
+18396581;ESTADUAL-SE;Região Metropolitana de São Paulo;CARAPICUIBA;COTIA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18396586;ESTADUAL-SE;Região Metropolitana de São Paulo;CARAPICUIBA;COTIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18398058;ESTADUAL-SE;Interior;SAO JOAO DA BOA VISTA;ESPIRITO SANTO DO PINHAL;0;EM-3ª série;M;MANHÃ;1;9;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18402511;ESTADUAL-SE;Interior;TAQUARITINGA;ITAPOLIS;0;9º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;17;20;21;265;322;337;Básico;Adequado;Adequado
+18402711;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SAO JOAO DA BOA VISTA;MOCOCA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;3;5;3;173;204;181;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18404288;ESTADUAL-SE;Interior;PIRACICABA;SALTINHO;0;9º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;24;22;22;376;371;405;Avançado;Avançado;Avançado
+18412793;ESTADUAL-SE;Interior;PIRACICABA;PIRACICABA;0;9º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;17;9;15;260;270;328;Básico;Básico;Adequado
+18431631;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 1;SAO PAULO;0;EM-3ª série;F;TARDE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18432205;ESTADUAL-SE;Interior;BOTUCATU;BOFETE;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;9;NULL;NULL;258,4;NULL;NULL;Abaixo do Básico
+18444287;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;AMERICANA;0;EM-3ª série;F;TARDE;11;NULL;NULL;NULL;NULL;6;5;6;194;211;241;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18448237;ESTADUAL-SE;Interior;LINS;LINS;0;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18450634;ESTADUAL-SE;Interior;ITAPEVA;NOVA CAMPINA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18451758;ESTADUAL-SE;Interior;ITAPEVA;NOVA CAMPINA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18485104;ESTADUAL-SE;Interior;SAO JOAQUIM DA BARRA;BURITIZAL;0;EM-3ª série;F;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18494574;ESTADUAL-OUT;Interior;OURINHOS;IPAUSSU;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;20;11;14;333;279;303;Adequado;Básico;Básico
+18496124;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SANTOS;SANTOS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;9;7;4;246;252;200;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18497243;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;PRESIDENTE PRUDENTE;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18512639;ESTADUAL-SE;Interior;OURINHOS;OURINHOS;0;9º Ano EF;M;TARDE;9;NULL;NULL;NULL;NULL;18;3;15;266;154;336;Básico;Abaixo do Básico;Adequado
+18516086;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;BARRINHA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18521122;ESTADUAL-SE;Interior;BARRETOS;OLIMPIA;17;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;14;8;7;280;261;222;Básico;Abaixo do Básico;Abaixo do Básico
+18523063;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;PITANGUEIRAS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18530376;ESTADUAL-OUT;Interior;OURINHOS;IPAUSSU;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;18;20;12;320;363;311;Adequado;Adequado;Básico
+18532525;ESTADUAL-SE;Interior;OURINHOS;CHAVANTES;0;9º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;13;5;9;215;163;239;Básico;Abaixo do Básico;Básico
+18549011;ESTADUAL-SE;Interior;SAO JOAQUIM DA BARRA;IGARAPAVA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18550367;ESTADUAL-SE;Interior;ITAPETININGA;ITAPETININGA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;8;7;4;229;229;178;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18555528;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;SAO JOSE DOS CAMPOS;SAO JOSE DOS CAMPOS;0;EM-3ª série;F;MANHÃ;11;NULL;NULL;NULL;NULL;4;8;6;172;210;213;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18556158;ESTADUAL-SE;Interior;FRANCA;PEDREGULHO;0;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;3;6;10;162;219;307;Abaixo do Básico;Abaixo do Básico;Básico
+18575731;ESTADUAL-SE;Interior;VOTUPORANGA;MACAUBAL;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18575768;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SAO JOAO DA BOA VISTA;MOCOCA;0;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18576555;ESTADUAL-SE;Interior;SAO JOAQUIM DA BARRA;SAO JOAQUIM DA BARRA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18588079;ESTADUAL-SE;Região Metropolitana de Sorocaba;ITU;BOITUVA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18589695;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;PAULINIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18591936;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;F;NOITE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18592681;ESTADUAL-SE;Interior;SAO JOAO DA BOA VISTA;SAO JOAO DA BOA VISTA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18593399;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;SERTAOZINHO;0;9º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18599858;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;SERTAOZINHO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;16;6;12;282;221;303;Básico;Abaixo do Básico;Básico
+18612097;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18612149;ESTADUAL-SE;Interior;PIRASSUNUNGA;ARARAS;17;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;9;8;2;222;230;215;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18613915;ESTADUAL-SE;Interior;JUNDIAI;JUNDIAI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;4;9;NULL;184;297;NULL;Abaixo do Básico;Básico;NULL
+18615760;MUNICIPAL;Interior;PIRASSUNUNGA;PORTO FERREIRA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;6;5;NULL;218;233;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+18616836;ESTADUAL-SE;Interior;BIRIGUI;BIRIGUI;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18618531;ESTADUAL-SE;Região Metropolitana de Campinas;JUNDIAI;ITATIBA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;9;5;7;235;240;250;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18621349;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;SERTAOZINHO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18622813;ESTADUAL-SE;Região Metropolitana de São Paulo;NORTE 1;SAO PAULO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;7;NULL;NULL;234;NULL;NULL;Abaixo do Básico
+18630183;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TEODORO SAMPAIO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;12;5;6;265;206;223;Básico;Abaixo do Básico;Abaixo do Básico
+18632549;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;CARAGUATATUBA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;3;2;7;177;203;236;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18636657;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;PAULINIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18638906;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;PAULINIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;2;6;179;178;221;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18639417;ESTADUAL-SE;Região Metropolitana de Campinas;CAMPINAS OESTE;CAMPINAS;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;8;9;5;229;237;188;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18662175;ESTADUAL-SE;Interior;TAQUARITINGA;IBITINGA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;4;2;7;190;215;271;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18672227;ESTADUAL-SE;Região Metropolitana de São Paulo;TABOAO DA SERRA;EMBU DAS ARTES;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18672582;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;PAULINIA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18673156;ESTADUAL-SE;Interior;SAO JOAQUIM DA BARRA;SAO JOAQUIM DA BARRA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;3;9;9;172;249;240;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18675075;ESTADUAL-SE;Região Metropolitana de São Paulo;TABOAO DA SERRA;EMBU DAS ARTES;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18686711;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;SUMARE;0;9º Ano EF;F;MANHÃ;1;8;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18687746;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TARABAI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18687911;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;SAO SEBASTIAO;0;EM-3ª série;M;TARDE;4;NULL;NULL;NULL;NULL;6;8;6;211;199;232;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18690189;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TARABAI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;8;6;6;208;227;220;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18692705;ESTADUAL-SE;Interior;AVARE;AVARE;0;9º Ano EF;M;MANHÃ;10;NULL;NULL;NULL;NULL;0;0;0;122;142;128;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18700317;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18709671;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;4;8;8;201;260;275;Abaixo do Básico;Abaixo do Básico;Básico
+18736661;ESTADUAL-SE;Interior;MARILIA;LUPERCIO;0;EM-3ª série;M;MANHÃ;20;NULL;NULL;NULL;NULL;7;2;2;209;175;167;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18738839;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPECERICA DA SERRA;ITAPECERICA DA SERRA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18740492;MUNICIPAL;Região Metropolitana de Campinas;SUMARE;SUMARE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18753818;ESTADUAL-SE;Interior;FRANCA;PEDREGULHO;26;EM-3ª série;M;MANHÃ;1;7;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18756957;ESTADUAL-SE;Interior;ITARARE;CORONEL MACEDO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;7;13;3;211;307;198;Abaixo do Básico;Básico;Abaixo do Básico
+18765011;ESTADUAL-SE;Interior;BRAGANCA PAULISTA;BRAGANCA PAULISTA;0;9º Ano EF;F;MANHÃ;10;NULL;NULL;NULL;NULL;0;1;NULL;125;166;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+18765941;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;AMERICANA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;5;3;7;199;211;218;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18771002;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;AMERICANA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;24;23;19;393;409;401;Avançado;Avançado;Avançado
+18774773;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18777799;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;SAO JOSE DOS CAMPOS;SAO JOSE DOS CAMPOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18779086;ESTADUAL-SE;Região Metropolitana de São Paulo;DIADEMA;DIADEMA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18794251;ESTADUAL-SE;Interior;LINS;GUAICARA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;7;NULL;NULL;203,4;NULL;NULL;Abaixo do Básico
+18808876;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18818413;ESTADUAL-SE;Interior;JAU;PEDERNEIRAS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;9;4;6;227;212;239;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18820677;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;SAO JOSE DOS CAMPOS;SAO JOSE DOS CAMPOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18821773;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;SANTA BARBARA D'OESTE;0;EM-3ª série;F;NOITE;11;NULL;NULL;NULL;NULL;4;6;3;204;196;190;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18822484;ESTADUAL-SE;Interior;PIRASSUNUNGA;PORTO FERREIRA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;7;5;NULL;223;201;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+18824450;ESTADUAL-SE;Região Metropolitana de Sorocaba;ITU;BOITUVA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18826144;ESTADUAL-SE;Interior;BOTUCATU;BOTUCATU;0;EM-3ª série;F;MANHÃ;8;NULL;NULL;NULL;NULL;8;4;8;222;209;199;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18827516;ESTADUAL-SE;Interior;JUNDIAI;JUNDIAI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18830161;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;PINDAMONHANGABA;CAMPOS DO JORDAO;0;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;9;8;8;244;254;253;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18834230;ESTADUAL-SE;Interior;TAQUARITINGA;IBITINGA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18842151;ESTADUAL-SE;Interior;JAU;BARRA BONITA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;3;5;2;182;195;160;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18846458;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;11;9;11;249;261;278;Abaixo do Básico;Abaixo do Básico;Básico
+18848328;ESTADUAL-SE;Interior;BOTUCATU;BOTUCATU;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;7;5;6;223;189;194;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18849054;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;6;6;6;185;226;207;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18849969;ESTADUAL-SE;Interior;SAO CARLOS;RIBEIRAO BONITO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;10;1;4;223;175;192;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18850053;ESTADUAL-SE;Interior;LINS;LINS;0;EM-3ª série;M;MANHÃ;10;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18850766;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18852175;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;M;NOITE;5;NULL;NULL;NULL;NULL;5;6;5;186;192;191;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18853247;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;F;NOITE;11;NULL;NULL;NULL;NULL;11;7;6;239;251;208;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18854537;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;3;NULL;NULL;235,8;NULL;NULL;Abaixo do Básico
+18864246;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;16;5;8;300;202;282;Básico;Abaixo do Básico;Básico
+18867223;ESTADUAL-SE;Região Metropolitana de Campinas;CAPIVARI;INDAIATUBA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18871007;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;SERTAOZINHO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;10;6;5;253;217;224;Básico;Abaixo do Básico;Abaixo do Básico
+18873603;ESTADUAL-SE;Interior;PIRAJU;FARTURA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;4;7;9;172;243;299;Abaixo do Básico;Abaixo do Básico;Básico
+18880203;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;LORENA;0;EM-3ª série;M;TARDE;8;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18883558;ESTADUAL-SE;Região Metropolitana de Sorocaba;ITU;TIETE;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18884954;ESTADUAL-SE;Região Metropolitana de São Paulo;CAIEIRAS;CAIEIRAS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18897786;ESTADUAL-SE;Interior;BARRETOS;GUAIRA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;4;4;6;173;194;222;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18898610;ESTADUAL-OUT;Interior;OURINHOS;IPAUSSU;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;19;8;11;324;276;306;Adequado;Básico;Básico
+18900026;ESTADUAL-SE;Região Metropolitana de São Paulo;SAO BERNARDO DO CAMPO;SAO BERNARDO DO CAMPO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18904210;ESTADUAL-OUT;Interior;OURINHOS;IPAUSSU;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;15;8;11;286;271;331;Básico;Abaixo do Básico;Básico
+18905228;ESTADUAL-SE;Região Metropolitana de São Paulo;LESTE 4;SAO PAULO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;13;15;12;270;300;292;Básico;Básico;Básico
+18905239;ESTADUAL-SE;Interior;OURINHOS;IPAUSSU;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18907146;ESTADUAL-SE;Interior;ARACATUBA;ARACATUBA;0;9º Ano EF;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;16;14;11;268;264;268;Básico;Básico;Básico
+18924177;ESTADUAL-SE;Região Metropolitana de Campinas;CAMPINAS OESTE;CAMPINAS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;4;4;4;186;193;192;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18928154;ESTADUAL-SE;Interior;JOSE BONIFACIO;ADOLFO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18943625;ESTADUAL-SE;Região Metropolitana de São Paulo;SAO BERNARDO DO CAMPO;SAO BERNARDO DO CAMPO;0;EM-3ª série;F;TARDE;1;4;7;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18957341;ESTADUAL-SE;Interior;MOGI MIRIM;MOGI GUACU;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18957858;ESTADUAL-SE;Interior;MOGI MIRIM;MOGI GUACU;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18959167;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;PINDAMONHANGABA;CAMPOS DO JORDAO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;9;4;6;228;192;235;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18970947;ESTADUAL-SE;Interior;LINS;GUAICARA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;5;10;219;207;270;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18980806;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18993038;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;PINDAMONHANGABA;CAMPOS DO JORDAO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;3;2;2;188;174;183;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+18993840;MUNICIPAL;Interior;PIRASSUNUNGA;PORTO FERREIRA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+18996495;ESTADUAL-SE;Interior;OURINHOS;OURINHOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;14;4;7;272;208;242;Básico;Abaixo do Básico;Abaixo do Básico
+19000501;ESTADUAL-SE;Interior;JUNDIAI;JUNDIAI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19010371;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19013575;ESTADUAL-SE;Interior;ASSIS;ASSIS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19018925;ESTADUAL-SE;Região Metropolitana de São Paulo;LESTE 3;SAO PAULO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19022355;ESTADUAL-SE;Interior;BAURU;BAURU;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;3;NULL;220;200;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+19033025;ESTADUAL-SE;Interior;VOTUPORANGA;VOTUPORANGA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19060930;MUNICIPAL;Interior;SAO JOAQUIM DA BARRA;IGARAPAVA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19064889;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;5;7;6;179;194;206;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19064899;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19064917;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19077841;ESTADUAL-SE;Região Metropolitana de Sorocaba;VOTORANTIM;SALTO DE PIRAPORA;26;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19080825;ESTADUAL-SE;Região Metropolitana de Sorocaba;SAO ROQUE;SAO ROQUE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19080858;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19090260;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19090272;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;8;NULL;NULL;277,5;NULL;NULL;Básico
+19096402;ESTADUAL-SE;Região Metropolitana de São Paulo;NORTE 1;SAO PAULO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19096412;ESTADUAL-SE;Região Metropolitana de Sorocaba;ITU;SALTO;0;EM-3ª série;F;MANHÃ;11;NULL;NULL;NULL;NULL;1;4;8;175;211;222;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19097308;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19103955;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;M;NOITE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19104881;ESTADUAL-SE;Região Metropolitana de Sorocaba;SAO ROQUE;SAO ROQUE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19106756;ESTADUAL-SE;Interior;FRANCA;FRANCA;0;EM-3ª série;F;MANHÃ;10;NULL;NULL;NULL;NULL;10;12;6;240;290;206;Abaixo do Básico;Básico;Abaixo do Básico
+19116342;ESTADUAL-SE;Região Metropolitana de São Paulo;CENTRO;SAO PAULO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19117433;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;8;6;11;244;203;281;Abaixo do Básico;Abaixo do Básico;Básico
+19126545;ESTADUAL-SE;Região Metropolitana de São Paulo;NORTE 1;SAO PAULO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19144351;ESTADUAL-SE;Interior;ITAPEVA;CAPAO BONITO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;6;5;14;227;220;293;Abaixo do Básico;Abaixo do Básico;Básico
+19151516;ESTADUAL-SE;Região Metropolitana de Sorocaba;ITU;ITU;0;EM-3ª série;M;NOITE;1;8;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19159593;ESTADUAL-SE;Interior;FRANCA;ITIRAPUA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;12;6;2;266;184;182;Básico;Abaixo do Básico;Abaixo do Básico
+19164249;ESTADUAL-OUT;Interior;SAO JOAQUIM DA BARRA;IGARAPAVA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;6;9;169;225;248;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19184648;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19189890;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;HORTOLANDIA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19219372;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;SAO JOSE DO BARREIRO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19245804;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;PIRAPOZINHO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;4;3;5;183;196;194;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19250118;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;LORENA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19283905;ESTADUAL-SE;Interior;TAQUARITINGA;IBITINGA;0;9º Ano EF;M;MANHÃ;1;8;11;NULL;NULL;2;4;7;131;148;188;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19285956;MUNICIPAL;Região Metropolitana de Sorocaba;VOTORANTIM;SALTO DE PIRAPORA;0;2º Ano EF;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19299606;MUNICIPAL;Região Metropolitana de São Paulo;SUZANO;FERRAZ DE VASCONCELOS;0;2º Ano EF;F;TARDE;NULL;NULL;NULL;NULL;NULL;12;13;NULL;184;184;NULL;Avançado;Adequado;NULL
+19305779;ESTADUAL-SE;Região Metropolitana de São Paulo;NORTE 1;SAO PAULO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;10;9;8;210;269;263;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19308886;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;GUARATINGUETA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19312173;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19318632;ESTADUAL-SE;Região Metropolitana de São Paulo;LESTE 4;SAO PAULO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19324112;ESTADUAL-SE;Interior;OURINHOS;OURINHOS;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;5;NULL;196;184;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+19354616;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;17;EM-3ª série;M;MANHÃ;10;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19355327;ESTADUAL-SE;Interior;JALES;JALES;0;EM-3ª série;F;TARDE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19355599;ESTADUAL-SE;Interior;SAO JOAO DA BOA VISTA;VARGEM GRANDE DO SUL;0;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19360178;MUNICIPAL;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;UBATUBA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19361442;ESTADUAL-SE;Região Metropolitana de Campinas;CAMPINAS LESTE;CAMPINAS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;6;8;NULL;199;246;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+19362390;ESTADUAL-SE;Interior;FERNANDOPOLIS;FERNANDOPOLIS;0;EM-3ª série;F;TARDE;3;8;11;NULL;NULL;NULL;NULL;8;NULL;NULL;227,6;NULL;NULL;Abaixo do Básico
+19363667;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SAO JOAO DA BOA VISTA;TAMBAU;0;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;13;1;7;263;188;256;Básico;Abaixo do Básico;Abaixo do Básico
+19364932;ESTADUAL-SE;Interior;PIRACICABA;PIRACICABA;0;EM-3ª série;M;MANHÃ;20;NULL;NULL;NULL;NULL;6;4;7;206;174;214;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19365900;ESTADUAL-SE;Interior;PIRACICABA;PIRACICABA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19367537;ESTADUAL-SE;Interior;BAURU;LENCOIS PAULISTA;0;EM-3ª série;F;MANHÃ;10;NULL;NULL;NULL;NULL;3;8;7;162;240;235;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19368307;ESTADUAL-SE;Região Metropolitana de São Paulo;LESTE 4;SAO PAULO;0;EM-3ª série;M;TARDE;10;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19368437;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;PINDAMONHANGABA;PINDAMONHANGABA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;4;9;5;168;272;220;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19369265;ESTADUAL-SE;Interior;OURINHOS;OURINHOS;0;EM-3ª série;M;MANHÃ;9;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19369786;ESTADUAL-SE;Interior;ITARARE;ITARARE;0;EM-3ª série;M;MANHÃ;1;7;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19369984;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;CRUZEIRO;0;EM-3ª série;M;MANHÃ;1;9;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19370853;ESTADUAL-SE;Interior;PIRASSUNUNGA;PORTO FERREIRA;0;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19373223;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19374280;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;3;3;3;169;171;174;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19378310;ESTADUAL-SE;Interior;PIRASSUNUNGA;ARARAS;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;13;10;7;265;277;235;Básico;Básico;Abaixo do Básico
+19378773;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;CARAGUATATUBA;0;EM-3ª série;M;MANHÃ;20;NULL;NULL;NULL;NULL;11;11;8;254;290;266;Básico;Básico;Abaixo do Básico
+19379654;ESTADUAL-SE;Interior;JAU;BOREBI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;2;6;6;165;209;196;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19381859;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;M;NOITE;1;9;11;23;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19391336;ESTADUAL-SE;Interior;APIAI;RIBEIRAO BRANCO;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;18;15;9;321;320;296;Adequado;Básico;Básico
+19393706;ESTADUAL-SE;Interior;JOSE BONIFACIO;BALSAMO;0;EM-3ª série;F;MANHÃ;11;NULL;NULL;NULL;NULL;1;6;5;159;185;218;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19401482;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;CACHOEIRA PAULISTA;0;EM-3ª série;F;TARDE;11;NULL;NULL;NULL;NULL;8;3;10;232;210;252;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19409157;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;CARAGUATATUBA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19412466;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;CACHOEIRA PAULISTA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19414163;ESTADUAL-SE;Interior;ASSIS;LUTECIA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;6;5;5;205;227;206;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19417454;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;CACHOEIRA PAULISTA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19421140;ESTADUAL-SE;Interior;PIRASSUNUNGA;PORTO FERREIRA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19421963;ESTADUAL-SE;Interior;BARRETOS;OLIMPIA;0;EM-3ª série;M;TARDE;11;NULL;NULL;NULL;NULL;5;4;6;161;244;237;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19422314;ESTADUAL-SE;Interior;MARILIA;MARILIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;9;3;13;249;212;332;Abaixo do Básico;Abaixo do Básico;Básico
+19422590;ESTADUAL-SE;Interior;PIRACICABA;PIRACICABA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19422809;ESTADUAL-SE;Interior;BOTUCATU;SAO MANUEL;0;EM-3ª série;F;TARDE;1;4;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19425164;ESTADUAL-SE;Região Metropolitana de Sorocaba;BOTUCATU;CESARIO LANGE;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19426506;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;CACHOEIRA PAULISTA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;14;3;8;277;206;257;Básico;Abaixo do Básico;Abaixo do Básico
+19426550;ESTADUAL-OUT;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;CACHOEIRA PAULISTA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;20;13;13;308;320;334;Adequado;Básico;Básico
+19434575;ESTADUAL-SE;Região Metropolitana de São Paulo;CARAPICUIBA;COTIA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19434963;ESTADUAL-SE;Região Metropolitana de São Paulo;CARAPICUIBA;COTIA;0;EM-3ª série;F;NOITE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19437318;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;LORENA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19438575;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;UCHOA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19440664;ESTADUAL-SE;Interior;TAQUARITINGA;IBITINGA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19448276;ESTADUAL-OUT;Região Metropolitana de Ribeirão Preto;JABOTICABAL;GUARIBA;0;EM-3ª série;M;MANHÃ;10;NULL;NULL;NULL;NULL;15;8;11;278;264;289;Básico;Abaixo do Básico;Básico
+19449523;ESTADUAL-SE;Interior;AVARE;AVARE;0;EM-3ª série;M;NOITE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19452472;ESTADUAL-SE;Região Metropolitana de São Paulo;CARAPICUIBA;CARAPICUIBA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19452989;ESTADUAL-SE;Interior;BOTUCATU;BOTUCATU;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;14;6;9;284;224;288;Básico;Abaixo do Básico;Básico
+19454078;ESTADUAL-SE;Interior;ASSIS;ASSIS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19456617;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;HORTOLANDIA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;13;1;8;264;185;267;Básico;Abaixo do Básico;Abaixo do Básico
+19458152;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;6;7;6;193;247;234;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19461788;ESTADUAL-SE;Interior;TAQUARITINGA;TAQUARITINGA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19462225;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19466230;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPECERICA DA SERRA;JUQUITIBA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;6;NULL;NULL;220,7;NULL;NULL;Abaixo do Básico
+19466484;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19470303;ESTADUAL-SE;Interior;BRAGANCA PAULISTA;BRAGANCA PAULISTA;0;EM-3ª série;M;NOITE;11;NULL;NULL;NULL;NULL;1;3;3;155;200;196;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19480107;ESTADUAL-SE;Interior;BAURU;BAURU;0;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19483710;ESTADUAL-OUT;Interior;ADAMANTINA;DRACENA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;12;12;9;261;303;281;Básico;Básico;Básico
+19486034;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;TARABAI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19491763;ESTADUAL-SE;Interior;BAURU;LENCOIS PAULISTA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;6;11;8;189;268;232;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19498615;ESTADUAL-SE;Interior;BAURU;BAURU;0;9º Ano EF;F;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19500398;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;HORTOLANDIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;10;4;7;229;200;220;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19502616;ESTADUAL-SE;Interior;BARRETOS;BARRETOS;0;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;16;13;18;285;304;361;Básico;Básico;Adequado
+19511723;ESTADUAL-SE;Interior;JOSE BONIFACIO;NOVA ALIANCA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19513451;ESTADUAL-SE;Interior;PIRASSUNUNGA;ARARAS;17;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;11;4;12;250;204;295;Abaixo do Básico;Abaixo do Básico;Básico
+19537822;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;CRAVINHOS;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19542736;ESTADUAL-SE;Região Metropolitana de São Paulo;SAO BERNARDO DO CAMPO;SAO BERNARDO DO CAMPO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;20;16;15;350;331;354;Adequado;Básico;Adequado
+19548530;ESTADUAL-SE;Região Metropolitana de São Paulo;CARAPICUIBA;COTIA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;5;2;6;178;184;226;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19559802;ESTADUAL-SE;Interior;OURINHOS;OURINHOS;0;9º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;12;6;9;216;203;237;Básico;Abaixo do Básico;Básico
+19562695;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;TAUBATE;CACAPAVA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;7;6;5;214;226;221;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19565437;ESTADUAL-SE;Região Metropolitana de São Paulo;TABOAO DA SERRA;EMBU DAS ARTES;0;EM-3ª série;M;TARDE;7;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19580170;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;ORINDIUVA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;13;12;4;260;291;219;Básico;Básico;Abaixo do Básico
+19584453;ESTADUAL-SE;Interior;FERNANDOPOLIS;FERNANDOPOLIS;0;EM-3ª série;F;MANHÃ;10;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19591854;ESTADUAL-SE;Região Metropolitana de Campinas;CAMPINAS OESTE;CAMPINAS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;9;8;3;220;218;191;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19593624;ESTADUAL-SE;Região Metropolitana de Sorocaba;ITU;TIETE;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;10;9;6;254;266;214;Básico;Abaixo do Básico;Abaixo do Básico
+19598438;ESTADUAL-SE;Interior;ANDRADINA;ANDRADINA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;8;3;5;227;211;208;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19602821;ESTADUAL-SE;Interior;PIRASSUNUNGA;PORTO FERREIRA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;13;13;7;283;309;249;Básico;Básico;Abaixo do Básico
+19603270;ESTADUAL-SE;Interior;OURINHOS;OURINHOS;0;9º Ano EF;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;19;14;16;275;301;327;Adequado;Adequado;Adequado
+19607015;ESTADUAL-OUT;Interior;BRAGANCA PAULISTA;ATIBAIA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;21;22;17;353;380;396;Adequado;Adequado;Adequado
+19611313;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;ANHUMAS;0;EM-3ª série;M;MANHÃ;3;NULL;NULL;NULL;NULL;13;2;7;267;175;243;Básico;Abaixo do Básico;Abaixo do Básico
+19615097;ESTADUAL-SE;Interior;SAO CARLOS;SAO CARLOS;0;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19619453;ESTADUAL-SE;Região Metropolitana de São Paulo;CARAPICUIBA;CARAPICUIBA;17;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;6;4;9;195;233;246;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19620350;ESTADUAL-SE;Região Metropolitana de São Paulo;CARAPICUIBA;COTIA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;2;NULL;NULL;206,4;NULL;NULL;Abaixo do Básico
+19624835;ESTADUAL-SE;Interior;TAQUARITINGA;VISTA ALEGRE DO ALTO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;21;18;18;366;338;361;Adequado;Básico;Adequado
+19627977;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 3;SAO PAULO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19646326;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;CRAVINHOS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;11;12;5;259;296;239;Básico;Básico;Abaixo do Básico
+19649144;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;UBATUBA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;4;8;10;163;220;228;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19653861;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;PRESIDENTE PRUDENTE;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19656102;ESTADUAL-SE;Interior;BARRETOS;OLIMPIA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;20;6;11;359;236;282;Adequado;Abaixo do Básico;Básico
+19657985;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;JARDINOPOLIS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;9;11;9;222;254;257;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19658196;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19660005;ESTADUAL-SE;Interior;PIRASSUNUNGA;ARARAS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19664881;ESTADUAL-SE;Interior;JALES;AURIFLAMA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19666124;ESTADUAL-OUT;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;CACHOEIRA PAULISTA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19666876;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;SAO JOSE DOS CAMPOS;SAO JOSE DOS CAMPOS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19671115;ESTADUAL-SE;Região Metropolitana de Sorocaba;VOTORANTIM;ARACOIABA DA SERRA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19672552;ESTADUAL-SE;Interior;CAPIVARI;CAPIVARI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19674892;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;SAO JOSE DOS CAMPOS;SAO JOSE DOS CAMPOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;7;5;194;238;206;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19677806;ESTADUAL-SE;Interior;ADAMANTINA;OURO VERDE;0;EM-3ª série;M;TARDE;1;7;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19678654;ESTADUAL-SE;Interior;JALES;SANTA FE DO SUL;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;9;6;7;229;220;246;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19682759;ESTADUAL-OUT;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;18;8;17;313;270;362;Adequado;Abaixo do Básico;Adequado
+19682959;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;5;8;9;205;269;289;Abaixo do Básico;Abaixo do Básico;Básico
+19683227;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;15;18;7;285;346;243;Básico;Básico;Abaixo do Básico
+19684315;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;MARTINOPOLIS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;5;10;193;192;267;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19685824;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;PRESIDENTE PRUDENTE;0;EM-3ª série;F;MANHÃ;11;NULL;NULL;NULL;NULL;4;3;5;192;202;206;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19694554;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;19;18;18;334;337;407;Adequado;Básico;Avançado
+19697854;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;PRESIDENTE PRUDENTE;0;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;6;10;11;213;273;282;Abaixo do Básico;Abaixo do Básico;Básico
+19698854;ESTADUAL-SE;Região Metropolitana de Campinas;CAPIVARI;INDAIATUBA;17;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19699061;ESTADUAL-SE;Interior;TUPA;QUEIROZ;0;9º Ano EF;F;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19699749;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;PRESIDENTE PRUDENTE;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19701587;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;SAO JOSE DOS CAMPOS;SAO JOSE DOS CAMPOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19702488;ESTADUAL-SE;Região Metropolitana de São Paulo;LESTE 3;SAO PAULO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19703199;ESTADUAL-SE;Interior;ITAPETININGA;ITAPETININGA;0;9º Ano EF;F;MANHÃ;20;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19707121;ESTADUAL-SE;Interior;JALES;JALES;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19707978;ESTADUAL-SE;Região Metropolitana de Sorocaba;VOTORANTIM;VOTORANTIM;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;6;9;8;200;279;265;Abaixo do Básico;Básico;Abaixo do Básico
+19708914;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;PRESIDENTE PRUDENTE;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;8;5;6;231;175;208;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19708962;ESTADUAL-SE;Interior;BOTUCATU;BOTUCATU;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;3;4;8;205;200;235;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19709109;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;SAO JOSE DOS CAMPOS;SAO JOSE DOS CAMPOS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;9;NULL;NULL;258,5;NULL;NULL;Abaixo do Básico
+19710939;ESTADUAL-SE;Interior;ADAMANTINA;MARIAPOLIS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19711318;ESTADUAL-SE;Interior;ITAPETININGA;ITAPETININGA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;11;12;11;263;288;294;Básico;Básico;Básico
+19712657;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;CARAGUATATUBA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19712974;ESTADUAL-SE;Interior;SANTO ANASTACIO;PRESIDENTE VENCESLAU;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19713790;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;TACIBA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;12;7;3;281;263;166;Básico;Abaixo do Básico;Abaixo do Básico
+19713843;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;SAO JOSE DOS CAMPOS;SAO JOSE DOS CAMPOS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;12;3;4;260;215;222;Básico;Abaixo do Básico;Abaixo do Básico
+19718609;ESTADUAL-SE;Interior;SAO CARLOS;SAO CARLOS;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19721292;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;SAO JOSE DOS CAMPOS;SAO JOSE DOS CAMPOS;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;4;6;5;191;225;227;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19722038;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;ITAPEVI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;5;6;213;228;238;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19722067;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;ITAPEVI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19724604;ESTADUAL-SE;Região Metropolitana de Sorocaba;SAO ROQUE;SAO ROQUE;0;EM-3ª série;M;MANHÃ;10;NULL;NULL;NULL;NULL;5;5;NULL;170;225;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+19725499;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;SAO JOSE DOS CAMPOS;SAO JOSE DOS CAMPOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;11;6;4;236;244;188;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19726177;ESTADUAL-SE;Interior;ASSIS;ASSIS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;15;6;15;292;244;351;Básico;Abaixo do Básico;Adequado
+19727094;ESTADUAL-SE;Interior;SAO CARLOS;SAO CARLOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19730252;ESTADUAL-SE;Interior;ANDRADINA;ANDRADINA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19730545;ESTADUAL-SE;Interior;SAO JOAQUIM DA BARRA;SAO JOAQUIM DA BARRA;26;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19734729;ESTADUAL-SE;Região Metropolitana de Campinas;CAPIVARI;INDAIATUBA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;2;4;8;177;193;246;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19735164;ESTADUAL-SE;Interior;ITAPETININGA;ITAPETININGA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19735525;ESTADUAL-OUT;Interior;ASSIS;ASSIS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;17;11;16;319;288;369;Adequado;Básico;Adequado
+19741941;ESTADUAL-SE;Região Metropolitana de Campinas;CAPIVARI;INDAIATUBA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19742781;ESTADUAL-SE;Interior;LIMEIRA;RIO CLARO;0;EM-3ª série;M;TARDE;20;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19744079;ESTADUAL-SE;Interior;SAO CARLOS;SAO CARLOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19744364;MUNICIPAL;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;JARDINOPOLIS;0;9º Ano EF;F;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19744901;ESTADUAL-SE;Região Metropolitana de Campinas;CAPIVARI;INDAIATUBA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19750702;ESTADUAL-SE;Região Metropolitana de Campinas;CAPIVARI;INDAIATUBA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;10;11;6;238;300;192;Abaixo do Básico;Básico;Abaixo do Básico
+19751221;ESTADUAL-SE;Interior;BOTUCATU;AREIOPOLIS;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;11;6;6;265;235;209;Básico;Abaixo do Básico;Abaixo do Básico
+19752042;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;MARTINOPOLIS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19752970;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;SAO JOSE DOS CAMPOS;SAO JOSE DOS CAMPOS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19754475;ESTADUAL-SE;Interior;BARRETOS;OLIMPIA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19756060;ESTADUAL-SE;Região Metropolitana de São Paulo;SAO BERNARDO DO CAMPO;SAO BERNARDO DO CAMPO;0;EM-3ª série;F;MANHÃ;7;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19756215;ESTADUAL-SE;Região Metropolitana de Campinas;CAMPINAS OESTE;VINHEDO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;7;6;7;221;203;220;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19759464;ESTADUAL-SE;Região Metropolitana de São Paulo;CARAPICUIBA;COTIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19760520;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 3;SAO PAULO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19760991;ESTADUAL-SE;Interior;ITAPETININGA;ITAPETININGA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19761366;ESTADUAL-SE;Região Metropolitana de São Paulo;LESTE 4;SAO PAULO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19763197;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;REGENTE FEIJO;0;EM-3ª série;F;TARDE;11;NULL;NULL;NULL;NULL;5;6;NULL;207;249;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+19764094;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;4;4;5;184;216;196;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19765517;ESTADUAL-SE;Interior;PIRASSUNUNGA;LEME;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19766085;ESTADUAL-OUT;Interior;OURINHOS;SANTA CRUZ DO RIO PARDO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;13;7;10;274;244;281;Básico;Abaixo do Básico;Básico
+19768174;ESTADUAL-SE;Região Metropolitana de Campinas;CAPIVARI;INDAIATUBA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19771199;ESTADUAL-SE;Interior;BRAGANCA PAULISTA;BRAGANCA PAULISTA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;16;18;13;305;355;330;Adequado;Adequado;Básico
+19771316;ESTADUAL-OUT;Interior;BRAGANCA PAULISTA;ATIBAIA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19772115;ESTADUAL-SE;Interior;BAURU;BAURU;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19774753;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;CARAGUATATUBA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;9;5;11;241;220;291;Abaixo do Básico;Abaixo do Básico;Básico
+19776850;ESTADUAL-SE;Interior;TUPA;PARAPUA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;6;2;6;225;186;232;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19781822;ESTADUAL-SE;Região Metropolitana de São Paulo;SAO BERNARDO DO CAMPO;SAO BERNARDO DO CAMPO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19781919;ESTADUAL-SE;Região Metropolitana de São Paulo;SAO BERNARDO DO CAMPO;SAO BERNARDO DO CAMPO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;7;4;5;222;225;211;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19782414;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;M;NOITE;4;NULL;NULL;NULL;NULL;7;4;NULL;194;226;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+19784700;ESTADUAL-SE;Interior;BIRIGUI;LOURDES;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19786313;ESTADUAL-SE;Região Metropolitana de Campinas;CAPIVARI;INDAIATUBA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19786428;ESTADUAL-SE;Região Metropolitana de São Paulo;MOGI DAS CRUZES;MOGI DAS CRUZES;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;8;6;4;224;193;204;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19787494;ESTADUAL-SE;Região Metropolitana de São Paulo;TABOAO DA SERRA;TABOAO DA SERRA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;6;5;5;199;230;229;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19787497;ESTADUAL-SE;Região Metropolitana de São Paulo;MOGI DAS CRUZES;MOGI DAS CRUZES;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;16;8;13;281;250;324;Básico;Abaixo do Básico;Básico
+19787695;ESTADUAL-SE;Interior;PIRASSUNUNGA;ARARAS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19788056;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;13;8;9;274;275;251;Básico;Abaixo do Básico;Abaixo do Básico
+19788546;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;CARAGUATATUBA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19790977;ESTADUAL-SE;Região Metropolitana de São Paulo;TABOAO DA SERRA;TABOAO DA SERRA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19792356;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;CASSIA DOS COQUEIROS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;9;11;10;266;278;273;Básico;Básico;Abaixo do Básico
+19793290;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;CARAGUATATUBA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19794421;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;PITANGUEIRAS;0;EM-3ª série;M;NOITE;4;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19794993;ESTADUAL-SE;Interior;MOGI MIRIM;AGUAS DE LINDOIA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19796747;ESTADUAL-SE;Interior;MOGI MIRIM;MOGI GUACU;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19798268;ESTADUAL-SE;Interior;ITAPETININGA;ITAPETININGA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;5;12;7;190;300;233;Abaixo do Básico;Básico;Abaixo do Básico
+19798335;ESTADUAL-SE;Interior;FRANCA;RIBEIRAO CORRENTE;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;9;3;5;230;177;170;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19798776;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;JABOTICABAL;JABOTICABAL;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;9;17;8;241;329;255;Abaixo do Básico;Básico;Abaixo do Básico
+19799510;ESTADUAL-SE;Interior;ARACATUBA;ARACATUBA;0;EM-3ª série;M;TARDE;11;NULL;NULL;NULL;NULL;9;4;2;222;215;188;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19800020;ESTADUAL-SE;Interior;JOSE BONIFACIO;MIRASSOL;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19801755;ESTADUAL-SE;Região Metropolitana de São Paulo;SANTO ANDRE;SANTO ANDRE;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19802168;ESTADUAL-SE;Região Metropolitana de São Paulo;CARAPICUIBA;COTIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19803066;ESTADUAL-SE;Interior;MOGI MIRIM;MOGI GUACU;0;9º Ano EF;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;13;NULL;NULL;266,4;NULL;NULL;Básico
+19803737;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;UBATUBA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;10;4;13;247;220;311;Abaixo do Básico;Abaixo do Básico;Básico
+19806691;ESTADUAL-SE;Região Metropolitana de Campinas;MOGI MIRIM;PEDREIRA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19807280;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;SANTA BARBARA D'OESTE;0;EM-3ª série;F;NOITE;5;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19809716;ESTADUAL-SE;Interior;MOGI MIRIM;MOGI GUACU;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;5;4;192;226;205;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19812325;ESTADUAL-OUT;Interior;PIRASSUNUNGA;PIRASSUNUNGA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;17;14;8;304;323;251;Adequado;Básico;Abaixo do Básico
+19813442;ESTADUAL-SE;Interior;BARRETOS;GUAIRA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;3;5;8;170;213;236;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19814500;ESTADUAL-SE;Interior;ITARARE;ITARARE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;11;5;188;281;187;Abaixo do Básico;Básico;Abaixo do Básico
+19815068;ESTADUAL-SE;Interior;ITARARE;ITARARE;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19816537;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;CARAGUATATUBA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;6;10;4;181;259;182;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19818119;ESTADUAL-SE;Interior;ITARARE;CORONEL MACEDO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;5;5;7;213;229;221;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19822582;ESTADUAL-SE;Interior;JALES;PARANAPUA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;4;5;6;172;245;204;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19823411;ESTADUAL-SE;Interior;ITU;CABREUVA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19823657;ESTADUAL-SE;Região Metropolitana de São Paulo;CENTRO OESTE;SAO PAULO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;13;5;7;276;220;263;Básico;Abaixo do Básico;Abaixo do Básico
+19823670;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;CARAGUATATUBA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19824886;ESTADUAL-SE;Região Metropolitana de Sorocaba;ITU;BOITUVA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19826352;ESTADUAL-SE;Região Metropolitana de Campinas;JUNDIAI;ITATIBA;17;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;6;11;12;216;291;307;Abaixo do Básico;Básico;Básico
+19826414;ESTADUAL-SE;Interior;JUNDIAI;JUNDIAI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19826659;MUNICIPAL;Interior;PIRASSUNUNGA;PORTO FERREIRA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;10;1;8;241;172;247;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19826958;ESTADUAL-OUT;Interior;PIRASSUNUNGA;PORTO FERREIRA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;22;8;NULL;347;259;NULL;Adequado;Abaixo do Básico;NULL
+19831240;ESTADUAL-SE;Interior;PIRASSUNUNGA;PORTO FERREIRA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19831497;ESTADUAL-SE;Interior;SAO JOAO DA BOA VISTA;AGUAS DA PRATA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19832875;ESTADUAL-SE;Interior;ITARARE;ITARARE;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;15;7;9;293;227;241;Básico;Abaixo do Básico;Abaixo do Básico
+19832896;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;SANTA BARBARA D'OESTE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;12;5;204;290;246;Abaixo do Básico;Básico;Abaixo do Básico
+19832923;ESTADUAL-SE;Interior;ITARARE;ITARARE;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19833067;ESTADUAL-SE;Interior;SAO JOAQUIM DA BARRA;IGARAPAVA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;8;5;6;223;202;183;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19833480;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;PAULINIA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19833887;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;PAULINIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19836713;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19836835;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;PAULINIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;3;3;NULL;152;179;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+19837721;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;PAULINIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19837916;ESTADUAL-SE;Interior;ASSIS;ASSIS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;9;7;10;239;239;272;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19838003;ESTADUAL-SE;Região Metropolitana de Campinas;CAMPINAS OESTE;VINHEDO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19839870;MUNICIPAL;Região Metropolitana de Campinas;SUMARE;SUMARE;0;EM-3ª série;F;NOITE;8;NULL;NULL;NULL;NULL;5;4;5;175;217;244;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19840279;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;AMERICANA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19840386;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;SAO VICENTE;0;EM-3ª série;F;MANHÃ;7;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19840758;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;2;NULL;211;175;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+19841780;ESTADUAL-SE;Interior;ITAPETININGA;ITAPETININGA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;6;7;8;209;239;245;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19847340;ESTADUAL-SE;Região Metropolitana de Campinas;MOGI MIRIM;PEDREIRA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19848626;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;PAULINIA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;5;6;6;172;242;245;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19850940;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;CARAGUATATUBA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;8;4;NULL;245;207;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+19851777;ESTADUAL-OUT;Interior;MOGI MIRIM;MOGI MIRIM;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;12;13;NULL;262;304;NULL;Básico;Básico;NULL
+19852339;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;AMERICANA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19852922;ESTADUAL-SE;Região Metropolitana de São Paulo;NORTE 2;SAO PAULO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;5;8;210;199;263;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19853305;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;SANTA BARBARA D'OESTE;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19857120;ESTADUAL-SE;Interior;MOGI MIRIM;MOGI MIRIM;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19857873;ESTADUAL-SE;Região Metropolitana de São Paulo;TABOAO DA SERRA;TABOAO DA SERRA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19859544;ESTADUAL-SE;Interior;AVARE;TAQUARITUBA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;6;10;3;196;277;227;Abaixo do Básico;Básico;Abaixo do Básico
+19859612;ESTADUAL-SE;Interior;AVARE;TAQUARITUBA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19859776;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;PAULINIA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;8;3;6;204;185;205;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19860270;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;CRAVINHOS;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19860856;ESTADUAL-SE;Interior;PIRASSUNUNGA;SANTA CRUZ DA CONCEICAO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;7;8;10;219;246;273;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19860869;ESTADUAL-SE;Interior;PIRASSUNUNGA;PORTO FERREIRA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;13;8;3;274;274;239;Básico;Abaixo do Básico;Abaixo do Básico
+19861357;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;AMERICANA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19862358;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;PONTAL;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;14;12;11;272;285;266;Básico;Básico;Abaixo do Básico
+19862980;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;PAULINIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;5;NULL;213;242;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+19864477;ESTADUAL-SE;Interior;SANTO ANASTACIO;EMILIANOPOLIS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19864805;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;AMERICANA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19865435;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;AMERICANA;0;EM-3ª série;M;TARDE;11;NULL;NULL;NULL;NULL;16;9;12;275;252;307;Básico;Abaixo do Básico;Básico
+19866237;ESTADUAL-SE;Interior;MOGI MIRIM;ITAPIRA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19868793;ESTADUAL-OUT;Interior;SAO JOAQUIM DA BARRA;MIGUELOPOLIS;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19869947;ESTADUAL-SE;Interior;SANTO ANASTACIO;SANTO ANASTACIO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;7;1;5;197;177;189;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19870046;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;PAULINIA;0;EM-3ª série;F;TARDE;11;NULL;NULL;NULL;NULL;3;4;NULL;180;196;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+19870714;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;CAJURU;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;5;11;5;204;267;191;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19870765;ESTADUAL-SE;Região Metropolitana de Campinas;JUNDIAI;ITATIBA;17;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;19;16;10;318;346;290;Adequado;Básico;Básico
+19871443;ESTADUAL-OUT;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;CARAGUATATUBA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;19;17;13;337;332;349;Adequado;Básico;Básico
+19871543;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;TAUBATE;CACAPAVA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;4;6;8;153;221;194;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19871601;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;TAUBATE;CACAPAVA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19871992;ESTADUAL-SE;Interior;BAURU;PIRAJUI;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;3;4;207;174;163;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19872505;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;PAULINIA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19877487;ESTADUAL-SE;Região Metropolitana de Campinas;CAMPINAS OESTE;CAMPINAS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19879447;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;SAO JOSE DOS CAMPOS;SAO JOSE DOS CAMPOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;17;7;7;314;226;256;Adequado;Abaixo do Básico;Abaixo do Básico
+19880549;ESTADUAL-SE;Interior;JABOTICABAL;BEBEDOURO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19880986;ESTADUAL-SE;Interior;JAU;JAU;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;19;14;13;334;320;352;Adequado;Básico;Adequado
+19881005;ESTADUAL-SE;Região Metropolitana de São Paulo;CENTRO OESTE;SAO PAULO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;3;13;7;176;313;249;Abaixo do Básico;Básico;Abaixo do Básico
+19881383;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SERTAOZINHO;JARDINOPOLIS;0;EM-3ª série;F;MANHÃ;4;NULL;NULL;NULL;NULL;5;5;5;215;210;204;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19886110;ESTADUAL-SE;Interior;JUNDIAI;JUNDIAI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19888158;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;PAULINIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;4;4;5;177;202;255;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19888545;ESTADUAL-SE;Interior;REGISTRO;SETE BARRAS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19890545;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;7;12;8;209;271;230;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19890665;ESTADUAL-SE;Interior;JABOTICABAL;BEBEDOURO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;8;4;5;204;199;167;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19890836;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19891365;ESTADUAL-SE;Região Metropolitana de Campinas;JUNDIAI;ITATIBA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;5;7;8;185;253;268;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19891480;ESTADUAL-SE;Região Metropolitana de Campinas;JUNDIAI;ITATIBA;17;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;3;6;4;168;203;186;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19891521;ESTADUAL-SE;Interior;PIRASSUNUNGA;ARARAS;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19891643;ESTADUAL-SE;Região Metropolitana de Campinas;JUNDIAI;ITATIBA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;6;NULL;NULL;218;NULL;NULL;Abaixo do Básico
+19891846;ESTADUAL-OUT;Região Metropolitana de Ribeirão Preto;SAO JOAQUIM DA BARRA;ORLANDIA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;15;13;16;293;303;351;Básico;Básico;Adequado
+19896988;ESTADUAL-SE;Interior;MOGI MIRIM;MOGI GUACU;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;9;4;6;224;230;199;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19898375;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;GUARATINGUETA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19898830;ESTADUAL-SE;Interior;PIRASSUNUNGA;ARARAS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;13;5;204;312;190;Abaixo do Básico;Básico;Abaixo do Básico
+19899397;ESTADUAL-SE;Interior;MOGI MIRIM;MOGI GUACU;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;4;3;7;173;199;257;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19901556;ESTADUAL-SE;Interior;PIRASSUNUNGA;ARARAS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19901999;ESTADUAL-SE;Região Metropolitana de São Paulo;SAO BERNARDO DO CAMPO;SAO BERNARDO DO CAMPO;0;EM-3ª série;F;TARDE;10;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19902144;ESTADUAL-OUT;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;CACHOEIRA PAULISTA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;10;12;8;257;266;242;Básico;Abaixo do Básico;Abaixo do Básico
+19902268;ESTADUAL-SE;Interior;JAU;JAU;0;EM-3ª série;F;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19904706;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;JABOTICABAL;MONTE ALTO;0;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;8;2;11;211;185;311;Abaixo do Básico;Abaixo do Básico;Básico
+19906111;ESTADUAL-SE;Interior;BOTUCATU;BOTUCATU;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;3;7;179;175;182;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19906369;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19908068;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19908076;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;9;NULL;NULL;269,3;NULL;NULL;Abaixo do Básico
+19908080;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;11;NULL;NULL;308,8;NULL;NULL;Básico
+19908438;ESTADUAL-SE;Interior;MIRACATU;ITARIRI;0;EM-3ª série;M;TARDE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19908675;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;AMERICANA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19910740;ESTADUAL-SE;Região Metropolitana de São Paulo;MOGI DAS CRUZES;MOGI DAS CRUZES;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19911026;ESTADUAL-SE;Interior;VOTUPORANGA;VOTUPORANGA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;10;6;8;224;249;267;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19912726;ESTADUAL-SE;Interior;MOGI MIRIM;ITAPIRA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19912901;ESTADUAL-SE;Região Metropolitana de São Paulo;SUZANO;SUZANO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;4;NULL;185;206;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+19913218;ESTADUAL-SE;Interior;LINS;LINS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19913335;ESTADUAL-SE;Interior;SAO JOAO DA BOA VISTA;ESPIRITO SANTO DO PINHAL;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19914005;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19915382;ESTADUAL-SE;Interior;BOTUCATU;BOTUCATU;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;5;8;207;204;223;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19915428;ESTADUAL-SE;Interior;JAU;JAU;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;3;7;8;190;264;223;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19915450;ESTADUAL-SE;Interior;BOTUCATU;BOTUCATU;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19915531;ESTADUAL-SE;Região Metropolitana de São Paulo;TABOAO DA SERRA;TABOAO DA SERRA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19919100;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19919888;ESTADUAL-SE;Interior;JAU;JAU;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19920969;ESTADUAL-SE;Interior;SAO JOAO DA BOA VISTA;ESPIRITO SANTO DO PINHAL;0;9º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19922707;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;8;9;210;262;253;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19922723;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19925487;ESTADUAL-SE;Região Metropolitana de Campinas;CAPIVARI;INDAIATUBA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;8;11;NULL;224;248;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+19926033;ESTADUAL-OUT;Interior;BOTUCATU;BOTUCATU;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;20;7;8;326;261;291;Adequado;Abaixo do Básico;Básico
+19927801;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;6;11;NULL;204;307;NULL;Abaixo do Básico;Básico;NULL
+19928145;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;SERRANA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19929671;ESTADUAL-SE;Região Metropolitana de São Paulo;SUZANO;SUZANO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;8;7;8;214;247;266;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19931759;ESTADUAL-SE;Interior;PIRASSUNUNGA;PIRASSUNUNGA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19932563;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;ALFREDO MARCONDES;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;7;9;5;219;249;242;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19934574;ESTADUAL-SE;Interior;JAU;JAU;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;19;11;10;313;306;315;Adequado;Básico;Básico
+19936425;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;SUMARE;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19938665;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;REGENTE FEIJO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;7;6;6;224;229;213;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19939458;ESTADUAL-SE;Interior;JOSE BONIFACIO;JOSE BONIFACIO;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;6;7;8;230;259;286;Abaixo do Básico;Abaixo do Básico;Básico
+19940138;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19943913;ESTADUAL-SE;Região Metropolitana de São Paulo;MOGI DAS CRUZES;MOGI DAS CRUZES;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19944101;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;PINDAMONHANGABA;CAMPOS DO JORDAO;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19944185;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;JACAREI;JACAREI;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19944302;ESTADUAL-SE;Interior;BARRETOS;BARRETOS;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;9;13;10;245;313;286;Abaixo do Básico;Básico;Básico
+19946342;ESTADUAL-SE;Região Metropolitana de São Paulo;SUZANO;SUZANO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;7;12;6;211;289;234;Abaixo do Básico;Básico;Abaixo do Básico
+19946549;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;CARAGUATATUBA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;4;9;9;178;255;244;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19946807;ESTADUAL-SE;Região Metropolitana de São Paulo;CENTRO SUL;SAO PAULO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19947143;ESTADUAL-SE;Região Metropolitana de São Paulo;MOGI DAS CRUZES;MOGI DAS CRUZES;0;EM-3ª série;M;MANHÃ;11;NULL;NULL;NULL;NULL;4;4;6;180;220;251;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19951357;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;17;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;3;NULL;NULL;230,2;NULL;NULL;Abaixo do Básico
+19951415;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19954909;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;SAO JOAO DA BOA VISTA;MOCOCA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;7;7;NULL;180;215;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+19956051;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;10;5;4;235;192;172;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19957435;ESTADUAL-SE;Região Metropolitana de São Paulo;LESTE 4;SAO PAULO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19958932;ESTADUAL-OUT;Interior;BARRETOS;BARRETOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19960906;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;8;6;6;211;233;225;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19960934;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19961923;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19962628;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SANTOS;SANTOS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;10;7;13;231;245;300;Abaixo do Básico;Abaixo do Básico;Básico
+19963831;ESTADUAL-SE;Região Metropolitana de Sorocaba;ITU;SALTO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;8;8;7;225;265;222;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19965559;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19965669;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;5;6;5;186;201;209;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19965704;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19965877;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;11;8;8;255;255;260;Básico;Abaixo do Básico;Abaixo do Básico
+19967921;ESTADUAL-SE;Interior;JUNDIAI;JUNDIAI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19968190;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;6;11;11;205;294;288;Abaixo do Básico;Básico;Básico
+19968474;ESTADUAL-SE;Região Metropolitana de São Paulo;NORTE 1;SAO PAULO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;6;16;NULL;185;319;NULL;Abaixo do Básico;Básico;NULL
+19969155;ESTADUAL-SE;Interior;JUNDIAI;CAMPO LIMPO PAULISTA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;7;8;7;228;247;245;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19969337;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;5;7;6;204;234;234;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19969366;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19970604;ESTADUAL-SE;Interior;CAPIVARI;RIO DAS PEDRAS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;9;3;7;224;213;229;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19970845;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;SAO VICENTE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;6;8;186;205;266;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19973047;ESTADUAL-SE;Região Metropolitana de São Paulo;MOGI DAS CRUZES;MOGI DAS CRUZES;26;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;14;16;6;295;314;196;Básico;Básico;Abaixo do Básico
+19973125;ESTADUAL-SE;Região Metropolitana de São Paulo;MOGI DAS CRUZES;MOGI DAS CRUZES;26;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;8;11;6;210;257;205;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19973236;ESTADUAL-SE;Região Metropolitana de São Paulo;JACAREI;SANTA ISABEL;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;7;11;9;220;284;245;Abaixo do Básico;Básico;Abaixo do Básico
+19973324;ESTADUAL-SE;Interior;BRAGANCA PAULISTA;NAZARE PAULISTA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;7;6;7;208;195;274;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19973608;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;10;6;7;247;226;258;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19973656;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19975083;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;PIRAPORA DO BOM JESUS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;11;6;6;234;229;188;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19975253;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;UBATUBA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19975677;ESTADUAL-SE;Interior;BAURU;BAURU;26;EM-3ª série;M;TARDE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19975726;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;MONGAGUA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19976121;ESTADUAL-SE;Região Metropolitana de São Paulo;JACAREI;SANTA ISABEL;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;7;6;7;216;220;214;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19976584;ESTADUAL-SE;Interior;PENAPOLIS;PENAPOLIS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;3;9;6;181;192;226;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19977109;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;ROSEIRA;0;EM-3ª série;F;MANHÃ;8;NULL;NULL;NULL;NULL;5;5;9;191;183;253;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19978148;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;SAO VICENTE;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19978397;ESTADUAL-SE;Região Metropolitana de Sorocaba;SAO ROQUE;MAIRINQUE;0;EM-3ª série;F;MANHÃ;11;NULL;NULL;NULL;NULL;6;4;3;194;173;191;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19979021;ESTADUAL-SE;Interior;BAURU;BAURU;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19979519;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19979833;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;NARANDIBA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;6;1;9;200;199;261;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19979868;ESTADUAL-SE;Interior;MIRANTE DO PARANAPANEMA;NARANDIBA;0;EM-3ª série;F;MANHÃ;11;NULL;NULL;NULL;NULL;4;7;6;182;221;180;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19979896;ESTADUAL-SE;Interior;VOTUPORANGA;RIOLANDIA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19980492;ESTADUAL-SE;Interior;PENAPOLIS;PENAPOLIS;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19980644;ESTADUAL-SE;Interior;PENAPOLIS;PENAPOLIS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;7;NULL;NULL;236;NULL;NULL;Abaixo do Básico
+19980669;ESTADUAL-SE;Região Metropolitana de Campinas;LIMEIRA;ARTUR NOGUEIRA;17;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;17;7;NULL;286;242;NULL;Básico;Abaixo do Básico;NULL
+19980706;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS NORTE;GUARULHOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;4;13;6;199;298;243;Abaixo do Básico;Básico;Abaixo do Básico
+19981595;ESTADUAL-SE;Região Metropolitana de Campinas;MOGI MIRIM;HOLAMBRA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19983382;ESTADUAL-SE;Região Metropolitana de São Paulo;LESTE 2;SAO PAULO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;17;5;NULL;309;222;NULL;Adequado;Abaixo do Básico;NULL
+19983787;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SANTOS;SANTOS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;19;14;10;319;318;279;Adequado;Básico;Básico
+19984332;ESTADUAL-OUT;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;SERRANA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;19;12;13;314;303;321;Adequado;Básico;Básico
+19984483;ESTADUAL-SE;Interior;SAO CARLOS;RIBEIRAO BONITO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;11;4;7;233;199;225;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19988286;ESTADUAL-SE;Região Metropolitana de São Paulo;MOGI DAS CRUZES;MOGI DAS CRUZES;0;9º Ano EF;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19989614;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;11;12;8;243;310;239;Abaixo do Básico;Básico;Abaixo do Básico
+19989808;ESTADUAL-SE;Região Metropolitana de São Paulo;CARAPICUIBA;COTIA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19990886;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;SAO VICENTE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;18;4;9;302;221;265;Adequado;Abaixo do Básico;Abaixo do Básico
+19992111;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19992483;ESTADUAL-SE;Região Metropolitana de São Paulo;NORTE 1;SAO PAULO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19993058;ESTADUAL-SE;Interior;PIRACICABA;PIRACICABA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19994066;ESTADUAL-SE;Interior;REGISTRO;REGISTRO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;3;5;4;172;192;198;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19994115;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;SAO VICENTE;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19994150;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;SAO VICENTE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;7;10;188;226;265;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19994225;ESTADUAL-SE;Interior;LINS;GUAICARA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;7;9;6;227;241;197;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19994535;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;SERRANA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19994560;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;SANTA BARBARA D'OESTE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;5;7;4;189;193;192;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19995605;ESTADUAL-SE;Interior;BAURU;BAURU;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19996612;ESTADUAL-SE;Interior;BIRIGUI;BIRIGUI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;4;3;196;197;180;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19997362;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;11;8;10;254;272;247;Básico;Abaixo do Básico;Abaixo do Básico
+19997372;ESTADUAL-SE;Interior;ITU;CABREUVA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;7;8;209;229;208;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19997374;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;JANDIRA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19997729;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;8;2;10;233;219;286;Abaixo do Básico;Abaixo do Básico;Básico
+19997747;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;7;5;7;215;216;204;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19997835;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;4;9;4;198;261;169;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+19997840;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;13;4;9;276;210;256;Básico;Abaixo do Básico;Abaixo do Básico
+19998068;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;17;9;9;309;261;286;Adequado;Abaixo do Básico;Básico
+19998226;ESTADUAL-SE;Região Metropolitana de São Paulo;LESTE 4;SAO PAULO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19998294;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;MONGAGUA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19999907;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+19999976;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20000642;ESTADUAL-OUT;Interior;ASSIS;ASSIS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;16;7;16;313;243;393;Adequado;Abaixo do Básico;Adequado
+20000804;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;8;4;7;226;213;229;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20001347;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20001361;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20001416;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;6;6;198;198;230;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20001843;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20002640;ESTADUAL-SE;Interior;MARILIA;MARILIA;26;EM-3ª série;F;MANHÃ;3;NULL;NULL;NULL;NULL;6;6;13;173;255;343;Abaixo do Básico;Abaixo do Básico;Básico
+20002986;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;SAO VICENTE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;8;7;6;231;262;243;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20003606;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;2;5;NULL;171;181;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+20003616;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20003649;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;PRAIA GRANDE;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;17;11;15;314;289;369;Adequado;Básico;Adequado
+20004807;ESTADUAL-SE;Região Metropolitana de São Paulo;CENTRO OESTE;SAO PAULO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20005063;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;6;NULL;NULL;194,7;NULL;NULL;Abaixo do Básico
+20005128;ESTADUAL-SE;Região Metropolitana de Sorocaba;SAO ROQUE;SAO ROQUE;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;7;10;203;239;257;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20005504;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;F;NOITE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20005795;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAQUAQUECETUBA;ITAQUAQUECETUBA;26;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;4;6;2;176;205;179;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20005831;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAQUAQUECETUBA;ITAQUAQUECETUBA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;7;5;NULL;226;229;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+20006659;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20007055;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;PIRASSUNUNGA;SANTA RITA DO PASSA QUATRO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;8;8;4;192;244;176;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20007782;ESTADUAL-SE;Interior;AVARE;CERQUEIRA CESAR;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;11;7;5;244;230;218;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20007936;MUNICIPAL;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;CACHOEIRA PAULISTA;0;9º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20008859;ESTADUAL-SE;Região Metropolitana de Campinas;SUMARE;SUMARE;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;6;4;4;203;245;212;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20009392;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;4;5;5;203;207;244;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20009394;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20009402;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;4;7;5;192;195;215;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20009753;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;3;7;6;176;234;239;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20010150;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;ITAPEVI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;5;6;7;197;236;231;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20010657;ESTADUAL-SE;Região Metropolitana de Sorocaba;ITU;TIETE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20010802;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;11;NULL;NULL;272;NULL;NULL;Abaixo do Básico
+20012025;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;3;8;8;149;219;265;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20014901;ESTADUAL-SE;Interior;ASSIS;ASSIS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;9;6;4;212;233;172;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20015468;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;9;8;6;252;242;220;Básico;Abaixo do Básico;Abaixo do Básico
+20016079;ESTADUAL-SE;Região Metropolitana de Sorocaba;SAO ROQUE;SAO ROQUE;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;6;5;187;245;219;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20016128;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20016286;ESTADUAL-SE;Região Metropolitana de Sorocaba;SAO ROQUE;SAO ROQUE;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20017106;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;7;3;6;211;174;211;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20017285;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SANTOS;GUARUJA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;4;10;7;188;266;266;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20019057;ESTADUAL-SE;Interior;BOTUCATU;BOTUCATU;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;3;5;NULL;185;185;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+20019811;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SANTOS;SANTOS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;3;6;210;203;204;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20020294;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;SAO VICENTE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;12;6;8;263;200;225;Básico;Abaixo do Básico;Abaixo do Básico
+20020488;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SANTOS;SANTOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;10;7;5;252;220;242;Básico;Abaixo do Básico;Abaixo do Básico
+20020666;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;LORENA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;7;7;NULL;237;210;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+20020671;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;LORENA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;9;NULL;NULL;288,3;NULL;NULL;Básico
+20020961;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;7;10;3;216;243;174;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20021068;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;7;3;NULL;188;200;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+20021372;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;5;5;NULL;171;225;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+20021404;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;15;5;NULL;269;239;NULL;Básico;Abaixo do Básico;NULL
+20021790;ESTADUAL-SE;Interior;ITAPETININGA;ITAPETININGA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;10;6;5;239;208;249;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20022145;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20022945;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20023044;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;10;9;205;290;266;Abaixo do Básico;Básico;Abaixo do Básico
+20023869;ESTADUAL-SE;Interior;ITU;CABREUVA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20027205;ESTADUAL-SE;Interior;BIRIGUI;BREJO ALEGRE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;8;10;13;237;276;351;Abaixo do Básico;Básico;Adequado
+20027891;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;13;8;10;272;228;291;Básico;Abaixo do Básico;Básico
+20031599;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;M;NOITE;1;4;11;NULL;NULL;2;7;9;165;205;232;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20031937;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;10;5;205;272;239;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20031959;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;7;NULL;NULL;244,2;NULL;NULL;Abaixo do Básico
+20034323;ESTADUAL-OUT;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;20;9;16;339;264;375;Adequado;Abaixo do Básico;Adequado
+20035636;ESTADUAL-SE;Interior;MARILIA;GARCA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20037580;ESTADUAL-SE;Região Metropolitana de São Paulo;MOGI DAS CRUZES;MOGI DAS CRUZES;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;4;4;11;189;219;268;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20038306;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20041986;ESTADUAL-SE;Interior;PIRACICABA;PIRACICABA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;6;2;3;186;205;168;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20042251;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;4;3;4;185;198;187;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20043385;MUNICIPAL;Região Metropolitana de Campinas;JUNDIAI;ITATIBA;0;5º Ano EF;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;11;12;10;172;194;184;Básico;Básico;Básico
+20043735;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS NORTE;GUARULHOS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20043935;ESTADUAL-SE;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;LORENA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20046171;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SANTOS;SANTOS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;7;7;8;223;253;218;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20048474;ESTADUAL-SE;Região Metropolitana de Sorocaba;ITU;ITU;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20049115;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;6;5;6;212;216;248;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20051496;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS NORTE;GUARULHOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;8;NULL;NULL;275,6;NULL;NULL;Básico
+20055504;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPECERICA DA SERRA;EMBU-GUACU;0;EM-3ª série;F;MANHÃ;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20055889;ESTADUAL-SE;Interior;JABOTICABAL;TAIACU;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;4;3;2;174;198;183;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20055928;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;9;6;5;221;223;219;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20056267;ESTADUAL-SE;Região Metropolitana de São Paulo;CARAPICUIBA;CARAPICUIBA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20057260;ESTADUAL-SE;Interior;ITAPETININGA;ITAPETININGA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;8;5;191;211;179;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20057896;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;7;10;6;218;275;209;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20057920;ESTADUAL-SE;Região Metropolitana da Baixada Santista;SAO VICENTE;SAO VICENTE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;5;9;7;206;279;215;Abaixo do Básico;Básico;Abaixo do Básico
+20057953;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;7;8;2;201;233;172;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20058477;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;7;16;7;200;333;264;Abaixo do Básico;Básico;Abaixo do Básico
+20060325;ESTADUAL-SE;Interior;JUNDIAI;JUNDIAI;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;13;10;11;258;266;291;Básico;Abaixo do Básico;Básico
+20060430;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;SANTA BARBARA D'OESTE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;2;NULL;NULL;178,2;NULL;NULL;Abaixo do Básico
+20060589;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;AMERICANA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;11;NULL;NULL;313,1;NULL;NULL;Básico
+20060698;ESTADUAL-SE;Interior;SAO CARLOS;DESCALVADO;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;7;7;NULL;198;217;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+20062822;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 2;SAO PAULO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;8;8;10;222;259;282;Abaixo do Básico;Abaixo do Básico;Básico
+20063886;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPECERICA DA SERRA;ITAPECERICA DA SERRA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;8;8;5;227;264;223;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20064149;ESTADUAL-SE;Região Metropolitana de São Paulo;SAO BERNARDO DO CAMPO;SAO BERNARDO DO CAMPO;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;10;10;7;248;242;225;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20064184;ESTADUAL-SE;Interior;SAO JOAQUIM DA BARRA;SAO JOAQUIM DA BARRA;26;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20064214;ESTADUAL-SE;Interior;PIRAJU;PIRAJU;26;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;16;4;9;282;206;283;Básico;Abaixo do Básico;Básico
+20064421;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20065049;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;IPIGUA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20065215;ESTADUAL-SE;Interior;PIRASSUNUNGA;PORTO FERREIRA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;11;17;11;262;337;318;Básico;Básico;Básico
+20065611;ESTADUAL-OUT;Região Metropolitana do Vale do Paraíba e Litoral Norte;GUARATINGUETA;CACHOEIRA PAULISTA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;10;4;8;252;221;239;Básico;Abaixo do Básico;Abaixo do Básico
+20065719;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;M;NOITE;11;NULL;NULL;NULL;NULL;3;4;2;190;190;179;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20066064;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20066106;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20066335;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;7;7;186;265;231;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20068166;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;8;4;15;247;205;331;Abaixo do Básico;Abaixo do Básico;Básico
+20068958;ESTADUAL-SE;Região Metropolitana de Campinas;CAPIVARI;INDAIATUBA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;9;8;11;249;248;274;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20069311;ESTADUAL-SE;Interior;PIRACICABA;PIRACICABA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;5;NULL;NULL;215,5;NULL;NULL;Abaixo do Básico
+20069667;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20069816;ESTADUAL-SE;Interior;JOSE BONIFACIO;PLANALTO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20069927;ESTADUAL-SE;Região Metropolitana de Campinas;CAPIVARI;INDAIATUBA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;14;7;10;277;243;274;Básico;Abaixo do Básico;Abaixo do Básico
+20069959;ESTADUAL-SE;Região Metropolitana de São Paulo;LESTE 2;SAO PAULO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20070819;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20071467;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20071851;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS NORTE;GUARULHOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;4;4;NULL;177;167;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+20071869;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;RIBEIRAO PRETO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;3;4;11;192;214;237;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20071889;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS NORTE;GUARULHOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;11;3;NULL;244;214;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+20072175;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS NORTE;GUARULHOS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20074644;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS SUL;GUARULHOS;17;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;9;3;7;238;224;256;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20074812;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 1;SAO PAULO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;13;10;7;269;269;278;Básico;Abaixo do Básico;Básico
+20077242;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS SUL;GUARULHOS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;15;10;5;285;261;217;Básico;Abaixo do Básico;Abaixo do Básico
+20077288;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS SUL;GUARULHOS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;7;12;15;222;300;330;Abaixo do Básico;Básico;Básico
+20077328;ESTADUAL-SE;Região Metropolitana de São Paulo;CAIEIRAS;MAIRIPORA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;10;14;6;257;308;234;Básico;Básico;Abaixo do Básico
+20078190;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS SUL;GUARULHOS;17;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;9;NULL;NULL;245;NULL;NULL;Abaixo do Básico
+20078239;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS NORTE;GUARULHOS;0;EM-3ª série;M;NOITE;11;NULL;NULL;NULL;NULL;4;2;2;191;177;170;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20078241;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS SUL;GUARULHOS;0;EM-3ª série;M;NOITE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20078870;ESTADUAL-SE;Região Metropolitana de São Paulo;SUL 1;SAO PAULO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20079738;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS SUL;GUARULHOS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;6;5;5;209;229;239;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20079792;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAQUAQUECETUBA;ITAQUAQUECETUBA;0;EM-3ª série;F;TARDE;11;NULL;NULL;NULL;NULL;6;2;6;178;182;226;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20079814;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPECERICA DA SERRA;JUQUITIBA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;0;2;2;145;166;173;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20080485;ESTADUAL-SE;Região Metropolitana de São Paulo;SUZANO;SUZANO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;4;7;1;163;253;188;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20080690;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;ITAPEVI;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;20;6;9;324;240;274;Adequado;Abaixo do Básico;Abaixo do Básico
+20080790;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS NORTE;GUARULHOS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20080899;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS NORTE;GUARULHOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20081689;MUNICIPAL;Região Metropolitana do Vale do Paraíba e Litoral Norte;CARAGUATATUBA;UBATUBA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;6;10;5;187;260;189;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20081983;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS NORTE;GUARULHOS;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;4;5;6;185;193;169;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20083305;ESTADUAL-SE;Região Metropolitana de São Paulo;ITAPEVI;BARUERI;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20083833;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS SUL;GUARULHOS;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;11;8;4;249;252;211;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
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+20083877;ESTADUAL-SE;Região Metropolitana de São Paulo;GUARULHOS NORTE;GUARULHOS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
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+20084390;ESTADUAL-SE;Região Metropolitana de São Paulo;NORTE 2;SAO PAULO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;17;8;8;308;236;279;Adequado;Abaixo do Básico;Básico
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+20088549;ESTADUAL-SE;Região Metropolitana de São Paulo;CENTRO SUL;SAO PAULO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;3;5;7;181;194;231;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
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+20094763;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;SANTA BARBARA D'OESTE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
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+20098428;ESTADUAL-OUT;Região Metropolitana de Ribeirão Preto;SAO JOAO DA BOA VISTA;MOCOCA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20099677;ESTADUAL-SE;Interior;PRESIDENTE PRUDENTE;PIRAPOZINHO;0;EM-3ª série;F;MANHÃ;11;NULL;NULL;NULL;NULL;6;6;3;180;213;202;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20100541;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
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+20105100;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;8;10;5;227;275;220;Abaixo do Básico;Básico;Abaixo do Básico
+20105114;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;9;12;11;245;281;301;Abaixo do Básico;Básico;Básico
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+20105647;ESTADUAL-SE;Interior;ARARAQUARA;ARARAQUARA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
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+20107264;ESTADUAL-SE;Região Metropolitana de Campinas;AMERICANA;SANTA BARBARA D'OESTE;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;12;10;10;246;283;273;Abaixo do Básico;Básico;Abaixo do Básico
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+20107414;ESTADUAL-SE;Região Metropolitana de São Paulo;SANTO ANDRE;SANTO ANDRE;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;11;10;6;266;302;245;Básico;Básico;Abaixo do Básico
+20108013;ESTADUAL-SE;Região Metropolitana de Sorocaba;SAO ROQUE;IBIUNA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;4;12;NULL;195;277;NULL;Abaixo do Básico;Básico;NULL
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+20115388;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;M;TARDE;NULL;NULL;NULL;NULL;NULL;3;6;6;155;233;215;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20119057;ESTADUAL-SE;Interior;BOTUCATU;BOTUCATU;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
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+20124426;ESTADUAL-SE;Interior;ITU;CABREUVA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;17;11;12;299;299;279;Básico;Básico;Básico
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+20125417;ESTADUAL-SE;Interior;BAURU;BAURU;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;9;3;9;242;171;244;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20125609;ESTADUAL-OUT;Região Metropolitana de Ribeirão Preto;JABOTICABAL;MONTE ALTO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;9;5;7;236;232;208;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
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+20127534;ESTADUAL-SE;Interior;SAO JOAQUIM DA BARRA;SAO JOAQUIM DA BARRA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;3;5;7;180;200;244;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20128896;ESTADUAL-SE;Região Metropolitana de São Paulo;DIADEMA;DIADEMA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
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+20130519;ESTADUAL-SE;Região Metropolitana de São Paulo;NORTE 1;SAO PAULO;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;3;8;8;183;266;238;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20131584;ESTADUAL-SE;Região Metropolitana de São Paulo;DIADEMA;DIADEMA;0;EM-3ª série;M;TARDE;4;NULL;NULL;NULL;NULL;3;2;5;160;170;211;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20132995;ESTADUAL-SE;Região Metropolitana de São Paulo;CARAPICUIBA;COTIA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;2;3;10;171;219;269;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20133154;ESTADUAL-SE;Interior;BIRIGUI;BIRIGUI;17;EM-3ª série;F;TARDE;11;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20135085;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20136141;ESTADUAL-SE;Interior;BAURU;BAURU;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20136255;MUNICIPAL;Interior;PIRASSUNUNGA;PORTO FERREIRA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;11;11;9;250;248;219;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20136428;MUNICIPAL;Região Metropolitana de Ribeirão Preto;SAO JOAO DA BOA VISTA;MOCOCA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;3;6;5;162;210;191;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20136456;ESTADUAL-OUT;Região Metropolitana de Ribeirão Preto;SAO JOAO DA BOA VISTA;MOCOCA;0;EM-3ª série;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;5;7;8;218;231;267;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20137666;ESTADUAL-SE;Interior;CATANDUVA;NOVO HORIZONTE;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;9;5;7;231;180;251;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20137691;ESTADUAL-SE;Região Metropolitana de Ribeirão Preto;RIBEIRAO PRETO;SANTA ROSA DE VITERBO;0;9º Ano EF;M;MANHÃ;20;NULL;NULL;NULL;NULL;17;20;18;292;353;338;Adequado;Avançado;Adequado
+20138734;ESTADUAL-SE;Região Metropolitana de São Paulo;OSASCO;OSASCO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;4;3;NULL;172;188;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+20138736;ESTADUAL-SE;Região Metropolitana de Campinas;CAPIVARI;INDAIATUBA;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20139314;ESTADUAL-SE;Interior;PIRACICABA;PIRACICABA;0;9º Ano EF;F;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20139383;ESTADUAL-SE;Interior;PIRACICABA;PIRACICABA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;5;4;NULL;198;191;NULL;Abaixo do Básico;Abaixo do Básico;NULL
+20140309;ESTADUAL-SE;Interior;JUNDIAI;LOUVEIRA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;5;4;10;213;223;241;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20140583;ESTADUAL-SE;Interior;PIRASSUNUNGA;LEME;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;12;12;7;245;299;240;Abaixo do Básico;Básico;Abaixo do Básico
+20143207;ESTADUAL-SE;Interior;SAO JOSE DO RIO PRETO;SAO JOSE DO RIO PRETO;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;19;16;20;323;326;389;Adequado;Básico;Adequado
+20143214;ESTADUAL-SE;Interior;PIRACICABA;PIRACICABA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20143234;ESTADUAL-SE;Interior;LIMEIRA;LIMEIRA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;12;10;8;242;264;273;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20143336;ESTADUAL-SE;Interior;ASSIS;ASSIS;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;19;13;14;317;303;319;Adequado;Básico;Básico
+20146364;ESTADUAL-SE;Interior;ARACATUBA;ARACATUBA;0;9º Ano EF;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20148889;ESTADUAL-SE;Interior;PIRASSUNUNGA;LEME;0;EM-3ª série;M;MANHÃ;NULL;NULL;NULL;NULL;NULL;13;13;13;269;310;324;Básico;Básico;Básico
+20149547;ESTADUAL-SE;Região Metropolitana de São Paulo;TABOAO DA SERRA;TABOAO DA SERRA;0;EM-3ª série;F;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20151303;ESTADUAL-SE;Interior;PIRACICABA;PIRACICABA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;5;5;2;183;173;213;Abaixo do Básico;Abaixo do Básico;Abaixo do Básico
+20151939;ESTADUAL-SE;Interior;VOTUPORANGA;VOTUPORANGA;0;EM-3ª série;F;TARDE;NULL;NULL;NULL;NULL;NULL;11;4;5;269;217;223;Básico;Abaixo do Básico;Abaixo do Básico
+20153858;ESTADUAL-SE;Interior;ARARAQUARA;GAVIAO PEIXOTO;0;EM-3ª série;F;MANHÃ;10;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
+20153946;ESTADUAL-SE;Região Metropolitana de Sorocaba;SOROCABA;SOROCABA;0;EM-3ª série;M;NOITE;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL;NULL
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