main.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1205cda3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import boto3\n",
    "import pandas as pd\n",
    "from sagemaker import get_execution_role"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "91d223b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "role = get_execution_role()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0856cb26",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "47130cfa",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/IPython/core/interactiveshell.py:3072: DtypeWarning: Columns (40,56) have mixed types.Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    }
   ],
   "source": [
    "bucket = 'batalhasocial-iu'\n",
    "data_key = 'dados-ce/dados/tb_spaece_2018_lp_em.csv'\n",
    "data_location = 's3://{}/{}'.format(bucket, data_key)\n",
    "df = pd.read_csv(data_location, sep=';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "aecb284a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sweetviz as sv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "e88ad9af",
   "metadata": {},
   "outputs": [],
   "source": [
    "colunas = list(df.columns)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "47a5ef36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Series([], Name: DC_SPAECE, dtype: int64)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[colunas[282]].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "f479ff71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b085e94a204d47c7abfe9cba3a03272d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "                                             |          | [  0%]   00:00 -> (? left)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Report relatorio3.html was generated! NOTEBOOK/COLAB USERS: the web browser MAY not pop up, regardless, the report IS saved in your notebook/colab files.\n"
     ]
    }
   ],
   "source": [
    " #df['RP_002'] = df['RP_002'].astype(str)\n",
    "dfcopia = df.loc[:,colunas[100:200]].copy()\n",
    "advert_report = sv.analyze(dfcopia)\n",
    "#display the report\n",
    "advert_report.show_html('relatorio3.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4f2b24ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "bucket = 'batalhasocial-iu'\n",
    "data_key = 'dados-ce/dados/tb_spaece_2018_lp_em.csv'\n",
    "data_location = 's3://{}/{}'.format(bucket, data_key)\n",
    "df = pd.read_csv(data_location, sep=';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "2b9b4501",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dados-go/Metadados_GO_Base_2019_2020.xlsx\n",
      "dados-go/dados-2019/alunos_cripto.csv\n",
      "dados-go/dados-2019/aulas_cripto.csv\n",
      "dados-go/dados-2019/escolas.csv\n",
      "dados-go/dados-2019/frequencias_cripto.csv\n",
      "dados-go/dados-2019/matriculas_cripto.csv\n",
      "dados-go/dados-2019/notas_cripto.csv\n",
      "dados-go/dados-2019/tabelas-auxiliares/Tabela Categoria Deficiências.xlsx\n",
      "dados-go/dados-2019/tabelas-auxiliares/Tabela Composições Ensino.xlsx\n",
      "dados-go/dados-2019/tabelas-auxiliares/Tabela Disciplinas.xlsx\n",
      "dados-go/dados-2019/tabelas-auxiliares/Tabela Etapas e Modalidade.xlsx\n",
      "dados-go/dados-2019/tabelas-auxiliares/Tabela Município.xlsx\n",
      "dados-go/dados-2019/tabelas-auxiliares/Tabela Raça cripto.csv\n",
      "dados-go/dados-2019/tabelas-auxiliares/Tabela Regional.xlsx\n",
      "dados-go/dados-2019/tabelas-auxiliares/Tabela Sexo cripto.csv\n",
      "dados-go/dados-2019/tabelas-auxiliares/Tabela Séries.xlsx\n",
      "dados-go/dados-2019/tabelas-auxiliares/Tabela Áreas Conhecimento Disciplinas.xlsx\n",
      "dados-go/dados-2020/aulas_cripto.csv\n",
      "dados-go/dados-2020/frequencia_EF2.csv\n",
      "dados-go/dados-2020/frequencia_EM.csv\n",
      "dados-go/dados-2020/notas_cripto.csv\n",
      "dados-go/saego-2019/microdados/MICRODADOS QUESTIONARIO DIRETOR.csv\n",
      "dados-go/saego-2019/microdados/MICRODADOS QUESTIONARIO ESCOLA.csv\n",
      "dados-go/saego-2019/microdados/MICRODADOS QUESTIONARIO ESTUDANTE.csv\n",
      "dados-go/saego-2019/microdados/MICRODADOS QUESTIONARIO PROFESSOR.csv\n",
      "dados-go/saego-2019/microdados/SAEGO DICIONÁRIO DE VARIÁVEIS DOS MICRODADOS.xlsx\n",
      "dados-go/saego-2019/questionario/SAEGO 2019 QUESTIONÁRIO DIRETOR.pdf\n",
      "dados-go/saego-2019/questionario/SAEGO 2019 QUESTIONÁRIO ESCOLA.pdf\n",
      "dados-go/saego-2019/questionario/SAEGO 2019 QUESTIONÁRIO ESTUDANTE.pdf\n",
      "dados-go/saego-2019/questionario/SAEGO 2019 QUESTIONÁRIO PROFESSOR.pdf\n"
     ]
    }
   ],
   "source": [
    "import boto3\n",
    "s3_resource = boto3.resource('s3')\n",
    "bucket = 'batalhasocial-iu-506186624849'\n",
    "bucket = s3_resource.Bucket(name=bucket)\n",
    "for file in bucket.objects.all():\n",
    "    # do what you want with the files\n",
    "    # for example:\n",
    "    #print(file)\n",
    "    if 'dados-go' in file.key:\n",
    "        print(file.key)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4fdb153",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afd944ac",
   "metadata": {},
   "source": [
    "# Análise de Dados"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f03ffcde",
   "metadata": {},
   "source": [
    "### Analisar os alunos\n",
    "#### Descrição: Base com cadastro do aluno"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "eebbcf66",
   "metadata": {},
   "outputs": [],
   "source": [
    "bucket = 'batalhasocial-iu'\n",
    "data_key = 'dados-go/dados-2019/alunos_cripto.csv'\n",
    "data_location = 's3://{}/{}'.format(bucket, data_key)\n",
    "df_aluno = pd.read_csv(data_location, sep=';').sort_values(by=['NU_ANO'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "9d9df7ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "94c32e8cb5d64078b93cb49a502346af",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "                                             |          | [  0%]   00:00 -> (? left)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Report relatorio_aluno.html was generated! NOTEBOOK/COLAB USERS: the web browser MAY not pop up, regardless, the report IS saved in your notebook/colab files.\n"
     ]
    }
   ],
   "source": [
    "advert_report = sv.analyze(df_aluno)\n",
    "#display the report\n",
    "advert_report.show_html('relatorio_aluno.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "09cff15f",
   "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>NU_ANO</th>\n",
       "      <th>NU_SEMESTRE</th>\n",
       "      <th>ID_ESCOLA</th>\n",
       "      <th>ID_ESCOLA_CENSO</th>\n",
       "      <th>ALUNO</th>\n",
       "      <th>IDADE</th>\n",
       "      <th>RACA_COR</th>\n",
       "      <th>SEXO</th>\n",
       "      <th>DEFICIENCIA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>15</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10f0a783f6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406718</th>\n",
       "      <td>2020</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>16</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10f0a783f6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236491</th>\n",
       "      <td>2021</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>17</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10f0a783f6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        NU_ANO  NU_SEMESTRE  ID_ESCOLA  ID_ESCOLA_CENSO  \\\n",
       "0         2019            0          3         52083110   \n",
       "406718    2020            0          3         52083110   \n",
       "236491    2021            0          3         52083110   \n",
       "\n",
       "                                    ALUNO  IDADE  \\\n",
       "0       2be98afc86a96c7d5fb4cfc218fc5f983     15   \n",
       "406718  2be98afc86a96c7d5fb4cfc218fc5f983     16   \n",
       "236491  2be98afc86a96c7d5fb4cfc218fc5f983     17   \n",
       "\n",
       "                                 RACA_COR                               SEXO  \\\n",
       "0       2be98afc86aa7f2e4cb79ce10bef2cf8a  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "406718  2be98afc86aa7f2e4cb79ce10bef2cf8a  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "236491  2be98afc86aa7f2e4cb79ce10bef2cf8a  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "\n",
       "                              DEFICIENCIA  \n",
       "0       2be98afc86aa7f2e4cb79ce10f0a783f6  \n",
       "406718  2be98afc86aa7f2e4cb79ce10f0a783f6  \n",
       "236491  2be98afc86aa7f2e4cb79ce10f0a783f6  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_aluno[df_aluno.ALUNO == '2be98afc86a96c7d5fb4cfc218fc5f983']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8cc0a74",
   "metadata": {},
   "source": [
    "### Análise de Frequência\n",
    "#### Descrição: Base com informações de matrícula do aluno e a situação da matrícula em 2020 e 2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1955b8fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "bucket = 'batalhasocial-iu'\n",
    "data_key = 'dados-go/dados-2019/matriculas_cripto.csv'\n",
    "data_location = 's3://{}/{}'.format(bucket, data_key)\n",
    "df_matricula = pd.read_csv(data_location, sep=';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "c2bdd58a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "15a5b7314f5b4b24ad139cc6afd39872",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "                                             |          | [  0%]   00:00 -> (? left)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Report relatorio_matricula.html was generated! NOTEBOOK/COLAB USERS: the web browser MAY not pop up, regardless, the report IS saved in your notebook/colab files.\n"
     ]
    }
   ],
   "source": [
    "advert_report = sv.analyze(df_matricula)\n",
    "#display the report\n",
    "advert_report.show_html('relatorio_matricula.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7acfa257",
   "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",
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       "    }\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>ID_ALUNO</th>\n",
       "      <th>ID_ESCOLA</th>\n",
       "      <th>ID_ESCOLA_CENSO</th>\n",
       "      <th>SERIE_2021</th>\n",
       "      <th>ETAPA_2021</th>\n",
       "      <th>MAT_2020</th>\n",
       "      <th>MAT_2021</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>291072</th>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1413.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 ID_ALUNO  ID_ESCOLA  ID_ESCOLA_CENSO  \\\n",
       "291072  2be98afc86a96c7d5fb4cfc218fc5f983          3         52083110   \n",
       "\n",
       "        SERIE_2021  ETAPA_2021  MAT_2020  MAT_2021  \n",
       "291072      1413.0        27.0         1         1  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_matricula[df_matricula.ID_ALUNO == '2be98afc86a96c7d5fb4cfc218fc5f983']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "905de32a",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e42705fa",
   "metadata": {},
   "source": [
    "### Análise de Notas 2019 e 2020\n",
    "#### Descrição: Base com notas dos alunos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a280f25d",
   "metadata": {},
   "outputs": [],
   "source": [
    "bucket = 'batalhasocial-iu'\n",
    "data_key = 'dados-go/dados-2020/notas_cripto.csv'\n",
    "data_location = 's3://{}/{}'.format(bucket, data_key)\n",
    "df_nota_2020 = pd.read_csv(data_location, sep=';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "e6e3a75a",
   "metadata": {},
   "outputs": [],
   "source": [
    "bucket = 'batalhasocial-iu'\n",
    "data_key = 'dados-go/dados-2019/notas_cripto.csv'\n",
    "data_location = 's3://{}/{}'.format(bucket, data_key)\n",
    "df_nota_2019 = pd.read_csv(data_location, sep=';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "8ffeb180",
   "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>NU_ANO</th>\n",
       "      <th>NU_SEMESTRE</th>\n",
       "      <th>ID_ALUNO</th>\n",
       "      <th>ID_ESCOLA</th>\n",
       "      <th>ID_ESCOLA_CENSO</th>\n",
       "      <th>SERIE</th>\n",
       "      <th>ETAPA</th>\n",
       "      <th>CO_TURMA</th>\n",
       "      <th>CO_DISCIPLINA</th>\n",
       "      <th>BIMESTRE</th>\n",
       "      <th>NOTA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c1d5fb49fe268dc3f88a</td>\n",
       "      <td>2815</td>\n",
       "      <td>52072665</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f68d</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96cbd5fa4cfd268ac3fc8f</td>\n",
       "      <td>3719</td>\n",
       "      <td>52041247</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfe88</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c4d5fb41fa2088c6ff8b</td>\n",
       "      <td>2138</td>\n",
       "      <td>52004279</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c6d5fb4bf9238ac3fe8d</td>\n",
       "      <td>5251</td>\n",
       "      <td>52051900</td>\n",
       "      <td>1412</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfe8a</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>7.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c5d5fa49f8248cc0f783</td>\n",
       "      <td>5711</td>\n",
       "      <td>52047288</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfe8c</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   NU_ANO  NU_SEMESTRE                           ID_ALUNO  ID_ESCOLA  \\\n",
       "0    2019            0  2be98afc86a96c1d5fb49fe268dc3f88a       2815   \n",
       "1    2019            0  2be98afc86a96cbd5fa4cfd268ac3fc8f       3719   \n",
       "2    2019            0  2be98afc86a96c4d5fb41fa2088c6ff8b       2138   \n",
       "3    2019            0  2be98afc86a96c6d5fb4bf9238ac3fe8d       5251   \n",
       "4    2019            0  2be98afc86a96c5d5fa49f8248cc0f783       5711   \n",
       "\n",
       "   ID_ESCOLA_CENSO  SERIE  ETAPA                           CO_TURMA  \\\n",
       "0         52072665   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f68d   \n",
       "1         52041247   1411   25.0  2be98afc86aa7f2e4cb79fc208fcbfe88   \n",
       "2         52004279   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "3         52051900   1412   26.0  2be98afc86aa7f2e4cb79fc208fcbfe8a   \n",
       "4         52047288   1413   27.0  2be98afc86aa7f2e4cb79fc208fcbfe8c   \n",
       "\n",
       "   CO_DISCIPLINA  BIMESTRE  NOTA  \n",
       "0             14         1   9.0  \n",
       "1              7         1   8.0  \n",
       "2              6         3   6.0  \n",
       "3             14         1   7.3  \n",
       "4              3         3   6.0  "
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nota_2019.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c0ae9e4e",
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>cod_escola</th>\n",
       "      <th>escola</th>\n",
       "      <th>cod_municipio</th>\n",
       "      <th>municipio</th>\n",
       "      <th>cod_regional</th>\n",
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       "      <td>1º ciclo</td>\n",
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       "      <td>Filosofia</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   cod_escola                                 escola  cod_municipio municipio  \\\n",
       "0    52000028  Colegio Estadual Joao Xavier Ferreira        5206404    Crixás   \n",
       "1    52000028  Colegio Estadual Joao Xavier Ferreira        5206404    Crixás   \n",
       "2    52000028  Colegio Estadual Joao Xavier Ferreira        5206404    Crixás   \n",
       "3    52000028  Colegio Estadual Joao Xavier Ferreira        5206404    Crixás   \n",
       "4    52000028  Colegio Estadual Joao Xavier Ferreira        5206404    Crixás   \n",
       "\n",
       "   cod_regional     regional         etapa     serie  \\\n",
       "0          1822  CRE-ITAPACI  Ensino Médio  3ª série   \n",
       "1          1822  CRE-ITAPACI  Ensino Médio  2ª série   \n",
       "2          1822  CRE-ITAPACI  Ensino Médio  3ª série   \n",
       "3          1822  CRE-ITAPACI  Ensino Médio  3ª série   \n",
       "4          1822  CRE-ITAPACI  Ensino Médio  1ª série   \n",
       "\n",
       "                            co_turma                          matricula  \\\n",
       "0  2be98afc86aa7f2e4cb79fc208cc2fe88  2be98afc86a96c6d5fb4afb2287c5ff89   \n",
       "1  2be98afc86aa7f2e4cb79fc208cc2fe8b  2be98afc86a96c7d5fb4ffe2589cbf78b   \n",
       "2  2be98afc86aa7f2e4cb79fc208cc2fe8e  2be98afc86a96c6d5fb4bf82488c4fe8a   \n",
       "3  2be98afc86aa7f2e4cb79fc208cc2fe89  2be98afc86a96cad5fa4bfd288dc2f683   \n",
       "4  2be98afc86aa7f2e4cb79fc208cc2fe8f  2be98afc86a96c4d5fb41f9208bc2ff8f   \n",
       "\n",
       "                                sexo                       cod_raca_cor  \\\n",
       "0  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf89   \n",
       "1  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "2  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8b   \n",
       "3  2be98afc86aa7f2e4cb79ce10bef2cff7  2be98afc86aa7f2e4cb79ce10bef2cf89   \n",
       "4  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "\n",
       "      Ciclo  cod_disciplina                                disciplina  nota  \n",
       "0  1º ciclo               8  Língua/Literatura estrangeira - Espanhol   7.1  \n",
       "1  2º ciclo              29                                Sociologia   8.0  \n",
       "2  1º ciclo               4                                  Biologia  10.0  \n",
       "3  1º ciclo               6              Língua/Literatura Portuguesa   6.0  \n",
       "4  1º ciclo              14                                 Filosofia   8.0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nota_2020.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "483b3154",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6f4dcb49cafb4b21b91c5814e155c085",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "                                             |          | [  0%]   00:00 -> (? left)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Report relatorio_nota_2019.html was generated! NOTEBOOK/COLAB USERS: the web browser MAY not pop up, regardless, the report IS saved in your notebook/colab files.\n"
     ]
    }
   ],
   "source": [
    "advert_report = sv.analyze(df_nota_2019)\n",
    "#display the report\n",
    "advert_report.show_html('relatorio_nota_2019.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "1519399f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f6115e7042eb4482b1427cda86b3b104",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "                                             |          | [  0%]   00:00 -> (? left)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Report relatorio_nota_2020.html was generated! NOTEBOOK/COLAB USERS: the web browser MAY not pop up, regardless, the report IS saved in your notebook/colab files.\n"
     ]
    }
   ],
   "source": [
    "advert_report = sv.analyze(df_nota_2020)\n",
    "#display the report\n",
    "advert_report.show_html('relatorio_nota_2020.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "96bf3900",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1130298</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1205537</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295381</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>99</td>\n",
       "      <td>3</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1325728</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>9.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1336339</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1408547</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1577196</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>6.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1587330</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1921854</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>99</td>\n",
       "      <td>1</td>\n",
       "      <td>5.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1968524</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2167491</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2241385</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3215739</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3223042</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>7.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3381413</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>99</td>\n",
       "      <td>3</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3603101</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>29</td>\n",
       "      <td>3</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4182403</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>7.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4296633</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4410643</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4472324</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4706088</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4734718</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>99</td>\n",
       "      <td>1</td>\n",
       "      <td>8.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4765793</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5597028</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>7.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5687988</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5689365</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
       "      <td>1411</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f689</td>\n",
       "      <td>99</td>\n",
       "      <td>3</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         NU_ANO  NU_SEMESTRE                           ID_ALUNO  ID_ESCOLA  \\\n",
       "142082     2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "330744     2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "373799     2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "542128     2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "628634     2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "804083     2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "998094     2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "1130298    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "1205537    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "1295381    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "1325728    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "1336339    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "1408547    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "1577196    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "1587330    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "1921854    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "1968524    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "2167491    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "2241385    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "3215739    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "3223042    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "3381413    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "3603101    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "4182403    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "4296633    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "4410643    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "4472324    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "4706088    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "4734718    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "4765793    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "5597028    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "5687988    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "5689365    2019            0  2be98afc86a96c7d5fb4cfc218fc5f983          3   \n",
       "\n",
       "         ID_ESCOLA_CENSO  SERIE  ETAPA                           CO_TURMA  \\\n",
       "142082          52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "330744          52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "373799          52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "542128          52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "628634          52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "804083          52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "998094          52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "1130298         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "1205537         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "1295381         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "1325728         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "1336339         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "1408547         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "1577196         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "1587330         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "1921854         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "1968524         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "2167491         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "2241385         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "3215739         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "3223042         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "3381413         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "3603101         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "4182403         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "4296633         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "4410643         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "4472324         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "4706088         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "4734718         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "4765793         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "5597028         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "5687988         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "5689365         52083110   1411   25.0  2be98afc86aa7f2e4cb79ce228ec3f689   \n",
       "\n",
       "         CO_DISCIPLINA  BIMESTRE  NOTA  \n",
       "142082              10         3   6.5  \n",
       "330744               7         3   8.0  \n",
       "373799              12         1   6.7  \n",
       "542128               1         3   7.0  \n",
       "628634               2         3   6.8  \n",
       "804083              14         1   6.3  \n",
       "998094               3         1   7.0  \n",
       "1130298              7         1   7.0  \n",
       "1205537              4         1   8.1  \n",
       "1295381             99         3   6.0  \n",
       "1325728             11         3   9.5  \n",
       "1336339              6         1   8.5  \n",
       "1408547              6         1   2.3  \n",
       "1577196             14         3   6.3  \n",
       "1587330             13         1   7.0  \n",
       "1921854             99         1   5.3  \n",
       "1968524              8         1   6.8  \n",
       "2167491              6         3   6.0  \n",
       "2241385             13         3   9.0  \n",
       "3215739             12         3   8.0  \n",
       "3223042              2         1   7.6  \n",
       "3381413             99         3   6.0  \n",
       "3603101             29         3   7.0  \n",
       "4182403              6         3   7.3  \n",
       "4296633             29         1   7.0  \n",
       "4410643              4         3   6.5  \n",
       "4472324              1         1   9.2  \n",
       "4706088             10         1   8.5  \n",
       "4734718             99         1   8.3  \n",
       "4765793              8         3  10.0  \n",
       "5597028             11         1   7.9  \n",
       "5687988              3         3   7.0  \n",
       "5689365             99         3   7.5  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nota_2019[df_nota_2019.ID_ALUNO == '2be98afc86a96c7d5fb4cfc218fc5f983']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7fbc7fdb",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cod_escola</th>\n",
       "      <th>escola</th>\n",
       "      <th>cod_municipio</th>\n",
       "      <th>municipio</th>\n",
       "      <th>cod_regional</th>\n",
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       "      <th>cod_raca_cor</th>\n",
       "      <th>Ciclo</th>\n",
       "      <th>cod_disciplina</th>\n",
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       "      <th>nota</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5804943</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
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       "      <td>2º ciclo</td>\n",
       "      <td>14</td>\n",
       "      <td>Filosofia</td>\n",
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       "    <tr>\n",
       "      <th>5805111</th>\n",
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       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
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       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
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       "      <td>Língua/Literatura Portuguesa</td>\n",
       "      <td>7.5</td>\n",
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       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>29</td>\n",
       "      <td>Sociologia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5805769</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
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       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>13</td>\n",
       "      <td>Geografia</td>\n",
       "      <td>6.0</td>\n",
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       "    <tr>\n",
       "      <th>5806206</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
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       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>1</td>\n",
       "      <td>Química</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5809048</th>\n",
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       "      <td>126</td>\n",
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       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>3</td>\n",
       "      <td>Matemática</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5809633</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>7</td>\n",
       "      <td>Língua/Literatura estrangeira - Inglês</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5809689</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>13</td>\n",
       "      <td>Geografia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5810495</th>\n",
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       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>2</td>\n",
       "      <td>Física</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5810900</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>4</td>\n",
       "      <td>Biologia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5811014</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>6</td>\n",
       "      <td>Língua/Literatura Portuguesa</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5811097</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>12</td>\n",
       "      <td>História</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5811666</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>1</td>\n",
       "      <td>Química</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5811998</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>11</td>\n",
       "      <td>Educação Física</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5812032</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>14</td>\n",
       "      <td>Filosofia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5814028</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>4</td>\n",
       "      <td>Biologia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5815116</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>14</td>\n",
       "      <td>Filosofia</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5815221</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>1</td>\n",
       "      <td>Química</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5816600</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>7</td>\n",
       "      <td>Língua/Literatura estrangeira - Inglês</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5816872</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>2</td>\n",
       "      <td>Física</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5818213</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>13</td>\n",
       "      <td>Geografia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5818757</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>12</td>\n",
       "      <td>História</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5819992</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>4</td>\n",
       "      <td>Biologia</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5822454</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>3</td>\n",
       "      <td>Matemática</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5822538</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>29</td>\n",
       "      <td>Sociologia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5823120</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>11</td>\n",
       "      <td>Educação Física</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5823225</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>11</td>\n",
       "      <td>Educação Física</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5823813</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>7</td>\n",
       "      <td>Língua/Literatura estrangeira - Inglês</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5825652</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>2</td>\n",
       "      <td>Física</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5825765</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>29</td>\n",
       "      <td>Sociologia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5825899</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>3</td>\n",
       "      <td>Matemática</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5826133</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>12</td>\n",
       "      <td>História</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5826884</th>\n",
       "      <td>52083110</td>\n",
       "      <td>Colegio Estadual Buriti Sereno Garden</td>\n",
       "      <td>5201405</td>\n",
       "      <td>Aparecida de Goiânia</td>\n",
       "      <td>126</td>\n",
       "      <td>CRE-APARECIDA</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c7d5fb4cfc218fc5f983</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>6</td>\n",
       "      <td>Língua/Literatura Portuguesa</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         cod_escola                                 escola  cod_municipio  \\\n",
       "5804943    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5805111    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5805228    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5805769    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5806206    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5809048    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5809633    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5809689    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5810495    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5810900    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5811014    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5811097    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5811666    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5811998    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5812032    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5814028    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5815116    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5815221    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5816600    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5816872    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5818213    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5818757    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5819992    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5822454    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5822538    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5823120    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5823225    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5823813    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5825652    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5825765    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5825899    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5826133    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "5826884    52083110  Colegio Estadual Buriti Sereno Garden        5201405   \n",
       "\n",
       "                    municipio  cod_regional       regional         etapa  \\\n",
       "5804943  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5805111  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5805228  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5805769  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5806206  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5809048  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5809633  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5809689  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5810495  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5810900  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5811014  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5811097  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5811666  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5811998  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5812032  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5814028  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5815116  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5815221  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5816600  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5816872  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5818213  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5818757  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5819992  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5822454  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5822538  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5823120  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5823225  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5823813  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5825652  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5825765  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5825899  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5826133  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "5826884  Aparecida de Goiânia           126  CRE-APARECIDA  Ensino Médio   \n",
       "\n",
       "            serie                           co_turma  \\\n",
       "5804943  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5805111  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5805228  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5805769  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5806206  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5809048  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5809633  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5809689  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5810495  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5810900  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5811014  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5811097  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5811666  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5811998  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5812032  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5814028  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5815116  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5815221  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5816600  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5816872  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5818213  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5818757  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5819992  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5822454  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5822538  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5823120  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5823225  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5823813  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5825652  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5825765  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5825899  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5826133  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "5826884  2ª série  2be98afc86aa7f2e4cb79ce228ec0ff82   \n",
       "\n",
       "                                 matricula                               sexo  \\\n",
       "5804943  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5805111  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5805228  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5805769  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5806206  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5809048  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5809633  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5809689  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5810495  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5810900  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5811014  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5811097  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5811666  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5811998  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5812032  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5814028  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5815116  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5815221  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5816600  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5816872  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5818213  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5818757  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5819992  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5822454  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5822538  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5823120  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5823225  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5823813  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5825652  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5825765  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5825899  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5826133  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "5826884  2be98afc86a96c7d5fb4cfc218fc5f983  2be98afc86aa7f2e4cb79ce10bef2cff7   \n",
       "\n",
       "                              cod_raca_cor     Ciclo  cod_disciplina  \\\n",
       "5804943  2be98afc86aa7f2e4cb79ce10bef2cf8a  2º ciclo              14   \n",
       "5805111  2be98afc86aa7f2e4cb79ce10bef2cf8a  1º ciclo               6   \n",
       "5805228  2be98afc86aa7f2e4cb79ce10bef2cf8a  2º ciclo              29   \n",
       "5805769  2be98afc86aa7f2e4cb79ce10bef2cf8a  1º ciclo              13   \n",
       "5806206  2be98afc86aa7f2e4cb79ce10bef2cf8a  3º ciclo               1   \n",
       "5809048  2be98afc86aa7f2e4cb79ce10bef2cf8a  3º ciclo               3   \n",
       "5809633  2be98afc86aa7f2e4cb79ce10bef2cf8a  1º ciclo               7   \n",
       "5809689  2be98afc86aa7f2e4cb79ce10bef2cf8a  2º ciclo              13   \n",
       "5810495  2be98afc86aa7f2e4cb79ce10bef2cf8a  2º ciclo               2   \n",
       "5810900  2be98afc86aa7f2e4cb79ce10bef2cf8a  2º ciclo               4   \n",
       "5811014  2be98afc86aa7f2e4cb79ce10bef2cf8a  2º ciclo               6   \n",
       "5811097  2be98afc86aa7f2e4cb79ce10bef2cf8a  2º ciclo              12   \n",
       "5811666  2be98afc86aa7f2e4cb79ce10bef2cf8a  1º ciclo               1   \n",
       "5811998  2be98afc86aa7f2e4cb79ce10bef2cf8a  3º ciclo              11   \n",
       "5812032  2be98afc86aa7f2e4cb79ce10bef2cf8a  1º ciclo              14   \n",
       "5814028  2be98afc86aa7f2e4cb79ce10bef2cf8a  1º ciclo               4   \n",
       "5815116  2be98afc86aa7f2e4cb79ce10bef2cf8a  3º ciclo              14   \n",
       "5815221  2be98afc86aa7f2e4cb79ce10bef2cf8a  2º ciclo               1   \n",
       "5816600  2be98afc86aa7f2e4cb79ce10bef2cf8a  3º ciclo               7   \n",
       "5816872  2be98afc86aa7f2e4cb79ce10bef2cf8a  1º ciclo               2   \n",
       "5818213  2be98afc86aa7f2e4cb79ce10bef2cf8a  3º ciclo              13   \n",
       "5818757  2be98afc86aa7f2e4cb79ce10bef2cf8a  3º ciclo              12   \n",
       "5819992  2be98afc86aa7f2e4cb79ce10bef2cf8a  3º ciclo               4   \n",
       "5822454  2be98afc86aa7f2e4cb79ce10bef2cf8a  1º ciclo               3   \n",
       "5822538  2be98afc86aa7f2e4cb79ce10bef2cf8a  3º ciclo              29   \n",
       "5823120  2be98afc86aa7f2e4cb79ce10bef2cf8a  2º ciclo              11   \n",
       "5823225  2be98afc86aa7f2e4cb79ce10bef2cf8a  1º ciclo              11   \n",
       "5823813  2be98afc86aa7f2e4cb79ce10bef2cf8a  2º ciclo               7   \n",
       "5825652  2be98afc86aa7f2e4cb79ce10bef2cf8a  3º ciclo               2   \n",
       "5825765  2be98afc86aa7f2e4cb79ce10bef2cf8a  1º ciclo              29   \n",
       "5825899  2be98afc86aa7f2e4cb79ce10bef2cf8a  2º ciclo               3   \n",
       "5826133  2be98afc86aa7f2e4cb79ce10bef2cf8a  1º ciclo              12   \n",
       "5826884  2be98afc86aa7f2e4cb79ce10bef2cf8a  3º ciclo               6   \n",
       "\n",
       "                                     disciplina  nota  \n",
       "5804943                               Filosofia   6.0  \n",
       "5805111            Língua/Literatura Portuguesa   7.5  \n",
       "5805228                              Sociologia   6.0  \n",
       "5805769                               Geografia   6.0  \n",
       "5806206                                 Química   8.0  \n",
       "5809048                              Matemática   6.0  \n",
       "5809633  Língua/Literatura estrangeira - Inglês   6.5  \n",
       "5809689                               Geografia   6.0  \n",
       "5810495                                  Física   7.0  \n",
       "5810900                                Biologia   6.0  \n",
       "5811014            Língua/Literatura Portuguesa   7.0  \n",
       "5811097                                História   6.5  \n",
       "5811666                                 Química   6.0  \n",
       "5811998                         Educação Física   6.0  \n",
       "5812032                               Filosofia   6.0  \n",
       "5814028                                Biologia   6.0  \n",
       "5815116                               Filosofia   9.0  \n",
       "5815221                                 Química   6.0  \n",
       "5816600  Língua/Literatura estrangeira - Inglês   7.5  \n",
       "5816872                                  Física   8.5  \n",
       "5818213                               Geografia   6.0  \n",
       "5818757                                História   7.0  \n",
       "5819992                                Biologia   9.0  \n",
       "5822454                              Matemática   6.5  \n",
       "5822538                              Sociologia   6.0  \n",
       "5823120                         Educação Física   6.0  \n",
       "5823225                         Educação Física   6.0  \n",
       "5823813  Língua/Literatura estrangeira - Inglês   5.0  \n",
       "5825652                                  Física   8.5  \n",
       "5825765                              Sociologia   6.0  \n",
       "5825899                              Matemática   6.0  \n",
       "5826133                                História   7.8  \n",
       "5826884            Língua/Literatura Portuguesa   7.0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nota_2020[df_nota_2020.matricula == '2be98afc86a96c7d5fb4cfc218fc5f983']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43ce6093",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2ccf79a",
   "metadata": {},
   "source": [
    "### Análise de Frequência 2019 e 2020\n",
    "#### Descrição: Base com frequência dos alunos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "19e38b07",
   "metadata": {},
   "outputs": [],
   "source": [
    "bucket = 'batalhasocial-iu'\n",
    "data_key = 'dados-go/dados-2019/frequencias_cripto.csv'\n",
    "data_location = 's3://{}/{}'.format(bucket, data_key)\n",
    "df_frequencia_2019 = pd.read_csv(data_location, sep=';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "36697bca",
   "metadata": {},
   "outputs": [],
   "source": [
    "bucket = 'batalhasocial-iu'\n",
    "data_key = 'dados-go/dados-2020/frequencia_EF2.csv'\n",
    "data_location = 's3://{}/{}'.format(bucket, data_key)\n",
    "df_frequencia_2020 = pd.read_csv(data_location, sep=';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "37feab62",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NU_ANO</th>\n",
       "      <th>ID_ALUNO</th>\n",
       "      <th>ID_ESCOLA</th>\n",
       "      <th>ID_ESCOLA_CENSO</th>\n",
       "      <th>SERIE</th>\n",
       "      <th>ETAPA</th>\n",
       "      <th>CO_TURMA</th>\n",
       "      <th>CO_DISCIPLINA</th>\n",
       "      <th>FREQ_PREV</th>\n",
       "      <th>FREQ_REAL</th>\n",
       "      <th>BIMESTRE</th>\n",
       "      <th>MES</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>2be98afc86a96cbd5fa4cf62688c0fb8c</td>\n",
       "      <td>9020.0</td>\n",
       "      <td>52103048.0</td>\n",
       "      <td>5331.0</td>\n",
       "      <td>25.0</td>\n",
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       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>2be98afc86a96c7d5fb4dfb2887cbf982</td>\n",
       "      <td>4165.0</td>\n",
       "      <td>52014584.0</td>\n",
       "      <td>5331.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f68c</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>2be98afc86a96c6d5fb4dff2787c1f68a</td>\n",
       "      <td>5963.0</td>\n",
       "      <td>52028917.0</td>\n",
       "      <td>5331.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f68d</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>2be98afc86a96c7d5fb4df6258ec5fd83</td>\n",
       "      <td>6463.0</td>\n",
       "      <td>52086151.0</td>\n",
       "      <td>5331.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f68d</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019.0</td>\n",
       "      <td>2be98afc86a96c3d4fb48f6208ec6f68f</td>\n",
       "      <td>7369.0</td>\n",
       "      <td>52089207.0</td>\n",
       "      <td>5331.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f682</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   NU_ANO                           ID_ALUNO  ID_ESCOLA  ID_ESCOLA_CENSO  \\\n",
       "0  2019.0  2be98afc86a96cbd5fa4cf62688c0fb8c     9020.0       52103048.0   \n",
       "1  2019.0  2be98afc86a96c7d5fb4dfb2887cbf982     4165.0       52014584.0   \n",
       "2  2019.0  2be98afc86a96c6d5fb4dff2787c1f68a     5963.0       52028917.0   \n",
       "3  2019.0  2be98afc86a96c7d5fb4df6258ec5fd83     6463.0       52086151.0   \n",
       "4  2019.0  2be98afc86a96c3d4fb48f6208ec6f68f     7369.0       52089207.0   \n",
       "\n",
       "    SERIE  ETAPA                           CO_TURMA  CO_DISCIPLINA  FREQ_PREV  \\\n",
       "0  5331.0   25.0  2be98afc86aa7f2e4cb79ce228ec3f68b            8.0        1.0   \n",
       "1  5331.0   25.0  2be98afc86aa7f2e4cb79ce228ec3f68c            8.0        1.0   \n",
       "2  5331.0   25.0  2be98afc86aa7f2e4cb79ce228ec3f68d            8.0        1.0   \n",
       "3  5331.0   25.0  2be98afc86aa7f2e4cb79ce228ec3f68d            8.0        1.0   \n",
       "4  5331.0   25.0  2be98afc86aa7f2e4cb79ce228ec3f682           12.0        1.0   \n",
       "\n",
       "   FREQ_REAL BIMESTRE  MES  \n",
       "0        1.0      NaN  1.0  \n",
       "1        1.0      NaN  1.0  \n",
       "2        1.0      NaN  1.0  \n",
       "3        1.0      NaN  1.0  \n",
       "4        1.0      NaN  1.0  "
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_frequencia_2019.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "418f5c71",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_frequencia_2020.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8ca890d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "advert_report = sv.analyze(df_frequencia_2019)\n",
    "#display the report\n",
    "advert_report.show_html('relatorio_frequencia_2019.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da42b3df",
   "metadata": {},
   "outputs": [],
   "source": [
    "advert_report = sv.analyze(df_frequencia_2020)\n",
    "#display the report\n",
    "advert_report.show_html('relatorio_frequencia_2020.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2abbe74f",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec504433",
   "metadata": {},
   "source": [
    "## Construção do Modelo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "adb3fcb0",
   "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>cod_escola</th>\n",
       "      <th>escola</th>\n",
       "      <th>cod_municipio</th>\n",
       "      <th>municipio</th>\n",
       "      <th>cod_regional</th>\n",
       "      <th>regional</th>\n",
       "      <th>etapa</th>\n",
       "      <th>serie</th>\n",
       "      <th>co_turma</th>\n",
       "      <th>ID_ALUNO</th>\n",
       "      <th>sexo</th>\n",
       "      <th>cod_raca_cor</th>\n",
       "      <th>Ciclo</th>\n",
       "      <th>cod_disciplina</th>\n",
       "      <th>disciplina</th>\n",
       "      <th>nota</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>52000028</td>\n",
       "      <td>Colegio Estadual Joao Xavier Ferreira</td>\n",
       "      <td>5206404</td>\n",
       "      <td>Crixás</td>\n",
       "      <td>1822</td>\n",
       "      <td>CRE-ITAPACI</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>3ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208cc2fe88</td>\n",
       "      <td>2be98afc86a96c6d5fb4afb2287c5ff89</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf89</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>8</td>\n",
       "      <td>Língua/Literatura estrangeira - Espanhol</td>\n",
       "      <td>7.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>52000028</td>\n",
       "      <td>Colegio Estadual Joao Xavier Ferreira</td>\n",
       "      <td>5206404</td>\n",
       "      <td>Crixás</td>\n",
       "      <td>1822</td>\n",
       "      <td>CRE-ITAPACI</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>2ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208cc2fe8b</td>\n",
       "      <td>2be98afc86a96c7d5fb4ffe2589cbf78b</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>29</td>\n",
       "      <td>Sociologia</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>52000028</td>\n",
       "      <td>Colegio Estadual Joao Xavier Ferreira</td>\n",
       "      <td>5206404</td>\n",
       "      <td>Crixás</td>\n",
       "      <td>1822</td>\n",
       "      <td>CRE-ITAPACI</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>3ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208cc2fe8e</td>\n",
       "      <td>2be98afc86a96c6d5fb4bf82488c4fe8a</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8b</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>4</td>\n",
       "      <td>Biologia</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>52000028</td>\n",
       "      <td>Colegio Estadual Joao Xavier Ferreira</td>\n",
       "      <td>5206404</td>\n",
       "      <td>Crixás</td>\n",
       "      <td>1822</td>\n",
       "      <td>CRE-ITAPACI</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>3ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208cc2fe89</td>\n",
       "      <td>2be98afc86a96cad5fa4bfd288dc2f683</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf89</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>6</td>\n",
       "      <td>Língua/Literatura Portuguesa</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>52000028</td>\n",
       "      <td>Colegio Estadual Joao Xavier Ferreira</td>\n",
       "      <td>5206404</td>\n",
       "      <td>Crixás</td>\n",
       "      <td>1822</td>\n",
       "      <td>CRE-ITAPACI</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208cc2fe8f</td>\n",
       "      <td>2be98afc86a96c4d5fb41f9208bc2ff8f</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>14</td>\n",
       "      <td>Filosofia</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8363244</th>\n",
       "      <td>52116409</td>\n",
       "      <td>Colegio Estadual Maria Abadia Salomao</td>\n",
       "      <td>5212501</td>\n",
       "      <td>Luziânia</td>\n",
       "      <td>131</td>\n",
       "      <td>CRE-LUZIANIA</td>\n",
       "      <td>Ensino Fundamental</td>\n",
       "      <td>9º ano</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208cc2fd89</td>\n",
       "      <td>2be98afc86a95c2d5fa41fb238ac3fa8d</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>6</td>\n",
       "      <td>Língua/Literatura Portuguesa</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8363245</th>\n",
       "      <td>52116409</td>\n",
       "      <td>Colegio Estadual Maria Abadia Salomao</td>\n",
       "      <td>5212501</td>\n",
       "      <td>Luziânia</td>\n",
       "      <td>131</td>\n",
       "      <td>CRE-LUZIANIA</td>\n",
       "      <td>Ensino Fundamental</td>\n",
       "      <td>9º ano</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208cc2fd89</td>\n",
       "      <td>2be98afc86a95c2d5fa41fb238ac3fa8d</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>5</td>\n",
       "      <td>Ciências</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8363246</th>\n",
       "      <td>52116409</td>\n",
       "      <td>Colegio Estadual Maria Abadia Salomao</td>\n",
       "      <td>5212501</td>\n",
       "      <td>Luziânia</td>\n",
       "      <td>131</td>\n",
       "      <td>CRE-LUZIANIA</td>\n",
       "      <td>Ensino Fundamental</td>\n",
       "      <td>9º ano</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208cc2fd89</td>\n",
       "      <td>2be98afc86a95c2d5fa41fb238ac3fa8d</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>12</td>\n",
       "      <td>História</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8363247</th>\n",
       "      <td>52116409</td>\n",
       "      <td>Colegio Estadual Maria Abadia Salomao</td>\n",
       "      <td>5212501</td>\n",
       "      <td>Luziânia</td>\n",
       "      <td>131</td>\n",
       "      <td>CRE-LUZIANIA</td>\n",
       "      <td>Ensino Fundamental</td>\n",
       "      <td>9º ano</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208cc2fd89</td>\n",
       "      <td>2be98afc86a95c2d5fa41fb238ac3fa8d</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>13</td>\n",
       "      <td>Geografia</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8363248</th>\n",
       "      <td>52116409</td>\n",
       "      <td>Colegio Estadual Maria Abadia Salomao</td>\n",
       "      <td>5212501</td>\n",
       "      <td>Luziânia</td>\n",
       "      <td>131</td>\n",
       "      <td>CRE-LUZIANIA</td>\n",
       "      <td>Ensino Fundamental</td>\n",
       "      <td>9º ano</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208cc2fd89</td>\n",
       "      <td>2be98afc86a95c2d5fa41fb238ac3fa8d</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cff7</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>99</td>\n",
       "      <td>Outras áreas do conhecimento</td>\n",
       "      <td>8.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8363249 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         cod_escola                                 escola  cod_municipio  \\\n",
       "0          52000028  Colegio Estadual Joao Xavier Ferreira        5206404   \n",
       "1          52000028  Colegio Estadual Joao Xavier Ferreira        5206404   \n",
       "2          52000028  Colegio Estadual Joao Xavier Ferreira        5206404   \n",
       "3          52000028  Colegio Estadual Joao Xavier Ferreira        5206404   \n",
       "4          52000028  Colegio Estadual Joao Xavier Ferreira        5206404   \n",
       "...             ...                                    ...            ...   \n",
       "8363244    52116409  Colegio Estadual Maria Abadia Salomao        5212501   \n",
       "8363245    52116409  Colegio Estadual Maria Abadia Salomao        5212501   \n",
       "8363246    52116409  Colegio Estadual Maria Abadia Salomao        5212501   \n",
       "8363247    52116409  Colegio Estadual Maria Abadia Salomao        5212501   \n",
       "8363248    52116409  Colegio Estadual Maria Abadia Salomao        5212501   \n",
       "\n",
       "        municipio  cod_regional      regional               etapa     serie  \\\n",
       "0          Crixás          1822   CRE-ITAPACI        Ensino Médio  3ª série   \n",
       "1          Crixás          1822   CRE-ITAPACI        Ensino Médio  2ª série   \n",
       "2          Crixás          1822   CRE-ITAPACI        Ensino Médio  3ª série   \n",
       "3          Crixás          1822   CRE-ITAPACI        Ensino Médio  3ª série   \n",
       "4          Crixás          1822   CRE-ITAPACI        Ensino Médio  1ª série   \n",
       "...           ...           ...           ...                 ...       ...   \n",
       "8363244  Luziânia           131  CRE-LUZIANIA  Ensino Fundamental    9º ano   \n",
       "8363245  Luziânia           131  CRE-LUZIANIA  Ensino Fundamental    9º ano   \n",
       "8363246  Luziânia           131  CRE-LUZIANIA  Ensino Fundamental    9º ano   \n",
       "8363247  Luziânia           131  CRE-LUZIANIA  Ensino Fundamental    9º ano   \n",
       "8363248  Luziânia           131  CRE-LUZIANIA  Ensino Fundamental    9º ano   \n",
       "\n",
       "                                  co_turma                           ID_ALUNO  \\\n",
       "0        2be98afc86aa7f2e4cb79fc208cc2fe88  2be98afc86a96c6d5fb4afb2287c5ff89   \n",
       "1        2be98afc86aa7f2e4cb79fc208cc2fe8b  2be98afc86a96c7d5fb4ffe2589cbf78b   \n",
       "2        2be98afc86aa7f2e4cb79fc208cc2fe8e  2be98afc86a96c6d5fb4bf82488c4fe8a   \n",
       "3        2be98afc86aa7f2e4cb79fc208cc2fe89  2be98afc86a96cad5fa4bfd288dc2f683   \n",
       "4        2be98afc86aa7f2e4cb79fc208cc2fe8f  2be98afc86a96c4d5fb41f9208bc2ff8f   \n",
       "...                                    ...                                ...   \n",
       "8363244  2be98afc86aa7f2e4cb79fc208cc2fd89  2be98afc86a95c2d5fa41fb238ac3fa8d   \n",
       "8363245  2be98afc86aa7f2e4cb79fc208cc2fd89  2be98afc86a95c2d5fa41fb238ac3fa8d   \n",
       "8363246  2be98afc86aa7f2e4cb79fc208cc2fd89  2be98afc86a95c2d5fa41fb238ac3fa8d   \n",
       "8363247  2be98afc86aa7f2e4cb79fc208cc2fd89  2be98afc86a95c2d5fa41fb238ac3fa8d   \n",
       "8363248  2be98afc86aa7f2e4cb79fc208cc2fd89  2be98afc86a95c2d5fa41fb238ac3fa8d   \n",
       "\n",
       "                                      sexo                       cod_raca_cor  \\\n",
       "0        2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf89   \n",
       "1        2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "2        2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8b   \n",
       "3        2be98afc86aa7f2e4cb79ce10bef2cff7  2be98afc86aa7f2e4cb79ce10bef2cf89   \n",
       "4        2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "...                                    ...                                ...   \n",
       "8363244  2be98afc86aa7f2e4cb79ce10bef2cff7  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "8363245  2be98afc86aa7f2e4cb79ce10bef2cff7  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "8363246  2be98afc86aa7f2e4cb79ce10bef2cff7  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "8363247  2be98afc86aa7f2e4cb79ce10bef2cff7  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "8363248  2be98afc86aa7f2e4cb79ce10bef2cff7  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "\n",
       "            Ciclo  cod_disciplina                                disciplina  \\\n",
       "0        1º ciclo               8  Língua/Literatura estrangeira - Espanhol   \n",
       "1        2º ciclo              29                                Sociologia   \n",
       "2        1º ciclo               4                                  Biologia   \n",
       "3        1º ciclo               6              Língua/Literatura Portuguesa   \n",
       "4        1º ciclo              14                                 Filosofia   \n",
       "...           ...             ...                                       ...   \n",
       "8363244  2º ciclo               6              Língua/Literatura Portuguesa   \n",
       "8363245  2º ciclo               5                                  Ciências   \n",
       "8363246  2º ciclo              12                                  História   \n",
       "8363247  2º ciclo              13                                 Geografia   \n",
       "8363248  2º ciclo              99              Outras áreas do conhecimento   \n",
       "\n",
       "         nota  \n",
       "0         7.1  \n",
       "1         8.0  \n",
       "2        10.0  \n",
       "3         6.0  \n",
       "4         8.0  \n",
       "...       ...  \n",
       "8363244  10.0  \n",
       "8363245   7.0  \n",
       "8363246   9.0  \n",
       "8363247   8.0  \n",
       "8363248   8.1  \n",
       "\n",
       "[8363249 rows x 16 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nota_2020"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43761019",
   "metadata": {},
   "source": [
    "## Sistema de recomendação de matérias"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4992af74",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_nota_20202 = df_nota_2020.loc[(df_nota_2020.serie=='3ª série') | (df_nota_2020.serie=='2ª série') | (df_nota_2020.serie=='1ª série'), :].copy()\n",
    "df_nota_20202.drop(columns=['escola', 'cod_municipio', 'municipio', 'cod_regional', 'regional', 'etapa', 'sexo', 'cod_raca_cor', 'cod_escola', 'cod_disciplina'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f4671e1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_nota_20202.rename(columns={\"matricula\":'ID_ALUNO'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9b05076c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>nota</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>serie</th>\n",
       "      <th>Ciclo</th>\n",
       "      <th>disciplina</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"36\" valign=\"top\">3ª série</th>\n",
       "      <th rowspan=\"12\" valign=\"top\">1º ciclo</th>\n",
       "      <th>Matemática</th>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Física</th>\n",
       "      <td>7.0</td>\n",
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       "      <th>Geografia</th>\n",
       "      <td>7.0</td>\n",
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       "      <th>Química</th>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Espanhol</th>\n",
       "      <td>7.1</td>\n",
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       "      <th>Língua/Literatura estrangeira - Inglês</th>\n",
       "      <td>7.6</td>\n",
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       "    <tr>\n",
       "      <th>História</th>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
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       "      <th>Língua/Literatura Portuguesa</th>\n",
       "      <td>8.0</td>\n",
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       "    <tr>\n",
       "      <th>Filosofia</th>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Artes (Educação artística, Teatro, Dança, Música, Artes plásticas e outras)</th>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Biologia</th>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sociologia</th>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">2º ciclo</th>\n",
       "      <th>Física</th>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Química</th>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Artes (Educação artística, Teatro, Dança, Música, Artes plásticas e outras)</th>\n",
       "      <td>6.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Inglês</th>\n",
       "      <td>6.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Geografia</th>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura Portuguesa</th>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Biologia</th>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Matemática</th>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sociologia</th>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Espanhol</th>\n",
       "      <td>7.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>História</th>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Filosofia</th>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">3º ciclo</th>\n",
       "      <th>Matemática</th>\n",
       "      <td>6.5</td>\n",
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       "    <tr>\n",
       "      <th>Sociologia</th>\n",
       "      <td>7.2</td>\n",
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       "      <th>História</th>\n",
       "      <td>8.0</td>\n",
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       "      <td>8.5</td>\n",
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       "      <td>8.9</td>\n",
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       "      <th>Biologia</th>\n",
       "      <td>9.0</td>\n",
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       "    <tr>\n",
       "      <th>Filosofia</th>\n",
       "      <td>9.0</td>\n",
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       "    <tr>\n",
       "      <th>Química</th>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Geografia</th>\n",
       "      <td>9.5</td>\n",
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       "      <td>9.5</td>\n",
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       "      <th>Artes (Educação artística, Teatro, Dança, Música, Artes plásticas e outras)</th>\n",
       "      <td>9.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Física</th>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                      nota\n",
       "serie    Ciclo    disciplina                                              \n",
       "3ª série 1º ciclo Matemática                                           6.5\n",
       "                  Física                                               7.0\n",
       "                  Geografia                                            7.0\n",
       "                  Química                                              7.0\n",
       "                  Língua/Literatura estrangeira - Espanhol             7.1\n",
       "                  Língua/Literatura estrangeira - Inglês               7.6\n",
       "                  História                                             8.0\n",
       "                  Língua/Literatura Portuguesa                         8.0\n",
       "                  Filosofia                                            8.5\n",
       "                  Artes (Educação artística, Teatro, Dança, Músic...   9.0\n",
       "                  Biologia                                            10.0\n",
       "                  Sociologia                                          10.0\n",
       "         2º ciclo Física                                               6.0\n",
       "                  Química                                              6.0\n",
       "                  Artes (Educação artística, Teatro, Dança, Músic...   6.1\n",
       "                  Língua/Literatura estrangeira - Inglês               6.2\n",
       "                  Geografia                                            6.5\n",
       "                  Língua/Literatura Portuguesa                         6.5\n",
       "                  Biologia                                             7.0\n",
       "                  Matemática                                           7.0\n",
       "                  Sociologia                                           7.0\n",
       "                  Língua/Literatura estrangeira - Espanhol             7.6\n",
       "                  História                                             8.0\n",
       "                  Filosofia                                            9.0\n",
       "         3º ciclo Matemática                                           6.5\n",
       "                  Sociologia                                           7.2\n",
       "                  História                                             8.0\n",
       "                  Língua/Literatura estrangeira - Inglês               8.5\n",
       "                  Língua/Literatura estrangeira - Espanhol             8.9\n",
       "                  Biologia                                             9.0\n",
       "                  Filosofia                                            9.0\n",
       "                  Química                                              9.0\n",
       "                  Geografia                                            9.5\n",
       "                  Língua/Literatura Portuguesa                         9.5\n",
       "                  Artes (Educação artística, Teatro, Dança, Músic...   9.7\n",
       "                  Física                                              10.0"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nota_20202[df_nota_20202.ID_ALUNO == '2be98afc86a96c6d5fb4afb2287c5ff89'].groupby(by=['serie', 'Ciclo', 'disciplina']).mean().sort_values(by=['serie', 'Ciclo', 'nota'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "0f232ed7",
   "metadata": {},
   "outputs": [],
   "source": [
    "notas = df_nota_20202[df_nota_20202.ID_ALUNO == '2be98afc86a96c6d5fb4afb2287c5ff89'].groupby(by=['disciplina']).mean().sort_values(by=['nota'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "a0726fe5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Matemática', 'Química', 'Língua/Literatura estrangeira - Inglês',\n",
       "       'Física', 'Geografia', 'Língua/Literatura estrangeira - Espanhol',\n",
       "       'História', 'Língua/Literatura Portuguesa', 'Sociologia',\n",
       "       'Artes (Educação artística, Teatro, Dança, Música, Artes plásticas e outras)',\n",
       "       'Biologia', 'Filosofia'],\n",
       "      dtype='object', name='disciplina')"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "notas.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "154c7e0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0746799308343484"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(notas.nota.mean() + 1*notas.nota.std())/notas.nota.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "520c1480",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5878970110681764"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "notas.nota.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "60806eba",
   "metadata": {},
   "outputs": [],
   "source": [
    "def funcao_recomendacao(notas):\n",
    "    media = notas.nota.mean()\n",
    "    desvio_padrao = notas.nota.std()\n",
    "    nota = {}\n",
    "    for i in notas.index:\n",
    "        nota[i] = notas.nota[i]\n",
    "        if notas.nota[i] < (media-3*desvio_padrao):\n",
    "            print(\"Abaixo da média - 3 desvios: \\n{}:{}\\n\".format(i, notas.nota[i]))\n",
    "        elif notas.nota[i] < (media-2*desvio_padrao):\n",
    "            print(\"Abaixo da média - 2 desvios: \\n{}:{}\\n\".format(i, notas.nota[i]))\n",
    "        elif notas.nota[i] < (media-1*desvio_padrao):\n",
    "            print(\"Abaixo da média - 1 desvio: \\n{}:{}\\n\".format(i, notas.nota[i]))\n",
    "        else:\n",
    "            print(\"Acima da média: \\n{}:{}\\n\".format(i, notas.nota[i]))\n",
    "        \n",
    "    #return nota, media, desvio_padrao"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "6adcfbd4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7.0\n"
     ]
    }
   ],
   "source": [
    "aluno = {\n",
    "    'matematica_1':10,\n",
    "    \"port\":4\n",
    "}\n",
    "aluno2 = {\n",
    "    'matematica_1': 5,\n",
    "    \"port\":10\n",
    "}\n",
    "print((aluno['matematica_1']+aluno['port'])/2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "bcd63a66",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7.5"
      ]
     },
     "execution_count": 113,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(aluno2['matematica_1']+aluno2['port'])/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "8244351d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Abaixo da média - 2 desvios: \n",
      "Matemática:6.666666666666667\n",
      "\n",
      "Acima da média: \n",
      "Química:7.333333333333333\n",
      "\n",
      "Acima da média: \n",
      "Língua/Literatura estrangeira - Inglês:7.433333333333334\n",
      "\n",
      "Acima da média: \n",
      "Física:7.666666666666667\n",
      "\n",
      "Acima da média: \n",
      "Geografia:7.666666666666667\n",
      "\n",
      "Acima da média: \n",
      "Língua/Literatura estrangeira - Espanhol:7.866666666666667\n",
      "\n",
      "Acima da média: \n",
      "História:8.0\n",
      "\n",
      "Acima da média: \n",
      "Língua/Literatura Portuguesa:8.0\n",
      "\n",
      "Acima da média: \n",
      "Sociologia:8.066666666666666\n",
      "\n",
      "Acima da média: \n",
      "Artes (Educação artística, Teatro, Dança, Música, Artes plásticas e outras):8.266666666666666\n",
      "\n",
      "Acima da média: \n",
      "Biologia:8.666666666666666\n",
      "\n",
      "Acima da média: \n",
      "Filosofia:8.833333333333334\n",
      "\n"
     ]
    }
   ],
   "source": [
    "funcao_recomendacao(notas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "f8a3c5c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID_ALUNO</th>\n",
       "      <th>ID_ESCOLA</th>\n",
       "      <th>ID_ESCOLA_CENSO</th>\n",
       "      <th>SERIE_2021</th>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2be98afc86a96c0d5fb49fe298bc3fd89</td>\n",
       "      <td>618</td>\n",
       "      <td>52007669</td>\n",
       "      <td>1413.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2be98afc86a96c7d5fb4cf8238bc5f98f</td>\n",
       "      <td>4734</td>\n",
       "      <td>52005500</td>\n",
       "      <td>5391.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>5392</td>\n",
       "      <td>52039714</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383143</th>\n",
       "      <td>2be98afc86a95c3d5fa40fe2688cafa8d</td>\n",
       "      <td>3854</td>\n",
       "      <td>52033490</td>\n",
       "      <td>1411.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383144</th>\n",
       "      <td>2be98afc86a96cbd5fa4cf8248ec1f882</td>\n",
       "      <td>2188</td>\n",
       "      <td>52000648</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383145</th>\n",
       "      <td>2be98afc86a96c6d5fb4bfd2286c0fc8a</td>\n",
       "      <td>1394</td>\n",
       "      <td>52035352</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383146</th>\n",
       "      <td>2be98afc86a96c1d5fb48fe2887c0fd8c</td>\n",
       "      <td>5521</td>\n",
       "      <td>52058557</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383147</th>\n",
       "      <td>2be98afc86a96c0d5fb49fe2586c4fb82</td>\n",
       "      <td>7408</td>\n",
       "      <td>52093115</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>383148 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 ID_ALUNO  ID_ESCOLA  ID_ESCOLA_CENSO  \\\n",
       "0       2be98afc86a96c3d4fb48fb2788c4fb88       1580         52052656   \n",
       "1       2be98afc86a96c0d5fb49fe298bc3fd89        618         52007669   \n",
       "2       2be98afc86a96c7d5fb4cf8238bc5f98f       4734         52005500   \n",
       "3       2be98afc86a96c2d4fb48fe248cc7fc8d       3348         52015807   \n",
       "4       2be98afc86a96c1d5fb48fd238cc7ff8c       5392         52039714   \n",
       "...                                   ...        ...              ...   \n",
       "383143  2be98afc86a95c3d5fa40fe2688cafa8d       3854         52033490   \n",
       "383144  2be98afc86a96cbd5fa4cf8248ec1f882       2188         52000648   \n",
       "383145  2be98afc86a96c6d5fb4bfd2286c0fc8a       1394         52035352   \n",
       "383146  2be98afc86a96c1d5fb48fe2887c0fd8c       5521         52058557   \n",
       "383147  2be98afc86a96c0d5fb49fe2586c4fb82       7408         52093115   \n",
       "\n",
       "        SERIE_2021  ETAPA_2021  MAT_2020  MAT_2021  \n",
       "0              NaN         NaN         0         0  \n",
       "1           1413.0        27.0         1         1  \n",
       "2           5391.0        25.0         0         1  \n",
       "3              NaN         NaN         0         0  \n",
       "4           1412.0        26.0         1         1  \n",
       "...            ...         ...       ...       ...  \n",
       "383143      1411.0        25.0         0         1  \n",
       "383144      1412.0        26.0         1         1  \n",
       "383145         NaN         NaN         0         0  \n",
       "383146         NaN         NaN         0         0  \n",
       "383147         NaN         NaN         0         0  \n",
       "\n",
       "[383148 rows x 7 columns]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_matricula"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "8aadf26b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>NU_ANO</th>\n",
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       "      <th>1100179</th>\n",
       "      <td>2019</td>\n",
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       "      <td>1580</td>\n",
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       "      <td>1</td>\n",
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       "      <th>203903</th>\n",
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       "      <th>2253736</th>\n",
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       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
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       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>7.5</td>\n",
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       "    <tr>\n",
       "      <th>628710</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
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       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5.1</td>\n",
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       "    <tr>\n",
       "      <th>2155943</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
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       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>6.3</td>\n",
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       "    <tr>\n",
       "      <th>717482</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>4</td>\n",
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       "      <td>6.5</td>\n",
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       "    <tr>\n",
       "      <th>1372654</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
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       "      <td>1413</td>\n",
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       "      <td>6</td>\n",
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       "      <td>7.3</td>\n",
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       "    <tr>\n",
       "      <th>4273147</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>6.9</td>\n",
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       "    <tr>\n",
       "      <th>5063581</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>8.1</td>\n",
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       "    <tr>\n",
       "      <th>232084</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>8.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>960526</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>6.8</td>\n",
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       "    <tr>\n",
       "      <th>3686886</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
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       "      <td>3</td>\n",
       "      <td>7.1</td>\n",
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       "    <tr>\n",
       "      <th>2197276</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>7.6</td>\n",
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       "    <tr>\n",
       "      <th>953841</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>8.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995665</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>7.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3419863</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125603</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736156</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158813</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6432</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939346</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5797285</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>7.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3340510</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1706368</th>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>2be98afc86a96c3d4fb48fb2788c4fb88</td>\n",
       "      <td>1580</td>\n",
       "      <td>52052656</td>\n",
       "      <td>1413</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec3f683</td>\n",
       "      <td>29</td>\n",
       "      <td>3</td>\n",
       "      <td>7.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         NU_ANO  NU_SEMESTRE                           ID_ALUNO  ID_ESCOLA  \\\n",
       "2045748    2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "1837053    2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "1100179    2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "203903     2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "2253736    2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "628710     2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "2155943    2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "717482     2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "1372654    2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "4273147    2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "5063581    2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "232084     2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "960526     2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "3686886    2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "2197276    2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "953841     2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "1995665    2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "3419863    2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "125603     2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "736156     2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "158813     2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "6432       2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "939346     2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "5797285    2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "3340510    2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "1706368    2019            0  2be98afc86a96c3d4fb48fb2788c4fb88       1580   \n",
       "\n",
       "         ID_ESCOLA_CENSO  SERIE  ETAPA                           CO_TURMA  \\\n",
       "2045748         52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "1837053         52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "1100179         52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "203903          52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "2253736         52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "628710          52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "2155943         52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "717482          52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "1372654         52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "4273147         52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "5063581         52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "232084          52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "960526          52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "3686886         52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "2197276         52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "953841          52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "1995665         52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "3419863         52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "125603          52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "736156          52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "158813          52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "6432            52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "939346          52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "5797285         52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "3340510         52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "1706368         52052656   1413   27.0  2be98afc86aa7f2e4cb79ce228ec3f683   \n",
       "\n",
       "         CO_DISCIPLINA  BIMESTRE  NOTA  \n",
       "2045748              1         1   7.0  \n",
       "1837053              1         3   6.0  \n",
       "1100179              2         1   6.7  \n",
       "203903               2         3   7.2  \n",
       "2253736              3         1   7.5  \n",
       "628710               3         3   5.1  \n",
       "2155943              4         1   6.3  \n",
       "717482               4         3   6.5  \n",
       "1372654              6         1   7.3  \n",
       "4273147              6         3   6.9  \n",
       "5063581              7         1   8.1  \n",
       "232084               7         3   8.3  \n",
       "960526               8         1   6.8  \n",
       "3686886              8         3   7.1  \n",
       "2197276             10         1   7.6  \n",
       "953841              10         3   8.8  \n",
       "1995665             11         1   7.1  \n",
       "3419863             11         3   7.8  \n",
       "125603              12         1   7.5  \n",
       "736156              12         3   8.0  \n",
       "158813              13         1   6.8  \n",
       "6432                13         3   7.5  \n",
       "939346              14         1   6.6  \n",
       "5797285             14         3   7.7  \n",
       "3340510             29         1   8.0  \n",
       "1706368             29         3   7.3  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nota_2019[df_nota_2019.ID_ALUNO == '2be98afc86a96c3d4fb48fb2788c4fb88'].sort_values(by=['CO_DISCIPLINA', 'BIMESTRE'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "b72630d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NU_ANO</th>\n",
       "      <th>NU_SEMESTRE</th>\n",
       "      <th>ID_ALUNO</th>\n",
       "      <th>ID_ESCOLA</th>\n",
       "      <th>ID_ESCOLA_CENSO</th>\n",
       "      <th>SERIE</th>\n",
       "      <th>ETAPA</th>\n",
       "      <th>CO_TURMA</th>\n",
       "      <th>CO_DISCIPLINA</th>\n",
       "      <th>BIMESTRE</th>\n",
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       "  </thead>\n",
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       "      <th>1862531</th>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
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       "      <td>2019</td>\n",
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       "      <td>3348</td>\n",
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       "      <td>2be98afc86aa7f2e4cb79fc208fcbfa8b</td>\n",
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       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
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       "    <tr>\n",
       "      <th>1506741</th>\n",
       "      <td>2019</td>\n",
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       "      <td>3348</td>\n",
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       "      <td>2be98afc86aa7f2e4cb79fc208fcbfa8b</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5188288</th>\n",
       "      <td>2019</td>\n",
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       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
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       "      <td>7.0</td>\n",
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       "    <tr>\n",
       "      <th>651114</th>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
       "      <td>5334</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfa8b</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3757076</th>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
       "      <td>5333</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfb8d</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>2521275</th>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
       "      <td>5334</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfa8b</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3171446</th>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
       "      <td>5333</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfb8d</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2281320</th>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
       "      <td>5334</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfa8b</td>\n",
       "      <td>6</td>\n",
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       "      <td>6.0</td>\n",
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       "    <tr>\n",
       "      <th>4078727</th>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
       "      <td>5333</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfb8d</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>6.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498372</th>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
       "      <td>5334</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfa8b</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1126722</th>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
       "      <td>5333</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfb8d</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4341826</th>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
       "      <td>5333</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfb8d</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5067818</th>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
       "      <td>5334</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfa8b</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>4.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730881</th>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
       "      <td>5333</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfb8d</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3513303</th>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
       "      <td>5334</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfa8b</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>7.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762272</th>\n",
       "      <td>2019</td>\n",
       "      <td>1</td>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
       "      <td>5333</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfb8d</td>\n",
       "      <td>99</td>\n",
       "      <td>1</td>\n",
       "      <td>8.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1680153</th>\n",
       "      <td>2019</td>\n",
       "      <td>2</td>\n",
       "      <td>2be98afc86a96c2d4fb48fe248cc7fc8d</td>\n",
       "      <td>3348</td>\n",
       "      <td>52015807</td>\n",
       "      <td>5334</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2be98afc86aa7f2e4cb79fc208fcbfa8b</td>\n",
       "      <td>99</td>\n",
       "      <td>1</td>\n",
       "      <td>7.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         NU_ANO  NU_SEMESTRE                           ID_ALUNO  ID_ESCOLA  \\\n",
       "1862531    2019            1  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "1864893    2019            2  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "1506741    2019            2  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "5188288    2019            1  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "651114     2019            2  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "3757076    2019            1  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "2521275    2019            2  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "3171446    2019            1  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "2281320    2019            2  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "4078727    2019            1  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "498372     2019            2  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "1126722    2019            1  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "4341826    2019            1  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "5067818    2019            2  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "730881     2019            1  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "3513303    2019            2  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "762272     2019            1  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "1680153    2019            2  2be98afc86a96c2d4fb48fe248cc7fc8d       3348   \n",
       "\n",
       "         ID_ESCOLA_CENSO  SERIE  ETAPA                           CO_TURMA  \\\n",
       "1862531         52015807   5333   26.0  2be98afc86aa7f2e4cb79fc208fcbfb8d   \n",
       "1864893         52015807   5334   26.0  2be98afc86aa7f2e4cb79fc208fcbfa8b   \n",
       "1506741         52015807   5334   26.0  2be98afc86aa7f2e4cb79fc208fcbfa8b   \n",
       "5188288         52015807   5333   26.0  2be98afc86aa7f2e4cb79fc208fcbfb8d   \n",
       "651114          52015807   5334   26.0  2be98afc86aa7f2e4cb79fc208fcbfa8b   \n",
       "3757076         52015807   5333   26.0  2be98afc86aa7f2e4cb79fc208fcbfb8d   \n",
       "2521275         52015807   5334   26.0  2be98afc86aa7f2e4cb79fc208fcbfa8b   \n",
       "3171446         52015807   5333   26.0  2be98afc86aa7f2e4cb79fc208fcbfb8d   \n",
       "2281320         52015807   5334   26.0  2be98afc86aa7f2e4cb79fc208fcbfa8b   \n",
       "4078727         52015807   5333   26.0  2be98afc86aa7f2e4cb79fc208fcbfb8d   \n",
       "498372          52015807   5334   26.0  2be98afc86aa7f2e4cb79fc208fcbfa8b   \n",
       "1126722         52015807   5333   26.0  2be98afc86aa7f2e4cb79fc208fcbfb8d   \n",
       "4341826         52015807   5333   26.0  2be98afc86aa7f2e4cb79fc208fcbfb8d   \n",
       "5067818         52015807   5334   26.0  2be98afc86aa7f2e4cb79fc208fcbfa8b   \n",
       "730881          52015807   5333   26.0  2be98afc86aa7f2e4cb79fc208fcbfb8d   \n",
       "3513303         52015807   5334   26.0  2be98afc86aa7f2e4cb79fc208fcbfa8b   \n",
       "762272          52015807   5333   26.0  2be98afc86aa7f2e4cb79fc208fcbfb8d   \n",
       "1680153         52015807   5334   26.0  2be98afc86aa7f2e4cb79fc208fcbfa8b   \n",
       "\n",
       "         CO_DISCIPLINA  BIMESTRE  NOTA  \n",
       "1862531              1         1   6.3  \n",
       "1864893              1         1   4.0  \n",
       "1506741              2         1   7.0  \n",
       "5188288              2         1   7.0  \n",
       "651114               3         1   5.5  \n",
       "3757076              3         1   5.0  \n",
       "2521275              4         1   4.3  \n",
       "3171446              4         1   8.5  \n",
       "2281320              6         1   6.0  \n",
       "4078727              6         1   6.9  \n",
       "498372               7         1   4.0  \n",
       "1126722              8         1   8.0  \n",
       "4341826             12         1   6.0  \n",
       "5067818             12         1   4.3  \n",
       "730881              13         1   6.0  \n",
       "3513303             13         1   7.7  \n",
       "762272              99         1   8.5  \n",
       "1680153             99         1   7.8  "
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nota_2019[df_nota_2019.ID_ALUNO == '2be98afc86a96c2d4fb48fe248cc7fc8d'].sort_values(by=['CO_DISCIPLINA', 'BIMESTRE'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "acc9329f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NU_ANO</th>\n",
       "      <th>NU_SEMESTRE</th>\n",
       "      <th>ID_ALUNO</th>\n",
       "      <th>ID_ESCOLA</th>\n",
       "      <th>ID_ESCOLA_CENSO</th>\n",
       "      <th>SERIE</th>\n",
       "      <th>ETAPA</th>\n",
       "      <th>CO_TURMA</th>\n",
       "      <th>CO_DISCIPLINA</th>\n",
       "      <th>BIMESTRE</th>\n",
       "      <th>NOTA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [NU_ANO, NU_SEMESTRE, ID_ALUNO, ID_ESCOLA, ID_ESCOLA_CENSO, SERIE, ETAPA, CO_TURMA, CO_DISCIPLINA, BIMESTRE, NOTA]\n",
       "Index: []"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nota_2019[df_nota_2019.ID_ALUNO == '2be98afc86a96c1d5fb48fd238cc7ff8c'].sort_values(by=['CO_DISCIPLINA', 'BIMESTRE'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "993767b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cod_escola</th>\n",
       "      <th>escola</th>\n",
       "      <th>cod_municipio</th>\n",
       "      <th>municipio</th>\n",
       "      <th>cod_regional</th>\n",
       "      <th>regional</th>\n",
       "      <th>etapa</th>\n",
       "      <th>serie</th>\n",
       "      <th>co_turma</th>\n",
       "      <th>matricula</th>\n",
       "      <th>sexo</th>\n",
       "      <th>cod_raca_cor</th>\n",
       "      <th>Ciclo</th>\n",
       "      <th>cod_disciplina</th>\n",
       "      <th>disciplina</th>\n",
       "      <th>nota</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3117533</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>1</td>\n",
       "      <td>Química</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3136259</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>1</td>\n",
       "      <td>Química</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122712</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>1</td>\n",
       "      <td>Química</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125568</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>2</td>\n",
       "      <td>Física</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3118728</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>2</td>\n",
       "      <td>Física</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3136013</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>2</td>\n",
       "      <td>Física</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3122141</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>3</td>\n",
       "      <td>Matemática</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3136561</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>3</td>\n",
       "      <td>Matemática</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3133350</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>3</td>\n",
       "      <td>Matemática</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3123047</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>4</td>\n",
       "      <td>Biologia</td>\n",
       "      <td>6.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142418</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>4</td>\n",
       "      <td>Biologia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125484</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>4</td>\n",
       "      <td>Biologia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141453</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>6</td>\n",
       "      <td>Língua/Literatura Portuguesa</td>\n",
       "      <td>8.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3117320</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>6</td>\n",
       "      <td>Língua/Literatura Portuguesa</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125923</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>6</td>\n",
       "      <td>Língua/Literatura Portuguesa</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3132064</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>7</td>\n",
       "      <td>Língua/Literatura estrangeira - Inglês</td>\n",
       "      <td>8.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3141525</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>7</td>\n",
       "      <td>Língua/Literatura estrangeira - Inglês</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3136038</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>7</td>\n",
       "      <td>Língua/Literatura estrangeira - Inglês</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3118629</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>11</td>\n",
       "      <td>Educação Física</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3118086</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>11</td>\n",
       "      <td>Educação Física</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128096</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>11</td>\n",
       "      <td>Educação Física</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3126554</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>12</td>\n",
       "      <td>História</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3123756</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>12</td>\n",
       "      <td>História</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3142114</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>12</td>\n",
       "      <td>História</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131262</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>13</td>\n",
       "      <td>Geografia</td>\n",
       "      <td>6.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128876</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>13</td>\n",
       "      <td>Geografia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121361</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>13</td>\n",
       "      <td>Geografia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131329</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>14</td>\n",
       "      <td>Filosofia</td>\n",
       "      <td>6.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3138247</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>14</td>\n",
       "      <td>Filosofia</td>\n",
       "      <td>6.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128296</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>14</td>\n",
       "      <td>Filosofia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3130295</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>1º ciclo</td>\n",
       "      <td>29</td>\n",
       "      <td>Sociologia</td>\n",
       "      <td>6.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3128508</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>2º ciclo</td>\n",
       "      <td>29</td>\n",
       "      <td>Sociologia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3129615</th>\n",
       "      <td>52039714</td>\n",
       "      <td>Colegio Estadual Padre Pelagio</td>\n",
       "      <td>5221403</td>\n",
       "      <td>Trindade</td>\n",
       "      <td>132</td>\n",
       "      <td>CRE-TRINDADE</td>\n",
       "      <td>Ensino Médio</td>\n",
       "      <td>1ª série</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce228ec0ff82</td>\n",
       "      <td>2be98afc86a96c1d5fb48fd238cc7ff8c</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cffc</td>\n",
       "      <td>2be98afc86aa7f2e4cb79ce10bef2cf8a</td>\n",
       "      <td>3º ciclo</td>\n",
       "      <td>29</td>\n",
       "      <td>Sociologia</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         cod_escola                          escola  cod_municipio municipio  \\\n",
       "3117533    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3136259    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3122712    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3125568    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3118728    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3136013    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3122141    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3136561    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3133350    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3123047    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3142418    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3125484    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3141453    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3117320    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3125923    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3132064    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3141525    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3136038    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3118629    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3118086    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3128096    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3126554    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3123756    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3142114    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3131262    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3128876    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3121361    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3131329    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3138247    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3128296    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3130295    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3128508    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "3129615    52039714  Colegio Estadual Padre Pelagio        5221403  Trindade   \n",
       "\n",
       "         cod_regional      regional         etapa     serie  \\\n",
       "3117533           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3136259           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3122712           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3125568           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3118728           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3136013           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3122141           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3136561           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3133350           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3123047           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3142418           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3125484           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3141453           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3117320           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3125923           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3132064           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3141525           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3136038           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3118629           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3118086           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3128096           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3126554           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3123756           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3142114           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3131262           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3128876           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3121361           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3131329           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3138247           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3128296           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3130295           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3128508           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "3129615           132  CRE-TRINDADE  Ensino Médio  1ª série   \n",
       "\n",
       "                                  co_turma                          matricula  \\\n",
       "3117533  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3136259  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3122712  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3125568  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3118728  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3136013  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3122141  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3136561  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3133350  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3123047  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3142418  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3125484  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3141453  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3117320  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3125923  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3132064  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3141525  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3136038  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3118629  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3118086  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3128096  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3126554  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3123756  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3142114  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3131262  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3128876  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3121361  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3131329  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3138247  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3128296  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3130295  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3128508  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "3129615  2be98afc86aa7f2e4cb79ce228ec0ff82  2be98afc86a96c1d5fb48fd238cc7ff8c   \n",
       "\n",
       "                                      sexo                       cod_raca_cor  \\\n",
       "3117533  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3136259  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3122712  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3125568  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3118728  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3136013  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3122141  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3136561  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3133350  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3123047  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3142418  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3125484  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3141453  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3117320  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3125923  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3132064  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3141525  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3136038  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3118629  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3118086  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3128096  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3126554  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3123756  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3142114  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3131262  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3128876  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3121361  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3131329  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3138247  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3128296  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3130295  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3128508  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "3129615  2be98afc86aa7f2e4cb79ce10bef2cffc  2be98afc86aa7f2e4cb79ce10bef2cf8a   \n",
       "\n",
       "            Ciclo  cod_disciplina                              disciplina  \\\n",
       "3117533  1º ciclo               1                                 Química   \n",
       "3136259  2º ciclo               1                                 Química   \n",
       "3122712  3º ciclo               1                                 Química   \n",
       "3125568  1º ciclo               2                                  Física   \n",
       "3118728  2º ciclo               2                                  Física   \n",
       "3136013  3º ciclo               2                                  Física   \n",
       "3122141  1º ciclo               3                              Matemática   \n",
       "3136561  2º ciclo               3                              Matemática   \n",
       "3133350  3º ciclo               3                              Matemática   \n",
       "3123047  1º ciclo               4                                Biologia   \n",
       "3142418  2º ciclo               4                                Biologia   \n",
       "3125484  3º ciclo               4                                Biologia   \n",
       "3141453  1º ciclo               6            Língua/Literatura Portuguesa   \n",
       "3117320  2º ciclo               6            Língua/Literatura Portuguesa   \n",
       "3125923  3º ciclo               6            Língua/Literatura Portuguesa   \n",
       "3132064  1º ciclo               7  Língua/Literatura estrangeira - Inglês   \n",
       "3141525  2º ciclo               7  Língua/Literatura estrangeira - Inglês   \n",
       "3136038  3º ciclo               7  Língua/Literatura estrangeira - Inglês   \n",
       "3118629  1º ciclo              11                         Educação Física   \n",
       "3118086  2º ciclo              11                         Educação Física   \n",
       "3128096  3º ciclo              11                         Educação Física   \n",
       "3126554  1º ciclo              12                                História   \n",
       "3123756  2º ciclo              12                                História   \n",
       "3142114  3º ciclo              12                                História   \n",
       "3131262  1º ciclo              13                               Geografia   \n",
       "3128876  2º ciclo              13                               Geografia   \n",
       "3121361  3º ciclo              13                               Geografia   \n",
       "3131329  1º ciclo              14                               Filosofia   \n",
       "3138247  2º ciclo              14                               Filosofia   \n",
       "3128296  3º ciclo              14                               Filosofia   \n",
       "3130295  1º ciclo              29                              Sociologia   \n",
       "3128508  2º ciclo              29                              Sociologia   \n",
       "3129615  3º ciclo              29                              Sociologia   \n",
       "\n",
       "         nota  \n",
       "3117533   6.0  \n",
       "3136259   6.0  \n",
       "3122712   6.0  \n",
       "3125568   7.0  \n",
       "3118728   6.0  \n",
       "3136013   3.0  \n",
       "3122141   6.0  \n",
       "3136561   6.0  \n",
       "3133350   6.0  \n",
       "3123047   6.3  \n",
       "3142418   6.0  \n",
       "3125484   6.0  \n",
       "3141453   8.4  \n",
       "3117320   6.0  \n",
       "3125923   4.0  \n",
       "3132064   8.8  \n",
       "3141525   6.0  \n",
       "3136038   6.0  \n",
       "3118629   6.0  \n",
       "3118086   6.0  \n",
       "3128096   3.0  \n",
       "3126554   6.5  \n",
       "3123756   6.0  \n",
       "3142114   6.0  \n",
       "3131262   6.3  \n",
       "3128876   6.0  \n",
       "3121361   6.0  \n",
       "3131329   6.8  \n",
       "3138247   6.3  \n",
       "3128296   6.0  \n",
       "3130295   6.5  \n",
       "3128508   6.0  \n",
       "3129615   6.0  "
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nota_2020[df_nota_2020.matricula == '2be98afc86a96c1d5fb48fd238cc7ff8c'].sort_values(by=['cod_disciplina', 'Ciclo'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38234c4f",
   "metadata": {},
   "source": [
    "## Comparar alunos que abandonam com o que os não abandonam"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e66604b0",
   "metadata": {},
   "source": [
    "### Alunos que não evadiram nem abandonaram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "98154310",
   "metadata": {},
   "outputs": [],
   "source": [
    "aluno_ideal = df_matricula[(df_matricula.MAT_2020 == 1) & (df_matricula.MAT_2021 == 1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "f761b57a",
   "metadata": {},
   "outputs": [],
   "source": [
    "aluno_ideal = aluno_ideal.merge(df_nota_2020, how='left', on='ID_ALUNO')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "cb29d8f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#.drop(columns=['ID_ESCOLA', 'ID_ESCOLA_CENSOx', 'cod_escola', 'escola', 'cod_municipio'])\n",
    "aluno_ideal.drop(columns=['ID_ESCOLA', 'ID_ESCOLA_CENSO', 'SERIE_2021', 'ETAPA_2021','cod_escola', 'escola', 'cod_municipio',\n",
    "       'municipio', 'cod_regional', 'regional', 'etapa', 'serie', 'co_turma',\n",
    "       'sexo', 'cod_raca_cor', 'MAT_2020', 'MAT_2021', 'cod_disciplina'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "ca98cac3",
   "metadata": {},
   "outputs": [],
   "source": [
    "#aluno_ideal.groupby(by=['ID_ALUNO', 'BIMESTRE', 'CO_DISCIPLINA']).mean()\n",
    "a = aluno_ideal.groupby(by=['ID_ALUNO', 'Ciclo', 'disciplina']).mean().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ab9a1e9b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1° Ciclo\n",
      "Média: 7.2823920739092705\n",
      "Desvio Padrão: 1.4827850506392497\n"
     ]
    }
   ],
   "source": [
    "print(\"1° Ciclo\\nMédia: {}\\nDesvio Padrão: {}\".format(a.loc[a.Ciclo == '1º ciclo'].nota.mean(), a.loc[a.Ciclo == '1º ciclo'].nota.std()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4ade8edb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2° Ciclo\n",
      "Média: 7.085762751388545\n",
      "Desvio Padrão: 1.754036759119589\n"
     ]
    }
   ],
   "source": [
    "print(\"2° Ciclo\\nMédia: {}\\nDesvio Padrão: {}\".format(a.loc[a.Ciclo == '2º ciclo'].nota.mean(), a.loc[a.Ciclo == '2º ciclo'].nota.std()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8cf1a54e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3° Ciclo\n",
      "Média: 7.199203224342485\n",
      "Desvio Padrão: 1.779538597435901\n"
     ]
    }
   ],
   "source": [
    "print(\"3° Ciclo\\nMédia: {}\\nDesvio Padrão: {}\".format(a.loc[a.Ciclo == '3º ciclo'].nota.mean(), a.loc[a.Ciclo == '3º ciclo'].nota.std()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "856ad62a",
   "metadata": {},
   "outputs": [],
   "source": [
    "a_1 = a.loc[a.Ciclo == '1º ciclo', :]\n",
    "a_2 = a.loc[a.Ciclo == '2º ciclo', :]\n",
    "a_3 = a.loc[a.Ciclo == '3º ciclo', :]\n",
    "#l1 = list(a_1.ID_ALUNO.unique())\n",
    "#l2 = set(list(a_2.ID_ALUNO.unique()))\n",
    "#l3 = set(list(a_3.ID_ALUNO.unique()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "2f4bef13",
   "metadata": {},
   "outputs": [],
   "source": [
    "a_12 = a_1.merge(a_2, how='left', on=['ID_ALUNO', 'disciplina'])\n",
    "a_12.rename(columns={\"nota_x\":\"nota_1\", \"nota_y\":\"nota_2\"}, inplace=True)\n",
    "#a123= a_12.merge(a_3, how='left', on='ID_ALUNO')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "a57ac83d",
   "metadata": {},
   "outputs": [],
   "source": [
    "a123= a_12.merge(a_3, how='left', on=['ID_ALUNO', 'disciplina'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "2109fc06",
   "metadata": {},
   "outputs": [],
   "source": [
    "a_12['diferencaC21'] = a_12['nota_y'] - a_12['nota_x']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "8f6ce2ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.19991709622892945"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_12.diferencaC21.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "7edc2338",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.6753551759400842"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_12.diferencaC21.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "6ea5edab",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nota_x</th>\n",
       "      <th>nota_y</th>\n",
       "      <th>diferencaC21</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>disciplina</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Educação Física</th>\n",
       "      <td>7.672757</td>\n",
       "      <td>7.202212</td>\n",
       "      <td>-0.472239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Artes (Educação artística, Teatro, Dança, Música, Artes plásticas e outras)</th>\n",
       "      <td>7.446830</td>\n",
       "      <td>7.122607</td>\n",
       "      <td>-0.325450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Espanhol</th>\n",
       "      <td>6.774310</td>\n",
       "      <td>6.479487</td>\n",
       "      <td>-0.312732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sociologia</th>\n",
       "      <td>7.397555</td>\n",
       "      <td>7.135805</td>\n",
       "      <td>-0.265738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Filosofia</th>\n",
       "      <td>7.374553</td>\n",
       "      <td>7.147382</td>\n",
       "      <td>-0.229987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Inglês</th>\n",
       "      <td>7.285359</td>\n",
       "      <td>7.066894</td>\n",
       "      <td>-0.222250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Geografia</th>\n",
       "      <td>7.266949</td>\n",
       "      <td>7.102382</td>\n",
       "      <td>-0.167721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Física</th>\n",
       "      <td>7.166412</td>\n",
       "      <td>7.013637</td>\n",
       "      <td>-0.154805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>História</th>\n",
       "      <td>7.270336</td>\n",
       "      <td>7.123577</td>\n",
       "      <td>-0.150425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Biologia</th>\n",
       "      <td>7.227736</td>\n",
       "      <td>7.087370</td>\n",
       "      <td>-0.144450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura Portuguesa</th>\n",
       "      <td>7.140427</td>\n",
       "      <td>7.011619</td>\n",
       "      <td>-0.132901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Matemática</th>\n",
       "      <td>7.074554</td>\n",
       "      <td>6.954324</td>\n",
       "      <td>-0.125877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Química</th>\n",
       "      <td>7.137143</td>\n",
       "      <td>7.019809</td>\n",
       "      <td>-0.121889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Outras áreas do conhecimento</th>\n",
       "      <td>7.521136</td>\n",
       "      <td>7.521489</td>\n",
       "      <td>-0.001471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ensino religioso</th>\n",
       "      <td>7.082609</td>\n",
       "      <td>7.321739</td>\n",
       "      <td>0.239130</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      nota_x    nota_y  \\\n",
       "disciplina                                                               \n",
       "Educação Física                                     7.672757  7.202212   \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  7.446830  7.122607   \n",
       "Língua/Literatura estrangeira - Espanhol            6.774310  6.479487   \n",
       "Sociologia                                          7.397555  7.135805   \n",
       "Filosofia                                           7.374553  7.147382   \n",
       "Língua/Literatura estrangeira - Inglês              7.285359  7.066894   \n",
       "Geografia                                           7.266949  7.102382   \n",
       "Física                                              7.166412  7.013637   \n",
       "História                                            7.270336  7.123577   \n",
       "Biologia                                            7.227736  7.087370   \n",
       "Língua/Literatura Portuguesa                        7.140427  7.011619   \n",
       "Matemática                                          7.074554  6.954324   \n",
       "Química                                             7.137143  7.019809   \n",
       "Outras áreas do conhecimento                        7.521136  7.521489   \n",
       "Ensino religioso                                    7.082609  7.321739   \n",
       "\n",
       "                                                    diferencaC21  \n",
       "disciplina                                                        \n",
       "Educação Física                                        -0.472239  \n",
       "Artes (Educação artística, Teatro, Dança, Músic...     -0.325450  \n",
       "Língua/Literatura estrangeira - Espanhol               -0.312732  \n",
       "Sociologia                                             -0.265738  \n",
       "Filosofia                                              -0.229987  \n",
       "Língua/Literatura estrangeira - Inglês                 -0.222250  \n",
       "Geografia                                              -0.167721  \n",
       "Física                                                 -0.154805  \n",
       "História                                               -0.150425  \n",
       "Biologia                                               -0.144450  \n",
       "Língua/Literatura Portuguesa                           -0.132901  \n",
       "Matemática                                             -0.125877  \n",
       "Química                                                -0.121889  \n",
       "Outras áreas do conhecimento                           -0.001471  \n",
       "Ensino religioso                                        0.239130  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a_12.groupby(by=['disciplina']).mean().sort_values(by='diferencaC21')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "1bdbb6e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>nota</th>\n",
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       "      <th>disciplina</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Artes (Educação artística, Teatro, Dança, Música, Artes plásticas e outras)</th>\n",
       "      <td>7.446830</td>\n",
       "      <td>7.122607</td>\n",
       "      <td>7.235049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Biologia</th>\n",
       "      <td>7.227736</td>\n",
       "      <td>7.087370</td>\n",
       "      <td>7.194776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Educação Física</th>\n",
       "      <td>7.672757</td>\n",
       "      <td>7.202212</td>\n",
       "      <td>7.330777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ensino religioso</th>\n",
       "      <td>7.082609</td>\n",
       "      <td>7.321739</td>\n",
       "      <td>5.760870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Filosofia</th>\n",
       "      <td>7.374553</td>\n",
       "      <td>7.147382</td>\n",
       "      <td>7.291407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Física</th>\n",
       "      <td>7.166412</td>\n",
       "      <td>7.013637</td>\n",
       "      <td>7.115210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Geografia</th>\n",
       "      <td>7.266949</td>\n",
       "      <td>7.102382</td>\n",
       "      <td>7.244564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>História</th>\n",
       "      <td>7.270336</td>\n",
       "      <td>7.123577</td>\n",
       "      <td>7.243853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura Portuguesa</th>\n",
       "      <td>7.140427</td>\n",
       "      <td>7.011619</td>\n",
       "      <td>7.129883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Espanhol</th>\n",
       "      <td>6.774310</td>\n",
       "      <td>6.479487</td>\n",
       "      <td>5.702236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Inglês</th>\n",
       "      <td>7.285359</td>\n",
       "      <td>7.066894</td>\n",
       "      <td>7.142252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Matemática</th>\n",
       "      <td>7.074554</td>\n",
       "      <td>6.954324</td>\n",
       "      <td>7.075787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Outras áreas do conhecimento</th>\n",
       "      <td>7.521136</td>\n",
       "      <td>7.521489</td>\n",
       "      <td>7.448971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Química</th>\n",
       "      <td>7.137143</td>\n",
       "      <td>7.019809</td>\n",
       "      <td>7.112703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sociologia</th>\n",
       "      <td>7.397555</td>\n",
       "      <td>7.135805</td>\n",
       "      <td>7.246135</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      nota_1    nota_2  \\\n",
       "disciplina                                                               \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  7.446830  7.122607   \n",
       "Biologia                                            7.227736  7.087370   \n",
       "Educação Física                                     7.672757  7.202212   \n",
       "Ensino religioso                                    7.082609  7.321739   \n",
       "Filosofia                                           7.374553  7.147382   \n",
       "Física                                              7.166412  7.013637   \n",
       "Geografia                                           7.266949  7.102382   \n",
       "História                                            7.270336  7.123577   \n",
       "Língua/Literatura Portuguesa                        7.140427  7.011619   \n",
       "Língua/Literatura estrangeira - Espanhol            6.774310  6.479487   \n",
       "Língua/Literatura estrangeira - Inglês              7.285359  7.066894   \n",
       "Matemática                                          7.074554  6.954324   \n",
       "Outras áreas do conhecimento                        7.521136  7.521489   \n",
       "Química                                             7.137143  7.019809   \n",
       "Sociologia                                          7.397555  7.135805   \n",
       "\n",
       "                                                        nota  \n",
       "disciplina                                                    \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  7.235049  \n",
       "Biologia                                            7.194776  \n",
       "Educação Física                                     7.330777  \n",
       "Ensino religioso                                    5.760870  \n",
       "Filosofia                                           7.291407  \n",
       "Física                                              7.115210  \n",
       "Geografia                                           7.244564  \n",
       "História                                            7.243853  \n",
       "Língua/Literatura Portuguesa                        7.129883  \n",
       "Língua/Literatura estrangeira - Espanhol            5.702236  \n",
       "Língua/Literatura estrangeira - Inglês              7.142252  \n",
       "Matemática                                          7.075787  \n",
       "Outras áreas do conhecimento                        7.448971  \n",
       "Química                                             7.112703  \n",
       "Sociologia                                          7.246135  "
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a123.groupby(by='disciplina').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "0016486b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>nota_1</th>\n",
       "      <th>nota_2</th>\n",
       "      <th>nota</th>\n",
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       "      <th>disciplina</th>\n",
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       "  <tbody>\n",
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       "      <th>Artes (Educação artística, Teatro, Dança, Música, Artes plásticas e outras)</th>\n",
       "      <td>1.460265</td>\n",
       "      <td>1.718498</td>\n",
       "      <td>1.781826</td>\n",
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       "    <tr>\n",
       "      <th>Biologia</th>\n",
       "      <td>1.502801</td>\n",
       "      <td>1.774770</td>\n",
       "      <td>1.823412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Educação Física</th>\n",
       "      <td>1.483008</td>\n",
       "      <td>1.764530</td>\n",
       "      <td>1.754503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ensino religioso</th>\n",
       "      <td>2.071155</td>\n",
       "      <td>2.418857</td>\n",
       "      <td>1.257971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Filosofia</th>\n",
       "      <td>1.475712</td>\n",
       "      <td>1.717428</td>\n",
       "      <td>1.743181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Física</th>\n",
       "      <td>1.480476</td>\n",
       "      <td>1.790285</td>\n",
       "      <td>1.793045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Geografia</th>\n",
       "      <td>1.473596</td>\n",
       "      <td>1.746709</td>\n",
       "      <td>1.756900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>História</th>\n",
       "      <td>1.460029</td>\n",
       "      <td>1.734133</td>\n",
       "      <td>1.775140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura Portuguesa</th>\n",
       "      <td>1.415345</td>\n",
       "      <td>1.717592</td>\n",
       "      <td>1.753337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Espanhol</th>\n",
       "      <td>1.492355</td>\n",
       "      <td>2.168937</td>\n",
       "      <td>2.542513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Inglês</th>\n",
       "      <td>1.447343</td>\n",
       "      <td>1.736774</td>\n",
       "      <td>1.749448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Matemática</th>\n",
       "      <td>1.509073</td>\n",
       "      <td>1.769022</td>\n",
       "      <td>1.795504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Outras áreas do conhecimento</th>\n",
       "      <td>1.359550</td>\n",
       "      <td>1.660688</td>\n",
       "      <td>1.636478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Química</th>\n",
       "      <td>1.506337</td>\n",
       "      <td>1.780905</td>\n",
       "      <td>1.803048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sociologia</th>\n",
       "      <td>1.481706</td>\n",
       "      <td>1.742512</td>\n",
       "      <td>1.786834</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      nota_1    nota_2  \\\n",
       "disciplina                                                               \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  1.460265  1.718498   \n",
       "Biologia                                            1.502801  1.774770   \n",
       "Educação Física                                     1.483008  1.764530   \n",
       "Ensino religioso                                    2.071155  2.418857   \n",
       "Filosofia                                           1.475712  1.717428   \n",
       "Física                                              1.480476  1.790285   \n",
       "Geografia                                           1.473596  1.746709   \n",
       "História                                            1.460029  1.734133   \n",
       "Língua/Literatura Portuguesa                        1.415345  1.717592   \n",
       "Língua/Literatura estrangeira - Espanhol            1.492355  2.168937   \n",
       "Língua/Literatura estrangeira - Inglês              1.447343  1.736774   \n",
       "Matemática                                          1.509073  1.769022   \n",
       "Outras áreas do conhecimento                        1.359550  1.660688   \n",
       "Química                                             1.506337  1.780905   \n",
       "Sociologia                                          1.481706  1.742512   \n",
       "\n",
       "                                                        nota  \n",
       "disciplina                                                    \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  1.781826  \n",
       "Biologia                                            1.823412  \n",
       "Educação Física                                     1.754503  \n",
       "Ensino religioso                                    1.257971  \n",
       "Filosofia                                           1.743181  \n",
       "Física                                              1.793045  \n",
       "Geografia                                           1.756900  \n",
       "História                                            1.775140  \n",
       "Língua/Literatura Portuguesa                        1.753337  \n",
       "Língua/Literatura estrangeira - Espanhol            2.542513  \n",
       "Língua/Literatura estrangeira - Inglês              1.749448  \n",
       "Matemática                                          1.795504  \n",
       "Outras áreas do conhecimento                        1.636478  \n",
       "Química                                             1.803048  \n",
       "Sociologia                                          1.786834  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a123.groupby(by='disciplina').std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "93d5afb0",
   "metadata": {},
   "outputs": [],
   "source": [
    "a123['C21'] = a123['nota_2'] - a123['nota_1']\n",
    "a123['C32'] = a123['nota'] - a123['nota_2']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "50ece0d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.19991709622892945"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a123['C21'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "55d092a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>nota_1</th>\n",
       "      <th>nota_2</th>\n",
       "      <th>nota</th>\n",
       "      <th>C21</th>\n",
       "      <th>C32</th>\n",
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       "    <tr>\n",
       "      <th>disciplina</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Ensino religioso</th>\n",
       "      <td>7.082609</td>\n",
       "      <td>7.321739</td>\n",
       "      <td>5.760870</td>\n",
       "      <td>0.239130</td>\n",
       "      <td>-1.560870</td>\n",
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       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Espanhol</th>\n",
       "      <td>6.774310</td>\n",
       "      <td>6.479487</td>\n",
       "      <td>5.702236</td>\n",
       "      <td>-0.312732</td>\n",
       "      <td>-0.808386</td>\n",
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       "    <tr>\n",
       "      <th>Outras áreas do conhecimento</th>\n",
       "      <td>7.521136</td>\n",
       "      <td>7.521489</td>\n",
       "      <td>7.448971</td>\n",
       "      <td>-0.001471</td>\n",
       "      <td>-0.062397</td>\n",
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       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Inglês</th>\n",
       "      <td>7.285359</td>\n",
       "      <td>7.066894</td>\n",
       "      <td>7.142252</td>\n",
       "      <td>-0.222250</td>\n",
       "      <td>0.073318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Química</th>\n",
       "      <td>7.137143</td>\n",
       "      <td>7.019809</td>\n",
       "      <td>7.112703</td>\n",
       "      <td>-0.121889</td>\n",
       "      <td>0.091188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Física</th>\n",
       "      <td>7.166412</td>\n",
       "      <td>7.013637</td>\n",
       "      <td>7.115210</td>\n",
       "      <td>-0.154805</td>\n",
       "      <td>0.097872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Biologia</th>\n",
       "      <td>7.227736</td>\n",
       "      <td>7.087370</td>\n",
       "      <td>7.194776</td>\n",
       "      <td>-0.144450</td>\n",
       "      <td>0.107677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Artes (Educação artística, Teatro, Dança, Música, Artes plásticas e outras)</th>\n",
       "      <td>7.446830</td>\n",
       "      <td>7.122607</td>\n",
       "      <td>7.235049</td>\n",
       "      <td>-0.325450</td>\n",
       "      <td>0.108462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sociologia</th>\n",
       "      <td>7.397555</td>\n",
       "      <td>7.135805</td>\n",
       "      <td>7.246135</td>\n",
       "      <td>-0.265738</td>\n",
       "      <td>0.108998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura Portuguesa</th>\n",
       "      <td>7.140427</td>\n",
       "      <td>7.011619</td>\n",
       "      <td>7.129883</td>\n",
       "      <td>-0.132901</td>\n",
       "      <td>0.114811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>História</th>\n",
       "      <td>7.270336</td>\n",
       "      <td>7.123577</td>\n",
       "      <td>7.243853</td>\n",
       "      <td>-0.150425</td>\n",
       "      <td>0.116327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Matemática</th>\n",
       "      <td>7.074554</td>\n",
       "      <td>6.954324</td>\n",
       "      <td>7.075787</td>\n",
       "      <td>-0.125877</td>\n",
       "      <td>0.120708</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Educação Física</th>\n",
       "      <td>7.672757</td>\n",
       "      <td>7.202212</td>\n",
       "      <td>7.330777</td>\n",
       "      <td>-0.472239</td>\n",
       "      <td>0.124499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Geografia</th>\n",
       "      <td>7.266949</td>\n",
       "      <td>7.102382</td>\n",
       "      <td>7.244564</td>\n",
       "      <td>-0.167721</td>\n",
       "      <td>0.141072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Filosofia</th>\n",
       "      <td>7.374553</td>\n",
       "      <td>7.147382</td>\n",
       "      <td>7.291407</td>\n",
       "      <td>-0.229987</td>\n",
       "      <td>0.144470</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      nota_1    nota_2  \\\n",
       "disciplina                                                               \n",
       "Ensino religioso                                    7.082609  7.321739   \n",
       "Língua/Literatura estrangeira - Espanhol            6.774310  6.479487   \n",
       "Outras áreas do conhecimento                        7.521136  7.521489   \n",
       "Língua/Literatura estrangeira - Inglês              7.285359  7.066894   \n",
       "Química                                             7.137143  7.019809   \n",
       "Física                                              7.166412  7.013637   \n",
       "Biologia                                            7.227736  7.087370   \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  7.446830  7.122607   \n",
       "Sociologia                                          7.397555  7.135805   \n",
       "Língua/Literatura Portuguesa                        7.140427  7.011619   \n",
       "História                                            7.270336  7.123577   \n",
       "Matemática                                          7.074554  6.954324   \n",
       "Educação Física                                     7.672757  7.202212   \n",
       "Geografia                                           7.266949  7.102382   \n",
       "Filosofia                                           7.374553  7.147382   \n",
       "\n",
       "                                                        nota       C21  \\\n",
       "disciplina                                                               \n",
       "Ensino religioso                                    5.760870  0.239130   \n",
       "Língua/Literatura estrangeira - Espanhol            5.702236 -0.312732   \n",
       "Outras áreas do conhecimento                        7.448971 -0.001471   \n",
       "Língua/Literatura estrangeira - Inglês              7.142252 -0.222250   \n",
       "Química                                             7.112703 -0.121889   \n",
       "Física                                              7.115210 -0.154805   \n",
       "Biologia                                            7.194776 -0.144450   \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  7.235049 -0.325450   \n",
       "Sociologia                                          7.246135 -0.265738   \n",
       "Língua/Literatura Portuguesa                        7.129883 -0.132901   \n",
       "História                                            7.243853 -0.150425   \n",
       "Matemática                                          7.075787 -0.125877   \n",
       "Educação Física                                     7.330777 -0.472239   \n",
       "Geografia                                           7.244564 -0.167721   \n",
       "Filosofia                                           7.291407 -0.229987   \n",
       "\n",
       "                                                         C32  \n",
       "disciplina                                                    \n",
       "Ensino religioso                                   -1.560870  \n",
       "Língua/Literatura estrangeira - Espanhol           -0.808386  \n",
       "Outras áreas do conhecimento                       -0.062397  \n",
       "Língua/Literatura estrangeira - Inglês              0.073318  \n",
       "Química                                             0.091188  \n",
       "Física                                              0.097872  \n",
       "Biologia                                            0.107677  \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  0.108462  \n",
       "Sociologia                                          0.108998  \n",
       "Língua/Literatura Portuguesa                        0.114811  \n",
       "História                                            0.116327  \n",
       "Matemática                                          0.120708  \n",
       "Educação Física                                     0.124499  \n",
       "Geografia                                           0.141072  \n",
       "Filosofia                                           0.144470  "
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a123.groupby(by=['disciplina']).mean().sort_values(by=['C32','C21'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "1aaef90d",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>1.636478</td>\n",
       "      <td>1.548373</td>\n",
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       "      <td>1.596297</td>\n",
       "      <td>1.707629</td>\n",
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       "      <th>Geografia</th>\n",
       "      <td>1.473596</td>\n",
       "      <td>1.746709</td>\n",
       "      <td>1.756900</td>\n",
       "      <td>1.659919</td>\n",
       "      <td>1.757495</td>\n",
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       "    <tr>\n",
       "      <th>História</th>\n",
       "      <td>1.460029</td>\n",
       "      <td>1.734133</td>\n",
       "      <td>1.775140</td>\n",
       "      <td>1.664023</td>\n",
       "      <td>1.758576</td>\n",
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       "    <tr>\n",
       "      <th>Filosofia</th>\n",
       "      <td>1.475712</td>\n",
       "      <td>1.717428</td>\n",
       "      <td>1.743181</td>\n",
       "      <td>1.686102</td>\n",
       "      <td>1.760643</td>\n",
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       "    <tr>\n",
       "      <th>Matemática</th>\n",
       "      <td>1.509073</td>\n",
       "      <td>1.769022</td>\n",
       "      <td>1.795504</td>\n",
       "      <td>1.633174</td>\n",
       "      <td>1.767562</td>\n",
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       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Inglês</th>\n",
       "      <td>1.447343</td>\n",
       "      <td>1.736774</td>\n",
       "      <td>1.749448</td>\n",
       "      <td>1.660115</td>\n",
       "      <td>1.778985</td>\n",
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       "    <tr>\n",
       "      <th>Biologia</th>\n",
       "      <td>1.502801</td>\n",
       "      <td>1.774770</td>\n",
       "      <td>1.823412</td>\n",
       "      <td>1.670484</td>\n",
       "      <td>1.789202</td>\n",
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       "      <th>Sociologia</th>\n",
       "      <td>1.481706</td>\n",
       "      <td>1.742512</td>\n",
       "      <td>1.786834</td>\n",
       "      <td>1.676951</td>\n",
       "      <td>1.792573</td>\n",
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       "    <tr>\n",
       "      <th>Química</th>\n",
       "      <td>1.506337</td>\n",
       "      <td>1.780905</td>\n",
       "      <td>1.803048</td>\n",
       "      <td>1.673772</td>\n",
       "      <td>1.793995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Artes (Educação artística, Teatro, Dança, Música, Artes plásticas e outras)</th>\n",
       "      <td>1.460265</td>\n",
       "      <td>1.718498</td>\n",
       "      <td>1.781826</td>\n",
       "      <td>1.692253</td>\n",
       "      <td>1.802364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Educação Física</th>\n",
       "      <td>1.483008</td>\n",
       "      <td>1.764530</td>\n",
       "      <td>1.754503</td>\n",
       "      <td>1.769602</td>\n",
       "      <td>1.816613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Física</th>\n",
       "      <td>1.480476</td>\n",
       "      <td>1.790285</td>\n",
       "      <td>1.793045</td>\n",
       "      <td>1.707711</td>\n",
       "      <td>1.833071</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ensino religioso</th>\n",
       "      <td>2.071155</td>\n",
       "      <td>2.418857</td>\n",
       "      <td>1.257971</td>\n",
       "      <td>0.927724</td>\n",
       "      <td>1.853679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Espanhol</th>\n",
       "      <td>1.492355</td>\n",
       "      <td>2.168937</td>\n",
       "      <td>2.542513</td>\n",
       "      <td>2.186312</td>\n",
       "      <td>2.083382</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      nota_1    nota_2  \\\n",
       "disciplina                                                               \n",
       "Outras áreas do conhecimento                        1.359550  1.660688   \n",
       "Língua/Literatura Portuguesa                        1.415345  1.717592   \n",
       "Geografia                                           1.473596  1.746709   \n",
       "História                                            1.460029  1.734133   \n",
       "Filosofia                                           1.475712  1.717428   \n",
       "Matemática                                          1.509073  1.769022   \n",
       "Língua/Literatura estrangeira - Inglês              1.447343  1.736774   \n",
       "Biologia                                            1.502801  1.774770   \n",
       "Sociologia                                          1.481706  1.742512   \n",
       "Química                                             1.506337  1.780905   \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  1.460265  1.718498   \n",
       "Educação Física                                     1.483008  1.764530   \n",
       "Física                                              1.480476  1.790285   \n",
       "Ensino religioso                                    2.071155  2.418857   \n",
       "Língua/Literatura estrangeira - Espanhol            1.492355  2.168937   \n",
       "\n",
       "                                                        nota       C21  \\\n",
       "disciplina                                                               \n",
       "Outras áreas do conhecimento                        1.636478  1.548373   \n",
       "Língua/Literatura Portuguesa                        1.753337  1.596297   \n",
       "Geografia                                           1.756900  1.659919   \n",
       "História                                            1.775140  1.664023   \n",
       "Filosofia                                           1.743181  1.686102   \n",
       "Matemática                                          1.795504  1.633174   \n",
       "Língua/Literatura estrangeira - Inglês              1.749448  1.660115   \n",
       "Biologia                                            1.823412  1.670484   \n",
       "Sociologia                                          1.786834  1.676951   \n",
       "Química                                             1.803048  1.673772   \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  1.781826  1.692253   \n",
       "Educação Física                                     1.754503  1.769602   \n",
       "Física                                              1.793045  1.707711   \n",
       "Ensino religioso                                    1.257971  0.927724   \n",
       "Língua/Literatura estrangeira - Espanhol            2.542513  2.186312   \n",
       "\n",
       "                                                         C32  \n",
       "disciplina                                                    \n",
       "Outras áreas do conhecimento                        1.573686  \n",
       "Língua/Literatura Portuguesa                        1.707629  \n",
       "Geografia                                           1.757495  \n",
       "História                                            1.758576  \n",
       "Filosofia                                           1.760643  \n",
       "Matemática                                          1.767562  \n",
       "Língua/Literatura estrangeira - Inglês              1.778985  \n",
       "Biologia                                            1.789202  \n",
       "Sociologia                                          1.792573  \n",
       "Química                                             1.793995  \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  1.802364  \n",
       "Educação Física                                     1.816613  \n",
       "Física                                              1.833071  \n",
       "Ensino religioso                                    1.853679  \n",
       "Língua/Literatura estrangeira - Espanhol            2.083382  "
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a123.groupby(by=['disciplina']).std().sort_values(by=['C32','C21'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "088a7c71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1431929, 10)"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a123.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "abf2a571",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.6753551759400842"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a123['C21'].std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "3aea8446",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.10933766189878878"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a123['C32'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "487bc3d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.7767386136959136"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a123['C32'].std()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88573d61",
   "metadata": {},
   "source": [
    "## Alunos que evadiram em 2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8360f015",
   "metadata": {},
   "outputs": [],
   "source": [
    "aluno_abadono = df_matricula[(df_matricula.MAT_2020 == 1) & (df_matricula.MAT_2021 == 0)].drop(columns=[\"MAT_2020\", 'MAT_2021', 'ID_ESCOLA', 'ID_ESCOLA_CENSO', 'SERIE_2021'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7c673019",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_nota_2020.rename(columns={\"matricula\":\"ID_ALUNO\"}, inplace=True)\n",
    "aluno_abadono = aluno_abadono.merge(df_nota_2020, how='left', on='ID_ALUNO') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "32319050",
   "metadata": {},
   "outputs": [],
   "source": [
    "aluno_abadono.drop(columns=['cod_escola', 'escola', 'cod_municipio',\n",
    "       'municipio', 'cod_regional', 'regional', 'etapa', 'serie', 'co_turma',\n",
    "       'sexo', 'cod_raca_cor',  'cod_disciplina'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "d8f48871",
   "metadata": {},
   "outputs": [],
   "source": [
    "xx = aluno_abadono.groupby(by=['ID_ALUNO', 'Ciclo', 'disciplina']).mean().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f371e34e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1° Ciclo\n",
      "Média: 7.3633054560627125\n",
      "Desvio Padrão: 1.0716309818152472\n"
     ]
    }
   ],
   "source": [
    "print(\"1° Ciclo\\nMédia: {}\\nDesvio Padrão: {}\".format(xx.loc[xx.Ciclo == '1º ciclo'].nota.mean(), xx.loc[xx.Ciclo == '1º ciclo'].nota.std()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "af1e042c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2° Ciclo\n",
      "Média: 7.203599089963922\n",
      "Desvio Padrão: 1.5092278450069123\n"
     ]
    }
   ],
   "source": [
    "print(\"2° Ciclo\\nMédia: {}\\nDesvio Padrão: {}\".format(xx.loc[xx.Ciclo == '2º ciclo'].nota.mean(), xx.loc[xx.Ciclo == '2º ciclo'].nota.std()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5a897ece",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3° Ciclo\n",
      "Média: 7.275737204227971\n",
      "Desvio Padrão: 1.5675644823997439\n"
     ]
    }
   ],
   "source": [
    "print(\"3° Ciclo\\nMédia: {}\\nDesvio Padrão: {}\".format(xx.loc[xx.Ciclo == '3º ciclo'].nota.mean(), xx.loc[xx.Ciclo == '3º ciclo'].nota.std()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "e1dacaa1",
   "metadata": {},
   "outputs": [],
   "source": [
    "b_1 = xx.loc[xx.Ciclo == '1º ciclo', :]\n",
    "b_2 = xx.loc[xx.Ciclo == '2º ciclo', :]\n",
    "b_3 = xx.loc[xx.Ciclo == '3º ciclo', :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "016df69a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2109713, 5)"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xx.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "3c17dd3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "b_12 = b_1.merge(b_2, how='left', on=['ID_ALUNO', 'disciplina'])\n",
    "b123= b_12.merge(b_3, how='left', on=['ID_ALUNO', 'disciplina'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "48e932cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "b123['C21'] = b123['nota_y'] - b123['nota_x']\n",
    "b123['C32'] = b123['nota'] - b123['nota_y']\n",
    "b123.rename(columns={'nota_y': 'nota_2', 'nota_x':'nota_1', 'nota':'nota_3'}, inplace=True)\n",
    "b123.drop(columns=['ETAPA_2021_x', 'ETAPA_2021_y', 'ETAPA_2021'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "5897ba08",
   "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>nota_1</th>\n",
       "      <th>nota_2</th>\n",
       "      <th>nota_3</th>\n",
       "      <th>C21</th>\n",
       "      <th>C32</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>disciplina</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Outras áreas do conhecimento</th>\n",
       "      <td>7.434490</td>\n",
       "      <td>7.507077</td>\n",
       "      <td>7.455684</td>\n",
       "      <td>0.070506</td>\n",
       "      <td>-0.051631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Matemática</th>\n",
       "      <td>7.142820</td>\n",
       "      <td>7.119978</td>\n",
       "      <td>7.107529</td>\n",
       "      <td>-0.029903</td>\n",
       "      <td>-0.018235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Física</th>\n",
       "      <td>7.243285</td>\n",
       "      <td>7.183911</td>\n",
       "      <td>7.232828</td>\n",
       "      <td>-0.064137</td>\n",
       "      <td>0.046075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Química</th>\n",
       "      <td>7.216372</td>\n",
       "      <td>7.175179</td>\n",
       "      <td>7.238309</td>\n",
       "      <td>-0.046198</td>\n",
       "      <td>0.057947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Filosofia</th>\n",
       "      <td>7.458153</td>\n",
       "      <td>7.310487</td>\n",
       "      <td>7.375072</td>\n",
       "      <td>-0.152578</td>\n",
       "      <td>0.061003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura Portuguesa</th>\n",
       "      <td>7.262295</td>\n",
       "      <td>7.157785</td>\n",
       "      <td>7.223286</td>\n",
       "      <td>-0.115084</td>\n",
       "      <td>0.062980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Inglês</th>\n",
       "      <td>7.394722</td>\n",
       "      <td>7.203855</td>\n",
       "      <td>7.275919</td>\n",
       "      <td>-0.196415</td>\n",
       "      <td>0.066711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sociologia</th>\n",
       "      <td>7.514562</td>\n",
       "      <td>7.289068</td>\n",
       "      <td>7.364610</td>\n",
       "      <td>-0.230830</td>\n",
       "      <td>0.067787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Biologia</th>\n",
       "      <td>7.323547</td>\n",
       "      <td>7.214743</td>\n",
       "      <td>7.294530</td>\n",
       "      <td>-0.115989</td>\n",
       "      <td>0.070860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>História</th>\n",
       "      <td>7.394379</td>\n",
       "      <td>7.252962</td>\n",
       "      <td>7.330904</td>\n",
       "      <td>-0.149086</td>\n",
       "      <td>0.075124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Geografia</th>\n",
       "      <td>7.363191</td>\n",
       "      <td>7.250575</td>\n",
       "      <td>7.350215</td>\n",
       "      <td>-0.118691</td>\n",
       "      <td>0.096078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Educação Física</th>\n",
       "      <td>7.751863</td>\n",
       "      <td>7.301328</td>\n",
       "      <td>7.407059</td>\n",
       "      <td>-0.455136</td>\n",
       "      <td>0.096244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Artes (Educação artística, Teatro, Dança, Música, Artes plásticas e outras)</th>\n",
       "      <td>7.529561</td>\n",
       "      <td>7.206726</td>\n",
       "      <td>7.331764</td>\n",
       "      <td>-0.326555</td>\n",
       "      <td>0.122350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Espanhol</th>\n",
       "      <td>7.517537</td>\n",
       "      <td>7.291348</td>\n",
       "      <td>7.424190</td>\n",
       "      <td>-0.229027</td>\n",
       "      <td>0.132169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ensino religioso</th>\n",
       "      <td>6.133333</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>6.600000</td>\n",
       "      <td>-0.133333</td>\n",
       "      <td>0.600000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                      nota_1    nota_2  \\\n",
       "disciplina                                                               \n",
       "Outras áreas do conhecimento                        7.434490  7.507077   \n",
       "Matemática                                          7.142820  7.119978   \n",
       "Física                                              7.243285  7.183911   \n",
       "Química                                             7.216372  7.175179   \n",
       "Filosofia                                           7.458153  7.310487   \n",
       "Língua/Literatura Portuguesa                        7.262295  7.157785   \n",
       "Língua/Literatura estrangeira - Inglês              7.394722  7.203855   \n",
       "Sociologia                                          7.514562  7.289068   \n",
       "Biologia                                            7.323547  7.214743   \n",
       "História                                            7.394379  7.252962   \n",
       "Geografia                                           7.363191  7.250575   \n",
       "Educação Física                                     7.751863  7.301328   \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  7.529561  7.206726   \n",
       "Língua/Literatura estrangeira - Espanhol            7.517537  7.291348   \n",
       "Ensino religioso                                    6.133333  6.000000   \n",
       "\n",
       "                                                      nota_3       C21  \\\n",
       "disciplina                                                               \n",
       "Outras áreas do conhecimento                        7.455684  0.070506   \n",
       "Matemática                                          7.107529 -0.029903   \n",
       "Física                                              7.232828 -0.064137   \n",
       "Química                                             7.238309 -0.046198   \n",
       "Filosofia                                           7.375072 -0.152578   \n",
       "Língua/Literatura Portuguesa                        7.223286 -0.115084   \n",
       "Língua/Literatura estrangeira - Inglês              7.275919 -0.196415   \n",
       "Sociologia                                          7.364610 -0.230830   \n",
       "Biologia                                            7.294530 -0.115989   \n",
       "História                                            7.330904 -0.149086   \n",
       "Geografia                                           7.350215 -0.118691   \n",
       "Educação Física                                     7.407059 -0.455136   \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  7.331764 -0.326555   \n",
       "Língua/Literatura estrangeira - Espanhol            7.424190 -0.229027   \n",
       "Ensino religioso                                    6.600000 -0.133333   \n",
       "\n",
       "                                                         C32  \n",
       "disciplina                                                    \n",
       "Outras áreas do conhecimento                       -0.051631  \n",
       "Matemática                                         -0.018235  \n",
       "Física                                              0.046075  \n",
       "Química                                             0.057947  \n",
       "Filosofia                                           0.061003  \n",
       "Língua/Literatura Portuguesa                        0.062980  \n",
       "Língua/Literatura estrangeira - Inglês              0.066711  \n",
       "Sociologia                                          0.067787  \n",
       "Biologia                                            0.070860  \n",
       "História                                            0.075124  \n",
       "Geografia                                           0.096078  \n",
       "Educação Física                                     0.096244  \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  0.122350  \n",
       "Língua/Literatura estrangeira - Espanhol            0.132169  \n",
       "Ensino religioso                                    0.600000  "
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b123.groupby(by=['disciplina']).mean().sort_values(by=['C32','C21'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "b33fef56",
   "metadata": {},
   "outputs": [
    {
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       "      <th>nota_1</th>\n",
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       "      <th></th>\n",
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       "      <th>Língua/Literatura Portuguesa</th>\n",
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       "      <td>1.802051</td>\n",
       "      <td>1.878142</td>\n",
       "      <td>1.628308</td>\n",
       "      <td>1.687543</td>\n",
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       "      <th>Outras áreas do conhecimento</th>\n",
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       "      <td>1.743184</td>\n",
       "      <td>1.735141</td>\n",
       "      <td>1.680937</td>\n",
       "      <td>1.689841</td>\n",
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       "      <th>Geografia</th>\n",
       "      <td>1.509396</td>\n",
       "      <td>1.818972</td>\n",
       "      <td>1.858225</td>\n",
       "      <td>1.687243</td>\n",
       "      <td>1.745592</td>\n",
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       "    <tr>\n",
       "      <th>Matemática</th>\n",
       "      <td>1.568287</td>\n",
       "      <td>1.867537</td>\n",
       "      <td>1.895379</td>\n",
       "      <td>1.673056</td>\n",
       "      <td>1.753023</td>\n",
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       "      <th>Língua/Literatura estrangeira - Espanhol</th>\n",
       "      <td>1.456176</td>\n",
       "      <td>1.709864</td>\n",
       "      <td>1.679313</td>\n",
       "      <td>1.595069</td>\n",
       "      <td>1.762405</td>\n",
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       "      <th>Artes (Educação artística, Teatro, Dança, Música, Artes plásticas e outras)</th>\n",
       "      <td>1.502496</td>\n",
       "      <td>1.765722</td>\n",
       "      <td>1.795612</td>\n",
       "      <td>1.672467</td>\n",
       "      <td>1.785062</td>\n",
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       "      <th>Biologia</th>\n",
       "      <td>1.523035</td>\n",
       "      <td>1.879142</td>\n",
       "      <td>1.913977</td>\n",
       "      <td>1.709610</td>\n",
       "      <td>1.792927</td>\n",
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       "      <th>História</th>\n",
       "      <td>1.508727</td>\n",
       "      <td>1.832058</td>\n",
       "      <td>1.907503</td>\n",
       "      <td>1.696251</td>\n",
       "      <td>1.798235</td>\n",
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       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Inglês</th>\n",
       "      <td>1.448597</td>\n",
       "      <td>1.814380</td>\n",
       "      <td>1.839736</td>\n",
       "      <td>1.664243</td>\n",
       "      <td>1.798994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Filosofia</th>\n",
       "      <td>1.522757</td>\n",
       "      <td>1.799048</td>\n",
       "      <td>1.854096</td>\n",
       "      <td>1.696106</td>\n",
       "      <td>1.800176</td>\n",
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       "      <th>Química</th>\n",
       "      <td>1.564928</td>\n",
       "      <td>1.883601</td>\n",
       "      <td>1.911779</td>\n",
       "      <td>1.739429</td>\n",
       "      <td>1.835252</td>\n",
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       "    <tr>\n",
       "      <th>Física</th>\n",
       "      <td>1.512612</td>\n",
       "      <td>1.866041</td>\n",
       "      <td>1.903398</td>\n",
       "      <td>1.712956</td>\n",
       "      <td>1.839112</td>\n",
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       "      <th>Sociologia</th>\n",
       "      <td>1.531542</td>\n",
       "      <td>1.855329</td>\n",
       "      <td>1.904995</td>\n",
       "      <td>1.728859</td>\n",
       "      <td>1.848587</td>\n",
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       "      <th>Educação Física</th>\n",
       "      <td>1.510142</td>\n",
       "      <td>1.905520</td>\n",
       "      <td>1.963802</td>\n",
       "      <td>1.857578</td>\n",
       "      <td>1.886239</td>\n",
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       "    <tr>\n",
       "      <th>Ensino religioso</th>\n",
       "      <td>2.063364</td>\n",
       "      <td>2.406887</td>\n",
       "      <td>4.073463</td>\n",
       "      <td>0.345746</td>\n",
       "      <td>3.091702</td>\n",
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       "                                                      nota_1    nota_2  \\\n",
       "disciplina                                                               \n",
       "Língua/Literatura Portuguesa                        1.490627  1.802051   \n",
       "Outras áreas do conhecimento                        1.412795  1.743184   \n",
       "Geografia                                           1.509396  1.818972   \n",
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       "Língua/Literatura estrangeira - Espanhol            1.456176  1.709864   \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  1.502496  1.765722   \n",
       "Biologia                                            1.523035  1.879142   \n",
       "História                                            1.508727  1.832058   \n",
       "Língua/Literatura estrangeira - Inglês              1.448597  1.814380   \n",
       "Filosofia                                           1.522757  1.799048   \n",
       "Química                                             1.564928  1.883601   \n",
       "Física                                              1.512612  1.866041   \n",
       "Sociologia                                          1.531542  1.855329   \n",
       "Educação Física                                     1.510142  1.905520   \n",
       "Ensino religioso                                    2.063364  2.406887   \n",
       "\n",
       "                                                      nota_3       C21  \\\n",
       "disciplina                                                               \n",
       "Língua/Literatura Portuguesa                        1.878142  1.628308   \n",
       "Outras áreas do conhecimento                        1.735141  1.680937   \n",
       "Geografia                                           1.858225  1.687243   \n",
       "Matemática                                          1.895379  1.673056   \n",
       "Língua/Literatura estrangeira - Espanhol            1.679313  1.595069   \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  1.795612  1.672467   \n",
       "Biologia                                            1.913977  1.709610   \n",
       "História                                            1.907503  1.696251   \n",
       "Língua/Literatura estrangeira - Inglês              1.839736  1.664243   \n",
       "Filosofia                                           1.854096  1.696106   \n",
       "Química                                             1.911779  1.739429   \n",
       "Física                                              1.903398  1.712956   \n",
       "Sociologia                                          1.904995  1.728859   \n",
       "Educação Física                                     1.963802  1.857578   \n",
       "Ensino religioso                                    4.073463  0.345746   \n",
       "\n",
       "                                                         C32  \n",
       "disciplina                                                    \n",
       "Língua/Literatura Portuguesa                        1.687543  \n",
       "Outras áreas do conhecimento                        1.689841  \n",
       "Geografia                                           1.745592  \n",
       "Matemática                                          1.753023  \n",
       "Língua/Literatura estrangeira - Espanhol            1.762405  \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  1.785062  \n",
       "Biologia                                            1.792927  \n",
       "História                                            1.798235  \n",
       "Língua/Literatura estrangeira - Inglês              1.798994  \n",
       "Filosofia                                           1.800176  \n",
       "Química                                             1.835252  \n",
       "Física                                              1.839112  \n",
       "Sociologia                                          1.848587  \n",
       "Educação Física                                     1.886239  \n",
       "Ensino religioso                                    3.091702  "
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b123.groupby(by=['disciplina']).std().sort_values(by=['C32','C21'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "87b115b6",
   "metadata": {},
   "outputs": [
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       "      <th>Artes (Educação artística, Teatro, Dança, Música, Artes plásticas e outras)</th>\n",
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       "      <td>7.529561</td>\n",
       "      <td>1.502496</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>7.5</td>\n",
       "      <td>8.8</td>\n",
       "      <td>10.0</td>\n",
       "      <td>24059.0</td>\n",
       "      <td>7.206726</td>\n",
       "      <td>...</td>\n",
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       "      <td>10.0</td>\n",
       "      <td>23920.0</td>\n",
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       "      <td>1.785062</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>-0.7</td>\n",
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       "      <td>7.323547</td>\n",
       "      <td>1.523035</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.3</td>\n",
       "      <td>8.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>58857.0</td>\n",
       "      <td>7.214743</td>\n",
       "      <td>...</td>\n",
       "      <td>0.8</td>\n",
       "      <td>10.0</td>\n",
       "      <td>58642.0</td>\n",
       "      <td>0.070860</td>\n",
       "      <td>1.792927</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
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       "      <th>Educação Física</th>\n",
       "      <td>37381.0</td>\n",
       "      <td>7.751863</td>\n",
       "      <td>1.510142</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>8.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>37148.0</td>\n",
       "      <td>7.301328</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>36990.0</td>\n",
       "      <td>0.096244</td>\n",
       "      <td>1.886239</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
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       "      <th>Ensino religioso</th>\n",
       "      <td>30.0</td>\n",
       "      <td>6.133333</td>\n",
       "      <td>2.063364</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>3.091702</td>\n",
       "      <td>-7.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
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       "      <th>Filosofia</th>\n",
       "      <td>58838.0</td>\n",
       "      <td>7.458153</td>\n",
       "      <td>1.522757</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>7.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>58547.0</td>\n",
       "      <td>7.310487</td>\n",
       "      <td>...</td>\n",
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       "      <td>10.0</td>\n",
       "      <td>58347.0</td>\n",
       "      <td>0.061003</td>\n",
       "      <td>1.800176</td>\n",
       "      <td>-10.0</td>\n",
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       "      <td>0.0</td>\n",
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       "      <th>Física</th>\n",
       "      <td>59225.0</td>\n",
       "      <td>7.243285</td>\n",
       "      <td>1.512612</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>58900.0</td>\n",
       "      <td>7.183911</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9</td>\n",
       "      <td>10.0</td>\n",
       "      <td>58707.0</td>\n",
       "      <td>0.046075</td>\n",
       "      <td>1.839112</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
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       "      <th>Geografia</th>\n",
       "      <td>58844.0</td>\n",
       "      <td>7.363191</td>\n",
       "      <td>1.509396</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.2</td>\n",
       "      <td>7.3</td>\n",
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       "      <td>10.0</td>\n",
       "      <td>58542.0</td>\n",
       "      <td>7.250575</td>\n",
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       "      <td>58922.0</td>\n",
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       "      <td>58595.0</td>\n",
       "      <td>0.075124</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura Portuguesa</th>\n",
       "      <td>59227.0</td>\n",
       "      <td>7.262295</td>\n",
       "      <td>1.490627</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>7.2</td>\n",
       "      <td>8.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>58858.0</td>\n",
       "      <td>7.157785</td>\n",
       "      <td>...</td>\n",
       "      <td>0.8</td>\n",
       "      <td>10.0</td>\n",
       "      <td>58485.0</td>\n",
       "      <td>0.062980</td>\n",
       "      <td>1.687543</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>-0.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Espanhol</th>\n",
       "      <td>41261.0</td>\n",
       "      <td>7.517537</td>\n",
       "      <td>1.456176</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>7.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>41145.0</td>\n",
       "      <td>7.291348</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>9.0</td>\n",
       "      <td>41010.0</td>\n",
       "      <td>0.132169</td>\n",
       "      <td>1.762405</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Língua/Literatura estrangeira - Inglês</th>\n",
       "      <td>58962.0</td>\n",
       "      <td>7.394722</td>\n",
       "      <td>1.448597</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.3</td>\n",
       "      <td>7.4</td>\n",
       "      <td>8.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>58708.0</td>\n",
       "      <td>7.203855</td>\n",
       "      <td>...</td>\n",
       "      <td>0.7</td>\n",
       "      <td>10.0</td>\n",
       "      <td>58379.0</td>\n",
       "      <td>0.066711</td>\n",
       "      <td>1.798994</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Matemática</th>\n",
       "      <td>59222.0</td>\n",
       "      <td>7.142820</td>\n",
       "      <td>1.568287</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>10.0</td>\n",
       "      <td>58883.0</td>\n",
       "      <td>7.119978</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9</td>\n",
       "      <td>9.2</td>\n",
       "      <td>58688.0</td>\n",
       "      <td>-0.018235</td>\n",
       "      <td>1.753023</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>-0.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Outras áreas do conhecimento</th>\n",
       "      <td>9946.0</td>\n",
       "      <td>7.434490</td>\n",
       "      <td>1.412795</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>8.5</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9924.0</td>\n",
       "      <td>7.507077</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9787.0</td>\n",
       "      <td>-0.051631</td>\n",
       "      <td>1.689841</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.8</td>\n",
       "      <td>9.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Química</th>\n",
       "      <td>59195.0</td>\n",
       "      <td>7.216372</td>\n",
       "      <td>1.564928</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>58878.0</td>\n",
       "      <td>7.175179</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9</td>\n",
       "      <td>10.0</td>\n",
       "      <td>58705.0</td>\n",
       "      <td>0.057947</td>\n",
       "      <td>1.835252</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sociologia</th>\n",
       "      <td>58856.0</td>\n",
       "      <td>7.514562</td>\n",
       "      <td>1.531542</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.5</td>\n",
       "      <td>7.5</td>\n",
       "      <td>8.6</td>\n",
       "      <td>10.0</td>\n",
       "      <td>58547.0</td>\n",
       "      <td>7.289068</td>\n",
       "      <td>...</td>\n",
       "      <td>0.6</td>\n",
       "      <td>9.0</td>\n",
       "      <td>58249.0</td>\n",
       "      <td>0.067787</td>\n",
       "      <td>1.848587</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>-0.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     nota_1            \\\n",
       "                                                      count      mean   \n",
       "disciplina                                                              \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  24170.0  7.529561   \n",
       "Biologia                                            59184.0  7.323547   \n",
       "Educação Física                                     37381.0  7.751863   \n",
       "Ensino religioso                                       30.0  6.133333   \n",
       "Filosofia                                           58838.0  7.458153   \n",
       "Física                                              59225.0  7.243285   \n",
       "Geografia                                           58844.0  7.363191   \n",
       "História                                            59257.0  7.394379   \n",
       "Língua/Literatura Portuguesa                        59227.0  7.262295   \n",
       "Língua/Literatura estrangeira - Espanhol            41261.0  7.517537   \n",
       "Língua/Literatura estrangeira - Inglês              58962.0  7.394722   \n",
       "Matemática                                          59222.0  7.142820   \n",
       "Outras áreas do conhecimento                         9946.0  7.434490   \n",
       "Química                                             59195.0  7.216372   \n",
       "Sociologia                                          58856.0  7.514562   \n",
       "\n",
       "                                                                             \\\n",
       "                                                         std  min  25%  50%   \n",
       "disciplina                                                                    \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  1.502496  0.0  6.3  7.5   \n",
       "Biologia                                            1.523035  0.0  6.0  7.3   \n",
       "Educação Física                                     1.510142  0.0  6.6  8.0   \n",
       "Ensino religioso                                    2.063364  1.0  7.0  7.0   \n",
       "Filosofia                                           1.522757  0.0  6.3  7.5   \n",
       "Física                                              1.512612  0.0  6.0  7.0   \n",
       "Geografia                                           1.509396  0.0  6.2  7.3   \n",
       "História                                            1.508727  0.0  6.1  7.5   \n",
       "Língua/Literatura Portuguesa                        1.490627  0.0  6.1  7.2   \n",
       "Língua/Literatura estrangeira - Espanhol            1.456176  0.0  6.3  7.5   \n",
       "Língua/Literatura estrangeira - Inglês              1.448597  0.0  6.3  7.4   \n",
       "Matemática                                          1.568287  0.0  6.0  7.0   \n",
       "Outras áreas do conhecimento                        1.412795  0.0  6.5  7.5   \n",
       "Química                                             1.564928  0.0  6.0  7.0   \n",
       "Sociologia                                          1.531542  0.0  6.5  7.5   \n",
       "\n",
       "                                                                nota_2  \\\n",
       "                                                    75%   max    count   \n",
       "disciplina                                                               \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  8.8  10.0  24059.0   \n",
       "Biologia                                            8.5  10.0  58857.0   \n",
       "Educação Física                                     9.0  10.0  37148.0   \n",
       "Ensino religioso                                    7.0   7.0     30.0   \n",
       "Filosofia                                           8.5  10.0  58547.0   \n",
       "Física                                              8.3  10.0  58900.0   \n",
       "Geografia                                           8.5  10.0  58542.0   \n",
       "História                                            8.5  10.0  58922.0   \n",
       "Língua/Literatura Portuguesa                        8.3  10.0  58858.0   \n",
       "Língua/Literatura estrangeira - Espanhol            8.5  10.0  41145.0   \n",
       "Língua/Literatura estrangeira - Inglês              8.5  10.0  58708.0   \n",
       "Matemática                                          8.2  10.0  58883.0   \n",
       "Outras áreas do conhecimento                        8.5  10.0   9924.0   \n",
       "Química                                             8.3  10.0  58878.0   \n",
       "Sociologia                                          8.6  10.0  58547.0   \n",
       "\n",
       "                                                              ...  C21        \\\n",
       "                                                        mean  ...  75%   max   \n",
       "disciplina                                                    ...              \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  7.206726  ...  0.5  10.0   \n",
       "Biologia                                            7.214743  ...  0.8  10.0   \n",
       "Educação Física                                     7.301328  ...  0.5  10.0   \n",
       "Ensino religioso                                    6.000000  ...  0.0   0.0   \n",
       "Filosofia                                           7.310487  ...  0.7  10.0   \n",
       "Física                                              7.183911  ...  0.9  10.0   \n",
       "Geografia                                           7.250575  ...  0.8  10.0   \n",
       "História                                            7.252962  ...  0.8  10.0   \n",
       "Língua/Literatura Portuguesa                        7.157785  ...  0.8  10.0   \n",
       "Língua/Literatura estrangeira - Espanhol            7.291348  ...  0.5   9.0   \n",
       "Língua/Literatura estrangeira - Inglês              7.203855  ...  0.7  10.0   \n",
       "Matemática                                          7.119978  ...  0.9   9.2   \n",
       "Outras áreas do conhecimento                        7.507077  ...  1.0   9.0   \n",
       "Química                                             7.175179  ...  0.9  10.0   \n",
       "Sociologia                                          7.289068  ...  0.6   9.0   \n",
       "\n",
       "                                                        C32            \\\n",
       "                                                      count      mean   \n",
       "disciplina                                                              \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  23920.0  0.122350   \n",
       "Biologia                                            58642.0  0.070860   \n",
       "Educação Física                                     36990.0  0.096244   \n",
       "Ensino religioso                                       30.0  0.600000   \n",
       "Filosofia                                           58347.0  0.061003   \n",
       "Física                                              58707.0  0.046075   \n",
       "Geografia                                           58332.0  0.096078   \n",
       "História                                            58595.0  0.075124   \n",
       "Língua/Literatura Portuguesa                        58485.0  0.062980   \n",
       "Língua/Literatura estrangeira - Espanhol            41010.0  0.132169   \n",
       "Língua/Literatura estrangeira - Inglês              58379.0  0.066711   \n",
       "Matemática                                          58688.0 -0.018235   \n",
       "Outras áreas do conhecimento                         9787.0 -0.051631   \n",
       "Química                                             58705.0  0.057947   \n",
       "Sociologia                                          58249.0  0.067787   \n",
       "\n",
       "                                                                              \\\n",
       "                                                         std   min  25%  50%   \n",
       "disciplina                                                                     \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  1.785062 -10.0 -0.7  0.0   \n",
       "Biologia                                            1.792927 -10.0 -0.8  0.0   \n",
       "Educação Física                                     1.886239 -10.0 -0.8  0.0   \n",
       "Ensino religioso                                    3.091702  -7.0 -1.0  1.5   \n",
       "Filosofia                                           1.800176 -10.0 -0.8  0.0   \n",
       "Física                                              1.839112 -10.0 -0.9  0.0   \n",
       "Geografia                                           1.745592 -10.0 -0.7  0.0   \n",
       "História                                            1.798235 -10.0 -0.8  0.0   \n",
       "Língua/Literatura Portuguesa                        1.687543 -10.0 -0.7  0.0   \n",
       "Língua/Literatura estrangeira - Espanhol            1.762405 -10.0 -0.8  0.0   \n",
       "Língua/Literatura estrangeira - Inglês              1.798994 -10.0 -0.8  0.0   \n",
       "Matemática                                          1.753023 -10.0 -0.9  0.0   \n",
       "Outras áreas do conhecimento                        1.689841  -9.0 -1.0  0.0   \n",
       "Química                                             1.835252 -10.0 -0.8  0.0   \n",
       "Sociologia                                          1.848587 -10.0 -0.8  0.0   \n",
       "\n",
       "                                                               \n",
       "                                                    75%   max  \n",
       "disciplina                                                     \n",
       "Artes (Educação artística, Teatro, Dança, Músic...  1.0  10.0  \n",
       "Biologia                                            1.0  10.0  \n",
       "Educação Física                                     1.0  10.0  \n",
       "Ensino religioso                                    3.0   3.0  \n",
       "Filosofia                                           1.0  10.0  \n",
       "Física                                              1.0  10.0  \n",
       "Geografia                                           1.0  10.0  \n",
       "História                                            1.0  10.0  \n",
       "Língua/Literatura Portuguesa                        1.0  10.0  \n",
       "Língua/Literatura estrangeira - Espanhol            1.0  10.0  \n",
       "Língua/Literatura estrangeira - Inglês              1.0  10.0  \n",
       "Matemática                                          1.0  10.0  \n",
       "Outras áreas do conhecimento                        0.8   9.7  \n",
       "Química                                             1.0  10.0  \n",
       "Sociologia                                          1.0  10.0  \n",
       "\n",
       "[15 rows x 40 columns]"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b123.groupby(by=['disciplina']).describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbe6ba40",
   "metadata": {},
   "source": [
    "### Alunos que abandonam se matricularam em 2021, mas não em 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "f2d098ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 2, 1])"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_nota_2019.NU_SEMESTRE.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "8a83d4d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "aluno_abandono1 = df_matricula[(df_matricula.MAT_2020 == 0) & (df_matricula.MAT_2021 == 1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "c05b08f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "xx = aluno_abandono1.merge(df_nota_2019, how='left', on='ID_ALUNO').drop(columns=['ID_ESCOLA_x', 'ID_ESCOLA_CENSO_x', 'ID_ESCOLA_y', 'ID_ESCOLA_CENSO_y', 'CO_TURMA']).dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "id": "07c9dc28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1., 3.])"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xx.BIMESTRE.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "96b09cbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\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></th>\n",
       "      <th></th>\n",
       "      <th>SERIE_2021</th>\n",
       "      <th>ETAPA_2021</th>\n",
       "      <th>MAT_2020</th>\n",
       "      <th>MAT_2021</th>\n",
       "      <th>NU_ANO</th>\n",
       "      <th>NU_SEMESTRE</th>\n",
       "      <th>SERIE</th>\n",
       "      <th>ETAPA</th>\n",
       "      <th>NOTA</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID_ALUNO</th>\n",
       "      <th>BIMESTRE</th>\n",
       "      <th>CO_DISCIPLINA</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2be98afc86a95c2d5fa41f6268dc7fc8e</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">1.0</th>\n",
       "      <th>1.0</th>\n",
       "      <td>1413.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>1413.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>1413.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>1413.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.0</th>\n",
       "      <td>1413.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2be98afc86aa7cbd4fb4dff248dc0fa8b</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">3.0</th>\n",
       "      <th>12.0</th>\n",
       "      <td>1413.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13.0</th>\n",
       "      <td>1413.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14.0</th>\n",
       "      <td>1413.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29.0</th>\n",
       "      <td>1413.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99.0</th>\n",
       "      <td>1413.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>7.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>54955 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                          SERIE_2021  \\\n",
       "ID_ALUNO                          BIMESTRE CO_DISCIPLINA               \n",
       "2be98afc86a95c2d5fa41f6268dc7fc8e 1.0      1.0                1413.0   \n",
       "                                           2.0                1413.0   \n",
       "                                           3.0                1413.0   \n",
       "                                           4.0                1413.0   \n",
       "                                           6.0                1413.0   \n",
       "...                                                              ...   \n",
       "2be98afc86aa7cbd4fb4dff248dc0fa8b 3.0      12.0               1413.0   \n",
       "                                           13.0               1413.0   \n",
       "                                           14.0               1413.0   \n",
       "                                           29.0               1413.0   \n",
       "                                           99.0               1413.0   \n",
       "\n",
       "                                                          ETAPA_2021  \\\n",
       "ID_ALUNO                          BIMESTRE CO_DISCIPLINA               \n",
       "2be98afc86a95c2d5fa41f6268dc7fc8e 1.0      1.0                  27.0   \n",
       "                                           2.0                  27.0   \n",
       "                                           3.0                  27.0   \n",
       "                                           4.0                  27.0   \n",
       "                                           6.0                  27.0   \n",
       "...                                                              ...   \n",
       "2be98afc86aa7cbd4fb4dff248dc0fa8b 3.0      12.0                 27.0   \n",
       "                                           13.0                 27.0   \n",
       "                                           14.0                 27.0   \n",
       "                                           29.0                 27.0   \n",
       "                                           99.0                 27.0   \n",
       "\n",
       "                                                          MAT_2020  MAT_2021  \\\n",
       "ID_ALUNO                          BIMESTRE CO_DISCIPLINA                       \n",
       "2be98afc86a95c2d5fa41f6268dc7fc8e 1.0      1.0                   0         1   \n",
       "                                           2.0                   0         1   \n",
       "                                           3.0                   0         1   \n",
       "                                           4.0                   0         1   \n",
       "                                           6.0                   0         1   \n",
       "...                                                            ...       ...   \n",
       "2be98afc86aa7cbd4fb4dff248dc0fa8b 3.0      12.0                  0         1   \n",
       "                                           13.0                  0         1   \n",
       "                                           14.0                  0         1   \n",
       "                                           29.0                  0         1   \n",
       "                                           99.0                  0         1   \n",
       "\n",
       "                                                          NU_ANO  NU_SEMESTRE  \\\n",
       "ID_ALUNO                          BIMESTRE CO_DISCIPLINA                        \n",
       "2be98afc86a95c2d5fa41f6268dc7fc8e 1.0      1.0            2019.0          0.0   \n",
       "                                           2.0            2019.0          0.0   \n",
       "                                           3.0            2019.0          0.0   \n",
       "                                           4.0            2019.0          0.0   \n",
       "                                           6.0            2019.0          0.0   \n",
       "...                                                          ...          ...   \n",
       "2be98afc86aa7cbd4fb4dff248dc0fa8b 3.0      12.0           2019.0          0.0   \n",
       "                                           13.0           2019.0          0.0   \n",
       "                                           14.0           2019.0          0.0   \n",
       "                                           29.0           2019.0          0.0   \n",
       "                                           99.0           2019.0          0.0   \n",
       "\n",
       "                                                           SERIE  ETAPA  NOTA  \n",
       "ID_ALUNO                          BIMESTRE CO_DISCIPLINA                       \n",
       "2be98afc86a95c2d5fa41f6268dc7fc8e 1.0      1.0            1412.0   26.0   6.6  \n",
       "                                           2.0            1412.0   26.0   6.6  \n",
       "                                           3.0            1412.0   26.0   6.0  \n",
       "                                           4.0            1412.0   26.0   5.1  \n",
       "                                           6.0            1412.0   26.0   5.8  \n",
       "...                                                          ...    ...   ...  \n",
       "2be98afc86aa7cbd4fb4dff248dc0fa8b 3.0      12.0           1412.0   26.0   7.3  \n",
       "                                           13.0           1412.0   26.0   7.3  \n",
       "                                           14.0           1412.0   26.0   7.4  \n",
       "                                           29.0           1412.0   26.0   9.0  \n",
       "                                           99.0           1412.0   26.0   7.5  \n",
       "\n",
       "[54955 rows x 9 columns]"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xx.groupby(by=['ID_ALUNO', 'BIMESTRE', 'CO_DISCIPLINA']).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "75410c2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>ID_ALUNO</th>\n",
       "      <th>ID_ESCOLA</th>\n",
       "      <th>ID_ESCOLA_CENSO</th>\n",
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       "      <th>5</th>\n",
       "      <td>2be98afc86aa7cbd4fb49fc2186c5ff8b</td>\n",
       "      <td>5255</td>\n",
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       "      <td>5149</td>\n",
       "      <td>52057259</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2be98afc86a96c0d4fb48f92486c1fe8c</td>\n",
       "      <td>4118</td>\n",
       "      <td>52056465</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2be98afc86a96c6d5fb4aff248dc6f88d</td>\n",
       "      <td>2095</td>\n",
       "      <td>52034836</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <th>383120</th>\n",
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       "      <td>1808</td>\n",
       "      <td>52052613</td>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>383122</th>\n",
       "      <td>2be98afc86a96cad5fa4afc208cc0fe8e</td>\n",
       "      <td>592</td>\n",
       "      <td>52059340</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383130</th>\n",
       "      <td>2be98afc86a96c3d4fb4bfb208ec0fe8c</td>\n",
       "      <td>1315</td>\n",
       "      <td>52030679</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>383131</th>\n",
       "      <td>2be98afc86aa7cad4fb48f8228dcafe8a</td>\n",
       "      <td>4170</td>\n",
       "      <td>52056163</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>383142</th>\n",
       "      <td>2be98afc86a96c0d4fb48f82889c6f688</td>\n",
       "      <td>3347</td>\n",
       "      <td>52015823</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72246 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 ID_ALUNO  ID_ESCOLA  ID_ESCOLA_CENSO  \\\n",
       "5       2be98afc86aa7cbd4fb49fc2186c5ff8b       5255         52043070   \n",
       "10      2be98afc86a96c6d5fb4af9248cc0fe88        301         52048730   \n",
       "16      2be98afc86a96c1d5fb48f62486c4fb8e       5149         52057259   \n",
       "18      2be98afc86a96c0d4fb48f92486c1fe8c       4118         52056465   \n",
       "21      2be98afc86a96c6d5fb4aff248dc6f88d       2095         52034836   \n",
       "...                                   ...        ...              ...   \n",
       "383120  2be98afc86a96c3d4fb48f9238dc7fa82       1808         52052613   \n",
       "383122  2be98afc86a96cad5fa4afc208cc0fe8e        592         52059340   \n",
       "383130  2be98afc86a96c3d4fb4bfb208ec0fe8c       1315         52030679   \n",
       "383131  2be98afc86aa7cad4fb48f8228dcafe8a       4170         52056163   \n",
       "383142  2be98afc86a96c0d4fb48f82889c6f688       3347         52015823   \n",
       "\n",
       "        SERIE_2021  ETAPA_2021  MAT_2020  MAT_2021  \n",
       "5              NaN         NaN         1         0  \n",
       "10             NaN         NaN         1         0  \n",
       "16             NaN         NaN         1         0  \n",
       "18             NaN         NaN         1         0  \n",
       "21             NaN         NaN         1         0  \n",
       "...            ...         ...       ...       ...  \n",
       "383120         NaN         NaN         1         0  \n",
       "383122         NaN         NaN         1         0  \n",
       "383130         NaN         NaN         1         0  \n",
       "383131         NaN         NaN         1         0  \n",
       "383142         NaN         NaN         1         0  \n",
       "\n",
       "[72246 rows x 7 columns]"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_matricula[(df_matricula.MAT_2020 == 1) & (df_matricula.MAT_2021 == 0)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9e3e414",
   "metadata": {},
   "source": [
    "### Alunos que avadiram não se matricularam em 2021 nem em 2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "8fedbd71",
   "metadata": {},
   "outputs": [],
   "source": [
    "aluno_evadido = df_matricula[(df_matricula.MAT_2020 == 0) & (df_matricula.MAT_2021 == 0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "9b60a6a6",
   "metadata": {},
   "outputs": [
    {
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       "      <td>3</td>\n",
       "      <td>52083110</td>\n",
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       "      <td>0</td>\n",
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       "      <td>2815</td>\n",
       "      <td>52072665</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>383145</th>\n",
       "      <td>2be98afc86a96c6d5fb4bfd2286c0fc8a</td>\n",
       "      <td>1394</td>\n",
       "      <td>52035352</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383146</th>\n",
       "      <td>2be98afc86a96c1d5fb48fe2887c0fd8c</td>\n",
       "      <td>5521</td>\n",
       "      <td>52058557</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383147</th>\n",
       "      <td>2be98afc86a96c0d5fb49fe2586c4fb82</td>\n",
       "      <td>7408</td>\n",
       "      <td>52093115</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>63023 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 ID_ALUNO  ID_ESCOLA  ID_ESCOLA_CENSO  \\\n",
       "0       2be98afc86a96c3d4fb48fb2788c4fb88       1580         52052656   \n",
       "3       2be98afc86a96c2d4fb48fe248cc7fc8d       3348         52015807   \n",
       "8       2be98afc86a96c7d5fb4dfb248bc2f782       1922         52069915   \n",
       "11      2be98afc86a96c1d5fb49fa218ec6f88d       5252         52040119   \n",
       "17      2be98afc86a96cad5fa4aff218ec3fe8c          3         52083110   \n",
       "...                                   ...        ...              ...   \n",
       "383138  2be98afc86a96c6d5fb4afa2189c5fa8e       2870         52035280   \n",
       "383141  2be98afc86a96c2d4fb49fb2186cbfa83       2815         52072665   \n",
       "383145  2be98afc86a96c6d5fb4bfd2286c0fc8a       1394         52035352   \n",
       "383146  2be98afc86a96c1d5fb48fe2887c0fd8c       5521         52058557   \n",
       "383147  2be98afc86a96c0d5fb49fe2586c4fb82       7408         52093115   \n",
       "\n",
       "        SERIE_2021  ETAPA_2021  MAT_2020  MAT_2021  \n",
       "0              NaN         NaN         0         0  \n",
       "3              NaN         NaN         0         0  \n",
       "8              NaN         NaN         0         0  \n",
       "11             NaN         NaN         0         0  \n",
       "17             NaN         NaN         0         0  \n",
       "...            ...         ...       ...       ...  \n",
       "383138         NaN         NaN         0         0  \n",
       "383141         NaN         NaN         0         0  \n",
       "383145         NaN         NaN         0         0  \n",
       "383146         NaN         NaN         0         0  \n",
       "383147         NaN         NaN         0         0  \n",
       "\n",
       "[63023 rows x 7 columns]"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aluno_evadido"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "7713a7ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "aluno_evadido = aluno_evadido.merge(df_nota_2019, how='left', on='ID_ALUNO')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "76fa8cdf",
   "metadata": {},
   "outputs": [],
   "source": [
    "aluno_evadido.drop(columns=['ID_ESCOLA_x', 'ID_ESCOLA_CENSO_x', 'ID_ESCOLA_y', 'ID_ESCOLA_CENSO_y', 'CO_TURMA'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "ec77bf2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "xx = aluno_evadido.groupby(by=['ID_ALUNO', 'BIMESTRE', 'CO_DISCIPLINA']).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "id": "6b7b6da2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 3.,  1., nan])"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aluno_evadido.BIMESTRE.unique()"
   ]
  }
 ],
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